From 7a5032d01bd7b2590d8df71ae2b580df218fea7b Mon Sep 17 00:00:00 2001 From: Julio Trecenti Date: Sun, 3 Sep 2023 09:59:09 -0300 Subject: [PATCH] =?UTF-8?q?dados=20e=20scraping=F0=9F=8E=B2=F0=9F=95=B8?= =?UTF-8?q?=EF=B8=8F?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- R/gaas.R | 103 ++++++++++++++++++++++++++++++++++++++++ data-raw/gaas-data.R | 110 +++++++++++++++++++++++++++++++++++++++++++ data-raw/gaas.R | 3 -- data/da_gaas.rda | Bin 0 -> 41631 bytes 4 files changed, 213 insertions(+), 3 deletions(-) create mode 100644 R/gaas.R create mode 100644 data-raw/gaas-data.R delete mode 100644 data-raw/gaas.R create mode 100644 data/da_gaas.rda diff --git a/R/gaas.R b/R/gaas.R new file mode 100644 index 0000000..64aef12 --- /dev/null +++ b/R/gaas.R @@ -0,0 +1,103 @@ +#' Estados a partir do site do GAA +#' +#' @return vetor de estados +#' @export +gaa_estados <- function() { + u_gaas <- "https://www.angaad.org.br/portal/gaas/" + r <- httr::GET(u_gaas) + estados <- r |> + xml2::read_html() |> + xml2::xml_find_all("//select/option") |> + xml2::xml_attr("value") |> + purrr::discard(\(x) x == "") + estados +} + +# Instituicoes a partir do site do GAA +# +# Faz o parse de um item extraido da pagina inicial do GAA +gaa_parse_item <- function(item) { + link <- item |> + xml2::xml_find_first(".//a") |> + xml2::xml_attr("href") + img_link <- item |> + xml2::xml_find_first(".//img") |> + xml2::xml_attr("src") + title <- item |> + xml2::xml_find_first(".//h4") |> + xml2::xml_text() + city <- item |> + xml2::xml_find_first(".//div[@class='pt-cv-ctf-value']") |> + xml2::xml_text() + tibble::tibble( + link = link, + img_link = img_link, + title = title, + city = city + ) +} + +#' Instituicoes a partir do site do GAA +#' +#' @param estado sigla do estado +#' @return tibble com as instituicoes +#' @export +gaa_instituicoes <- function(estado) { + u <- paste0("https://www.angaad.org.br/portal/gaas/?tx_category=", estado) + r <- httr::GET(u) + items <- r |> + xml2::read_html() |> + xml2::xml_find_all("//div[contains(@class,'pt-cv-content-item')]") |> + purrr::map(parse_item, .progress = TRUE) |> + purrr::list_rbind(names_to = "id") |> + dplyr::mutate(estado = estado) + items +} + +#' Faz o download de um GAA a partir do link +#' +#' @param link link do GAA +#' @param path pasta onde salvar o arquivo +#' @return caminho do arquivo baixado +#' @export +gaa_download <- function(link, path) { + fs::dir_create(path) + f <- paste0(path, "/", basename(link), ".html") + if (!file.exists(f)) { + r <- httr::GET(link, httr::write_disk(f, TRUE)) + } + f +} + +#' Faz o parse de um GAA +#' +#' @param f caminho do arquivo +#' @return tibble com os dados do GAA +#' @export +gaa_parse <- function(f) { + xml <- xml2::read_html(f) + views <- xml |> + xml2::xml_find_all("//span[@class='post-views-count']") |> + xml2::xml_text() |> + stringr::str_squish() + txt_completo <- xml |> + xml2::xml_find_first("//div[@class='the_content']") |> + xml2::xml_text() + xml |> + xml2::xml_find_all("//div[@class='the_content']/p") |> + xml2::xml_text() |> + tibble::as_tibble() |> + tidyr::separate( + value, + into = c("key", "value"), + sep = ":", + extra = "merge", + fill = "right" + ) |> + dplyr::mutate( + key = stringr::str_squish(key), + value = stringr::str_squish(value) + ) |> + tibble::add_row(key = "views", value = views) |> + tibble::add_row(key = "txt_completo", value = txt_completo) +} \ No newline at end of file diff --git