0

Instalar y Cargar Paquetes

library(data.table)
library(ggplot2)
library(tidyverse)
library(leaflet)
library(rgdal)
library(deldir)
library(sp)
library(RColorBrewer)
library(KernSmooth)

P1

Cargar mapas

  1. Mapa accidentes en bicicleta 2015 Fuente: http://www.ide.cl/index.php/salud/item/1595-accidentes-en-bicicleta-ano-2016
biciMap <- readOGR(dsn="Bici_personaGS2016_2/Bici_personaGS2016_2.shp")
## OGR data source with driver: ESRI Shapefile 
## Source: "/Users/milemorozin/Desktop/Data Science/Clase 7/Bici_personaGS2016_2/Bici_personaGS2016_2.shp", layer: "Bici_personaGS2016_2"
## with 1135 features
## It has 33 fields
biciMap@proj4string
## CRS arguments: +proj=longlat +datum=WGS84 +no_defs
proj4string(biciMap)
## [1] "+proj=longlat +datum=WGS84 +no_defs"
biciMap@coords
##         coords.x1 coords.x2
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## [1086,] -70.60422 -33.41929
## [1087,] -70.61777 -33.45307
## [1088,] -70.72316 -33.44846
## [1089,] -70.72316 -33.44846
## [1090,] -70.56594 -33.42080
## [1091,] -70.64626 -33.44282
## [1092,] -70.51796 -33.35193
## [1093,] -70.78330 -33.53898
## [1094,] -70.60892 -33.45371
## [1095,] -70.62062 -33.45415
## [1096,] -70.66144 -33.52652
## [1097,] -70.66757 -33.45223
## [1098,] -70.69352 -33.43532
## [1099,] -70.67452 -33.43703
## [1100,] -70.56415 -33.46866
## [1101,] -70.63327 -33.45622
## [1102,] -70.62358 -33.42724
## [1103,] -70.72901 -33.34955
## [1104,] -70.77074 -33.44322
## [1105,] -70.63654 -33.44517
## [1106,] -70.63466 -33.55608
## [1107,] -70.63435 -33.43458
## [1108,] -70.62501 -33.45449
## [1109,] -70.64594 -33.45623
## [1110,] -70.63654 -33.44517
## [1111,] -70.57556 -33.40229
## [1112,] -70.65839 -33.43697
## [1113,] -70.62577 -33.44399
## [1114,] -70.71530 -33.44587
## [1115,] -70.68284 -33.38149
## [1116,] -70.59243 -33.41397
## [1117,] -70.56316 -33.61633
## [1118,] -70.75128 -33.51829
## [1119,] -70.71962 -33.44293
## [1120,] -70.71446 -33.40357
## [1121,] -70.60947 -33.45195
## [1122,] -70.63430 -33.46973
## [1123,] -70.63624 -33.46014
## [1124,] -70.58665 -33.43010
## [1125,] -70.63386 -33.54516
## [1126,] -70.57280 -33.46010
## [1127,] -70.70735 -33.44159
## [1128,] -70.69875 -33.48147
## [1129,] -70.77238 -33.52471
## [1130,] -70.74013 -33.51011
## [1131,] -70.74013 -33.51011
## [1132,] -70.74407 -33.47996
## [1133,] -70.65153 -33.52528
## [1134,] -70.61188 -33.47052
## [1135,] -70.57441 -33.61237
  1. Mapa comunas Santiago
ComunasR13Map <- readOGR (dsn = "ComunasR13/COMUNA_C17.shp")
## OGR data source with driver: ESRI Shapefile 
## Source: "/Users/milemorozin/Desktop/Data Science/Clase 7/ComunasR13/COMUNA_C17.shp", layer: "COMUNA_C17"
## with 52 features
## It has 8 fields
ComunasR13Map@proj4string
## CRS arguments:
##  +proj=longlat +ellps=GRS80 +towgs84=0,0,0,0,0,0,0 +no_defs
ComunsR13Map <- spTransform(ComunasR13Map, CRSobj = proj4string(biciMap))
ComunasR13Map@proj4string
## CRS arguments:
##  +proj=longlat +ellps=GRS80 +towgs84=0,0,0,0,0,0,0 +no_defs

