Redacting new report, improving graphs generation and defining Attack and sector standarization

Miguel Tuñón
1 parent 095ddfe0
Showing 25 changed files with 496 additions and 185 deletions
ISO27001effectiveness/Main.R
ISO27001effectiveness/R/Hackmageddon_Parser.R
ISO27001effectiveness/R/ISOSurvey_Parser.R
ISO27001effectiveness/R/Libraries.R
ISO27001effectiveness/R/ReportGraphs.R
ISO27001effectiveness/Report.Rmd
ISO27001effectiveness/Report.html
ISO27001effectiveness/Report_cache/html/__packages
ISO27001effectiveness/Report_cache/html/setup_773ffa5c4c0d77e1adf7f868469220d3.RData
ISO27001effectiveness/Report_cache/html/setup_773ffa5c4c0d77e1adf7f868469220d3.rdb
ISO27001effectiveness/Report_cache/html/setup_773ffa5c4c0d77e1adf7f868469220d3.rdx
ISO27001effectiveness/Report_cache/html/unnamed-chunk-1_43e2926c645dcae693d576a7d71e251e.RData
ISO27001effectiveness/Report_cache/html/unnamed-chunk-1_43e2926c645dcae693d576a7d71e251e.rdb
ISO27001effectiveness/Report_cache/html/unnamed-chunk-1_43e2926c645dcae693d576a7d71e251e.rdx
ISO27001effectiveness/Report_files/figure-html/unnamed-chunk-4-1.png
ISO27001effectiveness/Report_files/figure-html/unnamed-chunk-4-2.png
ISO27001effectiveness/Report_files/figure-html/unnamed-chunk-5-1.png
ISO27001effectiveness/Report_files/figure-html/unnamed-chunk-5-2.png
ISO27001effectiveness/Report_files/figure-html/unnamed-chunk-6-1.png
ISO27001effectiveness/Report_files/figure-html/unnamed-chunk-7-1.png
@@ -5,4 +5,4 @@ Cert_PerSector &lt;- ISO27001effectiveness::GetISOSurveyCertsPerSector()
  
 Attacks <- ISO27001effectiveness::GetDefaultAttacksData()
  
-graphs <- ISO27001effectiveness::GetReportGraphs(Cert_PerCountry,Attacks)
+#graphs <- ISO27001effectiveness::GetReportGraphs(Cert_PerCountry,Attacks)
@@ -82,6 +82,14 @@ ProcessHMRaw &lt;- function(dataset.raw, dateOffset){
   #Format properly the date
   dataset$Date <- as.POSIXct(dataset$Date*86400, tz = "GMT", origin = dateOffset)
  
+  #Standar Attack type
+
+  Attack.config <- read.csv("./data/hackmageddon/AttackTypeConfig.csv", header = FALSE, sep = ";")
+  Attack.config <- setNames(Attack.config, c("Attack", "Attack.standar"))
+
+  dataset <- merge(x = dataset, y = Attack.config, by = "Attack", all.x = TRUE)
+  dataset <- subset(dataset, select = -c(Attack))
+
   dataset
 }
  
@@ -117,7 +117,7 @@ ProccesISOSurveyByCountryRaw &lt;- function(dataset.raw, years){
 GetISOSurveyCertsPerCountry <- function() {
   Cert_PerCountry <- ParseExcelFileRaw("./data/ISO/iso_27001_iso_survey2015_preprocessed.xlsx", 1)
  
-  Cert_PerCountry <- ProccesISOSurveyByCountryRaw(Cert_PerCountry, c("X2012", "X2013", "X2014", "X2015"))
+  Cert_PerCountry <- ProccesISOSurveyByCountryRaw(Cert_PerCountry, c("X2011", "X2012", "X2013", "X2014", "X2015"))
  
   Cert_PerCountry
 }
@@ -132,7 +132,7 @@ GetISOSurveyCertsPerCountry &lt;- function() {
 GetISOSurveySitesPerCountry <- function() {
   Sites_PerCountry <- ParseExcelFileRaw("./data/ISO/iso_27001_iso_survey2015_preprocessed.xlsx", 2)
  
-  Sites_PerCountry <- ProccesISOSurveyByCountryRaw(Sites_PerCountry, c( "X2012", "X2013", "X2014", "X2015"))
+  Sites_PerCountry <- ProccesISOSurveyByCountryRaw(Sites_PerCountry, c("X2011", "X2012", "X2013", "X2014", "X2015"))
  
   Sites_PerCountry
 }
@@ -147,7 +147,7 @@ GetISOSurveySitesPerCountry &lt;- function() {
 GetISOSurveyCertsPerSector <- function() {
   Cert_PerSector <- ParseExcelFileRaw("./data/ISO/iso_27001_iso_survey2015_preprocessed.xlsx", 3)
  
-  Cert_PerSector <- ProccesISOSurveyRaw(Cert_PerSector, c("X2012", "X2013", "X2014", "X2015"))
+  Cert_PerSector <- ProccesISOSurveyRaw(Cert_PerSector, c("X2011", "X2012", "X2013", "X2014", "X2015"))
  
   Cert_PerSector
  
+library(xlsx)
+library(ggplot2)
+library(countrycode)
+library(dplyr)
+GetAttacksEvolution <- function(Attacks){
+
+  attacks.evol <- mutate(Attacks, Year = format(Attacks$Date, "%Y")) %>% group_by(Year)
+  attacks.evol <- as.data.frame(table(attacks.evol$Year))
+  colnames(attacks.evol) <- c("Year","Attacks")
+
+  graph1 <- ggplot2::qplot(main = "Cyberattacks evolution",
+                           x = attacks.evol$Year,
+                           y = attacks.evol$Attacks,
+                           group = 1,
+                           xlab = "Years",
+                           ylab = "Attacks",
+                           data = attacks.evol,
+                           geom = "line")  +
+            geom_point() +
+            geom_label(aes(label=attacks.evol$Attacks),
+                       vjust=c(1.5, 0, 0, -0.5, -0.5),
+                       hjust=c(0.5, -0.5, 1.5, 0, 0))+
+            theme(plot.title = element_text(hjust = 0.5))
+
+  graph1
+
+}
+
+GetCertsEvolution <- function(Certs){
+
+  Certs.evol <- data.frame(Year = c(2011, 2012, 2013, 2014, 2015),
+                  Certs = c(sum(Certs$X2011),
+                            sum(Certs$X2012),
+                            sum(Certs$X2013),
+                            sum(Certs$X2014),
+                            sum(Certs$X2015)))
+
+  graph1 <- ggplot2::qplot(main = "ISO 27001 evolution",
+                           x = Certs.evol$Year,
+                           y = Certs.evol$Certs,
+                           group = 1,
+                           xlab = "Years",
+                           ylab = "Certifications",
+                           data = Certs.evol,
+                          geom = "line") +
+            geom_point() +
+            geom_label(aes(label=Certs.evol$Certs),
+                       vjust=c(0.2, -0.7, 0, 0, 0.5),
+                       hjust=c(-0.6, 1, 1.2, 1.2, 1.2))+
+            theme(plot.title = element_text(hjust = 0.5))
+
+  graph1
+
+}
+
+
+GetAttacksMonthEvolution <- function(Attacks){
+
+  attacks.evol <- mutate(Attacks, Year = format(Attacks$Date, "%Y-%m")) %>% group_by(Year)
+  attacks.evol <- as.data.frame(table(attacks.evol$Year))
+  colnames(attacks.evol) <- c("Year","Attacks")
+
+  graph1 <- ggplot2::qplot(main = "Cyberattacks evolution",
+                           x = attacks.evol$Year,
+                           y = attacks.evol$Attacks,
+                           group = 1,
+                           xlab = "Months",
+                           ylab = "Attacks",
+                           data = attacks.evol,
+                           geom = "line")  +
+    geom_point() +
+    theme(plot.title = element_text(hjust = 0.5)) +
+    geom_smooth(method = 'loess') +
+    scale_x_discrete(labels = c("2012", "", "", "", "", "", "", "", "", "", "", "",
+                                "2013", "", "", "", "", "", "", "", "", "", "", "",
+                                "2014", "", "", "", "", "", "", "", "", "", "", "",
+                                "2015", "", "", "", "", "", "", "", "", "", "", "",
+                                "2016", "", "", "", "", "", "", "", "", "", "", ""))
+
+  graph1
+
+}
+
+
+
+
 GetBaseCertsGraph <- function(Cert_PerCountry, year){
   graph1 <- ggplot2::qplot(main = "Countries with above average number of companies certified with 27001 (2012)",
                            x = reorder(country_short,X2012),
@@ -10,28 +92,7 @@ GetBaseCertsGraph &lt;- function(Cert_PerCountry, year){
   graph1
 }
  
-GetAttacksEvolution <- function(Attacks){
  
-  attacks.range <- Attacks[Attacks$Date < "2016-01-01" & Attacks$Date >= "2012-01-01",]
-
-  attacks.range$Year <- as.numeric(format(attacks.range$Date, "%Y"))
-
-  attacks.range <- mutate(attacks.range, Year = format(attacks.range$Date, "%Y")) %>% group_by(Year)
-  attacks.range <- as.data.frame(table(attacks.range$Year))
-  colnames(attacks.range) <- c("Year","Attacks")
-
-  graph1 <- ggplot2::qplot(main = "Countries with above average number of companies certified with 27001 (2012)",
-                           x = attacks.range$Year,
-                           y = attacks.range$Attacks,
-                           group = 1,
-                           xlab = "Years",
-                           ylab = "Number of attacks",
-                           data = attacks.range,
-                           geom = "line") + geom_point() + geom_smooth( method = lm, se = FALSE)
-
-  graph1
-
-}
  
  
 #' Return every graph used in the report file
 ---
-title: "ISO 27001 Effectiveness"
+title: "Estudio sobre la efectividad de la certificación ISO 27001"
 output:
   html_document: default
   pdf_document: default
 ---
  
-```{r setup, include=TRUE}
-knitr::opts_chunk$set(echo = TRUE)
-library(ISO27001effectiveness)
-library(xlsx)
-library(ggplot2)
-library(dplyr)
-library(countrycode)
+```{r setup, include=TRUE, echo=FALSE, warning=FALSE, results='hide', message=FALSE}
  
+library(knitr)
+
+knitr::opts_chunk$set(echo = FALSE)
+
+devtools::load_all(".")
+```
+
+```{r include=TRUE, warning=FALSE, results='hide', message=FALSE, cache=TRUE}
 source("./Main.R")
 ```
  
-## Abstract
+## Introducción
  
 La creciente preocupación de muchas empresas con infraestructura IT crítica frente a ciberataques ha llevado a algunas de ellas a tomar medidas de seguridad como la creación de departamentos de Seguridad de la Información, llevar a cabo auditorías de seguridad y obtener certificaciones de seguridad entre otras.
  
-El objetivo de este estudio es determinar, en la medida de lo posible, si conformar los sistemas de la empresa según la certificación ISO 27001 conlleva una merma en el número de ciberataques producidos.
+El objetivo de este estudio es tratar de determinar, en la medida de lo posible, si conformar los sistemas de la empresa según la certificación ISO 27001 conlleva una disminución en el número de ciberataques producidos.
  
 ## Datos analizados
  
-La primera barrera a superar en este estudio es la obtención de datos directos sobre ciberataques en empresas, ya que en muchos de los ciberataques producidos no se dan a conocer los nombres de todas las empresas a las que estos afectan. No obstante, hemos optado por obtener datos más generalizados que nos permitan hacer un análisis, si bien no por empresa sino por país o sector, de la cuestión que se plantea. Desafortunadamente, esto compromete el análisis, ya que al generalizar los datos son muchos más los efectos que alteran los resultados de los datos analizados, ya que se incluye mayor cantidad de factores externos que este estudio no cubre.
+La primera barrera a superar en este estudio es la obtención de datos directos sobre ciberataques. No existe un repositorio oficial con todos los ciberataques producidos ya que en muchos de ellos no se dan a conocer los nombres de todas las empresas afectadas u otros datos relevantes sobre los mismos, por ello nos basaremos en los ataques reportados en una única web. Además, debido al cambio de formato de los datos de origen con los años, hemos optado por generalizar los datos lo que nos permitirá hacer un análisis por país, sector o tipo de ataque. Desafortunadamente, esto compromete el análisis, ya que al generalizar los datos son muchos más los efectos que podrian alteran los resultados, ya que existen mayor cantidad de factores externos que este estudio no cubre.
+
+Respecto a los datos de certificaciones ISO 27001, proceden de la fuente oficial asi que se podría decir que son totalmente fiables.
  
 Los datos que se han recogido para este estudio son:
  
 * Lista de países y sectores profesionales que han obtenido certificación ISO 27001 (2007-2015) <http://www.iso.org/iso/iso_27001_iso_survey2015.xls>
 * Lista de ciberataques producidos (con éxito) por país, sector profesional y tipo de ataque (2012-2016) <http://www.hackmageddon.com>
  
-El análisis se realizará desde 2012 hasta 2015
+El análisis se realizará desde 2011 hasta 2016, teniendo en cuenta que los datos de las certificaciones realizadas en un año afectarán a los ataques del año siguiente, por lo tanto no se necesitarán datos de ciberataques en 2011 ni de certificaciones en 2016. Esto es una de las generalizaciones que antes comentabamos, ya que en realidad una certificación podría afectar a los datos de su mismo año, pero no disponemos de fechas exactas para poder cubrir esta relación.
  
-## Análisis
-Para minimizar los factores externos, se realizan dos tipos de análisis de los datos, contrastando los dos resultados y llegando a una conclusión si los resultados son congruentes o se halla una explacación que determine las incongruencias.
-
-A continuación se muestran para cada uno de los años del estudio, los países que obtuvieron de media más certificaciones y los que de media sufrieron más ataques:
+### Procesado de los datos sobre certificaciones ISO 27001
  
-<!-- 
+De esta fuente se generan 3 data.frames diferentes, uno con las certificaciones por pais, otro con los web sites por pais y otro con las certificaciones por sector industrial. Aunque en este estudio solo emplearemos el primero y el último.
  
-NOTA: Nos gustaría poner las figuras lado a lado, pero ocurría esto:
-> grid.arrange(graph[3],graph[6],ncol=2)
-Error in gList(list(list(data = list(Month = 1:12, Attacks = c(119L, 121L,  : 
-  only 'grobs' allowed in "gList"
-  
-  
-  -->
+Para las certificaciones por país el resultado final es el siguiente:
  
-### 2012
-```{r echo=FALSE}
-graphs[1]
+```{r}
+kable(head(Cert_PerCountry, 5))
 ```
  
-```{r echo=FALSE}
-graphs[2]
-```
+El proceso para llegar hasta esta apariencia en ambos casos es muy parecido. En primer lugar se sustituyen NAs por ceros para evitar problemas durante la representación gráfica, luego se eliminan aquellas líneas que tengan vacio el campo _Country_ ya que no nos serian de utilidad. A continuación se estandarizan algunos nombres de paises para poder cruzar correctamente los datos con los códigos de dos caracteres especificacos en la ISO, y obtener de paso su continente mediante el package de R _countrycode_.
  
-### 2013
-```{r echo=FALSE}
-graphs[4]
-```
+Para las certificaciones por sector industrial el resultado final es el siguiente:
  
-```{r echo=FALSE}
-graphs[5]
+```{r}
+kable(head(Cert_PerSector, 5))
 ```
  
-### 2014
-```{r echo=FALSE}
-graphs[7]
-```
+El procesado es parecido, aunque no se realiza toda la parte relativa al estandarizado de los nombres de los paises, en este caso se estandarizan los diferentes sectores industriales para poder cruzarlos con los datos de los ataques y se eliminan aquellas lineas con _INDUSTRIAL.SECTOR_ vacio.
+
+### Procesado de los datos sobre ataques
+
+Como comentabamos antes, aquí es donde encontramos el mayor problema, no existe un organismo que se dedique a mantener un repositorio con datos oficiales sobre ataques producidos. La fuente que escogimos proviene de la web y es administrada por _@paulsparrows_, consiste en reportes de la comunidad sobre ataques que se hayan hecho publicos, ademas con el paso de los años el formato en que se almacenaban los datos sobre dichos ataques ha evolucionado lo que nos provoca mayor complejidad a la hora de correlacionar los historicos de diferentes epocas.
  
-```{r echo=FALSE}
-graphs[8]
+El data.frame resultado tiene la siguiente apariencia:
+
+```{r}
+kable(head(Attacks, 5))
 ```
  
-### 2015
-```{r echo=FALSE}
-graphs[10]
+Para llegar hasta el fueron necesarios procesos algo más complejos, pero se resumen en los siguientes: 
+
+* Respecto al campo _Country_ se eliminaron NAs y se estandarizaron los valores para coincidir com el estandard ISO de dos caracteres. Además se ignoraron aquellos casos en los que no se pudo deducir el significado o no nos podia aportar nada: H, W, 14, EU, UN, TI y >1. TAmbién existian casos en los que una misma linea referenciaba a varios paises separados por saltos de linea o espacios en blanco, se desdoblaron dichas lineas en tantas como paises hubiera. Despues se procedió a cruzar con los nombres completos de pais y con sus continentes mediante el package _countrycode_.
+* Respecto al campo _Date_ se eliminaron NAs, además las fechas venian almacenadas en formato númerico con diferentes origenes, por lo que nos tocó calcular el origen de cada uno de los diferentes ficheros mediante una calculadora de fechas.
+* Respecto a los otros campos, se realizo una estandarización de los valores para poder cruzarlos correctamente con los datos de las certificaciones. Dicho proceso consistió en sacar todos los valores únicos en ambas fuentes y realizar equivalencias entre ellos. Los principales cambios se realizan en los campos _Attack.standar_ y _Target.standar_.
+
+
+## Análisis
+
+### Evolución general
+
+En primer lugar, para saber si este estudio tiene sentido, se observará la evolución temporal tanto de los ciberataques reportados como de las certificaciones realizadas en busca de patrones que puedan indicar una relación entre ambas evoluciones.
+
+```{r fig.width=4.5, fig.height=4,echo=FALSE,out.extra='style="float:left"'}
+ISO27001effectiveness::GetCertsEvolution(Cert_PerCountry)
+```
+```{r fig.width=4.5, fig.height=4,echo=FALSE}
+ISO27001effectiveness::GetAttacksEvolution(Attacks)
 ```
  
-```{r echo=FALSE}
-graphs[11]
+Como se puede observar en las gráficas, el número de empresas que obtienen la certificación crece anualmente, mientras que el numero de ataques es un poco más inestable. Del año 2013 al 2014 el número de ataques se reduce drásticamente, esto puede deberse a un problema en la fuente de datos, ya que al depender directamente de un ser humano pueden existir intervalos en los que se hayan registrado menos datos (por problemas del administrador, como falta de tiempo o interes). Otra explicación plausible es que justo en el año 2013 se produjo una revisión de la certificación, produciendose la ISO 27001:2013 que sustituyó a su predecesora 27001:2005, los cambios realizados pueden consultarse en la [web oficial](http://www.iso.org/iso/home/store/catalogue_tc/catalogue_detail.htm?csnumber=54534). Para indagar un poco sobre este tema a continuación se representa la evolución de los ataques mes a mes, al aumentar la precisión en el eje X se puede observar mejor la tendencia y abstraernos un poco de esos errores humanos.
+
+```{r fig.width=9, fig.height=4,echo=FALSE}
+ISO27001effectiveness::GetAttacksMonthEvolution(Attacks)
 ```
  
+Podemos observar que la tendencia de los ataques tiene una pendiente negativa, mas pronunciada en el momento en que se realiza una actualización de las normas (27001:2013) y que presenta algo parecido, aunque muy moderada, a una recuperación, pasado un periodo de tiempo. 
+También se podría relacionar la evolución de los ataques con la evolución de los certificados, si tenemos en cuenta el desplazamiento de un año para establecer la relación de causalidad. Por ejemplo podemos observar como los años en que menos crece el número de certificaciones (2012 y 2014), los ataques aumentan ligeramente en los años siguientes (2013 y 2015), mientras que en los años que mayor es el aumento de las mismas (2013 y 2015) la cantidad de ataques producidos disminuye para los años consecutivos (2014 y 2016).
+
+### Evolución por tipo de ataque 
+
+
+
+
+
 De los datos mostrados se pueden hacer diferentes observaciones:
  
 * De 2014 a 2015, USA pasa de tener 654 a 1247 empresas con certificación ISO 27001, sin embargo la cifra de ciberataques se mantiene constante de 383 a 386 ataques recibidos. De 2013 a 2014 por ejemplo, pasa de recibir 505 a 383 ataques pese a sólo haber pasado de 566 a 654 empresas con dicha certificación.
@@ -96,25 +114,6 @@ Ambas observaciones son de especial interés ya que ponen de relieve situaciones
  
 La primera hipótesis puede ser comprobada con los datos que disponemos. A continuación se muestra una línea temporal de ciberataques globales entre los años 2012 y 2015.
  
-### 2012
-```{r echo=FALSE}
-graphs[3]
-```
-
-### 2013
-```{r echo=FALSE}
-graphs[6]
-```
-
-### 2014
-```{r echo=FALSE}
-graphs[9]
-```
-
-### 2015
-```{r echo=FALSE}
-graphs[12]
-```
  
 Observamos que se produjo lo contrario, bajó el número de ciberataques.
  
@@ -11,7 +11,7 @@
  
  
  
-<title>ISO 27001 Effectiveness</title>
+<title>Estudio sobre la efectividad de la certificación ISO 27001</title>
  
