Capítulo 4: Análisis exploratorio de datos

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# Capítulo 4: Análisis exploratorio de datos 
## **CAPACITACIÓN**
#### LINDA CABRERA ORELLANA
#### Mayo, 2023

---

- Análisis exploratorio de datos
   * Variables numéricas
   * Variables categóricas
   * Varias variables numéricas
   * Variables numéricas con una categórica
   
- Gráficos dinámicos con `plotly`
]

* <svg aria-hidden="true" role="img" viewBox="0 0 512 512" style="height:1em;width:1em;vertical-align:-0.125em;margin-left:auto;margin-right:auto;font-size:inherit;fill:currentColor;overflow:visible;position:relative;"><path d="M470.6 105.4c12.5 12.5 12.5 32.8 0 45.3l-256 256c-12.5 12.5-32.8 12.5-45.3 0l-128-128c-12.5-12.5-12.5-32.8 0-45.3s32.8-12.5 45.3 0L192 338.7 425.4 105.4c12.5-12.5 32.8-12.5 45.3 0z"/></svg> `library(readr)`
 
 * <svg aria-hidden="true" role="img" viewBox="0 0 512 512" style="height:1em;width:1em;vertical-align:-0.125em;margin-left:auto;margin-right:auto;font-size:inherit;fill:currentColor;overflow:visible;position:relative;"><path d="M470.6 105.4c12.5 12.5 12.5 32.8 0 45.3l-256 256c-12.5 12.5-32.8 12.5-45.3 0l-128-128c-12.5-12.5-12.5-32.8 0-45.3s32.8-12.5 45.3 0L192 338.7 425.4 105.4c12.5-12.5 32.8-12.5 45.3 0z"/></svg> `library(dplyr)`
 
 * <svg aria-hidden="true" role="img" viewBox="0 0 512 512" style="height:1em;width:1em;vertical-align:-0.125em;margin-left:auto;margin-right:auto;font-size:inherit;fill:currentColor;overflow:visible;position:relative;"><path d="M470.6 105.4c12.5 12.5 12.5 32.8 0 45.3l-256 256c-12.5 12.5-32.8 12.5-45.3 0l-128-128c-12.5-12.5-12.5-32.8 0-45.3s32.8-12.5 45.3 0L192 338.7 425.4 105.4c12.5-12.5 32.8-12.5 45.3 0z"/></svg> `library(ggplot2)`

---

---

## Análisis exploratorio de datos

El análisis exploratorio es un enfoque en el que se "deja hablar a los datos" para que ellos nos den las pistas necesarias para construir modelos o incluso desarrollar supuestos o conclusiones.

Conocer los datos "como a la palma de tu mano", este es el primer beneficio del EDA, algo útil seas analista comercial, de marketing, científico, ingeniero o cualquier puesto donde analizar datos sea fundamental.

Por conocer, nos referimos a: Comprende las correlaciones entre los elementos, descubrir la estructura subyacente de los datos, detectar valores atípicos y anomalías, etc.

Por "dejar a los datos hablar" nos referimos a permitir que los datos sugieran los modelos que se adaptan mejor a ellos datos, encontrar variables importantes o más relacionadas, desarrollar modelos parsimoniosos, etc.

---

## Análisis exploratorio de datos

- Permite entender los datos

- Sirve para examinar las variables y sus interacciones antes de aplicar las técnicas

- Es util para encontrar errores en el set de datos

- Se realiza mediante estadísticos descriptivos y principalmente gráficos

- Suele ser un proceso iterativo:
   - se plantea una pregunta 
   - se grafica o se crea una tabla para responder
   - se obtiene una idea o una nueva pregunta del paso anterior
   - Proporciona pistas o intuición

---

## Variables numéricas

### Histograma de frecuencias

Para explorar variables continuas graficaremos un histograma de frecuencias con `geom_histogram()`.

```r
ventas %>%
    filter(PROVINCIA == "GALAPAGOS") %>% 
    ggplot(aes(x = COMPRAS_RISE)) +
    geom_histogram(binwidth = 50000,
                   color = "black", 
                   fill = "chartreuse4")
```
]

---

## Variables numéricas

Para explorar variables continuas también podemos usar un polígono de frecuencias con `geom_frefreqpoly()`. Es más útil si lo usamos junto al `geom_histogram()`.

