Probabilidad
Juliana Cabiativa
2025-05-10
# Leer la base de datos
library(readxl)## Warning: package 'readxl' was built under R version 4.4.3Base_de_datos_shopping_trends <- read_excel("C:/Users/Asus-PC/Desktop/Base de datos - shopping_trends.xlsx")
View(Base_de_datos_shopping_trends)1. Calcular las probabilidades marginales - variables categoricas
El análisis de las probabilidades marginales proporciona información valiosa sobre las distribuciones de las distintas variables dentro de un conjunto de datos. En este caso, se han calculado las probabilidades marginales para diversas variables relacionadas con comportamientos de compra, demografía y preferencias de los consumidores. Las variables analizadas incluyen aspectos como el género, los productos comprados, la ubicación geográfica, el tamaño de la prenda, el color, la temporada, entre otras. Cada variable muestra cómo se distribuyen los valores posibles dentro de la población estudiada, lo que puede ayudar a comprender patrones y tendencias, como las preferencias de compra por género o el método de pago más utilizado.
# Cargar librerías necesarias
library(readxl)
library(dplyr)## Warning: package 'dplyr' was built under R version 4.4.3##
## Adjuntando el paquete: 'dplyr'## The following objects are masked from 'package:stats':
##
## filter, lag## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, union# Cargar base de datos (ya lo hiciste, pero lo incluyo por claridad)
# Base_de_datos_shopping_trends <- read_excel("C:/Users/Asus-PC/Desktop/Base de datos - shopping_trends.xlsx")
# Identificar columnas categóricas (factor o character)
categoricas <- names(Filter(function(col) is.character(col) || is.factor(col),
Base_de_datos_shopping_trends))
# Mostrar probabilidades marginales para cada variable categórica
for (var in categoricas) {
cat("\n======================================\n")
cat("Probabilidades marginales para:", var, "\n")
tabla <- table(Base_de_datos_shopping_trends[[var]])
prob <- prop.table(tabla)
print(round(prob, 4))
}##
## ======================================
## Probabilidades marginales para: Gender
##
## Female Male
## 0.32 0.68
##
## ======================================
## Probabilidades marginales para: Item Purchased
##
## Backpack Belt Blouse Boots Coat Dress Gloves
## 0.0367 0.0413 0.0438 0.0369 0.0413 0.0426 0.0359
## Handbag Hat Hoodie Jacket Jeans Jewelry Pants
## 0.0392 0.0395 0.0387 0.0418 0.0318 0.0438 0.0438
## Sandals Scarf Shirt Shoes Shorts Skirt Sneakers
## 0.0410 0.0403 0.0433 0.0385 0.0403 0.0405 0.0372
## Socks Sunglasses Sweater T-shirt
## 0.0408 0.0413 0.0421 0.0377
##
## ======================================
## Probabilidades marginales para: Category
##
## Accessories Clothing Footwear Outerwear
## 0.3179 0.4454 0.1536 0.0831
##
## ======================================
## Probabilidades marginales para: Location
##
## Alabama Alaska Arizona Arkansas California
## 0.0228 0.0185 0.0167 0.0203 0.0244
## Colorado Connecticut Delaware Florida Georgia
## 0.0192 0.0200 0.0221 0.0174 0.0203
## Hawaii Idaho Illinois Indiana Iowa
## 0.0167 0.0238 0.0236 0.0203 0.0177
## Kansas Kentucky Louisiana Maine Maryland
## 0.0162 0.0203 0.0215 0.0197 0.0221
## Massachusetts Michigan Minnesota Mississippi Missouri
## 0.0185 0.0187 0.0226 0.0205 0.0208
## Montana Nebraska Nevada New Hampshire New Jersey
## 0.0246 0.0223 0.0223 0.0182 0.0172
## New Mexico New York North Carolina North Dakota Ohio
## 0.0208 0.0223 0.0200 0.0213 0.0197
## Oklahoma Oregon Pennsylvania Rhode Island South Carolina
## 0.0192 0.0190 0.0190 0.0162 0.0195
## South Dakota Tennessee Texas Utah Vermont
## 0.0179 0.0197 0.0197 0.0182 0.0218
## Virginia Washington West Virginia Wisconsin Wyoming
## 0.0197 0.0187 0.0208 0.0192 0.0182
##
## ======================================
## Probabilidades marginales para: Size
##
## L M S XL
## 0.27 0.45 0.17 0.11
##
## ======================================
## Probabilidades marginales para: Color
##
## Beige Black Blue Brown Charcoal Cyan Gold Gray
## 0.0377 0.0428 0.0390 0.0362 0.0392 0.0426 0.0354 0.0408
## Green Indigo Lavender Magenta Maroon Olive Orange Peach
## 0.0433 0.0377 0.0377 0.0390 0.0405 0.0454 0.0395 0.0382
## Pink Purple Red Silver Teal Turquoise Violet White
## 0.0392 0.0387 0.0379 0.0444 0.0441 0.0372 0.0426 0.0364
## Yellow
## 0.0446
##
## ======================================
## Probabilidades marginales para: Season
##
## Fall Spring Summer Winter
## 0.2500 0.2562 0.2449 0.2490
##
## ======================================
## Probabilidades marginales para: Review Rating
##
## 2.5 2.6 2.7 2.8 2.9 3.0 3.1 3.2 3.3 3.4 3.5
## 0.0169 0.0408 0.0395 0.0349 0.0436 0.0415 0.0403 0.0390 0.0390 0.0467 0.0400
## 3.6 3.7 3.8 3.9 4.0 4.1 4.2 4.3 4.4 4.5 4.6
## 0.0382 0.0400 0.0364 0.0418 0.0464 0.0379 0.0438 0.0377 0.0405 0.0356 0.0446
## 4.7 4.8 4.9 5.0
## 0.0379 0.0369 0.0426 0.0174
##
## ======================================
## Probabilidades marginales para: Subscription Status
##
## No Yes
## 0.73 0.27
##
## ======================================
## Probabilidades marginales para: Payment Method
##
## Bank Transfer Cash Credit Card Debit Card PayPal
## 0.1621 0.1662 0.1785 0.1623 0.1636
## Venmo
## 0.1674
##
## ======================================
## Probabilidades marginales para: Shipping Type
##
## 2-Day Shipping Express Free Shipping Next Day Air Standard
## 0.1608 0.1656 0.1731 0.1662 0.1677
## Store Pickup
## 0.1667
##
## ======================================
## Probabilidades marginales para: Discount Applied
##
## No Yes
## 0.57 0.43
##
## ======================================
## Probabilidades marginales para: Promo Code Used
##
## No Yes
## 0.57 0.43
##
## ======================================
## Probabilidades marginales para: Preferred Payment Method
##
## Bank Transfer Cash Credit Card Debit Card PayPal
## 0.1569 0.1718 0.1721 0.1631 0.1736
## Venmo
## 0.1626
##
## ======================================
## Probabilidades marginales para: Frequency of Purchases
##
## Annually Bi-Weekly Every 3 Months Fortnightly Monthly
## 0.1467 0.1403 0.1497 0.1390 0.1418
## Quarterly Weekly
## 0.1444 0.1382# Cargar librerías necesarias
library(ggplot2)## Warning: package 'ggplot2' was built under R version 4.4.3# Identificar columnas categóricas (factor o character)
categoricas <- names(Filter(function(col) is.character(col) || is.factor(col),
Base_de_datos_shopping_trends))
# Generar gráficos de probabilidades marginales para cada variable categórica
for (var in categoricas) {
# Calcular las probabilidades marginales
tabla <- table(Base_de_datos_shopping_trends[[var]])
prob <- prop.table(tabla)
# Crear un data frame con las probabilidades para el gráfico
df_prob <- data.frame(
Categoria = names(prob),
Probabilidad = as.numeric(prob)
)
# Generar gráfico de barras y mostrarlo explícitamente
p <- ggplot(df_prob, aes(x = Categoria, y = Probabilidad, fill = Categoria)) +
geom_bar(stat = "identity") +
labs(title = paste("Probabilidades marginales de", var),
x = var, y = "Probabilidad") +
theme(axis.text.x = element_text(angle = 45, hjust = 1)) +
theme_minimal()
# Imprimir el gráfico
print(p)
}
Teorema de Bayes - Probabilidades marginales
# Cargar librerías necesarias
library(readxl)
library(dplyr)
# Cargar base de datos
Base_de_datos_shopping_trends <- read_excel("C:/Users/Asus-PC/Desktop/Base de datos - shopping_trends.xlsx")
# Identificar columnas categóricas (factor o character)
categoricas <- names(Filter(function(col) is.character(col) || is.factor(col),
Base_de_datos_shopping_trends))
# Mostrar probabilidades marginales para cada variable categórica
for (var in categoricas) {
cat("\n======================================\n")
cat("Probabilidades marginales para:", var, "\n")
tabla <- table(Base_de_datos_shopping_trends[[var]])
prob <- prop.table(tabla)
print(round(prob, 4))
}##
## ======================================
## Probabilidades marginales para: Gender
##
## Female Male
## 0.32 0.68
##
## ======================================
## Probabilidades marginales para: Item Purchased
##
## Backpack Belt Blouse Boots Coat Dress Gloves
## 0.0367 0.0413 0.0438 0.0369 0.0413 0.0426 0.0359
## Handbag Hat Hoodie Jacket Jeans Jewelry Pants
## 0.0392 0.0395 0.0387 0.0418 0.0318 0.0438 0.0438
## Sandals Scarf Shirt Shoes Shorts Skirt Sneakers
## 0.0410 0.0403 0.0433 0.0385 0.0403 0.0405 0.0372
## Socks Sunglasses Sweater T-shirt
## 0.0408 0.0413 0.0421 0.0377
##
## ======================================
## Probabilidades marginales para: Category
##
## Accessories Clothing Footwear Outerwear
## 0.3179 0.4454 0.1536 0.0831
##
## ======================================
## Probabilidades marginales para: Location
##
## Alabama Alaska Arizona Arkansas California
## 0.0228 0.0185 0.0167 0.0203 0.0244
## Colorado Connecticut Delaware Florida Georgia
## 0.0192 0.0200 0.0221 0.0174 0.0203
## Hawaii Idaho Illinois Indiana Iowa
## 0.0167 0.0238 0.0236 0.0203 0.0177
## Kansas Kentucky Louisiana Maine Maryland
## 0.0162 0.0203 0.0215 0.0197 0.0221
## Massachusetts Michigan Minnesota Mississippi Missouri
## 0.0185 0.0187 0.0226 0.0205 0.0208
## Montana Nebraska Nevada New Hampshire New Jersey
## 0.0246 0.0223 0.0223 0.0182 0.0172
## New Mexico New York North Carolina North Dakota Ohio
## 0.0208 0.0223 0.0200 0.0213 0.0197
## Oklahoma Oregon Pennsylvania Rhode Island South Carolina
## 0.0192 0.0190 0.0190 0.0162 0.0195
## South Dakota Tennessee Texas Utah Vermont
## 0.0179 0.0197 0.0197 0.0182 0.0218
## Virginia Washington West Virginia Wisconsin Wyoming
## 0.0197 0.0187 0.0208 0.0192 0.0182
##
## ======================================
## Probabilidades marginales para: Size
##
## L M S XL
## 0.27 0.45 0.17 0.11
##
## ======================================
## Probabilidades marginales para: Color
##
## Beige Black Blue Brown Charcoal Cyan Gold Gray
## 0.0377 0.0428 0.0390 0.0362 0.0392 0.0426 0.0354 0.0408
## Green Indigo Lavender Magenta Maroon Olive Orange Peach
## 0.0433 0.0377 0.0377 0.0390 0.0405 0.0454 0.0395 0.0382
## Pink Purple Red Silver Teal Turquoise Violet White
## 0.0392 0.0387 0.0379 0.0444 0.0441 0.0372 0.0426 0.0364
## Yellow
## 0.0446
##
## ======================================
## Probabilidades marginales para: Season
##
## Fall Spring Summer Winter
## 0.2500 0.2562 0.2449 0.2490
##
## ======================================
## Probabilidades marginales para: Review Rating
##
## 2.5 2.6 2.7 2.8 2.9 3.0 3.1 3.2 3.3 3.4 3.5
## 0.0169 0.0408 0.0395 0.0349 0.0436 0.0415 0.0403 0.0390 0.0390 0.0467 0.0400
## 3.6 3.7 3.8 3.9 4.0 4.1 4.2 4.3 4.4 4.5 4.6
## 0.0382 0.0400 0.0364 0.0418 0.0464 0.0379 0.0438 0.0377 0.0405 0.0356 0.0446
## 4.7 4.8 4.9 5.0
## 0.0379 0.0369 0.0426 0.0174
##
## ======================================
## Probabilidades marginales para: Subscription Status
##
## No Yes
## 0.73 0.27
##
## ======================================
## Probabilidades marginales para: Payment Method
##
## Bank Transfer Cash Credit Card Debit Card PayPal
## 0.1621 0.1662 0.1785 0.1623 0.1636
## Venmo
## 0.1674
##
## ======================================
## Probabilidades marginales para: Shipping Type
##
## 2-Day Shipping Express Free Shipping Next Day Air Standard
## 0.1608 0.1656 0.1731 0.1662 0.1677
## Store Pickup
## 0.1667
##
## ======================================
## Probabilidades marginales para: Discount Applied
##
## No Yes
## 0.57 0.43
##
## ======================================
## Probabilidades marginales para: Promo Code Used
##
## No Yes
## 0.57 0.43
##
## ======================================
## Probabilidades marginales para: Preferred Payment Method
##
## Bank Transfer Cash Credit Card Debit Card PayPal
## 0.1569 0.1718 0.1721 0.1631 0.1736
## Venmo
## 0.1626
##
## ======================================
## Probabilidades marginales para: Frequency of Purchases
##
## Annually Bi-Weekly Every 3 Months Fortnightly Monthly
## 0.1467 0.1403 0.1497 0.1390 0.1418
## Quarterly Weekly
## 0.1444 0.1382# Ahora aplicamos el Teorema de Bayes para calcular probabilidades condicionales
for (var1 in categoricas) {
for (var2 in categoricas) {
if (var1 != var2) { # No calculamos la probabilidad condicional de una variable sobre ella misma
cat("\n======================================\n")
cat("Probabilidad condicional P(", var1, "|", var2, ")\n")
# Calculamos la tabla de contingencia entre las dos variables
tabla_condicional <- table(Base_de_datos_shopping_trends[[var1]], Base_de_datos_shopping_trends[[var2]])
# Probabilidad marginal de var2 (denominador de Bayes)
P_var2 <- prop.table(colSums(tabla_condicional))
# Probabilidad conjunta de var1 y var2 (numerador de Bayes)
P_var1_var2 <- prop.table(tabla_condicional)
# Probabilidad condicional P(var1|var2)
P_var1_given_var2 <- P_var1_var2 / P_var2[as.character(rownames(tabla_condicional))]
# Mostrar la probabilidad condicional
print(round(P_var1_given_var2, 4))
}
}
}##
