Raza de Perros
Sergio Siqueiros
2023-10-17
RESUMEN
El artículo presenta un análisis de una base de datos de razas de perros utilizando RStudio, con el objetivo de encontrar las características más interesantes y/o importantes, así como las relaciones entre ellas. Se utilizan tablas y gráficas de barras para hacer los análisis, y se describen los pasos que se siguieron en el método.
INTRODUCCIÓN
El origen de los cánidos se remonta a 50 millones de años, pero ¿cómo tuvo lugar la evolución del perro? El primer cánido del que se tienen fósiles es el Prohesperocyon, aparecido hace 40 millones de años. De igual forma, hace 30 millones de años aparecieron los primeros cánidos similares al lobo y al chacal, emparentados con el perro. Estos serían originarios de América del Norte, aunque se desarrollaron en Eurasia, gracias a que llegaron al otro lado del mundo a través del estrecho de Bering.1
Actualmente existen muchísimas razas de perros y el proposito de estudio en este artículo fue el del analisis de una base de datos de razas de perros para encontrar las características mas interesantes y/o importantes; también se buscó las relaciones entre dichas características. Es importante el estudio de este artículo por si se quiere saber más de estos grandes animales de compañia como la longevidad o rasgo de carácter de una raza de perro en especifico, entre otras cosas.
MARCO TEÓRICO
Se utilizó una base de datos de nombre “dog_breeds.csv” siendo esta un Data Frame de 117 razas de perros (Filas) con 8 características recopiladas (Columnas) y que para el momento de la realización de este artículo tiene unos 10 meses desde que se subió a la plataforma web “kaggle”. La realización del artículo fue en el Entorno de Desarrollo Integrado (IDE) “RStudio”. Se utilizaron tablas y graficas de barras para hacer los análisis además de un tanteo/muestreo de los datos.
MÉTODO
Se guardó en una variable la dirección (direc) y se comprobó que la misma fuese la correcta:
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direc=“C:/Users/Usuario/Desktop/Carpeta de
Sergio/Bioinformatica/Proyecto/Proyecto/Raza de Perros/Raza de
perros”
setwd(direc)
getwd()
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Se cargó y leyó la base de datos guardandola en la variable df:
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df=read.csv(“dog_breeds.csv”)
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Posteriormente, se revisó laS dimensiones del archivo y los nombres de las columnas:
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dim(df)
colnames(df)
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Se revisaron los primeros 6 renglones, guardando dicho segmento del Data Frame original en una variable de nombre “previo” y de la cual funcionó como otro Data Frame:
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previo=head(df)
previo
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Se hizo una tabla con los datos al azar, donde “n” son las filas por obtener, “muestreo” es la selección de dichas filas en el Data Frame original y “random” un Data Frame con las filas de interes (cabe aclarar que se decidió acortar las columnas para poder ver unas cuantas características y no todas, en este caso permanecieron la columna 1, 2, 3 y 7):
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n = 6
muestreo = sample(1:117,size=n,replace=F)
muestreo
random = df[muestreo,c(1,2,3,7)]
random
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Se hicieron listados de las columnas con la función de tabla:
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table(df$Breed)
table(df$Country.of.Origin)
table(df$Fur.Color)
table(df$Height..in.)
table(df$Color.of.Eyes)
table(df$Longevity..yrs.)
table(df$Character.Traits)
table(df$Common.Health.Problems)
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Se hicieron gráficas de cada característica en relación a su frecuencia:
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barplot(table(df$Breed),main=“Raza de Perros / Frecuencia en la Base
de Datos”,xlab=“Raza”,ylab=“Frecuencia”,col=“cyan”)
barplot(table(df$Country.of.Origin),main=“Raza de Perros / País de
Origen”,xlab=“País”,ylab=“Frecuencia”,col=“green”)
barplot(table(df$Fur.Color),main=“Raza de Perros / Color de
Pelaje”,xlab=“Color”,ylab=“Frecuencia”,col=“red”)
barplot(table(df$Height..in.),main=“Raza de Perros / Rango de Altura en
Pulgadas”,xlab=“Rango”,ylab=“Frecuencia”,col=“purple”)
barplot(table(df$Color.of.Eyes),main=“Raza de Perros / Color de
Ojos”,xlab=“Color”,ylab=“Frecuencia”,col=“blue”)
barplot(table(df$Longevity..yrs.),main=“Raza de Perros / Rango de
Longevidad”,xlab=“Longevidad”,ylab=“Frecuencia”,col=“white”)
barplot(table(df$Character.Traits),main=“Raza de Perros /
Características de la
Especie”,xlab=“Características”,ylab=“Frecuencia”,col=“gold”)
barplot(table(df$Common.Health.Problems),main=“Raza de Perros /
Problemas Comunes de Salud de la
Especie”,xlab=“Problemas”,ylab=“Frecuencia”,col=“black”)
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Se seleccionaron las gráficas seleccionadas para obtener un mayor estudio de sus respectivas características:
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barplot(table(df$Country.of.Origin),main=“Raza de Perros / País de Origen”,xlab=“País”,ylab=“Frecuencia”,col=“green”) barplot(table(df$Longevity..yrs.),main=“Raza de Perros / Rango de Longevidad”,xlab=“Longevidad”,ylab=“Frecuencia”,col=“white”) barplot(table(df$Character.Traits),main=“Raza de Perros / Características de la Especie”,xlab=“Características”,ylab=“Frecuencia”,col=“gold”)
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Se le dio un análisis estadístico para saber si se pude obtener algo útil de ello:
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max(table(df$Country.of.Origin))
min(table(df$Country.of.Origin))
mean(table(df$Country.of.Origin))
sum(table(df$Country.of.Origin))
summary(table(df$Country.of.Origin))
max(table(df$Longevity..yrs.))
min(table(df$Longevity..yrs.))
mean(table(df$Longevity..yrs.))
sum(table(df$Longevity..yrs.))
summary(table(df$Longevity..yrs.))
max(table(df$Character.Traits))
min(table(df$Character.Traits))
mean(table(df$Character.Traits))
sum(table(df$Character.Traits))
summary(table(df$Character.Traits))
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Se guardó las características en un Data Frame propio de nombre “importante_filtrado”:
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importante_filtrado = df[, c(2, 6, 7)] importante_filtrado
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Se presentaron las funciones dentro del programa que llevarían a cabo la tabla para hacer las relaciones directas entre las características buscadas:
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-Relación País con Longevidad
longevidad_por_pais <- aggregate(importante_filtrado$Longevity..yrs.,
by=list(Pais=importante_filtrado$Country.of.Origin), FUN=max)
longevidad_por_pais$MaxLongevity <- sapply(longevidad_por_pais$x,
function(x)
as.numeric(tail(unlist(strsplit(x, “-”)), 1)))
longevidad_por_pais <-
longevidad_por_pais[order(-longevidad_por_pais$MaxLongevity),]
longevidad_por_pais <- longevidad_por_pais[, -2]
colnames(longevidad_por_pais)[2] <- “Longevidad Máxima”
head(longevidad_por_pais)
-Relación País con Rasgos de Carácter
contar_rasgos_unicos <- function(data) {
rasgos <- unlist(strsplit(data$Character.Traits, “,”))
rasgos_unicos <- unique(rasgos)
return(length(rasgos_unicos))
}
paises <- unique(df$Country.of.Origin)
resultados <- data.frame(Pais = character(0), NumRasgosUnicos =
integer(0))
for (pais in paises) {
subset_df <- df[df$Country.of.Origin == pais, ]
num_rasgos_unicos <- contar_rasgos_unicos(subset_df)
resultados <- rbind(resultados, data.frame(Pais = pais,
NumRasgosUnicos = num_rasgos_unicos))
}
resultados <- resultados[order(-resultados$NumRasgosUnicos), ]
colnames(resultados)[2] <- “Rasgos_de_Caracter_Unicos”
head(resultados)
-Relación de Longevidad con Rasgos de Carácter
longevidad_y_rasgos <- aggregate(importante_filtrado$Longevity..yrs.,