 <script src="data:application/x-javascript;base64,/*! jQuery v1.11.3 | (c) 2005, 2015 jQuery Foundation, Inc. | jquery.org/license */
!function(a,b){"object"==typeof module&&"object"==typeof module.exports?module.exports=a.document?b(a,!0):function(a){if(!a.document)throw new Error("jQuery requires a window with a document");return b(a)}:b(a)}("undefined"!=typeof window?window:this,function(a,b){var c=[],d=c.slice,e=c.concat,f=c.push,g=c.indexOf,h={},i=h.toString,j=h.hasOwnProperty,k={},l="1.11.3",m=function(a,b){return new m.fn.init(a,b)},n=/^[\s\uFEFF\xA0]+|[\s\uFEFF\xA0]+$/g,o=/^-ms-/,p=/-([\da-z])/gi,q=function(a,b){return b.toUpperCase()};m.fn=m.prototype={jquery:l,constructor:m,selector:"",length:0,toArray:function(){return d.call(this)},get:function(a){return null!=a?0>a?this[a+this.length]:this[a]:d.call(this)},pushStack:function(a){var b=m.merge(this.constructor(),a);return b.prevObject=this,b.context=this.context,b},each:function(a,b){return m.each(this,a,b)},map:function(a){return this.pushStack(m.map(this,function(b,c){return a.call(b,c,b)}))},slice:function(){return this.pushStack(d.apply(this,arguments))},first:function(){return this.eq(0)},last:function(){return this.eq(-1)},eq:function(a){var b=this.length,c=+a+(0>a?b:0);return this.pushStack(c>=0&&b>c?[this[c]]:[])},end:function(){return this.prevObject||this.constructor(null)},push:f,sort:c.sort,splice:c.splice},m.extend=m.fn.extend=function(){var a,b,c,d,e,f,g=arguments[0]||{},h=1,i=arguments.length,j=!1;for("boolean"==typeof g&&(j=g,g=arguments[h]||{},h++),"object"==typeof g||m.isFunction(g)||(g={}),h===i&&(g=this,h--);i>h;h++)if(null!=(e=arguments[h]))for(d in e)a=g[d],c=e[d],g!==c&&(j&&c&&(m.isPlainObject(c)||(b=m.isArray(c)))?(b?(b=!1,f=a&&m.isArray(a)?a:[]):f=a&&m.isPlainObject(a)?a:{},g[d]=m.extend(j,f,c)):void 0!==c&&(g[d]=c));return g},m.extend({expando:"jQuery"+(l+Math.random()).replace(/\D/g,""),isReady:!0,error:function(a){throw new Error(a)},noop:function(){},isFunction:function(a){return"function"===m.type(a)},isArray:Array.isArray||function(a){return"array"===m.type(a)},isWindow:function(a){return null!=a&&a==a.window},isNumeric:function(a){return!m.isArray(a)&&a-parseFloat(a)+1>=0},isEmptyObject:function(a){var b;for(b in a)return!1;return!0},isPlainObject:function(a){var b;if(!a||"object"!==m.type(a)||a.nodeType||m.isWindow(a))return!1;try{if(a.constructor&&!j.call(a,"constructor")&&!j.call(a.constructor.prototype,"isPrototypeOf"))return!1}catch(c){return!1}if(k.ownLast)for(b in a)return j.call(a,b);for(b in a);return void 0===b||j.call(a,b)},type:function(a){return null==a?a+"":"object"==typeof a||"function"==typeof a?h[i.call(a)]||"object":typeof a},globalEval:function(b){b&&m.trim(b)&&(a.execScript||function(b){a.eval.call(a,b)})(b)},camelCase:function(a){return a.replace(o,"ms-").replace(p,q)},nodeName:function(a,b){return a.nodeName&&a.nodeName.toLowerCase()===b.toLowerCase()},each:function(a,b,c){var d,e=0,f=a.length,g=r(a);if(c){if(g){for(;f>e;e++)if(d=b.apply(a[e],c),d===!1)break}else for(e in a)if(d=b.apply(a[e],c),d===!1)break}else if(g){for(;f>e;e++)if(d=b.call(a[e],e,a[e]),d===!1)break}else for(e in a)if(d=b.call(a[e],e,a[e]),d===!1)break;return a},trim:function(a){return null==a?"":(a+"").replace(n,"")},makeArray:function(a,b){var c=b||[];return null!=a&&(r(Object(a))?m.merge(c,"string"==typeof a?[a]:a):f.call(c,a)),c},inArray:function(a,b,c){var d;if(b){if(g)return g.call(b,a,c);for(d=b.length,c=c?0>c?Math.max(0,d+c):c:0;d>c;c++)if(c in b&&b[c]===a)return c}return-1},merge:function(a,b){var c=+b.length,d=0,e=a.length;while(c>d)a[e++]=b[d++];if(c!==c)while(void 0!==b[d])a[e++]=b[d++];return a.length=e,a},grep:function(a,b,c){for(var d,e=[],f=0,g=a.length,h=!c;g>f;f++)d=!b(a[f],f),d!==h&&e.push(a[f]);return e},map:function(a,b,c){var d,f=0,g=a.length,h=r(a),i=[];if(h)for(;g>f;f++)d=b(a[f],f,c),null!=d&&i.push(d);else for(f in a)d=b(a[f],f,c),null!=d&&i.push(d);return e.apply([],i)},guid:1,proxy:function(a,b){var c,e,f;return"string"==typeof b&&(f=a[b],b=a,a=f),m.isFunction(a)?(c=d.call(arguments,2),e=function(){return a.apply(b||this,c.concat(d.call(arguments)))},e.guid=a.guid=a.guid||m.guid++,e):void 0},now:function(){return+new Date},support:k}),m.each("Boolean Number String Function Array Date RegExp Object Error".split(" "),function(a,b){h["[object "+b+"]"]=b.toLowerCase()});function r(a){var b="length"in a&&a.length,c=m.type(a);return"function"===c||m.isWindow(a)?!1:1===a.nodeType&&b?!0:"array"===c||0===b||"number"==typeof b&&b>0&&b-1 in a}var s=function(a){var b,c,d,e,f,g,h,i,j,k,l,m,n,o,p,q,r,s,t,u="sizzle"+1*new Date,v=a.document,w=0,x=0,y=ha(),z=ha(),A=ha(),B=function(a,b){return a===b&&(l=!0),0},C=1<<31,D={}.hasOwnProperty,E=[],F=E.pop,G=E.push,H=E.push,I=E.slice,J=function(a,b){for(var c=0,d=a.length;d>c;c++)if(a[c]===b)return c;return-1},K="checked|selected|async|autofocus|autoplay|controls|defer|disabled|hidden|ismap|loop|multiple|open|readonly|required|scoped",L="[\\x20\\t\\r\\n\\f]",M="(?:\\\\.|[\\w-]|[^\\x00-\\xa0])+",N=M.replace("w","w#"),O="\\["+L+"*("+M+")(?:"+L+"*([*^$|!~]?=)"+L+"*(?:'((?:\\\\.|[^\\\\'])*)'|\"((?:\\\\.|[^\\\\\"])*)\"|("+N+"))|)"+L+"*\\]",P=":("+M+")(?:\\((('((?:\\\\.|[^\\\\'])*)'|\"((?:\\\\.|[^\\\\\"])*)\")|((?:\\\\.|[^\\\\()[\\]]|"+O+")*)|.*)\\)|)",Q=new RegExp(L+"+","g"),R=new RegExp("^"+L+"+|((?:^|[^\\\\])(?:\\\\.)*)"+L+"+$","g"),S=new RegExp("^"+L+"*,"+L+"*"),T=new RegExp("^"+L+"*([>+~]|"+L+")"+L+"*"),U=new RegExp("="+L+"*([^\\]'\"]*?)"+L+"*\\]","g"),V=new RegExp(P),W=new RegExp("^"+N+"$"),X={ID:new RegExp("^#("+M+")"),CLASS:new RegExp("^\\.("+M+")"),TAG:new RegExp("^("+M.replace("w","w*")+")"),ATTR:new RegExp("^"+O),PSEUDO:new RegExp("^"+P),CHILD:new RegExp("^:(only|first|last|nth|nth-last)-(child|of-type)(?:\\("+L+"*(even|odd|(([+-]|)(\\d*)n|)"+L+"*(?:([+-]|)"+L+"*(\\d+)|))"+L+"*\\)|)","i"),bool:new RegExp("^(?:"+K+")$","i"),needsContext:new RegExp("^"+L+"*[>+~]|:(even|odd|eq|gt|lt|nth|first|last)(?:\\("+L+"*((?:-\\d)?\\d*)"+L+"*\\)|)(?=[^-]|$)","i")},Y=/^(?:input|select|textarea|button)$/i,Z=/^h\d$/i,$=/^[^{]+\{\s*\[native \w/,_=/^(?:#([\w-]+)|(\w+)|\.([\w-]+))$/,aa=/[+~]/,ba=/'|\\/g,ca=new RegExp("\\\\([\\da-f]{1,6}"+L+"?|("+L+")|.)","ig"),da=function(a,b,c){var d="0x"+b-65536;return d!==d||c?b:0>d?String.fromCharCode(d+65536):String.fromCharCode(d>>10|55296,1023&d|56320)},ea=function(){m()};try{H.apply(E=I.call(v.childNodes),v.childNodes),E[v.childNodes.length].nodeType}catch(fa){H={apply:E.length?function(a,b){G.apply(a,I.call(b))}:function(a,b){var c=a.length,d=0;while(a[c++]=b[d++]);a.length=c-1}}}function ga(a,b,d,e){var f,h,j,k,l,o,r,s,w,x;if((b?b.ownerDocument||b:v)!==n&&m(b),b=b||n,d=d||[],k=b.nodeType,"string"!=typeof a||!a||1!==k&&9!==k&&11!==k)return d;if(!e&&p){if(11!==k&&(f=_.exec(a)))if(j=f[1]){if(9===k){if(h=b.getElementById(j),!h||!h.parentNode)return d;if(h.id===j)return d.push(h),d}else if(b.ownerDocument&&(h=b.ownerDocument.getElementById(j))&&t(b,h)&&h.id===j)return d.push(h),d}else{if(f[2])return H.apply(d,b.getElementsByTagName(a)),d;if((j=f[3])&&c.getElementsByClassName)return H.apply(d,b.getElementsByClassName(j)),d}if(c.qsa&&(!q||!q.test(a))){if(s=r=u,w=b,x=1!==k&&a,1===k&&"object"!==b.nodeName.toLowerCase()){o=g(a),(r=b.getAttribute("id"))?s=r.replace(ba,"\\$&"):b.setAttribute("id",s),s="[id='"+s+"'] ",l=o.length;while(l--)o[l]=s+ra(o[l]);w=aa.test(a)&&pa(b.parentNode)||b,x=o.join(",")}if(x)try{return H.apply(d,w.querySelectorAll(x)),d}catch(y){}finally{r||b.removeAttribute("id")}}}return i(a.replace(R,"$1"),b,d,e)}function ha(){var a=[];function b(c,e){return a.push(c+" ")>d.cacheLength&&delete b[a.shift()],b[c+" "]=e}return b}function ia(a){return a[u]=!0,a}function ja(a){var b=n.createElement("div");try{return!!a(b)}catch(c){return!1}finally{b.parentNode&&b.parentNode.removeChild(b),b=null}}function ka(a,b){var c=a.split("|"),e=a.length;while(e--)d.attrHandle[c[e]]=b}function la(a,b){var c=b&&a,d=c&&1===a.nodeType&&1===b.nodeType&&(~b.sourceIndex||C)-(~a.sourceIndex||C);if(d)return d;if(c)while(c=c.nextSibling)if(c===b)return-1;return a?1:-1}function ma(a){return function(b){var c=b.nodeName.toLowerCase();return"input"===c&&b.type===a}}function na(a){return function(b){var c=b.nodeName.toLowerCase();return("input"===c||"button"===c)&&b.type===a}}function oa(a){return ia(function(b){return b=+b,ia(function(c,d){var e,f=a([],c.length,b),g=f.length;while(g--)c[e=f[g]]&&(c[e]=!(d[e]=c[e]))})})}function pa(a){return a&&"undefined"!=typeof a.getElementsByTagName&&a}c=ga.support={},f=ga.isXML=function(a){var b=a&&(a.ownerDocument||a).documentElement;return b?"HTML"!==b.nodeName:!1},m=ga.setDocument=function(a){var b,e,g=a?a.ownerDocument||a:v;return g!==n&&9===g.nodeType&&g.documentElement?(n=g,o=g.documentElement,e=g.defaultView,e&&e!==e.top&&(e.addEventListener?e.addEventListener("unload",ea,!1):e.attachEvent&&e.attachEvent("onunload",ea)),p=!f(g),c.attributes=ja(function(a){return a.className="i",!a.getAttribute("className")}),c.getElementsByTagName=ja(function(a){return a.appendChild(g.createComment("")),!a.getElementsByTagName("*").length}),c.getElementsByClassName=$.test(g.getElementsByClassName),c.getById=ja(function(a){return o.appendChild(a).id=u,!g.getElementsByName||!g.getElementsByName(u).length}),c.getById?(d.find.ID=function(a,b){if("undefined"!=typeof b.getElementById&&p){var c=b.getElementById(a);return c&&c.parentNode?[c]:[]}},d.filter.ID=function(a){var b=a.replace(ca,da);return function(a){return a.getAttribute("id")===b}}):(delete d.find.ID,d.filter.ID=function(a){var b=a.replace(ca,da);return function(a){var c="undefined"!=typeof a.getAttributeNode&&a.getAttributeNode("id");return c&&c.value===b}}),d.find.TAG=c.getElementsByTagName?function(a,b){return"undefined"!=typeof b.getElementsByTagName?b.getElementsByTagName(a):c.qsa?b.querySelectorAll(a):void 0}:function(a,b){var c,d=[],e=0,f=b.getElementsByTagName(a);if("*"===a){while(c=f[e++])1===c.nodeType&&d.push(c);return d}return f},d.find.CLASS=c.getElementsByClassName&&function(a,b){return p?b.getElementsByClassName(a):void 0},r=[],q=[],(c.qsa=$.test(g.querySelectorAll))&&(ja(function(a){o.appendChild(a).innerHTML="<a id='"+u+"'></a><select id='"+u+"-\f]' msallowcapture=''><option selected=''></option></select>",a.querySelectorAll("[msallowcapture^='']").length&&q.push("[*^$]="+L+"*(?:''|\"\")"),a.querySelectorAll("[selected]").length||q.push("\\["+L+"*(?:value|"+K+")"),a.querySelectorAll("[id~="+u+"-]").length||q.push("~="),a.querySelectorAll(":checked").length||q.push(":checked"),a.querySelectorAll("a#"+u+"+*").length||q.push(".#.+[+~]")}),ja(function(a){var b=g.createElement("input");b.setAttribute("type","hidden"),a.appendChild(b).setAttribute("name","D"),a.querySelectorAll("[name=d]").length&&q.push("name"+L+"*[*^$|!~]?="),a.querySelectorAll(":enabled").length||q.push(":enabled",":disabled"),a.querySelectorAll("*,:x"),q.push(",.*:")})),(c.matchesSelector=$.test(s=o.matches||o.webkitMatchesSelector||o.mozMatchesSelector||o.oMatchesSelector||o.msMatchesSelector))&&ja(function(a){c.disconnectedMatch=s.call(a,"div"),s.call(a,"[s!='']:x"),r.push("!=",P)}),q=q.length&&new RegExp(q.join("|")),r=r.length&&new RegExp(r.join("|")),b=$.test(o.compareDocumentPosition),t=b||$.test(o.contains)?function(a,b){var c=9===a.nodeType?a.documentElement:a,d=b&&b.parentNode;return a===d||!(!d||1!==d.nodeType||!(c.contains?c.contains(d):a.compareDocumentPosition&&16&a.compareDocumentPosition(d)))}:function(a,b){if(b)while(b=b.parentNode)if(b===a)return!0;return!1},B=b?function(a,b){if(a===b)return l=!0,0;var d=!a.compareDocumentPosition-!b.compareDocumentPosition;return d?d:(d=(a.ownerDocument||a)===(b.ownerDocument||b)?a.compareDocumentPosition(b):1,1&d||!c.sortDetached&&b.compareDocumentPosition(a)===d?a===g||a.ownerDocument===v&&t(v,a)?-1:b===g||b.ownerDocument===v&&t(v,b)?1:k?J(k,a)-J(k,b):0:4&d?-1:1)}:function(a,b){if(a===b)return l=!0,0;var c,d=0,e=a.parentNode,f=b.parentNode,h=[a],i=[b];if(!e||!f)return a===g?-1:b===g?1:e?-1:f?1:k?J(k,a)-J(k,b):0;if(e===f)return la(a,b);c=a;while(c=c.parentNode)h.unshift(c);c=b;while(c=c.parentNode)i.unshift(c);while(h[d]===i[d])d++;return d?la(h[d],i[d]):h[d]===v?-1:i[d]===v?1:0},g):n},ga.matches=function(a,b){return ga(a,null,null,b)},ga.matchesSelector=function(a,b){if((a.ownerDocument||a)!==n&&m(a),b=b.replace(U,"='$1']"),!(!c.matchesSelector||!p||r&&r.test(b)||q&&q.test(b)))try{var d=s.call(a,b);if(d||c.disconnectedMatch||a.document&&11!==a.document.nodeType)return d}catch(e){}return ga(b,n,null,[a]).length>0},ga.contains=function(a,b){return(a.ownerDocument||a)!==n&&m(a),t(a,b)},ga.attr=function(a,b){(a.ownerDocument||a)!==n&&m(a);var e=d.attrHandle[b.toLowerCase()],f=e&&D.call(d.attrHandle,b.toLowerCase())?e(a,b,!p):void 0;return void 0!==f?f:c.attributes||!p?a.getAttribute(b):(f=a.getAttributeNode(b))&&f.specified?f.value:null},ga.error=function(a){throw new Error("Syntax error, unrecognized expression: "+a)},ga.uniqueSort=function(a){var b,d=[],e=0,f=0;if(l=!c.detectDuplicates,k=!c.sortStable&&a.slice(0),a.sort(B),l){while(b=a[f++])b===a[f]&&(e=d.push(f));while(e--)a.splice(d[e],1)}return k=null,a},e=ga.getText=function(a){var b,c="",d=0,f=a.nodeType;if(f){if(1===f||9===f||11===f){if("string"==typeof a.textContent)return a.textContent;for(a=a.firstChild;a;a=a.nextSibling)c+=e(a)}else if(3===f||4===f)return a.nodeValue}else while(b=a[d++])c+=e(b);return c},d=ga.selectors={cacheLength:50,createPseudo:ia,match:X,attrHandle:{},find:{},relative:{">":{dir:"parentNode",first:!0}," ":{dir:"parentNode"},"+":{dir:"previousSibling",first:!0},"~":{dir:"previousSibling"}},preFilter:{ATTR:function(a){return a[1]=a[1].replace(ca,da),a[3]=(a[3]||a[4]||a[5]||"").replace(ca,da),"~="===a[2]&&(a[3]=" "+a[3]+" "),a.slice(0,4)},CHILD:function(a){return a[1]=a[1].toLowerCase(),"nth"===a[1].slice(0,3)?(a[3]||ga.error(a[0]),a[4]=+(a[4]?a[5]+(a[6]||1):2*("even"===a[3]||"odd"===a[3])),a[5]=+(a[7]+a[8]||"odd"===a[3])):a[3]&&ga.error(a[0]),a},PSEUDO:function(a){var b,c=!a[6]&&a[2];return X.CHILD.test(a[0])?null:(a[3]?a[2]=a[4]||a[5]||"":c&&V.test(c)&&(b=g(c,!0))&&(b=c.indexOf(")",c.length-b)-c.length)&&(a[0]=a[0].slice(0,b),a[2]=c.slice(0,b)),a.slice(0,3))}},filter:{TAG:function(a){var b=a.replace(ca,da).toLowerCase();return"*"===a?function(){return!0}:function(a){return a.nodeName&&a.nodeName.toLowerCase()===b}},CLASS:function(a){var b=y[a+" "];return b||(b=new RegExp("(^|"+L+")"+a+"("+L+"|$)"))&&y(a,function(a){return b.test("string"==typeof a.className&&a.className||"undefined"!=typeof a.getAttribute&&a.getAttribute("class")||"")})},ATTR:function(a,b,c){return function(d){var e=ga.attr(d,a);return null==e?"!="===b:b?(e+="","="===b?e===c:"!="===b?e!==c:"^="===b?c&&0===e.indexOf(c):"*="===b?c&&e.indexOf(c)>-1:"$="===b?c&&e.slice(-c.length)===c:"~="===b?(" "+e.replace(Q," ")+" ").indexOf(c)>-1:"|="===b?e===c||e.slice(0,c.length+1)===c+"-":!1):!0}},CHILD:function(a,b,c,d,e){var f="nth"!==a.slice(0,3),g="last"!==a.slice(-4),h="of-type"===b;return 1===d&&0===e?function(a){return!!a.parentNode}:function(b,c,i){var j,k,l,m,n,o,p=f!==g?"nextSibling":"previousSibling",q=b.parentNode,r=h&&b.nodeName.toLowerCase(),s=!i&&!h;if(q){if(f){while(p){l=b;while(l=l[p])if(h?l.nodeName.toLowerCase()===r:1===l.nodeType)return!1;o=p="only"===a&&!o&&"nextSibling"}return!0}if(o=[g?q.firstChild:q.lastChild],g&&s){k=q[u]||(q[u]={}),j=k[a]||[],n=j[0]===w&&j[1],m=j[0]===w&&j[2],l=n&&q.childNodes[n];while(l=++n&&l&&l[p]||(m=n=0)||o.pop())if(1===l.nodeType&&++m&&l===b){k[a]=[w,n,m];break}}else if(s&&(j=(b[u]||(b[u]={}))[a])&&j[0]===w)m=j[1];else while(l=++n&&l&&l[p]||(m=n=0)||o.pop())if((h?l.nodeName.toLowerCase()===r:1===l.nodeType)&&++m&&(s&&((l[u]||(l[u]={}))[a]=[w,m]),l===b))break;return m-=e,m===d||m%d===0&&m/d>=0}}},PSEUDO:function(a,b){var c,e=d.pseudos[a]||d.setFilters[a.toLowerCase()]||ga.error("unsupported pseudo: "+a);return e[u]?e(b):e.length>1?(c=[a,a,"",b],d.setFilters.hasOwnProperty(a.toLowerCase())?ia(function(a,c){var d,f=e(a,b),g=f.length;while(g--)d=J(a,f[g]),a[d]=!(c[d]=f[g])}):function(a){return e(a,0,c)}):e}},pseudos:{not:ia(function(a){var b=[],c=[],d=h(a.replace(R,"$1"));return d[u]?ia(function(a,b,c,e){var f,g=d(a,null,e,[]),h=a.length;while(h--)(f=g[h])&&(a[h]=!(b[h]=f))}):function(a,e,f){return b[0]=a,d(b,null,f,c),b[0]=null,!c.pop()}}),has:ia(function(a){return function(b){return ga(a,b).length>0}}),contains:ia(function(a){return a=a.replace(ca,da),function(b){return(b.textContent||b.innerText||e(b)).indexOf(a)>-1}}),lang:ia(function(a){return W.test(a||"")||ga.error("unsupported lang: "+a),a=a.replace(ca,da).toLowerCase(),function(b){var c;do if(c=p?b.lang:b.getAttribute("xml:lang")||b.getAttribute("lang"))return c=c.toLowerCase(),c===a||0===c.indexOf(a+"-");while((b=b.parentNode)&&1===b.nodeType);return!1}}),target:function(b){var c=a.location&&a.location.hash;return c&&c.slice(1)===b.id},root:function(a){return a===o},focus:function(a){return a===n.activeElement&&(!n.hasFocus||n.hasFocus())&&!!(a.type||a.href||~a.tabIndex)},enabled:function(a){return a.disabled===!1},disabled:function(a){return a.disabled===!0},checked:function(a){var b=a.nodeName.toLowerCase();return"input"===b&&!!a.checked||"option"===b&&!!a.selected},selected:function(a){return a.parentNode&&a.parentNode.selectedIndex,a.selected===!0},empty:function(a){for(a=a.firstChild;a;a=a.nextSibling)if(a.nodeType<6)return!1;return!0},parent:function(a){return!d.pseudos.empty(a)},header:function(a){return Z.test(a.nodeName)},input:function(a){return Y.test(a.nodeName)},button:function(a){var b=a.nodeName.toLowerCase();return"input"===b&&"button"===a.type||"button"===b},text:function(a){var b;return"input"===a.nodeName.toLowerCase()&&"text"===a.type&&(null==(b=a.getAttribute("type"))||"text"===b.toLowerCase())},first:oa(function(){return[0]}),last:oa(function(a,b){return[b-1]}),eq:oa(function(a,b,c){return[0>c?c+b:c]}),even:oa(function(a,b){for(var c=0;b>c;c+=2)a.push(c);return a}),odd:oa(function(a,b){for(var c=1;b>c;c+=2)a.push(c);return a}),lt:oa(function(a,b,c){for(var d=0>c?c+b:c;--d>=0;)a.push(d);return a}),gt:oa(function(a,b,c){for(var d=0>c?c+b:c;++d<b;)a.push(d);return a})}},d.pseudos.nth=d.pseudos.eq;for(b in{radio:!0,checkbox:!0,file:!0,password:!0,image:!0})d.pseudos[b]=ma(b);for(b in{submit:!0,reset:!0})d.pseudos[b]=na(b);function qa(){}qa.prototype=d.filters=d.pseudos,d.setFilters=new qa,g=ga.tokenize=function(a,b){var c,e,f,g,h,i,j,k=z[a+" "];if(k)return b?0:k.slice(0);h=a,i=[],j=d.preFilter;while(h){(!c||(e=S.exec(h)))&&(e&&(h=h.slice(e[0].length)||h),i.push(f=[])),c=!1,(e=T.exec(h))&&(c=e.shift(),f.push({value:c,type:e[0].replace(R," ")}),h=h.slice(c.length));for(g in d.filter)!(e=X[g].exec(h))||j[g]&&!(e=j[g](e))||(c=e.shift(),f.push({value:c,type:g,matches:e}),h=h.slice(c.length));if(!c)break}return b?h.length:h?ga.error(a):z(a,i).slice(0)};function ra(a){for(var b=0,c=a.length,d="";c>b;b++)d+=a[b].value;return d}function sa(a,b,c){var d=b.dir,e=c&&"parentNode"===d,f=x++;return b.first?function(b,c,f){while(b=b[d])if(1===b.nodeType||e)return a(b,c,f)}:function(b,c,g){var h,i,j=[w,f];if(g){while(b=b[d])if((1===b.nodeType||e)&&a(b,c,g))return!0}else while(b=b[d])if(1===b.nodeType||e){if(i=b[u]||(b[u]={}),(h=i[d])&&h[0]===w&&h[1]===f)return j[2]=h[2];if(i[d]=j,j[2]=a(b,c,g))return!0}}}function ta(a){return a.length>1?function(b,c,d){var e=a.length;while(e--)if(!a[e](b,c,d))return!1;return!0}:a[0]}function ua(a,b,c){for(var d=0,e=b.length;e>d;d++)ga(a,b[d],c);return c}function va(a,b,c,d,e){for(var f,g=[],h=0,i=a.length,j=null!=b;i>h;h++)(f=a[h])&&(!c||c(f,d,e))&&(g.push(f),j&&b.push(h));return g}function wa(a,b,c,d,e,f){return d&&!d[u]&&(d=wa(d)),e&&!e[u]&&(e=wa(e,f)),ia(function(f,g,h,i){var j,k,l,m=[],n=[],o=g.length,p=f||ua(b||"*",h.nodeType?[h]:h,[]),q=!a||!f&&b?p:va(p,m,a,h,i),r=c?e||(f?a:o||d)?[]:g:q;if(c&&c(q,r,h,i),d){j=va(r,n),d(j,[],h,i),k=j.length;while(k--)(l=j[k])&&(r[n[k]]=!(q[n[k]]=l))}if(f){if(e||a){if(e){j=[],k=r.length;while(k--)(l=r[k])&&j.push(q[k]=l);e(null,r=[],j,i)}k=r.length;while(k--)(l=r[k])&&(j=e?J(f,l):m[k])>-1&&(f[j]=!(g[j]=l))}}else r=va(r===g?r.splice(o,r.length):r),e?e(null,g,r,i):H.apply(g,r)})}function xa(a){for(var b,c,e,f=a.length,g=d.relative[a[0].type],h=g||d.relative[" "],i=g?1:0,k=sa(function(a){return a===b},h,!0),l=sa(function(a){return J(b,a)>-1},h,!0),m=[function(a,c,d){var e=!g&&(d||c!==j)||((b=c).nodeType?k(a,c,d):l(a,c,d));return b=null,e}];f>i;i++)if(c=d.relative[a[i].type])m=[sa(ta(m),c)];else{if(c=d.filter[a[i].type].apply(null,a[i].matches),c[u]){for(e=++i;f>e;e++)if(d.relative[a[e].type])break;return wa(i>1&&ta(m),i>1&&ra(a.slice(0,i-1).concat({value:" "===a[i-2].type?"*":""})).replace(R,"$1"),c,e>i&&xa(a.slice(i,e)),f>e&&xa(a=a.slice(e)),f>e&&ra(a))}m.push(c)}return ta(m)}function ya(a,b){var c=b.length>0,e=a.length>0,f=function(f,g,h,i,k){var l,m,o,p=0,q="0",r=f&&[],s=[],t=j,u=f||e&&d.find.TAG("*",k),v=w+=null==t?1:Math.random()||.1,x=u.length;for(k&&(j=g!==n&&g);q!==x&&null!=(l=u[q]);q++){if(e&&l){m=0;while(o=a[m++])if(o(l,g,h)){i.push(l);break}k&&(w=v)}c&&((l=!o&&l)&&p--,f&&r.push(l))}if(p+=q,c&&q!==p){m=0;while(o=b[m++])o(r,s,g,h);if(f){if(p>0)while(q--)r[q]||s[q]||(s[q]=F.call(i));s=va(s)}H.apply(i,s),k&&!f&&s.length>0&&p+b.length>1&&ga.uniqueSort(i)}return k&&(w=v,j=t),r};return c?ia(f):f}return h=ga.compile=function(a,b){var c,d=[],e=[],f=A[a+" "];if(!f){b||(b=g(a)),c=b.length;while(c--)f=xa(b[c]),f[u]?d.push(f):e.push(f);f=A(a,ya(e,d)),f.selector=a}return f},i=ga.select=function(a,b,e,f){var i,j,k,l,m,n="function"==typeof a&&a,o=!f&&g(a=n.selector||a);if(e=e||[],1===o.length){if(j=o[0]=o[0].slice(0),j.length>2&&"ID"===(k=j[0]).type&&c.getById&&9===b.nodeType&&p&&d.relative[j[1].type]){if(b=(d.find.ID(k.matches[0].replace(ca,da),b)||[])[0],!b)return e;n&&(b=b.parentNode),a=a.slice(j.shift().value.length)}i=X.needsContext.test(a)?0:j.length;while(i--){if(k=j[i],d.relative[l=k.type])break;if((m=d.find[l])&&(f=m(k.matches[0].replace(ca,da),aa.test(j[0].type)&&pa(b.parentNode)||b))){if(j.splice(i,1),a=f.length&&ra(j),!a)return H.apply(e,f),e;break}}}return(n||h(a,o))(f,b,!p,e,aa.test(a)&&pa(b.parentNode)||b),e},c.sortStable=u.split("").sort(B).join("")===u,c.detectDuplicates=!!l,m(),c.sortDetached=ja(function(a){return 1&a.compareDocumentPosition(n.createElement("div"))}),ja(function(a){return a.innerHTML="<a href='#'></a>","#"===a.firstChild.getAttribute("href")})||ka("type|href|height|width",function(a,b,c){return c?void 0:a.getAttribute(b,"type"===b.toLowerCase()?1:2)}),c.attributes&&ja(function(a){return a.innerHTML="<input/>",a.firstChild.setAttribute("value",""),""===a.firstChild.getAttribute("value")})||ka("value",function(a,b,c){return c||"input"!==a.nodeName.toLowerCase()?void 0:a.defaultValue}),ja(function(a){return null==a.getAttribute("disabled")})||ka(K,function(a,b,c){var d;return c?void 0:a[b]===!0?b.toLowerCase():(d=a.getAttributeNode(b))&&d.specified?d.value:null}),ga}(a);m.find=s,m.expr=s.selectors,m.expr[":"]=m.expr.pseudos,m.unique=s.uniqueSort,m.text=s.getText,m.isXMLDoc=s.isXML,m.contains=s.contains;var t=m.expr.match.needsContext,u=/^<(\w+)\s*\/?>(?:<\/\1>|)$/,v=/^.[^:#\[\.,]*$/;function w(a,b,c){if(m.isFunction(b))return m.grep(a,function(a,d){return!!b.call(a,d,a)!==c});if(b.nodeType)return m.grep(a,function(a){return a===b!==c});if("string"==typeof b){if(v.test(b))return m.filter(b,a,c);b=m.filter(b,a)}return m.grep(a,function(a){return m.inArray(a,b)>=0!==c})}m.filter=function(a,b,c){var d=b[0];return c&&(a=":not("+a+")"),1===b.length&&1===d.nodeType?m.find.matchesSelector(d,a)?[d]:[]:m.find.matches(a,m.grep(b,function(a){return 1===a.nodeType}))},m.fn.extend({find:function(a){var b,c=[],d=this,e=d.length;if("string"!=typeof a)return this.pushStack(m(a).filter(function(){for(b=0;e>b;b++)if(m.contains(d[b],this))return!0}));for(b=0;e>b;b++)m.find(a,d[b],c);return c=this.pushStack(e>1?m.unique(c):c),c.selector=this.selector?this.selector+" "+a:a,c},filter:function(a){return this.pushStack(w(this,a||[],!1))},not:function(a){return this.pushStack(w(this,a||[],!0))},is:function(a){return!!w(this,"string"==typeof a&&t.test(a)?m(a):a||[],!1).length}});var x,y=a.document,z=/^(?:\s*(<[\w\W]+>)[^>]*|#([\w-]*))$/,A=m.fn.init=function(a,b){var c,d;if(!a)return this;if("string"==typeof a){if(c="<"===a.charAt(0)&&">"===a.charAt(a.length-1)&&a.length>=3?[null,a,null]:z.exec(a),!c||!c[1]&&b)return!b||b.jquery?(b||x).find(a):this.constructor(b).find(a);if(c[1]){if(b=b instanceof m?b[0]:b,m.merge(this,m.parseHTML(c[1],b&&b.nodeType?b.ownerDocument||b:y,!0)),u.test(c[1])&&m.isPlainObject(b))for(c in b)m.isFunction(this[c])?this[c](b[c]):this.attr(c,b[c]);return this}if(d=y.getElementById(c[2]),d&&d.parentNode){if(d.id!==c[2])return x.find(a);this.length=1,this[0]=d}return this.context=y,this.selector=a,this}return a.nodeType?(this.context=this[0]=a,this.length=1,this):m.isFunction(a)?"undefined"!=typeof x.ready?x.ready(a):a(m):(void 0!==a.selector&&(this.selector=a.selector,this.context=a.context),m.makeArray(a,this))};A.prototype=m.fn,x=m(y);var B=/^(?:parents|prev(?:Until|All))/,C={children:!0,contents:!0,next:!0,prev:!0};m.extend({dir:function(a,b,c){var d=[],e=a[b];while(e&&9!==e.nodeType&&(void 0===c||1!==e.nodeType||!m(e).is(c)))1===e.nodeType&&d.push(e),e=e[b];return d},sibling:function(a,b){for(var c=[];a;a=a.nextSibling)1===a.nodeType&&a!==b&&c.push(a);return c}}),m.fn.extend({has:function(a){var b,c=m(a,this),d=c.length;return this.filter(function(){for(b=0;d>b;b++)if(m.contains(this,c[b]))return!0})},closest:function(a,b){for(var c,d=0,e=this.length,f=[],g=t.test(a)||"string"!=typeof a?m(a,b||this.context):0;e>d;d++)for(c=this[d];c&&c!==b;c=c.parentNode)if(c.nodeType<11&&(g?g.index(c)>-1:1===c.nodeType&&m.find.matchesSelector(c,a))){f.push(c);break}return this.pushStack(f.length>1?m.unique(f):f)},index:function(a){return a?"string"==typeof a?m.inArray(this[0],m(a)):m.inArray(a.jquery?a[0]:a,this):this[0]&&this[0].parentNode?this.first().prevAll().length:-1},add:function(a,b){return this.pushStack(m.unique(m.merge(this.get(),m(a,b))))},addBack:function(a){return this.add(null==a?this.prevObject:this.prevObject.filter(a))}});function D(a,b){do a=a[b];while(a&&1!==a.nodeType);return a}m.each({parent:function(a){var b=a.parentNode;return b&&11!==b.nodeType?b:null},parents:function(a){return m.dir(a,"parentNode")},parentsUntil:function(a,b,c){return m.dir(a,"parentNode",c)},next:function(a){return D(a,"nextSibling")},prev:function(a){return D(a,"previousSibling")},nextAll:function(a){return m.dir(a,"nextSibling")},prevAll:function(a){return m.dir(a,"previousSibling")},nextUntil:function(a,b,c){return m.dir(a,"nextSibling",c)},prevUntil:function(a,b,c){return m.dir(a,"previousSibling",c)},siblings:function(a){return m.sibling((a.parentNode||{}).firstChild,a)},children:function(a){return m.sibling(a.firstChild)},contents:function(a){return m.nodeName(a,"iframe")?a.contentDocument||a.contentWindow.document:m.merge([],a.childNodes)}},function(a,b){m.fn[a]=function(c,d){var e=m.map(this,b,c);return"Until"!==a.slice(-5)&&(d=c),d&&"string"==typeof d&&(e=m.filter(d,e)),this.length>1&&(C[a]||(e=m.unique(e)),B.test(a)&&(e=e.reverse())),this.pushStack(e)}});var E=/\S+/g,F={};function G(a){var b=F[a]={};return m.each(a.match(E)||[],function(a,c){b[c]=!0}),b}m.Callbacks=function(a){a="string"==typeof a?F[a]||G(a):m.extend({},a);var b,c,d,e,f,g,h=[],i=!a.once&&[],j=function(l){for(c=a.memory&&l,d=!0,f=g||0,g=0,e=h.length,b=!0;h&&e>f;f++)if(h[f].apply(l[0],l[1])===!1&&a.stopOnFalse){c=!1;break}b=!1,h&&(i?i.length&&j(i.shift()):c?h=[]:k.disable())},k={add:function(){if(h){var d=h.length;!function f(b){m.each(b,function(b,c){var d=m.type(c);"function"===d?a.unique&&k.has(c)||h.push(c):c&&c.length&&"string"!==d&&f(c)})}(arguments),b?e=h.length:c&&(g=d,j(c))}return this},remove:function(){return h&&m.each(arguments,function(a,c){var d;while((d=m.inArray(c,h,d))>-1)h.splice(d,1),b&&(e>=d&&e--,f>=d&&f--)}),this},has:function(a){return a?m.inArray(a,h)>-1:!(!h||!h.length)},empty:function(){return h=[],e=0,this},disable:function(){return h=i=c=void 0,this},disabled:function(){return!h},lock:function(){return i=void 0,c||k.disable(),this},locked:function(){return!i},fireWith:function(a,c){return!h||d&&!i||(c=c||[],c=[a,c.slice?c.slice():c],b?i.push(c):j(c)),this},fire:function(){return k.fireWith(this,arguments),this},fired:function(){return!!d}};return k},m.extend({Deferred:function(a){var b=[["resolve","done",m.Callbacks("once memory"),"resolved"],["reject","fail",m.Callbacks("once memory"),"rejected"],["notify","progress",m.Callbacks("memory")]],c="pending",d={state:function(){return c},always:function(){return e.done(arguments).fail(arguments),this},then:function(){var a=arguments;return m.Deferred(function(c){m.each(b,function(b,f){var g=m.isFunction(a[b])&&a[b];e[f[1]](function(){var a=g&&g.apply(this,arguments);a&&m.isFunction(a.promise)?a.promise().done(c.resolve).fail(c.reject).progress(c.notify):c[f[0]+"With"](this===d?c.promise():this,g?[a]:arguments)})}),a=null}).promise()},promise:function(a){return null!=a?m.extend(a,d):d}},e={};return d.pipe=d.then,m.each(b,function(a,f){var g=f[2],h=f[3];d[f[1]]=g.add,h&&g.add(function(){c=h},b[1^a][2].disable,b[2][2].lock),e[f[0]]=function(){return e[f[0]+"With"](this===e?d:this,arguments),this},e[f[0]+"With"]=g.fireWith}),d.promise(e),a&&a.call(e,e),e},when:function(a){var b=0,c=d.call(arguments),e=c.length,f=1!==e||a&&m.isFunction(a.promise)?e:0,g=1===f?a:m.Deferred(),h=function(a,b,c){return function(e){b[a]=this,c[a]=arguments.length>1?d.call(arguments):e,c===i?g.notifyWith(b,c):--f||g.resolveWith(b,c)}},i,j,k;if(e>1)for(i=new Array(e),j=new Array(e),k=new Array(e);e>b;b++)c[b]&&m.isFunction(c[b].promise)?c[b].promise().done(h(b,k,c)).fail(g.reject).progress(h(b,j,i)):--f;return f||g.resolveWith(k,c),g.promise()}});var H;m.fn.ready=function(a){return m.ready.promise().done(a),this},m.extend({isReady:!1,readyWait:1,holdReady:function(a){a?m.readyWait++:m.ready(!0)},ready:function(a){if(a===!0?!--m.readyWait:!m.isReady){if(!y.body)return setTimeout(m.ready);m.isReady=!0,a!==!0&&--m.readyWait>0||(H.resolveWith(y,[m]),m.fn.triggerHandler&&(m(y).triggerHandler("ready"),m(y).off("ready")))}}});function I(){y.addEventListener?(y.removeEventListener("DOMContentLoaded",J,!1),a.removeEventListener("load",J,!1)):(y.detachEvent("onreadystatechange",J),a.detachEvent("onload",J))}function J(){(y.addEventListener||"load"===event.type||"complete"===y.readyState)&&(I(),m.ready())}m.ready.promise=function(b){if(!H)if(H=m.Deferred(),"complete"===y.readyState)setTimeout(m.ready);else if(y.addEventListener)y.addEventListener("DOMContentLoaded",J,!1),a.addEventListener("load",J,!1);else{y.attachEvent("onreadystatechange",J),a.attachEvent("onload",J);var c=!1;try{c=null==a.frameElement&&y.documentElement}catch(d){}c&&c.doScroll&&!function e(){if(!m.isReady){try{c.doScroll("left")}catch(a){return setTimeout(e,50)}I(),m.ready()}}()}return H.promise(b)};var K="undefined",L;for(L in m(k))break;k.ownLast="0"!==L,k.inlineBlockNeedsLayout=!1,m(function(){var a,b,c,d;c=y.getElementsByTagName("body")[0],c&&c.style&&(b=y.createElement("div"),d=y.createElement("div"),d.style.cssText="position:absolute;border:0;width:0;height:0;top:0;left:-9999px",c.appendChild(d).appendChild(b),typeof b.style.zoom!==K&&(b.style.cssText="display:inline;margin:0;border:0;padding:1px;width:1px;zoom:1",k.inlineBlockNeedsLayout=a=3===b.offsetWidth,a&&(c.style.zoom=1)),c.removeChild(d))}),function(){var a=y.createElement("div");if(null==k.deleteExpando){k.deleteExpando=!0;try{delete a.test}catch(b){k.deleteExpando=!1}}a=null}(),m.acceptData=function(a){var b=m.noData[(a.nodeName+" ").toLowerCase()],c=+a.nodeType||1;return 1!==c&&9!==c?!1:!b||b!==!0&&a.getAttribute("classid")===b};var M=/^(?:\{[\w\W]*\}|\[[\w\W]*\])$/,N=/([A-Z])/g;function O(a,b,c){if(void 0===c&&1===a.nodeType){var d="data-"+b.replace(N,"-$1").toLowerCase();if(c=a.getAttribute(d),"string"==typeof c){try{c="true"===c?!0:"false"===c?!1:"null"===c?null:+c+""===c?+c:M.test(c)?m.parseJSON(c):c}catch(e){}m.data(a,b,c)}else c=void 0}return c}function P(a){var b;for(b in a)if(("data"!==b||!m.isEmptyObject(a[b]))&&"toJSON"!==b)return!1;