## ======================================
## Probabilidad condicional P( Gender | Item Purchased )
##
## Backpack Belt Blouse Boots Coat Dress Gloves Handbag Hat Hoodie Jacket
## Female
## Male
##
## Jeans Jewelry Pants Sandals Scarf Shirt Shoes Shorts Skirt Sneakers
## Female
## Male
##
## Socks Sunglasses Sweater T-shirt
## Female
## Male
##
## ======================================
## Probabilidad condicional P( Gender | Category )
##
## Accessories Clothing Footwear Outerwear
## Female
## Male
##
## ======================================
## Probabilidad condicional P( Gender | Location )
##
## Alabama Alaska Arizona Arkansas California Colorado Connecticut
## Female
## Male
##
## Delaware Florida Georgia Hawaii Idaho Illinois Indiana Iowa Kansas
## Female
## Male
##
## Kentucky Louisiana Maine Maryland Massachusetts Michigan Minnesota
## Female
## Male
##
## Mississippi Missouri Montana Nebraska Nevada New Hampshire New Jersey
## Female
## Male
##
## New Mexico New York North Carolina North Dakota Ohio Oklahoma Oregon
## Female
## Male
##
## Pennsylvania Rhode Island South Carolina South Dakota Tennessee Texas
## Female
## Male
##
## Utah Vermont Virginia Washington West Virginia Wisconsin Wyoming
## Female
## Male
##
## ======================================
## Probabilidad condicional P( Gender | Size )
##
## L M S XL
## Female
## Male
##
## ======================================
## Probabilidad condicional P( Gender | Color )
##
## Beige Black Blue Brown Charcoal Cyan Gold Gray Green Indigo Lavender
## Female
## Male
##
## Magenta Maroon Olive Orange Peach Pink Purple Red Silver Teal
## Female
## Male
##
## Turquoise Violet White Yellow
## Female
## Male
##
## ======================================
## Probabilidad condicional P( Gender | Season )
##
## Fall Spring Summer Winter
## Female
## Male
##
## ======================================
## Probabilidad condicional P( Gender | Review Rating )
##
## 2.5 2.6 2.7 2.8 2.9 3.0 3.1 3.2 3.3 3.4 3.5 3.6 3.7 3.8 3.9 4.0 4.1
## Female
## Male
##
## 4.2 4.3 4.4 4.5 4.6 4.7 4.8 4.9 5.0
## Female
## Male
##
## ======================================
## Probabilidad condicional P( Gender | Subscription Status )
##
## No Yes
## Female
## Male
##
## ======================================
## Probabilidad condicional P( Gender | Payment Method )
##
## Bank Transfer Cash Credit Card Debit Card PayPal Venmo
## Female
## Male
##
## ======================================
## Probabilidad condicional P( Gender | Shipping Type )
##
## 2-Day Shipping Express Free Shipping Next Day Air Standard
## Female
## Male
##
## Store Pickup
## Female
## Male
##
## ======================================
## Probabilidad condicional P( Gender | Discount Applied )
##
## No Yes
## Female
## Male
##
## ======================================
## Probabilidad condicional P( Gender | Promo Code Used )
##
## No Yes
## Female
## Male
##
## ======================================
## Probabilidad condicional P( Gender | Preferred Payment Method )
##
## Bank Transfer Cash Credit Card Debit Card PayPal Venmo
## Female
## Male
##
## ======================================
## Probabilidad condicional P( Gender | Frequency of Purchases )
##
## Annually Bi-Weekly Every 3 Months Fortnightly Monthly Quarterly Weekly
## Female
## Male
##
## ======================================
## Probabilidad condicional P( Item Purchased | Gender )
##
## Female Male
## Backpack
## Belt
## Blouse
## Boots
## Coat
## Dress
## Gloves
## Handbag
## Hat
## Hoodie
## Jacket
## Jeans
## Jewelry
## Pants
## Sandals
## Scarf
## Shirt
## Shoes
## Shorts
## Skirt
## Sneakers
## Socks
## Sunglasses
## Sweater
## T-shirt
##
## ======================================
## Probabilidad condicional P( Item Purchased | Category )
##
## Accessories Clothing Footwear Outerwear
## Backpack
## Belt
## Blouse
## Boots
## Coat
## Dress
## Gloves
## Handbag
## Hat
## Hoodie
## Jacket
## Jeans
## Jewelry
## Pants
## Sandals
## Scarf
## Shirt
## Shoes
## Shorts
## Skirt
## Sneakers
## Socks
## Sunglasses
## Sweater
## T-shirt
##
## ======================================
## Probabilidad condicional P( Item Purchased | Location )
##
## Alabama Alaska Arizona Arkansas California Colorado Connecticut
## Backpack
## Belt
## Blouse
## Boots
## Coat
## Dress
## Gloves
## Handbag
## Hat
## Hoodie
## Jacket
## Jeans
## Jewelry
## Pants
## Sandals
## Scarf
## Shirt
## Shoes
## Shorts
## Skirt
## Sneakers
## Socks
## Sunglasses
## Sweater
## T-shirt
##
## Delaware Florida Georgia Hawaii Idaho Illinois Indiana Iowa Kansas
## Backpack
## Belt
## Blouse
## Boots
## Coat
## Dress
## Gloves
## Handbag
## Hat
## Hoodie
## Jacket
## Jeans
## Jewelry
## Pants
## Sandals
## Scarf
## Shirt
## Shoes
## Shorts
## Skirt
## Sneakers
## Socks
## Sunglasses
## Sweater
## T-shirt
##
## Kentucky Louisiana Maine Maryland Massachusetts Michigan Minnesota
## Backpack
## Belt
## Blouse
## Boots
## Coat
## Dress
## Gloves
## Handbag
## Hat
## Hoodie
## Jacket
## Jeans
## Jewelry
## Pants
## Sandals
## Scarf
## Shirt
## Shoes
## Shorts
## Skirt
## Sneakers
## Socks
## Sunglasses
## Sweater
## T-shirt
##
## Mississippi Missouri Montana Nebraska Nevada New Hampshire
## Backpack
## Belt
## Blouse
## Boots
## Coat
## Dress
## Gloves
## Handbag
## Hat
## Hoodie
## Jacket
## Jeans
## Jewelry
## Pants
## Sandals
## Scarf
## Shirt
## Shoes
## Shorts
## Skirt
## Sneakers
## Socks
## Sunglasses
## Sweater
## T-shirt
##
## New Jersey New Mexico New York North Carolina North Dakota Ohio
## Backpack
## Belt
## Blouse
## Boots
## Coat
## Dress
## Gloves
## Handbag
## Hat
## Hoodie
## Jacket
## Jeans
## Jewelry
## Pants
## Sandals
## Scarf
## Shirt
## Shoes
## Shorts
## Skirt
## Sneakers
## Socks
## Sunglasses
## Sweater
## T-shirt
##
## Oklahoma Oregon Pennsylvania Rhode Island South Carolina
## Backpack
## Belt
## Blouse
## Boots
## Coat
## Dress
## Gloves
## Handbag
## Hat
## Hoodie
## Jacket
## Jeans
## Jewelry
## Pants
## Sandals
## Scarf
## Shirt
## Shoes
## Shorts
## Skirt
## Sneakers
## Socks
## Sunglasses
## Sweater
## T-shirt
##
## South Dakota Tennessee Texas Utah Vermont Virginia Washington
## Backpack
## Belt
## Blouse
## Boots
## Coat
## Dress
## Gloves
## Handbag
## Hat
## Hoodie
## Jacket
## Jeans
## Jewelry
## Pants
## Sandals
## Scarf
## Shirt
## Shoes
## Shorts
## Skirt
## Sneakers
## Socks
## Sunglasses
## Sweater
## T-shirt
##
## West Virginia Wisconsin Wyoming
## Backpack
## Belt
## Blouse
## Boots
## Coat
## Dress
## Gloves
## Handbag
## Hat
## Hoodie
## Jacket
## Jeans
## Jewelry
## Pants
## Sandals
## Scarf
## Shirt
## Shoes
## Shorts
## Skirt
## Sneakers
## Socks
## Sunglasses
## Sweater
## T-shirt
##
## ======================================
## Probabilidad condicional P( Item Purchased | Size )
##
## L M S XL
## Backpack
## Belt
## Blouse
## Boots
## Coat
## Dress
## Gloves
## Handbag
## Hat
## Hoodie
## Jacket
## Jeans
## Jewelry
## Pants
## Sandals
## Scarf
## Shirt
## Shoes
## Shorts
## Skirt
## Sneakers
## Socks
## Sunglasses
## Sweater
## T-shirt
##
## ======================================
## Probabilidad condicional P( Item Purchased | Color )
##
## Beige Black Blue Brown Charcoal Cyan Gold Gray Green Indigo
## Backpack
## Belt
## Blouse
## Boots
## Coat
## Dress
## Gloves
## Handbag
## Hat
## Hoodie
## Jacket
## Jeans
## Jewelry
## Pants
## Sandals
## Scarf
## Shirt
## Shoes
## Shorts
## Skirt
## Sneakers
## Socks
## Sunglasses
## Sweater
## T-shirt
##
## Lavender Magenta Maroon Olive Orange Peach Pink Purple Red Silver
## Backpack
## Belt
## Blouse
## Boots
## Coat
## Dress
## Gloves
## Handbag
## Hat
## Hoodie
## Jacket
## Jeans
## Jewelry
## Pants
## Sandals
## Scarf
## Shirt
## Shoes
## Shorts
## Skirt
## Sneakers
## Socks
## Sunglasses
## Sweater
## T-shirt
##
## Teal Turquoise Violet White Yellow
## Backpack
## Belt
## Blouse
## Boots
## Coat
## Dress
## Gloves
## Handbag
## Hat
## Hoodie
## Jacket
## Jeans
## Jewelry
## Pants
## Sandals
## Scarf
## Shirt
## Shoes
## Shorts
## Skirt
## Sneakers
## Socks
## Sunglasses
## Sweater
## T-shirt
##
## ======================================
## Probabilidad condicional P( Item Purchased | Season )
##
## Fall Spring Summer Winter
## Backpack
## Belt
## Blouse
## Boots
## Coat
## Dress
## Gloves
## Handbag
## Hat
## Hoodie
## Jacket
## Jeans
## Jewelry
## Pants
## Sandals
## Scarf
## Shirt
## Shoes
## Shorts
## Skirt
## Sneakers
## Socks
## Sunglasses
## Sweater
## T-shirt
##
## ======================================
## Probabilidad condicional P( Item Purchased | Review Rating )
##
## 2.5 2.6 2.7 2.8 2.9 3.0 3.1 3.2 3.3 3.4 3.5 3.6 3.7 3.8 3.9 4.0
## Backpack
## Belt
## Blouse
## Boots
## Coat
## Dress
## Gloves
## Handbag
## Hat
## Hoodie
## Jacket
## Jeans
## Jewelry
## Pants
## Sandals
## Scarf
## Shirt
## Shoes
## Shorts
## Skirt
## Sneakers
## Socks
## Sunglasses
## Sweater
## T-shirt
##
## 4.1 4.2 4.3 4.4 4.5 4.6 4.7 4.8 4.9 5.0
## Backpack
## Belt
## Blouse
## Boots
## Coat
## Dress
## Gloves
## Handbag
## Hat
## Hoodie
## Jacket
## Jeans
## Jewelry
## Pants
## Sandals
## Scarf
## Shirt
## Shoes
## Shorts
## Skirt
## Sneakers
## Socks
## Sunglasses
## Sweater
## T-shirt
##
## ======================================
## Probabilidad condicional P( Item Purchased | Subscription Status )
##
## No Yes
## Backpack
## Belt
## Blouse
## Boots
## Coat
## Dress
## Gloves
## Handbag
## Hat
## Hoodie
## Jacket
## Jeans
## Jewelry
## Pants
## Sandals
## Scarf
## Shirt
## Shoes
## Shorts
## Skirt
## Sneakers
## Socks
## Sunglasses
## Sweater
## T-shirt
##
## ======================================
## Probabilidad condicional P( Item Purchased | Payment Method )
##
## Bank Transfer Cash Credit Card Debit Card PayPal Venmo
## Backpack
## Belt
## Blouse
## Boots
## Coat
## Dress
## Gloves
## Handbag
## Hat
## Hoodie
## Jacket
## Jeans
## Jewelry
## Pants
## Sandals
## Scarf
## Shirt
## Shoes
## Shorts
## Skirt
## Sneakers
## Socks
## Sunglasses
## Sweater
## T-shirt
##
## ======================================
## Probabilidad condicional P( Item Purchased | Shipping Type )
##
## 2-Day Shipping Express Free Shipping Next Day Air Standard
## Backpack
## Belt
## Blouse
## Boots
## Coat
## Dress
## Gloves
## Handbag
## Hat
## Hoodie
## Jacket
## Jeans
## Jewelry
## Pants
## Sandals
## Scarf
## Shirt
## Shoes
## Shorts
## Skirt
## Sneakers
## Socks
## Sunglasses
## Sweater
## T-shirt
##
## Store Pickup
## Backpack
## Belt
## Blouse
## Boots
## Coat
## Dress
## Gloves
## Handbag
## Hat
## Hoodie
## Jacket
## Jeans
## Jewelry
## Pants
## Sandals
## Scarf
## Shirt
## Shoes
## Shorts
## Skirt
## Sneakers
## Socks
## Sunglasses
## Sweater
## T-shirt
##
## ======================================
## Probabilidad condicional P( Item Purchased | Discount Applied )
##
## No Yes
## Backpack
## Belt
## Blouse
## Boots
## Coat
## Dress
## Gloves
## Handbag
## Hat
## Hoodie
## Jacket
## Jeans
## Jewelry
## Pants
## Sandals
## Scarf
## Shirt
## Shoes
## Shorts
## Skirt
## Sneakers
## Socks
## Sunglasses
## Sweater
## T-shirt
##
## ======================================
## Probabilidad condicional P( Item Purchased | Promo Code Used )
##
## No Yes
## Backpack
## Belt
## Blouse
## Boots
## Coat
## Dress
## Gloves
## Handbag
## Hat
## Hoodie
## Jacket
## Jeans
## Jewelry
## Pants
## Sandals
## Scarf
## Shirt
## Shoes
## Shorts
## Skirt
## Sneakers
## Socks
## Sunglasses
## Sweater
## T-shirt
##
## ======================================
## Probabilidad condicional P( Item Purchased | Preferred Payment Method )
##
## Bank Transfer Cash Credit Card Debit Card PayPal Venmo
## Backpack
## Belt
## Blouse
## Boots
## Coat
## Dress
## Gloves
## Handbag
## Hat
## Hoodie
## Jacket
## Jeans
## Jewelry
## Pants
## Sandals
## Scarf
## Shirt
## Shoes
## Shorts
## Skirt
## Sneakers
## Socks
## Sunglasses
## Sweater
## T-shirt
##
## ======================================
## Probabilidad condicional P( Item Purchased | Frequency of Purchases )
##
## Annually Bi-Weekly Every 3 Months Fortnightly Monthly Quarterly
## Backpack
## Belt
## Blouse
## Boots
## Coat
## Dress
## Gloves
## Handbag
## Hat
## Hoodie
## Jacket
## Jeans
## Jewelry
## Pants
## Sandals
## Scarf
## Shirt
## Shoes
## Shorts
## Skirt
## Sneakers
## Socks
## Sunglasses
## Sweater
## T-shirt
##
## Weekly
## Backpack
## Belt
## Blouse
## Boots
## Coat
## Dress
## Gloves
## Handbag
## Hat
## Hoodie
## Jacket
## Jeans
## Jewelry
## Pants
## Sandals
## Scarf
## Shirt
## Shoes
## Shorts
## Skirt
## Sneakers
## Socks
## Sunglasses
## Sweater
## T-shirt
##
## ======================================
## Probabilidad condicional P( Category | Gender )
##
## Female Male
## Accessories
## Clothing
## Footwear
## Outerwear
##
## ======================================
## Probabilidad condicional P( Category | Item Purchased )
##
## Backpack Belt Blouse Boots Coat Dress Gloves Handbag Hat Hoodie
## Accessories
## Clothing
## Footwear
## Outerwear
##
## Jacket Jeans Jewelry Pants Sandals Scarf Shirt Shoes Shorts Skirt
## Accessories
## Clothing
## Footwear
## Outerwear
##
## Sneakers Socks Sunglasses Sweater T-shirt
## Accessories
## Clothing
## Footwear
## Outerwear
##
## ======================================
## Probabilidad condicional P( Category | Location )
##
## Alabama Alaska Arizona Arkansas California Colorado Connecticut
## Accessories
## Clothing
## Footwear
## Outerwear