by=list(Característica=importante_filtrado$Character.Traits),
FUN=max)
longevidad_y_rasgos$Caracter <- sapply(longevidad_y_rasgos$x,
function(x) as.numeric(tail(unlist(strsplit(x, “-”)),
1)))
longevidad_y_rasgos <-
longevidad_y_rasgos[order(-longevidad_y_rasgos$Caracter), ]
longevidad_y_rasgos <- longevidad_y_rasgos[, -2]
colnames(longevidad_y_rasgos)[2] <- “Longevidad Máxima”
head(longevidad_y_rasgos)
-Relación País con Longevidad (Mínima)
longevidad_por_pais <- aggregate(importante_filtrado$Longevity..yrs.,
by=list(Pais=importante_filtrado$Country.of.Origin), FUN=min)
longevidad_por_pais$MinLongevity <- sapply(longevidad_por_pais$x,
function(x) as.numeric(head(unlist(strsplit(x, “-”)), 1)))
longevidad_por_pais <-
longevidad_por_pais[order(longevidad_por_pais$MinLongevity), ]
longevidad_por_pais <- longevidad_por_pais[, -2]
colnames(longevidad_por_pais)[2] <- “Longevidad Mínima”
head(longevidad_por_pais)
-Relación País con Rasgos de Carácter (Mínimo)
contar_rasgos_unicos <- function(data) {
rasgos <- unlist(strsplit(data$Character.Traits, “,”))
rasgos_unicos <- unique(rasgos)
return(length(rasgos_unicos))
}
paises <- unique(df$Country.of.Origin)
resultados <- data.frame(Pais = character(0), NumRasgosUnicos =
integer(0))
for (pais in paises) {
subset_df <- df[df$Country.of.Origin == pais, ]
num_rasgos_unicos <- contar_rasgos_unicos(subset_df)
resultados <- rbind(resultados, data.frame(Pais = pais,
NumRasgosUnicos = num_rasgos_unicos))
}
resultados <- resultados[order(resultados$NumRasgosUnicos), ]
colnames(resultados)[2] <- “Rasgos_de_Caracter_Unicos”
head(resultados)
-Relación de Longevidad con Rasgos de Carácter (Mínima)
longevidad_y_rasgos <- aggregate(importante_filtrado$Longevity..yrs.,
by=list(Característica=importante_filtrado$Character.Traits),
FUN=min)
longevidad_y_rasgos$Caracter <- sapply(longevidad_y_rasgos$x,
function(x) as.numeric(head(unlist(strsplit(x, “-”)), 1)))
longevidad_y_rasgos <-
longevidad_y_rasgos[order(longevidad_y_rasgos$Caracter), ]
longevidad_y_rasgos <- longevidad_y_rasgos[, -2]
colnames(longevidad_y_rasgos)[2] <- “Longevidad Mínima”
head(longevidad_y_rasgos)
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RESULTADOS
Se recibió la misma dirección en getwd() que la proporcionada en la variable direc dentro de setwd()
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“> getwd()
[1]”C:/Users/Usuario/Desktop/Carpeta de
Sergio/Bioinformatica/Proyecto/Proyecto/Raza de Perros/Raza de
perros”
////////////////////////////////////////////////////////////////////////////////
Se obtuvo el Data Frame, siendo esta una tabla de 117 objetos con 8 características (117 filas y 8 columnas). Siendo estas columnas: El nombre de la raza, país de origen, longevidad, altura, color de pelaje, color de ojos, sus rasgos de carácter y problemas de salud típicos de cada raza. A continuación la tabla de la base de datos:
| Breed | Country.of.Origin | Fur.Color | Height..in. | Color.of.Eyes | Longevity..yrs. | Character.Traits | Common.Health.Problems |
|---|---|---|---|---|---|---|---|
| Labrador Retriever | Canada | Yellow, Black, Chocolate | 21-24 | Brown | 10-12 | Loyal, friendly, intelligent, energetic, good-natured | Hip dysplasia, obesity, ear infections |
| German Shepherd | Germany | Black, Tan | 22-26 | Brown | 7-10 | Loyal, intelligent, protective, confident, trainable | Hip dysplasia, elbow dysplasia, pancreatitis |
| Bulldog | England | White, Red | 12-16 | Brown | 8-10 | Loyal, calm, gentle, brave | Skin allergies, respiratory issues, obesity |
| Poodle | France | White, Black, Brown, Apricot | 10-15 | Brown, Blue | 12-15 | Intelligent, active, affectionate, hypoallergenic | Hip dysplasia, epilepsy, bladder stones |
| Beagle | England | White, Tan, Red, Lemon | 13-15 | Brown | 12-15 | Curious, friendly, energetic, good-natured | Ear infections, hip dysplasia, epilepsy |
| Chihuahua | Mexico | Black, Brown, Tan, White | 6-9 | Brown, Blue | 12-20 | Loyal, energetic, confident, sensitive | Dental problems, eye issues, respiratory issues |
| Boxer | Germany | Fawn, Brindle | 21-25 | Brown | 10-12 | Loyal, energetic, intelligent, playful, protective | Hip dysplasia, cancer, heart conditions |
| Golden Retriever | Scotland | Golden | 21-24 | Brown | 10-12 | Intelligent, friendly, kind, loyal, good-natured | Hip dysplasia, cancer, skin allergies |
| Pug | China | Fawn, Black | 10-14 | Brown | 12-15 | Loyal, playful, affectionate, social, charming | Eye problems, respiratory issues, obesity |
| Rottweiler | Germany | Black, Tan | 22-27 | Brown | 8-10 | Loyal, protective, confident, strong | Hip dysplasia, cancer, elbow dysplasia |
| Siberian Husky | Russia | Black, White | 21-24 | Blue | 12-15 | Independent, energetic, intelligent, playful, strong | Hip dysplasia, eye problems, hereditary myopathy |
| Dachshund | Germany | Black, Tan | 5-9 | Brown, Blue | 12-15 | Loyal, energetic, playful, curious | Intervertebral disc disease, hip dysplasia, diabetes |
| Shih Tzu | China | Black, White, Brown | 9-10 | Brown | 10-16 | Affectionate, playful, confident, good-natured | Dental problems, respiratory issues, eye problems |
| Bichon Frise | France | White | 9-11 | Brown | 12-15 | Playful, affectionate, intelligent, social | Dental problems, eye problems, bladder stones |
| Australian Shepherd | Australia | Black, Red | 18-23 | Brown, Blue | 12-15 | Intelligent, energetic, loyal, trainable | Hip dysplasia, eye problems, epilepsy |
| Basset Hound | France | Black, Tan | 11-15 | Brown | 10-12 | Affectionate, patient, gentle, good-natured | Dental problems, ear infections, obesity |
| Cocker Spaniel | England | Black, Brown | 14-15 | Brown | 12-15 | Affectionate, intelligent, energetic, good-natured | Ear infections, hip dysplasia, eye problems |
| French Bulldog | France | White, Black, Brindle | 11-12 | Brown | 10-12 | Affectionate, playful, good-natured | Breathing problems, eye problems, hip dysplasia |
| Pomeranian | Germany | Orange, Sable, Black | 6-7 | Brown | 12-16 | Playful, energetic, intelligent, good-natured | Dental problems, eye problems, obesity |
| Great Dane | Germany | Black, Blue, Fawn, Harlequin | 28-34 | Brown | 8-10 | Gentle, loyal, intelligent, good-natured | Hip dysplasia, cancer, heart conditions |
| Mastiff | England | Apricot, Fawn | 30-34 | Brown | 8-10 | Loyal, gentle, protective, good-natured | Hip dysplasia, heart conditions, cancer |
| Newfoundland | Canada | Black, Brown, Grey | 26-28 | Brown | 9-11 | Loyal, intelligent, gentle, good-natured | Hip dysplasia, heart conditions, cancer |
| Saint Bernard | Switzerland | Red, White | 26-30 | Brown | 8-10 | Loyal, intelligent, gentle, protective | Hip dysplasia, cancer, heart conditions |
| Old English Sheepdog | England | Blue, Grey | 22-26 | Brown | 10-12 | Gentle, intelligent, good-natured, protective | Hip dysplasia, eye problems, skin allergies |
| Irish Wolfhound | Ireland | Grey, Red, Black | 30-35 | Brown | 6-8 | Gentle, loyal, intelligent, good-natured | Hip dysplasia, heart conditions, cancer |
| Greyhound | England | Black, White, Brindle | 26-30 | Brown | 10-12 | Intelligent, athletic, sensitive, good-natured | Hip dysplasia, eye problems, heart conditions |
| Scottish Deerhound | Scotland | Blue, Grey | 28-32 | Brown | 8-10 | Gentle, intelligent, good-natured, independent | Hip dysplasia, heart conditions, cancer |
| Great Pyrenees | France | White | 25-32 | Brown | 10-12 | Loyal, intelligent, gentle, protective | Hip dysplasia, cancer, skin allergies |
| Shar Pei | China | Cream, Fawn | 18-20 | Brown | 8-12 | Independent, loyal, intelligent, good-natured | Skin allergies, eye problems, hip dysplasia |
| Doberman Pinscher | Germany | Black, Red | 24-28 | Brown | 10-12 | Loyal, energetic, intelligent, protective | Hip dysplasia, heart conditions, cancer |
| Weimaraner | Germany | Silver, Grey | 25-29 | Blue, Grey | 10-12 | Energetic, intelligent, good-natured, loyal | Hip dysplasia, eye problems, cancer |
| Belgian Malinois | Belgium | Fawn, Mahogany | 22-26 | Brown | 12-14 | Intelligent, energetic, loyal, protective | Hip dysplasia, eye problems, skin allergies |