return!0}function Q(a,b,d,e){if(m.acceptData(a)){var f,g,h=m.expando,i=a.nodeType,j=i?m.cache:a,k=i?a[h]:a[h]&&h;if(k&&j[k]&&(e||j[k].data)||void 0!==d||"string"!=typeof b)return k||(k=i?a[h]=c.pop()||m.guid++:h),j[k]||(j[k]=i?{}:{toJSON:m.noop}),("object"==typeof b||"function"==typeof b)&&(e?j[k]=m.extend(j[k],b):j[k].data=m.extend(j[k].data,b)),g=j[k],e||(g.data||(g.data={}),g=g.data),void 0!==d&&(g[m.camelCase(b)]=d),"string"==typeof b?(f=g[b],null==f&&(f=g[m.camelCase(b)])):f=g,f}}function R(a,b,c){if(m.acceptData(a)){var d,e,f=a.nodeType,g=f?m.cache:a,h=f?a[m.expando]:m.expando;if(g[h]){if(b&&(d=c?g[h]:g[h].data)){m.isArray(b)?b=b.concat(m.map(b,m.camelCase)):b in d?b=[b]:(b=m.camelCase(b),b=b in d?[b]:b.split(" ")),e=b.length;while(e--)delete d[b[e]];if(c?!P(d):!m.isEmptyObject(d))return}(c||(delete g[h].data,P(g[h])))&&(f?m.cleanData([a],!0):k.deleteExpando||g!=g.window?delete g[h]:g[h]=null)}}}m.extend({cache:{},noData:{"applet ":!0,"embed ":!0,"object ":"clsid:D27CDB6E-AE6D-11cf-96B8-444553540000"},hasData:function(a){return a=a.nodeType?m.cache[a[m.expando]]:a[m.expando],!!a&&!P(a)},data:function(a,b,c){return Q(a,b,c)},removeData:function(a,b){return R(a,b)},_data:function(a,b,c){return Q(a,b,c,!0)},_removeData:function(a,b){return R(a,b,!0)}}),m.fn.extend({data:function(a,b){var c,d,e,f=this[0],g=f&&f.attributes;if(void 0===a){if(this.length&&(e=m.data(f),1===f.nodeType&&!m._data(f,"parsedAttrs"))){c=g.length;while(c--)g[c]&&(d=g[c].name,0===d.indexOf("data-")&&(d=m.camelCase(d.slice(5)),O(f,d,e[d])));m._data(f,"parsedAttrs",!0)}return e}return"object"==typeof a?this.each(function(){m.data(this,a)}):arguments.length>1?this.each(function(){m.data(this,a,b)}):f?O(f,a,m.data(f,a)):void 0},removeData:function(a){return this.each(function(){m.removeData(this,a)})}}),m.extend({queue:function(a,b,c){var d;return a?(b=(b||"fx")+"queue",d=m._data(a,b),c&&(!d||m.isArray(c)?d=m._data(a,b,m.makeArray(c)):d.push(c)),d||[]):void 0},dequeue:function(a,b){b=b||"fx";var c=m.queue(a,b),d=c.length,e=c.shift(),f=m._queueHooks(a,b),g=function(){m.dequeue(a,b)};"inprogress"===e&&(e=c.shift(),d--),e&&("fx"===b&&c.unshift("inprogress"),delete f.stop,e.call(a,g,f)),!d&&f&&f.empty.fire()},_queueHooks:function(a,b){var c=b+"queueHooks";return m._data(a,c)||m._data(a,c,{empty:m.Callbacks("once memory").add(function(){m._removeData(a,b+"queue"),m._removeData(a,c)})})}}),m.fn.extend({queue:function(a,b){var c=2;return"string"!=typeof a&&(b=a,a="fx",c--),arguments.length<c?m.queue(this[0],a):void 0===b?this:this.each(function(){var c=m.queue(this,a,b);m._queueHooks(this,a),"fx"===a&&"inprogress"!==c[0]&&m.dequeue(this,a)})},dequeue:function(a){return this.each(function(){m.dequeue(this,a)})},clearQueue:function(a){return this.queue(a||"fx",[])},promise:function(a,b){var c,d=1,e=m.Deferred(),f=this,g=this.length,h=function(){--d||e.resolveWith(f,[f])};"string"!=typeof a&&(b=a,a=void 0),a=a||"fx";while(g--)c=m._data(f[g],a+"queueHooks"),c&&c.empty&&(d++,c.empty.add(h));return h(),e.promise(b)}});var S=/[+-]?(?:\d*\.|)\d+(?:[eE][+-]?\d+|)/.source,T=["Top","Right","Bottom","Left"],U=function(a,b){return a=b||a,"none"===m.css(a,"display")||!m.contains(a.ownerDocument,a)},V=m.access=function(a,b,c,d,e,f,g){var h=0,i=a.length,j=null==c;if("object"===m.type(c)){e=!0;for(h in c)m.access(a,b,h,c[h],!0,f,g)}else if(void 0!==d&&(e=!0,m.isFunction(d)||(g=!0),j&&(g?(b.call(a,d),b=null):(j=b,b=function(a,b,c){return j.call(m(a),c)})),b))for(;i>h;h++)b(a[h],c,g?d:d.call(a[h],h,b(a[h],c)));return e?a:j?b.call(a):i?b(a[0],c):f},W=/^(?:checkbox|radio)$/i;!function(){var a=y.createElement("input"),b=y.createElement("div"),c=y.createDocumentFragment();if(b.innerHTML="  <link/><table></table><a href='/a'>a</a><input type='checkbox'/>",k.leadingWhitespace=3===b.firstChild.nodeType,k.tbody=!b.getElementsByTagName("tbody").length,k.htmlSerialize=!!b.getElementsByTagName("link").length,k.html5Clone="<:nav></:nav>"!==y.createElement("nav").cloneNode(!0).outerHTML,a.type="checkbox",a.checked=!0,c.appendChild(a),k.appendChecked=a.checked,b.innerHTML="<textarea>x</textarea>",k.noCloneChecked=!!b.cloneNode(!0).lastChild.defaultValue,c.appendChild(b),b.innerHTML="<input type='radio' checked='checked' name='t'/>",k.checkClone=b.cloneNode(!0).cloneNode(!0).lastChild.checked,k.noCloneEvent=!0,b.attachEvent&&(b.attachEvent("onclick",function(){k.noCloneEvent=!1}),b.cloneNode(!0).click()),null==k.deleteExpando){k.deleteExpando=!0;try{delete b.test}catch(d){k.deleteExpando=!1}}}(),function(){var b,c,d=y.createElement("div");for(b in{submit:!0,change:!0,focusin:!0})c="on"+b,(k[b+"Bubbles"]=c in a)||(d.setAttribute(c,"t"),k[b+"Bubbles"]=d.attributes[c].expando===!1);d=null}();var X=/^(?:input|select|textarea)$/i,Y=/^key/,Z=/^(?:mouse|pointer|contextmenu)|click/,$=/^(?:focusinfocus|focusoutblur)$/,_=/^([^.]*)(?:\.(.+)|)$/;function aa(){return!0}function ba(){return!1}function ca(){try{return y.activeElement}catch(a){}}m.event={global:{},add:function(a,b,c,d,e){var f,g,h,i,j,k,l,n,o,p,q,r=m._data(a);if(r){c.handler&&(i=c,c=i.handler,e=i.selector),c.guid||(c.guid=m.guid++),(g=r.events)||(g=r.events={}),(k=r.handle)||(k=r.handle=function(a){return typeof m===K||a&&m.event.triggered===a.type?void 0:m.event.dispatch.apply(k.elem,arguments)},k.elem=a),b=(b||"").match(E)||[""],h=b.length;while(h--)f=_.exec(b[h])||[],o=q=f[1],p=(f[2]||"").split(".").sort(),o&&(j=m.event.special[o]||{},o=(e?j.delegateType:j.bindType)||o,j=m.event.special[o]||{},l=m.extend({type:o,origType:q,data:d,handler:c,guid:c.guid,selector:e,needsContext:e&&m.expr.match.needsContext.test(e),namespace:p.join(".")},i),(n=g[o])||(n=g[o]=[],n.delegateCount=0,j.setup&&j.setup.call(a,d,p,k)!==!1||(a.addEventListener?a.addEventListener(o,k,!1):a.attachEvent&&a.attachEvent("on"+o,k))),j.add&&(j.add.call(a,l),l.handler.guid||(l.handler.guid=c.guid)),e?n.splice(n.delegateCount++,0,l):n.push(l),m.event.global[o]=!0);a=null}},remove:function(a,b,c,d,e){var f,g,h,i,j,k,l,n,o,p,q,r=m.hasData(a)&&m._data(a);if(r&&(k=r.events)){b=(b||"").match(E)||[""],j=b.length;while(j--)if(h=_.exec(b[j])||[],o=q=h[1],p=(h[2]||"").split(".").sort(),o){l=m.event.special[o]||{},o=(d?l.delegateType:l.bindType)||o,n=k[o]||[],h=h[2]&&new RegExp("(^|\\.)"+p.join("\\.(?:.*\\.|)")+"(\\.|$)"),i=f=n.length;while(f--)g=n[f],!e&&q!==g.origType||c&&c.guid!==g.guid||h&&!h.test(g.namespace)||d&&d!==g.selector&&("**"!==d||!g.selector)||(n.splice(f,1),g.selector&&n.delegateCount--,l.remove&&l.remove.call(a,g));i&&!n.length&&(l.teardown&&l.teardown.call(a,p,r.handle)!==!1||m.removeEvent(a,o,r.handle),delete k[o])}else for(o in k)m.event.remove(a,o+b[j],c,d,!0);m.isEmptyObject(k)&&(delete r.handle,m._removeData(a,"events"))}},trigger:function(b,c,d,e){var f,g,h,i,k,l,n,o=[d||y],p=j.call(b,"type")?b.type:b,q=j.call(b,"namespace")?b.namespace.split("."):[];if(h=l=d=d||y,3!==d.nodeType&&8!==d.nodeType&&!$.test(p+m.event.triggered)&&(p.indexOf(".")>=0&&(q=p.split("."),p=q.shift(),q.sort()),g=p.indexOf(":")<0&&"on"+p,b=b[m.expando]?b:new m.Event(p,"object"==typeof b&&b),b.isTrigger=e?2:3,b.namespace=q.join("."),b.namespace_re=b.namespace?new RegExp("(^|\\.)"+q.join("\\.(?:.*\\.|)")+"(\\.|$)"):null,b.result=void 0,b.target||(b.target=d),c=null==c?[b]:m.makeArray(c,[b]),k=m.event.special[p]||{},e||!k.trigger||k.trigger.apply(d,c)!==!1)){if(!e&&!k.noBubble&&!m.isWindow(d)){for(i=k.delegateType||p,$.test(i+p)||(h=h.parentNode);h;h=h.parentNode)o.push(h),l=h;l===(d.ownerDocument||y)&&o.push(l.defaultView||l.parentWindow||a)}n=0;while((h=o[n++])&&!b.isPropagationStopped())b.type=n>1?i:k.bindType||p,f=(m._data(h,"events")||{})[b.type]&&m._data(h,"handle"),f&&f.apply(h,c),f=g&&h[g],f&&f.apply&&m.acceptData(h)&&(b.result=f.apply(h,c),b.result===!1&&b.preventDefault());if(b.type=p,!e&&!b.isDefaultPrevented()&&(!k._default||k._default.apply(o.pop(),c)===!1)&&m.acceptData(d)&&g&&d[p]&&!m.isWindow(d)){l=d[g],l&&(d[g]=null),m.event.triggered=p;try{d[p]()}catch(r){}m.event.triggered=void 0,l&&(d[g]=l)}return b.result}},dispatch:function(a){a=m.event.fix(a);var b,c,e,f,g,h=[],i=d.call(arguments),j=(m._data(this,"events")||{})[a.type]||[],k=m.event.special[a.type]||{};if(i[0]=a,a.delegateTarget=this,!k.preDispatch||k.preDispatch.call(this,a)!==!1){h=m.event.handlers.call(this,a,j),b=0;while((f=h[b++])&&!a.isPropagationStopped()){a.currentTarget=f.elem,g=0;while((e=f.handlers[g++])&&!a.isImmediatePropagationStopped())(!a.namespace_re||a.namespace_re.test(e.namespace))&&(a.handleObj=e,a.data=e.data,c=((m.event.special[e.origType]||{}).handle||e.handler).apply(f.elem,i),void 0!==c&&(a.result=c)===!1&&(a.preventDefault(),a.stopPropagation()))}return k.postDispatch&&k.postDispatch.call(this,a),a.result}},handlers:function(a,b){var c,d,e,f,g=[],h=b.delegateCount,i=a.target;if(h&&i.nodeType&&(!a.button||"click"!==a.type))for(;i!=this;i=i.parentNode||this)if(1===i.nodeType&&(i.disabled!==!0||"click"!==a.type)){for(e=[],f=0;h>f;f++)d=b[f],c=d.selector+" ",void 0===e[c]&&(e[c]=d.needsContext?m(c,this).index(i)>=0:m.find(c,this,null,[i]).length),e[c]&&e.push(d);e.length&&g.push({elem:i,handlers:e})}return h<b.length&&g.push({elem:this,handlers:b.slice(h)}),g},fix:function(a){if(a[m.expando])return a;var b,c,d,e=a.type,f=a,g=this.fixHooks[e];g||(this.fixHooks[e]=g=Z.test(e)?this.mouseHooks:Y.test(e)?this.keyHooks:{}),d=g.props?this.props.concat(g.props):this.props,a=new m.Event(f),b=d.length;while(b--)c=d[b],a[c]=f[c];return a.target||(a.target=f.srcElement||y),3===a.target.nodeType&&(a.target=a.target.parentNode),a.metaKey=!!a.metaKey,g.filter?g.filter(a,f):a},props:"altKey bubbles cancelable ctrlKey currentTarget eventPhase metaKey relatedTarget shiftKey target timeStamp view which".split(" "),fixHooks:{},keyHooks:{props:"char charCode key keyCode".split(" "),filter:function(a,b){return null==a.which&&(a.which=null!=b.charCode?b.charCode:b.keyCode),a}},mouseHooks:{props:"button buttons clientX clientY fromElement offsetX offsetY pageX pageY screenX screenY toElement".split(" "),filter:function(a,b){var c,d,e,f=b.button,g=b.fromElement;return null==a.pageX&&null!=b.clientX&&(d=a.target.ownerDocument||y,e=d.documentElement,c=d.body,a.pageX=b.clientX+(e&&e.scrollLeft||c&&c.scrollLeft||0)-(e&&e.clientLeft||c&&c.clientLeft||0),a.pageY=b.clientY+(e&&e.scrollTop||c&&c.scrollTop||0)-(e&&e.clientTop||c&&c.clientTop||0)),!a.relatedTarget&&g&&(a.relatedTarget=g===a.target?b.toElement:g),a.which||void 0===f||(a.which=1&f?1:2&f?3:4&f?2:0),a}},special:{load:{noBubble:!0},focus:{trigger:function(){if(this!==ca()&&this.focus)try{return this.focus(),!1}catch(a){}},delegateType:"focusin"},blur:{trigger:function(){return this===ca()&&this.blur?(this.blur(),!1):void 0},delegateType:"focusout"},click:{trigger:function(){return m.nodeName(this,"input")&&"checkbox"===this.type&&this.click?(this.click(),!1):void 0},_default:function(a){return m.nodeName(a.target,"a")}},beforeunload:{postDispatch:function(a){void 0!==a.result&&a.originalEvent&&(a.originalEvent.returnValue=a.result)}}},simulate:function(a,b,c,d){var e=m.extend(new m.Event,c,{type:a,isSimulated:!0,originalEvent:{}});d?m.event.trigger(e,null,b):m.event.dispatch.call(b,e),e.isDefaultPrevented()&&c.preventDefault()}},m.removeEvent=y.removeEventListener?function(a,b,c){a.removeEventListener&&a.removeEventListener(b,c,!1)}:function(a,b,c){var d="on"+b;a.detachEvent&&(typeof a[d]===K&&(a[d]=null),a.detachEvent(d,c))},m.Event=function(a,b){return this instanceof m.Event?(a&&a.type?(this.originalEvent=a,this.type=a.type,this.isDefaultPrevented=a.defaultPrevented||void 0===a.defaultPrevented&&a.returnValue===!1?aa:ba):this.type=a,b&&m.extend(this,b),this.timeStamp=a&&a.timeStamp||m.now(),void(this[m.expando]=!0)):new m.Event(a,b)},m.Event.prototype={isDefaultPrevented:ba,isPropagationStopped:ba,isImmediatePropagationStopped:ba,preventDefault:function(){var a=this.originalEvent;this.isDefaultPrevented=aa,a&&(a.preventDefault?a.preventDefault():a.returnValue=!1)},stopPropagation:function(){var a=this.originalEvent;this.isPropagationStopped=aa,a&&(a.stopPropagation&&a.stopPropagation(),a.cancelBubble=!0)},stopImmediatePropagation:function(){var a=this.originalEvent;this.isImmediatePropagationStopped=aa,a&&a.stopImmediatePropagation&&a.stopImmediatePropagation(),this.stopPropagation()}},m.each({mouseenter:"mouseover",mouseleave:"mouseout",pointerenter:"pointerover",pointerleave:"pointerout"},function(a,b){m.event.special[a]={delegateType:b,bindType:b,handle:function(a){var c,d=this,e=a.relatedTarget,f=a.handleObj;return(!e||e!==d&&!m.contains(d,e))&&(a.type=f.origType,c=f.handler.apply(this,arguments),a.type=b),c}}}),k.submitBubbles||(m.event.special.submit={setup:function(){return m.nodeName(this,"form")?!1:void m.event.add(this,"click._submit keypress._submit",function(a){var b=a.target,c=m.nodeName(b,"input")||m.nodeName(b,"button")?b.form:void 0;c&&!m._data(c,"submitBubbles")&&(m.event.add(c,"submit._submit",function(a){a._submit_bubble=!0}),m._data(c,"submitBubbles",!0))})},postDispatch:function(a){a._submit_bubble&&(delete a._submit_bubble,this.parentNode&&!a.isTrigger&&m.event.simulate("submit",this.parentNode,a,!0))},teardown:function(){return m.nodeName(this,"form")?!1:void m.event.remove(this,"._submit")}}),k.changeBubbles||(m.event.special.change={setup:function(){return X.test(this.nodeName)?(("checkbox"===this.type||"radio"===this.type)&&(m.event.add(this,"propertychange._change",function(a){"checked"===a.originalEvent.propertyName&&(this._just_changed=!0)}),m.event.add(this,"click._change",function(a){this._just_changed&&!a.isTrigger&&(this._just_changed=!1),m.event.simulate("change",this,a,!0)})),!1):void m.event.add(this,"beforeactivate._change",function(a){var b=a.target;X.test(b.nodeName)&&!m._data(b,"changeBubbles")&&(m.event.add(b,"change._change",function(a){!this.parentNode||a.isSimulated||a.isTrigger||m.event.simulate("change",this.parentNode,a,!0)}),m._data(b,"changeBubbles",!0))})},handle:function(a){var b=a.target;return this!==b||a.isSimulated||a.isTrigger||"radio"!==b.type&&"checkbox"!==b.type?a.handleObj.handler.apply(this,arguments):void 0},teardown:function(){return m.event.remove(this,"._change"),!X.test(this.nodeName)}}),k.focusinBubbles||m.each({focus:"focusin",blur:"focusout"},function(a,b){var c=function(a){m.event.simulate(b,a.target,m.event.fix(a),!0)};m.event.special[b]={setup:function(){var d=this.ownerDocument||this,e=m._data(d,b);e||d.addEventListener(a,c,!0),m._data(d,b,(e||0)+1)},teardown:function(){var d=this.ownerDocument||this,e=m._data(d,b)-1;e?m._data(d,b,e):(d.removeEventListener(a,c,!0),m._removeData(d,b))}}}),m.fn.extend({on:function(a,b,c,d,e){var f,g;if("object"==typeof a){"string"!=typeof b&&(c=c||b,b=void 0);for(f in a)this.on(f,b,c,a[f],e);return this}if(null==c&&null==d?(d=b,c=b=void 0):null==d&&("string"==typeof b?(d=c,c=void 0):(d=c,c=b,b=void 0)),d===!1)d=ba;else if(!d)return this;return 1===e&&(g=d,d=function(a){return m().off(a),g.apply(this,arguments)},d.guid=g.guid||(g.guid=m.guid++)),this.each(function(){m.event.add(this,a,d,c,b)})},one:function(a,b,c,d){return this.on(a,b,c,d,1)},off:function(a,b,c){var d,e;if(a&&a.preventDefault&&a.handleObj)return d=a.handleObj,m(a.delegateTarget).off(d.namespace?d.origType+"."+d.namespace:d.origType,d.selector,d.handler),this;if("object"==typeof a){for(e in a)this.off(e,b,a[e]);return this}return(b===!1||"function"==typeof b)&&(c=b,b=void 0),c===!1&&(c=ba),this.each(function(){m.event.remove(this,a,c,b)})},trigger:function(a,b){return this.each(function(){m.event.trigger(a,b,this)})},triggerHandler:function(a,b){var c=this[0];return c?m.event.trigger(a,b,c,!0):void 0}});function da(a){var b=ea.split("|"),c=a.createDocumentFragment();if(c.createElement)while(b.length)c.createElement(b.pop());return c}var ea="abbr|article|aside|audio|bdi|canvas|data|datalist|details|figcaption|figure|footer|header|hgroup|mark|meter|nav|output|progress|section|summary|time|video",fa=/ jQuery\d+="(?:null|\d+)"/g,ga=new RegExp("<(?:"+ea+")[\\s/>]","i"),ha=/^\s+/,ia=/<(?!area|br|col|embed|hr|img|input|link|meta|param)(([\w:]+)[^>]*)\/>/gi,ja=/<([\w:]+)/,ka=/<tbody/i,la=/<|&#?\w+;/,ma=/<(?:script|style|link)/i,na=/checked\s*(?:[^=]|=\s*.checked.)/i,oa=/^$|\/(?:java|ecma)script/i,pa=/^true\/(.*)/,qa=/^\s*<!(?:\[CDATA\[|--)|(?:\]\]|--)>\s*$/g,ra={option:[1,"<select multiple='multiple'>","</select>"],legend:[1,"<fieldset>","</fieldset>"],area:[1,"<map>","</map>"],param:[1,"<object>","</object>"],thead:[1,"<table>","</table>"],tr:[2,"<table><tbody>","</tbody></table>"],col:[2,"<table><tbody></tbody><colgroup>","</colgroup></table>"],td:[3,"<table><tbody><tr>","</tr></tbody></table>"],_default:k.htmlSerialize?[0,"",""]:[1,"X<div>","</div>"]},sa=da(y),ta=sa.appendChild(y.createElement("div"));ra.optgroup=ra.option,ra.tbody=ra.tfoot=ra.colgroup=ra.caption=ra.thead,ra.th=ra.td;function ua(a,b){var c,d,e=0,f=typeof a.getElementsByTagName!==K?a.getElementsByTagName(b||"*"):typeof a.querySelectorAll!==K?a.querySelectorAll(b||"*"):void 0;if(!f)for(f=[],c=a.childNodes||a;null!=(d=c[e]);e++)!b||m.nodeName(d,b)?f.push(d):m.merge(f,ua(d,b));return void 0===b||b&&m.nodeName(a,b)?m.merge([a],f):f}function va(a){W.test(a.type)&&(a.defaultChecked=a.checked)}function wa(a,b){return m.nodeName(a,"table")&&m.nodeName(11!==b.nodeType?b:b.firstChild,"tr")?a.getElementsByTagName("tbody")[0]||a.appendChild(a.ownerDocument.createElement("tbody")):a}function xa(a){return a.type=(null!==m.find.attr(a,"type"))+"/"+a.type,a}function ya(a){var b=pa.exec(a.type);return b?a.type=b[1]:a.removeAttribute("type"),a}function za(a,b){for(var c,d=0;null!=(c=a[d]);d++)m._data(c,"globalEval",!b||m._data(b[d],"globalEval"))}function Aa(a,b){if(1===b.nodeType&&m.hasData(a)){var c,d,e,f=m._data(a),g=m._data(b,f),h=f.events;if(h){delete g.handle,g.events={};for(c in h)for(d=0,e=h[c].length;e>d;d++)m.event.add(b,c,h[c][d])}g.data&&(g.data=m.extend({},g.data))}}function Ba(a,b){var c,d,e;if(1===b.nodeType){if(c=b.nodeName.toLowerCase(),!k.noCloneEvent&&b[m.expando]){e=m._data(b);for(d in e.events)m.removeEvent(b,d,e.handle);b.removeAttribute(m.expando)}"script"===c&&b.text!==a.text?(xa(b).text=a.text,ya(b)):"object"===c?(b.parentNode&&(b.outerHTML=a.outerHTML),k.html5Clone&&a.innerHTML&&!m.trim(b.innerHTML)&&(b.innerHTML=a.innerHTML)):"input"===c&&W.test(a.type)?(b.defaultChecked=b.checked=a.checked,b.value!==a.value&&(b.value=a.value)):"option"===c?b.defaultSelected=b.selected=a.defaultSelected:("input"===c||"textarea"===c)&&(b.defaultValue=a.defaultValue)}}m.extend({clone:function(a,b,c){var d,e,f,g,h,i=m.contains(a.ownerDocument,a);if(k.html5Clone||m.isXMLDoc(a)||!ga.test("<"+a.nodeName+">")?f=a.cloneNode(!0):(ta.innerHTML=a.outerHTML,ta.removeChild(f=ta.firstChild)),!(k.noCloneEvent&&k.noCloneChecked||1!==a.nodeType&&11!==a.nodeType||m.isXMLDoc(a)))for(d=ua(f),h=ua(a),g=0;null!=(e=h[g]);++g)d[g]&&Ba(e,d[g]);if(b)if(c)for(h=h||ua(a),d=d||ua(f),g=0;null!=(e=h[g]);g++)Aa(e,d[g]);else Aa(a,f);return d=ua(f,"script"),d.length>0&&za(d,!i&&ua(a,"script")),d=h=e=null,f},buildFragment:function(a,b,c,d){for(var e,f,g,h,i,j,l,n=a.length,o=da(b),p=[],q=0;n>q;q++)if(f=a[q],f||0===f)if("object"===m.type(f))m.merge(p,f.nodeType?[f]:f);else if(la.test(f)){h=h||o.appendChild(b.createElement("div")),i=(ja.exec(f)||["",""])[1].toLowerCase(),l=ra[i]||ra._default,h.innerHTML=l[1]+f.replace(ia,"<$1></$2>")+l[2],e=l[0];while(e--)h=h.lastChild;if(!k.leadingWhitespace&&ha.test(f)&&p.push(b.createTextNode(ha.exec(f)[0])),!k.tbody){f="table"!==i||ka.test(f)?"<table>"!==l[1]||ka.test(f)?0:h:h.firstChild,e=f&&f.childNodes.length;while(e--)m.nodeName(j=f.childNodes[e],"tbody")&&!j.childNodes.length&&f.removeChild(j)}m.merge(p,h.childNodes),h.textContent="";while(h.firstChild)h.removeChild(h.firstChild);h=o.lastChild}else p.push(b.createTextNode(f));h&&o.removeChild(h),k.appendChecked||m.grep(ua(p,"input"),va),q=0;while(f=p[q++])if((!d||-1===m.inArray(f,d))&&(g=m.contains(f.ownerDocument,f),h=ua(o.appendChild(f),"script"),g&&za(h),c)){e=0;while(f=h[e++])oa.test(f.type||"")&&c.push(f)}return h=null,o},cleanData:function(a,b){for(var d,e,f,g,h=0,i=m.expando,j=m.cache,l=k.deleteExpando,n=m.event.special;null!=(d=a[h]);h++)if((b||m.acceptData(d))&&(f=d[i],g=f&&j[f])){if(g.events)for(e in g.events)n[e]?m.event.remove(d,e):m.removeEvent(d,e,g.handle);j[f]&&(delete j[f],l?delete d[i]:typeof d.removeAttribute!==K?d.removeAttribute(i):d[i]=null,c.push(f))}}}),m.fn.extend({text:function(a){return V(this,function(a){return void 0===a?m.text(this):this.empty().append((this[0]&&this[0].ownerDocument||y).createTextNode(a))},null,a,arguments.length)},append:function(){return this.domManip(arguments,function(a){if(1===this.nodeType||11===this.nodeType||9===this.nodeType){var b=wa(this,a);b.appendChild(a)}})},prepend:function(){return this.domManip(arguments,function(a){if(1===this.nodeType||11===this.nodeType||9===this.nodeType){var b=wa(this,a);b.insertBefore(a,b.firstChild)}})},before:function(){return this.domManip(arguments,function(a){this.parentNode&&this.parentNode.insertBefore(a,this)})},after:function(){return this.domManip(arguments,function(a){this.parentNode&&this.parentNode.insertBefore(a,this.nextSibling)})},remove:function(a,b){for(var c,d=a?m.filter(a,this):this,e=0;null!=(c=d[e]);e++)b||1!