From a76259dd557b537042c46a51818ba726b7fe2b4f Mon Sep 17 00:00:00 2001
From: derek-corcoran-barrios <derek.corcoran.barrios@gmailcom>
Date: Fri, 24 Apr 2020 15:28:26 -0400
Subject: [PATCH] Changed column names and the estetics of the graphs

---
 DESCRIPTION                                   |   2 +-
 NAMESPACE                                     |   4 +-
 R/Extintions.R                                |  72 +++---
 R/Plots.R                                     |   8 +-
 R/Powerlaw.R                                  |   4 +-
 docs/404.html                                 |  31 ++-
 ..._to_use_the_NetworkExtinction_Package.html | 226 ++++++++----------
 .../figure-html/unnamed-chunk-12-1.png        | Bin 32603 -> 37396 bytes
 .../figure-html/unnamed-chunk-14-1.png        | Bin 34732 -> 46903 bytes
 .../figure-html/unnamed-chunk-16-1.png        | Bin 17102 -> 19812 bytes
 .../figure-html/unnamed-chunk-17-1.png        | Bin 15915 -> 20040 bytes
 .../figure-html/unnamed-chunk-20-1.png        | Bin 63686 -> 67941 bytes
 .../figure-html/unnamed-chunk-6-1.png         | Bin 17102 -> 19812 bytes
 .../figure-html/unnamed-chunk-9-1.png         | Bin 17200 -> 22416 bytes
 docs/articles/index.html                      |  32 +--
 docs/authors.html                             |  29 ++-
 docs/bootstrap-toc.css                        |  60 +++++
 docs/bootstrap-toc.js                         | 159 ++++++++++++
 docs/index.html                               | 154 +++++-------
 docs/news/index.html                          |  43 ++--
 docs/pkgdown.css                              | 121 +++++++++-
 docs/pkgdown.js                               |   5 -
 docs/pkgdown.yml                              |   3 +-
 docs/reference/CompareExtinctions-1.png       | Bin 41245 -> 54724 bytes
 docs/reference/CompareExtinctions.html        |  40 ++--
 docs/reference/ExtinctionOrder-1.png          | Bin 17990 -> 25004 bytes
 docs/reference/ExtinctionOrder-2.png          | Bin 18038 -> 25537 bytes
 docs/reference/ExtinctionOrder.html           |  70 +++---
 docs/reference/ExtinctionPlot-1.png           | Bin 18913 -> 22659 bytes
 docs/reference/ExtinctionPlot-2.png           | Bin 17417 -> 22486 bytes
 docs/reference/ExtinctionPlot.html            |  45 ++--
 docs/reference/Less_Connected.html            |  36 +--
 docs/reference/More_Connected.html            |  36 +--
 docs/reference/Mostconnected.html             |  61 +++--
 docs/reference/RandomExtinctions-1.png        | Bin 46589 -> 52364 bytes
 docs/reference/RandomExtinctions.html         |  64 +++--
 docs/reference/chilean_intertidal.html        |  36 +--
 docs/reference/degree_distribution-1.png      | Bin 71445 -> 79206 bytes
 docs/reference/degree_distribution.html       |  44 ++--
 docs/reference/index.html                     |  39 +--
 docs/reference/net.html                       |  35 +--
 man/ExtinctionPlot.Rd                         |   4 +-
 man/Less_Connected.Rd                         |   4 +-
 man/More_Connected.Rd                         |   4 +-
 man/chilean_intertidal.Rd                     |   4 +-
 man/net.Rd                                    |   4 +-
 ...w_to_use_the_NetworkExtinction_Package.Rmd |   4 +-
 47 files changed, 879 insertions(+), 604 deletions(-)
 create mode 100644 docs/bootstrap-toc.css
 create mode 100644 docs/bootstrap-toc.js

diff --git a/DESCRIPTION b/DESCRIPTION
index b8e5140..5389eed 100644
--- a/DESCRIPTION
+++ b/DESCRIPTION
@@ -15,7 +15,7 @@ Imports: broom, dplyr, ggplot2, magrittr, network, scales, sna, stats, tidyr, MA
 License: GPL (>= 2)
 Encoding: UTF-8
 LazyData: true
-RoxygenNote: 6.1.1
+RoxygenNote: 7.1.0
 Suggests: knitr,
     rmarkdown, pkgdown
 VignetteBuilder: knitr
diff --git a/NAMESPACE b/NAMESPACE
index c44d6ad..eb32de2 100644
--- a/NAMESPACE
+++ b/NAMESPACE
@@ -20,15 +20,17 @@ importFrom(dplyr,group_split)
 importFrom(dplyr,mutate)
 importFrom(dplyr,select)
 importFrom(dplyr,summarise)
+importFrom(ggplot2,aes)
 importFrom(ggplot2,aes_string)
 importFrom(ggplot2,geom_line)
 importFrom(ggplot2,geom_point)
 importFrom(ggplot2,geom_ribbon)
 importFrom(ggplot2,ggplot)
+importFrom(ggplot2,scale_color_manual)
 importFrom(ggplot2,scale_fill_manual)
 importFrom(ggplot2,scale_x_log10)
 importFrom(ggplot2,scale_y_log10)
-importFrom(ggplot2,theme_classic)
+importFrom(ggplot2,theme_bw)
 importFrom(ggplot2,xlab)
 importFrom(ggplot2,ylab)
 importFrom(ggplot2,ylim)
diff --git a/R/Extintions.R b/R/Extintions.R
index 615408c..887da6d 100644
--- a/R/Extintions.R
+++ b/R/Extintions.R
@@ -44,7 +44,7 @@ Mostconnected <- function(Network){
   indegreetopnetzeros <- sum(degree(Network, cmode = "outdegree") == 0)
   Producers <- (1:length(degree(Network, cmode = "indegree")))[degree(Network, cmode = "indegree") == 0]
   TopPredators <- (1:length(degree(Network, cmode = "outdegree")))[degree(Network, cmode = "outdegree") == 0]
-  DF <- data.frame(Spp = rep(NA, network.size(Network)), nodesS = rep(NA, network.size(Network)), linksS = rep(NA, network.size(Network)), Conectance = rep(NA, network.size(Network)), LinksPerSpecies = rep(NA, network.size(Network)),Secondary_extinctions = rep(NA,network.size(Network)), Predation_release = rep(NA,network.size(Network)), isolated_nodes =rep (NA,network.size(Network)))
+  DF <- data.frame(Spp = rep(NA, network.size(Network)), S = rep(NA, network.size(Network)), L = rep(NA, network.size(Network)), C = rep(NA, network.size(Network)), Link_density = rep(NA, network.size(Network)),SecExt = rep(NA,network.size(Network)), Pred_release = rep(NA,network.size(Network)), Iso_nodes =rep (NA,network.size(Network)))
 
   Secundaryext <- c()
   Predationrel <- c()
@@ -78,17 +78,17 @@ Mostconnected <- function(Network){
       delete.vertices(Temp, unique(c(c(DF$Spp[1:i]),accExt)))
     }
 
-    DF$nodesS[i] <- network.size(Temp)
-    DF$linksS[i] <- network.edgecount(Temp)
-    DF$Conectance[i] <- network.density(Temp)
-    DF$LinksPerSpecies [i] <- DF$linksS[i]/DF$nodesS[i]
+    DF$S[i] <- network.size(Temp)
+    DF$L[i] <- network.edgecount(Temp)
+    DF$C[i] <- network.density(Temp)
+    DF$Link_density [i] <- DF$L[i]/DF$S[i]
     SecundaryextTemp <- (1:length(degree(Temp, cmode = "indegree")))[degree(Temp, cmode = "indegree") == 0]
     for(j in sort(unique(c(c(DF$Spp[1:i]),accExt)))){
       SecundaryextTemp <- ifelse(SecundaryextTemp < j, SecundaryextTemp, SecundaryextTemp + 1)
     }
     Secundaryext <- SecundaryextTemp
     Secundaryext <- Secundaryext[!(Secundaryext %in% Producers)]
-    DF$Secondary_extinctions[i]<- length(Secundaryext)
+    DF$SecExt[i]<- length(Secundaryext)
 
     PredationrelTemp <- (1:length(degree(Temp, cmode = "outdegree")))[degree(Temp, cmode = "outdegree") == 0]
     for(j in sort(unique(c(c(DF$Spp[1:i]),accExt)))){
@@ -96,20 +96,20 @@ Mostconnected <- function(Network){
     }
     Predationrel <- PredationrelTemp
     Predationrel <- Predationrel[!(Predationrel %in% TopPredators)]
-    DF$Predation_release[i]<- length(Predationrel)
+    DF$Pred_release[i]<- length(Predationrel)
 
-    DF$isolated_nodes[i] <- sum(degree(Temp) == 0)
+    DF$Iso_nodes[i] <- sum(degree(Temp) == 0)
     print(i)
     FinalExt[[i]] <-(Secundaryext)
     accExt <- append(accExt, DF$Spp[1:i])
     accExt <- unique(append(accExt,Secundaryext))
 
-    if (DF$linksS[i] == 0) break
+    if (DF$L[i] == 0) break
   }
   DF <- DF[complete.cases(DF),]
-    DF$AccSecondaryExtinction<- cumsum(DF$Secondary_extinctions)
+    DF$AccSecExt<- cumsum(DF$SecExt)
   DF$NumExt <- 1:nrow(DF)
-  DF$TotalExt <- DF$AccSecondaryExtinction + DF$NumExt
+  DF$TotalExt <- DF$AccSecExt + DF$NumExt
   class(DF) <- c("data.frame", "Mostconnected")
   return(DF)
 }
@@ -136,7 +136,7 @@ Mostconnected <- function(Network){
 #' @importFrom ggplot2 aes_string
 #' @importFrom ggplot2 geom_line
 #' @importFrom ggplot2 ggplot
-#' @importFrom ggplot2 theme_classic
+#' @importFrom ggplot2 theme_bw
 #' @importFrom ggplot2 xlab
 #' @importFrom ggplot2 ylab
 #' @importFrom network as.matrix.network.edgelist
@@ -164,7 +164,7 @@ ExtinctionOrder <- function(Network, Order){
   Producers <- (1:length(degree(Network, cmode = "indegree")))[degree(Network, cmode = "indegree") == 0]
   TopPredators <- (1:length(degree(Network, cmode = "outdegree")))[degree(Network, cmode = "outdegree") == 0]
 
-  DF <- data.frame(Spp = rep(NA, network.size(Network)), nodesS = rep(NA, network.size(Network)), linksS = rep(NA, network.size(Network)), Conectance = rep(NA, network.size(Network)),  Secondary_extinctions = rep(NA,network.size(Network)), Predation_release = rep(NA,network.size(Network)))
+  DF <- data.frame(Spp = rep(NA, network.size(Network)), S = rep(NA, network.size(Network)), L = rep(NA, network.size(Network)), C = rep(NA, network.size(Network)),  SecExt = rep(NA,network.size(Network)), Pred_release = rep(NA,network.size(Network)))
 
   Secundaryext <- c()
   Predationrel <- c()
@@ -195,9 +195,9 @@ ExtinctionOrder <- function(Network, Order){
       delete.vertices(Temp, unique(c(c(DF$Spp[1:i]),accExt)))
     }
 
-    DF$nodesS[i] <- network.size(Temp)
-    DF$linksS[i] <- network.edgecount(Temp)
-    DF$Conectance[i] <- network.density(Temp)
+    DF$S[i] <- network.size(Temp)
+    DF$L[i] <- network.edgecount(Temp)
+    DF$C[i] <- network.density(Temp)
 
     SecundaryextTemp <- (1:length(degree(Temp, cmode = "indegree")))[degree(Temp, cmode = "indegree") == 0]
     for(j in sort(unique(c(c(DF$Spp[1:i]),accExt)))){
@@ -205,7 +205,7 @@ ExtinctionOrder <- function(Network, Order){
     }
     Secundaryext <- SecundaryextTemp
     Secundaryext <- Secundaryext[!(Secundaryext %in% Producers)]
-    DF$Secondary_extinctions[i]<- length(Secundaryext)
+    DF$SecExt[i]<- length(Secundaryext)
 
     PredationrelTemp <- (1:length(degree(Temp, cmode = "outdegree")))[degree(Temp, cmode = "outdegree") == 0]
     for(j in sort(unique(c(c(DF$Spp[1:i]),accExt)))){
@@ -213,20 +213,20 @@ ExtinctionOrder <- function(Network, Order){
     }
     Predationrel <- PredationrelTemp
     Predationrel <- Predationrel[!(Predationrel %in% TopPredators)]
-    DF$Predation_release[i]<- length(Predationrel)
+    DF$Pred_release[i]<- length(Predationrel)
 
     message(i)
     FinalExt[[i]] <-(Secundaryext)
     accExt <- append(accExt, DF$Spp[1:i])
     accExt <- unique(append(accExt,Secundaryext))
 
-    if (DF$linksS[i] == 0) break
+    if (DF$L[i] == 0) break
   }
   DF <- DF[complete.cases(DF),]
-  DF$AccSecondaryExtinction <- cumsum(DF$Secondary_extinctions)
+  DF$AccSecExt <- cumsum(DF$SecExt)
   DF$NumExt <- 1:nrow(DF)
-  DF$TotalExt <- DF$AccSecondaryExtinction + DF$NumExt
-  G <- ggplot(DF, aes_string(x = "NumExt", y = "AccSecondaryExtinction")) + geom_line() + ylab("Secondary extinctions") + xlab("number of extinctions") + theme_classic()
+  DF$TotalExt <- DF$AccSecExt + DF$NumExt
+  G <- ggplot(DF, aes_string(x = "NumExt", y = "AccSecExt")) + geom_line() + ylab("Acc. Secondary extinctions") + xlab("Primary extinctions")  + theme_bw()
   Results <- list(DF= DF, Graph = G)
   class(Results) <- c("ExtinctionOrder")
   return(Results)
@@ -253,8 +253,10 @@ ExtinctionOrder <- function(Network, Order){
 #' @importFrom ggplot2 geom_line
 #' @importFrom ggplot2 geom_ribbon
 #' @importFrom ggplot2 ggplot
-#' @importFrom ggplot2 theme_classic
+#' @importFrom ggplot2 theme_bw
 #' @importFrom ggplot2 scale_fill_manual
+#' @importFrom ggplot2 xlab
+#' @importFrom ggplot2 ylab
 #' @importFrom magrittr "%>%"
 #' @importFrom network network.size
 #' @importFrom scales muted
@@ -264,7 +266,7 @@ ExtinctionOrder <- function(Network, Order){
 #' @export
 
 RandomExtinctions <- function(Network, nsim = 10){
-  NumExt <- sd <- AccSecondaryExtinction <- NULL
+  NumExt <- sd <- AccSecExt <- NULL
   network <- Network
   sims <- list()
   for(i in 1:nsim){
@@ -275,8 +277,8 @@ RandomExtinctions <- function(Network, nsim = 10){
   cond <- sapply(sims, function(x) class(x) == "data.frame")
   sims <- sims[cond]
   sims <- do.call(rbind, sims)
-  sims <- sims %>% group_by(NumExt) %>% summarise(SdAccSecondaryExtinction = sd(AccSecondaryExtinction), AccSecondaryExtinction = mean(AccSecondaryExtinction))
-  g <- ggplot(sims, aes_string(x = "NumExt", y = "AccSecondaryExtinction")) + geom_ribbon(aes_string(ymin = "AccSecondaryExtinction - SdAccSecondaryExtinction", ymax = "AccSecondaryExtinction + SdAccSecondaryExtinction"), fill = muted("red")) + geom_line() + theme_classic()
+  sims <- sims %>% group_by(NumExt) %>% summarise(AccSecExt_sd = sd(AccSecExt), AccSecExt_mean = mean(AccSecExt))
+  g <- ggplot(sims, aes_string(x = "NumExt", y = "AccSecExt_mean")) + geom_ribbon(aes_string(ymin = "AccSecExt_mean - AccSecExt_sd", ymax = "AccSecExt_mean + AccSecExt_sd"), fill = muted("red")) + geom_line() + ylab("Acc. Secondary extinctions") + xlab("Primary extinctions") + theme_bw()
   g
   return(list(sims = sims, graph = g))
 }
@@ -303,8 +305,10 @@ RandomExtinctions <- function(Network, nsim = 10){
 #'
 #' CompareExtinctions(Nullmodel = NullHyp, Hypothesis = History)
 #' @importFrom broom tidy
+#' @importFrom ggplot2 aes
 #' @importFrom ggplot2 geom_line
 #' @importFrom ggplot2 geom_point
+#' @importFrom ggplot2 scale_color_manual
 #' @importFrom stats chisq.test
 #' @author Derek Corcoran <derek.corcoran.barrios@gmail.com>
 #' @author M.Isidora Avila Thieme <msavila@uc.cl>
@@ -312,19 +316,19 @@ RandomExtinctions <- function(Network, nsim = 10){
 
 CompareExtinctions <- function(Nullmodel, Hypothesis){
   if(class(Hypothesis)[1] == "ExtinctionOrder"){
-    NumExt <- sd <- AccSecondaryExtinction <- NULL
-    g <- Nullmodel$graph
-    g <- g + geom_point(data = Hypothesis$DF) + geom_line(data = Hypothesis$DF, lty = 2)
+    NumExt <- sd <- AccSecExt <- AccSecExt_mean <-NULL
+    g <- Nullmodel$graph + geom_line(aes(color = "blue"))
+    g <- g + geom_point(data = Hypothesis$DF, aes(y = AccSecExt), color = "blue") + geom_line(data = Hypothesis$DF, aes(y = AccSecExt, color = "black")) + scale_color_manual(values =c("blue", "black"), label = c("Observed","Null hypothesis"))
     g
-    Test <- chisq.test(x = Hypothesis$DF$AccSecondaryExtinction, y = Nullmodel$sims$AccSecondaryExtinction[1:length(Hypothesis$DF$AccSecondaryExtinction)])
+    Test <- chisq.test(x = Hypothesis$DF$AccSecExt, y = Nullmodel$sims$AccSecExt_mean[1:length(Hypothesis$DF$AccSecExt)])
     return(list(Test = Test, graph = g))
   }
   if(class(Hypothesis)[2] == "Mostconnected"){
-  NumExt <- sd <- AccSecondaryExtinction <- NULL
-  g <- Nullmodel$graph
-  g <- g + geom_point(data = Hypothesis) + geom_line(data = Hypothesis, lty = 2)
+  NumExt <- sd <- AccSecExt <- AccSecExt_mean <-NULL
+  g <- Nullmodel$graph + geom_line(aes(color = "blue"))
+  g <- g + geom_point(data = Hypothesis, aes(y = AccSecExt), color = "blue") + geom_line(data = Hypothesis, aes(y = AccSecExt, color = "black")) + scale_color_manual(values =c("blue", "black"), label = c("Observed","Null hypothesis"))
   g
-  Test <- tidy(chisq.test(x = Hypothesis$AccSecondaryExtinction, y = Nullmodel$sims$AccSecondaryExtinction[1:length(Hypothesis$AccSecondaryExtinction)]))
+  Test <- tidy(chisq.test(x = Hypothesis$AccSecExt, y = Nullmodel$sims$AccSecExt_mean[1:length(Hypothesis$AccSecExt)]))
   return(list(Test = Test, graph = g))
   }
   else{
diff --git a/R/Plots.R b/R/Plots.R
index 6690411..5956cbf 100644
--- a/R/Plots.R
+++ b/R/Plots.R
@@ -14,17 +14,17 @@
 #' history <- Mostconnected(Network = net)
 #' ExtinctionPlot(History = history)
 #' # You can also specify the variable to be ploted in the y axis
-#' ExtinctionPlot(History = history, Variable = "LinksPerSpecies")
+#' ExtinctionPlot(History = history, Variable = "Link_density")
 #' @importFrom ggplot2 aes_string
 #' @importFrom ggplot2 geom_line
 #' @importFrom ggplot2 ggplot
-#' @importFrom ggplot2 theme_classic
+#' @importFrom ggplot2 theme_bw
 #' @author Derek Corcoran <derek.corcoran.barrios@gmail.com>
 #' @author M.Isidora Avila Thieme <msavila@uc.cl>
 #' @seealso [NetworkExtintion::ExtinctionOrder()]
 #' @export
 
-ExtinctionPlot <- function(History, Variable = "AccSecondaryExtinction"){
+ExtinctionPlot <- function(History, Variable = "AccSecExt"){
   History$X <- 1:nrow(History)
-  ggplot(History, aes_string(x = "X", y = Variable)) + geom_line() + theme_classic() + ylab(Variable) + xlab("Number of extinctions")
+  ggplot(History, aes_string(x = "X", y = Variable)) + geom_line() + theme_bw() + ylab(Variable) + xlab("Primary extinctions")
 }
diff --git a/R/Powerlaw.R b/R/Powerlaw.R
index 5688cdc..c11dc0e 100644
--- a/R/Powerlaw.R
+++ b/R/Powerlaw.R
@@ -41,7 +41,7 @@
 #'@importFrom ggplot2 geom_point
 #'@importFrom ggplot2 scale_x_log10
 #'@importFrom ggplot2 scale_y_log10
-#'@importFrom ggplot2 theme_classic
+#'@importFrom ggplot2 theme_bw
 #'@importFrom ggplot2 ylim
 #'@importFrom MASS fitdistr
 #'@importFrom purrr map
@@ -127,7 +127,7 @@ degree_distribution <- function(Network, scale = "arithmetic"){
   params <- bind_rows(Params.logpower, Params.power, Params.exp, Params.logexp) %>% dplyr::filter(model %in% Summs$model)
   DF2 <- For.Graph %>% filter(K != 0 & Cumulative != 0) %>% gather(key = model, value = fit, Exp, Power, LogExp, LogPower) %>% dplyr::filter(model %in% Summs$model)
 
-  g <- ggplot(DF2, aes_string(x = "K", y = "Cumulative")) + geom_line() + geom_point()+ theme_classic() + geom_line(aes_string(y ="fit", color = "model")) + ylim(c(0,1))
+  g <- ggplot(DF2, aes_string(x = "K", y = "Cumulative")) + geom_line() + geom_point()+ theme_bw() + geom_line(aes_string(y ="fit", color = "model")) + ylim(c(0,1))
 
   if(scale == "LogLog"){
     g <- g  + scale_x_log10() + scale_y_log10(breaks=c(0, .001,.01,1))
diff --git a/docs/404.html b/docs/404.html
index 3991f46..e1e4285 100644
--- a/docs/404.html
+++ b/docs/404.html
@@ -17,23 +17,27 @@
 <link rel="apple-touch-icon" type="image/png" sizes="60x60" href="apple-touch-icon-60x60.png" />
 
 <!-- jquery -->
-<script src="https://cdnjs.cloudflare.com/ajax/libs/jquery/3.3.1/jquery.min.js" integrity="sha256-FgpCb/KJQlLNfOu91ta32o/NMZxltwRo8QtmkMRdAu8=" crossorigin="anonymous"></script>
+<script src="https://cdnjs.cloudflare.com/ajax/libs/jquery/3.4.1/jquery.min.js" integrity="sha256-CSXorXvZcTkaix6Yvo6HppcZGetbYMGWSFlBw8HfCJo=" crossorigin="anonymous"></script>
 <!-- Bootstrap -->
 
-<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/3.3.7/css/bootstrap.min.css" integrity="sha256-916EbMg70RQy9LHiGkXzG8hSg9EdNy97GazNG/aiY1w=" crossorigin="anonymous" />
+<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/3.4.1/css/bootstrap.min.css" integrity="sha256-bZLfwXAP04zRMK2BjiO8iu9pf4FbLqX6zitd+tIvLhE=" crossorigin="anonymous" />
 
-<script src="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/3.3.7/js/bootstrap.min.js" integrity="sha256-U5ZEeKfGNOja007MMD3YBI0A3OSZOQbeG6z2f2Y0hu8=" crossorigin="anonymous"></script>
+<script src="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/3.4.1/js/bootstrap.min.js" integrity="sha256-nuL8/2cJ5NDSSwnKD8VqreErSWHtnEP9E7AySL+1ev4=" crossorigin="anonymous"></script>
+
+<!-- bootstrap-toc -->
+<link rel="stylesheet" href="bootstrap-toc.css">
+<script src="bootstrap-toc.js"></script>
 
 <!-- Font Awesome icons -->
-<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.7.1/css/all.min.css" integrity="sha256-nAmazAk6vS34Xqo0BSrTb+abbtFlgsFK7NKSi6o7Y78=" crossorigin="anonymous" />
-<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.7.1/css/v4-shims.min.css" integrity="sha256-6qHlizsOWFskGlwVOKuns+D1nB6ssZrHQrNj1wGplHc=" crossorigin="anonymous" />
+<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.12.1/css/all.min.css" integrity="sha256-mmgLkCYLUQbXn0B1SRqzHar6dCnv9oZFPEC1g1cwlkk=" crossorigin="anonymous" />
+<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.12.1/css/v4-shims.min.css" integrity="sha256-wZjR52fzng1pJHwx4aV2AO3yyTOXrcDW7jBpJtTwVxw=" crossorigin="anonymous" />
 
 <!-- clipboard.js -->
-<script src="https://cdnjs.cloudflare.com/ajax/libs/clipboard.js/2.0.4/clipboard.min.js" integrity="sha256-FiZwavyI2V6+EXO1U+xzLG3IKldpiTFf3153ea9zikQ=" crossorigin="anonymous"></script>
+<script src="https://cdnjs.cloudflare.com/ajax/libs/clipboard.js/2.0.6/clipboard.min.js" integrity="sha256-inc5kl9MA1hkeYUt+EC3BhlIgyp/2jDIyBLS6k3UxPI=" crossorigin="anonymous"></script>
 
 <!-- headroom.js -->
-<script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.9.4/headroom.min.js" integrity="sha256-DJFC1kqIhelURkuza0AvYal5RxMtpzLjFhsnVIeuk+U=" crossorigin="anonymous"></script>
-<script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.9.4/jQuery.headroom.min.js" integrity="sha256-ZX/yNShbjqsohH1k95liqY9Gd8uOiE1S4vZc+9KQ1K4=" crossorigin="anonymous"></script>
+<script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.11.0/headroom.min.js" integrity="sha256-AsUX4SJE1+yuDu5+mAVzJbuYNPHj/WroHuZ8Ir/CkE0=" crossorigin="anonymous"></script>
+<script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.11.0/jQuery.headroom.min.js" integrity="sha256-ZX/yNShbjqsohH1k95liqY9Gd8uOiE1S4vZc+9KQ1K4=" crossorigin="anonymous"></script>
 
 <!-- pkgdown -->
 <link href="pkgdown.css" rel="stylesheet">
@@ -44,7 +48,6 @@
 
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 <meta property="og:image" content="/logo.png" />
-<meta name="twitter:card" content="summary" />
 
 
 
@@ -62,7 +65,7 @@
 
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+  <body data-spy="scroll" data-target="#toc">
     <div class="container template-title-body">
       <header>
       <div class="navbar navbar-default navbar-fixed-top" role="navigation">
@@ -129,6 +132,12 @@ <h1>Page not found (404)</h1>
 
   </div>
 
+  <div class="col-md-3 hidden-xs hidden-sm" id="pkgdown-sidebar">
+    <nav id="toc" data-toggle="toc" class="sticky-top">
+      <h2 data-toc-skip>Contents</h2>
+    </nav>
+  </div>
+
 </div>
 
 
@@ -139,7 +148,7 @@ <h1>Page not found (404)</h1>
 </div>
 
 <div class="pkgdown">
-  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.4.1.</p>
+  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.5.1.</p>
 </div>
 
       </footer>
diff --git a/docs/articles/How_to_use_the_NetworkExtinction_Package.html b/docs/articles/How_to_use_the_NetworkExtinction_Package.html
index 64be76e..d962df8 100644
--- a/docs/articles/How_to_use_the_NetworkExtinction_Package.html
+++ b/docs/articles/How_to_use_the_NetworkExtinction_Package.html
@@ -12,20 +12,20 @@
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+<!-- jquery --><script src="https://cdnjs.cloudflare.com/ajax/libs/jquery/3.4.1/jquery.min.js" integrity="sha256-CSXorXvZcTkaix6Yvo6HppcZGetbYMGWSFlBw8HfCJo=" crossorigin="anonymous"></script><!-- Bootstrap --><link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/3.4.1/css/bootstrap.min.css" integrity="sha256-bZLfwXAP04zRMK2BjiO8iu9pf4FbLqX6zitd+tIvLhE=" crossorigin="anonymous">
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+<!-- clipboard.js --><script src="https://cdnjs.cloudflare.com/ajax/libs/clipboard.js/2.0.6/clipboard.min.js" integrity="sha256-inc5kl9MA1hkeYUt+EC3BhlIgyp/2jDIyBLS6k3UxPI=" crossorigin="anonymous"></script><!-- headroom.js --><script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.11.0/headroom.min.js" integrity="sha256-AsUX4SJE1+yuDu5+mAVzJbuYNPHj/WroHuZ8Ir/CkE0=" crossorigin="anonymous"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.11.0/jQuery.headroom.min.js" integrity="sha256-ZX/yNShbjqsohH1k95liqY9Gd8uOiE1S4vZc+9KQ1K4=" crossorigin="anonymous"></script><!-- pkgdown --><link href="../pkgdown.css" rel="stylesheet">
 <script src="../pkgdown.js"></script><meta property="og:title" content="How to use the NetworkExtinction Package">
-<meta property="og:description" content="">
+<meta property="og:description" content="NetworkExtinction">
 <meta property="og:image" content="/logo.png">
-<meta name="twitter:card" content="summary">
 <!-- mathjax --><script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js" integrity="sha256-nvJJv9wWKEm88qvoQl9ekL2J+k/RWIsaSScxxlsrv8k=" crossorigin="anonymous"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/config/TeX-AMS-MML_HTMLorMML.js" integrity="sha256-84DKXVJXs0/F8OTMzX4UR909+jtl4G7SPypPavF+GfA=" crossorigin="anonymous"></script><!--[if lt IE 9]>
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 <![endif]-->
 </head>
-<body>
+<body data-spy="scroll" data-target="#toc">
     <div class="container template-article">
       <header><div class="navbar navbar-default navbar-fixed-top" role="navigation">
   <div class="container">
@@ -82,10 +82,10 @@
       </header><div class="row">
   <div class="col-md-9 contents">
     <div class="page-header toc-ignore">
-      <h1>How to use the NetworkExtinction Package</h1>
+      <h1 data-toc-skip>How to use the NetworkExtinction Package</h1>
                         <h4 class="author">M.Isidora Avila-Thieme and Derek Corcoran</h4>
             
