Imanol-Mikel Barba Sabariego / DDS · Commits

Commit 14bd06445561851fc874d62cbedfa34602122c8a

Authored by Miguel Tuñón
1 parent 58c7c07c

Finished geolocat analisis and started geolocat/type one

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Showing 14 changed files with 256 additions and 1 deletions
ISO27001effectiveness/R/ReportGraphs.R
  View file @14bd064
@@ -501,6 +501,190 @@ GetCountriesCol <- function(Attacks, Cert_PerCountry){ @@ -501,6 +501,190 @@ GetCountriesCol <- function(Attacks, Cert_PerCountry){
501 501
502 } 502 }
503 503
  504 +GetCountriesAttacksTopEvolution <- function(Attacks){
  505 + attacks.evol <- mutate(Attacks, Year = format(Attacks$Date, "%Y")) %>% group_by(Year, Country)
  506 + attacks.evol <- as.data.frame(table(attacks.evol$Year, attacks.evol$Country))
  507 + attacks.evol <- setNames(attacks.evol, c("Year", "Country", "Count"))
  508 + attacks.evol <- attacks.evol[attacks.evol$Country != "",]
  509 +
  510 + attacks.evol <- spread(attacks.evol, "Country", "Count")
  511 +
  512 + graph1 <- ggplot(data = attacks.evol,
  513 + aes(x = Year, y = US, group = 1)) +
  514 +
  515 + geom_line() +
  516 + geom_point() +
  517 +
  518 + theme(plot.title = element_text(hjust = 0.5)) +
  519 + ggtitle("US") +
  520 + xlab("Years") + ylab("Attacks")+
  521 + stat_smooth(method = "lm", se = FALSE, aes(outfit=fit<<-..y..))
  522 +
  523 + graph2 <- ggplot(data = attacks.evol,
  524 + aes(x = Year, y = GB, group = 1)) +
  525 +
  526 + geom_line() +
  527 + geom_point() +
  528 +
  529 + theme(plot.title = element_text(hjust = 0.5)) +
  530 + ggtitle("GB") +
  531 + xlab("Years") + ylab("Attacks")+
  532 + stat_smooth(method = "lm", se = FALSE, aes(outfit=fit<<-..y..))
  533 +
  534 + graph3 <- ggplot(data = attacks.evol,
  535 + aes(x = Year, y = IN, group = 1)) +
  536 +
  537 + geom_line() +
  538 + geom_point() +
  539 +
  540 + theme(plot.title = element_text(hjust = 0.5)) +
  541 + ggtitle("IN") +
  542 + xlab("Years") + ylab("Attacks")+
  543 + stat_smooth(method = "lm", se = FALSE, aes(outfit=fit<<-..y..))
  544 +
  545 + graph4 <- ggplot(data = attacks.evol,
  546 + aes(x = Year, y = JP, group = 1)) +
  547 +
  548 + geom_line() +
  549 + geom_point() +
  550 +
  551 + theme(plot.title = element_text(hjust = 0.5)) +
  552 + ggtitle("JP") +
  553 + xlab("Years") + ylab("Attacks")+
  554 + stat_smooth(method = "lm", se = FALSE, aes(outfit=fit<<-..y..))
  555 +
  556 +
  557 + list(graph1, graph2, graph3, graph4)
  558 +
  559 +}
  560 +
  561 +GetCountriesCertsTopEvolution <- function(Attacks){
  562 +
  563 + certs.evol <- gather(Cert_PerCountry, "Year", "Certs", 2:6) %>% group_by(country_short, Year)
  564 +
  565 + certs.evol <- rbind(certs.evol[certs.evol$country_short == "US",],
  566 + certs.evol[certs.evol$country_short == "GB",],
  567 + certs.evol[certs.evol$country_short == "IN",],
  568 + certs.evol[certs.evol$country_short == "JP",])
  569 +
  570 + certs.evol <- summarise(certs.evol,
  571 + Certs = sum(Certs))
  572 + certs.evol$Year <- substr(certs.evol$Year,2,5)
  573 +
  574 + certs.evol <- spread(certs.evol, "country_short", "Certs")
  575 +
  576 + graph1 <- ggplot(data = certs.evol,
  577 + aes(x = Year, y = US, group = 1)) +
  578 +
  579 + geom_line() +
  580 + geom_point() +
  581 +
  582 + theme(plot.title = element_text(hjust = 0.5)) +
  583 + ggtitle("US") +
  584 + xlab("Years") + ylab("Certifications")+
  585 + stat_smooth(method = "lm", se = FALSE, aes(outfit=fit<<-..y..))
  586 +
  587 + graph2 <- ggplot(data = certs.evol,
  588 + aes(x = Year, y = GB, group = 1)) +
  589 +
  590 + geom_line() +
  591 + geom_point() +
  592 +
  593 + theme(plot.title = element_text(hjust = 0.5)) +
  594 + ggtitle("GB") +
  595 + xlab("Years") + ylab("Certifications")+
  596 + stat_smooth(method = "lm", se = FALSE, aes(outfit=fit<<-..y..))
  597 +
  598 + graph3 <- ggplot(data = certs.evol,
  599 + aes(x = Year, y = IN, group = 1)) +
  600 +
  601 + geom_line() +
  602 + geom_point() +
  603 +
  604 + theme(plot.title = element_text(hjust = 0.5)) +
  605 + ggtitle("IN") +
  606 + xlab("Years") + ylab("Certifications")+
  607 + stat_smooth(method = "lm", se = FALSE, aes(outfit=fit<<-..y..))
  608 +
  609 +
  610 + graph4 <- ggplot(data = certs.evol,
  611 + aes(x = Year, y = JP, group = 1)) +
  612 +
  613 + geom_line() +
  614 + geom_point() +
  615 +
  616 + theme(plot.title = element_text(hjust = 0.5)) +
  617 + ggtitle("JP") +
  618 + xlab("Years") + ylab("Certifications")+
  619 + stat_smooth(method = "lm", se = FALSE, aes(outfit=fit<<-..y..))