---

## Variables numéricas

Para explorar variables continuas también podemos usar un gráfico de texto con `geom_text()`. En este caso lo usaremos para ubicar las etiquetas a los gráficos anteriores junto al `geom_histogram()` y `geom_freqpoly()`.

```r
ventas %>%
    filter(PROVINCIA == "GALAPAGOS") %>% 
    ggplot(aes(x = COMPRAS_RISE)) +
    geom_histogram(binwidth = 50000,
                   color = "black", fill = "chartreuse4") +
    geom_freqpoly(binwidth = 50000,
                  linewidth = 1,
                  color = "chocolate1") +
    geom_text(stat = "bin",                       # para usar binwidth
              binwidth = 50000,
              aes(label=stat(round(count,2)),     # etiquetas de los textos
              y=stat(count)), nudge_y = 30,                       # posición de etiquetas
              color = "grey50", size = 3)
```
]

---

## Variables numéricas

El gráfico de cajas permite conocer cómo se distribuyen los datos dentro de una variable. En R lo obtenemos con un `geom_boxplot()` y la información que se representa en el diagrama de cajas es la siguiente:

- **Mediana.** Punto medio de los valores ordenados de menor a mayor o de mayor a menor representando el 50% de los datos.

- **Cuartiles.** Dividen al conjunto de observaciones en 4 partes iguales. El `\(Q_1\)` representa el 25% de las observaciones y el `\(Q_3\)` representa el 75% de las observaciones.

- **Rango Intercuartílico (RIC).** Es la diferencia entre el tercer y el primer cuartil.
]

---

## Variables numéricas

El gráfico de cajas permite visualizar los quartiles de nuestra variable:

```r
ventas %>%
    filter(PROVINCIA == "GALAPAGOS") %>%
    ggplot(aes(x = COMPRAS_RISE, y="")) +
    geom_boxplot(fill = "chocolate1")
```
]

---

## Variables numéricas

A nuestro boxplot le podemos agregar capas como violín que grafica la concentración de las observaciones:

```r
ventas %>%
    filter(PROVINCIA == "GALAPAGOS") %>%
    ggplot(aes(x = COMPRAS_RISE, y="")) +
    geom_boxplot(fill = "chocolate1") +
    geom_violin(fill = "chartreuse4", 
                alpha = 0.3, color = NA) 
```
]

]

---

## Variables categóricas

```r
ventas %>% 
    filter(PROVINCIA == "GALAPAGOS") %>% 
    ggplot(aes(x = CANTON)) +
    geom_bar()
```

]

---

## Variables categóricas

```r
ventas %>% 
    filter(PROVINCIA == "GALAPAGOS") %>%
    group_by(CANTON) %>% summarise(Frec = n()) %>% 
    arrange(-Frec) %>%
    mutate(Prop= round((Frec/ sum(Frec)),3),
           PosLab= cumsum(Prop) - 0.6*Prop) %>%
    ggplot(aes(x = "", y=Prop, fill = reorder(CANTON, Frec))) +
    geom_bar(stat = "identity", color="white") +
    geom_text(aes(y = PosLab, label = scales::percent(Prop)), color = "white", size = 6, nudge_x = 0.2) +
    scale_y_continuous(label= percent_format()) +
    labs(title = "Cantidad de transacciones globales por provincia", fill = "Provincia", x = "", y = "") +
    theme(text = element_text(colour = "grey45", size = 10),
          plot.title = element_text(face = "bold", size = 14, colour = "grey30"),
          plot.background = element_rect(fill = "grey92"),
          panel.grid.minor = element_blank(),
          panel.grid.major = element_blank(),
          axis.text.x = element_blank(),
          legend.position = "bottom",
          legend.background = element_blank(),
          legend.key = element_rect(fill = "grey92", color = "grey92"))
```

]

---

## Varias Variables numéricas

### Gráfico de dispersión

El gráfico de dispersión se usa para identificar la intensidad de la _relación entre dos variables numéricas_. El eje `\(x\)` representa la variable independiente, mientras que el eje `\(y\)` representa la variable dependiente. En R lo generamos con `geom_point()`.

Si no existe una variable dependiente, cualquier variable se puede representar en cada eje y el diagrama de dispersión mostrará el **grado de correlación (no causalidad)** entre las dos variables.

Un diagrama de dispersión puede sugerir varios tipos de **correlaciones** entre las variables con un intervalo de confianza determinado (Ver siguiente página).