-            <h4 class="date">2019-11-21</h4>
+            <h4 class="date">2020-04-24</h4>
       
       
       <div class="hidden name"><code>How_to_use_the_NetworkExtinction_Package.Rmd</code></div>
@@ -129,8 +129,8 @@ <h1 class="hasAnchor">
 <h2 class="hasAnchor">
 <a href="#how-to-install-the-package" class="anchor"></a>How to install the package</h2>
 <p>As any package in cran the <em>install.packages</em> function can be used to intall de <em>NetworkExtinction</em> package as shown in the following code.</p>
-<div class="sourceCode" id="cb1"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb1-1" data-line-number="1"><span class="kw"><a href="https://rdrr.io/r/utils/install.packages.html">install.packages</a></span>(NetworkExtinction)</a>
-<a class="sourceLine" id="cb1-2" data-line-number="2"><span class="kw"><a href="https://rdrr.io/r/base/library.html">library</a></span>(NetworkExtinction)</a></code></pre></div>
+<div class="sourceCode" id="cb1"><html><body><pre class="r"><span class="fu"><a href="https://rdrr.io/r/utils/install.packages.html">install.packages</a></span>(<span class="no">NetworkExtinction</span>)
+<span class="fu"><a href="https://rdrr.io/r/base/library.html">library</a></span>(<span class="no">NetworkExtinction</span>)</pre></body></html></div>
 </div>
 <div id="how-to-represent-a-food-web-in-r" class="section level2">
 <h2 class="hasAnchor">
@@ -139,47 +139,51 @@ <h2 class="hasAnchor">
 <p>In order to create a network object you can start with a matrix or an edgelist object (for more details see the network package vignette).</p>
 <p>As an example of how to build a food web we will explain how to create the network shown in figure 1.</p>
 <div class="figure">
-<img src="toymodel_trophic-network5.jpg" alt="Figure 1. Food-web to be contructed in R"><p class="caption">Figure 1. Food-web to be contructed in R</p>
+<img src="toymodel_trophic-network5.jpg" alt="Figure 1. Food-web to be contructed in R" width="240"><p class="caption">
+Figure 1. Food-web to be contructed in R
+</p>
 </div>
 <p>This network has ten nodes where each node represents one species. Here, four nodes are basal species (primary producers, from sp.1 to sp.4), three nodes are intermediate (primary consumers, from sp.5 to sp.7), and the remaining three are top predators (from sp.8 to sp.10).</p>
 <p>In order to build an interaction matrix (Figure 2) that represent the food web, we create a square matrix with a column and a row representing each species. Columns represent the consumers and the rows the resources, where 1 represents a trophic interaction and 0 its absence. Note that in the columns, the first four species only have zeros because they are not consumers. For example, if we look at species 7, it feeds on species 4 and 3. In order to represent that, we would go to column 7 and put a 1 in rows 3 and 4.</p>
 <div class="figure">
-<img src="matrix.jpg" alt="Figure 2. Matrix representation of the food web"><p class="caption">Figure 2. Matrix representation of the food web</p>
+<img src="matrix.jpg" alt="Figure 2. Matrix representation of the food web" width="273"><p class="caption">
+Figure 2. Matrix representation of the food web
+</p>
 </div>
 <p>The following code is an example of how to build the matrix in figure 2 using R:</p>
-<div class="sourceCode" id="cb2"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb2-1" data-line-number="1">a&lt;-<span class="st"> </span><span class="kw"><a href="https://rdrr.io/r/base/matrix.html">matrix</a></span>(<span class="kw"><a href="https://rdrr.io/r/base/c.html">c</a></span>(<span class="dv">0</span>, <span class="dv">0</span>, <span class="dv">0</span>, <span class="dv">0</span>, <span class="dv">0</span>, <span class="dv">0</span>, <span class="dv">0</span>, <span class="dv">0</span>, <span class="dv">0</span>, <span class="dv">0</span>, <span class="dv">0</span>, <span class="dv">0</span>, <span class="dv">0</span>, <span class="dv">0</span>, <span class="dv">0</span>, <span class="dv">0</span>, <span class="dv">0</span>, <span class="dv">0</span>, <span class="dv">0</span>, <span class="dv">0</span>, <span class="dv">0</span>, <span class="dv">0</span>, <span class="dv">0</span>, <span class="dv">0</span>, <span class="dv">0</span>, <span class="dv">0</span>, <span class="dv">0</span>, <span class="dv">0</span>, <span class="dv">0</span>, <span class="dv">0</span>, <span class="dv">0</span>, <span class="dv">0</span>, <span class="dv">0</span>, <span class="dv">0</span>, <span class="dv">0</span>, <span class="dv">0</span>, <span class="dv">0</span>, <span class="dv">0</span>, <span class="dv">0</span>, <span class="dv">0</span>, <span class="dv">1</span>, <span class="dv">0</span>, <span class="dv">0</span>, <span class="dv">0</span>, <span class="dv">0</span>, <span class="dv">0</span>, <span class="dv">0</span>, <span class="dv">0</span>, <span class="dv">0</span>, <span class="dv">0</span>, <span class="dv">0</span>, <span class="dv">1</span>, <span class="dv">0</span>, <span class="dv">0</span>, <span class="dv">0</span>, <span class="dv">0</span>, <span class="dv">0</span>, <span class="dv">0</span>, <span class="dv">0</span>, <span class="dv">0</span>, <span class="dv">0</span>, <span class="dv">0</span>, <span class="dv">1</span>, <span class="dv">1</span>, <span class="dv">0</span>, <span class="dv">0</span>, <span class="dv">0</span>, <span class="dv">0</span>, <span class="dv">0</span>, <span class="dv">0</span>, <span class="dv">0</span>, <span class="dv">0</span>, <span class="dv">0</span>, <span class="dv">0</span>, <span class="dv">1</span>, <span class="dv">1</span>, <span class="dv">0</span>, <span class="dv">0</span>, <span class="dv">0</span>, <span class="dv">0</span>, <span class="dv">0</span>, <span class="dv">0</span>, <span class="dv">0</span>, <span class="dv">0</span>, <span class="dv">0</span>, <span class="dv">1</span>, <span class="dv">0</span>, <span class="dv">0</span>, <span class="dv">0</span>, <span class="dv">0</span>, <span class="dv">0</span>, <span class="dv">1</span>, <span class="dv">0</span>, <span class="dv">0</span>, <span class="dv">0</span>, <span class="dv">0</span>, <span class="dv">1</span>, <span class="dv">1</span>, <span class="dv">0</span>, <span class="dv">0</span>),<span class="dt">nrow=</span><span class="dv">10</span>, <span class="dt">ncol=</span><span class="dv">10</span>)</a>
-<a class="sourceLine" id="cb2-2" data-line-number="2"></a>
-<a class="sourceLine" id="cb2-3" data-line-number="3">a</a>
-<a class="sourceLine" id="cb2-4" data-line-number="4"><span class="co">#&gt;       [,1] [,2] [,3] [,4] [,5] [,6] [,7] [,8] [,9] [,10]</span></a>
-<a class="sourceLine" id="cb2-5" data-line-number="5"><span class="co">#&gt;  [1,]    0    0    0    0    1    0    0    0    0     0</span></a>
-<a class="sourceLine" id="cb2-6" data-line-number="6"><span class="co">#&gt;  [2,]    0    0    0    0    0    1    0    0    0     1</span></a>
-<a class="sourceLine" id="cb2-7" data-line-number="7"><span class="co">#&gt;  [3,]    0    0    0    0    0    0    1    0    0     0</span></a>
-<a class="sourceLine" id="cb2-8" data-line-number="8"><span class="co">#&gt;  [4,]    0    0    0    0    0    0    1    0    0     0</span></a>
-<a class="sourceLine" id="cb2-9" data-line-number="9"><span class="co">#&gt;  [5,]    0    0    0    0    0    0    0    1    0     0</span></a>
-<a class="sourceLine" id="cb2-10" data-line-number="10"><span class="co">#&gt;  [6,]    0    0    0    0    0    0    0    1    1     0</span></a>
-<a class="sourceLine" id="cb2-11" data-line-number="11"><span class="co">#&gt;  [7,]    0    0    0    0    0    0    0    0    0     1</span></a>
-<a class="sourceLine" id="cb2-12" data-line-number="12"><span class="co">#&gt;  [8,]    0    0    0    0    0    0    0    0    0     1</span></a>
-<a class="sourceLine" id="cb2-13" data-line-number="13"><span class="co">#&gt;  [9,]    0    0    0    0    0    0    0    0    0     0</span></a>
-<a class="sourceLine" id="cb2-14" data-line-number="14"><span class="co">#&gt; [10,]    0    0    0    0    0    0    0    0    0     0</span></a></code></pre></div>
+<div class="sourceCode" id="cb2"><html><body><pre class="r"><span class="no">a</span><span class="kw">&lt;-</span> <span class="fu"><a href="https://rdrr.io/r/base/matrix.html">matrix</a></span>(<span class="fu"><a href="https://rdrr.io/r/base/c.html">c</a></span>(<span class="fl">0</span>, <span class="fl">0</span>, <span class="fl">0</span>, <span class="fl">0</span>, <span class="fl">0</span>, <span class="fl">0</span>, <span class="fl">0</span>, <span class="fl">0</span>, <span class="fl">0</span>, <span class="fl">0</span>, <span class="fl">0</span>, <span class="fl">0</span>, <span class="fl">0</span>, <span class="fl">0</span>, <span class="fl">0</span>, <span class="fl">0</span>, <span class="fl">0</span>, <span class="fl">0</span>, <span class="fl">0</span>, <span class="fl">0</span>, <span class="fl">0</span>, <span class="fl">0</span>, <span class="fl">0</span>, <span class="fl">0</span>, <span class="fl">0</span>, <span class="fl">0</span>, <span class="fl">0</span>, <span class="fl">0</span>, <span class="fl">0</span>, <span class="fl">0</span>, <span class="fl">0</span>, <span class="fl">0</span>, <span class="fl">0</span>, <span class="fl">0</span>, <span class="fl">0</span>, <span class="fl">0</span>, <span class="fl">0</span>, <span class="fl">0</span>, <span class="fl">0</span>, <span class="fl">0</span>, <span class="fl">1</span>, <span class="fl">0</span>, <span class="fl">0</span>, <span class="fl">0</span>, <span class="fl">0</span>, <span class="fl">0</span>, <span class="fl">0</span>, <span class="fl">0</span>, <span class="fl">0</span>, <span class="fl">0</span>, <span class="fl">0</span>, <span class="fl">1</span>, <span class="fl">0</span>, <span class="fl">0</span>, <span class="fl">0</span>, <span class="fl">0</span>, <span class="fl">0</span>, <span class="fl">0</span>, <span class="fl">0</span>, <span class="fl">0</span>, <span class="fl">0</span>, <span class="fl">0</span>, <span class="fl">1</span>, <span class="fl">1</span>, <span class="fl">0</span>, <span class="fl">0</span>, <span class="fl">0</span>, <span class="fl">0</span>, <span class="fl">0</span>, <span class="fl">0</span>, <span class="fl">0</span>, <span class="fl">0</span>, <span class="fl">0</span>, <span class="fl">0</span>, <span class="fl">1</span>, <span class="fl">1</span>, <span class="fl">0</span>, <span class="fl">0</span>, <span class="fl">0</span>, <span class="fl">0</span>, <span class="fl">0</span>, <span class="fl">0</span>, <span class="fl">0</span>, <span class="fl">0</span>, <span class="fl">0</span>, <span class="fl">1</span>, <span class="fl">0</span>, <span class="fl">0</span>, <span class="fl">0</span>, <span class="fl">0</span>, <span class="fl">0</span>, <span class="fl">1</span>, <span class="fl">0</span>, <span class="fl">0</span>, <span class="fl">0</span>, <span class="fl">0</span>, <span class="fl">1</span>, <span class="fl">1</span>, <span class="fl">0</span>, <span class="fl">0</span>),<span class="kw">nrow</span><span class="kw">=</span><span class="fl">10</span>, <span class="kw">ncol</span><span class="kw">=</span><span class="fl">10</span>)
+
+<span class="no">a</span>
+<span class="co">#&gt;       [,1] [,2] [,3] [,4] [,5] [,6] [,7] [,8] [,9] [,10]</span>
+<span class="co">#&gt;  [1,]    0    0    0    0    1    0    0    0    0     0</span>
+<span class="co">#&gt;  [2,]    0    0    0    0    0    1    0    0    0     1</span>
+<span class="co">#&gt;  [3,]    0    0    0    0    0    0    1    0    0     0</span>
+<span class="co">#&gt;  [4,]    0    0    0    0    0    0    1    0    0     0</span>
+<span class="co">#&gt;  [5,]    0    0    0    0    0    0    0    1    0     0</span>
+<span class="co">#&gt;  [6,]    0    0    0    0    0    0    0    1    1     0</span>
+<span class="co">#&gt;  [7,]    0    0    0    0    0    0    0    0    0     1</span>
+<span class="co">#&gt;  [8,]    0    0    0    0    0    0    0    0    0     1</span>
+<span class="co">#&gt;  [9,]    0    0    0    0    0    0    0    0    0     0</span>
+<span class="co">#&gt; [10,]    0    0    0    0    0    0    0    0    0     0</span></pre></body></html></div>
 <p>Once the matrix is ready, we use the <em>as.network</em> function from the <em>network</em> package to build a network object.</p>
-<div class="sourceCode" id="cb3"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb3-1" data-line-number="1"><span class="kw"><a href="https://rdrr.io/r/base/library.html">library</a></span>(network)</a>
-<a class="sourceLine" id="cb3-2" data-line-number="2">net &lt;-<span class="st"> </span><span class="kw"><a href="https://rdrr.io/pkg/network/man/network.html">as.network</a></span>(a, <span class="dt">loops =</span> <span class="ot">TRUE</span>)</a>
-<a class="sourceLine" id="cb3-3" data-line-number="3">net</a>
-<a class="sourceLine" id="cb3-4" data-line-number="4"><span class="co">#&gt;  Network attributes:</span></a>
-<a class="sourceLine" id="cb3-5" data-line-number="5"><span class="co">#&gt;   vertices = 10 </span></a>
-<a class="sourceLine" id="cb3-6" data-line-number="6"><span class="co">#&gt;   directed = TRUE </span></a>
-<a class="sourceLine" id="cb3-7" data-line-number="7"><span class="co">#&gt;   hyper = FALSE </span></a>
-<a class="sourceLine" id="cb3-8" data-line-number="8"><span class="co">#&gt;   loops = TRUE </span></a>
-<a class="sourceLine" id="cb3-9" data-line-number="9"><span class="co">#&gt;   multiple = FALSE </span></a>
-<a class="sourceLine" id="cb3-10" data-line-number="10"><span class="co">#&gt;   bipartite = FALSE </span></a>
-<a class="sourceLine" id="cb3-11" data-line-number="11"><span class="co">#&gt;   total edges= 10 </span></a>
-<a class="sourceLine" id="cb3-12" data-line-number="12"><span class="co">#&gt;     missing edges= 0 </span></a>
-<a class="sourceLine" id="cb3-13" data-line-number="13"><span class="co">#&gt;     non-missing edges= 10 </span></a>
-<a class="sourceLine" id="cb3-14" data-line-number="14"><span class="co">#&gt; </span></a>
-<a class="sourceLine" id="cb3-15" data-line-number="15"><span class="co">#&gt;  Vertex attribute names: </span></a>
-<a class="sourceLine" id="cb3-16" data-line-number="16"><span class="co">#&gt;     vertex.names </span></a>
-<a class="sourceLine" id="cb3-17" data-line-number="17"><span class="co">#&gt; </span></a>
-<a class="sourceLine" id="cb3-18" data-line-number="18"><span class="co">#&gt; No edge attributes</span></a></code></pre></div>
+<div class="sourceCode" id="cb3"><html><body><pre class="r"><span class="fu"><a href="https://rdrr.io/r/base/library.html">library</a></span>(<span class="no">network</span>)
+<span class="no">net</span> <span class="kw">&lt;-</span> <span class="fu"><a href="https://rdrr.io/pkg/network/man/network.html">as.network</a></span>(<span class="no">a</span>, <span class="kw">loops</span> <span class="kw">=</span> <span class="fl">TRUE</span>)
+<span class="no">net</span>
+<span class="co">#&gt;  Network attributes:</span>
+<span class="co">#&gt;   vertices = 10 </span>
+<span class="co">#&gt;   directed = TRUE </span>
+<span class="co">#&gt;   hyper = FALSE </span>
+<span class="co">#&gt;   loops = TRUE </span>
+<span class="co">#&gt;   multiple = FALSE </span>
+<span class="co">#&gt;   bipartite = FALSE </span>
+<span class="co">#&gt;   total edges= 10 </span>
+<span class="co">#&gt;     missing edges= 0 </span>
+<span class="co">#&gt;     non-missing edges= 10 </span>
+<span class="co">#&gt; </span>
+<span class="co">#&gt;  Vertex attribute names: </span>
+<span class="co">#&gt;     vertex.names </span>
+<span class="co">#&gt; </span>
+<span class="co">#&gt; No edge attributes</span></pre></body></html></div>
 </div>
 </div>
 <div id="functions" class="section level1">
@@ -192,9 +196,9 @@ <h2 class="hasAnchor">
 <h3 class="hasAnchor">
 <a href="#extinctions-from-most-to-less-conected-species-in-the-network" class="anchor"></a>Extinctions from most to less conected species in the network</h3>
 <p>The <em>Mostconnected</em> function sorts the species from the most connected node to the least connected node, using total degree. Then, it removes the most connected node in the network, simulating its extinction, and recalculates the topological indexes of the network and counts how many species have indegree 0 (secondary extinction), not considering primary producers. Then, it removes the nodes that were secondarily extinct in the previous step and recalculates which node is the new most connected species. This step is repeated until the number of links in the network is zero <span class="citation">(Sole and Montoya 2001; Dunne, Williams, and Martinez 2002; Dunne and Williams 2009)</span>.</p>
-<div class="sourceCode" id="cb4"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb4-1" data-line-number="1"><span class="kw"><a href="https://rdrr.io/r/base/library.html">library</a></span>(NetworkExtinction)</a>
-<a class="sourceLine" id="cb4-2" data-line-number="2"><span class="kw"><a href="https://rdrr.io/r/utils/data.html">data</a></span>(<span class="st">"net"</span>)</a>
-<a class="sourceLine" id="cb4-3" data-line-number="3"><span class="kw"><a href="../reference/Mostconnected.html">Mostconnected</a></span>(<span class="dt">Network =</span> net)</a></code></pre></div>
+<div class="sourceCode" id="cb4"><html><body><pre class="r"><span class="fu"><a href="https://rdrr.io/r/base/library.html">library</a></span>(<span class="no">NetworkExtinction</span>)
+<span class="fu"><a href="https://rdrr.io/r/utils/data.html">data</a></span>(<span class="st">"net"</span>)
+<span class="fu"><a href="../reference/Mostconnected.html">Mostconnected</a></span>(<span class="kw">Network</span> <span class="kw">=</span> <span class="no">net</span>)</pre></body></html></div>
 <pre><code>#&gt; [1] 1
 #&gt; [1] 2
 #&gt; [1] 3
@@ -203,14 +207,14 @@ <h3 class="hasAnchor">
 <caption>Table 1: The resulting dataframe of the Mostconnected function</caption>
 <thead><tr class="header">
 <th align="right">Spp</th>
-<th align="right">nodesS</th>
-<th align="right">linksS</th>
-<th align="right">Conectance</th>
-<th align="right">LinksPerSpecies</th>
-<th align="right">Secondary_extinctions</th>
-<th align="right">Predation_release</th>
-<th align="right">isolated_nodes</th>
-<th align="right">AccSecondaryExtinction</th>
+<th align="right">S</th>
+<th align="right">L</th>
+<th align="right">C</th>
+<th align="right">Link_density</th>
+<th align="right">SecExt</th>
+<th align="right">Pred_release</th>
+<th align="right">Iso_nodes</th>
+<th align="right">AccSecExt</th>
 <th align="right">NumExt</th>
 <th align="right">TotalExt</th>
 </tr></thead>
@@ -270,13 +274,13 @@ <h3 class="hasAnchor">
 </tbody>
 </table>
 <p>The result of this function is the dataframe shown in table 1. The first column called <em>Spp</em> indicates the order in which the species were removed simulating an extinction. The column <em>Secondary_extinctions</em> represents the numbers of species that become extinct given that they do not have any food items left in the food web, while the <em>AccSecondaryExtinction</em> column represents the accumulated secondary extinctions. (To plot the results, see function <em>ExtinctionPlot</em>.)</p>
-<div class="sourceCode" id="cb6"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb6-1" data-line-number="1"><span class="kw"><a href="https://rdrr.io/r/utils/data.html">data</a></span>(<span class="st">"net"</span>)</a>
-<a class="sourceLine" id="cb6-2" data-line-number="2">history &lt;-<span class="st"> </span><span class="kw"><a href="../reference/Mostconnected.html">Mostconnected</a></span>(<span class="dt">Network =</span> net)</a>
-<a class="sourceLine" id="cb6-3" data-line-number="3"><span class="co">#&gt; [1] 1</span></a>
-<a class="sourceLine" id="cb6-4" data-line-number="4"><span class="co">#&gt; [1] 2</span></a>
-<a class="sourceLine" id="cb6-5" data-line-number="5"><span class="co">#&gt; [1] 3</span></a>
-<a class="sourceLine" id="cb6-6" data-line-number="6"><span class="co">#&gt; [1] 4</span></a>
-<a class="sourceLine" id="cb6-7" data-line-number="7"><span class="kw"><a href="../reference/ExtinctionPlot.html">ExtinctionPlot</a></span>(<span class="dt">History =</span> history, <span class="dt">Variable =</span> <span class="st">"AccSecondaryExtinction"</span>)</a></code></pre></div>
+<div class="sourceCode" id="cb6"><html><body><pre class="r"><span class="fu"><a href="https://rdrr.io/r/utils/data.html">data</a></span>(<span class="st">"net"</span>)
+<span class="no">history</span> <span class="kw">&lt;-</span> <span class="fu"><a href="../reference/Mostconnected.html">Mostconnected</a></span>(<span class="kw">Network</span> <span class="kw">=</span> <span class="no">net</span>)
+<span class="co">#&gt; [1] 1</span>
+<span class="co">#&gt; [1] 2</span>
+<span class="co">#&gt; [1] 3</span>
+<span class="co">#&gt; [1] 4</span>
+<span class="fu"><a href="../reference/ExtinctionPlot.html">ExtinctionPlot</a></span>(<span class="kw">History</span> <span class="kw">=</span> <span class="no">history</span>, <span class="kw">Variable</span> <span class="kw">=</span> <span class="st">"AccSecExt"</span>)</pre></body></html></div>
 <div class="figure">
 <img src="How_to_use_the_NetworkExtinction_Package_files/figure-html/unnamed-chunk-6-1.png" alt="Figure 3. The graph shows the number of accumulated secondary extinctions that occur when removing species from the most to the least connected species" width="576"><p class="caption">
 Figure 3. The graph shows the number of accumulated secondary extinctions that occur when removing species from the most to the least connected species
@@ -287,18 +291,18 @@ <h3 class="hasAnchor">
 <h3 class="hasAnchor">
 <a href="#extinctions-using-a-customized-order" class="anchor"></a>Extinctions using a customized order</h3>
 <p>The <em>ExtinctionOrder</em> function takes a network and extinguishes nodes using a customized order. Then, it calculates the topological network indexes and the secondary extinctions.</p>
-<div class="sourceCode" id="cb7"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb7-1" data-line-number="1"><span class="kw"><a href="https://rdrr.io/r/utils/data.html">data</a></span>(<span class="st">"net"</span>)</a>
-<a class="sourceLine" id="cb7-2" data-line-number="2"><span class="kw"><a href="../reference/ExtinctionOrder.html">ExtinctionOrder</a></span>(<span class="dt">Network =</span> net, <span class="dt">Order =</span> <span class="kw"><a href="https://rdrr.io/r/base/c.html">c</a></span>(<span class="dv">2</span>,<span class="dv">4</span>,<span class="dv">7</span>))</a></code></pre></div>
+<div class="sourceCode" id="cb7"><html><body><pre class="r"><span class="fu"><a href="https://rdrr.io/r/utils/data.html">data</a></span>(<span class="st">"net"</span>)
+<span class="fu"><a href="../reference/ExtinctionOrder.html">ExtinctionOrder</a></span>(<span class="kw">Network</span> <span class="kw">=</span> <span class="no">net</span>, <span class="kw">Order</span> <span class="kw">=</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html">c</a></span>(<span class="fl">2</span>,<span class="fl">4</span>,<span class="fl">7</span>))</pre></body></html></div>
 <table class="table">
 <caption>Table 2: The resulting dataframe of the ExtinctionOrder function</caption>
 <thead><tr class="header">
 <th align="right">Spp</th>
-<th align="right">nodesS</th>
-<th align="right">linksS</th>
-<th align="right">Conectance</th>
-<th align="right">Secondary_extinctions</th>
-<th align="right">Predation_release</th>
-<th align="right">AccSecondaryExtinction</th>
+<th align="right">S</th>
+<th align="right">L</th>
+<th align="right">C</th>
+<th align="right">SecExt</th>
+<th align="right">Pred_release</th>
+<th align="right">AccSecExt</th>
 <th align="right">NumExt</th>
 <th align="right">TotalExt</th>
 </tr></thead>
@@ -349,14 +353,14 @@ <h3 class="hasAnchor">
 <h3 class="hasAnchor">
 <a href="#random-extinction" class="anchor"></a>Random extinction</h3>
 <p>The <em>RandomExtinctions</em> function generates n random extinction orders, determined by the argument <em>nsim</em>. The first result of this function is a dataframe (table 3). The column <em>NumExt</em> represents the number of species removed, <em>AccSecondaryExtinction</em> is the average number of secondary extinctions for each species removed, and <em>SdAccSecondaryExtinction</em> is its standard deviation. The second result is a graph (figure 5), where the x axis is the number of species removed and the y axis is the number of accumulated secondary extinctions. The solid line is the average number of secondary extinctions for every simulated primary extinction, and the red area represents the mean <span class="math inline">\(\pm\)</span> the standard deviation of the simulations.</p>
-<div class="sourceCode" id="cb8"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb8-1" data-line-number="1"><span class="kw"><a href="https://rdrr.io/r/utils/data.html">data</a></span>(net)</a>
-<a class="sourceLine" id="cb8-2" data-line-number="2"><span class="kw"><a href="../reference/RandomExtinctions.html">RandomExtinctions</a></span>(<span class="dt">Network=</span> net, <span class="dt">nsim=</span> <span class="dv">50</span>)</a></code></pre></div>
+<div class="sourceCode" id="cb8"><html><body><pre class="r"><span class="fu"><a href="https://rdrr.io/r/utils/data.html">data</a></span>(<span class="no">net</span>)
+<span class="fu"><a href="../reference/RandomExtinctions.html">RandomExtinctions</a></span>(<span class="kw">Network</span><span class="kw">=</span> <span class="no">net</span>, <span class="kw">nsim</span><span class="kw">=</span> <span class="fl">50</span>)</pre></body></html></div>
 <table class="table">
 <caption>Table 3: The resulting dataframe of the RandomExtinctions function</caption>
 <thead><tr class="header">
 <th align="right">NumExt</th>
-<th align="right">SdAccSecondaryExtinction</th>
-<th align="right">AccSecondaryExtinction</th>
+<th align="right">AccSecExt_sd</th>
+<th align="right">AccSecExt_mean</th>
 </tr></thead>
 <tbody>
 <tr class="odd">
@@ -416,13 +420,13 @@ <h3 class="hasAnchor">
 <h3 class="hasAnchor">
 <a href="#comparison-of-null-hypothesis-with-other-extinction-histories" class="anchor"></a>Comparison of Null hypothesis with other extinction histories</h3>
 <p>The <em>RandomExtinctons</em> function generates a null hypothesis for us to compare it with either an extinction history generated by the <em>ExtinctionOrder</em> function or the <em>Mostconnected</em> function. In order to compare the expected extinctions developed by our null hypothesis with the observed extinction history, we developed the <em>CompareExtinctions</em> function. The way to use this last function is to first create the extinction history and the null hypothesis, and then the <em>CompareExtinctins</em> function to compare both extinction histories.</p>
-<div class="sourceCode" id="cb9"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb9-1" data-line-number="1"><span class="kw"><a href="https://rdrr.io/r/utils/data.html">data</a></span>(<span class="st">"net"</span>)</a>
-<a class="sourceLine" id="cb9-2" data-line-number="2">History &lt;-<span class="st"> </span><span class="kw"><a href="../reference/ExtinctionOrder.html">ExtinctionOrder</a></span>(<span class="dt">Network =</span> net, <span class="dt">Order =</span> <span class="kw"><a href="https://rdrr.io/r/base/c.html">c</a></span>(<span class="dv">1</span>,<span class="dv">2</span>,<span class="dv">3</span>,<span class="dv">4</span>,<span class="dv">5</span>,<span class="dv">6</span>,<span class="dv">7</span>,<span class="dv">8</span>,<span class="dv">9</span>,<span class="dv">10</span>))</a>
-<a class="sourceLine" id="cb9-3" data-line-number="3"></a>
-<a class="sourceLine" id="cb9-4" data-line-number="4"><span class="kw"><a href="https://rdrr.io/r/base/Random.html">set.seed</a></span>(<span class="dv">2</span>)</a>
-<a class="sourceLine" id="cb9-5" data-line-number="5">NullHyp &lt;-<span class="st"> </span><span class="kw"><a href="../reference/RandomExtinctions.html">RandomExtinctions</a></span>(<span class="dt">Network =</span> net, <span class="dt">nsim =</span> <span class="dv">100</span>)</a>
-<a class="sourceLine" id="cb9-6" data-line-number="6"></a>
-<a class="sourceLine" id="cb9-7" data-line-number="7">Comparison &lt;-<span class="st"> </span><span class="kw"><a href="../reference/CompareExtinctions.html">CompareExtinctions</a></span>(<span class="dt">Nullmodel =</span> NullHyp, <span class="dt">Hypothesis =</span> History)</a></code></pre></div>
+<div class="sourceCode" id="cb9"><html><body><pre class="r"><span class="fu"><a href="https://rdrr.io/r/utils/data.html">data</a></span>(<span class="st">"net"</span>)
+<span class="no">History</span> <span class="kw">&lt;-</span> <span class="fu"><a href="../reference/ExtinctionOrder.html">ExtinctionOrder</a></span>(<span class="kw">Network</span> <span class="kw">=</span> <span class="no">net</span>, <span class="kw">Order</span> <span class="kw">=</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html">c</a></span>(<span class="fl">1</span>,<span class="fl">2</span>,<span class="fl">3</span>,<span class="fl">4</span>,<span class="fl">5</span>,<span class="fl">6</span>,<span class="fl">7</span>,<span class="fl">8</span>,<span class="fl">9</span>,<span class="fl">10</span>))
+
+<span class="fu"><a href="https://rdrr.io/r/base/Random.html">set.seed</a></span>(<span class="fl">2</span>)
+<span class="no">NullHyp</span> <span class="kw">&lt;-</span> <span class="fu"><a href="../reference/RandomExtinctions.html">RandomExtinctions</a></span>(<span class="kw">Network</span> <span class="kw">=</span> <span class="no">net</span>, <span class="kw">nsim</span> <span class="kw">=</span> <span class="fl">100</span>)
+
+<span class="no">Comparison</span> <span class="kw">&lt;-</span> <span class="fu"><a href="../reference/CompareExtinctions.html">CompareExtinctions</a></span>(<span class="kw">Nullmodel</span> <span class="kw">=</span> <span class="no">NullHyp</span>, <span class="kw">Hypothesis</span> <span class="kw">=</span> <span class="no">History</span>)</pre></body></html></div>
 <p>The first result will be a graph (Figue 6) with a dashed line showing the observed extinction history and a solid line showing the expected value of secondary extinctions randomly generated.</p>
 <p>The second result will be a Test object which will show the goodness of fit statistics of the comparison. In this case, since the p value is 0.22 which is larger than 0.05, we consider that the generated extinction history is significantly different than the null hypothesis.</p>
 <div class="figure">
@@ -430,31 +434,31 @@ <h3 class="hasAnchor">
 Figure 6. The resulting graph of the CompareExtinctions function, where the dashed line shows the observed extinction history, and a solid line shows the expected value of secondary extinctions originated at random
 </p>
 </div>
-<div class="sourceCode" id="cb10"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb10-1" data-line-number="1">Comparison<span class="op">$</span>Test</a>
-<a class="sourceLine" id="cb10-2" data-line-number="2"><span class="co">#&gt; </span></a>
-<a class="sourceLine" id="cb10-3" data-line-number="3"><span class="co">#&gt;  Pearson's Chi-squared test</span></a>
-<a class="sourceLine" id="cb10-4" data-line-number="4"><span class="co">#&gt; </span></a>
-<a class="sourceLine" id="cb10-5" data-line-number="5"><span class="co">#&gt; data:  Hypothesis$DF$AccSecondaryExtinction and Nullmodel$sims$AccSecondaryExtinction[1:length(Hypothesis$DF$AccSecondaryExtinction)]</span></a>
-<a class="sourceLine" id="cb10-6" data-line-number="6"><span class="co">#&gt; X-squared = 20, df = 16, p-value = 0.2202</span></a></code></pre></div>
+<div class="sourceCode" id="cb10"><html><body><pre class="r"><span class="no">Comparison</span>$<span class="no">Test</span>
+<span class="co">#&gt; </span>
+<span class="co">#&gt;  Pearson's Chi-squared test</span>
+<span class="co">#&gt; </span>
+<span class="co">#&gt; data:  Hypothesis$DF$AccSecExt and Nullmodel$sims$AccSecExt_mean[1:length(Hypothesis$DF$AccSecExt)]</span>
+<span class="co">#&gt; X-squared = 20, df = 16, p-value = 0.2202</span></pre></body></html></div>
 </div>
 </div>
 <div id="plotting-the-extinction-histories-of-a-network" class="section level2">
 <h2 class="hasAnchor">
 <a href="#plotting-the-extinction-histories-of-a-network" class="anchor"></a>Plotting the extinction histories of a network</h2>
 <p>The <em>ExtinctionPlot</em> function takes a NetworkTopology class object and plots the index of interest after every extinction. By default, the function plots the number of accumulated secondary extinctions after every primary extinction (Figure 7), but any of the indexes can be ploted with the function by changing the Variable argument (Figure 8).</p>
-<div class="sourceCode" id="cb11"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb11-1" data-line-number="1"><span class="kw"><a href="https://rdrr.io/r/utils/data.html">data</a></span>(net)</a>
-<a class="sourceLine" id="cb11-2" data-line-number="2">history &lt;-<span class="st"> </span><span class="kw"><a href="../reference/Mostconnected.html">Mostconnected</a></span>(<span class="dt">Network =</span> net)</a>
-<a class="sourceLine" id="cb11-3" data-line-number="3"><span class="co">#&gt; [1] 1</span></a>
-<a class="sourceLine" id="cb11-4" data-line-number="4"><span class="co">#&gt; [1] 2</span></a>
-<a class="sourceLine" id="cb11-5" data-line-number="5"><span class="co">#&gt; [1] 3</span></a>
-<a class="sourceLine" id="cb11-6" data-line-number="6"><span class="co">#&gt; [1] 4</span></a>
-<a class="sourceLine" id="cb11-7" data-line-number="7"><span class="kw"><a href="../reference/ExtinctionPlot.html">ExtinctionPlot</a></span>(<span class="dt">History =</span> history)</a></code></pre></div>
+<div class="sourceCode" id="cb11"><html><body><pre class="r"><span class="fu"><a href="https://rdrr.io/r/utils/data.html">data</a></span>(<span class="no">net</span>)
+<span class="no">history</span> <span class="kw">&lt;-</span> <span class="fu"><a href="../reference/Mostconnected.html">Mostconnected</a></span>(<span class="kw">Network</span> <span class="kw">=</span> <span class="no">net</span>)
+<span class="co">#&gt; [1] 1</span>
+<span class="co">#&gt; [1] 2</span>
+<span class="co">#&gt; [1] 3</span>
+<span class="co">#&gt; [1] 4</span>
+<span class="fu"><a href="../reference/ExtinctionPlot.html">ExtinctionPlot</a></span>(<span class="kw">History</span> <span class="kw">=</span> <span class="no">history</span>)</pre></body></html></div>
 <div class="figure">
 <img src="How_to_use_the_NetworkExtinction_Package_files/figure-html/unnamed-chunk-16-1.png" alt="Figure 7. Example of the use of the ExtinctionPlot function showing the accumulated secondary extinctions against number of extinctions" width="576"><p class="caption">
 Figure 7. Example of the use of the ExtinctionPlot function showing the accumulated secondary extinctions against number of extinctions
 </p>
 </div>
-<div class="sourceCode" id="cb12"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb12-1" data-line-number="1"><span class="kw"><a href="../reference/ExtinctionPlot.html">ExtinctionPlot</a></span>(<span class="dt">History =</span> history, <span class="dt">Variable =</span> <span class="st">"LinksPerSpecies"</span>)</a></code></pre></div>
+<div class="sourceCode" id="cb12"><html><body><pre class="r"><span class="fu"><a href="../reference/ExtinctionPlot.html">ExtinctionPlot</a></span>(<span class="kw">History</span> <span class="kw">=</span> <span class="no">history</span>, <span class="kw">Variable</span> <span class="kw">=</span> <span class="st">"Link_density"</span>)</pre></body></html></div>
 <div class="figure">
 <img src="How_to_use_the_NetworkExtinction_Package_files/figure-html/unnamed-chunk-17-1.png" alt="Figure 8. Another example of the use of the ExtinctionPlot function showing the number of links per species against number of extinctions" width="576"><p class="caption">
 Figure 8. Another example of the use of the ExtinctionPlot function showing the number of links per species against number of extinctions
@@ -466,8 +470,8 @@ <h2 class="hasAnchor">
 <a href="#degree-distribution-function" class="anchor"></a>Degree distribution function</h2>
 <p>The <em>degree_distribution</em> function calculates the cumulative distribution of the number of links that each species in the food network has <span class="citation">(Estrada 2007)</span>. Then, the observed distribution is fitted to the exponential, and power law models.</p>
 <p>The results of this function are shown in figure 9 and table 4. The graph shows the observed degree distribution in a log log scale fitting the three models mentioned above, for this example we use an example dataset of Chilean litoral rocky shores <span class="citation">(Kéfi et al. 2015)</span>. The table shows the fitted model information ordered by descending AIC, that is, the model in the first row is the most probable distribution, followed by the second an finally the third distribution in this case (Table 3), the Exponential distribution would be the best model, followed by the Power law model.</p>
-<div class="sourceCode" id="cb13"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb13-1" data-line-number="1"><span class="kw"><a href="https://rdrr.io/r/utils/data.html">data</a></span>(<span class="st">"chilean_intertidal"</span>)</a>
-<a class="sourceLine" id="cb13-2" data-line-number="2"><span class="kw"><a href="../reference/degree_distribution.html">degree_distribution</a></span>(chilean_intertidal)</a></code></pre></div>
+<div class="sourceCode" id="cb13"><html><body><pre class="r"><span class="fu"><a href="https://rdrr.io/r/utils/data.html">data</a></span>(<span class="st">"chilean_intertidal"</span>)
+<span class="fu"><a href="../reference/degree_distribution.html">degree_distribution</a></span>(<span class="no">chilean_intertidal</span>)</pre></body></html></div>
 <div class="figure">
 <img src="How_to_use_the_NetworkExtinction_Package_files/figure-html/unnamed-chunk-20-1.png" alt="Figure 9: Fitted vs observed values of the degree distribution. The black line and points show the observed values, the red, green and blue lines show the fitted values for the Exponential, power law and trucated distribution, respectively" width="576"><p class="caption">
 Figure 9: Fitted vs observed values of the degree distribution. The black line and points show the observed values, the red, green and blue lines show the fitted values for the Exponential, power law and trucated distribution, respectively
@@ -537,29 +541,11 @@ <h1 class="hasAnchor">
 </div>
   </div>
 