##
## Delaware Florida Georgia Hawaii Idaho Illinois Indiana Iowa
## Accessories
## Clothing
## Footwear
## Outerwear
##
## Kansas Kentucky Louisiana Maine Maryland Massachusetts Michigan
## Accessories
## Clothing
## Footwear
## Outerwear
##
## Minnesota Mississippi Missouri Montana Nebraska Nevada
## Accessories
## Clothing
## Footwear
## Outerwear
##
## New Hampshire New Jersey New Mexico New York North Carolina
## Accessories
## Clothing
## Footwear
## Outerwear
##
## North Dakota Ohio Oklahoma Oregon Pennsylvania Rhode Island
## Accessories
## Clothing
## Footwear
## Outerwear
##
## South Carolina South Dakota Tennessee Texas Utah Vermont Virginia
## Accessories
## Clothing
## Footwear
## Outerwear
##
## Washington West Virginia Wisconsin Wyoming
## Accessories
## Clothing
## Footwear
## Outerwear
##
## ======================================
## Probabilidad condicional P( Category | Size )
##
## L M S XL
## Accessories
## Clothing
## Footwear
## Outerwear
##
## ======================================
## Probabilidad condicional P( Category | Color )
##
## Beige Black Blue Brown Charcoal Cyan Gold Gray Green Indigo
## Accessories
## Clothing
## Footwear
## Outerwear
##
## Lavender Magenta Maroon Olive Orange Peach Pink Purple Red Silver
## Accessories
## Clothing
## Footwear
## Outerwear
##
## Teal Turquoise Violet White Yellow
## Accessories
## Clothing
## Footwear
## Outerwear
##
## ======================================
## Probabilidad condicional P( Category | Season )
##
## Fall Spring Summer Winter
## Accessories
## Clothing
## Footwear
## Outerwear
##
## ======================================
## Probabilidad condicional P( Category | Review Rating )
##
## 2.5 2.6 2.7 2.8 2.9 3.0 3.1 3.2 3.3 3.4 3.5 3.6 3.7 3.8 3.9 4.0
## Accessories
## Clothing
## Footwear
## Outerwear
##
## 4.1 4.2 4.3 4.4 4.5 4.6 4.7 4.8 4.9 5.0
## Accessories
## Clothing
## Footwear
## Outerwear
##
## ======================================
## Probabilidad condicional P( Category | Subscription Status )
##
## No Yes
## Accessories
## Clothing
## Footwear
## Outerwear
##
## ======================================
## Probabilidad condicional P( Category | Payment Method )
##
## Bank Transfer Cash Credit Card Debit Card PayPal Venmo
## Accessories
## Clothing
## Footwear
## Outerwear
##
## ======================================
## Probabilidad condicional P( Category | Shipping Type )
##
## 2-Day Shipping Express Free Shipping Next Day Air Standard
## Accessories
## Clothing
## Footwear
## Outerwear
##
## Store Pickup
## Accessories
## Clothing
## Footwear
## Outerwear
##
## ======================================
## Probabilidad condicional P( Category | Discount Applied )
##
## No Yes
## Accessories
## Clothing
## Footwear
## Outerwear
##
## ======================================
## Probabilidad condicional P( Category | Promo Code Used )
##
## No Yes
## Accessories
## Clothing
## Footwear
## Outerwear
##
## ======================================
## Probabilidad condicional P( Category | Preferred Payment Method )
##
## Bank Transfer Cash Credit Card Debit Card PayPal Venmo
## Accessories
## Clothing
## Footwear
## Outerwear
##
## ======================================
## Probabilidad condicional P( Category | Frequency of Purchases )
##
## Annually Bi-Weekly Every 3 Months Fortnightly Monthly Quarterly
## Accessories
## Clothing
## Footwear
## Outerwear
##
## Weekly
## Accessories
## Clothing
## Footwear
## Outerwear
##
## ======================================
## Probabilidad condicional P( Location | Gender )
##
## Female Male
## Alabama
## Alaska
## Arizona
## Arkansas
## California
## Colorado
## Connecticut
## Delaware
## Florida
## Georgia
## Hawaii
## Idaho
## Illinois
## Indiana
## Iowa
## Kansas
## Kentucky
## Louisiana
## Maine
## Maryland
## Massachusetts
## Michigan
## Minnesota
## Mississippi
## Missouri
## Montana
## Nebraska
## Nevada
## New Hampshire
## New Jersey
## New Mexico
## New York
## North Carolina
## North Dakota
## Ohio
## Oklahoma
## Oregon
## Pennsylvania
## Rhode Island
## South Carolina
## South Dakota
## Tennessee
## Texas
## Utah
## Vermont
## Virginia
## Washington
## West Virginia
## Wisconsin
## Wyoming
##
## ======================================
## Probabilidad condicional P( Location | Item Purchased )
##
## Backpack Belt Blouse Boots Coat Dress Gloves Handbag Hat
## Alabama
## Alaska
## Arizona
## Arkansas
## California
## Colorado
## Connecticut
## Delaware
## Florida
## Georgia
## Hawaii
## Idaho
## Illinois
## Indiana
## Iowa
## Kansas
## Kentucky
## Louisiana
## Maine
## Maryland
## Massachusetts
## Michigan
## Minnesota
## Mississippi
## Missouri
## Montana
## Nebraska
## Nevada
## New Hampshire
## New Jersey
## New Mexico
## New York
## North Carolina
## North Dakota
## Ohio
## Oklahoma
## Oregon
## Pennsylvania
## Rhode Island
## South Carolina
## South Dakota
## Tennessee
## Texas
## Utah
## Vermont
## Virginia
## Washington
## West Virginia
## Wisconsin
## Wyoming
##
## Hoodie Jacket Jeans Jewelry Pants Sandals Scarf Shirt Shoes
## Alabama
## Alaska
## Arizona
## Arkansas
## California
## Colorado
## Connecticut
## Delaware
## Florida
## Georgia
## Hawaii
## Idaho
## Illinois
## Indiana
## Iowa
## Kansas
## Kentucky
## Louisiana
## Maine
## Maryland
## Massachusetts
## Michigan
## Minnesota
## Mississippi
## Missouri
## Montana
## Nebraska
## Nevada
## New Hampshire
## New Jersey
## New Mexico
## New York
## North Carolina
## North Dakota
## Ohio
## Oklahoma
## Oregon
## Pennsylvania
## Rhode Island
## South Carolina
## South Dakota
## Tennessee
## Texas
## Utah
## Vermont
## Virginia
## Washington
## West Virginia
## Wisconsin
## Wyoming
##
## Shorts Skirt Sneakers Socks Sunglasses Sweater T-shirt
## Alabama
## Alaska
## Arizona
## Arkansas
## California
## Colorado
## Connecticut
## Delaware
## Florida
## Georgia
## Hawaii
## Idaho
## Illinois
## Indiana
## Iowa
## Kansas
## Kentucky
## Louisiana
## Maine
## Maryland
## Massachusetts
## Michigan
## Minnesota
## Mississippi
## Missouri
## Montana
## Nebraska
## Nevada
## New Hampshire
## New Jersey
## New Mexico
## New York
## North Carolina
## North Dakota
## Ohio
## Oklahoma
## Oregon
## Pennsylvania
## Rhode Island
## South Carolina
## South Dakota
## Tennessee
## Texas
## Utah
## Vermont
## Virginia
## Washington
## West Virginia
## Wisconsin
## Wyoming
##
## ======================================
## Probabilidad condicional P( Location | Category )
##
## Accessories Clothing Footwear Outerwear
## Alabama
## Alaska
## Arizona
## Arkansas
## California
## Colorado
## Connecticut
## Delaware
## Florida
## Georgia
## Hawaii
## Idaho
## Illinois
## Indiana
## Iowa
## Kansas
## Kentucky
## Louisiana
## Maine
## Maryland
## Massachusetts
## Michigan
## Minnesota
## Mississippi
## Missouri
## Montana
## Nebraska
## Nevada
## New Hampshire
## New Jersey
## New Mexico
## New York
## North Carolina
## North Dakota
## Ohio
## Oklahoma
## Oregon
## Pennsylvania
## Rhode Island
## South Carolina
## South Dakota
## Tennessee
## Texas
## Utah
## Vermont
## Virginia
## Washington
## West Virginia
## Wisconsin
## Wyoming
##
## ======================================
## Probabilidad condicional P( Location | Size )
##
## L M S XL
## Alabama
## Alaska
## Arizona
## Arkansas
## California
## Colorado
## Connecticut
## Delaware
## Florida
## Georgia
## Hawaii
## Idaho
## Illinois
## Indiana
## Iowa
## Kansas
## Kentucky
## Louisiana
## Maine
## Maryland
## Massachusetts
## Michigan
## Minnesota
## Mississippi
## Missouri
## Montana
## Nebraska
## Nevada
## New Hampshire
## New Jersey
## New Mexico
## New York
## North Carolina
## North Dakota
## Ohio
## Oklahoma
## Oregon
## Pennsylvania
## Rhode Island
## South Carolina
## South Dakota
## Tennessee
## Texas
## Utah
## Vermont
## Virginia
## Washington
## West Virginia
## Wisconsin
## Wyoming
##
## ======================================
## Probabilidad condicional P( Location | Color )
##
## Beige Black Blue Brown Charcoal Cyan Gold Gray Green Indigo
## Alabama
## Alaska
## Arizona
## Arkansas
## California
## Colorado
## Connecticut
## Delaware
## Florida
## Georgia
## Hawaii
## Idaho
## Illinois
## Indiana
## Iowa
## Kansas
## Kentucky
## Louisiana
## Maine
## Maryland
## Massachusetts
## Michigan
## Minnesota
## Mississippi
## Missouri
## Montana
## Nebraska
## Nevada
## New Hampshire
## New Jersey
## New Mexico
## New York
## North Carolina
## North Dakota
## Ohio
## Oklahoma
## Oregon
## Pennsylvania
## Rhode Island
## South Carolina
## South Dakota
## Tennessee
## Texas
## Utah
## Vermont
## Virginia
## Washington
## West Virginia
## Wisconsin
## Wyoming
##
## Lavender Magenta Maroon Olive Orange Peach Pink Purple Red
## Alabama
## Alaska
## Arizona
## Arkansas
## California
## Colorado
## Connecticut
## Delaware
## Florida
## Georgia
## Hawaii
## Idaho
## Illinois
## Indiana
## Iowa
## Kansas
## Kentucky
## Louisiana
## Maine
## Maryland
## Massachusetts
## Michigan
## Minnesota
## Mississippi
## Missouri
## Montana
## Nebraska
## Nevada
## New Hampshire
## New Jersey
## New Mexico
## New York
## North Carolina
## North Dakota
## Ohio
## Oklahoma
## Oregon
## Pennsylvania
## Rhode Island
## South Carolina
## South Dakota
## Tennessee
## Texas
## Utah
## Vermont
## Virginia
## Washington
## West Virginia
## Wisconsin
## Wyoming
##
## Silver Teal Turquoise Violet White Yellow
## Alabama
## Alaska
## Arizona
## Arkansas
## California
## Colorado
## Connecticut
## Delaware
## Florida
## Georgia
## Hawaii
## Idaho
## Illinois
## Indiana
## Iowa
## Kansas
## Kentucky
## Louisiana
## Maine
## Maryland
## Massachusetts
## Michigan
## Minnesota
## Mississippi
## Missouri
## Montana
## Nebraska
## Nevada
## New Hampshire
## New Jersey
## New Mexico
## New York
## North Carolina
## North Dakota
## Ohio
## Oklahoma
## Oregon
## Pennsylvania
## Rhode Island
## South Carolina
## South Dakota
## Tennessee
## Texas
## Utah
## Vermont
## Virginia
## Washington
## West Virginia
## Wisconsin
## Wyoming
##
## ======================================
## Probabilidad condicional P( Location | Season )
##
## Fall Spring Summer Winter
## Alabama
## Alaska
## Arizona
## Arkansas
## California
## Colorado
## Connecticut
## Delaware
## Florida
## Georgia
## Hawaii
## Idaho
## Illinois
## Indiana
## Iowa
## Kansas
## Kentucky
## Louisiana
## Maine
## Maryland
## Massachusetts
## Michigan
## Minnesota
## Mississippi
## Missouri
## Montana
## Nebraska
## Nevada
## New Hampshire
## New Jersey
## New Mexico
## New York
## North Carolina
## North Dakota
## Ohio
## Oklahoma
## Oregon
## Pennsylvania
## Rhode Island
## South Carolina
## South Dakota
## Tennessee
## Texas
## Utah
## Vermont
## Virginia
## Washington
## West Virginia
## Wisconsin
## Wyoming
##
## ======================================
## Probabilidad condicional P( Location | Review Rating )
##
## 2.5 2.6 2.7 2.8 2.9 3.0 3.1 3.2 3.3 3.4 3.5 3.6 3.7 3.8 3.9
## Alabama
## Alaska
## Arizona
## Arkansas
## California
## Colorado
## Connecticut
## Delaware
## Florida
## Georgia
## Hawaii
## Idaho
## Illinois
## Indiana
## Iowa
## Kansas
## Kentucky
## Louisiana
## Maine
## Maryland
## Massachusetts
## Michigan
## Minnesota
## Mississippi
## Missouri
## Montana
## Nebraska
## Nevada
## New Hampshire
## New Jersey
## New Mexico
## New York
## North Carolina
## North Dakota
## Ohio
## Oklahoma
## Oregon
## Pennsylvania
## Rhode Island
## South Carolina
## South Dakota
## Tennessee
## Texas
## Utah
## Vermont
## Virginia
## Washington
## West Virginia
## Wisconsin
## Wyoming
##
## 4.0 4.1 4.2 4.3 4.4 4.5 4.6 4.7 4.8 4.9 5.0
## Alabama
## Alaska
## Arizona
## Arkansas
## California
## Colorado
## Connecticut
## Delaware
## Florida
## Georgia
## Hawaii
## Idaho
## Illinois
## Indiana
## Iowa
## Kansas
## Kentucky
## Louisiana
## Maine
## Maryland
## Massachusetts
## Michigan
## Minnesota
## Mississippi
## Missouri
## Montana
## Nebraska
## Nevada
## New Hampshire
## New Jersey
## New Mexico
## New York
## North Carolina
## North Dakota
## Ohio
## Oklahoma
## Oregon
## Pennsylvania
## Rhode Island
## South Carolina
## South Dakota
## Tennessee
## Texas
## Utah
## Vermont
## Virginia
## Washington
## West Virginia
## Wisconsin
## Wyoming
##
## ======================================
## Probabilidad condicional P( Location | Subscription Status )
##
## No Yes
## Alabama
## Alaska
## Arizona
## Arkansas
## California
## Colorado
## Connecticut
## Delaware
## Florida
## Georgia
## Hawaii
## Idaho
## Illinois
## Indiana
## Iowa
## Kansas
## Kentucky
## Louisiana
## Maine
## Maryland
## Massachusetts
## Michigan
## Minnesota
## Mississippi
## Missouri
## Montana
## Nebraska
## Nevada
## New Hampshire
## New Jersey
## New Mexico
## New York
## North Carolina
## North Dakota
## Ohio
## Oklahoma
## Oregon
## Pennsylvania
## Rhode Island
## South Carolina
## South Dakota
## Tennessee
## Texas
## Utah
## Vermont
## Virginia
## Washington
## West Virginia
## Wisconsin
## Wyoming
##
## ======================================
## Probabilidad condicional P( Location | Payment Method )
##
## Bank Transfer Cash Credit