Static Base Plot

plot(biciMap)

plot(ComunasR13Map)

Interactive/live Plot

leaflet(biciMap)%>% addTiles()%>% addMarkers()

Alternativa con Puntos

leaflet(biciMap)%>% addTiles()%>% addCircles()

Interactive/live Plot

leaflet(ComunsR13Map)%>% addTiles() %>% addPolygons()
leaflet(ComunasR13Map)%>% addTiles()%>% addPolygons() %>% addMarkers(biciMap, lng=biciMap@coords[,1], lat = biciMap@coords[,2])

Mapa por Comuna con mƔs Accidentes

  1. Creando un mapa con las comunas que tienen datos
head(ComunasR13Map@data)
##   REGION                       NOM_REGION PROVINCIA NOM_PROVIN COMUNA
## 0     13 REGIƓN METROPOLITANA DE SANTIAGO       134      MAIPO  13404
## 1     13 REGIƓN METROPOLITANA DE SANTIAGO       134      MAIPO  13402
## 2     13 REGIƓN METROPOLITANA DE SANTIAGO       131   SANTIAGO  13124
## 3     13 REGIƓN METROPOLITANA DE SANTIAGO       131   SANTIAGO  13103
## 4     13 REGIƓN METROPOLITANA DE SANTIAGO       133  CHACABUCO  13301
## 5     13 REGIƓN METROPOLITANA DE SANTIAGO       133  CHACABUCO  13303
##    NOM_COMUNA SHAPE_Leng  SHAPE_Area
## 0       PAINE  1.6253302 0.066034887
## 1        BUIN  0.8841641 0.021166233
## 2    PUDAHUEL  0.7201757 0.019124278
## 3 CERRO NAVIA  0.1701803 0.001075965
## 4      COLINA  1.6920071 0.093820189
## 5      TILTIL  1.3301477 0.063169398
head(biciMap@data)
##   IdAcciden Accidentes Fallecidos Graves Menos_Grav Leves Ilesos  ANO     FECHA
## 1    870941          2          0      0          0     2      0 2016 1/11/2016
## 2    875846          1          0      1          0     0      0 2016 1/22/2016
## 3    876106          1          0      1          0     0      0 2016 1/23/2016
## 4    876656          1          0      1          0     0      0 2016 1/27/2016
## 5    884912          1          0      0          0     0      1 2016 2/23/2016
## 6    881882          2          0      0          0     1      1 2016 2/25/2016
##    HORA COD_COMUNA     COMUNA1 COD_REGION              REGION1       TIPO_ACCID
## 1  7:40      13123 PROVIDENCIA         13 REGION METROPOLITANA COLISION LATERAL
## 2 16:15      13103 CERRO NAVIA         13 REGION METROPOLITANA COLISION LATERAL
## 3 20:30      13120       NUNOA         13 REGION METROPOLITANA         COLISION
## 4 20:50      13128       RENCA         13 REGION METROPOLITANA   CHOQUE FRONTAL
## 5 14:00      13101    SANTIAGO         13 REGION METROPOLITANA        ATROPELLO
## 6 19:30      13119       MAIPU         13 REGION METROPOLITANA COLISION LATERAL
##   TIPO__CONA   ZONA         UBICACION_                   CAUSA__CON
## 1   COLISION URBANA TRAMO DE VIA RECTA     PERDIDA CONTROL VEHICULO
## 2   COLISION URBANA TRAMO DE VIA RECTA       CAUSAS NO DETERMINADAS
## 3   COLISION URBANA TRAMO DE VIA RECTA    IMPRUDENCIA DEL CONDUCTOR
## 4     CHOQUE URBANA TRAMO DE VIA RECTA                 OTRAS CAUSAS
## 5  