  620 +
  621 +
  622 + list(graph1, graph2, graph3, graph4)
  623 +
  624 +}
  625 +
  626 +
  627 +#----------------------------------------------------------------
  628 +#-------------------------gelocal/type---------------------------
  629 +#----------------------------------------------------------------
  630 +
  631 +GetContinentAttackPie <- function (Attacks){
  632 +
  633 + attack.pie <- group_by(Attacks, Attack.standar, Country)
  634 + attack.pie <- as.data.frame(table(attack.pie$Country, attack.pie$Attack.standar))
  635 + attack.pie <- setNames(attack.pie, c("Country", "Attack", "Count"))
  636 +
  637 + attack.pie <- attack.pie[attack.pie$Country != "",]
  638 + attack.pie <- attack.pie[attack.pie$Attack != "",]
  639 +
  640 + attack.pie$Attack <- as.character(attack.pie$Attack)
  641 + attack.pie[attack.pie$Attack != "DDoS" &
  642 + attack.pie$Attack != "Defacement" &
  643 + attack.pie$Attack != "Injection",]$Attack <- "Otros"
  644 + attack.pie$Attack <- as.factor(attack.pie$Attack)
  645 +
  646 + attack.pie <- group_by(attack.pie, Attack, Country)
  647 + attack.pie <- summarise(attack.pie, Count = sum(Count))
  648 +
  649 + attack.pie.US <- attack.pie[attack.pie$Country == "US",]
  650 + attack.pie.JP <- attack.pie[attack.pie$Country == "JP",]
  651 +
  652 +
  653 + graph1 <- ggplot(data=attack.pie.US,
  654 + aes(x=factor(1),
  655 + y=Count,
  656 + fill=Attack)) +
  657 + geom_col(width = 1, color='black') +
  658 + geom_label(aes(label=paste(round(100 * attack.pie.US$Count / sum(attack.pie.US$Count), 2), "%")),
  659 + vjust=c(0),
  660 + hjust=c(0)) +
  661 + coord_polar(theta="y") +
  662 + scale_x_discrete(labels = c("")) +
  663 + scale_y_discrete(labels = c("")) +
  664 + theme(plot.title = element_text(hjust = 0.5),
  665 + axis.title.x=element_blank(),
  666 + axis.title.y=element_blank()) +
  667 + ggtitle("US")
  668 +
  669 + graph2 <- ggplot(data=attack.pie.JP,
  670 + aes(x=factor(1),
  671 + y=Count,
  672 + fill=Attack)) +
  673 + geom_col(width = 1, color='black') +
  674 + geom_label(aes(label=paste(round(100 * attack.pie.JP$Count / sum(attack.pie.JP$Count), 2), "%")),
  675 + vjust=c(0),
  676 + hjust=c(0)) +
  677 + coord_polar(theta="y") +
  678 + scale_x_discrete(labels = c("")) +
  679 + scale_y_discrete(labels = c("")) +
  680 + theme(plot.title = element_text(hjust = 0.5),
  681 + axis.title.x=element_blank(),
  682 + axis.title.y=element_blank()) +
  683 + ggtitle("JP")
  684 +
  685 + list(graph1, graph2)
  686 +}
  687 +
504 #---------------------------------------------------------------- 688 #----------------------------------------------------------------
505 #---------------------------------------------------------------- 689 #----------------------------------------------------------------
506 #---------------------------------------------------------------- 690 #----------------------------------------------------------------
ISO27001effectiveness/Report.Rmd
  View file @14bd064
@@ -234,8 +234,63 @@ top[[2]] @@ -234,8 +234,63 @@ top[[2]]
234 234
235 Como se puede observar en la parte de certificaciones destaca de largo Japón sobre los demás, que se encuentra bastante bajo en la lista de ataques. Y al reves pasa algo parecido, en los ataques destaca Estados Unidos por mucho mientras que ese mismo pais está muy bajo en certificaciones. A continuación observaremos la evolución temporal del top 3 paises en ataques recibidos y en certificaciones obtenidas, varios de ellos coinciden, tenemos por la parte de las certificaciones a _Japón_, por la parte de los ataques a _Estados Unidos_, y común a ambas _Reino Unido_ e _India_. 235 Como se puede observar en la parte de certificaciones destaca de largo Japón sobre los demás, que se encuentra bastante bajo en la lista de ataques. Y al reves pasa algo parecido, en los ataques destaca Estados Unidos por mucho mientras que ese mismo pais está muy bajo en certificaciones. A continuación observaremos la evolución temporal del top 3 paises en ataques recibidos y en certificaciones obtenidas, varios de ellos coinciden, tenemos por la parte de las certificaciones a _Japón_, por la parte de los ataques a _Estados Unidos_, y común a ambas _Reino Unido_ e _India_.
236 236
  237 +```{r fig.width=4.5, fig.height=3,out.extra='style="float:left"'}
  238 +topAttacks <- ISO27001effectiveness::GetCountriesAttacksTopEvolution(Attacks)
  239 +topCerts <- ISO27001effectiveness::GetCountriesCertsTopEvolution(Cert_PerCountry)
  240 +topCerts[[1]]
  241 +slope_US_Cert <- (fit[5] - fit[1]) / 4
  242 +```
  243 +```{r fig.width=4.5, fig.height=3}
  244 +topAttacks[[1]]
  245 +slope_US_Att <- (fit[5] - fit[1]) / 4
  246 +```
  247 +
  248 +La pendiente de los ataques para _Estados Unidos_ es `r slope_US_Att` mientras que la pendiente de las certificaciones es `r slope_US_Cert`.