-  <div class="col-md-3 hidden-xs hidden-sm" id="sidebar">
+  <div class="col-md-3 hidden-xs hidden-sm" id="pkgdown-sidebar">
 
-        <div id="tocnav">
-      <h2 class="hasAnchor">
-<a href="#tocnav" class="anchor"></a>Contents</h2>
-      <ul class="nav nav-pills nav-stacked">
-<li>
-<a href="#introduction">Introduction</a><ul class="nav nav-pills nav-stacked">
-<li><a href="#how-to-install-the-package">How to install the package</a></li>
-      <li><a href="#how-to-represent-a-food-web-in-r">How to represent a food web in R</a></li>
-      </ul>
-</li>
-      <li>
-<a href="#functions">Functions</a><ul class="nav nav-pills nav-stacked">
-<li><a href="#extinctions-functions">Extinctions functions</a></li>
-      <li><a href="#plotting-the-extinction-histories-of-a-network">Plotting the extinction histories of a network</a></li>
-      <li><a href="#degree-distribution-function">Degree distribution function</a></li>
-      </ul>
-</li>
-      <li><a href="#bibliography">Bibliography</a></li>
-      </ul>
+        <nav id="toc" data-toggle="toc"><h2 data-toc-skip>Contents</h2>
+    </nav>
 </div>
-      </div>
 
 </div>
 
@@ -570,7 +556,7 @@ <h2 class="hasAnchor">
 </div>
 
 <div class="pkgdown">
-  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.4.1.</p>
+  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.5.1.</p>
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diff --git a/docs/articles/How_to_use_the_NetworkExtinction_Package_files/figure-html/unnamed-chunk-12-1.png b/docs/articles/How_to_use_the_NetworkExtinction_Package_files/figure-html/unnamed-chunk-12-1.png
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diff --git a/docs/articles/index.html b/docs/articles/index.html
index 93a475a..dc81bc8 100644
--- a/docs/articles/index.html
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+<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/3.4.1/css/bootstrap.min.css" integrity="sha256-bZLfwXAP04zRMK2BjiO8iu9pf4FbLqX6zitd+tIvLhE=" crossorigin="anonymous" />
 
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+
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@@ -44,7 +48,6 @@
 
 <meta property="og:title" content="Articles" />
 <meta property="og:image" content="/logo.png" />
-<meta name="twitter:card" content="summary" />
 
 
 
@@ -62,7 +65,7 @@
 
   </head>
 
-  <body>
+  <body data-spy="scroll" data-target="#toc">
     <div class="container template-article-index">
       <header>
       <div class="navbar navbar-default navbar-fixed-top" role="navigation">
@@ -129,9 +132,10 @@ <h1>Articles</h1>
       <h3>All vignettes</h3>
       <p class="section-desc"></p>
 
-      <ul>
-        <li><a href="How_to_use_the_NetworkExtinction_Package.html">How to use the NetworkExtinction Package</a></li>
-      </ul>
+      <dl>
+        <dt><a href="How_to_use_the_NetworkExtinction_Package.html">How to use the NetworkExtinction Package</a></dt>
+        <dd></dt>
+      </dl>
     </div>
   </div>
 </div>
@@ -143,7 +147,7 @@ <h3>All vignettes</h3>
 </div>
 
 <div class="pkgdown">
-  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.4.1.</p>
+  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.5.1.</p>
 </div>
 
       </footer>
diff --git a/docs/authors.html b/docs/authors.html
index f93483a..4d754e3 100644
--- a/docs/authors.html
+++ b/docs/authors.html
@@ -17,23 +17,27 @@
 <link rel="apple-touch-icon" type="image/png" sizes="60x60" href="apple-touch-icon-60x60.png" />
 
 <!-- jquery -->
-<script src="https://cdnjs.cloudflare.com/ajax/libs/jquery/3.3.1/jquery.min.js" integrity="sha256-FgpCb/KJQlLNfOu91ta32o/NMZxltwRo8QtmkMRdAu8=" crossorigin="anonymous"></script>
+<script src="https://cdnjs.cloudflare.com/ajax/libs/jquery/3.4.1/jquery.min.js" integrity="sha256-CSXorXvZcTkaix6Yvo6HppcZGetbYMGWSFlBw8HfCJo=" crossorigin="anonymous"></script>
 <!-- Bootstrap -->
 
-<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/3.3.7/css/bootstrap.min.css" integrity="sha256-916EbMg70RQy9LHiGkXzG8hSg9EdNy97GazNG/aiY1w=" crossorigin="anonymous" />
+<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/3.4.1/css/bootstrap.min.css" integrity="sha256-bZLfwXAP04zRMK2BjiO8iu9pf4FbLqX6zitd+tIvLhE=" crossorigin="anonymous" />
 
-<script src="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/3.3.7/js/bootstrap.min.js" integrity="sha256-U5ZEeKfGNOja007MMD3YBI0A3OSZOQbeG6z2f2Y0hu8=" crossorigin="anonymous"></script>
+<script src="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/3.4.1/js/bootstrap.min.js" integrity="sha256-nuL8/2cJ5NDSSwnKD8VqreErSWHtnEP9E7AySL+1ev4=" crossorigin="anonymous"></script>
+
+<!-- bootstrap-toc -->
+<link rel="stylesheet" href="bootstrap-toc.css">
+<script src="bootstrap-toc.js"></script>
 
 <!-- Font Awesome icons -->
-<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.7.1/css/all.min.css" integrity="sha256-nAmazAk6vS34Xqo0BSrTb+abbtFlgsFK7NKSi6o7Y78=" crossorigin="anonymous" />
-<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.7.1/css/v4-shims.min.css" integrity="sha256-6qHlizsOWFskGlwVOKuns+D1nB6ssZrHQrNj1wGplHc=" crossorigin="anonymous" />
+<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.12.1/css/all.min.css" integrity="sha256-mmgLkCYLUQbXn0B1SRqzHar6dCnv9oZFPEC1g1cwlkk=" crossorigin="anonymous" />
+<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.12.1/css/v4-shims.min.css" integrity="sha256-wZjR52fzng1pJHwx4aV2AO3yyTOXrcDW7jBpJtTwVxw=" crossorigin="anonymous" />
 
 <!-- clipboard.js -->
-<script src="https://cdnjs.cloudflare.com/ajax/libs/clipboard.js/2.0.4/clipboard.min.js" integrity="sha256-FiZwavyI2V6+EXO1U+xzLG3IKldpiTFf3153ea9zikQ=" crossorigin="anonymous"></script>
+<script src="https://cdnjs.cloudflare.com/ajax/libs/clipboard.js/2.0.6/clipboard.min.js" integrity="sha256-inc5kl9MA1hkeYUt+EC3BhlIgyp/2jDIyBLS6k3UxPI=" crossorigin="anonymous"></script>
 
 <!-- headroom.js -->
-<script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.9.4/headroom.min.js" integrity="sha256-DJFC1kqIhelURkuza0AvYal5RxMtpzLjFhsnVIeuk+U=" crossorigin="anonymous"></script>
-<script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.9.4/jQuery.headroom.min.js" integrity="sha256-ZX/yNShbjqsohH1k95liqY9Gd8uOiE1S4vZc+9KQ1K4=" crossorigin="anonymous"></script>
+<script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.11.0/headroom.min.js" integrity="sha256-AsUX4SJE1+yuDu5+mAVzJbuYNPHj/WroHuZ8Ir/CkE0=" crossorigin="anonymous"></script>
+<script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.11.0/jQuery.headroom.min.js" integrity="sha256-ZX/yNShbjqsohH1k95liqY9Gd8uOiE1S4vZc+9KQ1K4=" crossorigin="anonymous"></script>
 
 <!-- pkgdown -->
 <link href="pkgdown.css" rel="stylesheet">
@@ -44,7 +48,6 @@
 
 <meta property="og:title" content="Authors" />
 <meta property="og:image" content="/logo.png" />
-<meta name="twitter:card" content="summary" />
 
 
 
@@ -62,7 +65,7 @@
 
   </head>
 
-  <body>
+  <body data-spy="scroll" data-target="#toc">
     <div class="container template-authors">
       <header>
       <div class="navbar navbar-default navbar-fixed-top" role="navigation">
@@ -127,7 +130,7 @@ <h1>Authors</h1>
 
     <ul class="list-unstyled">
       <li>
-        <p><strong>Derek Corcoran</strong>. Author, maintainer. <a href='https://orcid.org/0000-0002-0248-6230' target='orcid.widget'><img src='https://members.orcid.org/sites/default/files/vector_iD_icon.svg' class='orcid' alt='ORCID'></a>
+        <p><strong>Derek Corcoran</strong>. Author, maintainer. <a href='https://orcid.org/0000-0002-0248-6230' target='orcid.widget' aria-label='ORCID'><span class='fab fa-orcid orcid' aria-hidden='true'></span></a>
         </p>
       </li>
       <li>
@@ -143,7 +146,7 @@ <h1>Authors</h1>
         </p>
       </li>
       <li>
-        <p><strong>Pablo A. Marquet</strong>. Author. <a href='https://orcid.org/0000-0001-6369-9339' target='orcid.widget'><img src='https://members.orcid.org/sites/default/files/vector_iD_icon.svg' class='orcid' alt='ORCID'></a>
+        <p><strong>Pablo A. Marquet</strong>. Author. <a href='https://orcid.org/0000-0001-6369-9339' target='orcid.widget' aria-label='ORCID'><span class='fab fa-orcid orcid' aria-hidden='true'></span></a>
         </p>
       </li>
     </ul>
@@ -160,7 +163,7 @@ <h1>Authors</h1>
 </div>
 
 <div class="pkgdown">
-  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.4.1.</p>
+  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.5.1.</p>
 </div>
 