Card Debit Card PayPal Venmo
## Alabama
## Alaska
## Arizona
## Arkansas
## California
## Colorado
## Connecticut
## Delaware
## Florida
## Georgia
## Hawaii
## Idaho
## Illinois
## Indiana
## Iowa
## Kansas
## Kentucky
## Louisiana
## Maine
## Maryland
## Massachusetts
## Michigan
## Minnesota
## Mississippi
## Missouri
## Montana
## Nebraska
## Nevada
## New Hampshire
## New Jersey
## New Mexico
## New York
## North Carolina
## North Dakota
## Ohio
## Oklahoma
## Oregon
## Pennsylvania
## Rhode Island
## South Carolina
## South Dakota
## Tennessee
## Texas
## Utah
## Vermont
## Virginia
## Washington
## West Virginia
## Wisconsin
## Wyoming
##
## ======================================
## Probabilidad condicional P( Location | Shipping Type )
##
## 2-Day Shipping Express Free Shipping Next Day Air Standard
## Alabama
## Alaska
## Arizona
## Arkansas
## California
## Colorado
## Connecticut
## Delaware
## Florida
## Georgia
## Hawaii
## Idaho
## Illinois
## Indiana
## Iowa
## Kansas
## Kentucky
## Louisiana
## Maine
## Maryland
## Massachusetts
## Michigan
## Minnesota
## Mississippi
## Missouri
## Montana
## Nebraska
## Nevada
## New Hampshire
## New Jersey
## New Mexico
## New York
## North Carolina
## North Dakota
## Ohio
## Oklahoma
## Oregon
## Pennsylvania
## Rhode Island
## South Carolina
## South Dakota
## Tennessee
## Texas
## Utah
## Vermont
## Virginia
## Washington
## West Virginia
## Wisconsin
## Wyoming
##
## Store Pickup
## Alabama
## Alaska
## Arizona
## Arkansas
## California
## Colorado
## Connecticut
## Delaware
## Florida
## Georgia
## Hawaii
## Idaho
## Illinois
## Indiana
## Iowa
## Kansas
## Kentucky
## Louisiana
## Maine
## Maryland
## Massachusetts
## Michigan
## Minnesota
## Mississippi
## Missouri
## Montana
## Nebraska
## Nevada
## New Hampshire
## New Jersey
## New Mexico
## New York
## North Carolina
## North Dakota
## Ohio
## Oklahoma
## Oregon
## Pennsylvania
## Rhode Island
## South Carolina
## South Dakota
## Tennessee
## Texas
## Utah
## Vermont
## Virginia
## Washington
## West Virginia
## Wisconsin
## Wyoming
##
## ======================================
## Probabilidad condicional P( Location | Discount Applied )
##
## No Yes
## Alabama
## Alaska
## Arizona
## Arkansas
## California
## Colorado
## Connecticut
## Delaware
## Florida
## Georgia
## Hawaii
## Idaho
## Illinois
## Indiana
## Iowa
## Kansas
## Kentucky
## Louisiana
## Maine
## Maryland
## Massachusetts
## Michigan
## Minnesota
## Mississippi
## Missouri
## Montana
## Nebraska
## Nevada
## New Hampshire
## New Jersey
## New Mexico
## New York
## North Carolina
## North Dakota
## Ohio
## Oklahoma
## Oregon
## Pennsylvania
## Rhode Island
## South Carolina
## South Dakota
## Tennessee
## Texas
## Utah
## Vermont
## Virginia
## Washington
## West Virginia
## Wisconsin
## Wyoming
##
## ======================================
## Probabilidad condicional P( Location | Promo Code Used )
##
## No Yes
## Alabama
## Alaska
## Arizona
## Arkansas
## California
## Colorado
## Connecticut
## Delaware
## Florida
## Georgia
## Hawaii
## Idaho
## Illinois
## Indiana
## Iowa
## Kansas
## Kentucky
## Louisiana
## Maine
## Maryland
## Massachusetts
## Michigan
## Minnesota
## Mississippi
## Missouri
## Montana
## Nebraska
## Nevada
## New Hampshire
## New Jersey
## New Mexico
## New York
## North Carolina
## North Dakota
## Ohio
## Oklahoma
## Oregon
## Pennsylvania
## Rhode Island
## South Carolina
## South Dakota
## Tennessee
## Texas
## Utah
## Vermont
## Virginia
## Washington
## West Virginia
## Wisconsin
## Wyoming
##
## ======================================
## Probabilidad condicional P( Location | Preferred Payment Method )
##
## Bank Transfer Cash Credit Card Debit Card PayPal Venmo
## Alabama
## Alaska
## Arizona
## Arkansas
## California
## Colorado
## Connecticut
## Delaware
## Florida
## Georgia
## Hawaii
## Idaho
## Illinois
## Indiana
## Iowa
## Kansas
## Kentucky
## Louisiana
## Maine
## Maryland
## Massachusetts
## Michigan
## Minnesota
## Mississippi
## Missouri
## Montana
## Nebraska
## Nevada
## New Hampshire
## New Jersey
## New Mexico
## New York
## North Carolina
## North Dakota
## Ohio
## Oklahoma
## Oregon
## Pennsylvania
## Rhode Island
## South Carolina
## South Dakota
## Tennessee
## Texas
## Utah
## Vermont
## Virginia
## Washington
## West Virginia
## Wisconsin
## Wyoming
##
## ======================================
## Probabilidad condicional P( Location | Frequency of Purchases )
##
## Annually Bi-Weekly Every 3 Months Fortnightly Monthly
## Alabama
## Alaska
## Arizona
## Arkansas
## California
## Colorado
## Connecticut
## Delaware
## Florida
## Georgia
## Hawaii
## Idaho
## Illinois
## Indiana
## Iowa
## Kansas
## Kentucky
## Louisiana
## Maine
## Maryland
## Massachusetts
## Michigan
## Minnesota
## Mississippi
## Missouri
## Montana
## Nebraska
## Nevada
## New Hampshire
## New Jersey
## New Mexico
## New York
## North Carolina
## North Dakota
## Ohio
## Oklahoma
## Oregon
## Pennsylvania
## Rhode Island
## South Carolina
## South Dakota
## Tennessee
## Texas
## Utah
## Vermont
## Virginia
## Washington
## West Virginia
## Wisconsin
## Wyoming
##
## Quarterly Weekly
## Alabama
## Alaska
## Arizona
## Arkansas
## California
## Colorado
## Connecticut
## Delaware
## Florida
## Georgia
## Hawaii
## Idaho
## Illinois
## Indiana
## Iowa
## Kansas
## Kentucky
## Louisiana
## Maine
## Maryland
## Massachusetts
## Michigan
## Minnesota
## Mississippi
## Missouri
## Montana
## Nebraska
## Nevada
## New Hampshire
## New Jersey
## New Mexico
## New York
## North Carolina
## North Dakota
## Ohio
## Oklahoma
## Oregon
## Pennsylvania
## Rhode Island
## South Carolina
## South Dakota
## Tennessee
## Texas
## Utah
## Vermont
## Virginia
## Washington
## West Virginia
## Wisconsin
## Wyoming
##
## ======================================
## Probabilidad condicional P( Size | Gender )
##
## Female Male
## L
## M
## S
## XL
##
## ======================================
## Probabilidad condicional P( Size | Item Purchased )
##
## Backpack Belt Blouse Boots Coat Dress Gloves Handbag Hat Hoodie Jacket
## L
## M
## S
## XL
##
## Jeans Jewelry Pants Sandals Scarf Shirt Shoes Shorts Skirt Sneakers Socks
## L
## M
## S
## XL
##
## Sunglasses Sweater T-shirt
## L
## M
## S
## XL
##
## ======================================
## Probabilidad condicional P( Size | Category )
##
## Accessories Clothing Footwear Outerwear
## L
## M
## S
## XL
##
## ======================================
## Probabilidad condicional P( Size | Location )
##
## Alabama Alaska Arizona Arkansas California Colorado Connecticut Delaware
## L
## M
## S
## XL
##
## Florida Georgia Hawaii Idaho Illinois Indiana Iowa Kansas Kentucky
## L
## M
## S
## XL
##
## Louisiana Maine Maryland Massachusetts Michigan Minnesota Mississippi
## L
## M
## S
## XL
##
## Missouri Montana Nebraska Nevada New Hampshire New Jersey New Mexico
## L
## M
## S
## XL
##
## New York North Carolina North Dakota Ohio Oklahoma Oregon Pennsylvania
## L
## M
## S
## XL
##
## Rhode Island South Carolina South Dakota Tennessee Texas Utah Vermont
## L
## M
## S
## XL
##
## Virginia Washington West Virginia Wisconsin Wyoming
## L
## M
## S
## XL
##
## ======================================
## Probabilidad condicional P( Size | Color )
##
## Beige Black Blue Brown Charcoal Cyan Gold Gray Green Indigo Lavender
## L
## M
## S
## XL
##
## Magenta Maroon Olive Orange Peach Pink Purple Red Silver Teal Turquoise
## L
## M
## S
## XL
##
## Violet White Yellow
## L
## M
## S
## XL
##
## ======================================
## Probabilidad condicional P( Size | Season )
##
## Fall Spring Summer Winter
## L
## M
## S
## XL
##
## ======================================
## Probabilidad condicional P( Size | Review Rating )
##
## 2.5 2.6 2.7 2.8 2.9 3.0 3.1 3.2 3.3 3.4 3.5 3.6 3.7 3.8 3.9 4.0 4.1 4.2
## L
## M
## S
## XL
##
## 4.3 4.4 4.5 4.6 4.7 4.8 4.9 5.0
## L
## M
## S
## XL
##
## ======================================
## Probabilidad condicional P( Size | Subscription Status )
##
## No Yes
## L
## M
## S
## XL
##
## ======================================
## Probabilidad condicional P( Size | Payment Method )
##
## Bank Transfer Cash Credit Card Debit Card PayPal Venmo
## L
## M
## S
## XL
##
## ======================================
## Probabilidad condicional P( Size | Shipping Type )
##
## 2-Day Shipping Express Free Shipping Next Day Air Standard Store Pickup
## L
## M
## S
## XL
##
## ======================================
## Probabilidad condicional P( Size | Discount Applied )
##
## No Yes
## L
## M
## S
## XL
##
## ======================================
## Probabilidad condicional P( Size | Promo Code Used )
##
## No Yes
## L
## M
## S
## XL
##
## ======================================
## Probabilidad condicional P( Size | Preferred Payment Method )
##
## Bank Transfer Cash Credit Card Debit Card PayPal Venmo
## L
## M
## S
## XL
##
## ======================================
## Probabilidad condicional P( Size | Frequency of Purchases )
##
## Annually Bi-Weekly Every 3 Months Fortnightly Monthly Quarterly Weekly
## L
## M
## S
## XL
##
## ======================================
## Probabilidad condicional P( Color | Gender )
##
## Female Male
## Beige
## Black
## Blue
## Brown
## Charcoal
## Cyan
## Gold
## Gray
## Green
## Indigo
## Lavender
## Magenta
## Maroon
## Olive
## Orange
## Peach
## Pink
## Purple
## Red
## Silver
## Teal
## Turquoise
## Violet
## White
## Yellow
##
## ======================================
## Probabilidad condicional P( Color | Item Purchased )
##
## Backpack Belt Blouse Boots Coat Dress Gloves Handbag Hat Hoodie
## Beige
## Black
## Blue
## Brown
## Charcoal
## Cyan
## Gold
## Gray
## Green
## Indigo
## Lavender
## Magenta
## Maroon
## Olive
## Orange
## Peach
## Pink
## Purple
## Red
## Silver
## Teal
## Turquoise
## Violet
## White
## Yellow
##
## Jacket Jeans Jewelry Pants Sandals Scarf Shirt Shoes Shorts Skirt
## Beige
## Black
## Blue
## Brown
## Charcoal
## Cyan
## Gold
## Gray
## Green
## Indigo
## Lavender
## Magenta
## Maroon
## Olive
## Orange
## Peach
## Pink
## Purple
## Red
## Silver
## Teal
## Turquoise
## Violet
## White
## Yellow
##
## Sneakers Socks Sunglasses Sweater T-shirt
## Beige
## Black
## Blue
## Brown
## Charcoal
## Cyan
## Gold
## Gray
## Green
## Indigo
## Lavender
## Magenta
## Maroon
## Olive
## Orange
## Peach
## Pink
## Purple
## Red
## Silver
## Teal
## Turquoise
## Violet
## White
## Yellow
##
## ======================================
## Probabilidad condicional P( Color | Category )
##
## Accessories Clothing Footwear Outerwear
## Beige
## Black
## Blue
## Brown
## Charcoal
## Cyan
## Gold
## Gray
## Green
## Indigo
## Lavender
## Magenta
## Maroon
## Olive
## Orange
## Peach
## Pink
## Purple
## Red
## Silver
## Teal
## Turquoise
## Violet
## White
## Yellow
##
## ======================================
## Probabilidad condicional P( Color | Location )
##
## Alabama Alaska Arizona Arkansas California Colorado Connecticut
## Beige
## Black
## Blue
## Brown
## Charcoal
## Cyan
## Gold
## Gray
## Green
## Indigo
## Lavender
## Magenta
## Maroon
## Olive
## Orange
## Peach
## Pink
## Purple
## Red
## Silver
## Teal
## Turquoise
## Violet
## White
## Yellow
##
## Delaware Florida Georgia Hawaii Idaho Illinois Indiana Iowa Kansas
## Beige
## Black
## Blue
## Brown
## Charcoal
## Cyan
## Gold
## Gray
## Green
## Indigo
## Lavender
## Magenta
## Maroon
## Olive
## Orange
## Peach
## Pink
## Purple
## Red
## Silver
## Teal
## Turquoise
## Violet
## White
## Yellow
##
## Kentucky Louisiana Maine Maryland Massachusetts Michigan Minnesota
## Beige
## Black
## Blue
## Brown
## Charcoal
## Cyan
## Gold
## Gray
## Green
## Indigo
## Lavender
## Magenta
## Maroon
## Olive
## Orange
## Peach
## Pink
## Purple
## Red
## Silver
## Teal
## Turquoise
## Violet
## White
## Yellow
##
## Mississippi Missouri Montana Nebraska Nevada New Hampshire
## Beige
## Black
## Blue
## Brown
## Charcoal
## Cyan
## Gold
## Gray
## Green
## Indigo
## Lavender
## Magenta
## Maroon
## Olive
## Orange
## Peach
## Pink
## Purple
## Red
## Silver
## Teal
## Turquoise
## Violet
## White
## Yellow
##
## New Jersey New Mexico New York North Carolina North Dakota Ohio
## Beige
## Black
## Blue
## Brown
## Charcoal
## Cyan
## Gold
## Gray
## Green
## Indigo
## Lavender
## Magenta
## Maroon
## Olive
## Orange
## Peach
## Pink
## Purple
## Red
## Silver
## Teal
## Turquoise
## Violet
## White
## Yellow
##
## Oklahoma Oregon Pennsylvania Rhode Island South Carolina
## Beige
## Black
## Blue
## Brown
## Charcoal
## Cyan
## Gold
## Gray
## Green
## Indigo
## Lavender
## Magenta
## Maroon
## Olive
## Orange
## Peach
## Pink
## Purple
## Red
## Silver
## Teal
## Turquoise
## Violet
## White
## Yellow
##
## South Dakota Tennessee Texas Utah Vermont Virginia Washington
## Beige
## Black
## Blue
## Brown
## Charcoal
## Cyan
## Gold
## Gray
## Green
## Indigo
## Lavender
## Magenta
## Maroon
## Olive
## Orange
## Peach
## Pink
## Purple
## Red
## Silver
## Teal
## Turquoise
## Violet
## White
## Yellow
##
## West