  249 +
  250 +```{r fig.width=4.5, fig.height=3,out.extra='style="float:left"'}
  251 +topCerts[[2]]
  252 +slope_GB_Cert <- (fit[5] - fit[1]) / 4
  253 +```
  254 +```{r fig.width=4.5, fig.height=3}
  255 +topAttacks[[2]]
  256 +slope_GB_Att <- (fit[5] - fit[1]) / 4
  257 +```
  258 +
  259 +La pendiente de los ataques para _Reino Unido_ es `r slope_GB_Att` mientras que la pendiente de las certificaciones es `r slope_GB_Cert`.
  260 +
  261 +```{r fig.width=4.5, fig.height=3,out.extra='style="float:left"'}
  262 +topCerts[[3]]
  263 +slope_IN_Cert <- (fit[5] - fit[1]) / 4
  264 +```
  265 +```{r fig.width=4.5, fig.height=3}
  266 +topAttacks[[3]]
  267 +slope_IN_Att <- (fit[5] - fit[1]) / 4
  268 +```
  269 +
  270 +La pendiente de los ataques para _India_ es `r slope_IN_Att` mientras que la pendiente de las certificaciones es `r slope_IN_Cert`.
  271 +
  272 +```{r fig.width=4.5, fig.height=3,out.extra='style="float:left"'}
  273 +topCerts[[4]]
  274 +slope_JP_Cert <- (fit[5] - fit[1]) / 4
  275 +```
  276 +```{r fig.width=4.5, fig.height=3}
  277 +topAttacks[[4]]
  278 +slope_JP_Att <- (fit[5] - fit[1]) / 4
  279 +```
  280 +
  281 +La pendiente de los ataques para _Japón_ es `r slope_JP_Att` mientras que la pendiente de las certificaciones es `r slope_JP_Cert`.
  282 +
  283 +### Evolución geográfica y tipo de ataque
237 284
  285 +Hasta ahora se han analizado por separado estas dos variables, pero la respuesta podria encontrarse en una combinacion de las mismas. Para ello se analizarán los tipos de ataque reportados en el pais en el que parece que la certificación es más efectiva, _Japón_, y en el que menos, _Estados Unidos_.
238 286
  287 +```{r fig.width=4.5, fig.height=3,out.extra='style="float:left"'}
  288 +graphs <- ISO27001effectiveness::GetContinentAttackPie(Attacks)
  289 +graphs[[1]]
  290 +```
  291 +```{r fig.width=4.5, fig.height=3}
  292 +graphs[[2]]
  293 +```
239 294
240 295
241 # Viejo 296 # Viejo
ISO27001effectiveness/Report.html
  View file @14bd064
@@ -382,7 +382,20 @@ $(document).ready(function () { @@ -382,7 +382,20 @@ $(document).ready(function () {
382 <p>Todas las pendientes podrían representar la relación que buscamos, en la que un aumento en las certificaciones produce un descenso en los ataques.</p> 382 <p>Todas las pendientes podrían representar la relación que buscamos, en la que un aumento en las certificaciones produce un descenso en los ataques.</p>
383 <p>El análisis puede aumentar en profundidad estableciendo superficies geográficas más pequeñas y asi obtener más precisión, observemos lo que ocurre a nivel de paises. Se mostrarán a continuación los paises que superan aproximadamente un 2% de los ataques/certificaciones totales ya que la lista total de paises es demasiado extensa.</p> 383 <p>El análisis puede aumentar en profundidad estableciendo superficies geográficas más pequeñas y asi obtener más precisión, observemos lo que ocurre a nivel de paises. Se mostrarán a continuación los paises que superan aproximadamente un 2% de los ataques/certificaciones totales ya que la lista total de paises es demasiado extensa.</p>