a/data-raw/gaas-data.R b/data-raw/gaas-data.R new file mode 100644 index 0000000..a092316 --- /dev/null +++ b/data-raw/gaas-data.R @@ -0,0 +1,110 @@ +devtools::load_all() + +# baixando lista de GAAs ---- + +estados <- gaa_estados() + +items_parsed <- purrr::map(estados, gaa_instituicoes, .progress = TRUE) |> + purrr::list_rbind() |> + dplyr::filter(!is.na(city)) + +items_parsed_ibge <- items_parsed |> + dplyr::mutate(uf = dplyr::case_when( + estado == "acre" ~ "AC", + estado == "alagoas" ~ "AL", + estado == "amapa" ~ "AP", + estado == "amazonas" ~ "AM", + estado == "bahia" ~ "BA", + estado == "ceara" ~ "CE", + estado == "distrito-federal" ~ "DF", + estado == "espirito-santo" ~ "ES", + estado == "goias" ~ "GO", + estado == "maranhao" ~ "MA", + estado == "mato-grosso" ~ "MT", + estado == "mato-grosso-do-sul" ~ "MS", + estado == "minas-gerais" ~ "MG", + estado == "para" ~ "PA", + estado == "paraiba" ~ "PB", + estado == "parana" ~ "PR", + estado == "pernambuco" ~ "PE", + estado == "piaui" ~ "PI", + estado == "rio-de-janeiro" ~ "RJ", + estado == "rio-grande-do-norte" ~ "RN", + estado == "rio-grande-do-sul" ~ "RS", + estado == "rondonia" ~ "RO", + estado == "roraima" ~ "RR", + estado == "santa-catarina" ~ "SC", + estado == "sao-paulo" ~ "SP", + estado == "sergipe" ~ "SE", + estado == "tocantins" ~ "TO" + )) |> + dplyr::mutate( + city = stringr::str_remove(city, "-.*"), + city = stringr::str_remove(city, "/.*"), + city = stringr::str_remove(city, "GAA ") + ) |> + munifacil::limpar_colunas(city, uf) |> + dplyr::mutate( + muni_join = dplyr::case_when( + muni_join == "sao luiz" ~ "sao luis", + muni_join == "garanhus" ~ "garanhuns", + muni_join == "jaboatao" ~ "jaboatao dos guararapes", + muni_join == "pernambuco" ~ "recife", + .default = muni_join + ) + ) |> + munifacil::incluir_codigo_ibge() |> + dplyr::select( + id:uf, ibge = id_municipio, + -estado + ) |> + dplyr::mutate(slug = basename(link)) + +# baixando todos os arquivos ---- +purrr::walk( + items_parsed$link, + gaa_download, + path = "data-raw/gaas", + .progress = TRUE +) + +files <- fs::dir_ls("data-raw/gaas") + +aux_gaas <- purrr::map(files, gaa_parse, .progress = TRUE) |> + purrr::list_rbind(names_to = "file") |> + dplyr::filter(key != "") |> + dplyr::group_by(file, key) |> + dplyr::summarise( + value = paste(unique(value), collapse = " | "), + .groups = "drop" + ) |> + tidyr::pivot_wider(names_from = key, values_from = value) |> + janitor::clean_names() + +# Parse ---- +# Essa parte pode ser melhorada posteriormente + +da_gaas <- aux_gaas |> + dplyr::mutate( + data_de_fundacao = dplyr::coalesce( + data_de_fundacao, + dada_de_fundacao, + ano_de_fundacao, + fundado_em, + data_fundacao, + ano_de_fundacao_2 + ) + ) |> + dplyr::select( + file, cep:txt_completo, + -nos_acompanhe_em_nossas_redes_sociais + ) |> + dplyr::mutate( + dplyr::across(dplyr::everything(), \(x) dplyr::na_if(x, "")), + dplyr::across(dplyr::everything(), \(x) dplyr::na_if(x, "NA")) + ) |> + dplyr::mutate(slug = basename(tools::file_path_sans_ext(file))) |> + dplyr::inner_join(items_parsed_ibge, "slug") |> + dplyr::select(id:ibge, file:txt_completo) + +usethis::use_data(da_gaas, overwrite = TRUE) diff --git a/data-raw/gaas.R b/data-raw/gaas.R deleted file mode 100644 index 4e257fc..0000000 --- a/data-raw/gaas.R +++ /dev/null @@ -1,3 +0,0 @@ -## code to prepare `gaas` dataset goes here - -usethis::use_data(gaas, overwrite = TRUE) diff --git 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