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June 27, 2018 16:29
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Iterate over x rates to scrap currency. #purrr
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# Reference | |
# http://www.x-rates.com/average/?from=CNY&to=EUR&amount=100&year=2017 | |
library(rvest) | |
# | |
base <- "http://www.x-rates.com/average/?amount=100" | |
# Currency | |
cur <- c("USD", "CNY") | |
year_range <- 2017:2018 | |
# Permutation of above currency | |
cur_df <- expand.grid(cur, cur) %>% | |
# remove same-currency pair | |
filter(Var1 != Var2) %>% | |
# make into data frame | |
mutate(url = paste0(base, "&from=", Var1, "&to=", Var2, "&year=")) | |
head(cur_df) | |
# Iterate over multiple year to produce list | |
urls <- purrr::map(year_range, ~paste0(cur_df$url, .)) | |
urls | |
# single case | |
url = "https://www.x-rates.com/average/?amount=100&from=JPY&to=CNY&year=2015" | |
xml %>% html_nodes(".avgRate") %>% html_text() %>% list() | |
# obtain 12-month average | |
get_avg_rate <- function(url){ | |
url %>% read_html() %>% html_nodes(".avgRate") %>% html_text() %>% list() | |
} | |
# a safer approach | |
get_safely <- safely(get_avg_rate) | |
# urls %>% map( ~ map(., get_safely)) | |
get_from_list <- function(url_list){ | |
map(url_list, get_safely) | |
} | |
map(urls, get_from_list) |
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