Con `geom_smooth()` se puede dibujar una línea de ajuste (llamada también "línea de tendencia") con el fin de estudiar la correlación entre las variables.
]

---

## Varias Variables numéricas

Cuando hay mucha superposición de los puntos es mejor agregar transparencia a los datos:

```r
# transaparencia de puntos con alpha
ventas %>% 
    filter(PROVINCIA == "GALAPAGOS") %>% 
    ggplot(aes(x = TOTAL_VENTAS, 
               y = TOTAL_COMPRAS)) +
    geom_point(alpha = 0.2)
```

]

---

## Varias Variables numéricas

Este gráfico `geom_smooth()` agrega una línea de tendencia sobre una gráfica existente:

```r
# agregamos una línea de suavizado para ver la tendencia
ventas %>% 
    filter(PROVINCIA == "GALAPAGOS") %>% 
    ggplot(aes(x = TOTAL_VENTAS, 
               y = TOTAL_COMPRAS)) +
    geom_point(alpha = 0.2) +
    geom_smooth()
```

]

---

## Variables numéricas con una categórica

Un gráfico de densidad visualiza la distribución de datos cuantitativos en un intervalo o período de tiempo continuo. Este gráfico es una variación de un histograma que usa suavizado de kernel para trazar valores, lo que permite distribuciones más suaves suavizando el ruido. En R lo generamos con `geom_density()`:

```r
## gráfico de densidad con transparencia
ventas %>% 
 filter(PROVINCIA == "GALAPAGOS" & TOTAL_VENTAS < 1000000) %>%
 ggplot(aes(x = TOTAL_VENTAS, fill = CANTON)) +
 geom_density(alpha = 0.4) +
 labs(x = "Total de Ventas (USD)",
 y = "Densidad",
 title = "Total de Ventas - Densidad",
 fill = "Canton") 
```

]

---

## Variables numéricas con una categórica

Podemos agregar estadísticos al gráfico de densidad mediante un gráfico de líneas verticales con `geom_vline()`:

```r
## calculando estadísticos para el gráfico
ventas_medias <- ventas %>%
 filter(PROVINCIA == "GALAPAGOS" & TOTAL_VENTAS < 1000000) %>%
 group_by(CANTON) %>%
 summarise(MEDIA = mean(TOTAL_VENTAS, na.rm= TRUE))

## agregamos geom_vline()
ventas %>% 
 filter(PROVINCIA == "GALAPAGOS" & TOTAL_VENTAS < 1000000) %>%
 ggplot(aes(x = TOTAL_VENTAS, fill = CANTON)) +
 geom_density(alpha = 0.4) +
 geom_vline(data = ventas_medias, 
 aes(xintercept = MEDIA, colour= CANTON), 
 linetype= "dashed", size= 1) +
 labs(x = "Total de Ventas (USD)", y = "Densidad",
 title = "Total de Ventas - Densidad",
 fill = "Canton")
```

]

---

## Variables numéricas con una categórica

Podemos agregar estadísticos al gráfico de densidad y de líneas verticales con `geom_text()`:

```r
## incluir los valores de medias en texto con geom_text()
ventas %>% 
 filter(PROVINCIA == "GALAPAGOS" & TOTAL_VENTAS < 1000000) %>%
 ggplot(aes(x = TOTAL_VENTAS, fill = CANTON)) +
 geom_density(alpha = 0.4) +
 geom_vline(data = ventas_medias, 
 aes(xintercept = MEDIA, colour= CANTON), 
 linetype= "dashed", size= 1) +
 geom_text(data = ventas_medias,
 aes(x=MEDIA-10000, 
 label= paste("Media: USD ", round(MEDIA,2)), 
 y=0.000005, colour= CANTON), angle=90, size = 3) +
 labs(x = "Total de Ventas (USD)", y = "Densidad",
 title = "Total de Ventas - Densidad",
 fill = "Canton")
```

]

---

---

## Gráficos html

```r
library(plotly)

## gráfico dinámico de un gráfico de densidad
g1 <- ventas %>% 
 filter(PROVINCIA == "GALAPAGOS" & 
 TOTAL_VENTAS < 1000000) %>%
 ggplot(aes(x = TOTAL_VENTAS, 
 fill = CANTON)) +
 geom_density(alpha = 0.4) +
 labs(x = "Total de Ventas (USD)",
 y = "Densidad",
 title = "Total de Ventas - Densidad",
 fill = "Canton")

ggplotly(g1)
```

]