| Rhodesian Ridgeback | Rhodesia | Light Wheaten | 25-27 | Brown | 10-12 | Intelligent, athletic, loyal, good-natured | Hip dysplasia, eye problems, cancer |
| English Setter | England | Black, White, Liver | 23-27 | Brown | 12-15 | Intelligent, energetic, affectionate, good-natured | Hip dysplasia, eye problems, cancer |
| Pointer | England | Black, White, Liver | 21-27 | Brown | 12-15 | Intelligent, energetic, good-natured, affectionate | Hip dysplasia, eye problems, cancer |
| Gordon Setter | Scotland | Black, Tan | 23-27 | Brown | 12-15 | Intelligent, energetic, good-natured, affectionate | Hip dysplasia, eye problems, cancer |
| Irish Setter | Ireland | Red | 24-28 | Brown | 12-15 | Intelligent, energetic, good-natured, affectionate | Hip dysplasia, eye problems, cancer |
| Papillon | France | White, Black, Sable, Red | 8-11 | Brown | 14-16 | Intelligent, energetic, affectionate, good-natured | Dental problems, eye problems, bladder stones |
| Pekingese | China | Black, White, Red | 6-9 | Brown | 12-15 | Independent, intelligent, affectionate, good-natured | Dental problems, respiratory issues, eye problems |
| Toy Poodle | France | White, Black, Brown, Apricot | 10-11 | Brown, Blue | 12-15 | Intelligent, active, affectionate, hypoallergenic | Hip dysplasia, epilepsy, bladder stones |
| Miniature Poodle | France | White, Black, Brown, Apricot | 10-15 | Brown, Blue | 12-15 | Intelligent, active, affectionate, hypoallergenic | Hip dysplasia, epilepsy, bladder stones |
| Standard Poodle | France | White, Black, Brown, Apricot | 15-22 | Brown, Blue | 12-15 | Intelligent, active, affectionate, hypoallergenic | Hip dysplasia, epilepsy, bladder stones |
| Affenpinscher | Germany | Black, Brown, Red | 9-11 | Brown | 12-15 | Intelligent, energetic, playful, good-natured | Dental problems, eye problems, skin allergies |
| Boston Terrier | United States | Black, White | 15-17 | Brown | 11-13 | Intelligent, energetic, affectionate, good-natured | Eye problems, respiratory issues, skin allergies |
| Brussels Griffon | Belgium | Black, Red | 7-10 | Brown | 12-15 | Intelligent, energetic, affectionate, good-natured | Dental problems, eye problems, respiratory issues |
| Cairn Terrier | Scotland | Black, Wheaten, Red | 10-12 | Brown | 12-15 | Intelligent, energetic, playful, good-natured | Dental problems, eye problems, skin allergies |
| Chinese Crested | China | Pink, White, Black | 11-13 | Brown | 13-18 | Intelligent, energetic, affectionate, good-natured | Dental problems, eye problems, skin allergies |
| Miniature Schnauzer | Germany | Black, Salt & Pepper, White | 12-14 | Brown | 12-15 | Intelligent, energetic, playful, good-natured | Dental problems, pancreatitis, diabetes |
| Standard Schnauzer | Germany | Black, Salt & Pepper | 18-20 | Brown | 12-15 | Intelligent, energetic, playful, good-natured | Dental problems, pancreatitis, diabetes |
| West Highland White Terrier | Scotland | White | 11-12 | Brown | 12-16 | Intelligent, energetic, playful, good-natured | Dental problems, skin allergies, hip dysplasia |
| Australian Terrier | Australia | Red, Black & Tan | 10-11 | Brown | 12-15 | Intelligent, energetic, playful, good-natured | Dental problems, skin allergies, hip dysplasia |
| Border Terrier | England | Red, Wheaten, Black | 10-16 | Brown | 12-16 | Intelligent, energetic, playful, good-natured | Dental problems, skin allergies, hip dysplasia |
| Coton de Tulear | Madagascar | White | 9-11 | Brown | 12-14 | Intelligent, energetic, playful, good-natured | Dental problems, skin allergies, hip dysplasia |
| English Toy Spaniel | England | White, Blenheim | 10-12 | Brown | 12-14 | Intelligent, energetic, playful, good-natured | Dental problems, skin allergies, hip dysplasia |
| Australian Stumpy Tail Cattle Dog | Australia | Red, Black | 17-20 | Brown | 12-14 | Intelligent, energetic, good-natured, loyal | Dental problems, eye issues, skin allergies |
| Pug | China | Black, Fawn | 10-14 | Brown | 12-15 | Intelligent, energetic, playful, good-natured | Dental problems, respiratory issues, eye problems |
| American Eskimo Dog | United States | White | 15-19 | Brown | 12-15 | Intelligent, energetic, playful, good-natured | Dental problems, skin allergies, hip dysplasia |
| Australian Cattle Dog | Australia | Blue, Red | 17-20 | Brown | 12-16 | Intelligent, energetic, playful, good-natured | Dental problems, skin allergies, hip dysplasia |
| Basset Hound | France | Black, White, Red | 11-15 | Brown | 10-12 | Gentle, good-natured, loyal, intelligent | Dental problems, eye issues, skin allergies |
| Australian Kelpie | Australia | Red, Black | 17-20 | Brown | 12-14 | Intelligent, energetic, good-natured, loyal | Dental problems, eye issues, skin allergies |
| Bloodhound | England | Red, Black | 22-27 | Brown | 10-12 | Loyal, intelligent, good-natured, energetic | Dental problems, eye issues, skin allergies |
| Border Collie | England | Black, White, Red | 18-22 | Brown | 12-15 | Intelligent, energetic, playful, good-natured | Dental problems, eye issues, skin allergies |
| Australian Shepherd | Australia | Blue Merle | 20-23 | Brown | 12-14 | Intelligent, energetic, good-natured, loyal | Dental problems, eye issues, skin allergies |
| American Bulldog | United States | White, Red | 20-28 | Brown | 10-12 | Loyal, intelligent, good-natured, energetic | Dental problems, eye issues, skin allergies |
| Australian Shepherd | Australia | Black, Red | 18-23 | Brown | 12-15 | Intelligent, energetic, playful, good-natured | Dental problems, skin allergies, hip dysplasia |
| Borzoi | Russia | White, Cream, Red | 26-29 | Brown | 10-12 | Gentle, good-natured, loyal, intelligent | Dental problems, eye issues, skin allergies |
| Bull Terrier | England | White, Red | 20-22 | Brown | 10-12 | Loyal, intelligent, good-natured, energetic | Dental problems, eye issues, skin allergies |
| Cane Corso | Italy | Black, Red | 22-28 | Brown | 10-12 | Loyal, intelligent, good-natured, energetic | Dental problems, eye issues, skin allergies |
| Cardigan Welsh Corgi | Wales | Red, Sable, Black | 10-12 | Brown | 12-14 | Intelligent, energetic, playful, good-natured | Dental problems, eye issues, skin allergies |
| Chesapeake Bay Retriever | United States | Brown, Tan | 21-26 | Brown | 12-14 | Intelligent, energetic, playful, good-natured | Dental problems, eye issues, skin allergies |
| Saluki | Middle East | Cream, Red | 23-28 | Brown | 12-14 | Intelligent, energetic, good-natured, loyal | Dental problems, eye issues, skin allergies |
| English Setter | England | Liver, Blue | 25-27 | Brown | 12-14 | Intelligent, energetic, playful, good-natured | Dental problems, eye issues, skin allergies |
| English Springer Spaniel | England | Black, White, Liver | 20-24 | Brown | 12-14 | Intelligent, energetic, playful, good-natured | Dental problems, eye issues, skin allergies |
| Field Spaniel | England | Black, Liver | 15-18 | Brown | 12-14 | Intelligent, energetic, playful, good-natured | Dental problems, eye issues, skin allergies |
| Finnish Spitz | Finland | Red, Golden | 15-20 | Brown | 12-15 | Intelligent, energetic, playful, good-natured | Dental problems, eye issues, skin allergies |
| Flat-Coated Retriever | England | Black, Liver | 22-25 | Brown | 12-14 | Intelligent, energetic, playful, good-natured | Dental problems, eye issues, skin allergies |
| Australian Terrier | Australia | Red | 10-11 | Brown | 12-15 | Intelligent, energetic, playful, good-natured | Dental problems, eye issues, skin allergies |
| Giant Schnauzer | Germany | Black, Salt & Pepper | 25-28 | Brown | 10-12 | Loyal, intelligent, good-natured, energetic | Dental problems, eye issues, skin allergies |
| Golden Retriever | Scotland | Gold | 21-24 | Brown | 12-14 | Intelligent, energetic, playful, good-natured | Dental problems, eye issues, skin allergies |
| Gordon Setter | Scotland | Black, Tan | 24-27 | Brown | 12-14 | Intelligent, energetic, playful, good-natured | Dental problems, eye issues, skin allergies |