       </footer>
diff --git a/docs/bootstrap-toc.css b/docs/bootstrap-toc.css
new file mode 100644
index 0000000..5a85941
--- /dev/null
+++ b/docs/bootstrap-toc.css
@@ -0,0 +1,60 @@
+/*!
+ * Bootstrap Table of Contents v0.4.1 (http://afeld.github.io/bootstrap-toc/)
+ * Copyright 2015 Aidan Feldman
+ * Licensed under MIT (https://github.com/afeld/bootstrap-toc/blob/gh-pages/LICENSE.md) */
+
+/* modified from https://github.com/twbs/bootstrap/blob/94b4076dd2efba9af71f0b18d4ee4b163aa9e0dd/docs/assets/css/src/docs.css#L548-L601 */
+
+/* All levels of nav */
+nav[data-toggle='toc'] .nav > li > a {
+  display: block;
+  padding: 4px 20px;
+  font-size: 13px;
+  font-weight: 500;
+  color: #767676;
+}
+nav[data-toggle='toc'] .nav > li > a:hover,
+nav[data-toggle='toc'] .nav > li > a:focus {
+  padding-left: 19px;
+  color: #563d7c;
+  text-decoration: none;
+  background-color: transparent;
+  border-left: 1px solid #563d7c;
+}
+nav[data-toggle='toc'] .nav > .active > a,
+nav[data-toggle='toc'] .nav > .active:hover > a,
+nav[data-toggle='toc'] .nav > .active:focus > a {
+  padding-left: 18px;
+  font-weight: bold;
+  color: #563d7c;
+  background-color: transparent;
+  border-left: 2px solid #563d7c;
+}
+
+/* Nav: second level (shown on .active) */
+nav[data-toggle='toc'] .nav .nav {
+  display: none; /* Hide by default, but at >768px, show it */
+  padding-bottom: 10px;
+}
+nav[data-toggle='toc'] .nav .nav > li > a {
+  padding-top: 1px;
+  padding-bottom: 1px;
+  padding-left: 30px;
+  font-size: 12px;
+  font-weight: normal;
+}
+nav[data-toggle='toc'] .nav .nav > li > a:hover,
+nav[data-toggle='toc'] .nav .nav > li > a:focus {
+  padding-left: 29px;
+}
+nav[data-toggle='toc'] .nav .nav > .active > a,
+nav[data-toggle='toc'] .nav .nav > .active:hover > a,
+nav[data-toggle='toc'] .nav .nav > .active:focus > a {
+  padding-left: 28px;
+  font-weight: 500;
+}
+
+/* from https://github.com/twbs/bootstrap/blob/e38f066d8c203c3e032da0ff23cd2d6098ee2dd6/docs/assets/css/src/docs.css#L631-L634 */
+nav[data-toggle='toc'] .nav > .active > ul {
+  display: block;
+}
diff --git a/docs/bootstrap-toc.js b/docs/bootstrap-toc.js
new file mode 100644
index 0000000..1cdd573
--- /dev/null
+++ b/docs/bootstrap-toc.js
@@ -0,0 +1,159 @@
+/*!
+ * Bootstrap Table of Contents v0.4.1 (http://afeld.github.io/bootstrap-toc/)
+ * Copyright 2015 Aidan Feldman
+ * Licensed under MIT (https://github.com/afeld/bootstrap-toc/blob/gh-pages/LICENSE.md) */
+(function() {
+  'use strict';
+
+  window.Toc = {
+    helpers: {
+      // return all matching elements in the set, or their descendants
+      findOrFilter: function($el, selector) {
+        // http://danielnouri.org/notes/2011/03/14/a-jquery-find-that-also-finds-the-root-element/
+        // http://stackoverflow.com/a/12731439/358804
+        var $descendants = $el.find(selector);
+        return $el.filter(selector).add($descendants).filter(':not([data-toc-skip])');
+      },
+
+      generateUniqueIdBase: function(el) {
+        var text = $(el).text();
+        var anchor = text.trim().toLowerCase().replace(/[^A-Za-z0-9]+/g, '-');
+        return anchor || el.tagName.toLowerCase();
+      },
+
+      generateUniqueId: function(el) {
+        var anchorBase = this.generateUniqueIdBase(el);
+        for (var i = 0; ; i++) {
+          var anchor = anchorBase;
+          if (i > 0) {
+            // add suffix
+            anchor += '-' + i;
+          }
+          // check if ID already exists
+          if (!document.getElementById(anchor)) {
+            return anchor;
+          }
+        }
+      },
+
+      generateAnchor: function(el) {
+        if (el.id) {
+          return el.id;
+        } else {
+          var anchor = this.generateUniqueId(el);
+          el.id = anchor;
+          return anchor;
+        }
+      },
+
+      createNavList: function() {
+        return $('<ul class="nav"></ul>');
+      },
+
+      createChildNavList: function($parent) {
+        var $childList = this.createNavList();
+        $parent.append($childList);
+        return $childList;
+      },
+
+      generateNavEl: function(anchor, text) {
+        var $a = $('<a></a>');
+        $a.attr('href', '#' + anchor);
+        $a.text(text);
+        var $li = $('<li></li>');
+        $li.append($a);
+        return $li;
+      },
+
+      generateNavItem: function(headingEl) {
+        var anchor = this.generateAnchor(headingEl);
+        var $heading = $(headingEl);
+        var text = $heading.data('toc-text') || $heading.text();
+        return this.generateNavEl(anchor, text);
+      },
+
+      // Find the first heading level (`<h1>`, then `<h2>`, etc.) that has more than one element. Defaults to 1 (for `<h1>`).
+      getTopLevel: function($scope) {
+        for (var i = 1; i <= 6; i++) {
+          var $headings = this.findOrFilter($scope, 'h' + i);
+          if ($headings.length > 1) {
+            return i;
+          }
+        }
+
+        return 1;
+      },
+
+      // returns the elements for the top level, and the next below it
+      getHeadings: function($scope, topLevel) {
+        var topSelector = 'h' + topLevel;
+
+        var secondaryLevel = topLevel + 1;
+        var secondarySelector = 'h' + secondaryLevel;
+
+        return this.findOrFilter($scope, topSelector + ',' + secondarySelector);
+      },
+
+      getNavLevel: function(el) {
+        return parseInt(el.tagName.charAt(1), 10);
+      },
+
+      populateNav: function($topContext, topLevel, $headings) {
+        var $context = $topContext;
+        var $prevNav;
+
+        var helpers = this;
+        $headings.each(function(i, el) {
+          var $newNav = helpers.generateNavItem(el);
+          var navLevel = helpers.getNavLevel(el);
+
+          // determine the proper $context
+          if (navLevel === topLevel) {
+            // use top level
+            $context = $topContext;
+          } else if ($prevNav && $context === $topContext) {
+            // create a new level of the tree and switch to it
+            $context = helpers.createChildNavList($prevNav);
+          } // else use the current $context
+
+          $context.append($newNav);
+
+          $prevNav = $newNav;
+        });
+      },
+
+      parseOps: function(arg) {
+        var opts;
+        if (arg.jquery) {
+          opts = {
+            $nav: arg
+          };
+        } else {
+          opts = arg;
+        }
+        opts.$scope = opts.$scope || $(document.body);
+        return opts;
+      }
+    },
+
+    // accepts a jQuery object, or an options object
+    init: function(opts) {
+      opts = this.helpers.parseOps(opts);
+
+      // ensure that the data attribute is in place for styling
+      opts.$nav.attr('data-toggle', 'toc');
+
+      var $topContext = this.helpers.createChildNavList(opts.$nav);
+      var topLevel = this.helpers.getTopLevel(opts.$scope);
+      var $headings = this.helpers.getHeadings(opts.$scope, topLevel);
+      this.helpers.populateNav($topContext, topLevel, $headings);
+    }
+  };
+
+  $(function() {
+    $('nav[data-toggle="toc"]').each(function(i, el) {
+      var $nav = $(el);
+      Toc.init($nav);
+    });
+  });
+})();
diff --git a/docs/index.html b/docs/index.html
index 5b96eaf..bbee6b6 100644
--- a/docs/index.html
+++ b/docs/index.html
@@ -12,21 +12,21 @@
 <link rel="apple-touch-icon" type="image/png" sizes="120x120" href="apple-touch-icon-120x120.png">
 <link rel="apple-touch-icon" type="image/png" sizes="76x76" href="apple-touch-icon-76x76.png">
 <link rel="apple-touch-icon" type="image/png" sizes="60x60" href="apple-touch-icon-60x60.png">
-<!-- jquery --><script src="https://cdnjs.cloudflare.com/ajax/libs/jquery/3.3.1/jquery.min.js" integrity="sha256-FgpCb/KJQlLNfOu91ta32o/NMZxltwRo8QtmkMRdAu8=" crossorigin="anonymous"></script><!-- Bootstrap --><link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/3.3.7/css/bootstrap.min.css" integrity="sha256-916EbMg70RQy9LHiGkXzG8hSg9EdNy97GazNG/aiY1w=" crossorigin="anonymous">
-<script src="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/3.3.7/js/bootstrap.min.js" integrity="sha256-U5ZEeKfGNOja007MMD3YBI0A3OSZOQbeG6z2f2Y0hu8=" crossorigin="anonymous"></script><!-- Font Awesome icons --><link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.7.1/css/all.min.css" integrity="sha256-nAmazAk6vS34Xqo0BSrTb+abbtFlgsFK7NKSi6o7Y78=" crossorigin="anonymous">
-<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.7.1/css/v4-shims.min.css" integrity="sha256-6qHlizsOWFskGlwVOKuns+D1nB6ssZrHQrNj1wGplHc=" crossorigin="anonymous">
-<!-- clipboard.js --><script src="https://cdnjs.cloudflare.com/ajax/libs/clipboard.js/2.0.4/clipboard.min.js" integrity="sha256-FiZwavyI2V6+EXO1U+xzLG3IKldpiTFf3153ea9zikQ=" crossorigin="anonymous"></script><!-- headroom.js --><script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.9.4/headroom.min.js" integrity="sha256-DJFC1kqIhelURkuza0AvYal5RxMtpzLjFhsnVIeuk+U=" crossorigin="anonymous"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.9.4/jQuery.headroom.min.js" integrity="sha256-ZX/yNShbjqsohH1k95liqY9Gd8uOiE1S4vZc+9KQ1K4=" crossorigin="anonymous"></script><!-- pkgdown --><link href="pkgdown.css" rel="stylesheet">
+<!-- jquery --><script src="https://cdnjs.cloudflare.com/ajax/libs/jquery/3.4.1/jquery.min.js" integrity="sha256-CSXorXvZcTkaix6Yvo6HppcZGetbYMGWSFlBw8HfCJo=" crossorigin="anonymous"></script><!-- Bootstrap --><link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/3.4.1/css/bootstrap.min.css" integrity="sha256-bZLfwXAP04zRMK2BjiO8iu9pf4FbLqX6zitd+tIvLhE=" crossorigin="anonymous">
+<script src="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/3.4.1/js/bootstrap.min.js" integrity="sha256-nuL8/2cJ5NDSSwnKD8VqreErSWHtnEP9E7AySL+1ev4=" crossorigin="anonymous"></script><!-- bootstrap-toc --><link rel="stylesheet" href="bootstrap-toc.css">
+<script src="bootstrap-toc.js"></script><!-- Font Awesome icons --><link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.12.1/css/all.min.css" integrity="sha256-mmgLkCYLUQbXn0B1SRqzHar6dCnv9oZFPEC1g1cwlkk=" crossorigin="anonymous">
+<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.12.1/css/v4-shims.min.css" integrity="sha256-wZjR52fzng1pJHwx4aV2AO3yyTOXrcDW7jBpJtTwVxw=" crossorigin="anonymous">
+<!-- clipboard.js --><script src="https://cdnjs.cloudflare.com/ajax/libs/clipboard.js/2.0.6/clipboard.min.js" integrity="sha256-inc5kl9MA1hkeYUt+EC3BhlIgyp/2jDIyBLS6k3UxPI=" crossorigin="anonymous"></script><!-- headroom.js --><script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.11.0/headroom.min.js" integrity="sha256-AsUX4SJE1+yuDu5+mAVzJbuYNPHj/WroHuZ8Ir/CkE0=" crossorigin="anonymous"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.11.0/jQuery.headroom.min.js" integrity="sha256-ZX/yNShbjqsohH1k95liqY9Gd8uOiE1S4vZc+9KQ1K4=" crossorigin="anonymous"></script><!-- pkgdown --><link href="pkgdown.css" rel="stylesheet">
 <script src="pkgdown.js"></script><meta property="og:title" content="Extinction Simulation in Food Webs">
 <meta property="og:description" content="Simulates the extinction of species in the food web and it analyzes
              its cascading effects, described in Dunne et al. (2002) &lt;doi:10.1073/pnas.192407699&gt;.">
 <meta property="og:image" content="/logo.png">
-<meta name="twitter:card" content="summary">
 <!-- mathjax --><script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js" integrity="sha256-nvJJv9wWKEm88qvoQl9ekL2J+k/RWIsaSScxxlsrv8k=" crossorigin="anonymous"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/config/TeX-AMS-MML_HTMLorMML.js" integrity="sha256-84DKXVJXs0/F8OTMzX4UR909+jtl4G7SPypPavF+GfA=" crossorigin="anonymous"></script><!--[if lt IE 9]>
 <script src="https://oss.maxcdn.com/html5shiv/3.7.3/html5shiv.min.js"></script>
 <script src="https://oss.maxcdn.com/respond/1.4.2/respond.min.js"></script>
 <![endif]-->
 </head>
-<body>
+<body data-spy="scroll" data-target="#toc">
     <div class="container template-home">
       <header><div class="navbar navbar-default navbar-fixed-top" role="navigation">
   <div class="container">
@@ -98,10 +98,10 @@ <h1 class="hasAnchor">
 <h2 class="hasAnchor">
 <a href="#installation" class="anchor"></a>Installation</h2>
 <p>You can install the released version of NetworkExtinction from <a href="https://CRAN.R-project.org">CRAN</a> with:</p>
-<div class="sourceCode" id="cb1"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb1-1" data-line-number="1"><span class="kw"><a href="https://rdrr.io/r/utils/install.packages.html">install.packages</a></span>(<span class="st">"NetworkExtinction"</span>)</a></code></pre></div>
+<div class="sourceCode" id="cb1"><pre class="r"><span class="fu"><a href="https://rdrr.io/r/utils/install.packages.html">install.packages</a></span>(<span class="st">"NetworkExtinction"</span>)</pre></div>
 <p>And the development version from <a href="https://github.com/">GitHub</a> with:</p>
-<div class="sourceCode" id="cb2"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb2-1" data-line-number="1"><span class="co"># install.packages("devtools")</span></a>
-<a class="sourceLine" id="cb2-2" data-line-number="2">devtools<span class="op">::</span><span class="kw"><a href="https://rdrr.io/pkg/devtools/man/remote-reexports.html">install_github</a></span>(<span class="st">"derek-corcoran-barrios/NetworkExtintion"</span>)</a></code></pre></div>
+<div class="sourceCode" id="cb2"><pre class="r"><span class="co"># install.packages("devtools")</span>
+<span class="kw pkg">devtools</span><span class="kw ns">::</span><span class="fu"><a href="https://devtools.r-lib.org//reference/remote-reexports.html">install_github</a></span>(<span class="st">"derek-corcoran-barrios/NetworkExtintion"</span>)</pre></div>
 </div>
 <div id="extinctions-functions" class="section level2">
 <h2 class="hasAnchor">
@@ -110,9 +110,9 @@ <h2 class="hasAnchor">
 <h3 class="hasAnchor">
 <a href="#extinctions-from-most-to-less-conected-species-in-the-network" class="anchor"></a>Extinctions from most to less conected species in the network</h3>
 <p>The <em>Mostconnected</em> function sorts the species from the most connected node to the least connected node, using total degree. Then, it removes the most connected node in the network, simulating its extinction, and recalculates the topological indexes of the network and counts how many species have indegree 0 (secondary extinction), not considering primary producers. Then, it removes the nodes that were secondarily extinct in the previous step and recalculates which node is the new most connected species. This step is repeated until the number of links in the network is zero (Sole and Montoya 2001; Dunne, Williams, and Martinez 2002; Dunne and Williams 2009). In this new version it also calculates the Predatory release.</p>
-<div class="sourceCode" id="cb3"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb3-1" data-line-number="1"><span class="kw"><a href="https://rdrr.io/r/base/library.html">library</a></span>(NetworkExtinction)</a>
-<a class="sourceLine" id="cb3-2" data-line-number="2"><span class="kw"><a href="https://rdrr.io/r/utils/data.html">data</a></span>(<span class="st">"net"</span>)</a>
-<a class="sourceLine" id="cb3-3" data-line-number="3"><span class="kw"><a href="reference/Mostconnected.html">Mostconnected</a></span>(<span class="dt">Network =</span> net)</a></code></pre></div>
+<div class="sourceCode" id="cb3"><pre class="r"><span class="fu"><a href="https://rdrr.io/r/base/library.html">library</a></span>(<span class="no">NetworkExtinction</span>)
+<span class="fu"><a href="https://rdrr.io/r/utils/data.html">data</a></span>(<span class="st">"net"</span>)
+<span class="fu"><a href="reference/Mostconnected.html">Mostconnected</a></span>(<span class="kw">Network</span> <span class="kw">=</span> <span class="no">net</span>)</pre></div>
 <div class="sourceCode" id="cb4"><pre class="sourceCode R"><code class="sourceCode r"><a class="sourceLine" id="cb4-1" data-line-number="1"><span class="co">#&gt; [1] 1</span></a>
 <a class="sourceLine" id="cb4-2" data-line-number="2"><span class="co">#&gt; [1] 2</span></a>
 <a class="sourceLine" id="cb4-3" data-line-number="3"><span class="co">#&gt; [1] 3</span></a>
@@ -201,21 +201,21 @@ <h3 class="hasAnchor">
 </table>
 <p>Table 1: The resulting dataframe of the Mostconnected function</p>
 <p>The result of this function is the dataframe shown in table 1. The first column called <em>Spp</em> indicates the order in which the species were removed simulating an extinction. The column <em>Secondary_extinctions</em> represents the numbers of species that become extinct given that they do not have any food items left in the food web, while the <em>AccSecondaryExtinction</em> column represents the accumulated secondary extinctions. (To plot the results, see function <em>ExtinctionPlot</em>.)</p>
-<div class="sourceCode" id="cb5"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb5-1" data-line-number="1"><span class="kw"><a href="https://rdrr.io/r/utils/data.html">data</a></span>(<span class="st">"net"</span>)</a>
-<a class="sourceLine" id="cb5-2" data-line-number="2">history &lt;-<span class="st"> </span><span class="kw"><a href="reference/Mostconnected.html">Mostconnected</a></span>(<span class="dt">Network =</span> net)</a>
-<a class="sourceLine" id="cb5-3" data-line-number="3"><span class="co">#&gt; [1] 1</span></a>
-<a class="sourceLine" id="cb5-4" data-line-number="4"><span class="co">#&gt; [1] 2</span></a>
-<a class="sourceLine" id="cb5-5" data-line-number="5"><span class="co">#&gt; [1] 3</span></a>
-<a class="sourceLine" id="cb5-6" data-line-number="6"><span class="co">#&gt; [1] 4</span></a>
-<a class="sourceLine" id="cb5-7" data-line-number="7"><span class="kw"><a href="reference/ExtinctionPlot.html">ExtinctionPlot</a></span>(<span class="dt">History =</span> history, <span class="dt">Variable =</span> <span class="st">"AccSecondaryExtinction"</span>)</a></code></pre></div>
+<div class="sourceCode" id="cb5"><pre class="r"><span class="fu"><a href="https://rdrr.io/r/utils/data.html">data</a></span>(<span class="st">"net"</span>)
+<span class="no">history</span> <span class="kw">&lt;-</span> <span class="fu"><a href="reference/Mostconnected.html">Mostconnected</a></span>(<span class="kw">Network</span> <span class="kw">=</span> <span class="no">net</span>)
+<span class="co">#&gt; [1] 1</span>
+<span class="co">#&gt; [1] 2</span>
+<span class="co">#&gt; [1] 3</span>
+<span class="co">#&gt; [1] 4</span>
+<span class="fu"><a href="reference/ExtinctionPlot.html">ExtinctionPlot</a></span>(<span class="kw">History</span> <span class="kw">=</span> <span class="no">history</span>, <span class="kw">Variable</span> <span class="kw">=</span> <span class="st">"AccSecondaryExtinction"</span>)</pre></div>
 <p><img src="reference/figures/README-unnamed-chunk-4-1.png" title="Figure 3. The graph shows the number of accumulated secondary extinctions that occur when removing species from the most to the least connected species" alt="Figure 3. The graph shows the number of accumulated secondary extinctions that occur when removing species from the most to the least connected species" width="100%"></p>
 </div>
 <div id="extinctions-using-a-customized-order" class="section level3">
 <h3 class="hasAnchor">
 <a href="#extinctions-using-a-customized-order" class="anchor"></a>Extinctions using a customized order</h3>
 <p>The <em>ExtinctionOrder</em> function takes a network and extinguishes nodes using a customized order. Then, it calculates the topological network indexes and the secondary extinctions.</p>
-<div class="sourceCode" id="cb6"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb6-1" data-line-number="1"><span class="kw"><a href="https://rdrr.io/r/utils/data.html">data</a></span>(<span class="st">"net"</span>)</a>
-<a class="sourceLine" id="cb6-2" data-line-number="2"><span class="kw"><a href="reference/ExtinctionOrder.html">ExtinctionOrder</a></span>(<span class="dt">Network =</span> net, <span class="dt">Order =</span> <span class="kw"><a href="https://rdrr.io/r/base/c.html">c</a></span>(<span class="dv">2</span>,<span class="dv">4</span>,<span class="dv">7</span>))</a></code></pre></div>
+<div class="sourceCode" id="cb6"><pre class="r"><span class="fu"><a href="https://rdrr.io/r/utils/data.html">data</a></span>(<span class="st">"net"</span>)
+<span class="fu"><a href="reference/ExtinctionOrder.html">ExtinctionOrder</a></span>(<span class="kw">Network</span> <span class="kw">=</span> <span class="no">net</span>, <span class="kw">Order</span> <span class="kw">=</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html">c</a></span>(<span class="fl">2</span>,<span class="fl">4</span>,<span class="fl">7</span>))</pre></div>
 <table class="table">
 <colgroup>
 <col width="2%">
@@ -282,9 +282,9 @@ <h3 class="hasAnchor">
 <div id="random-extinction" class="section level3">
 <h3 class="hasAnchor">
 <a href="#random-extinction" class="anchor"></a>Random extinction</h3>
-<p>The <em>RandomExtinctions</em> function generates n random extinction orders, determined by the argument <em>nsim</em>. The first result of this function is a dataframe (table 3). The column <em>NumExt</em> represents the number of species removed, <em>AccSecondaryExtinction</em> is the average number of secondary extinctions for each species removed, and <em>SdAccSecondaryExtinction</em> is its standard deviation. The second result is a graph (figure 5), where the x axis is the number of species removed and the y axis is the number of accumulated secondary extinctions. The solid line is the average number of secondary extinctions for every simulated primary extinction, and the red area represents the mean (\pm) the standard deviation of the simulations.</p>
-<div class="sourceCode" id="cb7"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb7-1" data-line-number="1"><span class="kw"><a href="https://rdrr.io/r/utils/data.html">data</a></span>(net)</a>
-<a class="sourceLine" id="cb7-2" data-line-number="2"><span class="kw"><a href="reference/RandomExtinctions.html">RandomExtinctions</a></span>(<span class="dt">Network=</span> net, <span class="dt">nsim=</span> <span class="dv">50</span>)</a></code></pre></div>
+<p>The <em>RandomExtinctions</em> function generates n random extinction orders, determined by the argument <em>nsim</em>. The first result of this function is a dataframe (table 3). The column <em>NumExt</em> represents the number of species removed, <em>AccSecondaryExtinction</em> is the average number of secondary extinctions for each species removed, and <em>SdAccSecondaryExtinction</em> is its standard deviation. The second result is a graph (figure 5), where the x axis is the number of species removed and the y axis is the number of accumulated secondary extinctions. The solid line is the average number of secondary extinctions for every simulated primary extinction, and the red area represents the mean <span class="math inline">±</span> the standard deviation of the simulations.</p>
+<div class="sourceCode" id="cb7"><pre class="r"><span class="fu"><a href="https://rdrr.io/r/utils/data.html">data</a></span>(<span class="no">net</span>)
+<span class="fu"><a href="reference/RandomExtinctions.html">RandomExtinctions</a></span>(<span class="kw">Network</span><span class="kw">=</span> <span class="no">net</span>, <span class="kw">nsim</span><span class="kw">=</span> <span class="fl">50</span>)</pre></div>
 <table class="table">
 <thead><tr class="header">
 <th align="right">NumExt</th>
@@ -343,37 +343,37 @@ <h3 class="hasAnchor">
 <p><img src="reference/figures/README-unnamed-chunk-10-1.png" title="Figure 5. The resulting graph of the RandomExtinctions function" alt="Figure 5. The resulting graph of the RandomExtinctions function" width="100%"></p>
 <p>###Comparison of Null hypothesis with other extinction histories</p>
 <p>The <em>RandomExtinctons</em> function generates a null hypothesis for us to compare it with either an extinction history generated by the <em>ExtinctionOrder</em> function or the <em>Mostconnected</em> function. In order to compare the expected extinctions developed by our null hypothesis with the observed extinction history, we developed the <em>CompareExtinctions</em> function. The way to use this last function is to first create the extinction history and the null hypothesis, and then the <em>CompareExtinctins</em> function to compare both extinction histories.</p>
-<div class="sourceCode" id="cb8"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb8-1" data-line-number="1"><span class="kw"><a href="https://rdrr.io/r/utils/data.html">data</a></span>(<span class="st">"net"</span>)</a>
-<a class="sourceLine" id="cb8-2" data-line-number="2">History &lt;-<span class="st"> </span><span class="kw"><a href="reference/ExtinctionOrder.html">ExtinctionOrder</a></span>(<span class="dt">Network =</span> net, <span class="dt">Order =</span> <span class="kw"><a href="https://rdrr.io/r/base/c.html">c</a></span>(<span class="dv">1</span>,<span class="dv">2</span>,<span class="dv">3</span>,<span class="dv">4</span>,<span class="dv">5</span>,<span class="dv">6</span>,<span class="dv">7</span>,<span class="dv">8</span>,<span class="dv">9</span>,<span class="dv">10</span>))</a>
-<a class="sourceLine" id="cb8-3" data-line-number="3"></a>
-<a class="sourceLine" id="cb8-4" data-line-number="4"><span class="kw"><a href="https://rdrr.io/r/base/Random.html">set.seed</a></span>(<span class="dv">2</span>)</a>
-<a class="sourceLine" id="cb8-5" data-line-number="5">NullHyp &lt;-<span class="st"> </span><span class="kw"><a href="reference/RandomExtinctions.html">RandomExtinctions</a></span>(<span class="dt">Network =</span> net, <span class="dt">nsim =</span> <span class="dv">100</span>)</a>
-<a class="sourceLine" id="cb8-6" data-line-number="6"></a>
-<a class="sourceLine" id="cb8-7" data-line-number="7">Comparison &lt;-<span class="st"> </span><span class="kw"><a href="reference/CompareExtinctions.html">CompareExtinctions</a></span>(<span class="dt">Nullmodel =</span> NullHyp, <span class="dt">Hypothesis =</span> History)</a></code></pre></div>
+<div class="sourceCode" id="cb8"><pre class="r"><span class="fu"><a href="https://rdrr.io/r/utils/data.html">data</a></span>(<span class="st">"net"</span>)
+<span class="no">History</span> <span class="kw">&lt;-</span> <span class="fu"><a href="reference/ExtinctionOrder.html">ExtinctionOrder</a></span>(<span class="kw">Network</span> <span class="kw">=</span> <span class="no">net</span>, <span class="kw">Order</span> <span class="kw">=</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html">c</a></span>(<span class="fl">1</span>,<span class="fl">2</span>,<span class="fl">3</span>,<span class="fl">4</span>,<span class="fl">5</span>,<span class="fl">6</span>,<span class="fl">7</span>,<span class="fl">8</span>,<span class="fl">9</span>,<span class="fl">10</span>))
+
+<span class="fu"><a href="https://rdrr.io/r/base/Random.html">set.seed</a></span>(<span class="fl">2</span>)
+<span class="no">NullHyp</span> <span class="kw">&lt;-</span> <span class="fu"><a href="reference/RandomExtinctions.html">RandomExtinctions</a></span>(<span class="kw">Network</span> <span class="kw">=</span> <span class="no">net</span>, <span class="kw">nsim</span> <span class="kw">=</span> <span class="fl">100</span>)
+
+<span class="no">Comparison</span> <span class="kw">&lt;-</span> <span class="fu"><a href="reference/CompareExtinctions.html">CompareExtinctions</a></span>(<span class="kw">Nullmodel</span> <span class="kw">=</span> <span class="no">NullHyp</span>, <span class="kw">Hypothesis</span> <span class="kw">=</span> <span class="no">History</span>)</pre></div>
 <p>The first result will be a graph (Figue 6) with a dashed line showing the observed extinction history and a solid line showing the expected value of secondary extinctions randomly generated.</p>
 <p>The second result will be a Test object which will show the goodness of fit statistics of the comparison. In this case, since the p value is 0.22 which is larger than 0.05, we consider that the generated extinction history is significantly different than the null hypothesis.</p>
 <p><img src="reference/figures/README-unnamed-chunk-12-1.png" title="Figure 6. The resulting graph of the CompareExtinctions function, where the dashed line shows the observed extinction history, and a solid line shows the expected value of secondary extinctions originated at random" alt="Figure 6. The resulting graph of the CompareExtinctions function, where the dashed line shows the observed extinction history, and a solid line shows the expected value of secondary extinctions originated at random" width="100%"></p>
-<div class="sourceCode" id="cb9"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb9-1" data-line-number="1">Comparison<span class="op">$</span>Test</a>
-<a class="sourceLine" id="cb9-2" data-line-number="2"><span class="co">#&gt; </span></a>
-<a class="sourceLine" id="cb9-3" data-line-number="3"><span class="co">#&gt;  Pearson's Chi-squared test</span></a>
-<a class="sourceLine" id="cb9-4" data-line-number="4"><span class="co">#&gt; </span></a>
-<a class="sourceLine" id="cb9-5" data-line-number="5"><span class="co">#&gt; data:  Hypothesis$DF$AccSecondaryExtinction and Nullmodel$sims$AccSecondaryExtinction[1:length(Hypothesis$DF$AccSecondaryExtinction)]</span></a>
-<a class="sourceLine" id="cb9-6" data-line-number="6"><span class="co">#&gt; X-squared = 20, df = 16, p-value = 0.2202</span></a></code></pre></div>
+<div class="sourceCode" id="cb9"><pre class="r"><span class="no">Comparison</span>$<span class="no">Test</span>
+<span class="co">#&gt; </span>
+<span class="co">#&gt;  Pearson's Chi-squared test</span>
+<span class="co">#&gt; </span>
+<span class="co">#&gt; data:  Hypothesis$DF$AccSecondaryExtinction and Nullmodel$sims$AccSecondaryExtinction[1:length(Hypothesis$DF$AccSecondaryExtinction)]</span>
+<span class="co">#&gt; X-squared = 20, df = 16, p-value = 0.2202</span></pre></div>
 </div>
 </div>
 <div id="plotting-the-extinction-histories-of-a-network" class="section level2">
 <h2 class="hasAnchor">
 <a href="#plotting-the-extinction-histories-of-a-network" class="anchor"></a>Plotting the extinction histories of a network</h2>
 <p>The <em>ExtinctionPlot</em> function takes a NetworkTopology class object and plots the index of interest after every extinction. By default, the function plots the number of accumulated secondary extinctions after every primary extinction (Figure 7), but any of the indexes can be ploted with the function by changing the Variable argument (Figure 8).</p>
-<div class="sourceCode" id="cb10"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb10-1" data-line-number="1"><span class="kw"><a href="https://rdrr.io/r/utils/data.html">data</a></span>(net)</a>
-<a class="sourceLine" id="cb10-2" data-line-number="2">history &lt;-<span class="st"> </span><span class="kw"><a href="reference/Mostconnected.html">Mostconnected</a></span>(<span class="dt">Network =</span> net)</a>
-<a class="sourceLine" id="cb10-3" data-line-number="3"><span class="co">#&gt; [1] 1</span></a>
-<a class="sourceLine" id="cb10-4" data-line-number="4"><span class="co">#&gt; [1] 2</span></a>
-<a class="sourceLine" id="cb10-5" data-line-number="5"><span class="co">#&gt; [1] 3</span></a>
-<a class="sourceLine" id="cb10-6" data-line-number="6"><span class="co">#&gt; [1] 4</span></a>
-<a class="sourceLine" id="cb10-7" data-line-number="7"><span class="kw"><a href="reference/ExtinctionPlot.html">ExtinctionPlot</a></span>(<span class="dt">History =</span> history)</a></code></pre></div>
+<div class="sourceCode" id="cb10"><pre class="r"><span class="fu"><a href="https://rdrr.io/r/utils/data.html">data</a></span>(<span class="no">net</span>)
+<span class="no">history</span> <span class="kw">&lt;-</span> <span class="fu"><a href="reference/Mostconnected.html">Mostconnected</a></span>(<span class="kw">Network</span> <span class="kw">=</span> <span class="no">net</span>)
+<span class="co">#&gt; [1] 1</span>
+<span class="co">#&gt; [1] 2</span>
+<span class="co">#&gt; [1] 3</span>
+<span class="co">#&gt; [1] 4</span>
+<span class="fu"><a href="reference/ExtinctionPlot.html">ExtinctionPlot</a></span>(<span class="kw">History</span> <span class="kw">=</span> <span class="no">history</span>)</pre></div>
 <p><img src="reference/figures/README-unnamed-chunk-14-1.png" title="Figure 7. Example of the use of the ExtinctionPlot function showing the accumulated secondary extinctions against number of extinctions" alt="Figure 7. Example of the use of the ExtinctionPlot function showing the accumulated secondary extinctions against number of extinctions" width="100%"></p>
-<div class="sourceCode" id="cb11"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb11-1" data-line-number="1"><span class="kw"><a href="reference/ExtinctionPlot.html">ExtinctionPlot</a></span>(<span class="dt">History =</span> history, <span class="dt">Variable =</span> <span class="st">"LinksPerSpecies"</span>)</a></code></pre></div>
+<div class="sourceCode" id="cb11"><pre class="r"><span class="fu"><a href="reference/ExtinctionPlot.html">ExtinctionPlot</a></span>(<span class="kw">History</span> <span class="kw">=</span> <span class="no">history</span>, <span class="kw">Variable</span> <span class="kw">=</span> <span class="st">"LinksPerSpecies"</span>)</pre></div>
 <p><img src="reference/figures/README-unnamed-chunk-15-1.png" title="Figure 8. Another example of the use of the ExtinctionPlot function showing the number of links per species against number of extinctions" alt="Figure 8. Another example of the use of the ExtinctionPlot function showing the number of links per species against number of extinctions" width="100%"></p>
 </div>
 <div id="degree-distribution-function" class="section level2">
@@ -381,8 +381,8 @@ <h2 class="hasAnchor">
 <a href="#degree-distribution-function" class="anchor"></a>Degree distribution function</h2>
 <p>The <em>degree_distribution</em> function calculates the cumulative distribution of the number of links that each species in the food network has (Estrada 2007). Then, the observed distribution is fitted to the exponential and power law distribution models.</p>
 <p>The results of this function are shown in figure 9 and table 4. The graph shows the observed degree distribution in a log log scale fitting the three models mentioned above, for this example we use an example dataset of Chilean litoral rocky shores (Kéfi et al. 2015). The table shows the fitted model information ordered by descending AIC, that is, the model in the first row is the most probable distribution, followed by the second an finally the third distribution in this case (Table 3), the Exponential distribution would be the best model, followed by the Power law and finally the Truncated power law model.</p>
-<div class="sourceCode" id="cb12"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb12-1" data-line-number="1"><span class="kw"><a href="https://rdrr.io/r/utils/data.html">data</a></span>(<span class="st">"chilean_intertidal"</span>)</a>
-<a class="sourceLine" id="cb12-2" data-line-number="2"><span class="kw"><a href="reference/degree_distribution.html">degree_distribution</a></span>(chilean_intertidal)</a></code></pre></div>
+<div class="sourceCode" id="cb12"><pre class="r"><span class="fu"><a href="https://rdrr.io/r/utils/data.html">data</a></span>(<span class="st">"chilean_intertidal"</span>)
+<span class="fu"><a href="reference/degree_distribution.html">degree_distribution</a></span>(<span class="no">chilean_intertidal</span>)</pre></div>
 <p><img src="reference/figures/README-unnamed-chunk-18-1.png" title="Figure 9: Fitted vs observed values of the degree distribution. The black line and points show the observed values, the red, green and blue lines show the fitted values for the Exponential, power law and trucated distribution, respectively" alt="Figure 9: Fitted vs observed values of the degree distribution. The black line and points show the observed values, the red, green and blue lines show the fitted values for the Exponential, power law and trucated distribution, respectively" width="100%"></p>
 <table class="table">
 <thead><tr class="header">
@@ -420,71 +420,33 @@ <h2 class="hasAnchor">
 <h1 class="hasAnchor">
 <a href="#bibliography" class="anchor"></a>Bibliography</h1>
 <div id="refs" class="references">
-
 <div id="ref-albert2002statistical">
-
-Albert, Réka, and Albert-László Barabási. 2002. “Statistical Mechanics
-of Complex Networks.” *Reviews of Modern Physics* 74 (1). APS: 47.
-
+<p>Albert, Réka, and Albert-László Barabási. 2002. “Statistical Mechanics of Complex Networks.” <em>Reviews of Modern Physics</em> 74 (1). APS: 47.</p>
 </div>
-
 <div id="ref-dunne2009cascading">
-
-Dunne, Jennifer A, and Richard J Williams. 2009. “Cascading Extinctions
-and Community Collapse in Model Food Webs.” *Philosophical Transactions
-of the Royal Society B: Biological Sciences* 364 (1524). The Royal
-Society: 1711–23.
-
+<p>Dunne, Jennifer A, and Richard J Williams. 2009. “Cascading Extinctions and Community Collapse in Model Food Webs.” <em>Philosophical Transactions of the Royal Society B: Biological Sciences</em> 364 (1524). The Royal Society: 1711–23.</p>
 </div>
-
 <div id="ref-dunne2002food">
-
-Dunne, Jennifer A, Richard J Williams, and Neo D Martinez. 2002.
-“Food-Web Structure and Network Theory: The Role of Connectance and
-Size.” *Proceedings of the National Academy of Sciences* 99 (20).
-National Acad Sciences: 12917–22.
-
+<p>Dunne, Jennifer A, Richard J Williams, and Neo D Martinez. 2002. “Food-Web Structure and Network Theory: The Role of Connectance and Size.” <em>Proceedings of the National Academy of Sciences</em> 99 (20). National Acad Sciences: 12917–22.</p>
 </div>
-
 <div id="ref-estrada2007food">
-
-Estrada, Ernesto. 2007. “Food Webs Robustness to Biodiversity Loss: The
-Roles of Connectance, Expansibility and Degree Distribution.” *Journal
-of Theoretical Biology* 244 (2). Elsevier: 296–307.
-
+<p>Estrada, Ernesto. 2007. “Food Webs Robustness to Biodiversity Loss: The Roles of Connectance, Expansibility and Degree Distribution.” <em>Journal of Theoretical Biology</em> 244 (2). Elsevier: 296–307.</p>
 </div>
-
 <div id="ref-kefi2015network">
-
-Kéfi, Sonia, Eric L Berlow, Evie A Wieters, Lucas N Joppa, Spencer A
-Wood, Ulrich Brose, and Sergio A Navarrete. 2015. “Network Structure
-Beyond Food Webs: Mapping Non-Trophic and Trophic Interactions on
-Chilean Rocky Shores.” *Ecology* 96 (1). Wiley Online Library: 291–303.
-
+<p>Kéfi, Sonia, Eric L Berlow, Evie A Wieters, Lucas N Joppa, Spencer A Wood, Ulrich Brose, and Sergio A Navarrete. 2015. “Network Structure Beyond Food Webs: Mapping Non-Trophic and Trophic Interactions on Chilean Rocky Shores.” <em>Ecology</em> 96 (1). Wiley Online Library: 291–303.</p>
 </div>
-
 <div id="ref-de2013topological">
-
-Santana, Charles N de, Alejandro F Rozenfeld, Pablo A Marquet, and
-Carlos M Duarte. 2013. “Topological Properties of Polar Food Webs.”
-*Marine Ecology Progress Series* 474: 15–26.
-
+<p>Santana, Charles N de, Alejandro F Rozenfeld, Pablo A Marquet, and Carlos M Duarte. 2013. “Topological Properties of Polar Food Webs.” <em>Marine Ecology Progress Series</em> 474: 15–26.</p>
 </div>
-
 <div id="ref-sole2001complexity">
-
-Sole, Ricard V, and M Montoya. 2001. “Complexity and Fragility in
-Ecological Networks.” *Proceedings of the Royal Society of London B:
-Biological Sciences* 268 (1480). The Royal Society: 2039–45.
-
+<p>Sole, Ricard V, and M Montoya. 2001. “Complexity and Fragility in Ecological Networks.” <em>Proceedings of the Royal Society of London B: Biological Sciences</em> 268 (1480). The Royal Society: 2039–45.</p>
 </div>
-
 </div>
 </div>
 