ATROPELLO URBANA TRAMO DE VIA RECTA DESOBEDIENCIA A SENALIZACION
## 6   COLISION URBANA TRAMO DE VIA RECTA    IMPRUDENCIA DEL CONDUCTOR
##                                              CAUSA1           CALLE_UNO
## 1                          PERDIDA CONTROL VEHICULO        SANTA ISABEL
## 2                            CAUSAS NO DETERMINADAS             NEPTUNO
## 3 CONDUCCION NO ATENTO CONDICIONES TRANSITO MOMENTO       DUBLE ALMEYDA
## 4                                      OTRAS CAUSAS             NAPOLES
## 5     SENALIZACION DESOBEDECER LUZ ROJA DE SEMAFORO JOSE SANTIAGO MONTT
## 6 CONDUCCION NO ATENTO CONDICIONES TRANSITO MOMENTO  FUNDO LA RINCONADA
##   CALLE_DOS NUMERO            INTERSECCI               DIRECCIO_1
## 1      <NA>   1161          - STA ISABEL        1161 SANTA ISABEL
## 2      <NA>   1530             - NEPTUNO             1530 NEPTUNO
## 3      <NA>   4289       - DUBLE ALMEYDA       4289 DUBLE ALMEYDA
## 4      <NA>   1496             - NAPOLES             1496 NAPOLES
## 5      <NA>   2373 - JOSE SANTIAGO MONTT 2373 JOSE SANTIAGO MONTT
## 6      <NA>    145  - FUNDO LA RINCONADA   145 FUNDO LA RINCONADA
##                      CALZADA TIPO_CALZA ESTADO_CAL CONDICION_ ESTADO_ATM n_bno
## 1             UNIDIRECCIONAL    ASFALTO    REGULAR       SECO  DESPEJADO    NA
## 2              BIDIRECCIONAL    ASFALTO      BUENO       SECO  DESPEJADO    12
## 3             UNIDIRECCIONAL   CONCRETO      BUENO       SECO  DESPEJADO    79
## 4             UNIDIRECCIONAL   CONCRETO      BUENO       SECO  DESPEJADO    33
## 5 BIDIRECCIONAL CON BANDEJON    ASFALTO      BUENO       SECO  DESPEJADO   142
## 6             UNIDIRECCIONAL    ASFALTO      BUENO       SECO  DESPEJADO    55
##   n_acc porc_bueno
## 1   135         NA
## 2    15  0.8000000
## 3    79  1.0000000
## 4    35  0.9428571
## 5   150  0.9466667
## 6    62  0.8870968
table(ComunasR13Map@data$COMUNA%in%biciMap@data$COD_COMUNA)
## 
## FALSE  TRUE 
##    17    35
ComunasR13MapBici <- ComunasR13Map[ComunasR13Map@data$COMUNA%in%biciMap@data$COD_COMUNA,]

Interactive/live Plot

leaflet(ComunasR13MapBici)%>% addTiles()%>% addPolygons()%>% addMarkers(biciMap, lng=biciMap@coords[,1], lat=biciMap@coords[,2])
  1. AƱadiendo tabla de estadƭsticos descriptivos al mapa
class(biciMap@data)
## [1] "data.frame"
biciData <- data.table(biciMap@data)
NumAccBici <- biciData[,.(NumAccBici=.N), by=COD_COMUNA]
ComunasR13MapBici@data <- merge(ComunasR13MapBici@data, NumAccBici, by.x="COMUNA", by.y="COD_COMUNA", sort=F, all.x=T)
  1. Creando colores
pColor<-colorQuantile(palette = brewer.pal(4,name = "Reds"),domain =range(ComunasR13MapBici@data$NumAccBici,na.rm = T),n = 5)
  1. Creando labels
labels <- sprintf(
  "<strong>Comuna: %s </strong><br/>Acc.Bicicleta: %g ",
  ComunasR13MapBici$NOM_COMUNA, ComunasR13MapBici$NumAccBici
) %>% lapply(htmltools::HTML)