Virginia Wisconsin Wyoming
## Beige
## Black
## Blue
## Brown
## Charcoal
## Cyan
## Gold
## Gray
## Green
## Indigo
## Lavender
## Magenta
## Maroon
## Olive
## Orange
## Peach
## Pink
## Purple
## Red
## Silver
## Teal
## Turquoise
## Violet
## White
## Yellow
##
## ======================================
## Probabilidad condicional P( Color | Size )
##
## L M S XL
## Beige
## Black
## Blue
## Brown
## Charcoal
## Cyan
## Gold
## Gray
## Green
## Indigo
## Lavender
## Magenta
## Maroon
## Olive
## Orange
## Peach
## Pink
## Purple
## Red
## Silver
## Teal
## Turquoise
## Violet
## White
## Yellow
##
## ======================================
## Probabilidad condicional P( Color | Season )
##
## Fall Spring Summer Winter
## Beige
## Black
## Blue
## Brown
## Charcoal
## Cyan
## Gold
## Gray
## Green
## Indigo
## Lavender
## Magenta
## Maroon
## Olive
## Orange
## Peach
## Pink
## Purple
## Red
## Silver
## Teal
## Turquoise
## Violet
## White
## Yellow
##
## ======================================
## Probabilidad condicional P( Color | Review Rating )
##
## 2.5 2.6 2.7 2.8 2.9 3.0 3.1 3.2 3.3 3.4 3.5 3.6 3.7 3.8 3.9 4.0 4.1
## Beige
## Black
## Blue
## Brown
## Charcoal
## Cyan
## Gold
## Gray
## Green
## Indigo
## Lavender
## Magenta
## Maroon
## Olive
## Orange
## Peach
## Pink
## Purple
## Red
## Silver
## Teal
## Turquoise
## Violet
## White
## Yellow
##
## 4.2 4.3 4.4 4.5 4.6 4.7 4.8 4.9 5.0
## Beige
## Black
## Blue
## Brown
## Charcoal
## Cyan
## Gold
## Gray
## Green
## Indigo
## Lavender
## Magenta
## Maroon
## Olive
## Orange
## Peach
## Pink
## Purple
## Red
## Silver
## Teal
## Turquoise
## Violet
## White
## Yellow
##
## ======================================
## Probabilidad condicional P( Color | Subscription Status )
##
## No Yes
## Beige
## Black
## Blue
## Brown
## Charcoal
## Cyan
## Gold
## Gray
## Green
## Indigo
## Lavender
## Magenta
## Maroon
## Olive
## Orange
## Peach
## Pink
## Purple
## Red
## Silver
## Teal
## Turquoise
## Violet
## White
## Yellow
##
## ======================================
## Probabilidad condicional P( Color | Payment Method )
##
## Bank Transfer Cash Credit Card Debit Card PayPal Venmo
## Beige
## Black
## Blue
## Brown
## Charcoal
## Cyan
## Gold
## Gray
## Green
## Indigo
## Lavender
## Magenta
## Maroon
## Olive
## Orange
## Peach
## Pink
## Purple
## Red
## Silver
## Teal
## Turquoise
## Violet
## White
## Yellow
##
## ======================================
## Probabilidad condicional P( Color | Shipping Type )
##
## 2-Day Shipping Express Free Shipping Next Day Air Standard
## Beige
## Black
## Blue
## Brown
## Charcoal
## Cyan
## Gold
## Gray
## Green
## Indigo
## Lavender
## Magenta
## Maroon
## Olive
## Orange
## Peach
## Pink
## Purple
## Red
## Silver
## Teal
## Turquoise
## Violet
## White
## Yellow
##
## Store Pickup
## Beige
## Black
## Blue
## Brown
## Charcoal
## Cyan
## Gold
## Gray
## Green
## Indigo
## Lavender
## Magenta
## Maroon
## Olive
## Orange
## Peach
## Pink
## Purple
## Red
## Silver
## Teal
## Turquoise
## Violet
## White
## Yellow
##
## ======================================
## Probabilidad condicional P( Color | Discount Applied )
##
## No Yes
## Beige
## Black
## Blue
## Brown
## Charcoal
## Cyan
## Gold
## Gray
## Green
## Indigo
## Lavender
## Magenta
## Maroon
## Olive
## Orange
## Peach
## Pink
## Purple
## Red
## Silver
## Teal
## Turquoise
## Violet
## White
## Yellow
##
## ======================================
## Probabilidad condicional P( Color | Promo Code Used )
##
## No Yes
## Beige
## Black
## Blue
## Brown
## Charcoal
## Cyan
## Gold
## Gray
## Green
## Indigo
## Lavender
## Magenta
## Maroon
## Olive
## Orange
## Peach
## Pink
## Purple
## Red
## Silver
## Teal
## Turquoise
## Violet
## White
## Yellow
##
## ======================================
## Probabilidad condicional P( Color | Preferred Payment Method )
##
## Bank Transfer Cash Credit Card Debit Card PayPal Venmo
## Beige
## Black
## Blue
## Brown
## Charcoal
## Cyan
## Gold
## Gray
## Green
## Indigo
## Lavender
## Magenta
## Maroon
## Olive
## Orange
## Peach
## Pink
## Purple
## Red
## Silver
## Teal
## Turquoise
## Violet
## White
## Yellow
##
## ======================================
## Probabilidad condicional P( Color | Frequency of Purchases )
##
## Annually Bi-Weekly Every 3 Months Fortnightly Monthly Quarterly
## Beige
## Black
## Blue
## Brown
## Charcoal
## Cyan
## Gold
## Gray
## Green
## Indigo
## Lavender
## Magenta
## Maroon
## Olive
## Orange
## Peach
## Pink
## Purple
## Red
## Silver
## Teal
## Turquoise
## Violet
## White
## Yellow
##
## Weekly
## Beige
## Black
## Blue
## Brown
## Charcoal
## Cyan
## Gold
## Gray
## Green
## Indigo
## Lavender
## Magenta
## Maroon
## Olive
## Orange
## Peach
## Pink
## Purple
## Red
## Silver
## Teal
## Turquoise
## Violet
## White
## Yellow
##
## ======================================
## Probabilidad condicional P( Season | Gender )
##
## Female Male
## Fall
## Spring
## Summer
## Winter
##
## ======================================
## Probabilidad condicional P( Season | Item Purchased )
##
## Backpack Belt Blouse Boots Coat Dress Gloves Handbag Hat Hoodie Jacket
## Fall
## Spring
## Summer
## Winter
##
## Jeans Jewelry Pants Sandals Scarf Shirt Shoes Shorts Skirt Sneakers
## Fall
## Spring
## Summer
## Winter
##
## Socks Sunglasses Sweater T-shirt
## Fall
## Spring
## Summer
## Winter
##
## ======================================
## Probabilidad condicional P( Season | Category )
##
## Accessories Clothing Footwear Outerwear
## Fall
## Spring
## Summer
## Winter
##
## ======================================
## Probabilidad condicional P( Season | Location )
##
## Alabama Alaska Arizona Arkansas California Colorado Connecticut
## Fall
## Spring
## Summer
## Winter
##
## Delaware Florida Georgia Hawaii Idaho Illinois Indiana Iowa Kansas
## Fall
## Spring
## Summer
## Winter
##
## Kentucky Louisiana Maine Maryland Massachusetts Michigan Minnesota
## Fall
## Spring
## Summer
## Winter
##
## Mississippi Missouri Montana Nebraska Nevada New Hampshire New Jersey
## Fall
## Spring
## Summer
## Winter
##
## New Mexico New York North Carolina North Dakota Ohio Oklahoma Oregon
## Fall
## Spring
## Summer
## Winter
##
## Pennsylvania Rhode Island South Carolina South Dakota Tennessee Texas
## Fall
## Spring
## Summer
## Winter
##
## Utah Vermont Virginia Washington West Virginia Wisconsin Wyoming
## Fall
## Spring
## Summer
## Winter
##
## ======================================
## Probabilidad condicional P( Season | Size )
##
## L M S XL
## Fall
## Spring
## Summer
## Winter
##
## ======================================
## Probabilidad condicional P( Season | Color )
##
## Beige Black Blue Brown Charcoal Cyan Gold Gray Green Indigo Lavender
## Fall
## Spring
## Summer
## Winter
##
## Magenta Maroon Olive Orange Peach Pink Purple Red Silver Teal
## Fall
## Spring
## Summer
## Winter
##
## Turquoise Violet White Yellow
## Fall
## Spring
## Summer
## Winter
##
## ======================================
## Probabilidad condicional P( Season | Review Rating )
##
## 2.5 2.6 2.7 2.8 2.9 3.0 3.1 3.2 3.3 3.4 3.5 3.6 3.7 3.8 3.9 4.0 4.1
## Fall
## Spring
## Summer
## Winter
##
## 4.2 4.3 4.4 4.5 4.6 4.7 4.8 4.9 5.0
## Fall
## Spring
## Summer
## Winter
##
## ======================================
## Probabilidad condicional P( Season | Subscription Status )
##
## No Yes
## Fall
## Spring
## Summer
## Winter
##
## ======================================
## Probabilidad condicional P( Season | Payment Method )
##
## Bank Transfer Cash Credit Card Debit Card PayPal Venmo
## Fall
## Spring
## Summer
## Winter
##
## ======================================
## Probabilidad condicional P( Season | Shipping Type )
##
## 2-Day Shipping Express Free Shipping Next Day Air Standard
## Fall
## Spring
## Summer
## Winter
##
## Store Pickup
## Fall
## Spring
## Summer
## Winter
##
## ======================================
## Probabilidad condicional P( Season | Discount Applied )
##
## No Yes
## Fall
## Spring
## Summer
## Winter
##
## ======================================
## Probabilidad condicional P( Season | Promo Code Used )
##
## No Yes
## Fall
## Spring
## Summer
## Winter
##
## ======================================
## Probabilidad condicional P( Season | Preferred Payment Method )
##
## Bank Transfer Cash Credit Card Debit Card PayPal Venmo
## Fall
## Spring
## Summer
## Winter
##
## ======================================
## Probabilidad condicional P( Season | Frequency of Purchases )
##
## Annually Bi-Weekly Every 3 Months Fortnightly Monthly Quarterly Weekly
## Fall
## Spring
## Summer
## Winter
##
## ======================================
## Probabilidad condicional P( Review Rating | Gender )
##
## Female Male
## 2.5
## 2.6
## 2.7
## 2.8
## 2.9
## 3.0
## 3.1
## 3.2
## 3.3
## 3.4
## 3.5
## 3.6
## 3.7
## 3.8
## 3.9
## 4.0
## 4.1
## 4.2
## 4.3
## 4.4
## 4.5
## 4.6
## 4.7
## 4.8
## 4.9
## 5.0
##
## ======================================
## Probabilidad condicional P( Review Rating | Item Purchased )
##
## Backpack Belt Blouse Boots Coat Dress Gloves Handbag Hat Hoodie Jacket
## 2.5
## 2.6
## 2.7
## 2.8
## 2.9
## 3.0
## 3.1
## 3.2
## 3.3
## 3.4
## 3.5
## 3.6
## 3.7
## 3.8
## 3.9
## 4.0
## 4.1
## 4.2
## 4.3
## 4.4
## 4.5
## 4.6
## 4.7
## 4.8
## 4.9
## 5.0
##
## Jeans Jewelry Pants Sandals Scarf Shirt Shoes Shorts Skirt Sneakers Socks
## 2.5
## 2.6
## 2.7
## 2.8
## 2.9
## 3.0
## 3.1
## 3.2
## 3.3
## 3.4
## 3.5
## 3.6
## 3.7
## 3.8
## 3.9
## 4.0
## 4.1
## 4.2
## 4.3
## 4.4
## 4.5
## 4.6
## 4.7
## 4.8
## 4.9
## 5.0
##
## Sunglasses Sweater T-shirt
## 2.5
## 2.6
## 2.7
## 2.8
## 2.9
## 3.0
## 3.1
## 3.2
## 3.3
## 3.4
## 3.5
## 3.6
## 3.7
## 3.8
## 3.9
## 4.0
## 4.1
## 4.2
## 4.3
## 4.4
## 4.5
## 4.6
## 4.7
## 4.8
## 4.9
## 5.0
##
## ======================================
## Probabilidad condicional P( Review Rating | Category )
##
## Accessories Clothing Footwear Outerwear
## 2.5
## 2.6
## 2.7
## 2.8
## 2.9
## 3.0
## 3.1
## 3.2
## 3.3
## 3.4
## 3.5
## 3.6
## 3.7
## 3.8
## 3.9
## 4.0
## 4.1
## 4.2
## 4.3
## 4.4
## 4.5
## 4.6
## 4.7
## 4.8
## 4.9
## 5.0
##
## ======================================
## Probabilidad condicional P( Review Rating | Location )
##
## Alabama Alaska Arizona Arkansas California Colorado Connecticut Delaware
## 2.5
## 2.6
## 2.7
## 2.8
## 2.9
## 3.0
## 3.1
## 3.2
## 3.3
## 3.4
## 3.5
## 3.6
## 3.7
## 3.8
## 3.9
## 4.0
## 4.1
## 4.2
## 4.3
## 4.4
## 4.5
## 4.6
## 4.7
## 4.8
## 4.9
## 5.0
##
## Florida Georgia Hawaii Idaho Illinois Indiana Iowa Kansas Kentucky
## 2.5
## 2.6
## 2.7
## 2.8
## 2.9
## 3.0
## 3.1
## 3.2
## 3.3
## 3.4
## 3.5
## 3.6
## 3.7
## 3.8
## 3.9
## 4.0
## 4.1
## 4.2
## 4.3
## 4.4
## 4.5
## 4.6
## 4.7
## 4.8
## 4.9
## 5.0
##
## Louisiana Maine Maryland Massachusetts Michigan Minnesota Mississippi
## 2.5
## 2.6
## 2.7
## 2.8
## 2.9
## 3.0
## 3.1
## 3.2
## 3.3
## 3.4
## 3.5
## 3.6
## 3.7
## 3.8
## 3.9
## 4.0
## 4.1
## 4.2
## 4.3
## 4.4
## 4.5
## 4.6
## 4.7
## 4.8
## 4.9
## 5.0
##
## Missouri Montana Nebraska Nevada New Hampshire New Jersey New Mexico
## 2.5
## 2.6
## 2.7
## 2.8
## 2.9
## 3.0
## 3.1
## 3.2
## 3.3
## 3.4
## 3.5
## 3.6
## 3.7
## 3.8
## 3.9
## 4.0
## 4.1
## 4.2
## 4.3
## 4.4
## 4.5
## 4.6
## 4.7
## 4.8
## 4.9
## 5.0
##
## New York North Carolina North Dakota Ohio Oklahoma Oregon Pennsylvania
## 2.5
## 2.6
## 2.7
## 2.8
## 2.9
## 3.0
## 3.1
## 3.2
## 3.3
## 3.4
## 3.5
## 3.6
## 3.7
## 3.8
## 3.9
## 4.0
## 4.1
## 4.2
## 4.3
## 4.4
## 4.5
## 4.6
## 4.7
## 4.8
## 4.9
## 5.0
##
## Rhode Island South Carolina South Dakota Tennessee Texas Utah Vermont
## 2.5
## 2.6
## 2.7
## 2.8
## 2.9
## 3.0
## 3.1
## 3.2
## 3.3
## 3.4
## 3.5
## 3.6
## 3.7
## 3.8
## 3.9
## 4.0
## 4.1
## 4.2
## 4.3
## 4.4
## 4.5
## 4.6
## 4.7
## 4.8
## 4.9
## 5.0
##
## Virginia Washington West Virginia Wisconsin Wyoming
## 2.5
## 2.6
## 2.7
## 2.8
## 2.9
## 3.0
## 3.1
## 3.2
## 3.3
## 3.4
## 3.5
## 3.6
## 3.7
## 3.8
## 3.9
## 4.0
## 4.1
## 4.2
## 4.3
## 4.4
## 4.5
## 4.6
## 4.7
## 4.8
## 4.9
## 5.0
##
## ======================================
## Probabilidad condicional P( Review Rating | Size )
##
## L M S XL
## 2.5
## 2.6
## 2.7
## 2.8
## 2.9
## 3.0
## 3.1
## 3.2
## 3.3
## 3.4
## 3.5
## 3.6
## 3.7
## 3.8
## 3.9
## 4.0
## 4.1
## 4.2
## 4.3
## 4.4
## 4.5
## 4.6
## 4.7
## 4.8
## 4.9
## 5.0
##
## ======================================
## Probabilidad condicional P( Review Rating | Color )
##
## Beige Black Blue Brown Charcoal Cyan Gold Gray Green Indigo Lavender
## 2.5
## 2.6
## 2.7
## 2.8
## 2.9
## 3.0
## 3.1
## 3.2
## 3.3
## 3.4
## 3.5
## 3.6
## 3.7
## 3.8
## 3.9
## 4.0
## 4.1
## 4.2
## 4.3
## 4.4
## 4.5
## 4.6
## 4.7
## 4.8
## 4.9
## 5.0
##
## Magenta Maroon Olive Orange Peach Pink Purple Red Silver Teal Turquoise
## 2.5
## 2.6
## 2.7
## 2.8
## 2.9
## 3.0
## 3.1
## 3.2
## 3.3
## 3.4
## 3.5
## 3.6
## 3.7
## 3.8
## 3.9
## 4.0
## 4.1
## 4.2
## 4.3
## 4.4
## 4.5
## 4.6
## 4.7
## 4.8
## 4.9
## 5.0
##
## Violet White Yellow
## 2.5
## 2.6
## 2.7
## 2.8
## 2.9
## 3.0
## 3.1
## 3.2
## 3.3
## 3.4
## 3.5
## 3.6
## 3.7
## 3.8
## 3.9
## 4.0
## 4.1
## 4.2
## 4.3
## 4.4
## 4.5