| Australian Cattle Dog | Australia | Blue, Red | 17-20 | Brown | 12-14 | Intelligent, energetic, good-natured, loyal | Dental problems, eye issues, skin allergies |
| Greyhound | England | White, Black, Red | 26-30 | Brown | 10-12 | Intelligent, energetic, good-natured, loyal | Dental problems, eye issues, skin allergies |
| Harrier | England | Red, Black & Tan | 18-21 | Brown | 12-14 | Intelligent, energetic, playful, good-natured | Dental problems, eye issues, skin allergies |
| Irish Setter | Ireland | Red | 26-28 | Brown | 12-14 | Intelligent, energetic, playful, good-natured | Dental problems, eye issues, skin allergies |
| Irish Terrier | Ireland | Red | 14-16 | Brown | 12-14 | Intelligent, energetic, playful, good-natured | Dental problems, eye issues, skin allergies |
| Irish Water Spaniel | Ireland | Brown | 21-24 | Brown | 12-14 | Intelligent, energetic, playful, good-natured | Dental problems, eye issues, skin allergies |
| Irish Wolfhound | Ireland | Grey, Red | 30-35 | Brown | 6-10 | Loyal, intelligent, good-natured, energetic | Dental problems, eye issues, skin allergies |
| Italian Greyhound | Italy | Red, Black | 13-15 | Brown | 12-15 | Intelligent, energetic, playful, good-natured | Dental problems, eye issues, skin allergies |
| Jack Russell Terrier | England | White, Black & Tan | 10-12 | Brown | 12-15 | Intelligent, energetic, playful, good-natured | Dental problems, eye issues, skin allergies |
| Japanese Chin | Japan | Black, Red | 7-11 | Brown | 12-15 | Intelligent, energetic, playful, good-natured | Dental problems, eye issues, skin allergies |
| Keeshond | Netherlands | Black, Cream | 17-19 | Brown | 12-15 | Intelligent, energetic, playful, good-natured | Dental problems, eye issues, skin allergies |
| Kerry Blue Terrier | Ireland | Blue | 17-19 | Brown | 12-14 | Intelligent, energetic, playful, good-natured | Dental problems, eye issues, skin allergies |
| Kuvasz | Hungary | White | 25-29 | Brown | 10-12 | Loyal, intelligent, good-natured, energetic | Dental problems, eye issues, skin allergies |
| Lhasa Apso | Tibet | Black, White | 10-11 | Brown | 12-15 | Intelligent, energetic, playful, good-natured | Dental problems, eye issues, skin allergies |
| Maltese | Malta | White | 8-10 | Brown | 12-15 | Intelligent, energetic, playful, good-natured | Dental problems, eye issues, skin allergies |
| Miniature Pinscher | Germany | Red, Stag Red | 10-12 | Brown | 12-14 | Intelligent, energetic, playful, good-natured | Dental problems, eye issues, skin allergies |
| Samoyed | Russia | White | 21-23 | Brown | 12-14 | Intelligent, energetic, playful, good-natured | Dental problems, eye issues, skin allergies |
| Shetland Sheepdog | Scotland | Sable, Black | 13-16 | Brown | 12-14 | Intelligent, energetic, playful, good-natured | Dental problems, eye issues, skin allergies |
| Staffordshire Bull Terrier | England | White, Black, Red | 14-16 | Brown | 12-14 | Intelligent, energetic, playful, good-natured | Dental problems, eye issues, skin allergies |
| Vizsla | Hungary | Red | 20-24 | Brown | 12-14 | Intelligent, energetic, playful, good-natured | Dental problems, eye issues, skin allergies |
| Anatolian Shepherd | Turkey | Fawn | 27-29 | Brown | 12-14 | Loyal, intelligent, good-natured, energetic | Dental problems, eye issues, skin allergies |
| Welsh Corgi | Wales | Red, Sable | 10-12 | Brown | 12-15 | Intelligent, energetic, playful, good-natured | Dental problems, eye issues, skin allergies |
| Welsh Springer Spaniel | Wales | Liver, White | 20-25 | Brown | 12-14 | Intelligent, energetic, playful, good-natured | Dental problems, eye issues, skin allergies |
| Welsh Terrier | Wales | Black, Tan | 10-12 | Brown | 12-15 | Intelligent, energetic, playful, good-natured | Dental problems, eye issues, skin allergies |
| West Highland White Terrier | Scotland | White | 10-12 | Brown | 12-15 | Intelligent, energetic, playful, good-natured | Dental problems, eye issues, skin allergies |
| Whippet | England | White, Black, Red | 18-22 | Brown | 12-15 | Intelligent, energetic, good-natured, loyal | Dental problems, eye issues, skin allergies |
| Wirehaired Pointing Griffon | Belgium | Brown, White | 21-24 | Brown | 12-14 | Intelligent, energetic, playful, good-natured | Dental problems, eye issues, skin allergies |
| Xoloitzcuintli | Mexico | Black, Red | 10-14 | Brown | 12-15 | Intelligent, energetic, playful, good-natured | Dental problems, eye issues, skin allergies |
| Yorkshire Terrier | England | Blue & Tan | 7-8 | Brown | 12-15 | Intelligent, energetic, playful, good-natured | Dental problems, eye issues, skin allergies |
| Akita | Japan | Red, Fawn, Sesame | 24-28 | Brown | 10-12 | Loyal, intelligent, good-natured, energetic | Dental problems, eye issues, skin allergies |
| Africanis | Africa | Brown, Red | 22-25 | Brown | 12-15 | Intelligent, energetic, good-natured, loyal | Dental problems, eye issues, skin allergies |
| Basenji | Congo | Red, Black & White | 16-17 | Brown | 12-15 | Intelligent, energetic, playful, good-natured | Dental problems, eye issues, skin allergies |
| Catahoula Leopard Dog | United States | Merle, Black | 20-26 | Brown | 12-14 | Intelligent, energetic, good-natured, loyal | Dental problems, eye issues, skin allergies |
| Cocker Spaniel | England | Black, Brown | 14-15 | Brown | 12-15 | Intelligent, energetic, playful, good-natured | Dental problems, eye issues, skin allergies |
| Miniature Shiba Inu | Japan | Red, Sesame | 13-16 | Brown | 12-15 | Intelligent, energetic, playful, good-natured | Dental problems, eye issues, skin allergies |
| Belgian Tervuren | Belgium | Fawn | 22-26 | Brown | 12-14 | Intelligent, energetic, good-natured, loyal | Dental problems, eye issues, skin allergies |
| Pharaoh Hound | Malta | Red | 21-25 | Brown | 12-14 | Intelligent, energetic, good-natured, loyal | Dental problems, eye issues, skin allergies |
Se consiguieron las dimensiones de la tabla, así como los nombres de las columnas:
////////////////////////////////////////////////////////////////////////////////
“> dim(df) [1] 117 8
“> colnames(df)
[1]”Breed” “Country.of.Origin” “Fur.Color”
[4] “Height..in.” “Color.of.Eyes” “Longevity..yrs.”
[7] “Character.Traits” “Common.Health.Problems”
////////////////////////////////////////////////////////////////////////////////
Se obtuvo el Data Frame “previo”, las primeras 6 filas del Data Frame original:| Breed | Country.of.Origin | Fur.Color | Height..in. | Color.of.Eyes | Longevity..yrs. | Character.Traits | Common.Health.Problems |
|---|---|---|---|---|---|---|---|
| Labrador Retriever | Canada | Yellow, Black, Chocolate | 21-24 | Brown | 10-12 | Loyal, friendly, intelligent, energetic, good-natured | Hip dysplasia, obesity, ear infections |
| German Shepherd | Germany | Black, Tan | 22-26 | Brown | 7-10 | Loyal, intelligent, protective, confident, trainable | Hip dysplasia, elbow dysplasia, pancreatitis |
| Bulldog | England | White, Red | 12-16 | Brown | 8-10 | Loyal, calm, gentle, brave | Skin allergies, respiratory issues, obesity |
| Poodle | France | White, Black, Brown, Apricot | 10-15 | Brown, Blue | 12-15 | Intelligent, active, affectionate, hypoallergenic | Hip dysplasia, epilepsy, bladder stones |
| Beagle | England | White, Tan, Red, Lemon | 13-15 | Brown | 12-15 | Curious, friendly, energetic, good-natured | Ear infections, hip dysplasia, epilepsy |
| Chihuahua | Mexico | Black, Brown, Tan, White | 6-9 | Brown, Blue | 12-20 | Loyal, energetic, confident, sensitive | Dental problems, eye issues, respiratory issues |
Se obtuvo tanto muestreo como random (es necesario aclarar que random siempre será diferente, dependiendo de cuantas veces se reinicie el proceso de escoger las filas al azar ya que se hizo con dicha intención):
muestreo ## [1] 84 39 95 26 117 68| Breed | Country.of.Origin | Fur.Color | Character.Traits | |
|---|---|---|---|---|
| 84 | Irish Setter | Ireland | Red | Intelligent, energetic, playful, good-natured |
| 39 | Pekingese | China | Black, White, Red | Independent, intelligent, affectionate, good-natured |
