R-Google Project
Gabriela Florido
2022-06-23
Google Group Project
Load Data from CSV File
Things to know:
Ano is year in Portuguese. x is longitude and y is latitude.
filename <- "C:/Users/Gabi/Documents/MVC/AI4OPT/R-assignments/forestFires.csv"
ff <- read.csv(filename)
head(ff)## FID_ CID ano1991 ano1992 ano1993 ano1994 ano1995 ano1996 ano1997 ano1998
## 1 NA 1 0 0 0 0 0 0 0 0
## 2 NA 2 0 0 0 0 0 0 0 0
## 3 NA 3 0 0 0 0 0 0 0 0
## 4 NA 4 0 0 0 0 0 0 0 0
## 5 NA 5 0 0 0 0 0 0 0 0
## 6 NA 6 0 0 0 0 0 0 0 0
## ano1999 ano2000 x y
## 1 0 0 -7.31924 38.5406
## 2 0 0 -7.63557 40.5022
## 3 0 0 -7.90273 40.3418
## 4 0 0 -7.25657 39.2572
## 5 0 0 -8.50379 37.3445
## 6 1 0 -8.05975 41.5620SpatialPointsDataFrame
Note: fires2000 is an object of class SpatialPointsDataFrame
library(sp)
library(dplyr)##
## Attaching package: 'dplyr'## The following objects are masked from 'package:stats':
##
## filter, lag## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, unionspatialCoords <- select(ff, long=x,lat=y)
firesData <- select(ff, ano2000)
coordRefSys <- CRS("+proj=longlat +ellps=WGS84")
fires2000 <- SpatialPointsDataFrame(spatialCoords,
firesData,
proj4string=coordRefSys)
fires2000[1:3,]## coordinates ano2000
## 1 (-7.31924, 38.5406) 0
## 2 (-7.63557, 40.5022) 0
## 3 (-7.90273, 40.3418) 0Function bbox() returns the coordinates of the bounding box where all locations are included. In other words it tells you the area we are observing.
bbox(fires2000)## min max
## long -9.49174 -6.20743
## lat 36.98050 42.14360coordinates(fires2000)[1:3,]## long lat
## [1,] -7.31924 38.5406
## [2,] -7.63557 40.5022
## [3,] -7.90273 40.3418summary(fires2000)## Object of class SpatialPointsDataFrame
## Coordinates:
## min max
## long -9.49174 -6.20743
## lat 36.98050 42.14360
## Is projected: FALSE
## proj4string : [+proj=longlat +ellps=WGS84]
## Number of points: 25000
## Data attributes:
## ano2000
## Min. :0.00000
## 1st Qu.:0.00000
## Median :0.00000
## Mean :0.01612
## 3rd Qu.:0.00000
## Max. :1.00000Data Visualization
library(ggmap)## Loading required package: ggplot2## Google's Terms of Service: https://cloud.google.com/maps-platform/terms/.## Please cite ggmap if you use it! See citation("ggmap") for details.library(tibble)register_google(key="AIzaSyD6t3AjNFNqZ9kVBWG7ujs6gzDu64u9nU0")mapPT <- get_map("Portugal",zoom=7)## Source : https://maps.googleapis.com/maps/api/staticmap?center=Portugal&zoom=7&size=640x640&scale=2&maptype=terrain&language=en-EN&key=xxx## Source : https://maps.googleapis.com/maps/api/geocode/json?address=Portugal&key=xxxd4plot <- as_tibble(cbind(coordinates(fires2000), burnt=fires2000$ano2000))
ggmap(mapPT)+geom_point(data=filter(d4plot, burnt==1),aes(x=long,y=lat),col="orange")## Warning: Removed 2 rows containing missing values (geom_point).
spatialCoords## long lat
## 1 -7.319240 38.5406
## 2 -7.635570 40.5022
## 3 -7.902730 40.3418
## 4 -7.256570 39.2572
## 5 -8.503790 37.3445
## 6 -8.059750 41.5620
## 7 -7.326890 41.6608
## 8 -8.501160 40.8712
## 9 -8.593930 38.5452
## 10 -7.618770 41.6729
## 11 -7.726750 39.9059
## 12 -8.216950 40.9402
## 13 -8.266250 37.6890
## 14 -8.307210 38.7868
## 15 -8.086780 41.4904
## 16 -7.539750 39.4361
## 17 -7.863560 38.7995
## 18 -8.367230 37.8878
## 19 -7.889630 40.5269
## 20 -8.651120 40.8395
## 21 -6.974360 40.5817
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## 23 -7.330840 38.1089
## 24 -7.993280 40.6991
## 25 -7.868300 39.2728
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## 32 -8.355230 37.6973
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