## 4.6
## 4.7
## 4.8
## 4.9
## 5.0
##
## ======================================
## Probabilidad condicional P( Review Rating | Season )
##
## Fall Spring Summer Winter
## 2.5
## 2.6
## 2.7
## 2.8
## 2.9
## 3.0
## 3.1
## 3.2
## 3.3
## 3.4
## 3.5
## 3.6
## 3.7
## 3.8
## 3.9
## 4.0
## 4.1
## 4.2
## 4.3
## 4.4
## 4.5
## 4.6
## 4.7
## 4.8
## 4.9
## 5.0
##
## ======================================
## Probabilidad condicional P( Review Rating | Subscription Status )
##
## No Yes
## 2.5
## 2.6
## 2.7
## 2.8
## 2.9
## 3.0
## 3.1
## 3.2
## 3.3
## 3.4
## 3.5
## 3.6
## 3.7
## 3.8
## 3.9
## 4.0
## 4.1
## 4.2
## 4.3
## 4.4
## 4.5
## 4.6
## 4.7
## 4.8
## 4.9
## 5.0
##
## ======================================
## Probabilidad condicional P( Review Rating | Payment Method )
##
## Bank Transfer Cash Credit Card Debit Card PayPal Venmo
## 2.5
## 2.6
## 2.7
## 2.8
## 2.9
## 3.0
## 3.1
## 3.2
## 3.3
## 3.4
## 3.5
## 3.6
## 3.7
## 3.8
## 3.9
## 4.0
## 4.1
## 4.2
## 4.3
## 4.4
## 4.5
## 4.6
## 4.7
## 4.8
## 4.9
## 5.0
##
## ======================================
## Probabilidad condicional P( Review Rating | Shipping Type )
##
## 2-Day Shipping Express Free Shipping Next Day Air Standard Store Pickup
## 2.5
## 2.6
## 2.7
## 2.8
## 2.9
## 3.0
## 3.1
## 3.2
## 3.3
## 3.4
## 3.5
## 3.6
## 3.7
## 3.8
## 3.9
## 4.0
## 4.1
## 4.2
## 4.3
## 4.4
## 4.5
## 4.6
## 4.7
## 4.8
## 4.9
## 5.0
##
## ======================================
## Probabilidad condicional P( Review Rating | Discount Applied )
##
## No Yes
## 2.5
## 2.6
## 2.7
## 2.8
## 2.9
## 3.0
## 3.1
## 3.2
## 3.3
## 3.4
## 3.5
## 3.6
## 3.7
## 3.8
## 3.9
## 4.0
## 4.1
## 4.2
## 4.3
## 4.4
## 4.5
## 4.6
## 4.7
## 4.8
## 4.9
## 5.0
##
## ======================================
## Probabilidad condicional P( Review Rating | Promo Code Used )
##
## No Yes
## 2.5
## 2.6
## 2.7
## 2.8
## 2.9
## 3.0
## 3.1
## 3.2
## 3.3
## 3.4
## 3.5
## 3.6
## 3.7
## 3.8
## 3.9
## 4.0
## 4.1
## 4.2
## 4.3
## 4.4
## 4.5
## 4.6
## 4.7
## 4.8
## 4.9
## 5.0
##
## ======================================
## Probabilidad condicional P( Review Rating | Preferred Payment Method )
##
## Bank Transfer Cash Credit Card Debit Card PayPal Venmo
## 2.5
## 2.6
## 2.7
## 2.8
## 2.9
## 3.0
## 3.1
## 3.2
## 3.3
## 3.4
## 3.5
## 3.6
## 3.7
## 3.8
## 3.9
## 4.0
## 4.1
## 4.2
## 4.3
## 4.4
## 4.5
## 4.6
## 4.7
## 4.8
## 4.9
## 5.0
##
## ======================================
## Probabilidad condicional P( Review Rating | Frequency of Purchases )
##
## Annually Bi-Weekly Every 3 Months Fortnightly Monthly Quarterly Weekly
## 2.5
## 2.6
## 2.7
## 2.8
## 2.9
## 3.0
## 3.1
## 3.2
## 3.3
## 3.4
## 3.5
## 3.6
## 3.7
## 3.8
## 3.9
## 4.0
## 4.1
## 4.2
## 4.3
## 4.4
## 4.5
## 4.6
## 4.7
## 4.8
## 4.9
## 5.0
##
## ======================================
## Probabilidad condicional P( Subscription Status | Gender )
##
## Female Male
## No
## Yes
##
## ======================================
## Probabilidad condicional P( Subscription Status | Item Purchased )
##
## Backpack Belt Blouse Boots Coat Dress Gloves Handbag Hat Hoodie Jacket
## No
## Yes
##
## Jeans Jewelry Pants Sandals Scarf Shirt Shoes Shorts Skirt Sneakers Socks
## No
## Yes
##
## Sunglasses Sweater T-shirt
## No
## Yes
##
## ======================================
## Probabilidad condicional P( Subscription Status | Category )
##
## Accessories Clothing Footwear Outerwear
## No
## Yes
##
## ======================================
## Probabilidad condicional P( Subscription Status | Location )
##
## Alabama Alaska Arizona Arkansas California Colorado Connecticut Delaware
## No
## Yes
##
## Florida Georgia Hawaii Idaho Illinois Indiana Iowa Kansas Kentucky
## No
## Yes
##
## Louisiana Maine Maryland Massachusetts Michigan Minnesota Mississippi
## No
## Yes
##
## Missouri Montana Nebraska Nevada New Hampshire New Jersey New Mexico
## No
## Yes
##
## New York North Carolina North Dakota Ohio Oklahoma Oregon Pennsylvania
## No
## Yes
##
## Rhode Island South Carolina South Dakota Tennessee Texas Utah Vermont
## No
## Yes
##
## Virginia Washington West Virginia Wisconsin Wyoming
## No
## Yes
##
## ======================================
## Probabilidad condicional P( Subscription Status | Size )
##
## L M S XL
## No
## Yes
##
## ======================================
## Probabilidad condicional P( Subscription Status | Color )
##
## Beige Black Blue Brown Charcoal Cyan Gold Gray Green Indigo Lavender
## No
## Yes
##
## Magenta Maroon Olive Orange Peach Pink Purple Red Silver Teal Turquoise
## No
## Yes
##
## Violet White Yellow
## No
## Yes
##
## ======================================
## Probabilidad condicional P( Subscription Status | Season )
##
## Fall Spring Summer Winter
## No
## Yes
##
## ======================================
## Probabilidad condicional P( Subscription Status | Review Rating )
##
## 2.5 2.6 2.7 2.8 2.9 3.0 3.1 3.2 3.3 3.4 3.5 3.6 3.7 3.8 3.9 4.0 4.1 4.2
## No
## Yes
##
## 4.3 4.4 4.5 4.6 4.7 4.8 4.9 5.0
## No
## Yes
##
## ======================================
## Probabilidad condicional P( Subscription Status | Payment Method )
##
## Bank Transfer Cash Credit Card Debit Card PayPal Venmo
## No
## Yes
##
## ======================================
## Probabilidad condicional P( Subscription Status | Shipping Type )
##
## 2-Day Shipping Express Free Shipping Next Day Air Standard Store Pickup
## No
## Yes
##
## ======================================
## Probabilidad condicional P( Subscription Status | Discount Applied )
##
## No Yes
## No 1.0000 0.2807
## Yes 0.0000 0.6279
##
## ======================================
## Probabilidad condicional P( Subscription Status | Promo Code Used )
##
## No Yes
## No 1.0000 0.2807
## Yes 0.0000 0.6279
##
## ======================================
## Probabilidad condicional P( Subscription Status | Preferred Payment Method )
##
## Bank Transfer Cash Credit Card Debit Card PayPal Venmo
## No
## Yes
##
## ======================================
## Probabilidad condicional P( Subscription Status | Frequency of Purchases )
##
## Annually Bi-Weekly Every 3 Months Fortnightly Monthly Quarterly Weekly
## No
## Yes
##
## ======================================
## Probabilidad condicional P( Payment Method | Gender )
##
## Female Male
## Bank Transfer
## Cash
## Credit Card
## Debit Card
## PayPal
## Venmo
##
## ======================================
## Probabilidad condicional P( Payment Method | Item Purchased )
##
## Backpack Belt Blouse Boots Coat Dress Gloves Handbag Hat Hoodie
## Bank Transfer
## Cash
## Credit Card
## Debit Card
## PayPal
## Venmo
##
## Jacket Jeans Jewelry Pants Sandals Scarf Shirt Shoes Shorts
## Bank Transfer
## Cash
## Credit Card
## Debit Card
## PayPal
## Venmo
##
## Skirt Sneakers Socks Sunglasses Sweater T-shirt
## Bank Transfer
## Cash
## Credit Card
## Debit Card
## PayPal
## Venmo
##
## ======================================
## Probabilidad condicional P( Payment Method | Category )
##
## Accessories Clothing Footwear Outerwear
## Bank Transfer
## Cash
## Credit Card
## Debit Card
## PayPal
## Venmo
##
## ======================================
## Probabilidad condicional P( Payment Method | Location )
##
## Alabama Alaska Arizona Arkansas California Colorado Connecticut
## Bank Transfer
## Cash
## Credit Card
## Debit Card
## PayPal
## Venmo
##
## Delaware Florida Georgia Hawaii Idaho Illinois Indiana Iowa
## Bank Transfer
## Cash
## Credit Card
## Debit Card
## PayPal
## Venmo
##
## Kansas Kentucky Louisiana Maine Maryland Massachusetts Michigan
## Bank Transfer
## Cash
## Credit Card
## Debit Card
## PayPal
## Venmo
##
## Minnesota Mississippi Missouri Montana Nebraska Nevada
## Bank Transfer
## Cash
## Credit Card
## Debit Card
## PayPal
## Venmo
##
## New Hampshire New Jersey New Mexico New York North Carolina
## Bank Transfer
## Cash
## Credit Card
## Debit Card
## PayPal
## Venmo
##
## North Dakota Ohio Oklahoma Oregon Pennsylvania Rhode Island
## Bank Transfer
## Cash
## Credit Card
## Debit Card
## PayPal
## Venmo
##
## South Carolina South Dakota Tennessee Texas Utah Vermont
## Bank Transfer
## Cash
## Credit Card
## Debit Card
## PayPal
## Venmo
##
## Virginia Washington West Virginia Wisconsin Wyoming
## Bank Transfer
## Cash
## Credit Card
## Debit Card
## PayPal
## Venmo
##
## ======================================
## Probabilidad condicional P( Payment Method | Size )
##
## L M S XL
## Bank Transfer
## Cash
## Credit Card
## Debit Card
## PayPal
## Venmo
##
## ======================================
## Probabilidad condicional P( Payment Method | Color )
##
## Beige Black Blue Brown Charcoal Cyan Gold Gray Green Indigo
## Bank Transfer
## Cash
## Credit Card
## Debit Card
## PayPal
## Venmo
##
## Lavender Magenta Maroon Olive Orange Peach Pink Purple Red
## Bank Transfer
## Cash
## Credit Card
## Debit Card
## PayPal
## Venmo
##
## Silver Teal Turquoise Violet White Yellow
## Bank Transfer
## Cash
## Credit Card
## Debit Card
## PayPal
## Venmo
##
## ======================================
## Probabilidad condicional P( Payment Method | Season )
##
## Fall Spring Summer Winter
## Bank Transfer
## Cash
## Credit Card
## Debit Card
## PayPal
## Venmo
##
## ======================================
## Probabilidad condicional P( Payment Method | Review Rating )
##
## 2.5 2.6 2.7 2.8 2.9 3.0 3.1 3.2 3.3 3.4 3.5 3.6 3.7 3.8 3.9 4.0
## Bank Transfer
## Cash
## Credit Card
## Debit Card
## PayPal
## Venmo
##
## 4.1 4.2 4.3 4.4 4.5 4.6 4.7 4.8 4.9 5.0
## Bank Transfer
## Cash
## Credit Card
## Debit Card
## PayPal
## Venmo
##
## ======================================
## Probabilidad condicional P( Payment Method | Subscription Status )
##
## No Yes
## Bank Transfer
## Cash
## Credit Card
## Debit Card
## PayPal
## Venmo
##
## ======================================
## Probabilidad condicional P( Payment Method | Shipping Type )
##
## 2-Day Shipping Express Free Shipping Next Day Air Standard
## Bank Transfer
## Cash
## Credit Card
## Debit Card
## PayPal
## Venmo
##
## Store Pickup
## Bank Transfer
## Cash
## Credit Card
## Debit Card
## PayPal
## Venmo
##
## ======================================
## Probabilidad condicional P( Payment Method | Discount Applied )
##
## No Yes
## Bank Transfer
## Cash
## Credit Card
## Debit Card
## PayPal
## Venmo
##
## ======================================
## Probabilidad condicional P( Payment Method | Promo Code Used )
##
## No Yes
## Bank Transfer
## Cash
## Credit Card
## Debit Card
## PayPal
## Venmo
##
## ======================================
## Probabilidad condicional P( Payment Method | Preferred Payment Method )
##
## Bank Transfer Cash Credit Card Debit Card PayPal Venmo
## Bank Transfer 0.1683 0.1748 0.2010 0.1699 0.1650 0.1536
## Cash 0.1448 0.1791 0.1731 0.1358 0.1731 0.1612
## Credit Card 0.1773 0.1818 0.1431 0.1848 0.1878 0.1624
## Debit Card 0.1619 0.1651 0.1855 0.1368 0.1667 0.1792
## PayPal 0.1418 0.1654 0.1418 0.1713 0.1625 0.1595
## Venmo 0.1483 0.1640 0.1924 0.1798 0.1861 0.1593
##
## ======================================
## Probabilidad condicional P( Payment Method | Frequency of Purchases )
##
## Annually Bi-Weekly Every 3 Months Fortnightly Monthly Quarterly
## Bank Transfer
## Cash
## Credit Card
## Debit Card
## PayPal
## Venmo
##
## Weekly
## Bank Transfer
## Cash
## Credit Card
## Debit Card
## PayPal
## Venmo
##
## ======================================
## Probabilidad condicional P( Shipping Type | Gender )
##
## Female Male
## 2-Day Shipping
## Express
## Free Shipping
## Next Day Air
## Standard
## Store Pickup
##
## ======================================
## Probabilidad condicional P( Shipping Type | Item Purchased )
##
## Backpack Belt Blouse Boots Coat Dress Gloves Handbag Hat
## 2-Day Shipping
## Express
## Free Shipping
## Next Day Air
## Standard
## Store Pickup
##
## Hoodie Jacket Jeans Jewelry Pants Sandals Scarf Shirt Shoes
## 2-Day Shipping
## Express
## Free Shipping
## Next Day Air
## Standard
## Store Pickup
##
## Shorts Skirt Sneakers Socks Sunglasses Sweater T-shirt
## 2-Day Shipping
## Express
## Free Shipping
## Next Day Air
## Standard
## Store Pickup
##
## ======================================
## Probabilidad condicional P( Shipping Type | Category )
##
## Accessories Clothing Footwear Outerwear
## 2-Day Shipping
## Express
## Free Shipping
## Next Day Air
## Standard
## Store Pickup
##
## ======================================
## Probabilidad condicional P( Shipping Type | Location )
##
## Alabama Alaska Arizona Arkansas California Colorado
## 2-Day Shipping
## Express
## Free Shipping
## Next Day Air
## Standard
## Store Pickup
##
## Connecticut Delaware Florida Georgia Hawaii Idaho Illinois
## 2-Day Shipping
## Express
## Free Shipping
## Next Day Air
## Standard
## Store Pickup
##
## Indiana Iowa Kansas Kentucky Louisiana Maine Maryland
## 2-Day Shipping
## Express
## Free Shipping
## Next Day Air
## Standard
## Store Pickup
##
## Massachusetts Michigan Minnesota Mississippi Missouri Montana
## 2-Day Shipping
## Express
## Free Shipping
## Next Day Air
## Standard
## Store Pickup
##
## Nebraska Nevada New Hampshire New Jersey New Mexico