| 95 | Maltese | Malta | White | Intelligent, energetic, playful, good-natured |
| 26 | Greyhound | England | Black, White, Brindle | Intelligent, athletic, sensitive, good-natured |
| 117 | Pharaoh Hound | Malta | Red | Intelligent, energetic, good-natured, loyal |
| 68 | Cane Corso | Italy | Black, Red | Loyal, intelligent, good-natured, energetic |
| Razas |
|---|
| Labrador Retriever |
| German Shepherd |
| Bulldog |
| Poodle |
| Beagle |
| Chihuahua |
| Boxer |
| Golden Retriever |
| Pug |
| Rottweiler |
| Siberian Husky |
| Dachshund |
| Shih Tzu |
| Bichon Frise |
| Australian Shepherd |
| Basset Hound |
| Cocker Spaniel |
| French Bulldog |
| Pomeranian |
| Great Dane |
| Mastiff |
| Newfoundland |
| Saint Bernard |
| Old English Sheepdog |
| Irish Wolfhound |
| Greyhound |
| Scottish Deerhound |
| Great Pyrenees |
| Shar Pei |
| Doberman Pinscher |
| Weimaraner |
| Belgian Malinois |
| Rhodesian Ridgeback |
| English Setter |
| Pointer |
| Gordon Setter |
| Irish Setter |
| Papillon |
| Pekingese |
| Toy Poodle |
| Miniature Poodle |
| Standard Poodle |
| Affenpinscher |
| Boston Terrier |
| Brussels Griffon |
| Cairn Terrier |
| Chinese Crested |
| Miniature Schnauzer |
| Standard Schnauzer |
| West Highland White Terrier |
| Australian Terrier |
| Border Terrier |
| Coton de Tulear |
| English Toy Spaniel |
| Australian Stumpy Tail Cattle Dog |
| Pug |
| American Eskimo Dog |
| Australian Cattle Dog |
| Basset Hound |
| Australian Kelpie |
| Bloodhound |
| Border Collie |
| Australian Shepherd |
| American Bulldog |
| Australian Shepherd |
| Borzoi |
| Bull Terrier |
| Cane Corso |
| Cardigan Welsh Corgi |
| Chesapeake Bay Retriever |
| Saluki |
| English Setter |
| English Springer Spaniel |
| Field Spaniel |
| Finnish Spitz |
| Flat-Coated Retriever |
| Australian Terrier |
| Giant Schnauzer |
| Golden Retriever |
| Gordon Setter |
| Australian Cattle Dog |
| Greyhound |
| Harrier |
| Irish Setter |
| Irish Terrier |
| Irish Water Spaniel |
| Irish Wolfhound |
| Italian Greyhound |
| Jack Russell Terrier |
| Japanese Chin |
| Keeshond |
| Kerry Blue Terrier |
| Kuvasz |
| Lhasa Apso |
| Maltese |
| Miniature Pinscher |
| Samoyed |
| Shetland Sheepdog |
| Staffordshire Bull Terrier |
| Vizsla |
| Anatolian Shepherd |
| Welsh Corgi |
| Welsh Springer Spaniel |
| Welsh Terrier |
| West Highland White Terrier |
| Whippet |
| Wirehaired Pointing Griffon |
| Xoloitzcuintli |
| Yorkshire Terrier |
| Akita |
| Africanis |
| Basenji |
| Catahoula Leopard Dog |
| Cocker Spaniel |
| Miniature Shiba Inu |
| Belgian Tervuren |
| Pharaoh Hound |
| País |
|---|
| Canada |
| Germany |
| England |
| France |
| England |
| Mexico |
| Germany |
| Scotland |
| China |
| Germany |
| Russia |
| Germany |
| China |
| France |
| Australia |
| France |
| England |
| France |
| Germany |
| Germany |
| England |
| Canada |
| Switzerland |
| England |
| Ireland |
| England |
| Scotland |
| France |
| China |
| Germany |
| Germany |
| Belgium |
| Rhodesia |
| England |
| England |
| Scotland |
| Ireland |
| France |
| China |
| France |
| France |
| France |
| Germany |
| United States |
| Belgium |
| Scotland |
| China |
| Germany |
| Germany |
| Scotland |
| Australia |
| England |
| Madagascar |
| England |
| Australia |
| China |
| United States |
| Australia |
| France |
| Australia |
| England |
| England |
| Australia |
| United States |
| Australia |
| Russia |
| England |
| Italy |
| Wales |
| United States |
| Middle East |
| England |
| England |
| England |
| Finland |
| England |
| Australia |
| Germany |
| Scotland |
| Scotland |
| Australia |
| England |
| England |
| Ireland |
| Ireland |
| Ireland |
| Ireland |
| Italy |
| England |
| Japan |
| Netherlands |
| Ireland |
| Hungary |
| Tibet |
| Malta |
| Germany |
| Russia |
| Scotland |
| England |
| Hungary |
| Turkey |
| Wales |
| Wales |
| Wales |
| Scotland |
| England |
| Belgium |
| Mexico |
| England |
| Japan |
| Africa |
| Congo |
| United States |
| England |
| Japan |
| Belgium |
| Malta |
| Color |
|---|
| Yellow, Black, Chocolate |
| Black, Tan |
| White, Red |
| White, Black, Brown, Apricot |
| White, Tan, Red, Lemon |
| Black, Brown, Tan, White |
| Fawn, Brindle |
| Golden |
| Fawn, Black |
| Black, Tan |
| Black, White |
| Black, Tan |
| Black, White, Brown |
| White |
| Black, Red |
| Black, Tan |
| Black, Brown |
| White, Black, Brindle |
| Orange, Sable, Black |
| Black, Blue, Fawn, Harlequin |
| Apricot, Fawn |
| Black, Brown, Grey |
| Red, White |
| Blue, Grey |
| Grey, Red, Black |
| Black, White, Brindle |
| Blue, Grey |
| White |
| Cream, Fawn |
| Black, Red |
| Silver, Grey |
| Fawn, Mahogany |
| Light Wheaten |
| Black, White, Liver |
| Black, White, Liver |
| Black, Tan |
| Red |
| White, Black, Sable, Red |
| Black, White, Red |
| White, Black, Brown, Apricot |
| White, Black, Brown, Apricot |
| White, Black, Brown, Apricot |
| Black, Brown, Red |
| Black, White |
| Black, Red |
| Black, Wheaten, Red |
| Pink, White, Black |
| Black, Salt & Pepper, White |
| Black, Salt & Pepper |
| White |
| Red, Black & Tan |
| Red, Wheaten, Black |
| White |
| White, Blenheim |
| Red, Black |
| Black, Fawn |
| White |
| Blue, Red |
| Black, White, Red |
| Red, Black |
| Red, Black |
| Black, White, Red |
| Blue Merle |
| White, Red |
| Black, Red |
| White, Cream, Red |
| White, Red |
| Black, Red |
| Red, Sable, Black |
| Brown, Tan |
| Cream, Red |
| Liver, Blue |
| Black, White, Liver |
| Black, Liver |
| Red, Golden |
| Black, Liver |
| Red |
| Black, Salt & Pepper |
| Gold |
| Black, Tan |
| Blue, Red |
| White, Black, Red |
| Red, Black & Tan |
| Red |
| Red |
| Brown |
| Grey, Red |
| Red, Black |
| White, Black & Tan |
| Black, Red |
| Black, Cream |
| Blue |
| White |
| Black, White |
| White |
| Red, Stag Red |
| White |
| Sable, Black |
| White, Black, Red |
| Red |
| Fawn |
| Red, Sable |
| Liver, White |
| Black, Tan |
| White |
| White, Black, Red |
| Brown, White |
| Black, Red |
| Blue & Tan |
| Red, Fawn, Sesame |
| Brown, Red |
| Red, Black & White |
| Merle, Black |
| Black, Brown |
| Red, Sesame |
| Fawn |
| Red |
| Altura |
|---|
| 21-24 |
| 22-26 |
| 12-16 |
| 10-15 |
| 13-15 |
| 6-9 |
| 21-25 |
| 21-24 |
| 10-14 |
| 22-27 |
| 21-24 |
| 5-9 |
| 9-10 |
| 9-11 |
| 18-23 |
| 11-15 |
| 14-15 |
| 11-12 |
| 6-7 |
| 28-34 |
| 30-34 |
| 26-28 |
| 26-30 |
| 22-26 |
| 30-35 |
| 26-30 |
| 28-32 |
| 25-32 |
| 18-20 |
| 24-28 |
| 25-29 |
| 22-26 |
| 25-27 |
| 23-27 |
| 21-27 |
| 23-27 |
| 24-28 |
| 8-11 |
| 6-9 |
| 10-11 |
| 10-15 |
| 15-22 |
| 9-11 |
| 15-17 |
| 7-10 |
| 10-12 |
| 11-13 |
| 12-14 |
| 18-20 |
| 11-12 |
| 10-11 |
| 10-16 |
| 9-11 |
| 10-12 |
| 17-20 |
| 10-14 |
| 15-19 |
| 17-20 |
| 11-15 |
| 17-20 |
| 22-27 |
| 18-22 |
| 20-23 |
| 20-28 |
| 18-23 |
| 26-29 |
| 20-22 |
| 22-28 |
| 10-12 |
| 21-26 |
| 23-28 |
| 25-27 |
| 20-24 |
| 15-18 |
| 15-20 |
| 22-25 |
| 10-11 |
| 25-28 |
| 21-24 |
| 24-27 |
| 17-20 |
| 26-30 |
| 18-21 |
| 26-28 |
| 14-16 |
| 21-24 |
| 30-35 |
| 13-15 |
| 10-12 |
| 7-11 |
| 17-19 |
| 17-19 |
| 25-29 |
| 10-11 |
| 8-10 |
| 10-12 |
| 21-23 |
| 13-16 |
| 14-16 |
| 20-24 |
| 27-29 |
| 10-12 |
| 20-25 |
| 10-12 |
| 10-12 |
| 18-22 |
| 21-24 |
| 10-14 |
| 7-8 |
| 24-28 |
| 22-25 |
| 16-17 |
| 20-26 |
| 14-15 |
| 13-16 |
| 22-26 |
| 21-25 |
| Color |
|---|
| Brown |
| Brown |
| Brown |
| Brown, Blue |
| Brown |
| Brown, Blue |
| Brown |
| Brown |
| Brown |
| Brown |
| Blue |
| Brown, Blue |
| Brown |
| Brown |
| Brown, Blue |
| Brown |
| Brown |
| Brown |
| Brown |
| Brown |
| Brown |
| Brown |
| Brown |
| Brown |
| Brown |
| Brown |
| Brown |
| Brown |
| Brown |
| Brown |
| Blue, Grey |
| Brown |
| Brown |
| Brown |
| Brown |
| Brown |
| Brown |
| Brown |
| Brown |
| Brown, Blue |
| Brown, Blue |
| Brown, Blue |
| Brown |
| Brown |
| Brown |
| Brown |
| Brown |
| Brown |
| Brown |
| Brown |
| Brown |
| Brown |
| Brown |
| Brown |
| Brown |
| Brown |
| Brown |
| Brown |
| Brown |
| Brown |
| Brown |
| Brown |
| Brown |
| Brown |
| Brown |
| Brown |
