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library(utils)
library(leaflet)
library(ggplot2)
library(lubridate)
##
## Attaching package: 'lubridate'
## The following object is masked from 'package:base':
##
## date
library(dplyr)
##
## Attaching package: 'dplyr'
## The following objects are masked from 'package:lubridate':
##
## intersect, setdiff, union
## The following objects are masked from 'package:stats':
##
## filter, lag
## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, union
url= "https://raw.githubusercontent.com/aaizemberg/vis/gh-pages/bataxi/bataxi.csv"
bataxi=read.csv(url)
# -------------------------- TABLA TAXISTAS ------------------------------------
bataxi$minutos = round(((bataxi$duracion)/60),2)
taxistas= bataxi%>%
group_by(id_taxista_r)%>%
summarise(viajes=n(), minutos=sum(minutos),horas=round(minutos/60, 2))%>%
arrange(-viajes)
head(taxistas, 10)
## # A tibble: 10 x 4
## id_taxista_r viajes minutos horas
## <int> <int> <dbl> <dbl>
## 1 857 173 2530. 42.2
## 2 883 166 2640. 44
## 3 594 158 2556. 42.6
## 4 664 158 2482. 41.4
## 5 8 143 2121. 35.4
## 6 105 142 2344. 39.1
## 7 295 142 2131. 35.5
## 8 815 135 2046. 34.1
## 9 692 99 1603. 26.7
## 10 142 95 1575. 26.3
# -------------------------- MAPA ORIGEN ------------------------------------
leaflet(bataxi) %>%
addTiles() %>%
addMarkers(~bataxi$origen_viaje_x, ~bataxi$origen_viaje_y,labelOptions = labelOptions(noHide = F),clusterOptions = markerClusterOptions(),popup = paste0("<b> Taxista: </b>", bataxi$id_taxista_r , "<br/><b> Duracion: </b>", bataxi$minutos, "<br> <b> Cant pasajeros: </b>", bataxi$cantidad_pasajeros)
) %>%
setView(-58.45, -34.62, zoom =11.5)%>%
addProviderTiles("CartoDB.Positron")
# -------------------------- MAPA DESTINO ------------------------------------
leaflet(bataxi) %>%
addTiles() %>%
addMarkers(~bataxi$destino_viaje_x, ~bataxi$destino_viaje_y,labelOptions = labelOptions(noHide = F),clusterOptions = markerClusterOptions(),popup = paste0("<b> Taxista: </b>", bataxi$id_taxista_r , "<br/><b> Duracion: </b>", bataxi$minutos, "<br> <b> Cant pasajeros: </b>", bataxi$cantidad_pasajeros)
) %>%
setView(-58.45, -34.62, zoom =11.5)%>%
addProviderTiles("CartoDB.Positron")
# -------------------------- EVOLUCION CANTIDAD DE VIAJES ------------------------------------
bataxi$fecha=date(bataxi$fecha_inicio)
viajes <- bataxi %>%
group_by(date = fecha) %>%
summarise(viajes = n()) %>%
mutate(year = year(date)) %>%
mutate(month = month(date)) %>%
mutate (month_year =(paste(month, year, sep = "- ")))
viajes %>%
ggplot(aes(x=date, y=viajes))+
geom_smooth(color = "#FF5A5F")+
geom_line( color="grey") +
geom_point(shape=21, color = "#007A87", fill="#007A87", size=1) +
scale_x_date(date_breaks = "months" , date_labels = "%b-%y") +
ggtitle("Evolución de los viajes en 2017")
## `geom_smooth()` using method = 'loess' and formula 'y ~ x'