   </div>
 
-  <div class="col-md-3 hidden-xs hidden-sm" id="sidebar">
+  <div class="col-md-3 hidden-xs hidden-sm" id="pkgdown-sidebar">
     <div class="links">
 <h2>Links</h2>
 <ul class="list-unstyled">
@@ -501,11 +463,11 @@ <h2>License</h2>
 <div class="developers">
 <h2>Developers</h2>
 <ul class="list-unstyled">
-<li>Derek Corcoran <br><small class="roles"> Author, maintainer </small> <a href="https://orcid.org/0000-0002-0248-6230" target="orcid.widget"><img src="https://members.orcid.org/sites/default/files/vector_iD_icon.svg" class="orcid" alt="ORCID"></a> </li>
+<li>Derek Corcoran <br><small class="roles"> Author, maintainer </small> <a href="https://orcid.org/0000-0002-0248-6230" target="orcid.widget" aria-label="ORCID"><span class="fab fa-orcid orcid" aria-hidden="true"></span></a> </li>
 <li>M.Isidora Ávila-Thieme <br><small class="roles"> Author </small>  </li>
 <li>Fernanda S. Valdovinos <br><small class="roles"> Author </small>  </li>
 <li>Sergio A. Navarrete <br><small class="roles"> Author </small>  </li>
-<li>Pablo A. Marquet <br><small class="roles"> Author </small> <a href="https://orcid.org/0000-0001-6369-9339" target="orcid.widget"><img src="https://members.orcid.org/sites/default/files/vector_iD_icon.svg" class="orcid" alt="ORCID"></a> </li>
+<li>Pablo A. Marquet <br><small class="roles"> Author </small> <a href="https://orcid.org/0000-0001-6369-9339" target="orcid.widget" aria-label="ORCID"><span class="fab fa-orcid orcid" aria-hidden="true"></span></a> </li>
 </ul>
 </div>
 
@@ -528,7 +490,7 @@ <h2>Dev status</h2>
 </div>
 
 <div class="pkgdown">
-  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.4.1.</p>
+  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.5.1.</p>
 </div>
 
       </footer>
diff --git a/docs/news/index.html b/docs/news/index.html
index bde9ca3..2fabd1a 100644
--- a/docs/news/index.html
+++ b/docs/news/index.html
@@ -17,23 +17,27 @@
 <link rel="apple-touch-icon" type="image/png" sizes="60x60" href="../apple-touch-icon-60x60.png" />
 
 <!-- jquery -->
-<script src="https://cdnjs.cloudflare.com/ajax/libs/jquery/3.3.1/jquery.min.js" integrity="sha256-FgpCb/KJQlLNfOu91ta32o/NMZxltwRo8QtmkMRdAu8=" crossorigin="anonymous"></script>
+<script src="https://cdnjs.cloudflare.com/ajax/libs/jquery/3.4.1/jquery.min.js" integrity="sha256-CSXorXvZcTkaix6Yvo6HppcZGetbYMGWSFlBw8HfCJo=" crossorigin="anonymous"></script>
 <!-- Bootstrap -->
 
-<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/3.3.7/css/bootstrap.min.css" integrity="sha256-916EbMg70RQy9LHiGkXzG8hSg9EdNy97GazNG/aiY1w=" crossorigin="anonymous" />
+<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/3.4.1/css/bootstrap.min.css" integrity="sha256-bZLfwXAP04zRMK2BjiO8iu9pf4FbLqX6zitd+tIvLhE=" crossorigin="anonymous" />
 
-<script src="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/3.3.7/js/bootstrap.min.js" integrity="sha256-U5ZEeKfGNOja007MMD3YBI0A3OSZOQbeG6z2f2Y0hu8=" crossorigin="anonymous"></script>
+<script src="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/3.4.1/js/bootstrap.min.js" integrity="sha256-nuL8/2cJ5NDSSwnKD8VqreErSWHtnEP9E7AySL+1ev4=" crossorigin="anonymous"></script>
+
+<!-- bootstrap-toc -->
+<link rel="stylesheet" href="../bootstrap-toc.css">
+<script src="../bootstrap-toc.js"></script>
 
 <!-- Font Awesome icons -->
-<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.7.1/css/all.min.css" integrity="sha256-nAmazAk6vS34Xqo0BSrTb+abbtFlgsFK7NKSi6o7Y78=" crossorigin="anonymous" />
-<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.7.1/css/v4-shims.min.css" integrity="sha256-6qHlizsOWFskGlwVOKuns+D1nB6ssZrHQrNj1wGplHc=" crossorigin="anonymous" />
+<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.12.1/css/all.min.css" integrity="sha256-mmgLkCYLUQbXn0B1SRqzHar6dCnv9oZFPEC1g1cwlkk=" crossorigin="anonymous" />
+<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.12.1/css/v4-shims.min.css" integrity="sha256-wZjR52fzng1pJHwx4aV2AO3yyTOXrcDW7jBpJtTwVxw=" crossorigin="anonymous" />
 
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+<script src="https://cdnjs.cloudflare.com/ajax/libs/clipboard.js/2.0.6/clipboard.min.js" integrity="sha256-inc5kl9MA1hkeYUt+EC3BhlIgyp/2jDIyBLS6k3UxPI=" crossorigin="anonymous"></script>
 
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-<script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.9.4/jQuery.headroom.min.js" integrity="sha256-ZX/yNShbjqsohH1k95liqY9Gd8uOiE1S4vZc+9KQ1K4=" crossorigin="anonymous"></script>
+<script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.11.0/headroom.min.js" integrity="sha256-AsUX4SJE1+yuDu5+mAVzJbuYNPHj/WroHuZ8Ir/CkE0=" crossorigin="anonymous"></script>
+<script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.11.0/jQuery.headroom.min.js" integrity="sha256-ZX/yNShbjqsohH1k95liqY9Gd8uOiE1S4vZc+9KQ1K4=" crossorigin="anonymous"></script>
 
 <!-- pkgdown -->
 <link href="../pkgdown.css" rel="stylesheet">
@@ -44,7 +48,6 @@
 
 <meta property="og:title" content="Changelog" />
 <meta property="og:image" content="/logo.png" />
-<meta name="twitter:card" content="summary" />
 
 
 
@@ -62,7 +65,7 @@
 
   </head>
 
-  <body>
+  <body data-spy="scroll" data-target="#toc">
     <div class="container template-news">
       <header>
       <div class="navbar navbar-default navbar-fixed-top" role="navigation">
@@ -122,12 +125,12 @@
 <div class="row">
   <div class="col-md-9 contents">
     <div class="page-header">
-      <h1>Changelog <small></small></h1>
+      <h1 data-toc-skip>Changelog <small></small></h1>
       
     </div>
 
     <div id="networkextinction-0-1-1" class="section level1">
-<h1 class="page-header">
+<h1 class="page-header" data-toc-text="0.1.1">
 <a href="#networkextinction-0-1-1" class="anchor"></a>NetworkExtinction 0.1.1<small> 2019-10-27 </small>
 </h1>
 <ul>
@@ -135,7 +138,7 @@ <h1 class="page-header">
 </ul>
 </div>
     <div id="networkextinction-0-1-2" class="section level1">
-<h1 class="page-header">
+<h1 class="page-header" data-toc-text="0.1.2">
 <a href="#networkextinction-0-1-2" class="anchor"></a>NetworkExtinction 0.1.2<small> Unreleased </small>
 </h1>
 <ul>
@@ -148,14 +151,10 @@ <h1 class="page-header">
 </div>
   </div>
 
-  <div class="col-md-3 hidden-xs hidden-sm" id="sidebar">
-    <div id="tocnav">
-      <h2>Contents</h2>
-      <ul class="nav nav-pills nav-stacked">
-        <li><a href="#networkextinction-0-1-1">0.1.1</a></li>
-        <li><a href="#networkextinction-0-1-2">0.1.2</a></li>
-      </ul>
-    </div>
+  <div class="col-md-3 hidden-xs hidden-sm" id="pkgdown-sidebar">
+    <nav id="toc" data-toggle="toc" class="sticky-top">
+      <h2 data-toc-skip>Contents</h2>
+    </nav>
   </div>
 
 </div>
@@ -167,7 +166,7 @@ <h2>Contents</h2>
 </div>
 
 <div class="pkgdown">
-  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.4.1.</p>
+  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.5.1.</p>
 </div>
 
       </footer>
diff --git a/docs/pkgdown.css b/docs/pkgdown.css
index 9145958..c01e592 100644
--- a/docs/pkgdown.css
+++ b/docs/pkgdown.css
@@ -17,6 +17,10 @@ html, body {
   height: 100%;
 }
 
+body {
+  position: relative;
+}
+
 body > .container {
   display: flex;
   height: 100%;
@@ -67,6 +71,10 @@ summary {
   margin-top: calc(-60px + 1em);
 }
 
+dd {
+  margin-left: 3em;
+}
+
 /* Section anchors ---------------------------------*/
 
 a.anchor {
@@ -100,29 +108,132 @@ a.anchor {
   margin-top: -40px;
 }
 
+/* Navbar submenu --------------------------*/
+
+.dropdown-submenu {
+  position: relative;
+}
+
+.dropdown-submenu>.dropdown-menu {
+  top: 0;
+  left: 100%;
+  margin-top: -6px;
+  margin-left: -1px;
+  border-radius: 0 6px 6px 6px;
+}
+
+.dropdown-submenu:hover>.dropdown-menu {
+  display: block;
+}
+
+.dropdown-submenu>a:after {
+  display: block;
+  content: " ";
+  float: right;
+  width: 0;
+  height: 0;
+  border-color: transparent;
+  border-style: solid;
+  border-width: 5px 0 5px 5px;
+  border-left-color: #cccccc;
+  margin-top: 5px;
+  margin-right: -10px;
+}
+
+.dropdown-submenu:hover>a:after {
+  border-left-color: #ffffff;
+}
+
+.dropdown-submenu.pull-left {
+  float: none;
+}
+
+.dropdown-submenu.pull-left>.dropdown-menu {
+  left: -100%;
+  margin-left: 10px;
+  border-radius: 6px 0 6px 6px;
+}
+
 /* Sidebar --------------------------*/
 
-#sidebar {
+#pkgdown-sidebar {
   margin-top: 30px;
   position: -webkit-sticky;
   position: sticky;
   top: 70px;
 }
-#sidebar h2 {
+
+#pkgdown-sidebar h2 {
   font-size: 1.5em;
   margin-top: 1em;
 }
 
-#sidebar h2:first-child {
+#pkgdown-sidebar h2:first-child {
   margin-top: 0;
 }
 
-#sidebar .list-unstyled li {
+#pkgdown-sidebar .list-unstyled li {
   margin-bottom: 0.5em;
 }
 
+/* bootstrap-toc tweaks ------------------------------------------------------*/
+
+/* All levels of nav */
+
+nav[data-toggle='toc'] .nav > li > a {
+  padding: 4px 20px 4px 6px;
+  font-size: 1.5rem;
+  font-weight: 400;
+  color: inherit;
+}
+
+nav[data-toggle='toc'] .nav > li > a:hover,
+nav[data-toggle='toc'] .nav > li > a:focus {
+  padding-left: 5px;
+  color: inherit;
+  border-left: 1px solid #878787;
+}
+
+nav[data-toggle='toc'] .nav > .active > a,
+nav[data-toggle='toc'] .nav > .active:hover > a,
+nav[data-toggle='toc'] .nav > .active:focus > a {
+  padding-left: 5px;
+  font-size: 1.5rem;
+  font-weight: 400;
+  color: inherit;
+  border-left: 2px solid #878787;
+}
+
+/* Nav: second level (shown on .active) */
+
+nav[data-toggle='toc'] .nav .nav {
+  display: none; /* Hide by default, but at >768px, show it */
+  padding-bottom: 10px;
+}
+
+nav[data-toggle='toc'] .nav .nav > li > a {
+  padding-left: 16px;
+  font-size: 1.35rem;
+}
+
+nav[data-toggle='toc'] .nav .nav > li > a:hover,
+nav[data-toggle='toc'] .nav .nav > li > a:focus {
+  padding-left: 15px;
+}
+
+nav[data-toggle='toc'] .nav .nav > .active > a,
+nav[data-toggle='toc'] .nav .nav > .active:hover > a,
+nav[data-toggle='toc'] .nav .nav > .active:focus > a {
+  padding-left: 15px;
+  font-weight: 500;
+  font-size: 1.35rem;
+}
+
+/* orcid ------------------------------------------------------------------- */
+
 .orcid {
-  height: 16px;
+  font-size: 16px;
+  color: #A6CE39;
   /* margins are required by official ORCID trademark and display guidelines */
   margin-left:4px;
   margin-right:4px;
diff --git a/docs/pkgdown.js b/docs/pkgdown.js
index 087a762..7e7048f 100644
--- a/docs/pkgdown.js
+++ b/docs/pkgdown.js
@@ -9,11 +9,6 @@
       $('body').css('padding-top', $('.navbar').height() + 10);
     });
 
-    $('body').scrollspy({
-      target: '#sidebar',
-      offset: 60
-    });
-
     $('[data-toggle="tooltip"]').tooltip();
 
     var cur_path = paths(location.pathname);
diff --git a/docs/pkgdown.yml b/docs/pkgdown.yml
index bdcdf6c..1e8f9d1 100644
--- a/docs/pkgdown.yml
+++ b/docs/pkgdown.yml
@@ -1,6 +1,7 @@
 pandoc: 2.3.1
-pkgdown: 1.4.1
+pkgdown: 1.5.1
 pkgdown_sha: ~
 articles:
   How_to_use_the_NetworkExtinction_Package: How_to_use_the_NetworkExtinction_Package.html
+last_built: 2020-04-24T19:25Z
 
diff --git a/docs/reference/CompareExtinctions-1.png b/docs/reference/CompareExtinctions-1.png
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diff --git a/docs/reference/CompareExtinctions.html b/docs/reference/CompareExtinctions.html
index 25ece97..e06b2a6 100644
--- a/docs/reference/CompareExtinctions.html
+++ b/docs/reference/CompareExtinctions.html
@@ -17,23 +17,27 @@
 <link rel="apple-touch-icon" type="image/png" sizes="60x60" href="../apple-touch-icon-60x60.png" />
 
 <!-- jquery -->
-<script src="https://cdnjs.cloudflare.com/ajax/libs/jquery/3.3.1/jquery.min.js" integrity="sha256-FgpCb/KJQlLNfOu91ta32o/NMZxltwRo8QtmkMRdAu8=" crossorigin="anonymous"></script>
+<script src="https://cdnjs.cloudflare.com/ajax/libs/jquery/3.4.1/jquery.min.js" integrity="sha256-CSXorXvZcTkaix6Yvo6HppcZGetbYMGWSFlBw8HfCJo=" crossorigin="anonymous"></script>
 <!-- Bootstrap -->
 
-<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/3.3.7/css/bootstrap.min.css" integrity="sha256-916EbMg70RQy9LHiGkXzG8hSg9EdNy97GazNG/aiY1w=" crossorigin="anonymous" />
+<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/3.4.1/css/bootstrap.min.css" integrity="sha256-bZLfwXAP04zRMK2BjiO8iu9pf4FbLqX6zitd+tIvLhE=" crossorigin="anonymous" />
 
-<script src="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/3.3.7/js/bootstrap.min.js" integrity="sha256-U5ZEeKfGNOja007MMD3YBI0A3OSZOQbeG6z2f2Y0hu8=" crossorigin="anonymous"></script>
+<script src="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/3.4.1/js/bootstrap.min.js" integrity="sha256-nuL8/2cJ5NDSSwnKD8VqreErSWHtnEP9E7AySL+1ev4=" crossorigin="anonymous"></script>
+
+<!-- bootstrap-toc -->
+<link rel="stylesheet" href="../bootstrap-toc.css">
+<script src="../bootstrap-toc.js"></script>
 
 <!-- Font Awesome icons -->
-<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.7.1/css/all.min.css" integrity="sha256-nAmazAk6vS34Xqo0BSrTb+abbtFlgsFK7NKSi6o7Y78=" crossorigin="anonymous" />
-<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.7.1/css/v4-shims.min.css" integrity="sha256-6qHlizsOWFskGlwVOKuns+D1nB6ssZrHQrNj1wGplHc=" crossorigin="anonymous" />
+<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.12.1/css/all.min.css" integrity="sha256-mmgLkCYLUQbXn0B1SRqzHar6dCnv9oZFPEC1g1cwlkk=" crossorigin="anonymous" />
+<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.12.1/css/v4-shims.min.css" integrity="sha256-wZjR52fzng1pJHwx4aV2AO3yyTOXrcDW7jBpJtTwVxw=" crossorigin="anonymous" />
 
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+<script src="https://cdnjs.cloudflare.com/ajax/libs/clipboard.js/2.0.6/clipboard.min.js" integrity="sha256-inc5kl9MA1hkeYUt+EC3BhlIgyp/2jDIyBLS6k3UxPI=" crossorigin="anonymous"></script>
 
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+<script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.11.0/headroom.min.js" integrity="sha256-AsUX4SJE1+yuDu5+mAVzJbuYNPHj/WroHuZ8Ir/CkE0=" crossorigin="anonymous"></script>
+<script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.11.0/jQuery.headroom.min.js" integrity="sha256-ZX/yNShbjqsohH1k95liqY9Gd8uOiE1S4vZc+9KQ1K4=" crossorigin="anonymous"></script>
 
 <!-- pkgdown -->
 <link href="../pkgdown.css" rel="stylesheet">
@@ -47,7 +51,6 @@
 with a null hypothesis generated by the RandomExtinctions function and it tests weather
 they are significantly different." />
 <meta property="og:image" content="/logo.png" />
-<meta name="twitter:card" content="summary" />
 
 
 
@@ -65,7 +68,7 @@
 
   </head>
 
-  <body>
+  <body data-spy="scroll" data-target="#toc">
     <div class="container template-reference-topic">
       <header>
       <div class="navbar navbar-default navbar-fixed-top" role="navigation">
@@ -174,17 +177,10 @@ <h2 class="hasAnchor" id="examples"><a class="anchor" href="#examples"></a>Examp
 #&gt; 
 #&gt; $graph</div><div class='img'><img src='CompareExtinctions-1.png' alt='' width='700' height='433' /></div><div class='output co'>#&gt; </div></span></pre>
   </div>
-  <div class="col-md-3 hidden-xs hidden-sm" id="sidebar">
-    <h2>Contents</h2>
-    <ul class="nav nav-pills nav-stacked">
-      <li><a href="#arguments">Arguments</a></li>
-      <li><a href="#value">Value</a></li>
-      <li><a href="#examples">Examples</a></li>
-    </ul>
-
-    <h2>Author</h2>
-    <p>Derek Corcoran &lt;derek.corcoran.barrios@gmail.com&gt;</p>
-<p>M.Isidora Avila Thieme &lt;msavila@uc.cl&gt;</p>
+  <div class="col-md-3 hidden-xs hidden-sm" id="pkgdown-sidebar">
+    <nav id="toc" data-toggle="toc" class="sticky-top">
+      <h2 data-toc-skip>Contents</h2>
+    </nav>
   </div>
 </div>
 
@@ -195,7 +191,7 @@ <h2>Author</h2>
 </div>
 
 <div class="pkgdown">
-  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.4.1.</p>
+  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.5.1.</p>
 </div>
 
       </footer>
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diff --git a/docs/reference/ExtinctionOrder.html b/docs/reference/ExtinctionOrder.html
index 8715b45..48c4eab 100644
--- a/docs/reference/ExtinctionOrder.html
+++ b/docs/reference/ExtinctionOrder.html
@@ -17,23 +17,27 @@
 <link rel="apple-touch-icon" type="image/png" sizes="60x60" href="../apple-touch-icon-60x60.png" />
 
 <!-- jquery -->
-<script src="https://cdnjs.cloudflare.com/ajax/libs/jquery/3.3.1/jquery.min.js" integrity="sha256-FgpCb/KJQlLNfOu91ta32o/NMZxltwRo8QtmkMRdAu8=" crossorigin="anonymous"></script>
+<script src="https://cdnjs.cloudflare.com/ajax/libs/jquery/3.4.1/jquery.min.js" integrity="sha256-CSXorXvZcTkaix6Yvo6HppcZGetbYMGWSFlBw8HfCJo=" crossorigin="anonymous"></script>
 <!-- Bootstrap -->
 
-<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/3.3.7/css/bootstrap.min.css" integrity="sha256-916EbMg70RQy9LHiGkXzG8hSg9EdNy97GazNG/aiY1w=" crossorigin="anonymous" />
+<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/3.4.1/css/bootstrap.min.css" integrity="sha256-bZLfwXAP04zRMK2BjiO8iu9pf4FbLqX6zitd+tIvLhE=" crossorigin="anonymous" />
 
-<script src="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/3.3.7/js/bootstrap.min.js" integrity="sha256-U5ZEeKfGNOja007MMD3YBI0A3OSZOQbeG6z2f2Y0hu8=" crossorigin="anonymous"></script>
+<script src="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/3.4.1/js/bootstrap.min.js" integrity="sha256-nuL8/2cJ5NDSSwnKD8VqreErSWHtnEP9E7AySL+1ev4=" crossorigin="anonymous"></script>
+
+<!-- bootstrap-toc -->
+<link rel="stylesheet" href="../bootstrap-toc.css">
+<script src="../bootstrap-toc.js"></script>
 
 <!-- Font Awesome icons -->
-<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.7.1/css/all.min.css" integrity="sha256-nAmazAk6vS34Xqo0BSrTb+abbtFlgsFK7NKSi6o7Y78=" crossorigin="anonymous" />
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+<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.12.1/css/all.min.css" integrity="sha256-mmgLkCYLUQbXn0B1SRqzHar6dCnv9oZFPEC1g1cwlkk=" crossorigin="anonymous" />
+<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.12.1/css/v4-shims.min.css" integrity="sha256-wZjR52fzng1pJHwx4aV2AO3yyTOXrcDW7jBpJtTwVxw=" crossorigin="anonymous" />
 
 <!-- clipboard.js -->
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+<script src="https://cdnjs.cloudflare.com/ajax/libs/clipboard.js/2.0.6/clipboard.min.js" integrity="sha256-inc5kl9MA1hkeYUt+EC3BhlIgyp/2jDIyBLS6k3UxPI=" crossorigin="anonymous"></script>
 
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+<script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.11.0/headroom.min.js" integrity="sha256-AsUX4SJE1+yuDu5+mAVzJbuYNPHj/WroHuZ8Ir/CkE0=" crossorigin="anonymous"></script>
+<script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.11.0/jQuery.headroom.min.js" integrity="sha256-ZX/yNShbjqsohH1k95liqY9Gd8uOiE1S4vZc+9KQ1K4=" crossorigin="anonymous"></script>
 
 <!-- pkgdown -->
 <link href="../pkgdown.css" rel="stylesheet">
@@ -47,7 +51,6 @@
 then it calculates the secondary extinctions and plots the accumulated
 secondary extinctions." />
 <meta property="og:image" content="/logo.png" />
-<meta name="twitter:card" content="summary" />
 
 
 