| Brown |
| Brown |
| Brown |
| Brown |
| Brown |
| Brown |
| Brown |
| Brown |
| Brown |
| Brown |
| Brown |
| Brown |
| Brown |
| Brown |
| Brown |
| Brown |
| Brown |
| Brown |
| Brown |
| Brown |
| Brown |
| Brown |
| Brown |
| Brown |
| Brown |
| Brown |
| Brown |
| Brown |
| Brown |
| Brown |
| Brown |
| Brown |
| Brown |
| Brown |
| Brown |
| Brown |
| Brown |
| Brown |
| Brown |
| Brown |
| Brown |
| Brown |
| Brown |
| Brown |
| Brown |
| Brown |
| Brown |
| Brown |
| Brown |
| Brown |
| Brown |
| Longevidad |
|---|
| 10-12 |
| 7-10 |
| 8-10 |
| 12-15 |
| 12-15 |
| 12-20 |
| 10-12 |
| 10-12 |
| 12-15 |
| 8-10 |
| 12-15 |
| 12-15 |
| 10-16 |
| 12-15 |
| 12-15 |
| 10-12 |
| 12-15 |
| 10-12 |
| 12-16 |
| 8-10 |
| 8-10 |
| 9-11 |
| 8-10 |
| 10-12 |
| 6-8 |
| 10-12 |
| 8-10 |
| 10-12 |
| 8-12 |
| 10-12 |
| 10-12 |
| 12-14 |
| 10-12 |
| 12-15 |
| 12-15 |
| 12-15 |
| 12-15 |
| 14-16 |
| 12-15 |
| 12-15 |
| 12-15 |
| 12-15 |
| 12-15 |
| 11-13 |
| 12-15 |
| 12-15 |
| 13-18 |
| 12-15 |
| 12-15 |
| 12-16 |
| 12-15 |
| 12-16 |
| 12-14 |
| 12-14 |
| 12-14 |
| 12-15 |
| 12-15 |
| 12-16 |
| 10-12 |
| 12-14 |
| 10-12 |
| 12-15 |
| 12-14 |
| 10-12 |
| 12-15 |
| 10-12 |
| 10-12 |
| 10-12 |
| 12-14 |
| 12-14 |
| 12-14 |
| 12-14 |
| 12-14 |
| 12-14 |
| 12-15 |
| 12-14 |
| 12-15 |
| 10-12 |
| 12-14 |
| 12-14 |
| 12-14 |
| 10-12 |
| 12-14 |
| 12-14 |
| 12-14 |
| 12-14 |
| 6-10 |
| 12-15 |
| 12-15 |
| 12-15 |
| 12-15 |
| 12-14 |
| 10-12 |
| 12-15 |
| 12-15 |
| 12-14 |
| 12-14 |
| 12-14 |
| 12-14 |
| 12-14 |
| 12-14 |
| 12-15 |
| 12-14 |
| 12-15 |
| 12-15 |
| 12-15 |
| 12-14 |
| 12-15 |
| 12-15 |
| 10-12 |
| 12-15 |
| 12-15 |
| 12-14 |
| 12-15 |
| 12-15 |
| 12-14 |
| 12-14 |
| Rasgos |
|---|
| Loyal, friendly, intelligent, energetic, good-natured |
| Loyal, intelligent, protective, confident, trainable |
| Loyal, calm, gentle, brave |
| Intelligent, active, affectionate, hypoallergenic |
| Curious, friendly, energetic, good-natured |
| Loyal, energetic, confident, sensitive |
| Loyal, energetic, intelligent, playful, protective |
| Intelligent, friendly, kind, loyal, good-natured |
| Loyal, playful, affectionate, social, charming |
| Loyal, protective, confident, strong |
| Independent, energetic, intelligent, playful, strong |
| Loyal, energetic, playful, curious |
| Affectionate, playful, confident, good-natured |
| Playful, affectionate, intelligent, social |
| Intelligent, energetic, loyal, trainable |
| Affectionate, patient, gentle, good-natured |
| Affectionate, intelligent, energetic, good-natured |
| Affectionate, playful, good-natured |
| Playful, energetic, intelligent, good-natured |
| Gentle, loyal, intelligent, good-natured |
| Loyal, gentle, protective, good-natured |
| Loyal, intelligent, gentle, good-natured |
| Loyal, intelligent, gentle, protective |
| Gentle, intelligent, good-natured, protective |
| Gentle, loyal, intelligent, good-natured |
| Intelligent, athletic, sensitive, good-natured |
| Gentle, intelligent, good-natured, independent |
| Loyal, intelligent, gentle, protective |
| Independent, loyal, intelligent, good-natured |
| Loyal, energetic, intelligent, protective |
| Energetic, intelligent, good-natured, loyal |
| Intelligent, energetic, loyal, protective |
| Intelligent, athletic, loyal, good-natured |
| Intelligent, energetic, affectionate, good-natured |
| Intelligent, energetic, good-natured, affectionate |
| Intelligent, energetic, good-natured, affectionate |
| Intelligent, energetic, good-natured, affectionate |
| Intelligent, energetic, affectionate, good-natured |
| Independent, intelligent, affectionate, good-natured |
| Intelligent, active, affectionate, hypoallergenic |
| Intelligent, active, affectionate, hypoallergenic |
| Intelligent, active, affectionate, hypoallergenic |
| Intelligent, energetic, playful, good-natured |
| Intelligent, energetic, affectionate, good-natured |
| Intelligent, energetic, affectionate, good-natured |
| Intelligent, energetic, playful, good-natured |
| Intelligent, energetic, affectionate, good-natured |
| Intelligent, energetic, playful, good-natured |
| Intelligent, energetic, playful, good-natured |
| Intelligent, energetic, playful, good-natured |
| Intelligent, energetic, playful, good-natured |
| Intelligent, energetic, playful, good-natured |
| Intelligent, energetic, playful, good-natured |
| Intelligent, energetic, playful, good-natured |
| Intelligent, energetic, good-natured, loyal |
| Intelligent, energetic, playful, good-natured |
| Intelligent, energetic, playful, good-natured |
| Intelligent, energetic, playful, good-natured |
| Gentle, good-natured, loyal, intelligent |
| Intelligent, energetic, good-natured, loyal |
| Loyal, intelligent, good-natured, energetic |
| Intelligent, energetic, playful, good-natured |
| Intelligent, energetic, good-natured, loyal |
| Loyal, intelligent, good-natured, energetic |
| Intelligent, energetic, playful, good-natured |
| Gentle, good-natured, loyal, intelligent |
| Loyal, intelligent, good-natured, energetic |
| Loyal, intelligent, good-natured, energetic |
| Intelligent, energetic, playful, good-natured |
| Intelligent, energetic, playful, good-natured |
| Intelligent, energetic, good-natured, loyal |
| Intelligent, energetic, playful, good-natured |
| Intelligent, energetic, playful, good-natured |
| Intelligent, energetic, playful, good-natured |
| Intelligent, energetic, playful, good-natured |
| Intelligent, energetic, playful, good-natured |
| Intelligent, energetic, playful, good-natured |
| Loyal, intelligent, good-natured, energetic |
| Intelligent, energetic, playful, good-natured |
| Intelligent, energetic, playful, good-natured |
| Intelligent, energetic, good-natured, loyal |
| Intelligent, energetic, good-natured, loyal |
| Intelligent, energetic, playful, good-natured |
| Intelligent, energetic, playful, good-natured |
| Intelligent, energetic, playful, good-natured |
| Intelligent, energetic, playful, good-natured |
| Loyal, intelligent, good-natured, energetic |
| Intelligent, energetic, playful, good-natured |
| Intelligent, energetic, playful, good-natured |
| Intelligent, energetic, playful, good-natured |
| Intelligent, energetic, playful, good-natured |
| Intelligent, energetic, playful, good-natured |
| Loyal, intelligent, good-natured, energetic |
| Intelligent, energetic, playful, good-natured |
| Intelligent, energetic, playful, good-natured |
| Intelligent, energetic, playful, good-natured |
| Intelligent, energetic, playful, good-natured |
| Intelligent, energetic, playful, good-natured |
| Intelligent, energetic, playful, good-natured |
| Intelligent, energetic, playful, good-natured |
| Loyal, intelligent, good-natured, energetic |
| Intelligent, energetic, playful, good-natured |
| Intelligent, energetic, playful, good-natured |
| Intelligent, energetic, playful, good-natured |
| Intelligent, energetic, playful, good-natured |
| Intelligent, energetic, good-natured, loyal |
| Intelligent, energetic, playful, good-natured |
| Intelligent, energetic, playful, good-natured |
| Intelligent, energetic, playful, good-natured |
| Loyal, intelligent, good-natured, energetic |
| Intelligent, energetic, good-natured, loyal |
| Intelligent, energetic, playful, good-natured |
| Intelligent, energetic, good-natured, loyal |
| Intelligent, energetic, playful, good-natured |
| Intelligent, energetic, playful, good-natured |
| Intelligent, energetic, good-natured, loyal |
| Intelligent, energetic, good-natured, loyal |
| Problemas de Salud |
|---|
| Hip dysplasia, obesity, ear infections |
| Hip dysplasia, elbow dysplasia, pancreatitis |
| Skin allergies, respiratory issues, obesity |
| Hip dysplasia, epilepsy, bladder stones |
| Ear infections, hip dysplasia, epilepsy |
| Dental problems, eye issues, respiratory issues |
| Hip dysplasia, cancer, heart conditions |
| Hip dysplasia, cancer, skin allergies |
| Eye problems, respiratory issues, obesity |
| Hip dysplasia, cancer, elbow dysplasia |
| Hip dysplasia, eye problems, hereditary myopathy |