GrƔfico de Colores por Comuna

leaflet(ComunasR13MapBici)%>% addTiles()%>% addPolygons(fillColor= ~pColor(NumAccBici),color='white', weight=1, fillOpacity = 0.7, highlight= highlightOptions(weight=5, color="#666", fillOpacity = 0.7, bringToFront = TRUE), label=labels)

3. Seleccionar las comunas con mƔs accidentes

  1. Verficar cuƔles son las comunas con mƔs accidentes
biciData <- data.table(biciMap@data)
biciData[,.N, by=.(COMUNA1)]
##              COMUNA1   N
##  1:      PROVIDENCIA 135
##  2:      CERRO NAVIA  15
##  3:            NUNOA  79
##  4:            RENCA  35
##  5:         SANTIAGO 150
##  6:            MAIPU  62
##  7:       LA FLORIDA  31
##  8: P. AGUIRRE CERDA  11
##  9:         PUDAHUEL  37
## 10:        PENALOLEN  41
## 11:            LAMPA  11
## 12:           COLINA   6
## 13:       LAS CONDES  52
## 14:        QUILICURA  48
## 15:      SAN JOAQUIN  18
## 16:           PIRQUE   1
## 17:      PUENTE ALTO  73
## 18:            MACUL  28
## 19:      LA CISTERNA  16
## 20:     LO BARNECHEA   9
## 21:        EL BOSQUE  34
## 22:        CERRILLOS  14
## 23:        SAN RAMON  14
## 24:         VITACURA   6
## 25:         RECOLETA  24
## 26:         LA REINA  29
## 27:         LO PRADO  18
## 28: ESTACION CENTRAL  32
## 29:       SAN MIGUEL  19
## 30:    QUINTA NORMAL  27
## 31:        LA GRANJA  15
## 32:       HUECHURABA   6
## 33:    INDEPENDENCIA  16
## 34:       LA PINTANA  12
## 35:         CONCHALI  11
##              COMUNA1   N
  1. Crear mapa solo de la comuna con mƔs accidentes
biciMapsStgo <- biciMap[biciMap$COMUNA1 == "SANTIAGO" | biciMap$COMUNA1 == "PROVIDENCIA",]
leaflet(biciMapsStgo)%>% addTiles()%>% addMarkers()

Mapa de densidad de accidentes

  1. Hacer linea de contorno
kde2d <- bkde2D(biciMapsStgo@coords, bandwidth = c(.00225, .00225))
CL <- contourLines(kde2d$x1, kde2d$x2, kde2d$fhat)
  1. extraes los niveles de las lineas de contorno
LEVS <- as.factor(sapply(CL,`[[`, "level"))
NLEV <- length(levels(LEVS))
  1. Convertir las lineas de contorno en polĆ­gonos
pgons <- lapply(1:length(CL), function(i)
  Polygons(list(Polygon(cbind(CL[[i]]$x, CL[[i]]$y))), ID=i))
spgons <- SpatialPolygons(pgons)
  1. Mapa leaflet con polĆ­gonos
leaflet(spgons) %>% addTiles() %>% addPolygons(color= heat.colors(NLEV, NULL)[LEVS])

Densidad de Accidentes vs Localización de Bike Stores

bikeShops <- readRDS("bikeShopsStgo(1).rds")
bikeShops$store_lat <- as.numeric(bikeShops$store_lat)
bikeShops$store_lon <- as.numeric(bikeShops$store_lon)
leaflet(spgons) %>% addTiles() %>% 
  addPolygons(color = heat.colors(NLEV, NULL)[LEVS])%>%
  addMarkers(lng = bikeShops$store_lon,lat = bikeShops$store_lat)