@@ -65,7 +68,7 @@
 
   </head>
 
-  <body>
+  <body data-spy="scroll" data-target="#toc">
     <div class="container template-reference-topic">
       <header>
       <div class="navbar navbar-default navbar-fixed-top" role="navigation">
@@ -160,49 +163,32 @@ <h2 class="hasAnchor" id="examples"><a class="anchor" href="#examples"></a>Examp
     <pre class="examples"><div class='input'><span class='co'>#first example</span>
 <span class='fu'><a href='https://rdrr.io/r/utils/data.html'>data</a></span>(<span class='st'>"net"</span>)
 <span class='fu'>ExtinctionOrder</span>(<span class='kw'>Network</span> <span class='kw'>=</span> <span class='no'>net</span>, <span class='kw'>Order</span> <span class='kw'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span>(<span class='fl'>1</span>,<span class='fl'>2</span>,<span class='fl'>3</span>,<span class='fl'>4</span>,<span class='fl'>5</span>,<span class='fl'>6</span>,<span class='fl'>7</span>,<span class='fl'>8</span>,<span class='fl'>9</span>,<span class='fl'>10</span>))</div><div class='output co'>#&gt; <span class='message'>1</span></div><div class='output co'>#&gt; <span class='message'>2</span></div><div class='output co'>#&gt; <span class='message'>3</span></div><div class='output co'>#&gt; <span class='message'>4</span></div><div class='output co'>#&gt; <span class='message'>5</span></div><div class='output co'>#&gt; $DF
-#&gt;   Spp nodesS linksS Conectance Secondary_extinctions Predation_release
-#&gt; 1   1      9      9  0.1111111                     1                 0
-#&gt; 2   2      7      6  0.1224490                     1                 0
-#&gt; 3   3      5      3  0.1200000                     2                 0
-#&gt; 4   4      2      1  0.2500000                     1                 0
-#&gt; 5   5      1      0  0.0000000                     1                 0
-#&gt;   AccSecondaryExtinction NumExt TotalExt
-#&gt; 1                      1      1        2
-#&gt; 2                      2      2        4
-#&gt; 3                      4      3        7
-#&gt; 4                      5      4        9
-#&gt; 5                      6      5       11
+#&gt;   Spp S L         C SecExt Pred_release AccSecExt NumExt TotalExt
+#&gt; 1   1 9 9 0.1111111      1            0         1      1        2
+#&gt; 2   2 7 6 0.1224490      1            0         2      2        4
+#&gt; 3   3 5 3 0.1200000      2            0         4      3        7
+#&gt; 4   4 2 1 0.2500000      1            0         5      4        9
+#&gt; 5   5 1 0 0.0000000      1            0         6      5       11
 #&gt; 
 #&gt; $Graph</div><div class='img'><img src='ExtinctionOrder-1.png' alt='' width='700' height='433' /></div><div class='output co'>#&gt; 
 #&gt; attr(,"class")
 #&gt; [1] "ExtinctionOrder"</div><div class='input'><span class='co'>#Second example</span>
 <span class='fu'><a href='https://rdrr.io/r/utils/data.html'>data</a></span>(<span class='st'>"net"</span>)
 <span class='fu'>ExtinctionOrder</span>(<span class='kw'>Network</span> <span class='kw'>=</span> <span class='no'>net</span>, <span class='kw'>Order</span> <span class='kw'>=</span> <span class='fu'><a href='https://rdrr.io/r/base/c.html'>c</a></span>(<span class='fl'>2</span>,<span class='fl'>8</span>,<span class='fl'>9</span>))</div><div class='output co'>#&gt; <span class='message'>1</span></div><div class='output co'>#&gt; <span class='message'>2</span></div><div class='output co'>#&gt; <span class='message'>3</span></div><div class='output co'>#&gt; $DF
-#&gt;   Spp nodesS linksS Conectance Secondary_extinctions Predation_release
-#&gt; 1   2      9      8 0.09876543                     1                 0
-#&gt; 2   8      7      4 0.08163265                     1                 1
-#&gt; 3   9      6      4 0.11111111                     0                 1
-#&gt;   AccSecondaryExtinction NumExt TotalExt
-#&gt; 1                      1      1        2
-#&gt; 2                      2      2        4
-#&gt; 3                      2      3        5
+#&gt;   Spp S L          C SecExt Pred_release AccSecExt NumExt TotalExt
+#&gt; 1   2 9 8 0.09876543      1            0         1      1        2
+#&gt; 2   8 7 4 0.08163265      1            1         2      2        4
+#&gt; 3   9 6 4 0.11111111      0            1         2      3        5
 #&gt; 
 #&gt; $Graph</div><div class='img'><img src='ExtinctionOrder-2.png' alt='' width='700' height='433' /></div><div class='output co'>#&gt; 
 #&gt; attr(,"class")
 #&gt; [1] "ExtinctionOrder"</div><div class='input'>
 </div></pre>
   </div>
-  <div class="col-md-3 hidden-xs hidden-sm" id="sidebar">
-    <h2>Contents</h2>
-    <ul class="nav nav-pills nav-stacked">
-      <li><a href="#arguments">Arguments</a></li>
-      <li><a href="#value">Value</a></li>
-      <li><a href="#examples">Examples</a></li>
-    </ul>
-
-    <h2>Author</h2>
-    <p>Derek Corcoran &lt;derek.corcoran.barrios@gmail.com&gt;</p>
-<p>M.Isidora Avila Thieme &lt;msavila@uc.cl&gt;</p>
+  <div class="col-md-3 hidden-xs hidden-sm" id="pkgdown-sidebar">
+    <nav id="toc" data-toggle="toc" class="sticky-top">
+      <h2 data-toc-skip>Contents</h2>
+    </nav>
   </div>
 </div>
 
@@ -213,7 +199,7 @@ <h2>Author</h2>
 </div>
 
 <div class="pkgdown">
-  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.4.1.</p>
+  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.5.1.</p>
 </div>
 
       </footer>
diff --git a/docs/reference/ExtinctionPlot-1.png b/docs/reference/ExtinctionPlot-1.png
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diff --git a/docs/reference/ExtinctionPlot.html b/docs/reference/ExtinctionPlot.html
index 3539007..65797f1 100644
--- a/docs/reference/ExtinctionPlot.html
+++ b/docs/reference/ExtinctionPlot.html
@@ -17,23 +17,27 @@
 <link rel="apple-touch-icon" type="image/png" sizes="60x60" href="../apple-touch-icon-60x60.png" />
 
 <!-- jquery -->
-<script src="https://cdnjs.cloudflare.com/ajax/libs/jquery/3.3.1/jquery.min.js" integrity="sha256-FgpCb/KJQlLNfOu91ta32o/NMZxltwRo8QtmkMRdAu8=" crossorigin="anonymous"></script>
+<script src="https://cdnjs.cloudflare.com/ajax/libs/jquery/3.4.1/jquery.min.js" integrity="sha256-CSXorXvZcTkaix6Yvo6HppcZGetbYMGWSFlBw8HfCJo=" crossorigin="anonymous"></script>
 <!-- Bootstrap -->
 
-<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/3.3.7/css/bootstrap.min.css" integrity="sha256-916EbMg70RQy9LHiGkXzG8hSg9EdNy97GazNG/aiY1w=" crossorigin="anonymous" />
+<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/3.4.1/css/bootstrap.min.css" integrity="sha256-bZLfwXAP04zRMK2BjiO8iu9pf4FbLqX6zitd+tIvLhE=" crossorigin="anonymous" />
 
-<script src="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/3.3.7/js/bootstrap.min.js" integrity="sha256-U5ZEeKfGNOja007MMD3YBI0A3OSZOQbeG6z2f2Y0hu8=" crossorigin="anonymous"></script>
+<script src="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/3.4.1/js/bootstrap.min.js" integrity="sha256-nuL8/2cJ5NDSSwnKD8VqreErSWHtnEP9E7AySL+1ev4=" crossorigin="anonymous"></script>
+
+<!-- bootstrap-toc -->
+<link rel="stylesheet" href="../bootstrap-toc.css">
+<script src="../bootstrap-toc.js"></script>
 
 <!-- Font Awesome icons -->
-<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.7.1/css/all.min.css" integrity="sha256-nAmazAk6vS34Xqo0BSrTb+abbtFlgsFK7NKSi6o7Y78=" crossorigin="anonymous" />
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+<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.12.1/css/all.min.css" integrity="sha256-mmgLkCYLUQbXn0B1SRqzHar6dCnv9oZFPEC1g1cwlkk=" crossorigin="anonymous" />
+<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.12.1/css/v4-shims.min.css" integrity="sha256-wZjR52fzng1pJHwx4aV2AO3yyTOXrcDW7jBpJtTwVxw=" crossorigin="anonymous" />
 
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+<script src="https://cdnjs.cloudflare.com/ajax/libs/clipboard.js/2.0.6/clipboard.min.js" integrity="sha256-inc5kl9MA1hkeYUt+EC3BhlIgyp/2jDIyBLS6k3UxPI=" crossorigin="anonymous"></script>
 
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+<script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.11.0/headroom.min.js" integrity="sha256-AsUX4SJE1+yuDu5+mAVzJbuYNPHj/WroHuZ8Ir/CkE0=" crossorigin="anonymous"></script>
+<script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.11.0/jQuery.headroom.min.js" integrity="sha256-ZX/yNShbjqsohH1k95liqY9Gd8uOiE1S4vZc+9KQ1K4=" crossorigin="anonymous"></script>
 
 <!-- pkgdown -->
 <link href="../pkgdown.css" rel="stylesheet">
@@ -46,7 +50,6 @@
 <meta property="og:description" content="It takes a NetworkTopology class object and plots the network index
 after every extinction" />
 <meta property="og:image" content="/logo.png" />
-<meta name="twitter:card" content="summary" />
 
 
 
@@ -64,7 +67,7 @@
 
   </head>
 
-  <body>
+  <body data-spy="scroll" data-target="#toc">
     <div class="container template-reference-topic">
       <header>
       <div class="navbar navbar-default navbar-fixed-top" role="navigation">
@@ -134,7 +137,7 @@ <h1>Plots the extinctions history of a network</h1>
 after every extinction</p>
     </div>
 
-    <pre class="usage"><span class='fu'>ExtinctionPlot</span>(<span class='no'>History</span>, <span class='kw'>Variable</span> <span class='kw'>=</span> <span class='st'>"AccSecondaryExtinction"</span>)</pre>
+    <pre class="usage"><span class='fu'>ExtinctionPlot</span>(<span class='no'>History</span>, <span class='kw'>Variable</span> <span class='kw'>=</span> <span class='st'>"AccSecExt"</span>)</pre>
 
     <h2 class="hasAnchor" id="arguments"><a class="anchor" href="#arguments"></a>Arguments</h2>
     <table class="ref-arguments">
@@ -165,20 +168,12 @@ <h2 class="hasAnchor" id="examples"><a class="anchor" href="#examples"></a>Examp
 #&gt; [1] 2
 #&gt; [1] 3
 #&gt; [1] 4</div><div class='input'><span class='fu'>ExtinctionPlot</span>(<span class='kw'>History</span> <span class='kw'>=</span> <span class='no'>history</span>)</div><div class='img'><img src='ExtinctionPlot-1.png' alt='' width='700' height='433' /></div><div class='input'><span class='co'># You can also specify the variable to be ploted in the y axis</span>
-<span class='fu'>ExtinctionPlot</span>(<span class='kw'>History</span> <span class='kw'>=</span> <span class='no'>history</span>, <span class='kw'>Variable</span> <span class='kw'>=</span> <span class='st'>"LinksPerSpecies"</span>)</div><div class='img'><img src='ExtinctionPlot-2.png' alt='' width='700' height='433' /></div></pre>
+<span class='fu'>ExtinctionPlot</span>(<span class='kw'>History</span> <span class='kw'>=</span> <span class='no'>history</span>, <span class='kw'>Variable</span> <span class='kw'>=</span> <span class='st'>"Link_density"</span>)</div><div class='img'><img src='ExtinctionPlot-2.png' alt='' width='700' height='433' /></div></pre>
   </div>
-  <div class="col-md-3 hidden-xs hidden-sm" id="sidebar">
-    <h2>Contents</h2>
-    <ul class="nav nav-pills nav-stacked">
-      <li><a href="#arguments">Arguments</a></li>
-      <li><a href="#value">Value</a></li>
-      <li><a href="#see-also">See also</a></li>
-      <li><a href="#examples">Examples</a></li>
-    </ul>
-
-    <h2>Author</h2>
-    <p>Derek Corcoran &lt;derek.corcoran.barrios@gmail.com&gt;</p>
-<p>M.Isidora Avila Thieme &lt;msavila@uc.cl&gt;</p>
+  <div class="col-md-3 hidden-xs hidden-sm" id="pkgdown-sidebar">
+    <nav id="toc" data-toggle="toc" class="sticky-top">
+      <h2 data-toc-skip>Contents</h2>
+    </nav>
   </div>
 </div>
 
@@ -189,7 +184,7 @@ <h2>Author</h2>
 </div>
 
 <div class="pkgdown">
-  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.4.1.</p>
+  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.5.1.</p>
 </div>
 
       </footer>
diff --git a/docs/reference/Less_Connected.html b/docs/reference/Less_Connected.html
index 704c39f..d65073d 100644
--- a/docs/reference/Less_Connected.html
+++ b/docs/reference/Less_Connected.html
@@ -17,23 +17,27 @@
 <link rel="apple-touch-icon" type="image/png" sizes="60x60" href="../apple-touch-icon-60x60.png" />
 
 <!-- jquery -->
-<script src="https://cdnjs.cloudflare.com/ajax/libs/jquery/3.3.1/jquery.min.js" integrity="sha256-FgpCb/KJQlLNfOu91ta32o/NMZxltwRo8QtmkMRdAu8=" crossorigin="anonymous"></script>
+<script src="https://cdnjs.cloudflare.com/ajax/libs/jquery/3.4.1/jquery.min.js" integrity="sha256-CSXorXvZcTkaix6Yvo6HppcZGetbYMGWSFlBw8HfCJo=" crossorigin="anonymous"></script>
 <!-- Bootstrap -->
 
-<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/3.3.7/css/bootstrap.min.css" integrity="sha256-916EbMg70RQy9LHiGkXzG8hSg9EdNy97GazNG/aiY1w=" crossorigin="anonymous" />
+<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/3.4.1/css/bootstrap.min.css" integrity="sha256-bZLfwXAP04zRMK2BjiO8iu9pf4FbLqX6zitd+tIvLhE=" crossorigin="anonymous" />
 
-<script src="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/3.3.7/js/bootstrap.min.js" integrity="sha256-U5ZEeKfGNOja007MMD3YBI0A3OSZOQbeG6z2f2Y0hu8=" crossorigin="anonymous"></script>
+<script src="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/3.4.1/js/bootstrap.min.js" integrity="sha256-nuL8/2cJ5NDSSwnKD8VqreErSWHtnEP9E7AySL+1ev4=" crossorigin="anonymous"></script>
+
+<!-- bootstrap-toc -->
+<link rel="stylesheet" href="../bootstrap-toc.css">
+<script src="../bootstrap-toc.js"></script>
 
 <!-- Font Awesome icons -->
-<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.7.1/css/all.min.css" integrity="sha256-nAmazAk6vS34Xqo0BSrTb+abbtFlgsFK7NKSi6o7Y78=" crossorigin="anonymous" />
-<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.7.1/css/v4-shims.min.css" integrity="sha256-6qHlizsOWFskGlwVOKuns+D1nB6ssZrHQrNj1wGplHc=" crossorigin="anonymous" />
+<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.12.1/css/all.min.css" integrity="sha256-mmgLkCYLUQbXn0B1SRqzHar6dCnv9oZFPEC1g1cwlkk=" crossorigin="anonymous" />
+<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.12.1/css/v4-shims.min.css" integrity="sha256-wZjR52fzng1pJHwx4aV2AO3yyTOXrcDW7jBpJtTwVxw=" crossorigin="anonymous" />
 
 <!-- clipboard.js -->
-<script src="https://cdnjs.cloudflare.com/ajax/libs/clipboard.js/2.0.4/clipboard.min.js" integrity="sha256-FiZwavyI2V6+EXO1U+xzLG3IKldpiTFf3153ea9zikQ=" crossorigin="anonymous"></script>
+<script src="https://cdnjs.cloudflare.com/ajax/libs/clipboard.js/2.0.6/clipboard.min.js" integrity="sha256-inc5kl9MA1hkeYUt+EC3BhlIgyp/2jDIyBLS6k3UxPI=" crossorigin="anonymous"></script>
 
 <!-- headroom.js -->
-<script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.9.4/headroom.min.js" integrity="sha256-DJFC1kqIhelURkuza0AvYal5RxMtpzLjFhsnVIeuk+U=" crossorigin="anonymous"></script>
-<script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.9.4/jQuery.headroom.min.js" integrity="sha256-ZX/yNShbjqsohH1k95liqY9Gd8uOiE1S4vZc+9KQ1K4=" crossorigin="anonymous"></script>
+<script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.11.0/headroom.min.js" integrity="sha256-AsUX4SJE1+yuDu5+mAVzJbuYNPHj/WroHuZ8Ir/CkE0=" crossorigin="anonymous"></script>
+<script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.11.0/jQuery.headroom.min.js" integrity="sha256-ZX/yNShbjqsohH1k95liqY9Gd8uOiE1S4vZc+9KQ1K4=" crossorigin="anonymous"></script>
 
 <!-- pkgdown -->
 <link href="../pkgdown.css" rel="stylesheet">
@@ -46,7 +50,6 @@
 <meta property="og:description" content="A trophic network with 30 species and 47 trophic interactions.
 This foodweb has a connectance of 0.03" />
 <meta property="og:image" content="/logo.png" />
-<meta name="twitter:card" content="summary" />
 
 
 
@@ -64,7 +67,7 @@
 
   </head>
 
-  <body>
+  <body data-spy="scroll" data-target="#toc">
     <div class="container template-reference-topic">
       <header>
       <div class="navbar navbar-default navbar-fixed-top" role="navigation">
@@ -145,13 +148,10 @@ <h2 class="hasAnchor" id="see-also"><a class="anchor" href="#see-also"></a>See a
     <div class='dont-index'><p><code><a href='More_Connected.html'>More_Connected</a></code></p></div>
 
   </div>
-  <div class="col-md-3 hidden-xs hidden-sm" id="sidebar">
-    <h2>Contents</h2>
-    <ul class="nav nav-pills nav-stacked">
-      <li><a href="#format">Format</a></li>
-      <li><a href="#see-also">See also</a></li>
-    </ul>
-
+  <div class="col-md-3 hidden-xs hidden-sm" id="pkgdown-sidebar">
+    <nav id="toc" data-toggle="toc" class="sticky-top">
+      <h2 data-toc-skip>Contents</h2>
+    </nav>
   </div>
 </div>
 
@@ -162,7 +162,7 @@ <h2>Contents</h2>
 </div>
 
 <div class="pkgdown">
-  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.4.1.</p>
+  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.5.1.</p>
 </div>
 
       </footer>
diff --git a/docs/reference/More_Connected.html b/docs/reference/More_Connected.html
index 3c5845f..56f8203 100644
--- a/docs/reference/More_Connected.html
+++ b/docs/reference/More_Connected.html
@@ -17,23 +17,27 @@
 <link rel="apple-touch-icon" type="image/png" sizes="60x60" href="../apple-touch-icon-60x60.png" />
 
 <!-- jquery -->
-<script src="https://cdnjs.cloudflare.com/ajax/libs/jquery/3.3.1/jquery.min.js" integrity="sha256-FgpCb/KJQlLNfOu91ta32o/NMZxltwRo8QtmkMRdAu8=" crossorigin="anonymous"></script>
+<script src="https://cdnjs.cloudflare.com/ajax/libs/jquery/3.4.1/jquery.min.js" integrity="sha256-CSXorXvZcTkaix6Yvo6HppcZGetbYMGWSFlBw8HfCJo=" crossorigin="anonymous"></script>
 <!-- Bootstrap -->
 
-<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/3.3.7/css/bootstrap.min.css" integrity="sha256-916EbMg70RQy9LHiGkXzG8hSg9EdNy97GazNG/aiY1w=" crossorigin="anonymous" />
+<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/3.4.1/css/bootstrap.min.css" integrity="sha256-bZLfwXAP04zRMK2BjiO8iu9pf4FbLqX6zitd+tIvLhE=" crossorigin="anonymous" />
 
-<script src="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/3.3.7/js/bootstrap.min.js" integrity="sha256-U5ZEeKfGNOja007MMD3YBI0A3OSZOQbeG6z2f2Y0hu8=" crossorigin="anonymous"></script>
+<script src="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/3.4.1/js/bootstrap.min.js" integrity="sha256-nuL8/2cJ5NDSSwnKD8VqreErSWHtnEP9E7AySL+1ev4=" crossorigin="anonymous"></script>
+
+<!-- bootstrap-toc -->
+<link rel="stylesheet" href="../bootstrap-toc.css">
+<script src="../bootstrap-toc.js"></script>
 
 <!-- Font Awesome icons -->
-<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.7.1/css/all.min.css" integrity="sha256-nAmazAk6vS34Xqo0BSrTb+abbtFlgsFK7NKSi6o7Y78=" crossorigin="anonymous" />
-<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.7.1/css/v4-shims.min.css" integrity="sha256-6qHlizsOWFskGlwVOKuns+D1nB6ssZrHQrNj1wGplHc=" crossorigin="anonymous" />
+<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.12.1/css/all.min.css" integrity="sha256-mmgLkCYLUQbXn0B1SRqzHar6dCnv9oZFPEC1g1cwlkk=" crossorigin="anonymous" />
+<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.12.1/css/v4-shims.min.css" integrity="sha256-wZjR52fzng1pJHwx4aV2AO3yyTOXrcDW7jBpJtTwVxw=" crossorigin="anonymous" />
 
 <!-- clipboard.js -->
-<script src="https://cdnjs.cloudflare.com/ajax/libs/clipboard.js/2.0.4/clipboard.min.js" integrity="sha256-FiZwavyI2V6+EXO1U+xzLG3IKldpiTFf3153ea9zikQ=" crossorigin="anonymous"></script>
+<script src="https://cdnjs.cloudflare.com/ajax/libs/clipboard.js/2.0.6/clipboard.min.js" integrity="sha256-inc5kl9MA1hkeYUt+EC3BhlIgyp/2jDIyBLS6k3UxPI=" crossorigin="anonymous"></script>
 
 <!-- headroom.js -->
-<script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.9.4/headroom.min.js" integrity="sha256-DJFC1kqIhelURkuza0AvYal5RxMtpzLjFhsnVIeuk+U=" crossorigin="anonymous"></script>
-<script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.9.4/jQuery.headroom.min.js" integrity="sha256-ZX/yNShbjqsohH1k95liqY9Gd8uOiE1S4vZc+9KQ1K4=" crossorigin="anonymous"></script>
+<script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.11.0/headroom.min.js" integrity="sha256-AsUX4SJE1+yuDu5+mAVzJbuYNPHj/WroHuZ8Ir/CkE0=" crossorigin="anonymous"></script>
+<script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.11.0/jQuery.headroom.min.js" integrity="sha256-ZX/yNShbjqsohH1k95liqY9Gd8uOiE1S4vZc+9KQ1K4=" crossorigin="anonymous"></script>
 
 <!-- pkgdown -->
 <link href="../pkgdown.css" rel="stylesheet">
@@ -46,7 +50,6 @@
 <meta property="og:description" content="A trophic network with 30 species and 222 trophic interactions.
 This foodweb has a connectance of 0.3" />
 <meta property="og:image" content="/logo.png" />
-<meta name="twitter:card" content="summary" />
 
 
 
@@ -64,7 +67,7 @@
 
   </head>
 
-  <body>
+  <body data-spy="scroll" data-target="#toc">
     <div class="container template-reference-topic">
       <header>
       <div class="navbar navbar-default navbar-fixed-top" role="navigation">
@@ -145,13 +148,10 @@ <h2 class="hasAnchor" id="see-also"><a class="anchor" href="#see-also"></a>See a
     <div class='dont-index'><p><code><a href='Less_Connected.html'>Less_Connected</a></code></p></div>
 
   </div>
-  <div class="col-md-3 hidden-xs hidden-sm" id="sidebar">
-    <h2>Contents</h2>
-    <ul class="nav nav-pills nav-stacked">
-      <li><a href="#format">Format</a></li>
-      <li><a href="#see-also">See also</a></li>
-    </ul>
-
+  <div class="col-md-3 hidden-xs hidden-sm" id="pkgdown-sidebar">
+    <nav id="toc" data-toggle="toc" class="sticky-top">
+      <h2 data-toc-skip>Contents</h2>
+    </nav>
   </div>
 </div>
 
@@ -162,7 +162,7 @@ <h2>Contents</h2>
 </div>
 
 <div class="pkgdown">
-  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.4.1.</p>
+  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.5.1.</p>
 </div>
 
       </footer>
diff --git a/docs/reference/Mostconnected.html b/docs/reference/Mostconnected.html
index 30e209e..1085a65 100644
--- a/docs/reference/Mostconnected.html
+++ b/docs/reference/Mostconnected.html
@@ -17,23 +17,27 @@
 <link rel="apple-touch-icon" type="image/png" sizes="60x60" href="../apple-touch-icon-60x60.png" />
 
 <!-- jquery -->
-<script src="https://cdnjs.cloudflare.com/ajax/libs/jquery/3.3.1/jquery.min.js" integrity="sha256-FgpCb/KJQlLNfOu91ta32o/NMZxltwRo8QtmkMRdAu8=" crossorigin="anonymous"></script>
+<script src="https://cdnjs.cloudflare.com/ajax/libs/jquery/3.4.1/jquery.min.js" integrity="sha256-CSXorXvZcTkaix6Yvo6HppcZGetbYMGWSFlBw8HfCJo=" crossorigin="anonymous"></script>
 <!-- Bootstrap -->
 
-<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/3.3.7/css/bootstrap.min.css" integrity="sha256-916EbMg70RQy9LHiGkXzG8hSg9EdNy97GazNG/aiY1w=" crossorigin="anonymous" />
+<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/3.4.1/css/bootstrap.min.css" integrity="sha256-bZLfwXAP04zRMK2BjiO8iu9pf4FbLqX6zitd+tIvLhE=" crossorigin="anonymous" />
 
-<script src="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/3.3.7/js/bootstrap.min.js" integrity="sha256-U5ZEeKfGNOja007MMD3YBI0A3OSZOQbeG6z2f2Y0hu8=" crossorigin="anonymous"></script>
+<script src="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/3.4.1/js/bootstrap.min.js" integrity="sha256-nuL8/2cJ5NDSSwnKD8VqreErSWHtnEP9E7AySL+1ev4=" crossorigin="anonymous"></script>
+
+<!-- bootstrap-toc -->
+<link rel="stylesheet" href="../bootstrap-toc.css">
+<script src="../bootstrap-toc.js"></script>
 
 <!-- Font Awesome icons -->
-<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.7.1/css/all.min.css" integrity="sha256-nAmazAk6vS34Xqo0BSrTb+abbtFlgsFK7NKSi6o7Y78=" crossorigin="anonymous" />
-<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.7.1/css/v4-shims.min.css" integrity="sha256-6qHlizsOWFskGlwVOKuns+D1nB6ssZrHQrNj1wGplHc=" crossorigin="anonymous" />
+<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.12.1/css/all.min.css" integrity="sha256-mmgLkCYLUQbXn0B1SRqzHar6dCnv9oZFPEC1g1cwlkk=" crossorigin="anonymous" />
+<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.12.1/css/v4-shims.min.css" integrity="sha256-wZjR52fzng1pJHwx4aV2AO3yyTOXrcDW7jBpJtTwVxw=" crossorigin="anonymous" />
 
 <!-- clipboard.js -->
-<script src="https://cdnjs.cloudflare.com/ajax/libs/clipboard.js/2.0.4/clipboard.min.js" integrity="sha256-FiZwavyI2V6+EXO1U+xzLG3IKldpiTFf3153ea9zikQ=" crossorigin="anonymous"></script>
+<script src="https://cdnjs.cloudflare.com/ajax/libs/clipboard.js/2.0.6/clipboard.min.js" integrity="sha256-inc5kl9MA1hkeYUt+EC3BhlIgyp/2jDIyBLS6k3UxPI=" crossorigin="anonymous"></script>
 
 <!-- headroom.js -->
-<script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.9.4/headroom.min.js" integrity="sha256-DJFC1kqIhelURkuza0AvYal5RxMtpzLjFhsnVIeuk+U=" crossorigin="anonymous"></script>
-<script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.9.4/jQuery.headroom.min.js" integrity="sha256-ZX/yNShbjqsohH1k95liqY9Gd8uOiE1S4vZc+9KQ1K4=" crossorigin="anonymous"></script>
+<script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.11.0/headroom.min.js" integrity="sha256-AsUX4SJE1+yuDu5+mAVzJbuYNPHj/WroHuZ8Ir/CkE0=" crossorigin="anonymous"></script>
+<script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.11.0/jQuery.headroom.min.js" integrity="sha256-ZX/yNShbjqsohH1k95liqY9Gd8uOiE1S4vZc+9KQ1K4=" crossorigin="anonymous"></script>
 
 <!-- pkgdown -->
 <link href="../pkgdown.css" rel="stylesheet">
@@ -51,7 +55,6 @@
 in the previous step and recalculate which is the new most connected
 node and so on, until the number of links in the network is zero." />
 <meta property="og:image" content="/logo.png" />
-<meta name="twitter:card" content="summary" />
 
 
 
@@ -69,7 +72,7 @@
 
   </head>
 
-  <body>
+  <body data-spy="scroll" data-target="#toc">
     <div class="container template-reference-topic">
       <header>
       <div class="navbar navbar-default navbar-fixed-top" role="navigation">
@@ -170,29 +173,21 @@ <h2 class="hasAnchor" id="examples"><a class="anchor" href="#examples"></a>Examp
 <span class='fu'>Mostconnected</span>(<span class='kw'>Network</span> <span class='kw'>=</span> <span class='no'>net</span>)</div><div class='output co'>#&gt; [1] 1
 #&gt; [1] 2
 #&gt; [1] 3
-#&gt; [1] 4</div><div class='output co'>#&gt;   Spp nodesS linksS Conectance LinksPerSpecies Secondary_extinctions
-#&gt; 1   6      9      7 0.08641975       0.7777778                     1
-#&gt; 2   7      7      4 0.08163265       0.5714286                     0
-#&gt; 3   5      6      2 0.05555556       0.3333333                     1
-#&gt; 4   2      4      0 0.00000000       0.0000000                     1
-#&gt;   Predation_release isolated_nodes AccSecondaryExtinction NumExt TotalExt
-#&gt; 1                 0              1                      1      1        2
-#&gt; 2                 2              2                      1      2        3
-#&gt; 3                 3              3                      2      3        5
-#&gt; 4                 3              4                      3      4        7</div></pre>
+#&gt; [1] 4</div><div class='output co'>#&gt;   Spp S L          C Link_density SecExt Pred_release Iso_nodes AccSecExt
+#&gt; 1   6 9 7 0.08641975    0.7777778      1            0         1         1
+#&gt; 2   7 7 4 0.08163265    0.5714286      0            2         2         1
+#&gt; 3   5 6 2 0.05555556    0.3333333      1            3         3         2
+#&gt; 4   2 4 0 0.00000000    0.0000000      1            3         4         3
+#&gt;   NumExt TotalExt
+#&gt; 1      1        2
+#&gt; 2      2        3
+#&gt; 3      3        5
+#&gt; 4      4        7</div></pre>
   </div>
-  <div class="col-md-3 hidden-xs hidden-sm" id="sidebar">
-    <h2>Contents</h2>
-    <ul class="nav nav-pills nav-stacked">
-      <li><a href="#arguments">Arguments</a></li>
-      <li><a href="#value">Value</a></li>
-      <li><a href="#see-also">See also</a></li>
-      <li><a href="#examples">Examples</a></li>
-    </ul>
-
-    <h2>Author</h2>
-    <p>Derek Corcoran &lt;derek.corcoran.barrios@gmail.com&gt;</p>
-<p>M.Isidora Avila Thieme &lt;msavila@uc.cl&gt;</p>
+  <div class="col-md-3 hidden-xs hidden-sm" id="pkgdown-sidebar">
+    <nav id="toc" data-toggle="toc" class="sticky-top">
+      <h2 data-toc-skip>Contents</h2>
+    </nav>
   </div>
 </div>
 