==c.nodeType||m.cleanData(ua(c)),c.parentNode&&(b&&m.contains(c.ownerDocument,c)&&za(ua(c,"script")),c.parentNode.removeChild(c));return this},empty:function(){for(var a,b=0;null!=(a=this[b]);b++){1===a.nodeType&&m.cleanData(ua(a,!1));while(a.firstChild)a.removeChild(a.firstChild);a.options&&m.nodeName(a,"select")&&(a.options.length=0)}return this},clone:function(a,b){return a=null==a?!1:a,b=null==b?a:b,this.map(function(){return m.clone(this,a,b)})},html:function(a){return V(this,function(a){var b=this[0]||{},c=0,d=this.length;if(void 0===a)return 1===b.nodeType?b.innerHTML.replace(fa,""):void 0;if(!("string"!=typeof a||ma.test(a)||!k.htmlSerialize&&ga.test(a)||!k.leadingWhitespace&&ha.test(a)||ra[(ja.exec(a)||["",""])[1].toLowerCase()])){a=a.replace(ia,"<$1></$2>");try{for(;d>c;c++)b=this[c]||{},1===b.nodeType&&(m.cleanData(ua(b,!1)),b.innerHTML=a);b=0}catch(e){}}b&&this.empty().append(a)},null,a,arguments.length)},replaceWith:function(){var a=arguments[0];return this.domManip(arguments,function(b){a=this.parentNode,m.cleanData(ua(this)),a&&a.replaceChild(b,this)}),a&&(a.length||a.nodeType)?this:this.remove()},detach:function(a){return this.remove(a,!0)},domManip:function(a,b){a=e.apply([],a);var c,d,f,g,h,i,j=0,l=this.length,n=this,o=l-1,p=a[0],q=m.isFunction(p);if(q||l>1&&"string"==typeof p&&!k.checkClone&&na.test(p))return this.each(function(c){var d=n.eq(c);q&&(a[0]=p.call(this,c,d.html())),d.domManip(a,b)});if(l&&(i=m.buildFragment(a,this[0].ownerDocument,!1,this),c=i.firstChild,1===i.childNodes.length&&(i=c),c)){for(g=m.map(ua(i,"script"),xa),f=g.length;l>j;j++)d=i,j!==o&&(d=m.clone(d,!0,!0),f&&m.merge(g,ua(d,"script"))),b.call(this[j],d,j);if(f)for(h=g[g.length-1].ownerDocument,m.map(g,ya),j=0;f>j;j++)d=g[j],oa.test(d.type||"")&&!m._data(d,"globalEval")&&m.contains(h,d)&&(d.src?m._evalUrl&&m._evalUrl(d.src):m.globalEval((d.text||d.textContent||d.innerHTML||"").replace(qa,"")));i=c=null}return this}}),m.each({appendTo:"append",prependTo:"prepend",insertBefore:"before",insertAfter:"after",replaceAll:"replaceWith"},function(a,b){m.fn[a]=function(a){for(var c,d=0,e=[],g=m(a),h=g.length-1;h>=d;d++)c=d===h?this:this.clone(!0),m(g[d])[b](c),f.apply(e,c.get());return this.pushStack(e)}});var Ca,Da={};function Ea(b,c){var d,e=m(c.createElement(b)).appendTo(c.body),f=a.getDefaultComputedStyle&&(d=a.getDefaultComputedStyle(e[0]))?d.display:m.css(e[0],"display");return e.detach(),f}function Fa(a){var b=y,c=Da[a];return c||(c=Ea(a,b),"none"!==c&&c||(Ca=(Ca||m("<iframe frameborder='0' width='0' height='0'/>")).appendTo(b.documentElement),b=(Ca[0].contentWindow||Ca[0].contentDocument).document,b.write(),b.close(),c=Ea(a,b),Ca.detach()),Da[a]=c),c}!function(){var a;k.shrinkWrapBlocks=function(){if(null!=a)return a;a=!1;var b,c,d;return c=y.getElementsByTagName("body")[0],c&&c.style?(b=y.createElement("div"),d=y.createElement("div"),d.style.cssText="position:absolute;border:0;width:0;height:0;top:0;left:-9999px",c.appendChild(d).appendChild(b),typeof b.style.zoom!==K&&(b.style.cssText="-webkit-box-sizing:content-box;-moz-box-sizing:content-box;box-sizing:content-box;display:block;margin:0;border:0;padding:1px;width:1px;zoom:1",b.appendChild(y.createElement("div")).style.width="5px",a=3!==b.offsetWidth),c.removeChild(d),a):void 0}}();var Ga=/^margin/,Ha=new RegExp("^("+S+")(?!px)[a-z%]+$","i"),Ia,Ja,Ka=/^(top|right|bottom|left)$/;a.getComputedStyle?(Ia=function(b){return b.ownerDocument.defaultView.opener?b.ownerDocument.defaultView.getComputedStyle(b,null):a.getComputedStyle(b,null)},Ja=function(a,b,c){var d,e,f,g,h=a.style;return c=c||Ia(a),g=c?c.getPropertyValue(b)||c[b]:void 0,c&&(""!==g||m.contains(a.ownerDocument,a)||(g=m.style(a,b)),Ha.test(g)&&Ga.test(b)&&(d=h.width,e=h.minWidth,f=h.maxWidth,h.minWidth=h.maxWidth=h.width=g,g=c.width,h.width=d,h.minWidth=e,h.maxWidth=f)),void 0===g?g:g+""}):y.documentElement.currentStyle&&(Ia=function(a){return a.currentStyle},Ja=function(a,b,c){var d,e,f,g,h=a.style;return c=c||Ia(a),g=c?c[b]:void 0,null==g&&h&&h[b]&&(g=h[b]),Ha.test(g)&&!Ka.test(b)&&(d=h.left,e=a.runtimeStyle,f=e&&e.left,f&&(e.left=a.currentStyle.left),h.left="fontSize"===b?"1em":g,g=h.pixelLeft+"px",h.left=d,f&&(e.left=f)),void 0===g?g:g+""||"auto"});function La(a,b){return{get:function(){var c=a();if(null!=c)return c?void delete this.get:(this.get=b).apply(this,arguments)}}}!function(){var b,c,d,e,f,g,h;if(b=y.createElement("div"),b.innerHTML="  <link/><table></table><a href='/a'>a</a><input type='checkbox'/>",d=b.getElementsByTagName("a")[0],c=d&&d.style){c.cssText="float:left;opacity:.5",k.opacity="0.5"===c.opacity,k.cssFloat=!!c.cssFloat,b.style.backgroundClip="content-box",b.cloneNode(!0).style.backgroundClip="",k.clearCloneStyle="content-box"===b.style.backgroundClip,k.boxSizing=""===c.boxSizing||""===c.MozBoxSizing||""===c.WebkitBoxSizing,m.extend(k,{reliableHiddenOffsets:function(){return null==g&&i(),g},boxSizingReliable:function(){return null==f&&i(),f},pixelPosition:function(){return null==e&&i(),e},reliableMarginRight:function(){return null==h&&i(),h}});function i(){var b,c,d,i;c=y.getElementsByTagName("body")[0],c&&c.style&&(b=y.createElement("div"),d=y.createElement("div"),d.style.cssText="position:absolute;border:0;width:0;height:0;top:0;left:-9999px",c.appendChild(d).appendChild(b),b.style.cssText="-webkit-box-sizing:border-box;-moz-box-sizing:border-box;box-sizing:border-box;display:block;margin-top:1%;top:1%;border:1px;padding:1px;width:4px;position:absolute",e=f=!1,h=!0,a.getComputedStyle&&(e="1%"!==(a.getComputedStyle(b,null)||{}).top,f="4px"===(a.getComputedStyle(b,null)||{width:"4px"}).width,i=b.appendChild(y.createElement("div")),i.style.cssText=b.style.cssText="-webkit-box-sizing:content-box;-moz-box-sizing:content-box;box-sizing:content-box;display:block;margin:0;border:0;padding:0",i.style.marginRight=i.style.width="0",b.style.width="1px",h=!parseFloat((a.getComputedStyle(i,null)||{}).marginRight),b.removeChild(i)),b.innerHTML="<table><tr><td></td><td>t</td></tr></table>",i=b.getElementsByTagName("td"),i[0].style.cssText="margin:0;border:0;padding:0;display:none",g=0===i[0].offsetHeight,g&&(i[0].style.display="",i[1].style.display="none",g=0===i[0].offsetHeight),c.removeChild(d))}}}(),m.swap=function(a,b,c,d){var e,f,g={};for(f in b)g[f]=a.style[f],a.style[f]=b[f];e=c.apply(a,d||[]);for(f in b)a.style[f]=g[f];return e};var Ma=/alpha\([^)]*\)/i,Na=/opacity\s*=\s*([^)]*)/,Oa=/^(none|table(?!-c[ea]).+)/,Pa=new RegExp("^("+S+")(.*)$","i"),Qa=new RegExp("^([+-])=("+S+")","i"),Ra={position:"absolute",visibility:"hidden",display:"block"},Sa={letterSpacing:"0",fontWeight:"400"},Ta=["Webkit","O","Moz","ms"];function Ua(a,b){if(b in a)return b;var c=b.charAt(0).toUpperCase()+b.slice(1),d=b,e=Ta.length;while(e--)if(b=Ta[e]+c,b in a)return b;return d}function Va(a,b){for(var c,d,e,f=[],g=0,h=a.length;h>g;g++)d=a[g],d.style&&(f[g]=m._data(d,"olddisplay"),c=d.style.display,b?(f[g]||"none"!==c||(d.style.display=""),""===d.style.display&&U(d)&&(f[g]=m._data(d,"olddisplay",Fa(d.nodeName)))):(e=U(d),(c&&"none"!==c||!e)&&m._data(d,"olddisplay",e?c:m.css(d,"display"))));for(g=0;h>g;g++)d=a[g],d.style&&(b&&"none"!==d.style.display&&""!==d.style.display||(d.style.display=b?f[g]||"":"none"));return a}function Wa(a,b,c){var d=Pa.exec(b);return d?Math.max(0,d[1]-(c||0))+(d[2]||"px"):b}function Xa(a,b,c,d,e){for(var f=c===(d?"border":"content")?4:"width"===b?1:0,g=0;4>f;f+=2)"margin"===c&&(g+=m.css(a,c+T[f],!0,e)),d?("content"===c&&(g-=m.css(a,"padding"+T[f],!0,e)),"margin"!==c&&(g-=m.css(a,"border"+T[f]+"Width",!0,e))):(g+=m.css(a,"padding"+T[f],!0,e),"padding"!==c&&(g+=m.css(a,"border"+T[f]+"Width",!0,e)));return g}function Ya(a,b,c){var d=!0,e="width"===b?a.offsetWidth:a.offsetHeight,f=Ia(a),g=k.boxSizing&&"border-box"===m.css(a,"boxSizing",!1,f);if(0>=e||null==e){if(e=Ja(a,b,f),(0>e||null==e)&&(e=a.style[b]),Ha.test(e))return e;d=g&&(k.boxSizingReliable()||e===a.style[b]),e=parseFloat(e)||0}return e+Xa(a,b,c||(g?"border":"content"),d,f)+"px"}m.extend({cssHooks:{opacity:{get:function(a,b){if(b){var c=Ja(a,"opacity");return""===c?"1":c}}}},cssNumber:{columnCount:!0,fillOpacity:!0,flexGrow:!0,flexShrink:!0,fontWeight:!0,lineHeight:!0,opacity:!0,order:!0,orphans:!0,widows:!0,zIndex:!0,zoom:!0},cssProps:{"float":k.cssFloat?"cssFloat":"styleFloat"},style:function(a,b,c,d){if(a&&3!==a.nodeType&&8!==a.nodeType&&a.style){var e,f,g,h=m.camelCase(b),i=a.style;if(b=m.cssProps[h]||(m.cssProps[h]=Ua(i,h)),g=m.cssHooks[b]||m.cssHooks[h],void 0===c)return g&&"get"in g&&void 0!==(e=g.get(a,!1,d))?e:i[b];if(f=typeof c,"string"===f&&(e=Qa.exec(c))&&(c=(e[1]+1)*e[2]+parseFloat(m.css(a,b)),f="number"),null!=c&&c===c&&("number"!==f||m.cssNumber[h]||(c+="px"),k.clearCloneStyle||""!==c||0!==b.indexOf("background")||(i[b]="inherit"),!(g&&"set"in g&&void 0===(c=g.set(a,c,d)))))try{i[b]=c}catch(j){}}},css:function(a,b,c,d){var e,f,g,h=m.camelCase(b);return b=m.cssProps[h]||(m.cssProps[h]=Ua(a.style,h)),g=m.cssHooks[b]||m.cssHooks[h],g&&"get"in g&&(f=g.get(a,!0,c)),void 0===f&&(f=Ja(a,b,d)),"normal"===f&&b in Sa&&(f=Sa[b]),""===c||c?(e=parseFloat(f),c===!0||m.isNumeric(e)?e||0:f):f}}),m.each(["height","width"],function(a,b){m.cssHooks[b]={get:function(a,c,d){return c?Oa.test(m.css(a,"display"))&&0===a.offsetWidth?m.swap(a,Ra,function(){return Ya(a,b,d)}):Ya(a,b,d):void 0},set:function(a,c,d){var e=d&&Ia(a);return Wa(a,c,d?Xa(a,b,d,k.boxSizing&&"border-box"===m.css(a,"boxSizing",!1,e),e):0)}}}),k.opacity||(m.cssHooks.opacity={get:function(a,b){return Na.test((b&&a.currentStyle?a.currentStyle.filter:a.style.filter)||"")?.01*parseFloat(RegExp.$1)+"":b?"1":""},set:function(a,b){var c=a.style,d=a.currentStyle,e=m.isNumeric(b)?"alpha(opacity="+100*b+")":"",f=d&&d.filter||c.filter||"";c.zoom=1,(b>=1||""===b)&&""===m.trim(f.replace(Ma,""))&&c.removeAttribute&&(c.removeAttribute("filter"),""===b||d&&!d.filter)||(c.filter=Ma.test(f)?f.replace(Ma,e):f+" "+e)}}),m.cssHooks.marginRight=La(k.reliableMarginRight,function(a,b){return b?m.swap(a,{display:"inline-block"},Ja,[a,"marginRight"]):void 0}),m.each({margin:"",padding:"",border:"Width"},function(a,b){m.cssHooks[a+b]={expand:function(c){for(var d=0,e={},f="string"==typeof c?c.split(" "):[c];4>d;d++)e[a+T[d]+b]=f[d]||f[d-2]||f[0];return e}},Ga.test(a)||(m.cssHooks[a+b].set=Wa)}),m.fn.extend({css:function(a,b){return V(this,function(a,b,c){var d,e,f={},g=0;if(m.isArray(b)){for(d=Ia(a),e=b.length;e>g;g++)f[b[g]]=m.css(a,b[g],!1,d);return f}return void 0!==c?m.style(a,b,c):m.css(a,b)},a,b,arguments.length>1)},show:function(){return Va(this,!0)},hide:function(){return Va(this)},toggle:function(a){return"boolean"==typeof a?a?this.show():this.hide():this.each(function(){U(this)?m(this).show():m(this).hide()})}});function Za(a,b,c,d,e){
return new Za.prototype.init(a,b,c,d,e)}m.Tween=Za,Za.prototype={constructor:Za,init:function(a,b,c,d,e,f){this.elem=a,this.prop=c,this.easing=e||"swing",this.options=b,this.start=this.now=this.cur(),this.end=d,this.unit=f||(m.cssNumber[c]?"":"px")},cur:function(){var a=Za.propHooks[this.prop];return a&&a.get?a.get(this):Za.propHooks._default.get(this)},run:function(a){var b,c=Za.propHooks[this.prop];return this.options.duration?this.pos=b=m.easing[this.easing](a,this.options.duration*a,0,1,this.options.duration):this.pos=b=a,this.now=(this.end-this.start)*b+this.start,this.options.step&&this.options.step.call(this.elem,this.now,this),c&&c.set?c.set(this):Za.propHooks._default.set(this),this}},Za.prototype.init.prototype=Za.prototype,Za.propHooks={_default:{get:function(a){var b;return null==a.elem[a.prop]||a.elem.style&&null!=a.elem.style[a.prop]?(b=m.css(a.elem,a.prop,""),b&&"auto"!==b?b:0):a.elem[a.prop]},set:function(a){m.fx.step[a.prop]?m.fx.step[a.prop](a):a.elem.style&&(null!=a.elem.style[m.cssProps[a.prop]]||m.cssHooks[a.prop])?m.style(a.elem,a.prop,a.now+a.unit):a.elem[a.prop]=a.now}}},Za.propHooks.scrollTop=Za.propHooks.scrollLeft={set:function(a){a.elem.nodeType&&a.elem.parentNode&&(a.elem[a.prop]=a.now)}},m.easing={linear:function(a){return a},swing:function(a){return.5-Math.cos(a*Math.PI)/2}},m.fx=Za.prototype.init,m.fx.step={};var $a,_a,ab=/^(?:toggle|show|hide)$/,bb=new RegExp("^(?:([+-])=|)("+S+")([a-z%]*)$","i"),cb=/queueHooks$/,db=[ib],eb={"*":[function(a,b){var c=this.createTween(a,b),d=c.cur(),e=bb.exec(b),f=e&&e[3]||(m.cssNumber[a]?"":"px"),g=(m.cssNumber[a]||"px"!==f&&+d)&&bb.exec(m.css(c.elem,a)),h=1,i=20;if(g&&g[3]!==f){f=f||g[3],e=e||[],g=+d||1;do h=h||".5",g/=h,m.style(c.elem,a,g+f);while(h!==(h=c.cur()/d)&&1!==h&&--i)}return e&&(g=c.start=+g||+d||0,c.unit=f,c.end=e[1]?g+(e[1]+1)*e[2]:+e[2]),c}]};function fb(){return setTimeout(function(){$a=void 0}),$a=m.now()}function gb(a,b){var c,d={height:a},e=0;for(b=b?1:0;4>e;e+=2-b)c=T[e],d["margin"+c]=d["padding"+c]=a;return b&&(d.opacity=d.width=a),d}function hb(a,b,c){for(var d,e=(eb[b]||[]).concat(eb["*"]),f=0,g=e.length;g>f;f++)if(d=e[f].call(c,b,a))return d}function ib(a,b,c){var d,e,f,g,h,i,j,l,n=this,o={},p=a.style,q=a.nodeType&&U(a),r=m._data(a,"fxshow");c.queue||(h=m._queueHooks(a,"fx"),null==h.unqueued&&(h.unqueued=0,i=h.empty.fire,h.empty.fire=function(){h.unqueued||i()}),h.unqueued++,n.always(function(){n.always(function(){h.unqueued--,m.queue(a,"fx").length||h.empty.fire()})})),1===a.nodeType&&("height"in b||"width"in b)&&(c.overflow=[p.overflow,p.overflowX,p.overflowY],j=m.css(a,"display"),l="none"===j?m._data(a,"olddisplay")||Fa(a.nodeName):j,"inline"===l&&"none"===m.css(a,"float")&&(k.inlineBlockNeedsLayout&&"inline"!==Fa(a.nodeName)?p.zoom=1:p.display="inline-block")),c.overflow&&(p.overflow="hidden",k.shrinkWrapBlocks()||n.always(function(){p.overflow=c.overflow[0],p.overflowX=c.overflow[1],p.overflowY=c.overflow[2]}));for(d in b)if(e=b[d],ab.exec(e)){if(delete b[d],f=f||"toggle"===e,e===(q?"hide":"show")){if("show"!==e||!r||void 0===r[d])continue;q=!0}o[d]=r&&r[d]||m.style(a,d)}else j=void 0;if(m.isEmptyObject(o))"inline"===("none"===j?Fa(a.nodeName):j)&&(p.display=j);else{r?"hidden"in r&&(q=r.hidden):r=m._data(a,"fxshow",{}),f&&(r.hidden=!q),q?m(a).show():n.done(function(){m(a).hide()}),n.done(function(){var b;m._removeData(a,"fxshow");for(b in o)m.style(a,b,o[b])});for(d in o)g=hb(q?r[d]:0,d,n),d in r||(r[d]=g.start,q&&(g.end=g.start,g.start="width"===d||"height"===d?1:0))}}function jb(a,b){var c,d,e,f,g;for(c in a)if(d=m.camelCase(c),e=b[d],f=a[c],m.isArray(f)&&(e=f[1],f=a[c]=f[0]),c!==d&&(a[d]=f,delete a[c]),g=m.cssHooks[d],g&&"expand"in g){f=g.expand(f),delete a[d];for(c in f)c in a||(a[c]=f[c],b[c]=e)}else b[d]=e}function kb(a,b,c){var d,e,f=0,g=db.length,h=m.Deferred().always(function(){delete i.elem}),i=function(){if(e)return!1;for(var b=$a||fb(),c=Math.max(0,j.startTime+j.duration-b),d=c/j.duration||0,f=1-d,g=0,i=j.tweens.length;i>g;g++)j.tweens[g].run(f);return h.notifyWith(a,[j,f,c]),1>f&&i?c:(h.resolveWith(a,[j]),!1)},j=h.promise({elem:a,props:m.extend({},b),opts:m.extend(!0,{specialEasing:{}},c),originalProperties:b,originalOptions:c,startTime:$a||fb(),duration:c.duration,tweens:[],createTween:function(b,c){var d=m.Tween(a,j.opts,b,c,j.opts.specialEasing[b]||j.opts.easing);return j.tweens.push(d),d},stop:function(b){var c=0,d=b?j.tweens.length:0;if(e)return this;for(e=!0;d>c;c++)j.tweens[c].run(1);return b?h.resolveWith(a,[j,b]):h.rejectWith(a,[j,b]),this}}),k=j.props;for(jb(k,j.opts.specialEasing);g>f;f++)if(d=db[f].call(j,a,k,j.opts))return d;return m.map(k,hb,j),m.isFunction(j.opts.start)&&j.opts.start.call(a,j),m.fx.timer(m.extend(i,{elem:a,anim:j,queue:j.opts.queue})),j.progress(j.opts.progress).done(j.opts.done,j.opts.complete).fail(j.opts.fail).always(j.opts.always)}m.Animation=m.extend(kb,{tweener:function(a,b){m.isFunction(a)?(b=a,a=["*"]):a=a.split(" ");for(var c,d=0,e=a.length;e>d;d++)c=a[d],eb[c]=eb[c]||[],eb[c].unshift(b)},prefilter:function(a,b){b?db.unshift(a):db.push(a)}}),m.speed=function(a,b,c){var d=a&&"object"==typeof a?m.extend({},a):{complete:c||!c&&b||m.isFunction(a)&&a,duration:a,easing:c&&b||b&&!m.isFunction(b)&&b};return d.duration=m.fx.off?0:"number"==typeof d.duration?d.duration:d.duration in m.fx.speeds?m.fx.speeds[d.duration]:m.fx.speeds._default,(null==d.queue||d.queue===!0)&&(d.queue="fx"),d.old=d.complete,d.complete=function(){m.isFunction(d.old)&&d.old.call(this),d.queue&&m.dequeue(this,d.queue)},d},m.fn.extend({fadeTo:function(a,b,c,d){return this.filter(U).css("opacity",0).show().end().animate({opacity:b},a,c,d)},animate:function(a,b,c,d){var e=m.isEmptyObject(a),f=m.speed(b,c,d),g=function(){var b=kb(this,m.extend({},a),f);(e||m._data(this,"finish"))&&b.stop(!0)};return g.finish=g,e||f.queue===!1?this.each(g):this.queue(f.queue,g)},stop:function(a,b,c){var d=function(a){var b=a.stop;delete a.stop,b(c)};return"string"!=typeof a&&(c=b,b=a,a=void 0),b&&a!==!1&&this.queue(a||"fx",[]),this.each(function(){var b=!0,e=null!=a&&a+"queueHooks",f=m.timers,g=m._data(this);if(e)g[e]&&g[e].stop&&d(g[e]);else for(e in g)g[e]&&g[e].stop&&cb.test(e)&&d(g[e]);for(e=f.length;e--;)f[e].elem!==this||null!=a&&f[e].queue!==a||(f[e].anim.stop(c),b=!1,f.splice(e,1));(b||!c)&&m.dequeue(this,a)})},finish:function(a){return a!==!1&&(a=a||"fx"),this.each(function(){var b,c=m._data(this),d=c[a+"queue"],e=c[a+"queueHooks"],f=m.timers,g=d?d.length:0;for(c.finish=!0,m.queue(this,a,[]),e&&e.stop&&e.stop.call(this,!0),b=f.length;b--;)f[b].elem===this&&f[b].queue===a&&(f[b].anim.stop(!0),f.splice(b,1));for(b=0;g>b;b++)d[b]&&d[b].finish&&d[b].finish.call(this);delete c.finish})}}),m.each(["toggle","show","hide"],function(a,b){var c=m.fn[b];m.fn[b]=function(a,d,e){return null==a||"boolean"==typeof a?c.apply(this,arguments):this.animate(gb(b,!0),a,d,e)}}),m.each({slideDown:gb("show"),slideUp:gb("hide"),slideToggle:gb("toggle"),fadeIn:{opacity:"show"},fadeOut:{opacity:"hide"},fadeToggle:{opacity:"toggle"}},function(a,b){m.fn[a]=function(a,c,d){return this.animate(b,a,c,d)}}),m.timers=[],m.fx.tick=function(){var a,b=m.timers,c=0;for($a=m.now();c<b.length;c++)a=b[c],a()||b[c]!==a||b.splice(c--,1);b.length||m.fx.stop(),$a=void 0},m.fx.timer=function(a){m.timers.push(a),a()?m.fx.start():m.timers.pop()},m.fx.interval=13,m.fx.start=function(){_a||(_a=setInterval(m.fx.tick,m.fx.interval))},m.fx.stop=function(){clearInterval(_a),_a=null},m.fx.speeds={slow:600,fast:200,_default:400},m.fn.delay=function(a,b){return a=m.fx?m.fx.speeds[a]||a:a,b=b||"fx",this.queue(b,function(b,c){var d=setTimeout(b,a);c.stop=function(){clearTimeout(d)}})},function(){var a,b,c,d,e;b=y.createElement("div"),b.setAttribute("className","t"),b.innerHTML="  <link/><table></table><a href='/a'>a</a><input type='checkbox'/>",d=b.getElementsByTagName("a")[0],c=y.createElement("select"),e=c.appendChild(y.createElement("option")),a=b.getElementsByTagName("input")[0],d.style.cssText="top:1px",k.getSetAttribute="t"!==b.className,k.style=/top/.test(d.getAttribute("style")),k.hrefNormalized="/a"===d.getAttribute("href"),k.checkOn=!!a.value,k.optSelected=e.selected,k.enctype=!!y.createElement("form").enctype,c.disabled=!0,k.optDisabled=!e.disabled,a=y.createElement("input"),a.setAttribute("value",""),k.input=""===a.getAttribute("value"),a.value="t",a.setAttribute("type","radio"),k.radioValue="t"===a.value}();var lb=/\r/g;m.fn.extend({val:function(a){var b,c,d,e=this[0];{if(arguments.length)return d=m.isFunction(a),this.each(function(c){var e;1===this.nodeType&&(e=d?a.call(this,c,m(this).val()):a,null==e?e="":"number"==typeof e?e+="":m.isArray(e)&&(e=m.map(e,function(a){return null==a?"":a+""})),b=m.valHooks[this.type]||m.valHooks[this.nodeName.toLowerCase()],b&&"set"in b&&void 0!==b.set(this,e,"value")||(this.value=e))});if(e)return b=m.valHooks[e.type]||m.valHooks[e.nodeName.toLowerCase()],b&&"get"in b&&void 0!==(c=b.get(e,"value"))?c:(c=e.value,"string"==typeof c?c.replace(lb,""):null==c?"":c)}}}),m.extend({valHooks:{option:{get:function(a){var b=m.find.attr(a,"value");return null!=b?b:m.trim(m.text(a))}},select:{get:function(a){for(var b,c,d=a.options,e=a.selectedIndex,f="select-one"===a.type||0>e,g=f?null:[],h=f?e+1:d.length,i=0>e?h:f?e:0;h>i;i++)if(c=d[i],!(!c.selected&&i!==e||(k.optDisabled?c.disabled:null!==c.getAttribute("disabled"))||c.parentNode.disabled&&m.nodeName(c.parentNode,"optgroup"))){if(b=m(c).val(),f)return b;g.push(b)}return g},set:function(a,b){var c,d,e=a.options,f=m.makeArray(b),g=e.length;while(g--)if(d=e[g],m.inArray(m.valHooks.option.get(d),f)>=0)try{d.selected=c=!0}catch(h){d.scrollHeight}else d.selected=!1;return c||(a.selectedIndex=-1),e}}}}),m.each(["radio","checkbox"],function(){m.valHooks[this]={set:function(a,b){return m.isArray(b)?a.checked=m.inArray(m(a).val(),b)>=0:void 0}},k.checkOn||(m.valHooks[this].get=function(a){return null===a.getAttribute("value")?"on":a.value})});var mb,nb,ob=m.expr.attrHandle,pb=/^(?:checked|selected)$/i,qb=k.getSetAttribute,rb=k.input;m.fn.extend({attr:function(a,b){return V(this,m.attr,a,b,arguments.length>1)},removeAttr:function(a){return this.each(function(){m.removeAttr(this,a)})}}),m.extend({attr:function(a,b,c){var d,e,f=a.nodeType;if(a&&3!==f&&8!==f&&2!==f)return typeof a.getAttribute===K?m.prop(a,b,c):(1===f&&m.isXMLDoc(a)||(b=b.toLowerCase(),d=m.attrHooks[b]||(m.expr.match.bool.test(b)?nb:mb)),void 0===c?d&&"get"in d&&null!==(e=d.get(a,b))?e:(e=m.find.attr(a,b),null==e?void 0:e):null!==c?d&&"set"in d&&void 0!