384 <p><img 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" 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" 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" 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" 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385 -<p>Como se puede observar en la parte de certificaciones destaca de largo Japón sobre los demás, que se encuentra bastante bajo en la lista de ataques. Y al reves pasa algo parecido, en los ataques destaca Estados Unidos por mucho mientras que ese mismo pais está muy bajo en certificaciones. A continuación observaremos la evolución temporal del top 3 paises en ataques recibidos y en certificaciones obtenidas.</p> 385 +<p>Como se puede observar en la parte de certificaciones destaca de largo Japón sobre los demás, que se encuentra bastante bajo en la lista de ataques. Y al reves pasa algo parecido, en los ataques destaca Estados Unidos por mucho mientras que ese mismo pais está muy bajo en certificaciones. A continuación observaremos la evolución temporal del top 3 paises en ataques recibidos y en certificaciones obtenidas, varios de ellos coinciden, tenemos por la parte de las certificaciones a <em>Japón</em>, por la parte de los ataques a <em>Estados Unidos</em>, y común a ambas <em>Reino Unido</em> e <em>India</em>.</p>
  386 +<p><img 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" 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" width="432" /></p>
  387 +<p>La pendiente de los ataques para <em>Estados Unidos</em> es -59.8 mientras que la pendiente de las certificaciones es 210.3.</p>
  388 +<p><img 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" 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" width="432" /></p>
  389 +<p>La pendiente de los ataques para <em>Reino Unido</em> es -11.8 mientras que la pendiente de las certificaciones es 320.4.</p>
  390 +<p><img 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" 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" width="432" /></p>
  391 +<p>La pendiente de los ataques para <em>India</em> es -8.7 mientras que la pendiente de las certificaciones es 268.3.</p>
  392 +<p><img 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" 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" width="432" /></p>
  393 +<p>La pendiente de los ataques para <em>Japón</em> es -7.4 mientras que la pendiente de las certificaciones es 262.4.</p>
  394 +</div>
  395 +<div id="evolucion-geografica-y-tipo-de-ataque" class="section level3">
  396 +<h3>Evolución geográfica y tipo de ataque</h3>
  397 +<p>Hasta ahora se han analizado por separado estas dos variables, pero la respuesta podria encontrarse en una combinacion de las mismas. Para ello se analizarán los tipos de ataque reportados en el pais en el que parece que la certificación es más efectiva, <em>Japón</em>, y en el que menos, <em>Estados Unidos</em>.</p>