New York
## 2-Day Shipping
## Express
## Free Shipping
## Next Day Air
## Standard
## Store Pickup
##
## North Carolina North Dakota Ohio Oklahoma Oregon Pennsylvania
## 2-Day Shipping
## Express
## Free Shipping
## Next Day Air
## Standard
## Store Pickup
##
## Rhode Island South Carolina South Dakota Tennessee Texas Utah
## 2-Day Shipping
## Express
## Free Shipping
## Next Day Air
## Standard
## Store Pickup
##
## Vermont Virginia Washington West Virginia Wisconsin Wyoming
## 2-Day Shipping
## Express
## Free Shipping
## Next Day Air
## Standard
## Store Pickup
##
## ======================================
## Probabilidad condicional P( Shipping Type | Size )
##
## L M S XL
## 2-Day Shipping
## Express
## Free Shipping
## Next Day Air
## Standard
## Store Pickup
##
## ======================================
## Probabilidad condicional P( Shipping Type | Color )
##
## Beige Black Blue Brown Charcoal Cyan Gold Gray Green Indigo
## 2-Day Shipping
## Express
## Free Shipping
## Next Day Air
## Standard
## Store Pickup
##
## Lavender Magenta Maroon Olive Orange Peach Pink Purple Red
## 2-Day Shipping
## Express
## Free Shipping
## Next Day Air
## Standard
## Store Pickup
##
## Silver Teal Turquoise Violet White Yellow
## 2-Day Shipping
## Express
## Free Shipping
## Next Day Air
## Standard
## Store Pickup
##
## ======================================
## Probabilidad condicional P( Shipping Type | Season )
##
## Fall Spring Summer Winter
## 2-Day Shipping
## Express
## Free Shipping
## Next Day Air
## Standard
## Store Pickup
##
## ======================================
## Probabilidad condicional P( Shipping Type | Review Rating )
##
## 2.5 2.6 2.7 2.8 2.9 3.0 3.1 3.2 3.3 3.4 3.5 3.6 3.7 3.8 3.9
## 2-Day Shipping
## Express
## Free Shipping
## Next Day Air
## Standard
## Store Pickup
##
## 4.0 4.1 4.2 4.3 4.4 4.5 4.6 4.7 4.8 4.9 5.0
## 2-Day Shipping
## Express
## Free Shipping
## Next Day Air
## Standard
## Store Pickup
##
## ======================================
## Probabilidad condicional P( Shipping Type | Subscription Status )
##
## No Yes
## 2-Day Shipping
## Express
## Free Shipping
## Next Day Air
## Standard
## Store Pickup
##
## ======================================
## Probabilidad condicional P( Shipping Type | Payment Method )
##
## Bank Transfer Cash Credit Card Debit Card PayPal Venmo
## 2-Day Shipping
## Express
## Free Shipping
## Next Day Air
## Standard
## Store Pickup
##
## ======================================
## Probabilidad condicional P( Shipping Type | Discount Applied )
##
## No Yes
## 2-Day Shipping
## Express
## Free Shipping
## Next Day Air
## Standard
## Store Pickup
##
## ======================================
## Probabilidad condicional P( Shipping Type | Promo Code Used )
##
## No Yes
## 2-Day Shipping
## Express
## Free Shipping
## Next Day Air
## Standard
## Store Pickup
##
## ======================================
## Probabilidad condicional P( Shipping Type | Preferred Payment Method )
##
## Bank Transfer Cash Credit Card Debit Card PayPal Venmo
## 2-Day Shipping
## Express
## Free Shipping
## Next Day Air
## Standard
## Store Pickup
##
## ======================================
## Probabilidad condicional P( Shipping Type | Frequency of Purchases )
##
## Annually Bi-Weekly Every 3 Months Fortnightly Monthly
## 2-Day Shipping
## Express
## Free Shipping
## Next Day Air
## Standard
## Store Pickup
##
## Quarterly Weekly
## 2-Day Shipping
## Express
## Free Shipping
## Next Day Air
## Standard
## Store Pickup
##
## ======================================
## Probabilidad condicional P( Discount Applied | Gender )
##
## Female Male
## No
## Yes
##
## ======================================
## Probabilidad condicional P( Discount Applied | Item Purchased )
##
## Backpack Belt Blouse Boots Coat Dress Gloves Handbag Hat Hoodie Jacket
## No
## Yes
##
## Jeans Jewelry Pants Sandals Scarf Shirt Shoes Shorts Skirt Sneakers Socks
## No
## Yes
##
## Sunglasses Sweater T-shirt
## No
## Yes
##
## ======================================
## Probabilidad condicional P( Discount Applied | Category )
##
## Accessories Clothing Footwear Outerwear
## No
## Yes
##
## ======================================
## Probabilidad condicional P( Discount Applied | Location )
##
## Alabama Alaska Arizona Arkansas California Colorado Connecticut Delaware
## No
## Yes
##
## Florida Georgia Hawaii Idaho Illinois Indiana Iowa Kansas Kentucky
## No
## Yes
##
## Louisiana Maine Maryland Massachusetts Michigan Minnesota Mississippi
## No
## Yes
##
## Missouri Montana Nebraska Nevada New Hampshire New Jersey New Mexico
## No
## Yes
##
## New York North Carolina North Dakota Ohio Oklahoma Oregon Pennsylvania
## No
## Yes
##
## Rhode Island South Carolina South Dakota Tennessee Texas Utah Vermont
## No
## Yes
##
## Virginia Washington West Virginia Wisconsin Wyoming
## No
## Yes
##
## ======================================
## Probabilidad condicional P( Discount Applied | Size )
##
## L M S XL
## No
## Yes
##
## ======================================
## Probabilidad condicional P( Discount Applied | Color )
##
## Beige Black Blue Brown Charcoal Cyan Gold Gray Green Indigo Lavender
## No
## Yes
##
## Magenta Maroon Olive Orange Peach Pink Purple Red Silver Teal Turquoise
## No
## Yes
##
## Violet White Yellow
## No
## Yes
##
## ======================================
## Probabilidad condicional P( Discount Applied | Season )
##
## Fall Spring Summer Winter
## No
## Yes
##
## ======================================
## Probabilidad condicional P( Discount Applied | Review Rating )
##
## 2.5 2.6 2.7 2.8 2.9 3.0 3.1 3.2 3.3 3.4 3.5 3.6 3.7 3.8 3.9 4.0 4.1 4.2
## No
## Yes
##
## 4.3 4.4 4.5 4.6 4.7 4.8 4.9 5.0
## No
## Yes
##
## ======================================
## Probabilidad condicional P( Discount Applied | Subscription Status )
##
## No Yes
## No 0.7808 0.0000
## Yes 0.5926 1.0000
##
## ======================================
## Probabilidad condicional P( Discount Applied | Payment Method )
##
## Bank Transfer Cash Credit Card Debit Card PayPal Venmo
## No
## Yes
##
## ======================================
## Probabilidad condicional P( Discount Applied | Shipping Type )
##
## 2-Day Shipping Express Free Shipping Next Day Air Standard Store Pickup
## No
## Yes
##
## ======================================
## Probabilidad condicional P( Discount Applied | Promo Code Used )
##
## No Yes
## No 1 0
## Yes 0 1
##
## ======================================
## Probabilidad condicional P( Discount Applied | Preferred Payment Method )
##
## Bank Transfer Cash Credit Card Debit Card PayPal Venmo
## No
## Yes
##
## ======================================
## Probabilidad condicional P( Discount Applied | Frequency of Purchases )
##
## Annually Bi-Weekly Every 3 Months Fortnightly Monthly Quarterly Weekly
## No
## Yes
##
## ======================================
## Probabilidad condicional P( Promo Code Used | Gender )
##
## Female Male
## No
## Yes
##
## ======================================
## Probabilidad condicional P( Promo Code Used | Item Purchased )
##
## Backpack Belt Blouse Boots Coat Dress Gloves Handbag Hat Hoodie Jacket
## No
## Yes
##
## Jeans Jewelry Pants Sandals Scarf Shirt Shoes Shorts Skirt Sneakers Socks
## No
## Yes
##
## Sunglasses Sweater T-shirt
## No
## Yes
##
## ======================================
## Probabilidad condicional P( Promo Code Used | Category )
##
## Accessories Clothing Footwear Outerwear
## No
## Yes
##
## ======================================
## Probabilidad condicional P( Promo Code Used | Location )
##
## Alabama Alaska Arizona Arkansas California Colorado Connecticut Delaware
## No
## Yes
##
## Florida Georgia Hawaii Idaho Illinois Indiana Iowa Kansas Kentucky
## No
## Yes
##
## Louisiana Maine Maryland Massachusetts Michigan Minnesota Mississippi
## No
## Yes
##
## Missouri Montana Nebraska Nevada New Hampshire New Jersey New Mexico
## No
## Yes
##
## New York North Carolina North Dakota Ohio Oklahoma Oregon Pennsylvania
## No
## Yes
##
## Rhode Island South Carolina South Dakota Tennessee Texas Utah Vermont
## No
## Yes
##
## Virginia Washington West Virginia Wisconsin Wyoming
## No
## Yes
##
## ======================================
## Probabilidad condicional P( Promo Code Used | Size )
##
## L M S XL
## No
## Yes
##
## ======================================
## Probabilidad condicional P( Promo Code Used | Color )
##
## Beige Black Blue Brown Charcoal Cyan Gold Gray Green Indigo Lavender
## No
## Yes
##
## Magenta Maroon Olive Orange Peach Pink Purple Red Silver Teal Turquoise
## No
## Yes
##
## Violet White Yellow
## No
## Yes
##
## ======================================
## Probabilidad condicional P( Promo Code Used | Season )
##
## Fall Spring Summer Winter
## No
## Yes
##
## ======================================
## Probabilidad condicional P( Promo Code Used | Review Rating )
##
## 2.5 2.6 2.7 2.8 2.9 3.0 3.1 3.2 3.3 3.4 3.5 3.6 3.7 3.8 3.9 4.0 4.1 4.2
## No
## Yes
##
## 4.3 4.4 4.5 4.6 4.7 4.8 4.9 5.0
## No
## Yes
##
## ======================================
## Probabilidad condicional P( Promo Code Used | Subscription Status )
##
## No Yes
## No 0.7808 0.0000
## Yes 0.5926 1.0000
##
## ======================================
## Probabilidad condicional P( Promo Code Used | Payment Method )
##
## Bank Transfer Cash Credit Card Debit Card PayPal Venmo
## No
## Yes
##
## ======================================
## Probabilidad condicional P( Promo Code Used | Shipping Type )
##
## 2-Day Shipping Express Free Shipping Next Day Air Standard Store Pickup
## No
## Yes
##
## ======================================
## Probabilidad condicional P( Promo Code Used | Discount Applied )
##
## No Yes
## No 1 0
## Yes 0 1
##
## ======================================
## Probabilidad condicional P( Promo Code Used | Preferred Payment Method )
##
## Bank Transfer Cash Credit Card Debit Card PayPal Venmo
## No
## Yes
##
## ======================================
## Probabilidad condicional P( Promo Code Used | Frequency of Purchases )
##
## Annually Bi-Weekly Every 3 Months Fortnightly Monthly Quarterly Weekly
## No
## Yes
##
## ======================================
## Probabilidad condicional P( Preferred Payment Method | Gender )
##
## Female Male
## Bank Transfer
## Cash
## Credit Card
## Debit Card
## PayPal
## Venmo
##
## ======================================
## Probabilidad condicional P( Preferred Payment Method | Item Purchased )
##
## Backpack Belt Blouse Boots Coat Dress Gloves Handbag Hat Hoodie
## Bank Transfer
## Cash
## Credit Card
## Debit Card
## PayPal
## Venmo
##
## Jacket Jeans Jewelry Pants Sandals Scarf Shirt Shoes Shorts
## Bank Transfer
## Cash
## Credit Card
## Debit Card
## PayPal
## Venmo
##
## Skirt Sneakers Socks Sunglasses Sweater T-shirt
## Bank Transfer
## Cash
## Credit Card
## Debit Card
## PayPal
## Venmo
##
## ======================================
## Probabilidad condicional P( Preferred Payment Method | Category )
##
## Accessories Clothing Footwear Outerwear
## Bank Transfer
## Cash
## Credit Card
## Debit Card
## PayPal
## Venmo
##
## ======================================
## Probabilidad condicional P( Preferred Payment Method | Location )
##
## Alabama Alaska Arizona Arkansas California Colorado Connecticut
## Bank Transfer
## Cash
## Credit Card
## Debit Card
## PayPal
## Venmo
##
## Delaware Florida Georgia Hawaii Idaho Illinois Indiana Iowa
## Bank Transfer
## Cash
## Credit Card
## Debit Card
## PayPal
## Venmo
##
## Kansas Kentucky Louisiana Maine Maryland Massachusetts Michigan
## Bank Transfer
## Cash
## Credit Card
## Debit Card
## PayPal
## Venmo
##
## Minnesota Mississippi Missouri Montana Nebraska Nevada
## Bank Transfer
## Cash
## Credit Card
## Debit Card
## PayPal
## Venmo
##
## New Hampshire New Jersey New Mexico New York North Carolina
## Bank Transfer
## Cash
## Credit Card
## Debit Card
## PayPal
## Venmo
##
## North Dakota Ohio Oklahoma Oregon Pennsylvania Rhode Island
## Bank Transfer
## Cash
## Credit Card
## Debit Card
## PayPal
## Venmo
##
## South Carolina South Dakota Tennessee Texas Utah Vermont
## Bank Transfer
## Cash
## Credit Card
## Debit Card
## PayPal
## Venmo
##
## Virginia Washington West Virginia Wisconsin Wyoming
## Bank Transfer
## Cash
## Credit Card
## Debit Card
## PayPal
## Venmo
##
## ======================================
## Probabilidad condicional P( Preferred Payment Method | Size )
##
## L M S XL
## Bank Transfer
## Cash
## Credit Card
## Debit Card
## PayPal
## Venmo
##
## ======================================
## Probabilidad condicional P( Preferred Payment Method | Color )
##
## Beige Black Blue Brown Charcoal Cyan Gold Gray Green Indigo
## Bank Transfer
## Cash
## Credit Card
## Debit Card
## PayPal
## Venmo
##
## Lavender Magenta Maroon Olive Orange Peach Pink Purple Red
## Bank Transfer
## Cash
## Credit Card
## Debit Card
## PayPal
## Venmo
##
## Silver Teal Turquoise Violet White Yellow
## Bank Transfer
## Cash
## Credit Card
## Debit Card
## PayPal
## Venmo
##
## ======================================
## Probabilidad condicional