==(e=d.set(a,c,b))?e:(a.setAttribute(b,c+""),c):void m.removeAttr(a,b))},removeAttr:function(a,b){var c,d,e=0,f=b&&b.match(E);if(f&&1===a.nodeType)while(c=f[e++])d=m.propFix[c]||c,m.expr.match.bool.test(c)?rb&&qb||!pb.test(c)?a[d]=!1:a[m.camelCase("default-"+c)]=a[d]=!1:m.attr(a,c,""),a.removeAttribute(qb?c:d)},attrHooks:{type:{set:function(a,b){if(!k.radioValue&&"radio"===b&&m.nodeName(a,"input")){var c=a.value;return a.setAttribute("type",b),c&&(a.value=c),b}}}}}),nb={set:function(a,b,c){return b===!1?m.removeAttr(a,c):rb&&qb||!pb.test(c)?a.setAttribute(!qb&&m.propFix[c]||c,c):a[m.camelCase("default-"+c)]=a[c]=!0,c}},m.each(m.expr.match.bool.source.match(/\w+/g),function(a,b){var c=ob[b]||m.find.attr;ob[b]=rb&&qb||!pb.test(b)?function(a,b,d){var e,f;return d||(f=ob[b],ob[b]=e,e=null!=c(a,b,d)?b.toLowerCase():null,ob[b]=f),e}:function(a,b,c){return c?void 0:a[m.camelCase("default-"+b)]?b.toLowerCase():null}}),rb&&qb||(m.attrHooks.value={set:function(a,b,c){return m.nodeName(a,"input")?void(a.defaultValue=b):mb&&mb.set(a,b,c)}}),qb||(mb={set:function(a,b,c){var d=a.getAttributeNode(c);return d||a.setAttributeNode(d=a.ownerDocument.createAttribute(c)),d.value=b+="","value"===c||b===a.getAttribute(c)?b:void 0}},ob.id=ob.name=ob.coords=function(a,b,c){var d;return c?void 0:(d=a.getAttributeNode(b))&&""!==d.value?d.value:null},m.valHooks.button={get:function(a,b){var c=a.getAttributeNode(b);return c&&c.specified?c.value:void 0},set:mb.set},m.attrHooks.contenteditable={set:function(a,b,c){mb.set(a,""===b?!1:b,c)}},m.each(["width","height"],function(a,b){m.attrHooks[b]={set:function(a,c){return""===c?(a.setAttribute(b,"auto"),c):void 0}}})),k.style||(m.attrHooks.style={get:function(a){return a.style.cssText||void 0},set:function(a,b){return a.style.cssText=b+""}});var sb=/^(?:input|select|textarea|button|object)$/i,tb=/^(?:a|area)$/i;m.fn.extend({prop:function(a,b){return V(this,m.prop,a,b,arguments.length>1)},removeProp:function(a){return a=m.propFix[a]||a,this.each(function(){try{this[a]=void 0,delete this[a]}catch(b){}})}}),m.extend({propFix:{"for":"htmlFor","class":"className"},prop:function(a,b,c){var d,e,f,g=a.nodeType;if(a&&3!==g&&8!==g&&2!==g)return f=1!==g||!m.isXMLDoc(a),f&&(b=m.propFix[b]||b,e=m.propHooks[b]),void 0!==c?e&&"set"in e&&void 0!==(d=e.set(a,c,b))?d:a[b]=c:e&&"get"in e&&null!==(d=e.get(a,b))?d:a[b]},propHooks:{tabIndex:{get:function(a){var b=m.find.attr(a,"tabindex");return b?parseInt(b,10):sb.test(a.nodeName)||tb.test(a.nodeName)&&a.href?0:-1}}}}),k.hrefNormalized||m.each(["href","src"],function(a,b){m.propHooks[b]={get:function(a){return a.getAttribute(b,4)}}}),k.optSelected||(m.propHooks.selected={get:function(a){var b=a.parentNode;return b&&(b.selectedIndex,b.parentNode&&b.parentNode.selectedIndex),null}}),m.each(["tabIndex","readOnly","maxLength","cellSpacing","cellPadding","rowSpan","colSpan","useMap","frameBorder","contentEditable"],function(){m.propFix[this.toLowerCase()]=this}),k.enctype||(m.propFix.enctype="encoding");var ub=/[\t\r\n\f]/g;m.fn.extend({addClass:function(a){var b,c,d,e,f,g,h=0,i=this.length,j="string"==typeof a&&a;if(m.isFunction(a))return this.each(function(b){m(this).addClass(a.call(this,b,this.className))});if(j)for(b=(a||"").match(E)||[];i>h;h++)if(c=this[h],d=1===c.nodeType&&(c.className?(" "+c.className+" ").replace(ub," "):" ")){f=0;while(e=b[f++])d.indexOf(" "+e+" ")<0&&(d+=e+" ");g=m.trim(d),c.className!==g&&(c.className=g)}return this},removeClass:function(a){var b,c,d,e,f,g,h=0,i=this.length,j=0===arguments.length||"string"==typeof a&&a;if(m.isFunction(a))return this.each(function(b){m(this).removeClass(a.call(this,b,this.className))});if(j)for(b=(a||"").match(E)||[];i>h;h++)if(c=this[h],d=1===c.nodeType&&(c.className?(" "+c.className+" ").replace(ub," "):"")){f=0;while(e=b[f++])while(d.indexOf(" "+e+" ")>=0)d=d.replace(" "+e+" "," ");g=a?m.trim(d):"",c.className!==g&&(c.className=g)}return this},toggleClass:function(a,b){var c=typeof a;return"boolean"==typeof b&&"string"===c?b?this.addClass(a):this.removeClass(a):this.each(m.isFunction(a)?function(c){m(this).toggleClass(a.call(this,c,this.className,b),b)}:function(){if("string"===c){var b,d=0,e=m(this),f=a.match(E)||[];while(b=f[d++])e.hasClass(b)?e.removeClass(b):e.addClass(b)}else(c===K||"boolean"===c)&&(this.className&&m._data(this,"__className__",this.className),this.className=this.className||a===!1?"":m._data(this,"__className__")||"")})},hasClass:function(a){for(var b=" "+a+" ",c=0,d=this.length;d>c;c++)if(1===this[c].nodeType&&(" "+this[c].className+" ").replace(ub," ").indexOf(b)>=0)return!0;return!1}}),m.each("blur focus focusin focusout load resize scroll unload click dblclick mousedown mouseup mousemove mouseover mouseout mouseenter mouseleave change select submit keydown keypress keyup error contextmenu".split(" "),function(a,b){m.fn[b]=function(a,c){return arguments.length>0?this.on(b,null,a,c):this.trigger(b)}}),m.fn.extend({hover:function(a,b){return this.mouseenter(a).mouseleave(b||a)},bind:function(a,b,c){return this.on(a,null,b,c)},unbind:function(a,b){return this.off(a,null,b)},delegate:function(a,b,c,d){return this.on(b,a,c,d)},undelegate:function(a,b,c){return 1===arguments.length?this.off(a,"**"):this.off(b,a||"**",c)}});var vb=m.now(),wb=/\?/,xb=/(,)|(\[|{)|(}|])|"(?:[^"\\\r\n]|\\["\\\/bfnrt]|\\u[\da-fA-F]{4})*"\s*:?|true|false|null|-?(?!0\d)\d+(?:\.\d+|)(?:[eE][+-]?\d+|)/g;m.parseJSON=function(b){if(a.JSON&&a.JSON.parse)return a.JSON.parse(b+"");var c,d=null,e=m.trim(b+"");return e&&!m.trim(e.replace(xb,function(a,b,e,f){return c&&b&&(d=0),0===d?a:(c=e||b,d+=!f-!e,"")}))?Function("return "+e)():m.error("Invalid JSON: "+b)},m.parseXML=function(b){var c,d;if(!b||"string"!=typeof b)return null;try{a.DOMParser?(d=new DOMParser,c=d.parseFromString(b,"text/xml")):(c=new ActiveXObject("Microsoft.XMLDOM"),c.async="false",c.loadXML(b))}catch(e){c=void 0}return c&&c.documentElement&&!c.getElementsByTagName("parsererror").length||m.error("Invalid XML: "+b),c};var yb,zb,Ab=/#.*$/,Bb=/([?&])_=[^&]*/,Cb=/^(.*?):[ \t]*([^\r\n]*)\r?$/gm,Db=/^(?:about|app|app-storage|.+-extension|file|res|widget):$/,Eb=/^(?:GET|HEAD)$/,Fb=/^\/\//,Gb=/^([\w.+-]+:)(?:\/\/(?:[^\/?#]*@|)([^\/?#:]*)(?::(\d+)|)|)/,Hb={},Ib={},Jb="*/".concat("*");try{zb=location.href}catch(Kb){zb=y.createElement("a"),zb.href="",zb=zb.href}yb=Gb.exec(zb.toLowerCase())||[];function Lb(a){return function(b,c){"string"!=typeof b&&(c=b,b="*");var d,e=0,f=b.toLowerCase().match(E)||[];if(m.isFunction(c))while(d=f[e++])"+"===d.charAt(0)?(d=d.slice(1)||"*",(a[d]=a[d]||[]).unshift(c)):(a[d]=a[d]||[]).push(c)}}function Mb(a,b,c,d){var e={},f=a===Ib;function g(h){var i;return e[h]=!0,m.each(a[h]||[],function(a,h){var j=h(b,c,d);return"string"!=typeof j||f||e[j]?f?!(i=j):void 0:(b.dataTypes.unshift(j),g(j),!1)}),i}return g(b.dataTypes[0])||!e["*"]&&g("*")}function Nb(a,b){var c,d,e=m.ajaxSettings.flatOptions||{};for(d in b)void 0!==b[d]&&((e[d]?a:c||(c={}))[d]=b[d]);return c&&m.extend(!0,a,c),a}function Ob(a,b,c){var d,e,f,g,h=a.contents,i=a.dataTypes;while("*"===i[0])i.shift(),void 0===e&&(e=a.mimeType||b.getResponseHeader("Content-Type"));if(e)for(g in h)if(h[g]&&h[g].test(e)){i.unshift(g);break}if(i[0]in c)f=i[0];else{for(g in c){if(!i[0]||a.converters[g+" "+i[0]]){f=g;break}d||(d=g)}f=f||d}return f?(f!==i[0]&&i.unshift(f),c[f]):void 0}function Pb(a,b,c,d){var e,f,g,h,i,j={},k=a.dataTypes.slice();if(k[1])for(g in a.converters)j[g.toLowerCase()]=a.converters[g];f=k.shift();while(f)if(a.responseFields[f]&&(c[a.responseFields[f]]=b),!i&&d&&a.dataFilter&&(b=a.dataFilter(b,a.dataType)),i=f,f=k.shift())if("*"===f)f=i;else if("*"!==i&&i!==f){if(g=j[i+" "+f]||j["* "+f],!g)for(e in j)if(h=e.split(" "),h[1]===f&&(g=j[i+" "+h[0]]||j["* "+h[0]])){g===!0?g=j[e]:j[e]!==!0&&(f=h[0],k.unshift(h[1]));break}if(g!==!0)if(g&&a["throws"])b=g(b);else try{b=g(b)}catch(l){return{state:"parsererror",error:g?l:"No conversion from "+i+" to "+f}}}return{state:"success",data:b}}m.extend({active:0,lastModified:{},etag:{},ajaxSettings:{url:zb,type:"GET",isLocal:Db.test(yb[1]),global:!0,processData:!0,async:!0,contentType:"application/x-www-form-urlencoded; charset=UTF-8",accepts:{"*":Jb,text:"text/plain",html:"text/html",xml:"application/xml, text/xml",json:"application/json, text/javascript"},contents:{xml:/xml/,html:/html/,json:/json/},responseFields:{xml:"responseXML",text:"responseText",json:"responseJSON"},converters:{"* text":String,"text html":!0,"text json":m.parseJSON,"text xml":m.parseXML},flatOptions:{url:!0,context:!0}},ajaxSetup:function(a,b){return b?Nb(Nb(a,m.ajaxSettings),b):Nb(m.ajaxSettings,a)},ajaxPrefilter:Lb(Hb),ajaxTransport:Lb(Ib),ajax:function(a,b){"object"==typeof a&&(b=a,a=void 0),b=b||{};var c,d,e,f,g,h,i,j,k=m.ajaxSetup({},b),l=k.context||k,n=k.context&&(l.nodeType||l.jquery)?m(l):m.event,o=m.Deferred(),p=m.Callbacks("once memory"),q=k.statusCode||{},r={},s={},t=0,u="canceled",v={readyState:0,getResponseHeader:function(a){var b;if(2===t){if(!j){j={};while(b=Cb.exec(f))j[b[1].toLowerCase()]=b[2]}b=j[a.toLowerCase()]}return null==b?null:b},getAllResponseHeaders:function(){return 2===t?f:null},setRequestHeader:function(a,b){var c=a.toLowerCase();return t||(a=s[c]=s[c]||a,r[a]=b),this},overrideMimeType:function(a){return t||(k.mimeType=a),this},statusCode:function(a){var b;if(a)if(2>t)for(b in a)q[b]=[q[b],a[b]];else v.always(a[v.status]);return this},abort:function(a){var b=a||u;return i&&i.abort(b),x(0,b),this}};if(o.promise(v).complete=p.add,v.success=v.done,v.error=v.fail,k.url=((a||k.url||zb)+"").replace(Ab,"").replace(Fb,yb[1]+"//"),k.type=b.method||b.type||k.method||k.type,k.dataTypes=m.trim(k.dataType||"*").toLowerCase().match(E)||[""],null==k.crossDomain&&(c=Gb.exec(k.url.toLowerCase()),k.crossDomain=!(!c||c[1]===yb[1]&&c[2]===yb[2]&&(c[3]||("http:"===c[1]?"80":"443"))===(yb[3]||("http:"===yb[1]?"80":"443")))),k.data&&k.processData&&"string"!=typeof k.data&&(k.data=m.param(k.data,k.traditional)),Mb(Hb,k,b,v),2===t)return v;h=m.event&&k.global,h&&0===m.active++&&m.event.trigger("ajaxStart"),k.type=k.type.toUpperCase(),k.hasContent=!Eb.test(k.type),e=k.url,k.hasContent||(k.data&&(e=k.url+=(wb.test(e)?"&":"?")+k.data,delete k.data),k.cache===!1&&(k.url=Bb.test(e)?e.replace(Bb,"$1_="+vb++):e+(wb.test(e)?"&":"?")+"_="+vb++)),k.ifModified&&(m.lastModified[e]&&v.setRequestHeader("If-Modified-Since",m.lastModified[e]),m.etag[e]&&v.setRequestHeader("If-None-Match",m.etag[e])),(k.data&&k.hasContent&&k.contentType!==!1||b.contentType)&&v.setRequestHeader("Content-Type",k.contentType),v.setRequestHeader("Accept",k.dataTypes[0]&&k.accepts[k.dataTypes[0]]?k.accepts[k.dataTypes[0]]+("*"!==k.dataTypes[0]?", "+Jb+"; q=0.01":""):k.accepts["*"]);for(d in k.headers)v.setRequestHeader(d,k.headers[d]);if(k.beforeSend&&(k.beforeSend.call(l,v,k)===!1||2===t))return v.abort();u="abort";for(d in{success:1,error:1,complete:1})v[d](k[d]);if(i=Mb(Ib,k,b,v)){v.readyState=1,h&&n.trigger("ajaxSend",[v,k]),k.async&&k.timeout>0&&(g=setTimeout(function(){v.abort("timeout")},k.timeout));try{t=1,i.send(r,x)}catch(w){if(!(2>t))throw w;x(-1,w)}}else x(-1,"No Transport");function x(a,b,c,d){var j,r,s,u,w,x=b;2!==t&&(t=2,g&&clearTimeout(g),i=void 0,f=d||"",v.readyState=a>0?4:0,j=a>=200&&300>a||304===a,c&&(u=Ob(k,v,c)),u=Pb(k,u,v,j),j?(k.ifModified&&(w=v.getResponseHeader("Last-Modified"),w&&(m.lastModified[e]=w),w=v.getResponseHeader("etag"),w&&(m.etag[e]=w)),204===a||"HEAD"===k.type?x="nocontent":304===a?x="notmodified":(x=u.state,r=u.data,s=u.error,j=!s)):(s=x,(a||!x)&&(x="error",0>a&&(a=0))),v.status=a,v.statusText=(b||x)+"",j?o.resolveWith(l,[r,x,v]):o.rejectWith(l,[v,x,s]),v.statusCode(q),q=void 0,h&&n.trigger(j?"ajaxSuccess":"ajaxError",[v,k,j?r:s]),p.fireWith(l,[v,x]),h&&(n.trigger("ajaxComplete",[v,k]),--m.active||m.event.trigger("ajaxStop")))}return v},getJSON:function(a,b,c){return m.get(a,b,c,"json")},getScript:function(a,b){return m.get(a,void 0,b,"script")}}),m.each(["get","post"],function(a,b){m[b]=function(a,c,d,e){return m.isFunction(c)&&(e=e||d,d=c,c=void 0),m.ajax({url:a,type:b,dataType:e,data:c,success:d})}}),m._evalUrl=function(a){return m.ajax({url:a,type:"GET",dataType:"script",async:!1,global:!1,"throws":!0})},m.fn.extend({wrapAll:function(a){if(m.isFunction(a))return this.each(function(b){m(this).wrapAll(a.call(this,b))});if(this[0]){var b=m(a,this[0].ownerDocument).eq(0).clone(!0);this[0].parentNode&&b.insertBefore(this[0]),b.map(function(){var a=this;while(a.firstChild&&1===a.firstChild.nodeType)a=a.firstChild;return a}).append(this)}return this},wrapInner:function(a){return this.each(m.isFunction(a)?function(b){m(this).wrapInner(a.call(this,b))}:function(){var b=m(this),c=b.contents();c.length?c.wrapAll(a):b.append(a)})},wrap:function(a){var b=m.isFunction(a);return this.each(function(c){m(this).wrapAll(b?a.call(this,c):a)})},unwrap:function(){return this.parent().each(function(){m.nodeName(this,"body")||m(this).replaceWith(this.childNodes)}).end()}}),m.expr.filters.hidden=function(a){return a.offsetWidth<=0&&a.offsetHeight<=0||!k.reliableHiddenOffsets()&&"none"===(a.style&&a.style.display||m.css(a,"display"))},m.expr.filters.visible=function(a){return!m.expr.filters.hidden(a)};var Qb=/%20/g,Rb=/\[\]$/,Sb=/\r?\n/g,Tb=/^(?:submit|button|image|reset|file)$/i,Ub=/^(?:input|select|textarea|keygen)/i;function Vb(a,b,c,d){var e;if(m.isArray(b))m.each(b,function(b,e){c||Rb.test(a)?d(a,e):Vb(a+"["+("object"==typeof e?b:"")+"]",e,c,d)});else if(c||"object"!==m.type(b))d(a,b);else for(e in b)Vb(a+"["+e+"]",b[e],c,d)}m.param=function(a,b){var c,d=[],e=function(a,b){b=m.isFunction(b)?b():null==b?"":b,d[d.length]=encodeURIComponent(a)+"="+encodeURIComponent(b)};if(void 0===b&&(b=m.ajaxSettings&&m.ajaxSettings.traditional),m.isArray(a)||a.jquery&&!m.isPlainObject(a))m.each(a,function(){e(this.name,this.value)});else for(c in a)Vb(c,a[c],b,e);return d.join("&").replace(Qb,"+")},m.fn.extend({serialize:function(){return m.param(this.serializeArray())},serializeArray:function(){return this.map(function(){var a=m.prop(this,"elements");return a?m.makeArray(a):this}).filter(function(){var a=this.type;return this.name&&!m(this).is(":disabled")&&Ub.test(this.nodeName)&&!Tb.test(a)&&(this.checked||!W.test(a))}).map(function(a,b){var c=m(this).val();return null==c?null:m.isArray(c)?m.map(c,function(a){return{name:b.name,value:a.replace(Sb,"\r\n")}}):{name:b.name,value:c.replace(Sb,"\r\n")}}).get()}}),m.ajaxSettings.xhr=void 0!==a.ActiveXObject?function(){return!this.isLocal&&/^(get|post|head|put|delete|options)$/i.test(this.type)&&Zb()||$b()}:Zb;var Wb=0,Xb={},Yb=m.ajaxSettings.xhr();a.attachEvent&&a.attachEvent("onunload",function(){for(var a in Xb)Xb[a](void 0,!0)}),k.cors=!!Yb&&"withCredentials"in Yb,Yb=k.ajax=!!Yb,Yb&&m.ajaxTransport(function(a){if(!a.crossDomain||k.cors){var b;return{send:function(c,d){var e,f=a.xhr(),g=++Wb;if(f.open(a.type,a.url,a.async,a.username,a.password),a.xhrFields)for(e in a.xhrFields)f[e]=a.xhrFields[e];a.mimeType&&f.overrideMimeType&&f.overrideMimeType(a.mimeType),a.crossDomain||c["X-Requested-With"]||(c["X-Requested-With"]="XMLHttpRequest");for(e in c)void 0!==c[e]&&f.setRequestHeader(e,c[e]+"");f.send(a.hasContent&&a.data||null),b=function(c,e){var h,i,j;if(b&&(e||4===f.readyState))if(delete Xb[g],b=void 0,f.onreadystatechange=m.noop,e)4!==f.readyState&&f.abort();else{j={},h=f.status,"string"==typeof f.responseText&&(j.text=f.responseText);try{i=f.statusText}catch(k){i=""}h||!a.isLocal||a.crossDomain?1223===h&&(h=204):h=j.text?200:404}j&&d(h,i,j,f.getAllResponseHeaders())},a.async?4===f.readyState?setTimeout(b):f.onreadystatechange=Xb[g]=b:b()},abort:function(){b&&b(void 0,!0)}}}});function Zb(){try{return new a.XMLHttpRequest}catch(b){}}function $b(){try{return new a.ActiveXObject("Microsoft.XMLHTTP")}catch(b){}}m.ajaxSetup({accepts:{script:"text/javascript, application/javascript, application/ecmascript, application/x-ecmascript"},contents:{script:/(?:java|ecma)script/},converters:{"text script":function(a){return m.globalEval(a),a}}}),m.ajaxPrefilter("script",function(a){void 0===a.cache&&(a.cache=!1),a.crossDomain&&(a.type="GET",a.global=!1)}),m.ajaxTransport("script",function(a){if(a.crossDomain){var b,c=y.head||m("head")[0]||y.documentElement;return{send:function(d,e){b=y.createElement("script"),b.async=!0,a.scriptCharset&&(b.charset=a.scriptCharset),b.src=a.url,b.onload=b.onreadystatechange=function(a,c){(c||!b.readyState||/loaded|complete/.test(b.readyState))&&(b.onload=b.onreadystatechange=null,b.parentNode&&b.parentNode.removeChild(b),b=null,c||e(200,"success"))},c.insertBefore(b,c.firstChild)},abort:function(){b&&b.onload(void 0,!0)}}}});var _b=[],ac=/(=)\?(?=&|$)|\?\?/;m.ajaxSetup({jsonp:"callback",jsonpCallback:function(){var a=_b.pop()||m.expando+"_"+vb++;return this[a]=!0,a}}),m.ajaxPrefilter("json jsonp",function(b,c,d){var e,f,g,h=b.jsonp!==!1&&(ac.test(b.url)?"url":"string"==typeof b.data&&!(b.contentType||"").indexOf("application/x-www-form-urlencoded")&&ac.test(b.data)&&"data");return h||"jsonp"===b.dataTypes[0]?(e=b.jsonpCallback=m.isFunction(b.jsonpCallback)?b.jsonpCallback():b.jsonpCallback,h?b[h]=b[h].replace(ac,"$1"+e):b.jsonp!==!1&&(b.url+=(wb.test(b.url)?"&":"?")+b.jsonp+"="+e),b.converters["script json"]=function(){return g||m.error(e+" was not called"),g[0]},b.dataTypes[0]="json",f=a[e],a[e]=function(){g=arguments},d.always(function(){a[e]=f,b[e]&&(b.jsonpCallback=c.jsonpCallback,_b.push(e)),g&&m.isFunction(f)&&f(g[0]),g=f=void 0}),"script"):void 0}),m.parseHTML=function(a,b,c){if(!a||"string"!=typeof a)return null;"boolean"==typeof b&&(c=b,b=!1),b=b||y;var d=u.exec(a),e=!c&&[];return d?[b.createElement(d[1])]:(d=m.buildFragment([a],b,e),e&&e.length&&m(e).remove(),m.merge([],d.childNodes))};var bc=m.fn.load;m.fn.load=function(a,b,c){if("string"!=typeof a&&bc)return bc.apply(this,arguments);var d,e,f,g=this,h=a.indexOf(" ");return h>=0&&(d=m.trim(a.slice(h,a.length)),a=a.slice(0,h)),m.isFunction(b)?(c=b,b=void 0):b&&"object"==typeof b&&(f="POST"),g.length>0&&m.ajax({url:a,type:f,dataType:"html",data:b}).done(function(a){e=arguments,g.html(d?m("<div>").append(m.parseHTML(a)).find(d):a)}).complete(c&&function(a,b){g.each(c,e||[a.responseText,b,a])}),this},m.each(["ajaxStart","ajaxStop","ajaxComplete","ajaxError","ajaxSuccess","ajaxSend"],function(a,b){m.fn[b]=function(a){return this.on(b,a)}}),m.expr.filters.animated=function(a){return m.grep(m.timers,function(b){return a===b.elem}).length};var cc=a.document.documentElement;function dc(a){return m.isWindow(a)?a:9===a.nodeType?a.defaultView||a.parentWindow:!1}m.offset={setOffset:function(a,b,c){var d,e,f,g,h,i,j,k=m.css(a,"position"),l=m(a),n={};"static"===k&&(a.style.position="relative"),h=l.offset(),f=m.css(a,"top"),i=m.css(a,"left"),j=("absolute"===k||"fixed"===k)&&m.inArray("auto",[f,i])>-1,j?(d=l.position(),g=d.top,e=d.left):(g=parseFloat(f)||0,e=parseFloat(i)||0),m.isFunction(b)&&(b=b.call(a,c,h)),null!=b.top&&(n.top=b.top-h.top+g),null!=b.left&&(n.left=b.left-h.left+e),"using"in b?b.using.call(a,n):l.css(n)}},m.fn.extend({offset:function(a){if(arguments.length)return void 0===a?this:this.each(function(b){m.offset.setOffset(this,a,b)});var b,c,d={top:0,left:0},e=this[0],f=e&&e.ownerDocument;if(f)return b=f.documentElement,m.contains(b,e)?(typeof e.getBoundingClientRect!==K&&(d=e.getBoundingClientRect()),c=dc(f),{top:d.top+(c.pageYOffset||b.scrollTop)-(b.clientTop||0),left:d.left+(c.pageXOffset||b.scrollLeft)-(b.clientLeft||0)}):d},position:function(){if(this[0]){var a,b,c={top:0,left:0},d=this[0];return"fixed"===m.css(d,"position")?b=d.getBoundingClientRect():(a=this.offsetParent(),b=this.offset(),m.nodeName(a[0],"html")||(c=a.offset()),c.top+=m.css(a[0],"borderTopWidth",!0),c.left+=m.css(a[0],"borderLeftWidth",!0)),{top:b.top-c.top-m.css(d,"marginTop",!0),left:b.left-c.left-m.css(d,"marginLeft",!0)}}},offsetParent:function(){return this.map(function(){var a=this.offsetParent||cc;while(a&&!m.nodeName(a,"html")&&"static"===m.css(a,"position"))a=a.offsetParent;return a||cc})}}),m.each({scrollLeft:"pageXOffset",scrollTop:"pageYOffset"},function(a,b){var c=/Y/.test(b);m.fn[a]=function(d){return V(this,function(a,d,e){var f=dc(a);return void 0===e?f?b in f?f[b]:f.document.documentElement[d]:a[d]:void(f?f.scrollTo(c?m(f).scrollLeft():e,c?e:m(f).scrollTop()):a[d]=e)},a,d,arguments.length,null)}}),m.each(["top","left"],function(a,b){m.cssHooks[b]=La(k.pixelPosition,function(a,c){return c?(c=Ja(a,b),Ha.test(c)?m(a).position()[b]+"px":c):void 0})}),m.each({Height:"height",Width:"width"},function(a,b){m.each({padding:"inner"+a,content:b,"":"outer"+a},function(c,d){m.fn[d]=function(d,e){var f=arguments.length&&(c||"boolean"!=typeof d),g=c||(d===!0||e===!0?"margin":"border");return V(this,function(b,c,d){var e;return m.isWindow(b)?b.document.documentElement["client"+a]:9===b.nodeType?(e=b.documentElement,Math.max(b.body["scroll"+a],e["scroll"+a],b.body["offset"+a],e["offset"+a],e["client"+a])):void 0===d?m.css(b,c,g):m.style(b,c,d,g)},b,f?d:void 0,f,null)}})}),m.fn.size=function(){return this.length},m.fn.andSelf=m.fn.addBack,"function"==typeof define&&define.amd&&define("jquery",[],function(){return m});var ec=a.jQuery,fc=a.$;return m.noConflict=function(b){return a.$===m&&(a.$=fc),b&&a.jQuery===m&&(a.jQuery=ec),m},typeof b===K&&(a.jQuery=a.$=m),m});
"></script>
 <meta name="viewport" content="width=device-width, initial-scale=1" />
@@ -115,92 +115,238 @@ $(document).ready(function () {
  