@@ -203,7 +198,7 @@ <h2>Author</h2>
 </div>
 
 <div class="pkgdown">
-  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.4.1.</p>
+  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.5.1.</p>
 </div>
 
       </footer>
diff --git a/docs/reference/RandomExtinctions-1.png b/docs/reference/RandomExtinctions-1.png
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@@ -47,7 +51,6 @@
 the mean and standard deviation of the accumulated secondary extinctions developed
 by making n random extinction histories" />
 <meta property="og:image" content="/logo.png" />
-<meta name="twitter:card" content="summary" />
 
 
 
@@ -65,7 +68,7 @@
 
   </head>
 
-  <body>
+  <body data-spy="scroll" data-target="#toc">
     <div class="container template-reference-topic">
       <header>
       <div class="navbar navbar-default navbar-fixed-top" role="navigation">
@@ -161,34 +164,27 @@ <h2 class="hasAnchor" id="examples"><a class="anchor" href="#examples"></a>Examp
 <span class='fu'><a href='https://rdrr.io/r/utils/data.html'>data</a></span>(<span class='st'>"More_Connected"</span>)
 <span class='fu'>RandomExtinctions</span>(<span class='kw'>Network</span> <span class='kw'>=</span> <span class='no'>More_Connected</span>, <span class='kw'>nsim</span> <span class='kw'>=</span> <span class='fl'>20</span>)</div><div class='output co'>#&gt; <span class='message'>1</span></div><div class='output co'>#&gt; <span class='message'>2</span></div><div class='output co'>#&gt; <span class='message'>3</span></div><div class='output co'>#&gt; <span class='message'>4</span></div><div class='output co'>#&gt; <span class='message'>5</span></div><div class='output co'>#&gt; <span class='message'>6</span></div><div class='output co'>#&gt; <span class='message'>7</span></div><div class='output co'>#&gt; <span class='message'>8</span></div><div class='output co'>#&gt; <span class='message'>9</span></div><div class='output co'>#&gt; <span class='message'>10</span></div><div class='output co'>#&gt; <span class='message'>11</span></div><div class='output co'>#&gt; <span class='message'>12</span></div><div class='output co'>#&gt; <span class='message'>13</span></div><div class='output co'>#&gt; <span class='message'>14</span></div><div class='output co'>#&gt; <span class='message'>15</span></div><div class='output co'>#&gt; <span class='message'>16</span></div><div class='output co'>#&gt; <span class='message'>17</span></div><div class='output co'>#&gt; <span class='message'>18</span></div><div class='output co'>#&gt; <span class='message'>19</span></div><div class='output co'>#&gt; <span class='message'>20</span></div><div class='output co'>#&gt; <span class='message'>Simulation 1 of 20 ready</span></div><div class='output co'>#&gt; <span class='message'>1</span></div><div class='output co'>#&gt; <span class='message'>2</span></div><div class='output co'>#&gt; <span class='message'>3</span></div><div class='output co'>#&gt; <span class='message'>4</span></div><div class='output co'>#&gt; <span class='message'>5</span></div><div class='output co'>#&gt; <span class='message'>6</span></div><div class='output co'>#&gt; <span class='message'>7</span></div><div class='output co'>#&gt; <span class='message'>8</span></div><div class='output co'>#&gt; <span class='message'>9</span></div><div class='output co'>#&gt; <span class='message'>10</span></div><div class='output co'>#&gt; <span class='message'>11</span></div><div class='output co'>#&gt; <span class='message'>12</span></div><div class='output co'>#&gt; <span class='message'>13</span></div><div class='output co'>#&gt; <span class='message'>14</span></div><div class='output co'>#&gt; <span class='message'>15</span></div><div class='output co'>#&gt; <span class='message'>16</span></div><div class='output co'>#&gt; <span class='message'>17</span></div><div class='output co'>#&gt; <span class='message'>18</span></div><div class='output co'>#&gt; <span class='message'>19</span></div><div class='output co'>#&gt; <span class='message'>20</span></div><div class='output co'>#&gt; <span class='message'>21</span></div><div class='output co'>#&gt; <span class='message'>22</span></div><div class='output co'>#&gt; <span class='message'>23</span></div><div class='output co'>#&gt; <span class='message'>24</span></div><div class='output co'>#&gt; <span class='message'>25</span></div><div class='output co'>#&gt; <span class='message'>26</span></div><div class='output co'>#&gt; <span class='message'>Simulation 2 of 20 ready</span></div><div class='output co'>#&gt; <span class='message'>1</span></div><div class='output co'>#&gt; <span class='message'>2</span></div><div class='output co'>#&gt; <span class='message'>3</span></div><div class='output co'>#&gt; <span class='message'>4</span></div><div class='output co'>#&gt; <span class='message'>5</span></div><div class='output co'>#&gt; <span class='message'>6</span></div><div class='output co'>#&gt; <span class='message'>7</span></div><div class='output co'>#&gt; <span class='message'>8</span></div><div class='output co'>#&gt; <span class='message'>9</span></div><div class='output co'>#&gt; <span class='message'>10</span></div><div class='output co'>#&gt; <span class='message'>11</span></div><div class='output co'>#&gt; <span class='message'>12</span></div><div class='output co'>#&gt; <span class='message'>13</span></div><div class='output co'>#&gt; <span class='message'>14</span></div><div class='output co'>#&gt; <span class='message'>15</span></div><div class='output co'>#&gt; <span class='message'>16</span></div><div class='output co'>#&gt; <span class='message'>17</span></div><div class='output co'>#&gt; <span class='message'>18</span></div><div class='output co'>#&gt; <span class='message'>19</span></div><div class='output co'>#&gt; <span class='message'>20</span></div><div class='output co'>#&gt; <span class='message'>21</span></div><div class='output co'>#&gt; <span class='message'>22</span></div><div class='output co'>#&gt; <span class='message'>23</span></div><div class='output co'>#&gt; <span class='message'>24</span></div><div class='output co'>#&gt; <span class='message'>25</span></div><div class='output co'>#&gt; <span class='message'>Simulation 3 of 20 ready</span></div><div class='output co'>#&gt; <span class='message'>1</span></div><div class='output co'>#&gt; <span class='message'>2</span></div><div class='output co'>#&gt; <span class='message'>3</span></div><div class='output co'>#&gt; <span class='message'>4</span></div><div class='output co'>#&gt; <span class='message'>5</span></div><div class='output co'>#&gt; <span class='message'>6</span></div><div class='output co'>#&gt; <span class='message'>7</span></div><div class='output co'>#&gt; <span class='message'>8</span></div><div class='output co'>#&gt; <span class='message'>9</span></div><div class='output co'>#&gt; <span class='message'>10</span></div><div class='output co'>#&gt; <span class='message'>11</span></div><div class='output co'>#&gt; <span class='message'>12</span></div><div class='output co'>#&gt; <span class='message'>13</span></div><div class='output co'>#&gt; <span class='message'>14</span></div><div class='output co'>#&gt; <span class='message'>15</span></div><div class='output co'>#&gt; <span class='message'>16</span></div><div class='output co'>#&gt; <span class='message'>17</span></div><div class='output co'>#&gt; <span class='message'>18</span></div><div class='output co'>#&gt; <span class='message'>19</span></div><div class='output co'>#&gt; <span class='message'>20</span></div><div class='output co'>#&gt; <span class='message'>21</span></div><div class='output co'>#&gt; <span class='message'>22</span></div><div class='output co'>#&gt; <span class='message'>23</span></div><div class='output co'>#&gt; <span class='message'>24</span></div><div class='output co'>#&gt; <span class='message'>25</span></div><div class='output co'>#&gt; <span class='message'>26</span></div><div class='output co'>#&gt; <span class='message'>27</span></div><div class='output co'>#&gt; <span class='warning'>Warning: Coercing LHS to a list</span></div><div class='output co'>#&gt; <span class='message'>Simulation 4 of 20 ready</span></div><div class='output co'>#&gt; <span class='message'>1</span></div><div class='output co'>#&gt; <span class='message'>2</span></div><div class='output co'>#&gt; <span class='message'>3</span></div><div class='output co'>#&gt; <span class='message'>4</span></div><div class='output co'>#&gt; <span class='message'>5</span></div><div class='output co'>#&gt; <span class='message'>6</span></div><div class='output co'>#&gt; <span class='message'>7</span></div><div class='output co'>#&gt; <span class='message'>8</span></div><div class='output co'>#&gt; <span class='message'>9</span></div><div class='output co'>#&gt; <span class='message'>10</span></div><div class='output co'>#&gt; <span class='message'>11</span></div><div class='output co'>#&gt; <span class='message'>12</span></div><div class='output co'>#&gt; <span class='message'>13</span></div><div class='output co'>#&gt; <span class='message'>14</span></div><div class='output co'>#&gt; <span class='message'>15</span></div><div class='output co'>#&gt; <span class='message'>16</span></div><div class='output co'>#&gt; <span class='message'>17</span></div><div class='output co'>#&gt; <span class='message'>18</span></div><div class='output co'>#&gt; <span class='message'>19</span></div><div class='output co'>#&gt; <span class='message'>20</span></div><div class='output co'>#&gt; <span class='message'>21</span></div><div class='output co'>#&gt; <span class='message'>22</span></div><div class='output co'>#&gt; <span class='message'>23</span></div><div class='output co'>#&gt; <span class='message'>24</span></div><div class='output co'>#&gt; <span class='message'>25</span></div><div class='output co'>#&gt; <span class='message'>26</span></div><div class='output co'>#&gt; <span class='message'>27</span></div><div class='output co'>#&gt; <span class='message'>28</span></div><div class='output co'>#&gt; <span class='message'>29</span></div><div class='output co'>#&gt; <span class='message'>Simulation 5 of 20 ready</span></div><div class='output co'>#&gt; <span class='message'>1</span></div><div class='output co'>#&gt; <span class='message'>2</span></div><div class='output co'>#&gt; <span class='message'>3</span></div><div class='output co'>#&gt; <span class='message'>4</span></div><div class='output co'>#&gt; <span class='message'>5</span></div><div class='output co'>#&gt; <span class='message'>6</span></div><div class='output co'>#&gt; <span class='message'>7</span></div><div class='output co'>#&gt; <span class='message'>8</span></div><div class='output co'>#&gt; <span class='message'>9</span></div><div class='output co'>#&gt; <span class='message'>10</span></div><div class='output co'>#&gt; <span class='message'>11</span></div><div class='output co'>#&gt; <span class='message'>12</span></div><div class='output co'>#&gt; <span class='message'>13</span></div><div class='output co'>#&gt; <span class='message'>14</span></div><div class='output co'>#&gt; <span class='message'>15</span></div><div class='output co'>#&gt; <span class='message'>16</span></div><div class='output co'>#&gt; <span class='message'>17</span></div><div class='output co'>#&gt; <span class='message'>18</span></div><div class='output co'>#&gt; <span class='message'>19</span></div><div class='output co'>#&gt; <span class='message'>20</span></div><div class='output co'>#&gt; <span class='message'>21</span></div><div class='output co'>#&gt; <span class='message'>22</span></div><div class='output co'>#&gt; <span class='message'>23</span></div><div class='output co'>#&gt; <span class='message'>24</span></div><div class='output co'>#&gt; <span class='warning'>Warning: Coercing LHS to a list</span></div><div class='output co'>#&gt; <span class='message'>Simulation 6 of 20 ready</span></div><div class='output co'>#&gt; <span class='message'>1</span></div><div class='output co'>#&gt; <span class='message'>2</span></div><div class='output co'>#&gt; <span class='message'>3</span></div><div class='output co'>#&gt; <span class='message'>4</span></div><div class='output co'>#&gt; <span class='message'>5</span></div><div class='output co'>#&gt; <span class='message'>6</span></div><div class='output co'>#&gt; <span class='message'>7</span></div><div class='output co'>#&gt; <span class='message'>8</span></div><div class='output co'>#&gt; <span class='message'>9</span></div><div class='output co'>#&gt; <span class='message'>10</span></div><div class='output co'>#&gt; <span class='message'>11</span></div><div class='output co'>#&gt; <span class='message'>12</span></div><div class='output co'>#&gt; <span class='message'>13</span></div><div class='output co'>#&gt; <span class='message'>14</span></div><div class='output co'>#&gt; <span class='message'>15</span></div><div class='output co'>#&gt; <span class='message'>16</span></div><div class='output co'>#&gt; <span class='message'>17</span></div><div class='output co'>#&gt; <span class='message'>18</span></div><div class='output co'>#&gt; <span class='message'>19</span></div><div class='output co'>#&gt; <span class='message'>20</span></div><div class='output co'>#&gt; <span class='message'>21</span></div><div class='output co'>#&gt; <span class='message'>22</span></div><div class='output co'>#&gt; <span class='message'>23</span></div><div class='output co'>#&gt; <span class='message'>24</span></div><div class='output co'>#&gt; <span class='message'>25</span></div><div class='output co'>#&gt; <span class='message'>26</span></div><div class='output co'>#&gt; <span class='message'>27</span></div><div class='output co'>#&gt; <span class='warning'>Warning: Coercing LHS to a list</span></div><div class='output co'>#&gt; <span class='message'>Simulation 7 of 20 ready</span></div><div class='output co'>#&gt; <span class='message'>1</span></div><div class='output co'>#&gt; <span class='message'>2</span></div><div class='output co'>#&gt; <span class='message'>3</span></div><div class='output co'>#&gt; <span class='message'>4</span></div><div class='output co'>#&gt; <span class='message'>5</span></div><div class='output co'>#&gt; <span class='message'>6</span></div><div class='output co'>#&gt; <span class='message'>7</span></div><div class='output co'>#&gt; <span class='message'>8</span></div><div class='output co'>#&gt; <span class='message'>9</span></div><div class='output co'>#&gt; <span class='message'>10</span></div><div class='output co'>#&gt; <span class='message'>11</span></div><div class='output co'>#&gt; <span class='message'>12</span></div><div class='output co'>#&gt; <span class='message'>13</span></div><div class='output co'>#&gt; <span class='message'>14</span></div><div class='output co'>#&gt; <span class='message'>15</span></div><div class='output co'>#&gt; <span class='message'>16</span></div><div class='output co'>#&gt; <span class='message'>17</span></div><div class='output co'>#&gt; <span class='message'>18</span></div><div class='output co'>#&gt; <span class='message'>19</span></div><div class='output co'>#&gt; <span class='message'>20</span></div><div class='output co'>#&gt; <span class='message'>21</span></div><div class='output co'>#&gt; <span class='message'>22</span></div><div class='output co'>#&gt; <span class='message'>23</span></div><div class='output co'>#&gt; <span class='message'>24</span></div><div class='output co'>#&gt; <span class='message'>Simulation 8 of 20 ready</span></div><div class='output co'>#&gt; <span class='message'>1</span></div><div class='output co'>#&gt; <span class='message'>2</span></div><div class='output co'>#&gt; <span class='message'>3</span></div><div class='output co'>#&gt; <span class='message'>4</span></div><div class='output co'>#&gt; <span class='message'>5</span></div><div class='output co'>#&gt; <span class='message'>6</span></div><div class='output co'>#&gt; <span class='message'>7</span></div><div class='output co'>#&gt; <span class='message'>8</span></div><div class='output co'>#&gt; <span class='message'>9</span></div><div class='output co'>#&gt; <span class='message'>10</span></div><div class='output co'>#&gt; <span class='message'>11</span></div><div class='output co'>#&gt; <span class='message'>12</span></div><div class='output co'>#&gt; <span class='message'>13</span></div><div class='output co'>#&gt; <span class='message'>14</span></div><div class='output co'>#&gt; <span class='message'>15</span></div><div class='output co'>#&gt; <span class='message'>16</span></div><div class='output co'>#&gt; <span class='message'>17</span></div><div class='output co'>#&gt; <span class='message'>18</span></div><div class='output co'>#&gt; <span class='message'>19</span></div><div class='output co'>#&gt; <span class='message'>20</span></div><div class='output co'>#&gt; <span class='message'>21</span></div><div class='output co'>#&gt; <span class='message'>22</span></div><div class='output co'>#&gt; <span class='message'>23</span></div><div class='output co'>#&gt; <span class='message'>24</span></div><div class='output co'>#&gt; <span class='message'>25</span></div><div class='output co'>#&gt; <span class='message'>26</span></div><div class='output co'>#&gt; <span class='message'>27</span></div><div class='output co'>#&gt; <span class='message'>28</span></div><div class='output co'>#&gt; <span class='message'>Simulation 9 of 20 ready</span></div><div class='output co'>#&gt; <span class='message'>1</span></div><div class='output co'>#&gt; <span class='message'>2</span></div><div class='output co'>#&gt; <span class='message'>3</span></div><div class='output co'>#&gt; <span class='message'>4</span></div><div class='output co'>#&gt; <span class='message'>5</span></div><div class='output co'>#&gt; <span class='message'>6</span></div><div class='output co'>#&gt; <span class='message'>7</span></div><div class='output co'>#&gt; <span class='message'>8</span></div><div class='output co'>#&gt; <span class='message'>9</span></div><div class='output co'>#&gt; <span class='message'>10</span></div><div class='output co'>#&gt; <span class='message'>11</span></div><div class='output co'>#&gt; <span class='message'>12</span></div><div class='output co'>#&gt; <span class='message'>13</span></div><div class='output co'>#&gt; <span class='message'>14</span></div><div class='output co'>#&gt; <span class='message'>15</span></div><div class='output co'>#&gt; <span class='message'>16</span></div><div class='output co'>#&gt; <span class='message'>17</span></div><div class='output co'>#&gt; <span class='message'>18</span></div><div class='output co'>#&gt; <span class='message'>19</span></div><div class='output co'>#&gt; <span class='message'>20</span></div><div class='output co'>#&gt; <span class='message'>21</span></div><div class='output co'>#&gt; <span class='message'>22</span></div><div class='output co'>#&gt; <span class='message'>23</span></div><div class='output co'>#&gt; <span class='message'>24</span></div><div class='output co'>#&gt; <span class='warning'>Warning: Density is not well-defined for networks of order 0.</span></div><div class='output co'>#&gt; <span class='message'>25</span></div><div class='output co'>#&gt; <span class='message'>Simulation 10 of 20 ready</span></div><div class='output co'>#&gt; <span class='message'>1</span></div><div class='output co'>#&gt; <span class='message'>2</span></div><div class='output co'>#&gt; <span class='message'>3</span></div><div class='output co'>#&gt; <span class='message'>4</span></div><div class='output co'>#&gt; <span class='message'>5</span></div><div class='output co'>#&gt; <span class='message'>6</span></div><div class='output co'>#&gt; <span class='message'>7</span></div><div class='output co'>#&gt; <span class='message'>8</span></div><div class='output co'>#&gt; <span class='message'>9</span></div><div class='output co'>#&gt; <span class='message'>10</span></div><div class='output co'>#&gt; <span class='message'>11</span></div><div class='output co'>#&gt; <span class='message'>12</span></div><div class='output co'>#&gt; <span class='message'>13</span></div><div class='output co'>#&gt; <span class='message'>14</span></div><div class='output co'>#&gt; <span class='message'>15</span></div><div class='output co'>#&gt; <span class='message'>16</span></div><div class='output co'>#&gt; <span class='message'>17</span></div><div class='output co'>#&gt; <span class='message'>18</span></div><div class='output co'>#&gt; <span class='message'>19</span></div><div class='output co'>#&gt; <span class='message'>20</span></div><div class='output co'>#&gt; <span class='message'>21</span></div><div class='output co'>#&gt; <span class='message'>22</span></div><div class='output co'>#&gt; <span class='message'>23</span></div><div class='output co'>#&gt; <span class='message'>24</span></div><div class='output co'>#&gt; <span class='message'>25</span></div><div class='output co'>#&gt; <span class='message'>26</span></div><div class='output co'>#&gt; <span class='warning'>Warning: Coercing LHS to a list</span></div><div class='output co'>#&gt; <span class='message'>Simulation 11 of 20 ready</span></div><div class='output co'>#&gt; <span class='message'>1</span></div><div class='output co'>#&gt; <span class='message'>2</span></div><div class='output co'>#&gt; <span class='message'>3</span></div><div class='output co'>#&gt; <span class='message'>4</span></div><div class='output co'>#&gt; <span class='message'>5</span></div><div class='output co'>#&gt; <span class='message'>6</span></div><div class='output co'>#&gt; <span class='message'>7</span></div><div class='output co'>#&gt; <span class='message'>8</span></div><div class='output co'>#&gt; <span class='message'>9</span></div><div class='output co'>#&gt; <span class='message'>10</span></div><div class='output co'>#&gt; <span class='message'>11</span></div><div class='output co'>#&gt; <span class='message'>12</span></div><div class='output co'>#&gt; <span class='message'>13</span></div><div class='output co'>#&gt; <span class='message'>14</span></div><div class='output co'>#&gt; <span class='message'>15</span></div><div class='output co'>#&gt; <span class='message'>16</span></div><div class='output co'>#&gt; <span class='message'>17</span></div><div class='output co'>#&gt; <span class='message'>18</span></div><div class='output co'>#&gt; <span class='message'>19</span></div><div class='output co'>#&gt; <span class='message'>20</span></div><div class='output co'>#&gt; <span class='message'>21</span></div><div class='output co'>#&gt; <span class='message'>22</span></div><div class='output co'>#&gt; <span class='message'>23</span></div><div class='output co'>#&gt; <span class='message'>24</span></div><div class='output co'>#&gt; <span class='message'>25</span></div><div class='output co'>#&gt; <span class='message'>26</span></div><div class='output co'>#&gt; <span class='warning'>Warning: Density is not well-defined for networks of order 0.</span></div><div class='output co'>#&gt; <span class='message'>27</span></div><div class='output co'>#&gt; <span class='message'>Simulation 12 of 20 ready</span></div><div class='output co'>#&gt; <span class='message'>1</span></div><div class='output co'>#&gt; <span class='message'>2</span></div><div class='output co'>#&gt; <span class='message'>3</span></div><div class='output co'>#&gt; <span class='message'>4</span></div><div class='output co'>#&gt; <span class='message'>5</span></div><div class='output co'>#&gt; <span class='message'>6</span></div><div class='output co'>#&gt; <span class='message'>7</span></div><div class='output co'>#&gt; <span class='message'>8</span></div><div class='output co'>#&gt; <span class='message'>9</span></div><div class='output co'>#&gt; <span class='message'>10</span></div><div class='output co'>#&gt; <span class='message'>11</span></div><div class='output co'>#&gt; <span class='message'>12</span></div><div class='output co'>#&gt; <span class='message'>13</span></div><div class='output co'>#&gt; <span class='message'>14</span></div><div class='output co'>#&gt; <span class='message'>15</span></div><div class='output co'>#&gt; <span class='message'>16</span></div><div class='output co'>#&gt; <span class='message'>17</span></div><div class='output co'>#&gt; <span class='message'>18</span></div><div class='output co'>#&gt; <span class='message'>19</span></div><div class='output co'>#&gt; <span class='message'>20</span></div><div class='output co'>#&gt; <span class='message'>21</span></div><div class='output co'>#&gt; <span class='message'>22</span></div><div class='output co'>#&gt; <span class='message'>23</span></div><div class='output co'>#&gt; <span class='message'>24</span></div><div class='output co'>#&gt; <span class='message'>25</span></div><div class='output co'>#&gt; <span class='message'>26</span></div><div class='output co'>#&gt; <span class='warning'>Warning: Coercing LHS to a list</span></div><div class='output co'>#&gt; <span class='message'>Simulation 13 of 20 ready</span></div><div class='output co'>#&gt; <span class='message'>1</span></div><div class='output co'>#&gt; <span class='message'>2</span></div><div class='output co'>#&gt; <span class='message'>3</span></div><div class='output co'>#&gt; <span class='message'>4</span></div><div class='output co'>#&gt; <span class='message'>5</span></div><div class='output co'>#&gt; <span class='message'>6</span></div><div class='output co'>#&gt; <span class='message'>7</span></div><div class='output co'>#&gt; <span class='message'>8</span></div><div class='output co'>#&gt; <span class='message'>9</span></div><div class='output co'>#&gt; <span class='message'>10</span></div><div class='output co'>#&gt; <span class='message'>11</span></div><div class='output co'>#&gt; <span class='message'>12</span></div><div class='output co'>#&gt; <span class='message'>13</span></div><div class='output co'>#&gt; <span class='message'>14</span></div><div class='output co'>#&gt; <span class='message'>15</span></div><div class='output co'>#&gt; <span class='message'>16</span></div><div class='output co'>#&gt; <span class='message'>17</span></div><div class='output co'>#&gt; <span class='message'>18</span></div><div class='output co'>#&gt; <span class='message'>19</span></div><div class='output co'>#&gt; <span class='message'>20</span></div><div class='output co'>#&gt; <span class='message'>21</span></div><div class='output co'>#&gt; <span class='message'>22</span></div><div class='output co'>#&gt; <span class='message'>Simulation 14 of 20 ready</span></div><div class='output co'>#&gt; <span class='message'>1</span></div><div class='output co'>#&gt; <span class='message'>2</span></div><div class='output co'>#&gt; <span class='message'>3</span></div><div class='output co'>#&gt; <span class='message'>4</span></div><div class='output co'>#&gt; <span class='message'>5</span></div><div class='output co'>#&gt; <span class='message'>6</span></div><div class='output co'>#&gt; <span class='message'>7</span></div><div class='output co'>#&gt; <span class='message'>8</span></div><div class='output co'>#&gt; <span class='message'>9</span></div><div class='output co'>#&gt; <span class='message'>10</span></div><div class='output co'>#&gt; <span class='message'>11</span></div><div class='output co'>#&gt; <span class='message'>12</span></div><div class='output co'>#&gt; <span class='message'>13</span></div><div class='output co'>#&gt; <span class='message'>14</span></div><div class='output co'>#&gt; <span class='message'>15</span></div><div class='output co'>#&gt; <span class='message'>16</span></div><div class='output co'>#&gt; <span class='message'>17</span></div><div class='output co'>#&gt; <span class='message'>18</span></div><div class='output co'>#&gt; <span class='message'>19</span></div><div class='output co'>#&gt; <span class='message'>20</span></div><div class='output co'>#&gt; <span class='message'>21</span></div><div class='output co'>#&gt; <span class='message'>22</span></div><div class='output co'>#&gt; <span class='message'>23</span></div><div class='output co'>#&gt; <span class='message'>24</span></div><div class='output co'>#&gt; <span class='message'>25</span></div><div class='output co'>#&gt; <span class='message'>26</span></div><div class='output co'>#&gt; <span class='warning'>Warning: Density is not well-defined for networks of order 0.</span></div><div class='output co'>#&gt; <span class='message'>27</span></div><div class='output co'>#&gt; <span class='message'>Simulation 15 of 20 ready</span></div><div class='output co'>#&gt; <span class='message'>1</span></div><div class='output co'>#&gt; <span class='message'>2</span></div><div class='output co'>#&gt; <span class='message'>3</span></div><div class='output co'>#&gt; <span class='message'>4</span></div><div class='output co'>#&gt; <span class='message'>5</span></div><div class='output co'>#&gt; <span class='message'>6</span></div><div class='output co'>#&gt; <span class='message'>7</span></div><div class='output co'>#&gt; <span class='message'>8</span></div><div class='output co'>#&gt; <span class='message'>9</span></div><div class='output co'>#&gt; <span class='message'>10</span></div><div class='output co'>#&gt; <span class='message'>11</span></div><div class='output co'>#&gt; <span class='message'>12</span></div><div class='output co'>#&gt; <span class='message'>13</span></div><div class='output co'>#&gt; <span class='message'>14</span></div><div class='output co'>#&gt; <span class='message'>15</span></div><div class='output co'>#&gt; <span class='message'>16</span></div><div class='output co'>#&gt; <span class='message'>17</span></div><div class='output co'>#&gt; <span class='message'>18</span></div><div class='output co'>#&gt; <span class='message'>19</span></div><div class='output co'>#&gt; <span class='message'>20</span></div><div class='output co'>#&gt; <span class='message'>21</span></div><div class='output co'>#&gt; <span class='message'>22</span></div><div class='output co'>#&gt; <span class='message'>23</span></div><div class='output co'>#&gt; <span class='message'>24</span></div><div class='output co'>#&gt; <span class='message'>Simulation 16 of 20 ready</span></div><div class='output co'>#&gt; <span class='message'>1</span></div><div class='output co'>#&gt; <span class='message'>2</span></div><div class='output co'>#&gt; <span class='message'>3</span></div><div class='output co'>#&gt; <span class='message'>4</span></div><div class='output co'>#&gt; <span class='message'>5</span></div><div class='output co'>#&gt; <span class='message'>6</span></div><div class='output co'>#&gt; <span class='message'>7</span></div><div class='output co'>#&gt; <span class='message'>8</span></div><div class='output co'>#&gt; <span class='message'>9</span></div><div class='output co'>#&gt; <span class='message'>10</span></div><div class='output co'>#&gt; <span class='message'>11</span></div><div class='output co'>#&gt; <span class='message'>12</span></div><div class='output co'>#&gt; <span class='message'>13</span></div><div class='output co'>#&gt; <span class='message'>14</span></div><div class='output co'>#&gt; <span class='message'>15</span></div><div class='output co'>#&gt; <span class='message'>16</span></div><div class='output co'>#&gt; <span class='message'>17</span></div><div class='output co'>#&gt; <span class='message'>18</span></div><div class='output co'>#&gt; <span class='message'>19</span></div><div class='output co'>#&gt; <span class='message'>20</span></div><div class='output co'>#&gt; <span class='message'>21</span></div><div class='output co'>#&gt; <span class='message'>22</span></div><div class='output co'>#&gt; <span class='message'>23</span></div><div class='output co'>#&gt; <span class='message'>24</span></div><div class='output co'>#&gt; <span class='message'>25</span></div><div class='output co'>#&gt; <span class='message'>26</span></div><div class='output co'>#&gt; <span class='warning'>Warning: Coercing LHS to a list</span></div><div class='output co'>#&gt; <span class='message'>Simulation 17 of 20 ready</span></div><div class='output co'>#&gt; <span class='message'>1</span></div><div class='output co'>#&gt; <span class='message'>2</span></div><div class='output co'>#&gt; <span class='message'>3</span></div><div class='output co'>#&gt; <span class='message'>4</span></div><div class='output co'>#&gt; <span class='message'>5</span></div><div class='output co'>#&gt; <span class='message'>6</span></div><div class='output co'>#&gt; <span class='message'>7</span></div><div class='output co'>#&gt; <span class='message'>8</span></div><div class='output co'>#&gt; <span class='message'>9</span></div><div class='output co'>#&gt; <span class='message'>10</span></div><div class='output co'>#&gt; <span class='message'>11</span></div><div class='output co'>#&gt; <span class='message'>12</span></div><div class='output co'>#&gt; <span class='message'>13</span></div><div class='output co'>#&gt; <span class='message'>14</span></div><div class='output co'>#&gt; <span class='message'>15</span></div><div class='output co'>#&gt; <span class='message'>16</span></div><div class='output co'>#&gt; <span class='message'>17</span></div><div class='output co'>#&gt; <span class='message'>18</span></div><div class='output co'>#&gt; <span class='message'>19</span></div><div class='output co'>#&gt; <span class='message'>20</span></div><div class='output co'>#&gt; <span class='message'>21</span></div><div class='output co'>#&gt; <span class='message'>22</span></div><div class='output co'>#&gt; <span class='message'>23</span></div><div class='output co'>#&gt; <span class='message'>24</span></div><div class='output co'>#&gt; <span class='message'>25</span></div><div class='output co'>#&gt; <span class='message'>26</span></div><div class='output co'>#&gt; <span class='message'>27</span></div><div class='output co'>#&gt; <span class='message'>28</span></div><div class='output co'>#&gt; <span class='message'>29</span></div><div class='output co'>#&gt; <span class='warning'>Warning: Coercing LHS to a list</span></div><div class='output co'>#&gt; <span class='message'>Simulation 18 of 20 ready</span></div><div class='output co'>#&gt; <span class='message'>1</span></div><div class='output co'>#&gt; <span class='message'>2</span></div><div class='output co'>#&gt; <span class='message'>3</span></div><div class='output co'>#&gt; <span class='message'>4</span></div><div class='output co'>#&gt; <span class='message'>5</span></div><div class='output co'>#&gt; <span class='message'>6</span></div><div class='output co'>#&gt; <span class='message'>7</span></div><div class='output co'>#&gt; <span class='message'>8</span></div><div class='output co'>#&gt; <span class='message'>9</span></div><div class='output co'>#&gt; <span class='message'>10</span></div><div class='output co'>#&gt; <span class='message'>11</span></div><div class='output co'>#&gt; <span class='message'>12</span></div><div class='output co'>#&gt; <span class='message'>13</span></div><div class='output co'>#&gt; <span class='message'>14</span></div><div class='output co'>#&gt; <span class='message'>15</span></div><div class='output co'>#&gt; <span class='message'>16</span></div><div class='output co'>#&gt; <span class='message'>17</span></div><div class='output co'>#&gt; <span class='message'>18</span></div><div class='output co'>#&gt; <span class='message'>19</span></div><div class='output co'>#&gt; <span class='message'>20</span></div><div class='output co'>#&gt; <span class='message'>21</span></div><div class='output co'>#&gt; <span class='message'>22</span></div><div class='output co'>#&gt; <span class='message'>Simulation 19 of 20 ready</span></div><div class='output co'>#&gt; <span class='message'>1</span></div><div class='output co'>#&gt; <span class='message'>2</span></div><div class='output co'>#&gt; <span class='message'>3</span></div><div class='output co'>#&gt; <span class='message'>4</span></div><div class='output co'>#&gt; <span class='message'>5</span></div><div class='output co'>#&gt; <span class='message'>6</span></div><div class='output co'>#&gt; <span class='message'>7</span></div><div class='output co'>#&gt; <span class='message'>8</span></div><div class='output co'>#&gt; <span class='message'>9</span></div><div class='output co'>#&gt; <span class='message'>10</span></div><div class='output co'>#&gt; <span class='message'>11</span></div><div class='output co'>#&gt; <span class='message'>12</span></div><div class='output co'>#&gt; <span class='message'>13</span></div><div class='output co'>#&gt; <span class='message'>14</span></div><div class='output co'>#&gt; <span class='message'>15</span></div><div class='output co'>#&gt; <span class='message'>16</span></div><div class='output co'>#&gt; <span class='message'>17</span></div><div class='output co'>#&gt; <span class='message'>18</span></div><div class='output co'>#&gt; <span class='message'>19</span></div><div class='output co'>#&gt; <span class='message'>20</span></div><div class='output co'>#&gt; <span class='message'>21</span></div><div class='output co'>#&gt; <span class='message'>22</span></div><div class='output co'>#&gt; <span class='message'>23</span></div><div class='output co'>#&gt; <span class='message'>24</span></div><div class='output co'>#&gt; <span class='message'>Simulation 20 of 20 ready</span></div><div class='output co'>#&gt; $sims
 #&gt; <span style='color: #949494;'># A tibble: 29 x 3</span><span>
-#&gt;    NumExt SdAccSecondaryExtinction AccSecondaryExtinction
-#&gt;     </span><span style='color: #949494;font-style: italic;'>&lt;int&gt;</span><span>                    </span><span style='color: #949494;font-style: italic;'>&lt;dbl&gt;</span><span>                  </span><span style='color: #949494;font-style: italic;'>&lt;dbl&gt;</span><span>
-#&gt; </span><span style='color: #BCBCBC;'> 1</span><span>      1                    0.277                 0.076</span><span style='text-decoration: underline;'>9</span><span>
-#&gt; </span><span style='color: #BCBCBC;'> 2</span><span>      2                    0.555                 0.154 
-#&gt; </span><span style='color: #BCBCBC;'> 3</span><span>      3                    0.877                 0.462 
-#&gt; </span><span style='color: #BCBCBC;'> 4</span><span>      4                    1.09                  0.769 
-#&gt; </span><span style='color: #BCBCBC;'> 5</span><span>      5                    1.66                  1.46  
-#&gt; </span><span style='color: #BCBCBC;'> 6</span><span>      6                    1.58                  2     
-#&gt; </span><span style='color: #BCBCBC;'> 7</span><span>      7                    1.81                  2.54  
-#&gt; </span><span style='color: #BCBCBC;'> 8</span><span>      8                    1.98                  2.62  
-#&gt; </span><span style='color: #BCBCBC;'> 9</span><span>      9                    2.33                  3.08  
-#&gt; </span><span style='color: #BCBCBC;'>10</span><span>     10                    2.43                  3.38  
+#&gt;    NumExt AccSecExt_sd AccSecExt_mean
+#&gt;     </span><span style='color: #949494;font-style: italic;'>&lt;int&gt;</span><span>        </span><span style='color: #949494;font-style: italic;'>&lt;dbl&gt;</span><span>          </span><span style='color: #949494;font-style: italic;'>&lt;dbl&gt;</span><span>
+#&gt; </span><span style='color: #BCBCBC;'> 1</span><span>      1        0.277         0.076</span><span style='text-decoration: underline;'>9</span><span>
+#&gt; </span><span style='color: #BCBCBC;'> 2</span><span>      2        0.555         0.154 
+#&gt; </span><span style='color: #BCBCBC;'> 3</span><span>      3        0.877         0.462 
+#&gt; </span><span style='color: #BCBCBC;'> 4</span><span>      4        1.09          0.769 
+#&gt; </span><span style='color: #BCBCBC;'> 5</span><span>      5        1.66          1.46  
+#&gt; </span><span style='color: #BCBCBC;'> 6</span><span>      6        1.58          2     
+#&gt; </span><span style='color: #BCBCBC;'> 7</span><span>      7        1.81          2.54  
+#&gt; </span><span style='color: #BCBCBC;'> 8</span><span>      8        1.98          2.62  
+#&gt; </span><span style='color: #BCBCBC;'> 9</span><span>      9        2.33          3.08  
+#&gt; </span><span style='color: #BCBCBC;'>10</span><span>     10        2.43          3.38  
 #&gt; </span><span style='color: #949494;'># … with 19 more rows</span><span>
 #&gt; 
 #&gt; $graph</div><div class='img'><img src='RandomExtinctions-1.png' alt='' width='700' height='433' /></div><div class='output co'>#&gt; </div><div class='input'>
 </div></span></pre>
   </div>
-  <div class="col-md-3 hidden-xs hidden-sm" id="sidebar">
-    <h2>Contents</h2>
-    <ul class="nav nav-pills nav-stacked">
-      <li><a href="#arguments">Arguments</a></li>
-      <li><a href="#value">Value</a></li>
-      <li><a href="#examples">Examples</a></li>
-    </ul>
-
-    <h2>Author</h2>
-    <p>Derek Corcoran &lt;derek.corcoran.barrios@gmail.com&gt;</p>
-<p>M.Isidora Avila Thieme &lt;msavila@uc.cl&gt;</p>
+  <div class="col-md-3 hidden-xs hidden-sm" id="pkgdown-sidebar">
+    <nav id="toc" data-toggle="toc" class="sticky-top">
+      <h2 data-toc-skip>Contents</h2>
+    </nav>
   </div>
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@@ -199,7 +195,7 @@ <h2>Author</h2>
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-  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.4.1.</p>
+  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.5.1.</p>
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+
+<!-- bootstrap-toc -->
+<link rel="stylesheet" href="../bootstrap-toc.css">
+<script src="../bootstrap-toc.js"></script>
 