P( Preferred Payment Method | Season )
##
## Fall Spring Summer Winter
## Bank Transfer
## Cash
## Credit Card
## Debit Card
## PayPal
## Venmo
##
## ======================================
## Probabilidad condicional P( Preferred Payment Method | Review Rating )
##
## 2.5 2.6 2.7 2.8 2.9 3.0 3.1 3.2 3.3 3.4 3.5 3.6 3.7 3.8 3.9 4.0
## Bank Transfer
## Cash
## Credit Card
## Debit Card
## PayPal
## Venmo
##
## 4.1 4.2 4.3 4.4 4.5 4.6 4.7 4.8 4.9 5.0
## Bank Transfer
## Cash
## Credit Card
## Debit Card
## PayPal
## Venmo
##
## ======================================
## Probabilidad condicional P( Preferred Payment Method | Subscription Status )
##
## No Yes
## Bank Transfer
## Cash
## Credit Card
## Debit Card
## PayPal
## Venmo
##
## ======================================
## Probabilidad condicional P( Preferred Payment Method | Payment Method )
##
## Bank Transfer Cash Credit Card Debit Card PayPal Venmo
## Bank Transfer 0.1630 0.1535 0.1883 0.1630 0.1519 0.1487
## Cash 0.1651 0.1852 0.1883 0.1620 0.1728 0.1605
## Credit Card 0.1767 0.1667 0.1379 0.1695 0.1379 0.1753
## Debit Card 0.1643 0.1438 0.1959 0.1374 0.1833 0.1801
## PayPal 0.1583 0.1818 0.1975 0.1661 0.1724 0.1850
## Venmo 0.1440 0.1654 0.1669 0.1746 0.1654 0.1547
##
## ======================================
## Probabilidad condicional P( Preferred Payment Method | Shipping Type )
##
## 2-Day Shipping Express Free Shipping Next Day Air Standard
## Bank Transfer
## Cash
## Credit Card
## Debit Card
## PayPal
## Venmo
##
## Store Pickup
## Bank Transfer
## Cash
## Credit Card
## Debit Card
## PayPal
## Venmo
##
## ======================================
## Probabilidad condicional P( Preferred Payment Method | Discount Applied )
##
## No Yes
## Bank Transfer
## Cash
## Credit Card
## Debit Card
## PayPal
## Venmo
##
## ======================================
## Probabilidad condicional P( Preferred Payment Method | Promo Code Used )
##
## No Yes
## Bank Transfer
## Cash
## Credit Card
## Debit Card
## PayPal
## Venmo
##
## ======================================
## Probabilidad condicional P( Preferred Payment Method | Frequency of Purchases )
##
## Annually Bi-Weekly Every 3 Months Fortnightly Monthly Quarterly
## Bank Transfer
## Cash
## Credit Card
## Debit Card
## PayPal
## Venmo
##
## Weekly
## Bank Transfer
## Cash
## Credit Card
## Debit Card
## PayPal
## Venmo
##
## ======================================
## Probabilidad condicional P( Frequency of Purchases | Gender )
##
## Female Male
## Annually
## Bi-Weekly
## Every 3 Months
## Fortnightly
## Monthly
## Quarterly
## Weekly
##
## ======================================
## Probabilidad condicional P( Frequency of Purchases | Item Purchased )
##
## Backpack Belt Blouse Boots Coat Dress Gloves Handbag Hat
## Annually
## Bi-Weekly
## Every 3 Months
## Fortnightly
## Monthly
## Quarterly
## Weekly
##
## Hoodie Jacket Jeans Jewelry Pants Sandals Scarf Shirt Shoes
## Annually
## Bi-Weekly
## Every 3 Months
## Fortnightly
## Monthly
## Quarterly
## Weekly
##
## Shorts Skirt Sneakers Socks Sunglasses Sweater T-shirt
## Annually
## Bi-Weekly
## Every 3 Months
## Fortnightly
## Monthly
## Quarterly
## Weekly
##
## ======================================
## Probabilidad condicional P( Frequency of Purchases | Category )
##
## Accessories Clothing Footwear Outerwear
## Annually
## Bi-Weekly
## Every 3 Months
## Fortnightly
## Monthly
## Quarterly
## Weekly
##
## ======================================
## Probabilidad condicional P( Frequency of Purchases | Location )
##
## Alabama Alaska Arizona Arkansas California Colorado
## Annually
## Bi-Weekly
## Every 3 Months
## Fortnightly
## Monthly
## Quarterly
## Weekly
##
## Connecticut Delaware Florida Georgia Hawaii Idaho Illinois
## Annually
## Bi-Weekly
## Every 3 Months
## Fortnightly
## Monthly
## Quarterly
## Weekly
##
## Indiana Iowa Kansas Kentucky Louisiana Maine Maryland
## Annually
## Bi-Weekly
## Every 3 Months
## Fortnightly
## Monthly
## Quarterly
## Weekly
##
## Massachusetts Michigan Minnesota Mississippi Missouri Montana
## Annually
## Bi-Weekly
## Every 3 Months
## Fortnightly
## Monthly
## Quarterly
## Weekly
##
## Nebraska Nevada New Hampshire New Jersey New Mexico New York
## Annually
## Bi-Weekly
## Every 3 Months
## Fortnightly
## Monthly
## Quarterly
## Weekly
##
## North Carolina North Dakota Ohio Oklahoma Oregon Pennsylvania
## Annually
## Bi-Weekly
## Every 3 Months
## Fortnightly
## Monthly
## Quarterly
## Weekly
##
## Rhode Island South Carolina South Dakota Tennessee Texas Utah
## Annually
## Bi-Weekly
## Every 3 Months
## Fortnightly
## Monthly
## Quarterly
## Weekly
##
## Vermont Virginia Washington West Virginia Wisconsin Wyoming
## Annually
## Bi-Weekly
## Every 3 Months
## Fortnightly
## Monthly
## Quarterly
## Weekly
##
## ======================================
## Probabilidad condicional P( Frequency of Purchases | Size )
##
## L M S XL
## Annually
## Bi-Weekly
## Every 3 Months
## Fortnightly
## Monthly
## Quarterly
## Weekly
##
## ======================================
## Probabilidad condicional P( Frequency of Purchases | Color )
##
## Beige Black Blue Brown Charcoal Cyan Gold Gray Green Indigo
## Annually
## Bi-Weekly
## Every 3 Months
## Fortnightly
## Monthly
## Quarterly
## Weekly
##
## Lavender Magenta Maroon Olive Orange Peach Pink Purple Red
## Annually
## Bi-Weekly
## Every 3 Months
## Fortnightly
## Monthly
## Quarterly
## Weekly
##
## Silver Teal Turquoise Violet White Yellow
## Annually
## Bi-Weekly
## Every 3 Months
## Fortnightly
## Monthly
## Quarterly
## Weekly
##
## ======================================
## Probabilidad condicional P( Frequency of Purchases | Season )
##
## Fall Spring Summer Winter
## Annually
## Bi-Weekly
## Every 3 Months
## Fortnightly
## Monthly
## Quarterly
## Weekly
##
## ======================================
## Probabilidad condicional P( Frequency of Purchases | Review Rating )
##
## 2.5 2.6 2.7 2.8 2.9 3.0 3.1 3.2 3.3 3.4 3.5 3.6 3.7 3.8 3.9
## Annually
## Bi-Weekly
## Every 3 Months
## Fortnightly
## Monthly
## Quarterly
## Weekly
##
## 4.0 4.1 4.2 4.3 4.4 4.5 4.6 4.7 4.8 4.9 5.0
## Annually
## Bi-Weekly
## Every 3 Months
## Fortnightly
## Monthly
## Quarterly
## Weekly
##
## ======================================
## Probabilidad condicional P( Frequency of Purchases | Subscription Status )
##
## No Yes
## Annually
## Bi-Weekly
## Every 3 Months
## Fortnightly
## Monthly
## Quarterly
## Weekly
##
## ======================================
## Probabilidad condicional P( Frequency of Purchases | Payment Method )
##
## Bank Transfer Cash Credit Card Debit Card PayPal Venmo
## Annually
## Bi-Weekly
## Every 3 Months
## Fortnightly
## Monthly
## Quarterly
## Weekly
##
## ======================================
## Probabilidad condicional P( Frequency of Purchases | Shipping Type )
##
## 2-Day Shipping Express Free Shipping Next Day Air Standard
## Annually
## Bi-Weekly
## Every 3 Months
## Fortnightly
## Monthly
## Quarterly
## Weekly
##
## Store Pickup
## Annually
## Bi-Weekly
## Every 3 Months
## Fortnightly
## Monthly
## Quarterly
## Weekly
##
## ======================================
## Probabilidad condicional P( Frequency of Purchases | Discount Applied )
##
## No Yes
## Annually
## Bi-Weekly
## Every 3 Months
## Fortnightly
## Monthly
## Quarterly
## Weekly
##
## ======================================
## Probabilidad condicional P( Frequency of Purchases | Promo Code Used )
##
## No Yes
## Annually
## Bi-Weekly
## Every 3 Months
## Fortnightly
## Monthly
## Quarterly
## Weekly
##
## ======================================
## Probabilidad condicional P( Frequency of Purchases | Preferred Payment Method )
##
## Bank Transfer Cash Credit Card Debit Card PayPal Venmo
## Annually
## Bi-Weekly
## Every 3 Months
## Fortnightly
## Monthly
## Quarterly
## WeeklyConclusión
Claro, a continuación te presento una conclusión individualizada para cada una de las variables que mencionas, basándome en las probabilidades marginales proporcionadas:
1. Gender (Género):
El análisis muestra que la mayoría de los consumidores son hombres (68%) frente a las mujeres (32%). Esto podría reflejar un sesgo en la oferta o en el comportamiento de compra, lo cual es útil para segmentar la estrategia de marketing según el género y entender cómo varían las preferencias entre ambos.
2. Item Purchased (Artículo Comprado):
Los productos con mayor demanda incluyen blusas, pantalones y joyas, mientras que otros artículos como mochilas y guantes tienen una menor probabilidad de compra. Esto sugiere que ciertos productos como la ropa y los accesorios tienen una preferencia más marcada por parte de los consumidores, lo cual podría orientar las decisiones de inventario y promoción de la tienda.
3. Category (Categoría):
La mayoría de las compras se realizan dentro de la categoría de Ropa (44.54%), seguida por Accesorios (31.79%). Las categorías de Calzado (15.36%) y Ropa exterior (8.31%) tienen una participación menor. Esta distribución puede ayudar a enfocar las campañas en ropa y accesorios, que son las categorías más demandadas.
4. Location (Ubicación):
Las probabilidades de compra varían a través de diferentes estados, con California (24.4%) y Alabama (2.28%) mostrando una mayor concentración. Esta dispersión geográfica puede ser clave para ajustar estrategias de distribución y promoción de productos en áreas de mayor o menor demanda.
5. Size (Tamaño):
El tamaño M (mediano) es el más popular, con una probabilidad de compra del 45%, seguido por el tamaño L (grande) con un 27%. Esto indica que la mayoría de los consumidores prefieren tamaños medianos, lo que debe considerarse al realizar pedidos o al ajustar los inventarios de productos.
6. Color (Color):
El color Oliva es el más elegido por los consumidores, con una probabilidad de compra del 4.54%. Otros colores populares incluyen Negro, Gris, y Beige. Estos datos sugieren que los colores neutros y suaves tienen una mayor aceptación, lo cual es importante para la selección de productos y la estrategia de marketing visual.
7. Season (Temporada):
Las compras están distribuidas bastante equilibradamente entre las 4 estaciones, con una ligera preferencia hacia Primavera (25.62%) y Otoño (25%). Esto sugiere que las estrategias de ventas deben adaptarse durante todo el año, ya que no hay una estación que sobresalga significativamente sobre las demás.
8. Review Rating (Calificación de Reseña):
Las calificaciones más frecuentes son alrededor de 4.0 a 4.5, lo que indica que los consumidores tienden a calificar sus compras positivamente. Sin embargo, la menor probabilidad se encuentra en las calificaciones más bajas, lo que puede sugerir una satisfacción general alta con los productos.
9. Subscription Status (Estado de suscripción):
El 73% de los consumidores no están suscritos, mientras que el 27% están suscritos. Esta información puede ayudar a enfocar esfuerzos en convertir a los clientes no suscritos en suscriptores, a través de ofertas o beneficios adicionales.
10. Payment Method (Método de pago):
Los consumidores prefieren el uso de tarjetas de crédito (17.85%) y PayPal (16.36%). La variedad en los métodos de pago también refleja un comportamiento diverso en la forma en que se realizan las compras, por lo que es crucial ofrecer múltiples opciones de pago para acomodar estas preferencias.
11. Shipping Type (Tipo de Envío):
El envío gratuito (17.31%) y el envío estándar (16.77%) son las opciones más elegidas por los consumidores. Esto puede sugerir que los consumidores prefieren opciones de envío más económicas o gratuitas, lo que puede influir en las políticas de envío de la empresa.
12. Discount Applied (Descuento Aplicado):
El 57% de los consumidores no aprovechan los descuentos, mientras que el 43% sí lo hace. Esto indica que los descuentos tienen una relevancia significativa, pero no todos los clientes se sienten atraídos por ellos. Se podría considerar aumentar la oferta de descuentos o promociones para captar a los consumidores que aún no los aprovechan.
13. Promo Code Used (Código Promocional Utilizado):
Al igual que los descuentos, el 57% de los consumidores no utilizan códigos promocionales, lo que podría indicar que las promociones no siempre son una motivación para la compra. Sin embargo, un 43% de consumidores sí los utilizan, lo que sugiere que las promociones pueden ser más efectivas en ciertos segmentos de clientes.
14. Preferred Payment Method (Método de Pago Preferido):
Las preferencias de pago son bastante equilibradas, con tarjetas de crédito (17.21%) y PayPal (17.36%) destacándose como las opciones preferidas. Esto refuerza la necesidad de proporcionar múltiples opciones de pago para adaptarse a las preferencias de los clientes.
15. Frequency of Purchases (Frecuencia de Compras):
La mayoría de los consumidores realiza compras mensualmente (14.18%) o cada tres meses (14.97%). Esto sugiere que las empresas pueden ajustar sus estrategias de marketing para alinearse con la frecuencia promedio de compra de los consumidores, ofreciendo promociones o recordatorios de compra periódicamente.