  
  
-<h1 class="title toc-ignore">ISO 27001 Effectiveness</h1>
+<h1 class="title toc-ignore">Estudio sobre la efectividad de la certificación ISO 27001</h1>
  
 </div>
  
  
-<pre class="r"><code>knitr::opts_chunk$set(echo = TRUE)
-library(ISO27001effectiveness)
-library(xlsx)</code></pre>
-<pre><code>## Loading required package: rJava</code></pre>
-<pre><code>## Loading required package: xlsxjars</code></pre>
-<pre class="r"><code>library(ggplot2)
-library(dplyr)</code></pre>
-<pre><code>## 
-## Attaching package: 'dplyr'</code></pre>
-<pre><code>## The following objects are masked from 'package:stats':
-## 
-##     filter, lag</code></pre>
-<pre><code>## The following objects are masked from 'package:base':
-## 
-##     intersect, setdiff, setequal, union</code></pre>
-<pre class="r"><code>library(countrycode)
-
-source(&quot;./Main.R&quot;)</code></pre>
-<pre><code>## Scale for 'x' is already present. Adding another scale for 'x', which
-## will replace the existing scale.</code></pre>
-<pre><code>## Scale for 'x' is already present. Adding another scale for 'x', which
-## will replace the existing scale.
-## Scale for 'x' is already present. Adding another scale for 'x', which
-## will replace the existing scale.
-## Scale for 'x' is already present. Adding another scale for 'x', which
-## will replace the existing scale.</code></pre>
-<div id="abstract" class="section level2">
-<h2>Abstract</h2>
+<div id="introduccion" class="section level2">
+<h2>Introducción</h2>
 <p>La creciente preocupación de muchas empresas con infraestructura IT crítica frente a ciberataques ha llevado a algunas de ellas a tomar medidas de seguridad como la creación de departamentos de Seguridad de la Información, llevar a cabo auditorías de seguridad y obtener certificaciones de seguridad entre otras.</p>
-<p>El objetivo de este estudio es determinar, en la medida de lo posible, si conformar los sistemas de la empresa según la certificación ISO 27001 conlleva una merma en el número de ciberataques producidos.</p>
+<p>El objetivo de este estudio es tratar de determinar, en la medida de lo posible, si conformar los sistemas de la empresa según la certificación ISO 27001 conlleva una disminución en el número de ciberataques producidos.</p>
 </div>
 <div id="datos-analizados" class="section level2">
 <h2>Datos analizados</h2>
-<p>La primera barrera a superar en este estudio es la obtención de datos directos sobre ciberataques en empresas, ya que en muchos de los ciberataques producidos no se dan a conocer los nombres de todas las empresas a las que estos afectan. No obstante, hemos optado por obtener datos más generalizados que nos permitan hacer un análisis, si bien no por empresa sino por país o sector, de la cuestión que se plantea. Desafortunadamente, esto compromete el análisis, ya que al generalizar los datos son muchos más los efectos que alteran los resultados de los datos analizados, ya que se incluye mayor cantidad de factores externos que este estudio no cubre.</p>
+<p>La primera barrera a superar en este estudio es la obtención de datos directos sobre ciberataques. No existe un repositorio oficial con todos los ciberataques producidos ya que en muchos de ellos no se dan a conocer los nombres de todas las empresas afectadas u otros datos relevantes sobre los mismos, por ello nos basaremos en los ataques reportados en una única web. Además, debido al cambio de formato de los datos de origen con los años, hemos optado por generalizar los datos lo que nos permitirá hacer un análisis por país, sector o tipo de ataque. Desafortunadamente, esto compromete el análisis, ya que al generalizar los datos son muchos más los efectos que podrian alteran los resultados, ya que existen mayor cantidad de factores externos que este estudio no cubre.</p>
+<p>Respecto a los datos de certificaciones ISO 27001, proceden de la fuente oficial asi que se podría decir que son totalmente fiables.</p>
 <p>Los datos que se han recogido para este estudio son:</p>
 <ul>
 <li>Lista de países y sectores profesionales que han obtenido certificación ISO 27001 (2007-2015) <a href="http://www.iso.org/iso/iso_27001_iso_survey2015.xls" class="uri">http://www.iso.org/iso/iso_27001_iso_survey2015.xls</a></li>
 <li>Lista de ciberataques producidos (con éxito) por país, sector profesional y tipo de ataque (2012-2016) <a href="http://www.hackmageddon.com" class="uri">http://www.hackmageddon.com</a></li>
 </ul>
-<p>El análisis se realizará desde 2012 hasta 2015</p>
+<p>El análisis se realizará desde 2011 hasta 2016, teniendo en cuenta que los datos de las certificaciones realizadas en un año afectarán a los ataques del año siguiente, por lo tanto no se necesitarán datos de ciberataques en 2011 ni de certificaciones en 2016. Esto es una de las generalizaciones que antes comentabamos, ya que en realidad una certificación podría afectar a los datos de su mismo año, pero no disponemos de fechas exactas para poder cubrir esta relación.</p>
+<div id="procesado-de-los-datos-sobre-certificaciones-iso-27001" class="section level3">
+<h3>Procesado de los datos sobre certificaciones ISO 27001</h3>
+<p>De esta fuente se generan 3 data.frames diferentes, uno con las certificaciones por pais, otro con los web sites por pais y otro con las certificaciones por sector industrial. Aunque en este estudio solo emplearemos el primero y el último.</p>
+<p>Para las certificaciones por país el resultado final es el siguiente:</p>
+<table>
+<thead>
+<tr class="header">
+<th align="left">Country</th>
+<th align="right">X2011</th>
+<th align="right">X2012</th>
+<th align="right">X2013</th>
+<th align="right">X2014</th>
+<th align="right">X2015</th>
+<th align="left">country_short</th>
+<th align="left">Continent</th>
+</tr>
+</thead>
+<tbody>
+<tr class="odd">
+<td align="left">Afghanistan</td>
+<td align="right">5</td>
+<td align="right">0</td>
+<td align="right">0</td>
+<td align="right">0</td>
+<td align="right">5</td>
+<td align="left">AF</td>
+<td align="left">Asia</td>
+</tr>
+<tr class="even">
+<td align="left">Albania</td>
+<td align="right">3</td>
+<td align="right">2</td>
+<td align="right">7</td>
+<td align="right">8</td>
+<td align="right">22</td>
+<td align="left">AL</td>
+<td align="left">Europe</td>
+</tr>
+<tr class="odd">
+<td align="left">Algeria</td>
+<td align="right">1</td>
+<td align="right">1</td>
+<td align="right">2</td>
+<td align="right">0</td>
+<td align="right">0</td>
+<td align="left">DZ</td>
+<td align="left">Africa</td>
+</tr>
+<tr class="even">
+<td align="left">Andorra</td>
+<td align="right">0</td>
+<td align="right">0</td>
+<td align="right">0</td>
+<td align="right">1</td>
+<td align="right">1</td>
+<td align="left">AD</td>
+<td align="left">Europe</td>
+</tr>
+<tr class="odd">
+<td align="left">Angola</td>
+<td align="right">0</td>
+<td align="right">0</td>
+<td align="right">0</td>
+<td align="right">0</td>
+<td align="right">0</td>
+<td align="left">AO</td>
+<td align="left">Africa</td>
+</tr>
+</tbody>
+</table>
+<p>El proceso para llegar hasta esta apariencia en ambos casos es muy parecido. En primer lugar se sustituyen NAs por ceros para evitar problemas durante la representación gráfica, luego se eliminan aquellas líneas que tengan vacio el campo <em>Country</em> ya que no nos serian de utilidad. A continuación se estandarizan algunos nombres de paises para poder cruzar correctamente los datos con los códigos de dos caracteres especificacos en la ISO, y obtener de paso su continente mediante el package de R <em>countrycode</em>.</p>
+<p>Para las certificaciones por sector industrial el resultado final es el siguiente:</p>
+<table>
+<thead>
+<tr class="header">
+<th></th>
+<th align="left">INDUSTRIAL.SECTOR</th>
+<th align="right">X2011</th>
+<th align="right">X2012</th>
+<th align="right">X2013</th>
+<th align="right">X2014</th>
+<th align="right">X2015</th>
+</tr>
+</thead>
+<tbody>
+<tr class="odd">
+<td>2</td>
+<td align="left">Agriculture, fishing</td>
+<td align="right">14</td>
+<td align="right">13</td>
+<td align="right">13</td>
+<td align="right">10</td>
+<td align="right">9</td>
+</tr>
+<tr class="even">
+<td>3</td>
+<td align="left">Mining and quarrying</td>
+<td align="right">12</td>
+<td align="right">31</td>
+<td align="right">34</td>
+<td align="right">25</td>
+<td align="right">8</td>
+</tr>
+<tr class="odd">
+<td>4</td>
+<td align="left">Food products, beverages and tobacco</td>
+<td align="right">8</td>
+<td align="right">10</td>
+<td align="right">24</td>
+<td align="right">10</td>
+<td align="right">12</td>
+</tr>
+<tr class="even">
+<td>5</td>
+<td align="left">Textiles and textile products</td>
+<td align="right">2</td>
+<td align="right">12</td>
+<td align="right">10</td>
+<td align="right">4</td>
+<td align="right">10</td>
+</tr>
+<tr class="odd">
+<td>6</td>
+<td align="left">Leather and leather products</td>
+<td align="right">5</td>
+<td align="right">1</td>
+<td align="right">2</td>
+<td align="right">0</td>
+<td align="right">1</td>
+</tr>
+</tbody>
+</table>
+<p>El procesado es parecido, aunque no se realiza toda la parte relativa al estandarizado de los nombres de los paises, en este caso se estandarizan los diferentes sectores industriales para poder cruzarlos con los datos de los ataques y se eliminan aquellas lineas con <em>INDUSTRIAL.SECTOR</em> vacio.</p>
 </div>
-<div id="analisis" class="section level2">
-<h2>Análisis</h2>
-<p>Para minimizar los factores externos, se realizan dos tipos de análisis de los datos, contrastando los dos resultados y llegando a una conclusión si los resultados son congruentes o se halla una explacación que determine las incongruencias.</p>
-<p>A continuación se muestran para cada uno de los años del estudio, los países que obtuvieron de media más certificaciones y los que de media sufrieron más ataques:</p>
-<!-- 
-
-NOTA: Nos gustaría poner las figuras lado a lado, pero ocurría esto:
-> grid.arrange(graph[3],graph[6],ncol=2)
-Error in gList(list(list(data = list(Month = 1:12, Attacks = c(119L, 121L,  : 
-  only 'grobs' allowed in "gList"
-  
-  
-  -->
-<div id="section" class="section level3">
-<h3>2012</h3>
-<pre><code>## [[1]]</code></pre>
-<p><img src="data:image/png;base64,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" width="672" /></p>
-<pre><code>## [[1]]</code></pre>
-<p><img src="data:image/png;base64,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" width="672" /></p>
+<div id="procesado-de-los-datos-sobre-ataques" class="section level3">
+<h3>Procesado de los datos sobre ataques</h3>
+<p>Como comentabamos antes, aquí es donde encontramos el mayor problema, no existe un organismo que se dedique a mantener un repositorio con datos oficiales sobre ataques producidos. La fuente que escogimos proviene de la web y es administrada por <a href="mailto:_@paulsparrows_">_@paulsparrows_</a>, consiste en reportes de la comunidad sobre ataques que se hayan hecho publicos, ademas con el paso de los años el formato en que se almacenaban los datos sobre dichos ataques ha evolucionado lo que nos provoca mayor complejidad a la hora de correlacionar los historicos de diferentes epocas.</p>
+<p>El data.frame resultado tiene la siguiente apariencia:</p>
+<table>
+<thead>
+<tr class="header">
+<th align="left">Country</th>
+<th align="left">Date</th>
+<th align="left">Target</th>
+<th align="left">Country_large</th>
+<th align="left">Continent</th>
+<th align="left">Attack.standar</th>
+</tr>
+</thead>
+<tbody>
+<tr class="odd">
+<td align="left">AM</td>
+<td align="left">2016-04-07</td>
+<td align="left">Government</td>
+<td align="left">Armenia</td>
+<td align="left">Asia</td>
+<td align="left">Account Hijacking</td>
+</tr>
+<tr class="even">
+<td align="left">US</td>
+<td align="left">2016-04-15</td>
+<td align="left">Government</td>
+<td align="left">United States</td>
+<td align="left">Americas</td>
+<td align="left">Account Hijacking</td>
+</tr>
+<tr class="odd">
+<td align="left">US</td>
+<td align="left">2016-04-13</td>
+<td align="left">Education</td>
+<td align="left">United States</td>
+<td align="left">Americas</td>
+<td align="left">Account Hijacking</td>
+</tr>
+<tr class="even">
+<td align="left">US</td>
+<td align="left">2016-04-05</td>
+<td align="left">Healthcare</td>
+<td align="left">United States</td>
+<td align="left">Americas</td>
+<td align="left">Account Hijacking</td>
+</tr>
+<tr class="odd">
+<td align="left">US</td>
+<td align="left">2016-04-04</td>
+<td align="left">Education</td>
+<td align="left">United States</td>
+<td align="left">Americas</td>
+<td align="left">Account Hijacking</td>
+</tr>
+</tbody>
+</table>
+<p>Para llegar hasta el fueron necesarios procesos algo más complejos, pero se resumen en los siguientes:</p>
+<ul>
+<li>Respecto al campo <em>Country</em> se eliminaron NAs y se estandarizaron los valores para coincidir com el estandard ISO de dos caracteres. Además se ignoraron aquellos casos en los que no se pudo deducir el significado o no nos podia aportar nada: H, W, 14, EU, UN, TI y &gt;1. TAmbién existian casos en los que una misma linea referenciaba a varios paises separados por saltos de linea o espacios en blanco, se desdoblaron dichas lineas en tantas como paises hubiera. Despues se procedió a cruzar con los nombres completos de pais y con sus continentes mediante el package <em>countrycode</em>.</li>
+<li>Respecto al campo <em>Date</em> se eliminaron NAs, además las fechas venian almacenadas en formato númerico con diferentes origenes, por lo que nos tocó calcular el origen de cada uno de los diferentes ficheros mediante una calculadora de fechas.</li>
+<li>Respecto a los otros campos, se realizo una estandarización de los valores para poder cruzarlos correctamente con los datos de las certificaciones. Dicho proceso consistió en sacar todos los valores únicos en ambas fuentes y realizar equivalencias entre ellos. Los principales cambios se realizan en los campos <em>Attack.standar</em> y <em>Target.standar</em>.</li>
+</ul>
 </div>
-<div id="section-1" class="section level3">
-<h3>2013</h3>
-<pre><code>## [[1]]</code></pre>
-<p><img src="data:image/png;base64,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" width="672" /></p>
-<pre><code>## [[1]]</code></pre>
-<p><img src="data:image/png;base64,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" width="672" /></p>
 </div>
-<div id="section-2" class="section level3">
-<h3>2014</h3>
-<pre><code>## [[1]]</code></pre>
-<p><img src="data:image/png;base64,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" width="672" /></p>
-<pre><code>## [[1]]</code></pre>