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---

# Gramática de gráficos con `ggplot2`
## **CAPÍTULO 4**

.center[
### [@MasappEC <svg aria-hidden="true" role="img" viewBox="0 0 512 512" style="height:1em;width:1em;vertical-align:-0.125em;margin-left:auto;margin-right:auto;font-size:inherit;fill:currentColor;overflow:visible;position:relative;"><path d="M504 256C504 119 393 8 256 8S8 119 8 256c0 123.78 90.69 226.38 209.25 245V327.69h-63V256h63v-54.64c0-62.15 37-96.48 93.67-96.48 27.14 0 55.52 4.84 55.52 4.84v61h-31.28c-30.8 0-40.41 19.12-40.41 38.73V256h68.78l-11 71.69h-57.78V501C413.31 482.38 504 379.78 504 256z"/></svg>](https://www.facebook.com/MasappEC/)

### [@Masappdata <svg aria-hidden="true" role="img" viewBox="0 0 512 512" style="height:1em;width:1em;vertical-align:-0.125em;margin-left:auto;margin-right:auto;font-size:inherit;fill:currentColor;overflow:visible;position:relative;"><path d="M459.37 151.716c.325 4.548.325 9.097.325 13.645 0 138.72-105.583 298.558-298.558 298.558-59.452 0-114.68-17.219-161.137-47.106 8.447.974 16.568 1.299 25.34 1.299 49.055 0 94.213-16.568 130.274-44.832-46.132-.975-84.792-31.188-98.112-72.772 6.498.974 12.995 1.624 19.818 1.624 9.421 0 18.843-1.3 27.614-3.573-48.081-9.747-84.143-51.98-84.143-102.985v-1.299c13.969 7.797 30.214 12.67 47.431 13.319-28.264-18.843-46.781-51.005-46.781-87.391 0-19.492 5.197-37.36 14.294-52.954 51.655 63.675 129.3 105.258 216.365 109.807-1.624-7.797-2.599-15.918-2.599-24.04 0-57.828 46.782-104.934 104.934-104.934 30.213 0 57.502 12.67 76.67 33.137 23.715-4.548 46.456-13.32 66.599-25.34-7.798 24.366-24.366 44.833-46.132 57.827 21.117-2.273 41.584-8.122 60.426-16.243-14.292 20.791-32.161 39.308-52.628 54.253z"/></svg>](https://twitter.com/Masappdata)
]

.pull-right[
Para dudas y preguntas:
<svg aria-hidden="true" role="img" viewBox="0 0 448 512" style="height:1em;width:0.88em;vertical-align:-0.125em;margin-left:auto;margin-right:auto;font-size:inherit;fill:currentColor;overflow:visible;position:relative;"><path d="M380.9 97.1C339 55.1 283.2 32 223.9 32c-122.4 0-222 99.6-222 222 0 39.1 10.2 77.3 29.6 111L0 480l117.7-30.9c32.4 17.7 68.9 27 106.1 27h.1c122.3 0 224.1-99.6 224.1-222 0-59.3-25.2-115-67.1-157zm-157 341.6c-33.2 0-65.7-8.9-94-25.7l-6.7-4-69.8 18.3L72 359.2l-4.4-7c-18.5-29.4-28.2-63.3-28.2-98.2 0-101.7 82.8-184.5 184.6-184.5 49.3 0 95.6 19.2 130.4 54.1 34.8 34.9 56.2 81.2 56.1 130.5 0 101.8-84.9 184.6-186.6 184.6zm101.2-138.2c-5.5-2.8-32.8-16.2-37.9-18-5.1-1.9-8.8-2.8-12.5 2.8-3.7 5.6-14.3 18-17.6 21.8-3.2 3.7-6.5 4.2-12 1.4-32.6-16.3-54-29.1-75.5-66-5.7-9.8 5.7-9.1 16.3-30.3 1.8-3.7.9-6.9-.5-9.7-1.4-2.8-12.5-30.1-17.1-41.2-4.5-10.8-9.1-9.3-12.5-9.5-3.2-.2-6.9-.2-10.6-.2-3.7 0-9.7 1.4-14.8 6.9-5.1 5.6-19.4 19-19.4 46.3 0 27.3 19.9 53.7 22.6 57.4 2.8 3.7 39.1 59.7 94.8 83.8 35.2 15.2 49 16.5 66.6 13.9 10.7-1.6 32.8-13.4 37.4-26.4 4.6-13 4.6-24.1 3.2-26.4-1.3-2.5-5-3.9-10.5-6.6z"/></svg> Linda Cabrera O. (+34 924 609 588)
]