| Intervertebral disc disease, hip dysplasia, diabetes |
| Dental problems, respiratory issues, eye problems |
| Dental problems, eye problems, bladder stones |
| Hip dysplasia, eye problems, epilepsy |
| Dental problems, ear infections, obesity |
| Ear infections, hip dysplasia, eye problems |
| Breathing problems, eye problems, hip dysplasia |
| Dental problems, eye problems, obesity |
| Hip dysplasia, cancer, heart conditions |
| Hip dysplasia, heart conditions, cancer |
| Hip dysplasia, heart conditions, cancer |
| Hip dysplasia, cancer, heart conditions |
| Hip dysplasia, eye problems, skin allergies |
| Hip dysplasia, heart conditions, cancer |
| Hip dysplasia, eye problems, heart conditions |
| Hip dysplasia, heart conditions, cancer |
| Hip dysplasia, cancer, skin allergies |
| Skin allergies, eye problems, hip dysplasia |
| Hip dysplasia, heart conditions, cancer |
| Hip dysplasia, eye problems, cancer |
| Hip dysplasia, eye problems, skin allergies |
| Hip dysplasia, eye problems, cancer |
| Hip dysplasia, eye problems, cancer |
| Hip dysplasia, eye problems, cancer |
| Hip dysplasia, eye problems, cancer |
| Hip dysplasia, eye problems, cancer |
| Dental problems, eye problems, bladder stones |
| Dental problems, respiratory issues, eye problems |
| Hip dysplasia, epilepsy, bladder stones |
| Hip dysplasia, epilepsy, bladder stones |
| Hip dysplasia, epilepsy, bladder stones |
| Dental problems, eye problems, skin allergies |
| Eye problems, respiratory issues, skin allergies |
| Dental problems, eye problems, respiratory issues |
| Dental problems, eye problems, skin allergies |
| Dental problems, eye problems, skin allergies |
| Dental problems, pancreatitis, diabetes |
| Dental problems, pancreatitis, diabetes |
| Dental problems, skin allergies, hip dysplasia |
| Dental problems, skin allergies, hip dysplasia |
| Dental problems, skin allergies, hip dysplasia |
| Dental problems, skin allergies, hip dysplasia |
| Dental problems, skin allergies, hip dysplasia |
| Dental problems, eye issues, skin allergies |
| Dental problems, respiratory issues, eye problems |
| Dental problems, skin allergies, hip dysplasia |
| Dental problems, skin allergies, hip dysplasia |
| Dental problems, eye issues, skin allergies |
| Dental problems, eye issues, skin allergies |
| Dental problems, eye issues, skin allergies |
| Dental problems, eye issues, skin allergies |
| Dental problems, eye issues, skin allergies |
| Dental problems, eye issues, skin allergies |
| Dental problems, skin allergies, hip dysplasia |
| Dental problems, eye issues, skin allergies |
| Dental problems, eye issues, skin allergies |
| Dental problems, eye issues, skin allergies |
| Dental problems, eye issues, skin allergies |
| Dental problems, eye issues, skin allergies |
| Dental problems, eye issues, skin allergies |
| Dental problems, eye issues, skin allergies |
| Dental problems, eye issues, skin allergies |
| Dental problems, eye issues, skin allergies |
| Dental problems, eye issues, skin allergies |
| Dental problems, eye issues, skin allergies |
| Dental problems, eye issues, skin allergies |
| Dental problems, eye issues, skin allergies |
| Dental problems, eye issues, skin allergies |
| Dental problems, eye issues, skin allergies |
| Dental problems, eye issues, skin allergies |
| Dental problems, eye issues, skin allergies |
| Dental problems, eye issues, skin allergies |
| Dental problems, eye issues, skin allergies |
| Dental problems, eye issues, skin allergies |
| Dental problems, eye issues, skin allergies |
| Dental problems, eye issues, skin allergies |
| Dental problems, eye issues, skin allergies |
| Dental problems, eye issues, skin allergies |
| Dental problems, eye issues, skin allergies |
| Dental problems, eye issues, skin allergies |
| Dental problems, eye issues, skin allergies |
| Dental problems, eye issues, skin allergies |
| Dental problems, eye issues, skin allergies |
| Dental problems, eye issues, skin allergies |
| Dental problems, eye issues, skin allergies |
| Dental problems, eye issues, skin allergies |
| Dental problems, eye issues, skin allergies |
| Dental problems, eye issues, skin allergies |
| Dental problems, eye issues, skin allergies |
| Dental problems, eye issues, skin allergies |
| Dental problems, eye issues, skin allergies |
| Dental problems, eye issues, skin allergies |
| Dental problems, eye issues, skin allergies |
| Dental problems, eye issues, skin allergies |
| Dental problems, eye issues, skin allergies |
| Dental problems, eye issues, skin allergies |
| Dental problems, eye issues, skin allergies |
| Dental problems, eye issues, skin allergies |
| Dental problems, eye issues, skin allergies |
| Dental problems, eye issues, skin allergies |
| Dental problems, eye issues, skin allergies |
| Dental problems, eye issues, skin allergies |
| Dental problems, eye issues, skin allergies |
| Dental problems, eye issues, skin allergies |
| Dental problems, eye issues, skin allergies |
| Dental problems, eye issues, skin allergies |
Se obtuvieron las gráficas de barras:
Se obtuvieron las gráficas de barras seleccionadas:
Se obtuvieron los resultados de los análisis estadísticos:
## [1] 24## [1] 1## [1] 4.333333## [1] 117## Number of cases in table: 117
## Number of factors: 1## [1] 44## [1] 1## [1] 7.8## [1] 117## Number of cases in table: 117
## Number of factors: 1## [1] 50## [1] 1## [1] 3.078947## [1] 117## Number of cases in table: 117
## Number of factors: 1| Country.of.Origin | Longevity..yrs. | Character.Traits |
|---|---|---|
| Canada | 10-12 | Loyal, friendly, intelligent, energetic, good-natured |
| Germany | 7-10 | Loyal, intelligent, protective, confident, trainable |
| England | 8-10 | Loyal, calm, gentle, brave |
| France | 12-15 | Intelligent, active, affectionate, hypoallergenic |
| England | 12-15 | Curious, friendly, energetic, good-natured |
| Mexico | 12-20 | Loyal, energetic, confident, sensitive |
| Germany | 10-12 | Loyal, energetic, intelligent, playful, protective |
| Scotland | 10-12 | Intelligent, friendly, kind, loyal, good-natured |
| China | 12-15 | Loyal, playful, affectionate, social, charming |
| Germany | 8-10 | Loyal, protective, confident, strong |
| Russia | 12-15 | Independent, energetic, intelligent, playful, strong |
| Germany | 12-15 | Loyal, energetic, playful, curious |
| China | 10-16 | Affectionate, playful, confident, good-natured |
| France | 12-15 | Playful, affectionate, intelligent, social |
| Australia | 12-15 | Intelligent, energetic, loyal, trainable |
| France | 10-12 | Affectionate, patient, gentle, good-natured |
| England | 12-15 | Affectionate, intelligent, energetic, good-natured |
| France | 10-12 | Affectionate, playful, good-natured |
| Germany | 12-16 | Playful, energetic, intelligent, good-natured |
| Germany | 8-10 | Gentle, loyal, intelligent, good-natured |
| England | 8-10 | Loyal, gentle, protective, good-natured |
| Canada | 9-11 | Loyal, intelligent, gentle, good-natured |
| Switzerland | 8-10 | Loyal, intelligent, gentle, protective |
| England | 10-12 | Gentle, intelligent, good-natured, protective |
| Ireland | 6-8 | Gentle, loyal, intelligent, good-natured |
| England | 10-12 | Intelligent, athletic, sensitive, good-natured |
| Scotland | 8-10 | Gentle, intelligent, good-natured, independent |
| France | 10-12 | Loyal, intelligent, gentle, protective |
| China | 8-12 | Independent, loyal, intelligent, good-natured |
| Germany | 10-12 | Loyal, energetic, intelligent, protective |
| Germany | 10-12 | Energetic, intelligent, good-natured, loyal |
| Belgium | 12-14 | Intelligent, energetic, loyal, protective |
| Rhodesia | 10-12 | Intelligent, athletic, loyal, good-natured |
| England | 12-15 | Intelligent, energetic, affectionate, good-natured |
| England | 12-15 | Intelligent, energetic, good-natured, affectionate |
| Scotland | 12-15 | Intelligent, energetic, good-natured, affectionate |
| Ireland | 12-15 | Intelligent, energetic, good-natured, affectionate |
| France | 14-16 | Intelligent, energetic, affectionate, good-natured |