  398 +<p><img 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2LGSU1WgrX/L86vnIJV0ECMItidZijU+LuZ9gv1s3fm3jijiZT108ddBnzU/PBXM4IFGhYaIK0aRhtd5hgJppqQ6oOYYLprWkkpWJF+5Wwi1uAXvWAP7Tad47uZqKfc7ZVq/fmLkWCPmuYLaZ406+64y9YJFprCQiPDdL5aR3RNYyTYleltaaO6gqOaIQQr06+Mgi0msNzeeEMtmGjlfWH1ucbfu1z1RaeQseZO88W9JcGcCcwIFnbzAgOjtUbp1H7QIs1WEU9So/NQplau/3C/SL/yCVaHXxEE+3BQ1Bh/N1M7V+6YNqLIT4uCOROYGewbdvcCA+PK/iVqVeZwCyYrh8KjkXdinJVdYSyIfILNzzqyYH/xq8cDocbfHYKpeQ/Fz7Fgdh/s4bQUaQkW1kgMDIyTLZjKQxPBrgYLOAT7q6+KTGG5BKskgWUq0/ciPdK9MVWBHwumumgPZR67Y1qVM4KF3L6wuNBPuAyyczUSTKYuOe80I9iNrlJSFpkEq+ERmCSPYA+bvmGoktkdmaomgunnYJ/MJrD+98FC7l9YXFxZjbsrXYYfCXbuFjGC6WwlxjCaMv3JGmpVDPwEK8qvTIIJb7RX6oN+wjURTFVJfvpYJ7B704JkfMH6ysZbmc3kl6FgXRVEzB9UEVu1uifUb0qsc0CwfWQaydE9aP7wnphnCoQOwTTSwLvTwR8JBBs27c5m4IZbsLPqg3XDFk/9c7A+/ZVEHsEWFi7Lr2xDpe4pV374KzGvTWhfmKluwWQXTZb020+DjTUe92SfYOdBy04/CjNPxvTPs1JH9tbkhKtGL2aN5BjmwkLIJdjsLAjmJZjqXX2iyvTWwCnHqA9l3idmM6MBwY3PTdkj2Hej6p/qSV3pcYb6Z1cHufb3WkfXWETrQXUxZBFsYdnC/MonmEZmpVXBfv1j0YRUj8weNYNyYuNzV/YIdjV6fqXbecIsIYv5edIV+m7QlGs0vRmbWBCZBJudBcHCBJNjOlYFu6vrHIuCBaQwwqCpHWaCleZXJsE6SR41g/FPM32wR6bkCMGSk0OwhUUhmJdgogMmLHnYDH/nckYwPUjq3nIfLKCNSBg0tZNHsGr8Si2Y+dWue+4GoVuwR3qh5Sri4o2BYFvJINjCkhDMUzDzSGu0oFuwbpDUXV3anxfM8x4SBk3tZBGsHr+yCSbS0fiZ8Yxg1iCphwsjOZZvDQTbCATbRw1/VQqCRSS9YPMLFuhXdYL53UTCoKmdHILNzYFgOQRzAMHogGD7KF8w50mtOEYYNLWTXLD55Ur0q07B2tMiFCzsghLGIwsyCDY357iC5XyF7Ox5QTASUgu2sNhhBcuYwuavOQSjIb1g836VaBiJYPly2PwVh2A08BKsPMVoBBOKZWHhxCAYCYkFW1iq/Ve8QMWoBHNKl/XEIBgJyQVb8OuxeSoTJ2SiAMFWCdsvYTyyIK1gCwuZbshq24UXEGyVsP0SxiMLUgu25ldpaQyCrRK2X8J4ZAFHwUpyDIKtErZfwnhkQVLB5peZ1qkLUQyCrRK2X8J4ZEFiwebmOB8EleBYUsH+8LP3u8//72/FxXl/vIie/kv15Zldkh8s+09/2S8llvtscmIQjATOgpVQ8UgpWOtOJ8kro80vh8u80JP/9H+Lb7OC/eFn9qQ//EwtPjgxCEYCD8EWRjIwVyyhYCI3GUm0IC1/8j/sZV50OkllZgV7Jua/MHo6EhgEI4K9YMaxsNuUjHSCyUadkeSZMkhMe3+0jJn+2Wjl7/9j/7X185d9Rnw1mGdODIKRkFKw4BZiAYolE+yFnYU6X1pH7NbdC7PEaHor5CDTvVJfn8mttMuO2pnyxCAYCSwE8xjryrWlmEgw0Tz8k//+t5Zg+tOzgUi9R68GvbNXo4Q2EMyZwHIL1r+078bMhDHqj9mze4FYKYJxLXikE+x9q8jRfuoymGWH9a1VsFdq1EAcCuZOYHwE09JMJgzpZnN7g1g5gvFMY6kE+2//OKgitm1B3bqzU9NQsL5zNmogDvtgLxy1/j8yEKx/xaUUajJhgHnBGL/XzHIQLOS3obg5lqtM35ULB02/vsH4yqp+tDqNHFJdtBfCu3/6y5F85sSYCCbafuqVfKMJA15/rie9/pzZG8QSCrY7gXFULJdgulA/kuOFEU6ktq5VOElgXZn/s9kEFlcwWRFtHA8HXIK12emBY4J+wZF6X9iVSVxmHhvKE4yXY5kE0xFqnncZhDfCKznb2Vq0tiXLICqBPWsmg0JiCvbMefAKvZLlU5uxbjgmqHf36R5Zl8HYwUCwLb8vz6bikUew7vnXs1GQdi3H95/Z/TVXFUMhnjGr0VWjaI8omM6z44d4Cr2S7dPrz9s0NZmgu1sn+ZI+kcyYdb40hQrGJo3lEaxrClqfFDo5fP//TCuOLuQgKVnSH3fU4gnWZdRJcVOgVxr6JN98OZpw1kad+rc7c3z9ZTrB6FqIQ8fWFIhLHsH6YsZEH9m7+swq07cTXH0ds6HPzGZfDFNYPMFemS7h+Gm4RK+0KljX2brS3bA2ox27TB9BMAaKZRHMsmouP/UPml9MSxwdf/hZu7J28dVwuRRVxGc7BHtzX5cL7RknfoYVLlj2lmIuwWYzmKavHD6bbyGqZ8yZBJM9Py/BZI4aT+i+2zPe9u9Q50LxgvWvL5i5kXFh0Aezuk6dJK+6IqKzhtgtrkuOiQXrftfGTzBnFXGQwbovfYuRC8kEm59P8Fc38ymWRzBTjhc1DVuLdrr8+qLpWogLXTAzSOpZ2j6YLlq2+/ZrIrZJ6cF0wqAPZj39khVGRiQULJ5fvWR+VhCS6TlY/3tfapIpxT8bTv7jeNTvgFd6ocRVxD79+gl2ljlpMmFQRewHd5yP2kSMLlgexbIPlXrffP2lXmTo10KNoxskpVcadtWiCdb3Gtu26bpgbbqSzb/JhMFzMFGllzlMfWVETYLlqHhkGyqlrDAB2j9MfjXq2rxwDZfQcwa6phrJ0Qv2YrEP1ufomdH09kgOU6Rv2P3CSnbBiN97kLo3hr8qtcp4y7ouI4dzTbOrXqn36XJmwmAs4lvjG6/24dt0gs3Opn+xSFLF6hVs6XYGhcV4y904yu//L0f/kDAeWZBOsJkZUd7ck04xCLbKdNvPdDPW9QiBMB5ZkFuwWG/GSqUYBFslbL+E8ciCWgVL1VKEYKuE7ZcwHlmQSLDZuTHf7Wh6xXEiUBFTsJyGNWu305+wHRPGIwuSCTYzI/LLU6MrFlewbIY1S39kD4IFULlgnWRx4jCyYPLNsrGOfPGkIBgVBxAsqmKRBfsmy9ubl28ZBAvhEIJFrHjEFywyzdwTZQhGQmbBEvn1OFpvDIKtAsGoYC3Y4zhpDIKtAsGoCPcrrWAxHCtesFnDIBgJBxOMXLF6BVsyLCgsqnMmiMMJRuwYBFsl7OYQxiMLjigYZcUDgq0SdmsI45EFxxTsMVkag2CrhN0XwnhkQV7B8vkloFAMgq0SdlMI45EFRxaMQrHyBdtSRgwKi7BbQhiPLEgiGMMWomFvSxGCrRJ2QwjjkQVHF2xvwaNiwRYMCwqLsNtBGI8sgGCPd6UxCLZK2L0gjEcWQDDFVscg2CphN4IwHlmQVTA+fj3eqhgEWyXsNhDGIwsgmMUGxyDYKmH3gDAeWQDBBgRXPCoQbEMZMSgswu4AYTyyAIKNCVMMgq0SdvkJ45EFEMxBgGIQbJWwa08YjyyAYE68FYNgq4RdecJ4ZAEEm8GzpQjBVgm77oTxyIKcgnH267Hn3y2FYKuEXXW9Uv8yFff7Us6zc3ZxJt8mBFtiXTEItkrYJdcrTV8HNkC+q+hyOn0nV/TSQrA1lhWDYKuEXW69UvdCS/ESsKlhkV4UW6hgJXbBbJYUg2CrhF1svdLglczdx45zhPT1FoJlY76lCMFWcV3QO/KCfuKYo1eyBGtz2AP9s1Gu9S+zVG+O1bLJLw+6lfTCb0/NAzHnUnXcHjhmi+1d+1ZNpFYMgvkx1xuDYKtML+a9rnv1i8k8vZIlmG4PmrcwP7AEO9mFkLP6LG2zFm4X+s9KQ7m0eYG6NfvP5ed3fwvB8uJUDIKtMrmQD3XuatPYh5OZeiVbsNeft+nlzX0Z+rq9qJqIV0oX9aOV5lJ8FvMHC5+kNCp7tQ7dcM6+0uaiiZiVqWIQbJXJVbxjvLrT/PBX45l6paFg7WdT1lBqqf+fVLpSbUi9wMn6rBY7yRelK/9ahdovjtlqWxAsO2PFINgq40v4qGm+UJ/uOtqIeqWxYN99JZOVTmeDIsfJ5Kau2DhcWGn45r7Odte+Hc/WDcwbEIwFw5YiBFtl/lLeCxGs67eJGVqw7mnZAyOQZLiwQ7DpbAjGCHN3IJgXc5fxrrPKoVeyBRNSWA+ee8FUreKGTF72CsOFZaPRFmw8G4Lxo1MMgq0yvXqPugD3EkzEvp2g3mrBVMVC98HsBYYLOwQbzoZgPNEhEjf08xBXsLtqJz/1bCK2CWfYxXqrBTOiTBYYLjwRbDwbgnEltmC5suPqS2SDwmJ81R52T5j9BDs3qqwhi32qDDgU7Eo/Re6LFYOFJ4KNZ0Mwtuh/8GPFeaTt+uw6omB3u+L8HQ/B2vQkzWh/CivU86pBE1E84bo0dfj2/w9GC08FG822BVPmEQLBNjNoVMUI8gjb9N53CsHaVLYgWH9tVXvuSn/Teeqyn3Tt7zvRzHx74algo9m9YKJqQqwYBNuIukMXgkiKZS2fNPEEe6gHcMjxiF+M5+qVesG6B16yuq7LE2drRNQDk3gmYxHVwg7BhrN7wYSk5QlWwJ8dDcWy66J3jDrGibcXtvN4gumRvk3zw/8oKh0jCOORBchg4Uz0iqNYtYLpwb6/sAZN9RDGIwsgWCBOu6IoVq9gSxDGIwsgWAjNvF70nTEIVgMQzJ9lu8gVg2A1AMF8WbeL2DEIVgMQzA9fvXrFdvsBwWoAgq2z0vOKlcYGq//u5+LBzd8MFviHn3wwXud593T20/n1zOQvzbcnZmlr5xCMBgi2QrNBr96xzXZ9MxTsiT6KH/ymn/b7v24mgj0dCeZa7xuhppz6gfn27t9BsEhAsCW2ykWimLVq702vVOvXVLAnQ8Fc66nFWqWemhzmSGAQjAoINss+u/Yr1q8oGnTChedWa0828saCjZKaaz1Bm8C+7Bd+Ps5vEIyQnIKxNmy/XXsV61d7bvx43vWtnjrykjTqS+urYz17+hNpVuuZvQ4EowWCOaGxa59ijpVagaRTonn4zn+d9sGeO+oZ9nouwZwJjFQwwhArDwjmgFCvHYq5BftUC/aBq8jxtJmWK+z1HIK5ExilYGEXizAeWQDBxhC1Dfcr5ljBZKjf/5ffOKuIQhlR5xhr9ny+D/Z0WimBYITgBXwDCAobZIpNF38y6EpNBWun/LOfDB6DudaTy8kqYmvd737ublRCMCIgmEUsuyRNqGOjZZ+OnxhPBZOVxWZk2GS9b7rnYJ/OJjAIRkVWwVgZFtUuSRPm2GjBJ+O64VSw1hvVOHxutRIn6+l1ZQVfJbAn0wUgGBEQTBFfL0mIYs4+2PBJszv7qAWH9fqZRcUzZinbuN8GwYiAYI+T2aXwdsy1jC3OkmCjuvxYOIMcJCXntclvsAIEIwKCRatrzOKpmGsJW5wlwcbzxsJpdAITs0YVfghGxNEFS26Xwkcx13xbnBDB3Mv+w09+8BvzjGxUyW+W/IJg/iQRjG0ZMY9dknXF+rlPuuyynMEGy306t55t3ZffQLC4HFmwjHoJ1hTr5z21hyB29fepYN34ePWMa2a9DjVICoJFJa9g+QxL3/NysNwZm46mF/X0vqfkfg72pfZJu+NYz1pfz3T3wSAYBYcUrGGhl8B6NNZMsHNNx5e2IEawp71YGpWOnOv1G/3AbNxZRYRgFBxQMC5yaWZtt1PbU4cnDsG65Uxzz7Vel+70Qvo52HBMPQQj4nCC8bJL4T6iQdtRWTBXGew7X2q01KdL63XrfNB/dI3kgGAUHEwwjnoJVgVLTbPkFwTzJ41gPMqIzNqGFu4/xX1kwcSLzwdbsd8p6+Cs3o1yubBIHjILls4wNnUNFxCsQ68UKNhVA8GyCsbZrgsIZqFXmgi2TIR3vxJxBMGY23UBwSz0ShDMAU/B+Os1I1hOw5aLiLsFu61uyo8cs/RKSrBT80C87VW8dFI3EeWrKY175pWWcmKrmG4iyq/qRZXWBjJRuWAl2HXBT7AmrmDXzdO5703n6ZWMYH8ul2s/K8GkUo1+Uax+