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@@ -46,7 +50,6 @@
 <meta property="og:description" content="A trophic network with 107 species present in the  intertidal zone of central Chile.
 The food web was reconstructed from the Kefi et al. 2015" />
 <meta property="og:image" content="/logo.png" />
-<meta name="twitter:card" content="summary" />
 
 
 
@@ -64,7 +67,7 @@
 
   </head>
 
-  <body>
+  <body data-spy="scroll" data-target="#toc">
     <div class="container template-reference-topic">
       <header>
       <div class="navbar navbar-default navbar-fixed-top" role="navigation">
@@ -145,13 +148,10 @@ <h2 class="hasAnchor" id="references"><a class="anchor" href="#references"></a>R
     <p>Kefi, Sonia, Eric L. Berlow, Evie A. Wieters, Lucas N. Joppa, Spencer A. Wood, Ulrich Brose, and Sergio A. Navarrete. "Network structure beyond food webs: mapping non trophic and trophic interactions on Chilean rocky shores." Ecology 96, no. 1 (2015.</p>
 
   </div>
-  <div class="col-md-3 hidden-xs hidden-sm" id="sidebar">
-    <h2>Contents</h2>
-    <ul class="nav nav-pills nav-stacked">
-      <li><a href="#format">Format</a></li>
-      <li><a href="#references">References</a></li>
-    </ul>
-
+  <div class="col-md-3 hidden-xs hidden-sm" id="pkgdown-sidebar">
+    <nav id="toc" data-toggle="toc" class="sticky-top">
+      <h2 data-toc-skip>Contents</h2>
+    </nav>
   </div>
 </div>
 
@@ -162,7 +162,7 @@ <h2>Contents</h2>
 </div>
 
 <div class="pkgdown">
-  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.4.1.</p>
+  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.5.1.</p>
 </div>
 
       </footer>
diff --git a/docs/reference/degree_distribution-1.png b/docs/reference/degree_distribution-1.png
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diff --git a/docs/reference/degree_distribution.html b/docs/reference/degree_distribution.html
index 576b096..61b51b8 100644
--- a/docs/reference/degree_distribution.html
+++ b/docs/reference/degree_distribution.html
@@ -17,23 +17,27 @@
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+<script src="https://cdnjs.cloudflare.com/ajax/libs/jquery/3.4.1/jquery.min.js" integrity="sha256-CSXorXvZcTkaix6Yvo6HppcZGetbYMGWSFlBw8HfCJo=" crossorigin="anonymous"></script>
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+
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+<script src="../bootstrap-toc.js"></script>
 
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@@ -49,7 +53,6 @@
 the degree distribution in a log log scale showing the three fitted models
 mentioned above against the observed distribution." />
 <meta property="og:image" content="/logo.png" />
-<meta name="twitter:card" content="summary" />
 
 
 
@@ -67,7 +70,7 @@
 
   </head>
 
-  <body>
+  <body data-spy="scroll" data-target="#toc">
     <div class="container template-reference-topic">
       <header>
       <div class="navbar navbar-default navbar-fixed-top" role="navigation">
@@ -217,7 +220,7 @@ <h2 class="hasAnchor" id="examples"><a class="anchor" href="#examples"></a>Examp
 #&gt; 44 43 0.093457944 3.7612001 -2.37024374 0.19028486 0.10346598 0.10573919
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-#&gt; 47 46 0.093457944 3.8286414 -2.37024374 0.16755852 0.08426963 0.09755518
+#&gt; 47 46 0.093457944 3.8286414 -2.37024374 0.16755851 0.08426963 0.09755518
 #&gt; 48 47 0.084112150 3.8501476 -2.47560426 0.16060310 0.07869774 0.09508101
 #&gt; 49 48 0.084112150 3.8712010 -2.47560426 0.15393641 0.07349426 0.09271974
 #&gt; 50 49 0.084112150 3.8918203 -2.47560426 0.14754645 0.06863483 0.09046400
@@ -316,7 +319,7 @@ <h2 class="hasAnchor" id="examples"><a class="anchor" href="#examples"></a>Examp
 #&gt; </span><span style='color: #BCBCBC;'>1</span><span>   83.1 -</span><span style='color: #BB0000;'>160.</span><span>  -</span><span style='color: #BB0000;'>154.</span><span>  Exp   No           Exponential
 #&gt; </span><span style='color: #BCBCBC;'>2</span><span>   13.4  -</span><span style='color: #BB0000;'>20.8</span><span>  -</span><span style='color: #BB0000;'>14.2</span><span> Power No           PowerLaw   
 #&gt; 
-#&gt; $graph</div><div class='output co'>#&gt; <span class='warning'>Warning: Removed 5 rows containing missing values (geom_path).</span></div><div class='img'><img src='degree_distribution-1.png' alt='' width='700' height='433' /></div><div class='output co'>#&gt; 
+#&gt; $graph</div><div class='output co'>#&gt; <span class='warning'>Warning: Removed 5 row(s) containing missing values (geom_path).</span></div><div class='img'><img src='degree_distribution-1.png' alt='' width='700' height='433' /></div><div class='output co'>#&gt; 
 #&gt; $params
 #&gt; </span><span style='color: #949494;'># A tibble: 4 x 6</span><span>
 #&gt;   term   estimate std.error statistic  p.value model
@@ -328,17 +331,10 @@ <h2 class="hasAnchor" id="examples"><a class="anchor" href="#examples"></a>Examp
 #&gt; </div><div class='input'>
 </div></span></pre>
   </div>
-  <div class="col-md-3 hidden-xs hidden-sm" id="sidebar">
-    <h2>Contents</h2>
-    <ul class="nav nav-pills nav-stacked">
-      <li><a href="#arguments">Arguments</a></li>
-      <li><a href="#value">Value</a></li>
-      <li><a href="#examples">Examples</a></li>
-    </ul>
-
-    <h2>Author</h2>
-    <p>Derek Corcoran &lt;derek.corcoran.barrios@gmail.com&gt;</p>
-<p>M.Isidora Avila Thieme &lt;msavila@uc.cl&gt;</p>
+  <div class="col-md-3 hidden-xs hidden-sm" id="pkgdown-sidebar">
+    <nav id="toc" data-toggle="toc" class="sticky-top">
+      <h2 data-toc-skip>Contents</h2>
+    </nav>
   </div>
 </div>
 
@@ -349,7 +345,7 @@ <h2>Author</h2>
 </div>
 
 <div class="pkgdown">
-  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.4.1.</p>
+  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.5.1.</p>
 </div>
 
       </footer>
diff --git a/docs/reference/index.html b/docs/reference/index.html
index 43dcd69..e371f1d 100644
--- a/docs/reference/index.html
+++ b/docs/reference/index.html
@@ -17,23 +17,27 @@
 <link rel="apple-touch-icon" type="image/png" sizes="60x60" href="../apple-touch-icon-60x60.png" />
 
 <!-- jquery -->
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+<script src="https://cdnjs.cloudflare.com/ajax/libs/jquery/3.4.1/jquery.min.js" integrity="sha256-CSXorXvZcTkaix6Yvo6HppcZGetbYMGWSFlBw8HfCJo=" crossorigin="anonymous"></script>
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+<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/3.4.1/css/bootstrap.min.css" integrity="sha256-bZLfwXAP04zRMK2BjiO8iu9pf4FbLqX6zitd+tIvLhE=" crossorigin="anonymous" />
 
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+<script src="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/3.4.1/js/bootstrap.min.js" integrity="sha256-nuL8/2cJ5NDSSwnKD8VqreErSWHtnEP9E7AySL+1ev4=" crossorigin="anonymous"></script>
+
+<!-- bootstrap-toc -->
+<link rel="stylesheet" href="../bootstrap-toc.css">
+<script src="../bootstrap-toc.js"></script>
 
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+<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.12.1/css/all.min.css" integrity="sha256-mmgLkCYLUQbXn0B1SRqzHar6dCnv9oZFPEC1g1cwlkk=" crossorigin="anonymous" />
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+<script src="https://cdnjs.cloudflare.com/ajax/libs/clipboard.js/2.0.6/clipboard.min.js" integrity="sha256-inc5kl9MA1hkeYUt+EC3BhlIgyp/2jDIyBLS6k3UxPI=" crossorigin="anonymous"></script>
 
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-<script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.9.4/headroom.min.js" integrity="sha256-DJFC1kqIhelURkuza0AvYal5RxMtpzLjFhsnVIeuk+U=" crossorigin="anonymous"></script>
-<script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.9.4/jQuery.headroom.min.js" integrity="sha256-ZX/yNShbjqsohH1k95liqY9Gd8uOiE1S4vZc+9KQ1K4=" crossorigin="anonymous"></script>
+<script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.11.0/headroom.min.js" integrity="sha256-AsUX4SJE1+yuDu5+mAVzJbuYNPHj/WroHuZ8Ir/CkE0=" crossorigin="anonymous"></script>
+<script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.11.0/jQuery.headroom.min.js" integrity="sha256-ZX/yNShbjqsohH1k95liqY9Gd8uOiE1S4vZc+9KQ1K4=" crossorigin="anonymous"></script>
 
 <!-- pkgdown -->
 <link href="../pkgdown.css" rel="stylesheet">
@@ -44,7 +48,6 @@
 
 <meta property="og:title" content="Function reference" />
 <meta property="og:image" content="/logo.png" />
-<meta name="twitter:card" content="summary" />
 
 
 
@@ -62,7 +65,7 @@
 
   </head>
 
-  <body>
+  <body data-spy="scroll" data-target="#toc">
     <div class="container template-reference-index">
       <header>
       <div class="navbar navbar-default navbar-fixed-top" role="navigation">
@@ -140,6 +143,11 @@ <h2 id="section-all-functions" class="hasAnchor"><a href="#section-all-functions
           <p class="section-desc"></p>
         </th>
       </tr>
+      
+      
+    </tbody><tbody>
+      
+      
       <tr>
         
         <td>
@@ -205,11 +213,10 @@ <h2 id="section-all-functions" class="hasAnchor"><a href="#section-all-functions
     </table>
   </div>
 
-  <div class="col-md-3 hidden-xs hidden-sm" id="sidebar">
-    <h2>Contents</h2>
-    <ul class="nav nav-pills nav-stacked">
-      <li><a href="#section-all-functions">All functions</a></li>
-    </ul>
+  <div class="col-md-3 hidden-xs hidden-sm" id="pkgdown-sidebar">
+    <nav id="toc" data-toggle="toc" class="sticky-top">
+      <h2 data-toc-skip>Contents</h2>
+    </nav>
   </div>
 </div>
 
@@ -220,7 +227,7 @@ <h2>Contents</h2>
 </div>
 
 <div class="pkgdown">
-  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.4.1.</p>
+  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.5.1.</p>
 </div>
 
       </footer>
diff --git a/docs/reference/net.html b/docs/reference/net.html
index 9d8ca0b..2591574 100644
--- a/docs/reference/net.html
+++ b/docs/reference/net.html
@@ -17,23 +17,27 @@
 <link rel="apple-touch-icon" type="image/png" sizes="60x60" href="../apple-touch-icon-60x60.png" />
 
 <!-- jquery -->
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+<script src="https://cdnjs.cloudflare.com/ajax/libs/jquery/3.4.1/jquery.min.js" integrity="sha256-CSXorXvZcTkaix6Yvo6HppcZGetbYMGWSFlBw8HfCJo=" crossorigin="anonymous"></script>
 <!-- Bootstrap -->
 
-<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/3.3.7/css/bootstrap.min.css" integrity="sha256-916EbMg70RQy9LHiGkXzG8hSg9EdNy97GazNG/aiY1w=" crossorigin="anonymous" />
+<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/3.4.1/css/bootstrap.min.css" integrity="sha256-bZLfwXAP04zRMK2BjiO8iu9pf4FbLqX6zitd+tIvLhE=" crossorigin="anonymous" />
 
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+<script src="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/3.4.1/js/bootstrap.min.js" integrity="sha256-nuL8/2cJ5NDSSwnKD8VqreErSWHtnEP9E7AySL+1ev4=" crossorigin="anonymous"></script>
+
+<!-- bootstrap-toc -->
+<link rel="stylesheet" href="../bootstrap-toc.css">
+<script src="../bootstrap-toc.js"></script>
 
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+<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.12.1/css/all.min.css" integrity="sha256-mmgLkCYLUQbXn0B1SRqzHar6dCnv9oZFPEC1g1cwlkk=" crossorigin="anonymous" />
+<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.12.1/css/v4-shims.min.css" integrity="sha256-wZjR52fzng1pJHwx4aV2AO3yyTOXrcDW7jBpJtTwVxw=" crossorigin="anonymous" />
 
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+<script src="https://cdnjs.cloudflare.com/ajax/libs/clipboard.js/2.0.6/clipboard.min.js" integrity="sha256-inc5kl9MA1hkeYUt+EC3BhlIgyp/2jDIyBLS6k3UxPI=" crossorigin="anonymous"></script>
 
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+<script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.11.0/headroom.min.js" integrity="sha256-AsUX4SJE1+yuDu5+mAVzJbuYNPHj/WroHuZ8Ir/CkE0=" crossorigin="anonymous"></script>
+<script src="https://cdnjs.cloudflare.com/ajax/libs/headroom/0.11.0/jQuery.headroom.min.js" integrity="sha256-ZX/yNShbjqsohH1k95liqY9Gd8uOiE1S4vZc+9KQ1K4=" crossorigin="anonymous"></script>
 
 <!-- pkgdown -->
 <link href="../pkgdown.css" rel="stylesheet">
@@ -45,7 +49,6 @@
 <meta property="og:title" content="A toymodel trophic network — net" />
 <meta property="og:description" content="A trophic network with 10 species where the first four species are primery producters" />
 <meta property="og:image" content="/logo.png" />
-<meta name="twitter:card" content="summary" />
 
 
 
@@ -63,7 +66,7 @@
 
   </head>
 
-  <body>
+  <body data-spy="scroll" data-target="#toc">
     <div class="container template-reference-topic">
       <header>
       <div class="navbar navbar-default navbar-fixed-top" role="navigation">
@@ -140,12 +143,10 @@ <h2 class="hasAnchor" id="format"><a class="anchor" href="#format"></a>Format</h
     <p>a network</p>
 
   </div>
-  <div class="col-md-3 hidden-xs hidden-sm" id="sidebar">
-    <h2>Contents</h2>
-    <ul class="nav nav-pills nav-stacked">
-      <li><a href="#format">Format</a></li>
-    </ul>
-
+  <div class="col-md-3 hidden-xs hidden-sm" id="pkgdown-sidebar">
+    <nav id="toc" data-toggle="toc" class="sticky-top">
+      <h2 data-toc-skip>Contents</h2>
+    </nav>
   </div>
 </div>
 
@@ -156,7 +157,7 @@ <h2>Contents</h2>
 </div>
 
 <div class="pkgdown">
-  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.4.1.</p>
+  <p>Site built with <a href="https://pkgdown.r-lib.org/">pkgdown</a> 1.5.1.</p>
 </div>
 
       </footer>
diff --git a/man/ExtinctionPlot.Rd b/man/ExtinctionPlot.Rd
index 5d609e4..091f33e 100644
--- a/man/ExtinctionPlot.Rd
+++ b/man/ExtinctionPlot.Rd
@@ -4,7 +4,7 @@
 \alias{ExtinctionPlot}
 \title{Plots the extinctions history of a network}
 \usage{
-ExtinctionPlot(History, Variable = "AccSecondaryExtinction")
+ExtinctionPlot(History, Variable = "AccSecExt")
 }
 \arguments{
 \item{History}{a NetworkTopology object obtained from the Mostconnected function
@@ -26,7 +26,7 @@ data("net")
 history <- Mostconnected(Network = net)
 ExtinctionPlot(History = history)
 # You can also specify the variable to be ploted in the y axis
-ExtinctionPlot(History = history, Variable = "LinksPerSpecies")
+ExtinctionPlot(History = history, Variable = "Link_density")
 }
 \seealso{
 [NetworkExtintion::ExtinctionOrder()]
diff --git a/man/Less_Connected.Rd b/man/Less_Connected.Rd
index 1c285d1..d315905 100644
--- a/man/Less_Connected.Rd
+++ b/man/Less_Connected.Rd
@@ -4,7 +4,9 @@
 \name{Less_Connected}
 \alias{Less_Connected}
 \title{A sparsely connected foodweb}
-\format{a network}
+\format{
+a network
+}
 \usage{
 Less_Connected
 }
diff --git a/man/More_Connected.Rd b/man/More_Connected.Rd
index b176976..333a550 100644
--- a/man/More_Connected.Rd
+++ b/man/More_Connected.Rd
@@ -4,7 +4,9 @@
 \name{More_Connected}
 \alias{More_Connected}
 \title{A densely connected foodweb}
-\format{a network}
+\format{
+a network
+}
 \usage{
 More_Connected
 }
diff --git a/man/chilean_intertidal.Rd b/man/chilean_intertidal.Rd
index f682fe5..4838ba0 100644
--- a/man/chilean_intertidal.Rd
+++ b/man/chilean_intertidal.Rd
@@ -4,7 +4,9 @@
 \name{chilean_intertidal}
 \alias{chilean_intertidal}
 \title{The foodweb of the intertidal zone in central chile}
-\format{a network}
+\format{
+a network
+}
 \usage{
 chilean_intertidal
 }
diff --git a/man/net.Rd b/man/net.Rd
index 638a3ea..0300ebe 100644
--- a/man/net.Rd
+++ b/man/net.Rd
@@ -4,7 +4,9 @@
 \name{net}
 \alias{net}
 \title{A toymodel trophic network}
-\format{a network}
+\format{
+a network
+}
 \usage{
 net
 }
diff --git a/vignettes/How_to_use_the_NetworkExtinction_Package.Rmd b/vignettes/How_to_use_the_NetworkExtinction_Package.Rmd
index 18b8815..1b44b75 100644
--- a/vignettes/How_to_use_the_NetworkExtinction_Package.Rmd
+++ b/vignettes/How_to_use_the_NetworkExtinction_Package.Rmd
@@ -135,7 +135,7 @@ The result of this function is the dataframe shown in table 1. The first column
 ```{r, fig.cap="Figure 3. The graph shows the number of accumulated secondary extinctions that occur when removing species from the most to the least connected species"}
 data("net")
 history <- Mostconnected(Network = net)
-ExtinctionPlot(History = history, Variable = "AccSecondaryExtinction")
+ExtinctionPlot(History = history, Variable = "AccSecExt")
 
 ```
 
@@ -222,7 +222,7 @@ ExtinctionPlot(History = history)
 ```
 
 ```{r, fig.cap= "Figure 8. Another example of the use of the ExtinctionPlot function showing the number of links per species against number of extinctions"}
-ExtinctionPlot(History = history, Variable = "LinksPerSpecies")
+ExtinctionPlot(History = history, Variable = "Link_density")
 
 ```