-<p><img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABUAAAAPACAMAAADDuCPrAAAA1VBMVEUAAAAAADoAAGYAOjoAOpAAZrYzMzM6AAA6ADo6Ojo6ZmY6kJA6kNtNTU1NTW5NTY5Nbm5NbqtNjshmAABmAGZmZgBmZmZmkJBmtrZmtttmtv9uTU1ubk1uq+SOTU2Ojk2Oq6uOyP+QOgCQOmaQZgCQkGaQkLaQkNuQtpCQ27aQ29uQ2/+rbk2r5Mir5P+2ZgC2kDq2/7a2/9u2///Ijk3I5KvI///bkDrb/7bb///kq27kyI7k///r6+v/tmb/yI7/25D/5Kv//7b//8j//9v//+T///8hMN+xAAAACXBIWXMAAB2HAAAdhwGP5fFlAAAgAElEQVR4nO2de2PbZp6d6TQed7tm0ol3t127Thv33rhh21GHHe0sZTu2vv9HKm4EX1wIQRAAnYPfc/6YMRUKDx4APMLlBbi7J4QQMim7554BQghxDQVKCCETQ4ESQsjEUKCEEDIxFCghhEwMBUoIIRNDgRJCyMRQoIQQMjEUKCGETAwFSgghE0OBEkLIxFCghBAyMRQoIYRMDAVKCCETQ4ESQsjErF6gn17t8nz/l2Um/+XN7sWvC07tsNu9Hv/7Xz/sdm9nm5vNZPbFciq2qUdN8jlXzfFRG1GZQ/0rh0L2ZfofS//ONI89H7NDvUUfm9Mgk7JygZYrv8h3f3ry1D79y05XLlWgZxQFOkPmXizlVvW49T7PPFy2wJ5t8WomFGjdhcf6A1RPIttKd31LINtX6RTo6fKubAk8usZJO6sWaLX3ec4Tt9/erlymQC9TpUBnyMyL5TTlL/Ic83DZLB632T2+QLNPztvzr9Z5Wc9F70cq/3m7QPOf1TN6mvOjEjVrFmjRn5cieuoGPG9XjkRRoDNk5sVyfOze51zzsFqBZjNbtmX+ESpAxWepnP9DtTd6av4RKXq1XaCHxn7qYbEzaXGyYoEWa/Rt+uppR/EUqGtmXiyH3YSzeVYFekw2v+pDU+9f5lVaiuT/qqd76rvUcGoe6Ge/wEH8E7NigR6aOwqN1T0lFKhr5i/Qx29ITgWaTf3l+R/1TJ+qLk3+fBzrxsztugWafeT+xat0Rg9zXImInfUKtFOYxydei6dAXUOBPm6Gj8k+Zt14FTLt1HouigP816fWByxTfvHfGzN6euI+DFmxQI/tQ/ZPr+rVW54Hr18mn4hj9ff1kG8m5dteV799ufJYbGDl6Z1kSy7/CifM6s9y54/uod4EL4dDJbicWooqZq2cUO+mV53Rf3khVrOdUhu6jQPQs2535q8xRv16soC6M5nnVL1OlvzVOeisiisrLGMV00g+09XUriyW4Zm+svjqC5OdOT0mx6un9L8fz+vw0fPQWHCXzSLdQHoXb2Ne0gI91me1rm2c5fQq2bQSqy097dR8Gq+rWct+2C7QXKbZ9NkvsAv6tKxWoPnKvXKm6ny8Ub/hSoGex0BdzqInBXrYtQr00JpoMoSqtdGc6vec6lKoP189BXq69pFNL4i+radyvnB63phbuu1PwNvemb/KGPXryQLqzuTlJy9+vSz563PQWRVXC/Rs/voyuddXF8vwTF/SXXy9a6O+XF1MP93fzHfEfp0yD90lXy2DRoF2F29rXpICvfTn1Y3z/tp+YrXiGy15qBfK2/v7doFmv/Cyvat83HGE9LSsVqD5dtV/uJAOwyhXeH+B/k3jXa0C/ZvqP5w3kMvHLNlVu7KRXjroUM9CNp3sZ70F2pyPayb1XPxD6+1t3fSzXc1Jd+avM0b9erKAujOZ/OS7v08q7toc9CyC/gL9z/W76sK9vliGZ/r61nKlQI/Nd132zc/DIx8/D+0F11+g3cXbmZe6QPv6c/AIqWX48r51IuzYPqxIFl26RadvYTT9k7JagSZHx60cqs212PReVz/pKdByc7hcy79sC8UWWv7G+YfHXfKLryt+/aFoVnm5S3Keg3L7Lbes3nGg7flomrxNEeUnsn77Wa6pe2zsJL/um/khxphfTxZQdwL1HCX3szw0B61FMLTCqnZ5m0y1b7EMz3ST3txa+s6B1sN9ktV/LqZyr+vx89BdcH3nQLvv6szLuUAvw68GNs5z87Vz/jw1OrN5WaFZoGUNtwq0f9pkfFYr0FP3XFaZ5OLS4XJhse/zWFdke/NNtrruqfXq9FeyoR3bf3aPl039by6V8PZagbbmo04Tet67TM5L5PPR1b18tq/O/BBjzK83F1B3AtVP6ioZmoO+RTC4wk679FD/ymIZnulLeraWvgI9pIfLzf38qjMePQ/dBddXoD3v6sxLtb0lo1KGNs7eG4ouZ8Qa7z9dL9BT/Xcn/RjW+w5kYp6/QJO/muetr//zeP4cn0/0NAr0PO3qh+lmVXbh0DX/8yZ63L34b6/Ou47VR6pboO35SBUTk/PH9vz2Sm5It5pAd+aHGGN+PVlA3Qkk7z+fAx6ag75FMLjCkr80yd+V7mIZmOlLehZfT4EmNXZedfXB6umyF/yoeehZ8j0F2n1Xz7wUBZqO6hsckNKt1HLu69MBYwq0O8u1J9fhn5I1D+F7C7QxnKT6QPZ/Htt/oxsFmmy11anKeqLlOfjWGOL2PFQ7Jd//vzfnvbJq4+8W6PV9hUuS3Zx6+6wv4Ld16w39UBdqa+aHGGN+vf8DWk4gnaNz1w3OQc8iGFxhSYMkJ2mbi2XsTPctvp4SaF9/vk9WYUWaPg+XJT88jKl6V8+85AWa9ufgxtk36Clp/5EFerjsITc4jx7TT5p59nOgjTVarfL+z2P7R40CfdmYXHo1YFceql1+1H9Cvjxgf1116bE+lL1+L/z1Aq3PpTY+78nAqKZuQmlfA9rtrkEu52tH/HrfrJ4n0JijUm94DsatncuPEkBSoM3F8oiZ7iy+/gLtGzzw+rKUnjYPu4cLtH5Xz7wkoxPKDG6c/TvYyRndEedA657sKVCuIj0lz34VfpUCrU+8len8rS838lO+/ZZdemgW5+gCTa7BVk3RkOsv0OSiwuUSS3PmBxhjfr05q80JNK4j9Bdocw5mKdDWYnl4pjvTGirQvl+t3n3eoZ4yD+0l31+grXf1zMu5QC8zMLRxdvTyfZF0pGrPOODG8klPo1KgM+c5x4Ee8w1jtQJtbKXdP+nZW4ob286j5RpnjEYWaPLR6SnQq3ugl4E1nRFY3frqMMb8ejqr7Qk8d4H27v0tUKAV9Hws+/h56C75vgLtvOtKgRZjbpMFe33jbOudGmukPQ70deONl6tXzTT3vcn0POOdSOVZqMZH4jh0DvSRBdo/ZqoaBN/+M59/rPJToH8pu/O8m/K4Aq0/Oy/Tw+mBQ/jzFMoP83k3YfAmwy5jzK83F1BzAlcO4a+Pr17qEH5gplP97uIbV6Dljnq9L/boeehZ8leuwjff1V+g5YJvzXf/xtnSO+4aE+y9kaKeHAW6dJ7xXvjyuvwDF5EGrvMOFOjwxcWe8TF5Y1bPpjkUOwfNU+7jCvR42TIfdRGpmlR9nmpo5ruMMb/eHCbTnEDrJp3zRaTri2+4QLsrrL9AuxdwBma6zoSLSPVkiu6sl9Kj56FnyfcUaPddPfNSzUTvwJTuxtm8ztP+78kluvbx+cgC5SLSU7Lu05jSv4/5mq+2pp5xPdVmWx/4P7JAj82ttltc3WP4l6d6jMk/frjcNfSIAk3+2+lyEek8H9UwhB7d8rP2fz4kOs2ZH2SM+fVkVrsTSP5jMozp6hwMX3LvWWH9BXp9sfTM9CV9i29wGFOy4rM/i/+jvvn70fPQs+R7CrT7rp55OS/S80H88MbZuAp13LV3k5uDItKzLT3X/zvnQDuD1Mjj8qzPAy1WZc/Q6GM6SGNSgSYT7X46Gjsf92f0d39fQstnfjWvWY4q0GSy59P8xYmtyx7Pedh6S7f4Zz4C9eXlt5szP8QY8+vHRsG1JtAzkH5gDnoXweAK6y/Q64ulO9NJHj2QPrkRIPvn375JF8Rj5qFvyXcLtO9d3Xk5F2h9ED+4caYD6U+d/kx+1D7GG1GgDKR/atZ8In3y1V/lKfPLfcDNW+rOz9Yu33WtQC+bWrdAi4nW95Lk/7G+oa4xCKTOsSals9b9XDywB5o8y6MpcHmCeFe3uWj6Zn6IMebXmztS7Qkc0nms942uzUHfIhhcYVcKtGexXJ3p1gJoLb6eAq3XdnrEW56fTPYGHzUPPQvuslnU/+p5V3de6p36U7ITcXXjTK7y9Q5lOa++1hPpRxXoF27lfGJW/U6k82OMqlw+YHU6l8v/zavBAt21byFJK++cerDPJZ3DlvIJivcVqnVzZIIaKtDmVz7lv9h8YkW9V9vSPQMaFwOaMz/AGPPryaz2TKBx4Xj3+oE5GFgV/Susv0Dbi2VwppP0LL6+M7bHzrvuG2v28fPQs+Aum0X9r77105mXxonYurHrtDfOy2F2+1zm+ZkQ/b86okB5mMhTs+63cqbr+vK5vGy3nSuebz9dL9DLwy96CjSZaDLk+NomWr692rJOlxmpp1ajBocxXQj/+KH+XNXPTHudoJq69+1rA92Zv84Y8+vprPZMoF7c3/+nbpd05qBvEQytsCtX4a8vlr57bC7pLr7eS171H+ukQy7P7JgyDz0L7vL4lXRb7Kyf9rxcTivXczS0cdYt1x5olZ55ydM6Gh9RoJwCfWpW/174Q2ezvj9vAq0T4MUPhgq0fgxwX4GeN7d0czle2UKr/3YZddy+ebn3icM9H/D2TnF5daDYK0nlurq9Jzv77+7r3fF+4Ncbs9o3gfO9hMkH6uoc9C+C6yvs2jCmzmIZmuk07cV3ZczAoTP/6Rm/CfPQs+DOm0Xyr971c2hPNVmC1RK/vnHWx9nNQ4XkzclztJI8XKAcwT85qxcoEc7wAFD7fHnTbRSHHJdaKwNPWiDjQoGGT7ID1x7ksrG49sVSxf+Vb/R4cijQ8Dk2ThNb7qKNi29fHJf5u/aJrzV+cijQ8KmHvyRDIzeZg+0l52zNLDHnhy3/uVwpFCg5JJcltvqJKocX2Z6fyGZ//rOgJ9/loRMKlCSjY0z30B5OYxC9YY7z/2nLVvuGDzfWCgVK6grdbH02xvlaZoG2W6CTA4YCJYSQiaFACSFkYihQQgiZGAqUEEImhgIlhJCJoUAJIWRiKFBCCJkYCpQQQiaGAiWEkImhQAkhZGIoUEIImRgKlBBCJuYJBfr53R//Wvzj95/3+/376qeNF4QQsuFML9BvH/dlgX5+t8/T84IQQrac6QV6W9Vktsv5U1Gc79svCCFk05lcoPmuZlGgd+X/fX73459bLwghZNOZWqDZAfx/KM+B3pR7m9kPfmm9SPPPT80MkwC2Ng01Rxpqw5OYpUBv9j+VF5G+ffzht+Int1l3Nl5QoIIw1BxhqOnA5inQ/FC9LNDff66O1m/3PzVflPlDmWkYQggRzrQC/f3nbE+zVaB3aYHeUaCEkM1nWoEWpzrHFWgVhZ1vYGvTUHOkoTY8iacX6G1xrZ0CNYSh5ghDTQc2Q4F+fldcKhp3DpQClYKh5ghDTQc2Q4He7uv8+GeuwlvBUHOEoaYDm7tA72/KIZ/ncaDJCwpUD4aaIww1HdgMBVqlepjIuDuRFNSBrU1DzZGG2vAkZi7QcffCK6gDW5uGmiMNteFJzFyg2V5n8gCmxgsKVA6GmiMMNR3Y/AU66nmgCurA1qah5khDbXgScxXoo6KgDmxtGmqONNSGJ0GBBoah5ghDTQdGgYaGoeYIQ00HRoGGhqHmCENNB0aBhoah5ghDTQdGgYaGoeYIQ00HRoGGhqHmCENNB0aBhoah5ghDTQdGgYaGoeYIQ00HRoGGhqHmCENNB0aBhoah5ghDTQdGgYaGoeYIQ00HRoGGhqHmCENNB0aBhoah5ghDTQdGgYaGoeYIQ00HRoGGhqHmCENNB0aBhoah5ghDTQdGgYaGoeYIQ00HRoGGhqHmCENtnuyyPHUaFGhoGGqOMNRmyW43Q4NSoKFhqDnCUJsju90cDUqBhoah5ghDbYbsdrM0KAUaGoaaIwy1GUKBrpftwlBzhKE2QyjQ9bJdGGqOMNRmCAW6XrYLQ80Rhtoc4SLSatkuDDVHGGqzhGFMa2W7MNQcYajNEwbSr5TtwlBzhKGmA6NAQ8NQc4ShpgOjQEPDUHOEoaYDo0BDw1BzhKGmA6NAQ8NQc4ShpgOjQEPDUHOEoaYDo0BDw1BzhKGmA6NAQ8NQc4ShpgOjQEPDUHOEoaYDo0BDw1BzhKGmA6NAQ8NQc4ShpgOjQEPDUHOEoaYDo0BDw1BzhKGmA6NAQ8NQc4ShpgOjQEPDUHOEoaYDo0BDw1BzhKGmA6NAQ8NQc4ShpgOjQEPDUHOEoaYDo0BDw1BzhKGmA6NAQ8NQc4ShpgOjQEPDUHOEoaYDo0BDw1BzhKGmA6NAQ8NQc4ShpgOjQEPDUHOEoaYDo0BDw1BzhKGmA6NAQ8NQc4ShpgOjQEPDUHOEoaYDo0BDw1BzhKGmA6NAQ8NQc4ShpgOjQEPDUHOEoaYDo0BDw1BzhKGmA6NAQ8NQc4ShpgOjQEPDUHOEoaYDo0BDw1BzhKGmA6NAQ8NQc4ShpgOjQEPDUHOEoaYDo0BDw1BzhKGmA6NAQ8NQc4ShpgOjQEPDUHOEoaYDo0BDw1BzhKGmA6NAQ8NQc4ShpgOjQEPDUHOEoaYDo0BDw1BzhKGmA6NAQ8NQc4ShpgOjQEPDUHOEoaYDo0BDw1BzhKGmA6NAQ8NQc4ShpgOjQEPDUHOEoaYDo0BDw1BzhKGmA6NAQ8NQc4ShpgOjQEPDUHOEoaYDo0BDw1BzhKGmA6NAQ8NQc4ShpgOjQEPDUHOEoaYDo0BDw1BzhKGmA6NAQ8NQc4ShpgOjQEPDUHOEoaYDo0BDw1BzhKGmA6NAQ8NQc4ShpgOjQEPDUHOEoaYDe6YCJYSQzYU90Fgw1BxhqOnAKNDQMNQcYajpwCjQ0DDUHGGo6cAo0NAw1BxhqOnAKNDQMNQcYajpwCjQ0DDUHGGo6cAo0NAw1BxhqOnAKNDQMNQcYajpwCjQ0DDUHGGo6cAo0NAw1BxhqOnAKNDQMNQcYajpwCjQ0DDUHGGo6cAo0NAw1BxhqOnAKNDQMNQcYajpwCjQ0DDUHGGo6cAo0NAw1BxhqOnAKNDQMNQcYajpwCjQ0DDUHGGo6cAo0NAw1BxhqOnAKNDQMNQcYajpwCjQ0DDUHGGo6cAo0NAw1BxhqOnAKNDQMNQcYajpwCjQ0DDUHGGo6cAo0NAw1BxhqOnAKNDQMNQcYajpwCjQ0DDUHGGo6cAo0NAw1BxhqOnAKNDQMNQcYajpwCjQ0DDUHGGo6cAo0NAw1BxhqOnAKNDQMNQcYajpwCjQ0DDUHGGo6cAo0NAw1BxhqOnAKNDQMNQcYajpwCjQ0DDUHGGo6cAo0NAw1BxhqOnAKNDQMNQcYajpwCjQ0DDUHGGo6cAo0NAw1BxhqOnAKNDQMNQcYajpwCjQ0DDUHGGo6cAo0NAw1BxhqOnAKNDQMNQcYajpwCjQ0DDUHGGo6cAo0NAw1BxhqOnAKNDQMNQcYajpwCjQ0DDUHGGo6cAo0NAw1BxhqOnAKNDQMNQcYajpwCjQ0DDUHGGo6cAo0NAw1BxhqOnAKNDQMNQcYajpwCjQ0DDUHGGo6cAo0NAw1BxhqOnAKNDQMNQcYajpwCjQ0DDUHGGo6cAo0NAw1BxhqOnAKNDQMNQcYajpwCjQ0DDUHGGo6cAo0NAw1BxhqOnAKNDQMNQcYajpwCjQ0DDUHGGo6cAo0NAw1BxhqOnAKNDQMNQcYajpwCjQ0DDUHGGo6cAo0NAw1BxhqOnAKNDQMNQcYajpwCjQ0DDUHGGo6cAo0NAw1BxhqOnAKNDQMNQcYajpwCjQ0DDUHGGo6cAo0NAw1BxhqOnAKNDQMNQcYajpwCjQ0DDUHGGo6cAo0NAw1BxhqOnAKNDQMNQcYajpwCjQ0DDUHGGo6cAo0NAw1BxhqOnAKNDQMNQcYajpwCjQ0DDUHGGo6cAo0NAw1BxhqOnAKNDQMNQcYajpwCjQ0DDUHGGo6cAo0NAw1BxhqOnAKNDQMNQcYajpwCjQ0DDUHGGo6cAo0NAw1BxhqOnAKNDQMNQcYajpwCjQ0DDUHGGo6cAo0NAw1BxhqOnA5inQz+/2+/376sXvP197QYGqwVBzhKGmA5ulQG/3RX78c12m+/0f/9p5QYHKwVBzhKGmA5ujQLOW/KXY1/zp/vx/2Y/et19QoHow1BxhqOnA5ijQm7IfP7/Ld0Hvyt3NnhcUqB4MNUcYajqwOQq0yu8/5zVZtem3j/leaeMFBaoHQ80RhpoObMYC/fwu29389vGH34pXt1l3Nl5QoIIw1BxhqOnA5ivQ85nQ6mj9dv9T80WZP5SZjiGEENFMLtCb/b7Y26w78y4t0DsKlBCy+Uwt0G8f9+V4z4cKtIrCzjewtWmoOdJQG57ELAWapziGp0CtYKg5wlDTgc1YoMWgpYfOgVKgUjDUHGGo6cDmLND8MjxX4a1gqDnCUNOBzVCg9SjPYhzTTfniPA70l8Y7KFAxGGqOMNR0YDMUaFaT5QF6caDOnUhOMNQcYajpwOYo0HIEaNaW+QE798I7wVBzhKGmA5ujQLPqLPNL8qJ8AFPjBQUqB0PNEYaaDmyWAi2f+nluSZ4H6gNDzRGGmg5sngJ9dBTUga1NQ82RhtrwJCjQwDDUHGGo6cAo0NAw1BxhqOnAKNDQMNQcYajpwCjQ0DDUHGGo6cAo0NAw1BxhqOnAKNDQMNQcYajpwCjQ0DDUHGGo6cAo0NAw1BxhqOnAKNDQMNQcYajpwCjQ0DDUHGGo6cAo0NAw1BxhqOnAKNDQMNQcYajpwCjQ0DDUHGGo6cAo0NAw1BxhqOnAKNDQMNQcYajpwCjQ0DDUHGGo6cAo0NAw1BxhqOnAKNDQMNQcYajpwCjQ0DDUHGGo6cAo0NAw1BxhqOnAKNDQMNQcYajpwCjQ0DDUHGGo6cAo0NAw1BxhqOnAKNDQMNQcYajpwCjQ0DDUHGGo6cAo0NAw1BxhqOnAKNDQMNQcYajpwCjQ0DDUHGGo6cAo0NAw1BxhqOnAKNDQMNQcYajpwCjQ0DDUHGGo6cAo0NAw1BxhqOnAKNDQMNQcYajpwCjQ0DDUHGGo6cAo0NAw1BxhqOnAKNDQMNQcYajpwCjQ0DDUHGGo6cAo0NAw1BxhqOnAKNDQMNQcYajpwCjQ0DDUHGGo6cAo0NAw1BxhqOnAKNDQMNQcYajpwCjQ0DDUHGGo6cAo0NAw1BxhqOnAKNDQMNQcYajpwCjQ0DDUHGGo6cAo0NAw1BxhqOnAKNDQMNQcYajpwCjQ0DDUHGGo6cAo0NAw1BxhqOnAKNDQMNQcYajpwCjQ0DDUHGGo6cAo0NAw1BxhqOnAKNDQMNQcYajpwCjQ0DDUHGGo6cAo0NAw1BxhqOnAKNDQMNQcYajpwCjQ0DDUHGGo6cAo0NAw1BxhqOnAKNDQMNQcYajpwCjQ0DDUHGGo6cAo0NAw1BxhqOnAKNDQMNQcYajpwCjQ0DDUHGGo6cAo0NAw1BxhqOnAKNDQMNQcYajpwCjQ0DDUHGGo6cAo0NAw1BxhqOnAKNDQMNQcYajpwCjQ0DDUHGGo6cAo0NAw1BxhqOnAKNDQMNQcYajpwCjQ0DDUHGGo6cAo0NAw1BxhqOnAKNDQMNQcYajpwB5XoKfdbveWAt0ODDVHGGo6sLEFesqLM+/P3e41BboZGGqOMNR0YCML9JD35tcPRYG++JUC3QoMNUcYajqwcQWa73q+vP/0avf9X768yf5FgW4EhpojDDUd2LgCPRSnPo+78jj++79QoBuBoeYIQ00HNqpAs2P3t0WNfven+2w/NP9fCnQTMNQcYajpwEYV6Jc3+XnP6uCdAt0QDDVHGGo6sEcU6Km8AE+BbgiGmiMMNR3YqAItD+GP5fX3A+dAtwNDzRGGmg5sVIEWpZkdwefNeZxlIKiCOrC1aag50lAbnsSYAi1H0GfNmbUo40A3BEPNEYaaDmxcgZZD6L/7U/GPOe7lVFAHtjYNNUcaasOTGFOgxUjQ4tTnYYYrSBSoDAw1RxhqOrCxBUoIIWQ4PM4uFgw1RxhqOrBRBfrlv6avvv5HxoFuBYaaIww1Hdi4An2TjFw67RhIvxkYao4w1HRgIwu0vvSej2OiQDcDQ80RhpoObFSBXgYvHXfzPJNeQR3Y2jTUHGmoDU9iRIGeG/TTq+K5oDNEQR3Y2jTUHGmoDU9iTIHmDfri18NulsN3ClQHhpojDDUd2MgCPX+dxyzfKEeBysBQc4ShpgMbW6BFg85y9E6BCsFQc4ShpgMbXaB5g850/E6BysBQc4ShpgN7oEDzUUudMIxpMzDUHGGo6cAo0NAw1BxhqOnAKNDQMNQcYajpwB4o0KWioA5sbRpqjjTUhidBgQaGoeYIQ00HRoGGhqHmCENNBza2QKsHMp3m+EY5ClQGhpojDDUd2MgCPVWj6E8z3cypoA5sbRpqjjTUhicxpkDzp4gUX4l0nOl2eAV1YGvTUHOkoTY8iTEFeqi/DD6/o5Pvhd8MDDVHGGo6sFEFmrXmpTQP5b4oBboFGGqOMNR0YKMK9MubF7/WLz69YiD9ZmCoOcJQ04FRoKFhqDnCUNOBjSrQ7BD+8iDQE4fw24Gh5ghDTQc2qkDvD5dL71mZzvBYUAV1YGvTUHOkoTY8iTEFmg9jKvdBT3yp3JZgqDnCUNOBjSvQfBxTnTmeS6+gDmxtGmqONNSGJzGqQJMG5Vs5NwRDzRGGmg5sbIGeK3SGC0gUqA4MNUcYajqw8QU6axTUga1NQ82RhtrwJCjQwDDUHGGo6cAmFOiXv2Mg/VZgqDnCUNOBjS3QA9+JtEUYao4w1HRg4wo0fwYTBbpBGGqOMNR0YOMK9Nj4Vk4G0m8GhpojDDUd2KgCzXZAX/x6f8qHgH55M8uXeiioA1ubhpojDbXhSYwo0LI1v7zJj92/fkiezESBmsNQc4ShpgMbWaB5aVbVeeJhItuBoeYIQ00H9ogCvT8UZz+/vOFxdpuBoeYIQ00H9pgCPRanP8sjeQp0EzDUHGGo6cBGFWj1nUjH4k54nki/IRhqjjDUdGCjCjQfxvSyeCro67xMOYTfDAw1RxhqOrBxBfrlTT58/jycnotIm4Gh5ghDTQc2rkDzB9Fn+52nuW5EokBFYKg5wlDTgY0s0OzIPd/vzPdEZ3kiqII6sLVpqDnSUBuexLgCnTkK6sDWpqHmSENteBIUaGAYao4w1HRgowq0MfTzyFX47cBQc4ShpgN7fKGz/Z8AACAASURBVIEeeJzddmCoOcJQ04E9VKD5ZaN2KNDNwFBzhKGmA3uoQFuPAmUc6LZgqDnCUNOBPVig3V3QOcYxKagDW5uGmiMNteFJPFCgZYnOMXieAtWDoeYIQ00HRoGGhqHmCENNBzaqQOePgjqwtWmoOdJQG57EiAJlHOhWYag5wlDTgT2+QBkHuiEYao4w1HRgDxUo40A3DUPNEYaaDuyhAmUc6KZhqDnCUNOBPVigjAPdMgw1RxhqOrAHC7QsUYYxbROGmiMMNR0YBRoahpojDDUd2KgCnT8K6sDWpqHmSENteBKPLtAvf8dV+K3AUHOEoaYDG1ugB4YxbRGGmiMMNR3YuAI9f6ExBboxGGqOMNR0YOMKtDkY9O2T+5MCFYGh5ghDTQc2qkCzHdAXv96f8hH0X97sXj+9PylQERhqjjDUdGCjCrRszXIw09cPWZdSoBuBoeYIQ00HNrJA89KsqvPErZzbgaHmCENNB/aIAr0/FGc/v7zhcXabgaHmCENNB/aYAj0Wpz9nuS1JQR3Y2jTUHGmoDU9iRIF+/VBUZ/ko5U+vKNDNwFBzhKGmAxtVoPkwppd5dWY9mpUph/CbgaHmCENNBzauQPNn2n33p/Nwei4ibQaGmiMMNR3YuAK9PxWPAT3NdSMSBSoCQ80RhpoObGSBZkfu+X5nvic6x/OUKVARGGqOMNR0YGMLdOYoqANbm4aaIw214UlQoIFhqDnCUNOBUaChYag5wlDTgVGgoWGoOcJQ04FRoKFhqDnCUNOBUaChYag5wlDTgVGgoWGoOcJQ04FRoKFhqDnCUNOBPVCg1WNEKNCNwlBzhKGmA3ugQGf6Bg8KVBSGmiMMNR3YqAKd5RGgFKggDDVHGGo6sIcL9Pu/UKCbhaHmCENNB/ZAgd4fdt3wQOXNwFBzhKGmA3uoQD+9GlOgn9/t9/sf/1y++P3n7MX7+54XFKgaDDVHGGo6sIcKtK9BOwV6sy/zvi7T/f6Pf+28oEDlYKg5wlDTgT1YoHkeOAd6V1bnzf6H34pdzp+K4sx/1HhBgerBUHOEoaYDm6NAb6p+vMnb8q7c3fz8Lj+ib7ygQPVgqDnCUNOBjSrQ4Xz7mO953ud1+VPdpt8+7n9pvaBA9WCoOcJQ04GNLtDqG+WGvtAjL9C6TW+z7my8oEAFYag5wlDTgY0t0GN9Cenqd3IW+5m//1wdrd9mbdp4UeYPZa63MCGEmOZagR6Ti/DX7u28zU941p15lxboHQVKCNl8rhRoPpap7M2sSV/82vueu+oi/HCBVlHY+Qa2Ng01Rxpqw5MYU6CHS2tmXdp7EF/2JwXqBUPNEYaaDmxUgTYeanfsvZB0W/bng+dAKVApGGqOMNR0YKMK9Mub5LD906vuoNBvH883cnIV3gqGmiMMNR3YLAWa9Wd9s+ZNOeTzPA40eUGB6sFQc4ShpgMbVaAPHMKn/cmdSFYw1BxhqOnARhXoAxeRbtOHhXAvvBMMNUcYajqwcQU6OIypeGLdvn7q0t0+eQBT4wUFKgdDzRGGmg5sXIEODqS/2zcKlOeBGsFQc4ShpgMbWaBjbuV8TBTUga1NQ82RhtrwJMYV6JiHiVCgdjDUHGGo6cBGF+i8UVAHtjYNNUcaasOToEADw1BzhKGmA6NAQ8NQc4ShpgOjQEPDUHOEoaYDo0BDw1BzhKGmA6NAQ8NQc4ShpgOjQEPDUHOEoaYDo0BDw1BzhKGmA6NAQ8NQc4ShpgMbV6CH7jOUKdAtwFBzhKGmAxtVoF/eXP0qTgrUGoaaIww1HRgFGhqGmiMMNR3YqAK9P8z1EBEKVAuGmiMMNR3YuAK9P+7mPQuqoA5sbRpqjjTUhicxokCzQ/g0M3SpgjqwtWmoOdJQG54EBRoYhpojDDUdGAUaGoaaIww1HdioAp0/CurA1qah5khDbXgSFGhgGGqOMNR0YBRoaBhqjjDUdGDjC/RQfCP8YZ4R9QrqwNamoeZIQ214EuMKtPha4xe/fv0wz4BQBXVga9NQc6ShNjyJUQVafi38i1/z6/Fz3JSkoA5sbRpqjjTUhicxpkA/vcp2PL+8yQ7h8wZ9S4FuBYaaIww1Hdi4Ai3uhS8K9D47iH9JgW4FhpojDDUd2KgCzUrz7X1VoPcnBtJvB4aaIww1HdioAi2rsyrQT68o0M3AUHOEoaYDo0BDw1BzhKGmAxtVoI1D+OMcl+EV1IGtTUPNkYba8CRGFOj9IT/vWRbop1dcRNoODDVHGGo6sHEFmrVmPgY0K9BjcT8SBboRGGqOMNR0YOMKtBpIX2aOmzkV1IGtTUPNkYba8CRGFWjSoLPcDK+gDmxtGmqONNSGJzGuQIuHiezmuY+TApWBoeYIQ00HNr5AZ42COrC1aag50lAbngQFGhiGmiMMNR3Y6AL9+qE4hJ9hCBMFqgNDzRGGmg5sZIFW9TlbhSqoA1ubhpojDbXhSYwp0KQ/52lQBXVga9NQc6ShNjyJMQWaD2J62/oXBboBGGqOMNR0YKMKNNsBrYcvfXnDvfDbgaHmCENNBzaqQLPSvOx18jzQDcFQc4ShpgMbWaDJ/e88zm5DMNQcYajpwEYVaPk4uyonDuG3A0PNEYaaDmxUgaaH7Y0ypUDNYag5wlDTgY0r0Pzie/kQkU+veBrThmCoOcJQ04E9UKD5txh3wjnQzcBQc4ShpgOjQEPDUHOEoaYDo0BDw1BzhKGmA3ugQJeKgjqwtWmoOdJQG54EBRoYhpojDDUdGAUaGoaaIww1HdjYAj1wDnSLMNQcYajpwMYVaPNaEgW6GRhqjjDUdGDjCvTAVfhtwlBzhKGmAxtVoF8/7JKnicwRBXVga9NQc6ShNjyJEQXaeJwdBbohGGqOMNR0YCMLdOYdUApUBIaaIww1HdioAr0/sAe6TRhqjjDUdGDjCnSWZ4BSoHow1BxhqOnAxhXo/XGOS+8UqBwMNUcYajqwkQVafBsnw5g2B0PNEYaaDmxcgTKQfqMw1BxhqOnAxhUoA+k3CkPNEYaaDmxUgTKQfqsw1BxhqOnARhUoA+m3CkPNEYaaDmxkgTKQfpsw1BxhqOnARhUoA+m3CkPNEYaaDmxcgX56xUD6TcJQc4ShpgMbV6BZg857EK+gDmxtGmqONNSGJzGiQFvfzckwps3AUHOEoaYDo0BDw1BzhKGmA6NAQ8NQc4ShpgMbVaDzR0Ed2No01BxpqA1PggINDEPNEYaaDowCDQ1DzRGGmg6MAg0NQ80RhpoObFSBchFpqzDUHGGo6cAo0NAw1BxhqOnAKNDQMNQcYajpwEYVaKNLZ7mnU0Ed2No01BxpqA1P4nEFev/1wxwNqqAObG0aao401IYn8cgCvT/tXlKgW4Gh5ghDTQf2+AL99IpzoJuBoeYIQ00H9vgCneUr4hXUga1NQ82RhtrwJB5ZoKfdboaHKyuoA1ubhpojDbXhSYwo0NYwptdP7k8KVASGmiMMNR3YhAKd4QieEEK2lxEFOsM1ePZAVWCoOcJQ04GNKtD5o6AObG0aao401IYnQYEGhqHmCENNB0aBhoah5ghDTQdGgYaGoeYIQ00H9kCBtgYw8TSmjcFQc4ShpgOjQEPDUHOEoaYDo0BDw1BzhKGmA3ugQNs5cSfSpmCoOcJQ04E9qkC/fpjrRiQFdWBr01BzpKE2PInxBTrX7icFKgNDzRGGmg5sfIHOt/tJgcrAUHOEoaYDG12gM+5+UqAyMNQcYajpwEYWaLH7OcNzQClQLRhqjjDUdGDjCvSY736+na0+KVAVGGqOMNR0YGMKtBgMOuPuJwUqA0PNEYaaDmxEgc6++0mBysBQc4ShpgN7sEAX2P2kQGVgqDnCUNOBPVSgS+x+UqAyMNQcYajpwB4oUO6F3zYMNUcYajowCjQ0DDVHGGo6MAo0NAw1RxhqOrAHCnSpKKgDW5uGmiMNteFJUKCBYag5wlDTgVGgoWGoOcJQ04FRoKFhqDnCUNOBUaChYag5wlDTgVGgoWGoOcJQ04FRoKFhqDnCUNOBUaChYag5wlDTgVGgoWGoOcJQ04FRoKFhqDnCUNOBUaChYag5wlDTgVGgoWGoOcJQ04FRoKFhqDnCUNOBUaChYag5wlDTgVGgoWGoOcJQ04FRoKFhqDnCUNOBUaChYag5wlDTgVGgoWGoOcJQ04FRoKFhqDnCUNOBUaChYag5wlDTgVGgoWGoOcJQ04FRoKFhqDnCUNOBUaChYag5wlDTgVGgoWGoOcJQ04FRoKFhqDnCUNOBUaChYag5wlDTgVGgoWGoOcJQ04FRoKFhqDnCUNOBUaChYag5wlDTgVGgoWGoOcJQ04FRoKFhqDnCUNOBUaChYag5wlDTgVGgoWGoOcJQ04FRoKFhqDnCUNOBUaChYag5wlDTgVGgoWGoOcJQ04FRoKFhqDnCUNOBUaChYag5wlDTgVGgoWGoOcJQ04FRoKFhqDnCUNOBUaChYag5wlDTgVGgoWGoOcJQ04FRoKFhqDnCUNOBUaChYag5wlDTgVGgoWGoOcJQ04FRoKFhqDnCUNOBUaChYag5wlDTgVGgoWGoOcJQ04FRoKFhqDnCUNOBUaChYag5wlDTgVGgoWGoOcJQ04FRoKFhqDnCUNOBUaChYag5wlDTgVGgoWGoOcJQ04FRoKFhqDnCUNOBUaChYag5wlDTgVGgoWGoOcJQ04FRoKFhqDnCUNOBUaChYag5wlDTgVGgoWGoOcJQ04FRoKFhqDnCUNOBUaChYag5wlDTgVGgoWGoOcJQ04FRoKFhqDnCUNOBUaChYag5wlDTgVGgoWGoOcJQ04FRoKFhqDnCUNOBUaChYag5wlDTgVGgoWGoOcJQ04HNVqC///xT/a/9fv++7wUFqgZDzRGGmg5stgK92VcF+vndPs8f/9p5QYHKwVBzhKGmA5urQG/2VYFmu5w/FcX5vv2CAtWDoeYIQ00HNk+BFjuaZYHelbubn9/9+OfWCwpUD4aaIww1HdgsBXqbteddVaA35d7mt4/7X1ovKFA9GGqOMNR0YPMU6A+/3VcF+u1j9u+yVN83X1CggjDUHGGo6cBmKdA8VYH+/nN1tH6bvW68KPOHMpMxhBCimvkK9C4t0DsKlBCy+SxeoFUUdr6BrU1DzZGG2vAkKNDAMNQcYajpwBYr0CvnQClQKRhqjjDUdGBzFyhX4a1gqDnCUNOBzV2g9zflkM/zONDkBQWqB0PNEYaaDmz2AuVOJCcYao4w1HRgsxco98I7wVBzhKGmA5u9QLN/JA9garygQOVgqDnCUNOBzV+gPA/UCIaaIww1HdhsBfq4KKgDW5uGmiMNteFJUKCBYag5wlDTgVGgoWGoOcJQ04FRoKFhqDnCUNOBUaChYag5wlDTgVGgoWGoOcJQ04FRoKFhqDnCUNOBUaChYag5wlDTgVGgoWGoOcJQ04FRoKFhqDnCUNOBUaChYag5wlDTgVGgoWGoOcJQ04FRoKFhqDnCUNOBUaChYag5wlDTgVGgoWGoOcJQ04FRoKFhqDnCUNOBUaChYag5wlDTgVGgoWGoOcJQ04FRoKFhqDnCUNOBUaChYag5wlDTgVGgoWGoOcJQ04FRoKFhqDnCUNOBUaChYag5wlDTgVGgoWGoOcJQ04FRoKFhqDnCUNOBUaChYag5wlDTgVGgoWGoOcJQ04FRoKFhqDnCUNOBUaChYag5wlDTgVGgoWGoOcJQ04FRoKFhqDnCUNOBUaChYag5wlDTgVGgoWGoOcJQ04FRoKFhqDnCUNOBUaChYag5wlDTgVGgoWGoOcJQ04FRoKFhqDnCUNOBUaChYag5wlDTgVGgoWGoOcJQ04FRoKFhqDnCUNOBUaChYag5wlDTgVGgoWGoOcJQ04FRoKFhqDnCUNOBUaChYag5wlDTgVGgoWGoOcJQ04FRoKFhqDnCUNOBUaChYag5wlDTgVGgoWGoOcJQ04FRoKFhqDnCUNOBUaChYag5wlDTgVGgoWGoOcJQ04FRoKFhqDnCUNOBUaChYag5wlDTgVGgoWGoOcJQ04FRoKFhqDnCUNOBUaChYag5wlDTgVGgoWGoOcJQ04FRoKFhqDnCUNOBUaChYag5wlDTgVGgoWGoOcJQ04FRoKFhqDnCUNOBUaChYag5wlDTgVGgoWGoOcJQ04FRoKFhqDnCUNOBUaChYag5wlDTgVGgoWGoOcJQ04FRoKFhqDnCUNOBUaChYag5wlDTgVGgoWGoOcJQ04FRoKFhqDnCUNOBUaChYag5wlDTgVGgoWGoOcJQ04FRoKFhqDnCUNOBUaChYag5wlDTgVGgoWGoOcJQ04FRoKFhqDnCUNOBUaChYag5wlDTgVGgoWGoOcJQ04FRoKFhqDnCUNOBUaChYag5wlDTgVGgoWGoOcJQ04FRoKFhqDnCUNOBUaChYag5wlDTgVGgoWGoOcJQ04FRoKFhqDnCUNOBUaChYag5wlDTgVGgoWGoOcJQ04FRoKFhqDnCUNOBPVOBEkLI5sIeaCwYao4w1HRgFGhoGGqOMNR0YBRoaBhqjjDUdGAUaGgYao4w1HRgFGhoGGqOMNR0YBRoaBhqjjDUdGAUaGgYao4w1HRgFGhoGGqOMNR0YBRoaBhqjjDUdGAUaGgYao4w1HRgFGhoGGqOMNR0YBRoaBhqjjDUdGAUaGgYao4w1HRgFGhoGGqOMNR0YBRoaBhqjrANq+2yrEejQNfJdmGoOcK2q7bbrdqgFOg62S4MNUfYZtV2u3UblAJdJ9uFoeYI26rabrdyg1Kg62S7MNQcYVtVo0ApUDMYao6wrapRoBSoGQw1R9hW1ShQCtQMhpojbLNqXESiQL1gqDnCtqvGMCYK1AqGmiNsw2oMpKdAnWCoOcJQ04FRoKFhqDnCUNOBUaChYag5wlDTgVGgoWGoOcJQ04FRoKFhqDnCUNOBUaChYag5wlDTgVGgoWGoOcJQ04FRoKFhqDnCUNOBUaChYag5wlDTgVGgoWGoOcJQ04FRoKFhqDnCVqWte3Ol3VqjQEPDUHOErUlb+fEedmuNAg0NQ80RtiJt7QfM2a01CjQ0DDVH2Hq01R9xbLfWKNDQMNQcYRSoDowCDQ1DzRFGgerAKNDQMNQcYRSoDowCDQ1DzRHGRSQdGAUaGoaaI4xhTDowCjQ0DDVHGAPpdWAUaGgYao4w1HRgFGhoGGqOMNR0YBRoaBhqjjDUdGAUaGgYao4w1HRgFGhoGGqOMNR0YBRoaBhqjjDUdGAUaGgYao4w1HRgFGhoGGqOMNR0YBRoaBhq82Td0eYbvjfIboOkQEPDUJsl697vuOW70+02SAo0NGzDaiuWzLpP3Nj085HsNkgKNDRsu2orlsy6z3xb/QlzbJDDk6BAA8M2q7bdSqNApWAUaGjYVtVWbRkK1JVGga6T7cK2qkaBzhc2yOFJUKCBYVtVe55OW4PFRSQtGAUaGrbqeJhnuC6+6mWkVVCr0yjQByZBgcaFrfpRfAbYqriVUKvTKNDhSVCgYWHPsJe2zbqmZTxpFOg62Shsw1da/pndNE+YnRoFKgbb6onC1Qt0u5sIakIwClQL9hyXcylQMxhqOjAKVAr2LGclKVAzGGo6MApUCfYso2+2CMuzzU1kfRpqw5OgQHVga++mbfm6+EY3kfVpqA1PggLVgW37UvW6/bnRTWR9GmrDk6BAdWCcKHSloeZIi1ugW91z4kShKQ01R1rYAt3uuTtOFHrSUHOkRS3QLV895kShJQ01R1rQAt32+EW2V0caao40CnT5UKCmMNQcYXZqFKgSLA/bqyMNNUcaBbp8KFBTGGqOMDs1xwLd9EUktldLGmqOtKgFuumRRWyvjjTUHGlhC3SzA+n/me3Vk4aaIy1ugdotZ1EYao4w1HRgFGhoGGqOMNR0YBRoaBhqjjDUdGAUaGgYao4w1HRgFGhoGGqOMNR0YBRoaBhqjjDUdGAUaGgYao4w1HRgFGhoGGqOMNR0YBRoaBhqjjDUdGAUaGgYao4w1HRgSxfo7z/v9/v3FKgoDDVHGGo6sIUL9PO7fZ4//pUClYSh5ghDTQe2bIFm+58/FS3a3gdVUAe2Ng01Rxpqw5NYskDvyn3Pz+9+/DMFqghDzRGGmg5s2QK9KXc9v33c/0KBKsJQc4ShpgNbtEC/ffzht+Ift+1jeAV1YGvTUHOkoTY8iQUL9Pefq0P32/xUaJE/lJkVQwghClmoQO8oUELI5rN4gVZR2PkGtjYNNUcaasOToEADw1BzhKGmA1unQG8pUE0Yao4w1HRgixYoV+HVYag5wlDTgS1aoPc35fhPxoGqwlBzhKGmA1u2QLkTSRyGmiMMNR3YsgXKvfDiMNQcYajpwJYt0GwXlKcxKcNQc4ShpgNbuEB5Hqg2DDVHGGo6sKUL9EoU1IGtTUPNkYba8CQo0MAw1BxhqOnAKNDQMNQcYajpwCjQ0DDUHGGo6cAo0NAw1BxhqOnAnqlAn5xVn4i3XRhqjjDUZGEUaCwYao4w1GRhFGgsGGqOMNRkYRRoLBhqjjDUZGEUaCwYao4w1GRhFGgsGGqOMNRkYRRoLBhqjjDUZGE2BUoIIWqhQAkhZGIoUEIImRgKlBBCJoYCJYSQiaFACSFkYihQQgiZGAqUEEImRrdAi2+nK/NT9YP6y+aTf85G65n4t489X483Qz6/q9UyVEd0gSQmiy7G232S96uolYzka2CXWmtlPr/Ll9n8S64HdFmOxcuz4s1+/8sivFKsb0OZPdk6qs0S1QWAfZt7uZXOsxAtCrRcsOsXaLZiO9/PPEeuFugSW9CZeDZ5pgJdSO1CqEtzqbV2nvrqBVro1AV6u0x/Xgr0h9/KHyznWNVn3WKJ6uxq3c293mRm0VMu0KTHfrp/jgK9+fHfL/jHvouuRBdIYrLoYmxNdnG1/MNQeN1cGnSptVZmxQKtGjNbdO8vL5fqz0uBnlfUYo55f74vCaVMrXoz/5/Zzuae0QvaTFukQ4F2N9p1CvT3n//4T4t87K8VaOs/zJfU5HkKdCG1m3pn83a/9Fors36B3t/latXLxfqzFvvh31WExRyTmrxt7l1n5Ta3XWdzrzfEz+/O+9pPiUWBlv9cvUDv9u+X2YiuFuhS22xq8kwFuggrWZD1mc/F1lqKXLVAC1j58m6x/ryI/d9qoS7lmBZX1te/Nc/vzn36urMJ3p3/us7T1hYFWvwJXr1Av33MVu78a/R+oEDvljlT2DB5pgJdRK1n7Sy31so8a4Eu2J+J2G1ZMUs53naOD55nD3SeOBTo3f5ZzoFWm+wCFySuFejdQherGybPU6CLqPV93pZba+fpP8MhfPav/OWS/ZmIVYt1IceelZacA519vfWdA51zU1Qu0H3jMuTqBXqb78aUxxgz53LVsfzD0BKdPQ2TdQt0UbW+lbPcWiuzfoHe7auLSP+03y+m1RBb1LFn3Vw+D/MTr16Fn+kYxaJAOye11yjQbx+L/7tZYM/paoEus3/RNHmmAl1CreezuOBaK/N8w5gW/Atb8i5ixeJbeuu4rYefrTuMqebNoqdcoIXgbd+4tDUKtDrZvMS5u95D+NvFdi+aJs9wCL+UWnG+s5kF11qZZyjQ81jJH35bbpxbU6z4y7T0HmhaoJcRW4ufA61yM1ODyhfoZeDGygV6s9xfxf5zoIuNUGmaPMc50IXUek6nLbjWyjzDOdDqZW603Cimplh+2nWVc6C3jQJd4OT19c09Ozya4a+RfoHWw8aSA7b5BxV2Jp4cfc5+2HTlItICw4jL6TdMFl2MFbBzEWkhtfSC7l3rrq6FDnafr0CLlzeLHac0xW6WGwzWuArfKtAl9oyam3vyepa2NijQ81+K5E/X/H+oOhOvh4vNM962kSsFOs+fxE5aJosuxiI9BbqQWrogi/N2S661FPlsBZotyFX+MmQ98z9XGAe6fIG2N/fkdWsJT4tBgdbHLbf1trPAOL/WxC+n17IlPvdn/9owpkUO0Domiy7GPH3DmBY69ryMe7nLd80WXWtlnrlAl7vdtyV2t//XC90Wlx6OlLc/LHkI39nc61vWegakTohDgSZ3r1bXxxe5sNOYeLL5zn9B4lqBnkVnhrVMFl2MefoKdBG18vTEL/f17dWLrrUyz12giz9M5Cx2s9ijbeqRmMVDRX7pjNiaN+3NPXl8QphbOcvHKRTLt8wSh2fNid9e1mS2xGfeYgfuhV9i17ptsuhivO8v0EXU7tMTvOXexYJrrUznDPlyF3X6C3Spv3vtAj0XzxK5XOo77xkteOa6vbm3hjc8MRYFetnpL5f8Uo8suky8NeJh5tV6tUAXuNjSa7LoYuwv0KWuI1Wfh/atFovc1VLinrlAlzoN2tm1vl2uQFtb4LyV9gDs/lyp82z+ugVKCCHioUAJIWRiKFBCCJkYCpQQQiaGAiWEkImhQAkhZGIoUEIImRgKlBBCJoYCJYSQiaFACSFkYihQQgiZGAqUEEImhgIlhJCJoUAJIWRiKFBCCJkYCpQQQiaGAiXa+fJml+ftc88HIT2hQIlyTrs6Uyv09P1fZp0lQi6hQIlwjrskrydN4rCjQMlioUCJbo71nmd+IP/i1ynToEDJgqFAiWw+vdrtXp5fZGU6qQkpULJgKFAim0PSn/mrSbugFChZMBQoUU122J5W5qdXVZt+/ZAf2Ve1mL2pOjd63H33p+r1sT5lejyfPs1+6W2+R7v7h+JteQ5pPRMyJRQoUc1p19twx8ZFpZ4C/dty4FPxMi3Qfyh++L/fVNfzv7xhbBR5aihQoppj74X34+5clEX/9RRo8R/y3dTiP1SH8PnrbH/263+pdzxP9a4oIVNDgRLVHPvGfmYFWR68Z41YH7JXb0+LNf/vxRuTAi2ndi5OjuDJ00OBEtX0FuixPi/66VVenT0FWp0dPZRFeSnQaoezOnTnCJ7MEAqUqKa3QA/1gXfWgC97C/Rl+jop0PPV+HLXfNJ/WwAAAaVJREFUkyN4MkMoUKKaU8850KQHy3/2XoVPXicFej5iL6uTI3gyQyhQoprsGL0xhPPwttGDZTVOKNDi4J0jeDJHKFCimtY40OLs5hx7oMXO54nx9WSGUKBENsfGQNByVNP1c6CH0QWaH8MfJj6bhJA0FCiRTeNe+FM9Mv5t/YPXyUWjK8Oa+go0e8+/fTPt0SSENEKBEt00n8Z0Hn3UGAdaH9OfdqMLNPvZv3rFETyZIRQoEc6h+zzQ5E6k893ueRced1cKtBo42ijQ0+SnixLSCAVKlJM8Uflt+0dlBZaPFsla9H/1F2jxTPuXzQJtXZ4iZGooUKKdU+dx9GVlXuqwOtC/chW+mEBx+b7xaDyO4MkcoUBJwBw5giezhAIl8fL1A0fwZJZQoCRePnENnswTCpSES/50+ueeB7KNUKAkWI67iV9PR0gnFCgJlqlf70lINxQoIYRMDAVKCCETQ4ESQsjEUKCEEDIxFCghhEwMBUoIIRNDgRJCyMRQoIQQMjEUKCGETAwFSgghE0OBEkLIxFCghBAyMRQoIYRMDAVKCCET8/8BmeYzaim+zvcAAAAASUVORK5CYII=" width="672" /></p>
+<div id="analisis" class="section level2">
+<h2>Análisis</h2>
+<div id="evolucion-general" class="section level3">
+<h3>Evolución general</h3>
+<p>En primer lugar, para saber si este estudio tiene sentido, se observará la evolución temporal tanto de los ciberataques reportados como de las certificaciones realizadas en busca de patrones que puedan indicar una relación entre ambas evoluciones.</p>
+<p><img src="data:image/png;base64,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" width="432" style="float:left" /> <img src="data:image/png;base64,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" width="432" /></p>
+<p>Como se puede observar en las gráficas, el número de empresas que obtienen la certificación crece anualmente, mientras que el numero de ataques es un poco más inestable. Del año 2013 al 2014 el número de ataques se reduce drásticamente, esto puede deberse a un problema en la fuente de datos, ya que al depender directamente de un ser humano pueden existir intervalos en los que se hayan registrado menos datos (por problemas del administrador, como falta de tiempo o interes). Otra explicación plausible es que justo en el año 2013 se produjo una revisión de la certificación, produciendose la ISO 27001:2013 que sustituyó a su predecesora 27001:2005, los cambios realizados pueden consultarse en la <a href="http://www.iso.org/iso/home/store/catalogue_tc/catalogue_detail.htm?csnumber=54534">web oficial</a>. Para indagar un poco sobre este tema a continuación se representa la evolución de los ataques mes a mes, al aumentar la precisión en el eje X se puede observar mejor la tendencia y abstraernos un poco de esos errores humanos.</p>
+<p><img src="data:image/png;base64,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" width="864" /></p>
+<p>Podemos observar que la tendencia de los ataques tiene una pendiente negativa, mas pronunciada en el momento en que se realiza una actualización de las normas (27001:2013) y que presenta algo parecido, aunque muy moderada, a una recuperación, pasado un periodo de tiempo. También se podría relacionar la evolución de los ataques con la evolución de los certificados, si tenemos en cuenta el desplazamiento de un año para establecer la relación de causalidad. Por ejemplo podemos observar como los años en que menos crece el número de certificaciones (2012 y 2014), los ataques aumentan ligeramente en los años siguientes (2013 y 2015), mientras que en los años que mayor es el aumento de las mismas (2013 y 2015) la cantidad de ataques producidos disminuye para los años consecutivos (2014 y 2016).</p>
 </div>
-<div id="section-3" class="section level3">
-<h3>2015</h3>
-<pre><code>## [[1]]</code></pre>
-<p><img src="data:image/png;base64,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" width="672" /></p>
-<pre><code>## [[1]]</code></pre>
-<p><img src="data:image/png;base64,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" width="672" /></p>
+<div id="evolucion-por-tipo-de-ataque" class="section level3">
+<h3>Evolución por tipo de ataque</h3>
 <p>De los datos mostrados se pueden hacer diferentes observaciones:</p>
 <ul>
 <li>De 2014 a 2015, USA pasa de tener 654 a 1247 empresas con certificación ISO 27001, sin embargo la cifra de ciberataques se mantiene constante de 383 a 386 ataques recibidos. De 2013 a 2014 por ejemplo, pasa de recibir 505 a 383 ataques pese a sólo haber pasado de 566 a 654 empresas con dicha certificación.</li>
@@ -212,30 +358,6 @@ Error in gList(list(list(data = list(Month = 1:12, Attacks = c(119L, 121L,  :
 <li>Se crean más empresas de las que logran certificarse, y además, sufren ataques antes de obtenerla</li>
 </ul>
 <p>La primera hipótesis puede ser comprobada con los datos que disponemos. A continuación se muestra una línea temporal de ciberataques globales entre los años 2012 y 2015.</p>
-</div>
-<div id="section-4" class="section level3">
-<h3>2012</h3>
-<pre><code>## [[1]]</code></pre>
-<pre><code>## `geom_smooth()` using method = 'loess'</code></pre>
-<p><img src="data:image/png;base64,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" width="672" /></p>
-</div>
-<div id="section-5" class="section level3">
-<h3>2013</h3>
-<pre><code>## [[1]]</code></pre>
-<pre><code>## `geom_smooth()` using method = 'loess'</code></pre>
-<p><img src="data:image/png;base64,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" width="672" /></p>
-</div>
-<div id="section-6" class="section level3">
-<h3>2014</h3>
-<pre><code>## [[1]]</code></pre>
-<pre><code>## `geom_smooth()` using method = 'loess'</code></pre>
-<p><img src="data:image/png;base64,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" width="672" /></p>
-</div>
-<div id="section-7" class="section level3">
-<h3>2015</h3>
-<pre><code>## [[1]]</code></pre>
-<pre><code>## `geom_smooth()` using method = 'loess'</code></pre>
-<p><img src="data:image/png;base64,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" width="672" /></p>
 <p>Observamos que se produjo lo contrario, bajó el número de ciberataques.</p>
 </div>
 </div>
+base
+knitr
+rJava
+xlsxjars
+xlsx
+ggplot2
+countrycode
+dplyr
+ISO27001effectiveness
+HeartBleed Vulnerability;Vulnerability
+Account Hijacking;Account Hijacking
+Account Hijacking (via a third party vendor);Account Hijacking
+Account Hijacking via Telegram Vulnerability;Account Hijacking
+Apache Vulnerability;Web server
+ATM Malware;ATM
+Backdoor via Joomla plugin vulnerability;Web server
+Banking Trojan;ATM
+BGP Poisoning;Network
+Bitcoin Software Vulnerability;Bitcoin
+Bitcoin Vulnerability;Bitcoin
+Botnet;Bots
+Bots;Bots
+Brute Force;Brute Force
+Brute Force?;Brute Force
+CMS Vulnerability;Web server
+Code Backdoor;Vulnerability
+Command Injection;Injection
+Credential Stuffing;Account Hijacking
+Cripto Currency Vulnerability;Bitcoin
+DDoS;DDoS
+Defacement;Defacement
+Defacement;Defacement
+Defacement DDoS;Defacement/DDoS
+Defacement SQLi;Defacement/Injection
+Defacement SQLi;Defacement/Injection
+Defacement/DDoS;Defacement/DDoS
+Directory Traversal Attack;Directory Traversal
+DNS Cache Poisoning;DNS
+DNS Hijacking;DNS
+DNS Poisoning;DNS
+DoS;DDoS
+Electronic Device;
+Exploited Undisclosed Vulnerability;0 day
+Fraudulent Transaction;Bitcoin
+FTP Vulnerability;FTP
+GPS Spoofing;GPS
+Heartbleed Vulnerability Exploit;Vulnerability
+HTML redirection;Redirection
+Iframe Injection;Injection
+iFrame Redirection;Injection
+ImageMagick Vulnerability;Vulnerability
+injected iFrame;Injection
+Jamming;DDoS
+Joomla Vulnerability;Web server
+LFI;Injection
+LogMeIn Vulnerability;Vulnerability
+Magento Vulnerability;Web server
+Malicious App;Malware
+Malicious Code Injection;Injection
+Malicious iFrame;Malware
+Malicious JS;Malware
+Malicious JS Injection;Injection
+Malicious JS injection;Injection
+Malicious JS redirection;Redirection
+Malicious PHP injection via Wordpress Vulnerability;Injection
+Malicious Script Injection;Injection
+Malvertising;Malware
+Malvertising;Malware
+Malware;Malware
+Malware (FinFisher);Malware
+Malware (Win32/Albatook);Malware
+MITM;MITM
+Mobile Interference;Mobile
+Mobile Malware;Mobile
+Mongo DB Vulnerability;DB
+Outdated Joomla;Web server
+PHP Backdoor;Web server
+POS Malware;Malware
+PoS Malware;Malware
+PoS Malware?;Malware
+Random Number Generator Vulnerability;Vulnerability
+RDP Vulnerability;Vulnerability
+Reverse ATM Attack;ATM
+Road Sign Hacking;
+Rootkit;Rootkit
+SEO Poisoning;SEO Poisoning
+Several Techniques;
+Shellshock Vulnerability;Vulnerability
+ShellShock Vulnerability;Vulnerability
+Social Engineering;Social Engineering
+SQLi;Injection
+SQLi;Injection
+SQLi (via vBulletin vulnerability);Injection
+SQLi via Drupal vulnerability;Injection
+SQLi?;Injection
+Targeted Attack;
+Targeted Attack;
+Targeted Attack;
+Unauthorized Access;Account Hijacking
+Unauthorized Code;Account Hijacking
+Unautorized Access;Account Hijacking
+Undisclosed Vulnerability;0 day
+Undisclosed Vulnerability in the e-commerce platform;0 day
+Unknown;
+Unknown;
+Unknown (Payment Card Processing System Compromised);
+Unknown (Unspecified Vulnerability);Vulnerability
+Unknown 0-day;0 day
+Unknown Malware;Malware
+Unknown Vulnerability;Vulnerability
+Unspecified Bug;Vulnerability
+vBulletin Vulnerability;Vulnerability
+Website Compromising;Web server
+Wordpress Vulnerability;Vulnerability
+XSS;Injection
+Zimbra 0-day;0 day
+Zimbra Vulnerability;Vulnerability