KfPlSDDzAmaxjLWBTNQsGOu6xoCZY4zybnUfv5bu2H7BbqrcJdLYn01m6pWMYKLpdyVkkYK9ua+LGVq2SzFTfLaKHO1k9W5z8QpmawOZSCRY+jp9OXZdzArWD/NIy+I/ibsFu228aj+8NzljvZIRTDbuxHvKpWBn3dWSJukv8h3nlmBmmZP4aW0gE7kFi2NYUXZdjASTHZQ//Vfqy3U78Af/3t/qJpuuzMf2ikda4GQAAA8rSURBVMPNfWS+XZ92fJqwG7ZbsFvmGP/1P3e0EfVKRjApi3BGCPbdVyIrybnXvm3bhX1a6gXrJl8Jt6wNZKJGwQqz62IomFHqvcG3qWA3R4K14epYSlnXTfzYEdKpBbNPdVUwmXl6wbpzfve3b+5r2wS9YN1kmfKsDWSiPsGKs+tiIFjvjXRiXrB+jhSs82tUnJNBfNPkMEcCyyWYPOAwwdoumC2YVbmwBdOTIVgUwUrUyxbstm7P3Ro39sYdljY+xwntPf3TjtqP5ebMwrccnZ4MgvWt21DBrKSFDJZcsNJ6Xj39MXcdlFuTTDQR7iPra9+fuTlYUG/vujSrXchex+w8sWAm1360pYnYd7s8+2DHESxyGbEpVy9nFfH2sEU49q03UfFx43JnJJgzgbkFW72b/oz3d7M7lVDB2g/qkbGU52wVMOariEcRLHKdvmC5BG7BfjT4NnLj5jA4b7oe2l4MBXMnsNSCtUfxXndSgYK1nTBhmHqupZ6Dtf9/oI1zPgc7vGAUhpVt14VTsGGGGjcQlTLX+16MNOj6tFdj98FuOp7rXmQU7GawYN0oDZ27us9ihMe1b10jOSDYbsGK18sl2PVBAvt4MuahDdN/YRUNhUG3rO/2ct/T/bLb02dkaudug2IJJrwSJzN43NejV5oRTI2KMtUNMxZRLtIJNhyLeCDBorQRC28bakYncHMcetMEdtuq3v9o4NvIsI+7aTMJbEawtZvpz3h/3aG/d9PRcZzbysovXLIlmWAxUljJdY0Bo1O4PnrqdXs6aO9j07y6JT/0D5VujdtdctZHFzqBXW8m20otmD6/7znPC4ItkFiwWuy6mOmD9cHn+pfeXvAjadF7ywuLZ8y6Qj400CHY2s0MCouwSzG3FTE6am+A5qBUwSqy68I92PdWJ0pfFnAh04Aw5yPr+xQ5SEpuc9yhcwq2di8DCLsU7m2IbhXXX6lchoFgGwyrSy+3YLetAYTOX03UyAqhNW52PMRDoxOYmDUq6Zcg2Jv7GX+laxcpBSNKYbXZdeEWrBfl5kz5z16uL4O4BftYJEH9bG30jLoEwcolnWA0bcRq6hoD+vPpBzf0Gey6o4U4WO5Hds/rtivfqWfMvoKt3sugsAi7FITxyAIOgvkbVqVdF7Zg/Tii7pOzU9ULpfJbV1V0FznUICl/wVZvZQBhl4IwHllQkmCV2nXhGk0vStnaGGcXrFvOjKI3y990/ZqwGSR13a8PBsHoSCrYrjZivXoN+mD9r3KYRHRrkJJu9mJpVDq6PVnvwt7on/WbWq0iet1Kf8IuBWE8siChYHtSWK1tQ419ZjfHngxrHF0L8ObAL8uwqV+3rV/Sl0Mohjv3v08QLJgSBKuzsGEzODdlQZ9khi26QTVjOC7q5lQeM8N+Zr06kgOCEZJWsC1txOrtulj4q1JJdu59myBYOCkF25DCjmDXBTvBPG5kANU5EwRrwQ6iV+WChf3RU8J4ZEFiwQLaiIex6wKCQTAvVu+L/2CO+usaAzgJ5nMjg8ICglHhI5iXYcey6yKvYBsSGATzJ61gXinsaHYJMp4vBIsKO8GOqNdFRsM2FOkhWADJBVsy7GA9rwFNJqZ3yO82+gPBqPC4M0sp7Mh6RUNe0mkYT8WCYHHgJVjucKwRp2IQLBXpBZs3LHco1spUsSW/IBgpqQVbSmG5A7FempFjOxMYBPOHj2AwLCbNwDEIlowMgiGF5aFXbG8LEYL5k1wwpLCMaMf2JjAI5k8OwZDC8jHz9Gv13kCwjaQXDCksM/N++SYwCOYPBDsepQim3nne/UXfc5F/OzuLYDAsJ7tLHGkEk2/5kpjXxkIwb8MgWEb2J7AUgon0pV+epwyDYAGCwbB8ECSwFIKdGvO6olY1oRYE8xYMKSwnBAlst2C/+7ls+306L5h6haz5/M7XqsF4o9XsUryD+cHgRbG6t/aALJIJYSYYDIvNvF/pBHtielfv/t2cYPp1y4pTc9kL9u/l+84HrzqX72pueL5BLJNgSGG5oGgh7hTsqcpdIo19MCNY65OVj66UUaqhqLJW65T4ehIvRG8XvnyrEh1JHJOSRTCksGyQJLB9grVifWA+/OA3bsHe3Ldlke1FI5iacdbp6tT+ZP36Zgh2LBgI9rx552/kh9//taONqNYZOjMQTCawLsOJ7+0XvoblEgyGZWHRr0SC9TxZEGw2g0nBuvnSxHPDtsaRSTCksEzQJDASwdr85apyqHUW+mCyadhlOPXhCkWO6R2CYekhSmB7BXvezJcR9UrjKuLbsWB2Bnv7Vjt2+ZYdmQRDCssCUQLbJ5hMXS1fLjQRJ8/BRoIN+mBmubP1mQ0MBYNhsVjwK6FgT7snzAuCtVnLGDYYyWHGc9hVRCPj688hmH2LZudBsEhQtRB3CdYmMF2c/93PFwQTT5bNWETpj8pVRrDRczAxq/3BsBOWSzCksPSQJTAiwZ4u9MGmo+lfyxEc3YhE10gOjsX6jIIhhSWGLIHtbiJ+8I0ej6ifiLkEMyMMu2bfeSDYYCyikpFhiSOjYEhhqaFLYLtHcih+8D9FpWNesCqAYIeBi2B6sG/bOuwGTUEwL4Lu0fI9hWHkLPmVWLAlCOORBfkEQwpLysKfugn2C4L5k1Gwl0hhCVlOYKF3LgQIRkXgXVpJYTCMEsoGIgQLIKdgaCQmg7SBCMECyCoYGompIG0gQrAAMguGRmISaBuIECyAvIIhhaWBOIFBMH9yCwbDEkCdwCCYP5kFQyMxAcQVjpcQLIDcgqGRGB/qBiIECyC/YDAsMuQNxEDBjk12wZDCIrPYQNyWwCCYPwwEg2FRiZDAIJg/+QVbSWEwbB+Lfm1MYBDMHw6CIYXFY6WBCMFiw0AwGBaPOH5BMH84CIZGYjSiNBAhWAA8BEMKi8OKXxAsPiwEW/6nFIZtZbmBuD2BQTB/mAiGRmIE1vyCYAngIRgMi0E0vyCYP0wEQyORnmW/djQQIVgAbASDYcTEayBCsAC4CLaWwmBYKBH9gmD+8BEMhpGy5hcESwMbwWAYKTEbiBAsAD6CwTBC4voFwfxhJNhKXQuG+bPqFwRLBSvBYBgNsf2CYP5wEgyG0RDdLwjmDyvB1h5+wjAf4vsFwfxhJtiqYbmjlz8rfu0ucKhtAE94CQbD9pPALwjmDzPB0A3by6pfECwp3ASDYftI0UCEYAEwFAyGbSeNXxDMH3aCeXTDYNgcifyCYP7wEwyGbSaVXxDMH5aCwbBNrPm163csx7cI+MFQMBi2jXW/IFh6OAoGw7aQ0C8I5g9LwWBYOKt+0TUQIVgAPAVb/9cWhg3x8AuC5YCpYDAsjLR+QTB/+AoGw/xJ7BcE84erYDAsgNR+QTB/2ArmZxgUu/DzC4Jlgq9gMMyT9H5BMH8YC+YTFzAsh18QzB/OgsGwdZocfkEwf1gL5mnYgRXL4xcE84e3YDBsEQ+9ovgFwfxhLphXfBzVsGx+QTB/uAsGw2bx0CuSXxDMH/aCwTA3Pukrll8QzB/+gsEwF1n9gmD+FCAYDJvio1c8vyCYPyUIBsPGZPYLgvlThGAwbIBX8zCmXxDMnzIE8zXsEIrl9wuC+VOIYDCsw0uvuH5BMH9KEcwvYupXzC99RfYLgvlTjGD+htWsGA+/IJg/5QjmGTU1K+apV3S/IJg/BQnmGzfVGsbGLwjmT0mCeUdOlYr56pXALwjmT1GCHdiwhpNfEMyfsgR76b2buhQL0ivNP3TAj8IECzOsFsW89UrkFwTzpzTBAppAtRjmr1eS5qHeD/CjPMECoqgKxRj6BcH8KVCwgHZQBYYF6ZXw3zjgR4mChYRS4YqFpa+k/8QBL4oU7CjNRP/iYcLmod4Z8KNQwULiqVTFQvRK6xcE86dUwUKbicUpFqpX6n/egB/FChYUVMUpFqRXcr8gmD/lChbWLCpKMeZ6QbAAShYsLLSaUhwL0yuHXxDMn6IFCwyupgTHAvVKXN3odwr8KFuw4H+/uSu2Qa8cl50waGqndMHCQ4yvY02oXrn8gmD+FC/YhkYSS8WacvSCYAFUINiWQOPmWLhdOf2CYP7UINimUGNU8dhiV069IFgAVQi2Mdx4OLZJr7x+QTB/KhFsa8DldmybXZn1gmAB1CLY9qDL59iGusa+UyWDMGhqpx7BdoRdk16yZrNd+fWCYAFUJNiu0Evq2A67WPgFwfypSrCX+w4jgWNNs0suHnpBsADqEmx3AMZ0rNltFxe/IJg/tQm2PwbjNBZ3q0VxamQQBk3t1CfYznaiwMo1dGrtlIvivMggDJraqVAwmlBsBuwzi8AuTnpBsACqFIyuMdW48HWKSC0Jr+tLGDS1U6lgxBHpFGcVst0z0wuCBVCtYPHaVGmcsuB3cQmDpnbqFYxjYG6B41kQBk3t1CwYz+AMgumFJQya2qlbsMIVY3tZCYOmdmoXrGDFGB84YdDUTv2CsY7UeVgfNGHQ1M4RBGPc1pqB+/ESBk3tHEMw/iFrw/9YCYOmdo4i2MsS4lZQxFESBk3tHEiwEoKX/xFKCIOmdg4l2EveEcz52IYQBk3tHE2wLjhyH8YYpoflhjBoaud4gr1kGMzcjmcNwqCpnUMKJuBzzGwOxB/CoKmdwwr2koVjDA5hC4RBUztHFkyQ89DLvWyEQVM7RxfsZa44r+GSgXUgmCTxCZR+vQiDpnYgmCHVOdRwsQiDpnYgmEXcU6noShEGTe1AsCExzqj2qwQWgGBOaE7sIJcHLADBlth6fse6LmABCOYBLsgIwqCpHQjmD66EgTBoageCgXAIg6Z2IBgIhzBoageCgXAIg6Z2IBgIhzBoageCgXAIg6Z2IBgIhzBoageCgXAIg6Z2IBgIhzBoageCgXAIg6Z2IBgIhzBoageCgXAIg6Z2IBgIhzBoageCgXAIg6Z2IBgIhzBoageCgXAIg6Z2IBgIhzBoageCgXAIg6Z2IBgIhzBoageCgXAIg6Z2IBgIhzBoageCgXAIg6Z2IBgIhzBoageCgXAIg6Z2IBgIhzBoaodSMADACAgGQEQgGAARgWAARASCARARCAZARCAYABGBYABEBIIBEBEIBkBEIBgAEYFgAEQEggEQEQgGQEQgGAARgWAARASCARARCAZARCAYABGBYABEBIIBEBEIBkBEIBgAEYFgAEQEggEQEQgGQEQgGAARgWAAROT/A9mjRMMitbiqAAAAAElFTkSuQmCC" 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" width="432" /></p>
386 </div> 399 </div>
387 </div> 400 </div>
388 <div id="viejo" class="section level1"> 401 <div id="viejo" class="section level1">
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  1 +[1228/235522:ERROR:crash_report_database_win.cc(563)] CreateDirectory C:\Program Files (x86)\Junemike\Reports\Dump: El sistema no puede encontrar la ruta especificada. (0x3)
  2 +[1228/235522:ERROR:registration_protocol_win.cc(82)] TransactNamedPipe: Ha terminado la canalización. (0x6D)
  3 +[1228/235522:ERROR:crash_report_database_win.cc(563)] CreateDirectory C:\Program Files (x86)\Junemike\Reports\Dump: El sistema no puede encontrar la ruta especificada. (0x3)