| China | 12-15 | Independent, intelligent, affectionate, good-natured |
| France | 12-15 | Intelligent, active, affectionate, hypoallergenic |
| France | 12-15 | Intelligent, active, affectionate, hypoallergenic |
| France | 12-15 | Intelligent, active, affectionate, hypoallergenic |
| Germany | 12-15 | Intelligent, energetic, playful, good-natured |
| United States | 11-13 | Intelligent, energetic, affectionate, good-natured |
| Belgium | 12-15 | Intelligent, energetic, affectionate, good-natured |
| Scotland | 12-15 | Intelligent, energetic, playful, good-natured |
| China | 13-18 | Intelligent, energetic, affectionate, good-natured |
| Germany | 12-15 | Intelligent, energetic, playful, good-natured |
| Germany | 12-15 | Intelligent, energetic, playful, good-natured |
| Scotland | 12-16 | Intelligent, energetic, playful, good-natured |
| Australia | 12-15 | Intelligent, energetic, playful, good-natured |
| England | 12-16 | Intelligent, energetic, playful, good-natured |
| Madagascar | 12-14 | Intelligent, energetic, playful, good-natured |
| England | 12-14 | Intelligent, energetic, playful, good-natured |
| Australia | 12-14 | Intelligent, energetic, good-natured, loyal |
| China | 12-15 | Intelligent, energetic, playful, good-natured |
| United States | 12-15 | Intelligent, energetic, playful, good-natured |
| Australia | 12-16 | Intelligent, energetic, playful, good-natured |
| France | 10-12 | Gentle, good-natured, loyal, intelligent |
| Australia | 12-14 | Intelligent, energetic, good-natured, loyal |
| England | 10-12 | Loyal, intelligent, good-natured, energetic |
| England | 12-15 | Intelligent, energetic, playful, good-natured |
| Australia | 12-14 | Intelligent, energetic, good-natured, loyal |
| United States | 10-12 | Loyal, intelligent, good-natured, energetic |
| Australia | 12-15 | Intelligent, energetic, playful, good-natured |
| Russia | 10-12 | Gentle, good-natured, loyal, intelligent |
| England | 10-12 | Loyal, intelligent, good-natured, energetic |
| Italy | 10-12 | Loyal, intelligent, good-natured, energetic |
| Wales | 12-14 | Intelligent, energetic, playful, good-natured |
| United States | 12-14 | Intelligent, energetic, playful, good-natured |
| Middle East | 12-14 | Intelligent, energetic, good-natured, loyal |
| England | 12-14 | Intelligent, energetic, playful, good-natured |
| England | 12-14 | Intelligent, energetic, playful, good-natured |
| England | 12-14 | Intelligent, energetic, playful, good-natured |
| Finland | 12-15 | Intelligent, energetic, playful, good-natured |
| England | 12-14 | Intelligent, energetic, playful, good-natured |
| Australia | 12-15 | Intelligent, energetic, playful, good-natured |
| Germany | 10-12 | Loyal, intelligent, good-natured, energetic |
| Scotland | 12-14 | Intelligent, energetic, playful, good-natured |
| Scotland | 12-14 | Intelligent, energetic, playful, good-natured |
| Australia | 12-14 | Intelligent, energetic, good-natured, loyal |
| England | 10-12 | Intelligent, energetic, good-natured, loyal |
| England | 12-14 | Intelligent, energetic, playful, good-natured |
| Ireland | 12-14 | Intelligent, energetic, playful, good-natured |
| Ireland | 12-14 | Intelligent, energetic, playful, good-natured |
| Ireland | 12-14 | Intelligent, energetic, playful, good-natured |
| Ireland | 6-10 | Loyal, intelligent, good-natured, energetic |
| Italy | 12-15 | Intelligent, energetic, playful, good-natured |
| England | 12-15 | Intelligent, energetic, playful, good-natured |
| Japan | 12-15 | Intelligent, energetic, playful, good-natured |
| Netherlands | 12-15 | Intelligent, energetic, playful, good-natured |
| Ireland | 12-14 | Intelligent, energetic, playful, good-natured |
| Hungary | 10-12 | Loyal, intelligent, good-natured, energetic |
| Tibet | 12-15 | Intelligent, energetic, playful, good-natured |
| Malta | 12-15 | Intelligent, energetic, playful, good-natured |
| Germany | 12-14 | Intelligent, energetic, playful, good-natured |
| Russia | 12-14 | Intelligent, energetic, playful, good-natured |
| Scotland | 12-14 | Intelligent, energetic, playful, good-natured |
| England | 12-14 | Intelligent, energetic, playful, good-natured |
| Hungary | 12-14 | Intelligent, energetic, playful, good-natured |
| Turkey | 12-14 | Loyal, intelligent, good-natured, energetic |
| Wales | 12-15 | Intelligent, energetic, playful, good-natured |
| Wales | 12-14 | Intelligent, energetic, playful, good-natured |
| Wales | 12-15 | Intelligent, energetic, playful, good-natured |
| Scotland | 12-15 | Intelligent, energetic, playful, good-natured |
| England | 12-15 | Intelligent, energetic, good-natured, loyal |
| Belgium | 12-14 | Intelligent, energetic, playful, good-natured |
| Mexico | 12-15 | Intelligent, energetic, playful, good-natured |
| England | 12-15 | Intelligent, energetic, playful, good-natured |
| Japan | 10-12 | Loyal, intelligent, good-natured, energetic |
| Africa | 12-15 | Intelligent, energetic, good-natured, loyal |
| Congo | 12-15 | Intelligent, energetic, playful, good-natured |
| United States | 12-14 | Intelligent, energetic, good-natured, loyal |
| England | 12-15 | Intelligent, energetic, playful, good-natured |
| Japan | 12-15 | Intelligent, energetic, playful, good-natured |
| Belgium | 12-14 | Intelligent, energetic, good-natured, loyal |
| Malta | 12-14 | Intelligent, energetic, good-natured, loyal |
| Pais | Longevidad Máxima | |
|---|---|---|
| 17 | Mexico | 20 |
| 2 | Australia | 16 |
| 9 | France | 16 |
| 1 | Africa | 15 |
| 3 | Belgium | 15 |
| 6 | Congo | 15 |
| Pais | Rasgos_de_Caracter_Unicos | |
|---|---|---|
| 3 | England | 18 |
| 4 | France | 17 |
| 2 | Germany | 15 |
| 7 | China | 13 |
| 6 | Scotland | 11 |
| 8 | Russia | 9 |
| Característica | Longevidad Máxima | |
|---|---|---|
| 25 | Loyal, energetic, confident, sensitive | 20 |
| 3 | Affectionate, playful, confident, good-natured | 16 |
| 17 | Intelligent, energetic, affectionate, good-natured | 16 |
| 22 | Intelligent, energetic, playful, good-natured | 16 |
| 38 | Playful, energetic, intelligent, good-natured | 16 |
| 1 | Affectionate, intelligent, energetic, good-natured | 15 |
| Pais | Longevidad Mínima | |
|---|---|---|
| 23 | Switzerland | 8 |
| 4 | Canada | 10 |
| 5 | China | 10 |
| 7 | England | 10 |
| 9 | France | 10 |
| 10 | Germany | 10 |
| Pais | Rasgos_de_Caracter_Unicos | |
|---|---|---|
| 10 | Switzerland | 4 |
| 13 | Rhodesia | 4 |
| 15 | Madagascar | 4 |
| 17 | Wales | 4 |
| 18 | Middle East | 4 |
| 19 | Finland | 4 |
| Característica | Longevidad Mínima | |
|---|---|---|
| 10 | Gentle, loyal, intelligent, good-natured | 6 |
| 34 | Loyal, intelligent, protective, confident, trainable | 7 |
| 8 | Gentle, intelligent, good-natured, independent | 8 |
| 13 | Independent, loyal, intelligent, good-natured | 8 |
| 24 | Loyal, calm, gentle, brave | 8 |
| 30 | Loyal, gentle, protective, good-natured | 8 |
CONCLUSIÓN
La conclusión fue que no se encontró tendencias o relaciones directas en las características investigadas a mayor profundidad, posiblemente si exista una relación estrecha entre otras características pero no en las investigadas; las “insights” mencionadas fueron poder usar los datos para poder revisar y saber que países tienen los perros con mayor longevidad o características notables o/y de interés. El perro más longevo pertenece a México con una longevidad máxima de 20 años, el perro con la menos longevo es uno perteneciente a Switzerland y el cual tiene una longevidad mínima de 8; el país con perros con mayor cantidad de rasgos del carácter es Inglaterra con 18 rasgos definiciones diferentes, el país con perros con menores rasgos del carácter es un puesto compartido por varios países como Switzerland, Rhodesia, Madagascar, Wales, Middle East y Finland. Los perros con mayor longevidad se comportan: loyal, sensitive, affectionate, playful, confident, good-natured y energetic. Los perros con menor longevidad se comportan: gentle, loyal, intelligent, good-natured, protective, confident, trainable, independent, calm, gentle y brave.