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data.R
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# ---------------------------------------------------------------------------------------
# legislatoR
# Sascha Göbel and Simon Munzert
# Script: data
# August 2019
# ---------------------------------------------------------------------------------------
#### PREPARATIONS =======================================================================
# clear workspace -----------------------------------------------------------------------
rm(list = ls(all = TRUE))
# set working directory -----------------------------------------------------------------
setwd("D:/Sascha/Projects/legislatoR")
# install and load packages and functions -----------------------------------------------
source("./code/packages.R")
source("./code/functions.R")
#### DATA COLLECTION ====================================================================
# retrieve basic data from Wikipedia tables ---------------------------------------------
# austrian nationalrat
austria_core <- collectorAustria(source = "./data/htmls/austria/")
saveRDS(austria_core, "./data/austria_core")
# canadian house of commons
canada_core <- collectorCanada(source = "./data/htmls/canada")
saveRDS(canada_core, "./data/canada_core")
# czech poslanecka snemovna
czech_core <- collectorCzech(source = "./data/htmls/czech/")
saveRDS(czech_core, "./data/czech_core")
# french assemble
france_core <- collectorFrance(source = "./data/htmls/france/")
saveRDS(france_core, "./data/france_core")
# german bundestag
germany_core <- collectorGermany(source = "./data/htmls/germany/")
saveRDS(germany_core, "./data/germany_core")
# irish dail
ireland_core <- collectorIreland(source = "./data/htmls/ireland/")
saveRDS(ireland_core, "./data/ireland_core")
# scottish parliament
scotland_core <- collectorScotland(source = "./data/htmls/scotland/")
saveRDS(scotland_core, "./data/scotland_core")
# united kingdom parliament
uk_core <- collectorUk(source = "./data/htmls/uk/")
saveRDS(uk_core, "./data/uk_core")
# united states house
usah_core <- collectorUSA(source = "./data/htmls/usa/", chamber = "house")
saveRDS(usah_core, "./data/usah_core")
# united states senate
usas_core <- collectorUSA(source = "./data/htmls/usa/", chamber = "senate")
saveRDS(usas_core, "./data/usas_core")
# retrieve wikipedia page and wikidata ids ----------------------------------------------
# austrian nationalrat
austria_ids <- lapply(X = austria_core, FUN = wikiIDs, corp = TRUE)
saveRDS(austria_ids, "./data/austria_ids")
# canadian house of commons
canada_ids <- lapply(X = canada_core, FUN = wikiIDs, corp = TRUE)
saveRDS(canada_ids, "./data/canada_ids")
# czech poslanecka snemovna
czech_ids <- lapply(X = czech_core, FUN = wikiIDs, corp = TRUE)
saveRDS(czech_ids, "./data/czech_ids")
# french assemble
france_ids <- lapply(X = france_core, FUN = wikiIDs, corp = TRUE)
saveRDS(france_ids, "./data/france_ids")
# german bundestag
germany_ids <- lapply(X = germany_core, FUN = wikiIDs, corp = TRUE)
saveRDS(germany_ids, "./data/germany_ids")
# irish dail
ireland_ids <- lapply(X = ireland_core, FUN = wikiIDs, corp = TRUE)
saveRDS(ireland_ids, "./data/ireland_ids")
# scottish parliament
scotland_ids <- lapply(X = scotland_core, FUN = wikiIDs, corp = TRUE)
saveRDS(scotland_ids, "./data/scotland_ids")
# united kingdom parliament
uk_ids <- lapply(X = uk_core, FUN = wikiIDs, corp = TRUE)
saveRDS(uk_ids, "./data/uk_ids")
# united states house
usah_ids <- lapply(X = usah_core, FUN = wikiIDs, corp = TRUE)
saveRDS(usah_ids, "./data/usah_ids")
# united states senate
usas_ids <- lapply(X = usas_core, FUN = wikiIDs, corp = TRUE)
saveRDS(usas_ids, "./data/usas_ids")
# bind ids to core data and collapse ----------------------------------------------------
# austrian nationalrat
austria <- bind_rows(Map(cbind, austria_ids, austria_core))
saveRDS(austria, "./data/austria")
# canadian house of commons
canada <- bind_rows(Map(cbind, canada_ids, canada_core))
saveRDS(canada, "./data/canada")
# czech poslanecka snemovna
czech <- bind_rows(Map(cbind, czech_ids, czech_core))
saveRDS(czech, "./data/czech")
# french assemble
france <- bind_rows(Map(cbind, france_ids, france_core))
saveRDS(france, "./data/france")
# german bundestag
germany <- bind_rows(Map(cbind, germany_ids, germany_core))
saveRDS(germany, "./data/germany")
# irish dail
ireland <- bind_rows(Map(cbind, ireland_ids, ireland_core))
saveRDS(ireland, "./data/ireland")
# scottish parliament
scotland <- bind_rows(Map(cbind, scotland_ids, scotland_core))
saveRDS(scotland, "./data/scotland")
# united kingdom parliament
uk <- bind_rows(Map(cbind, uk_ids, uk_core))
saveRDS(uk, "./data/uk")
# united states house
usah <- bind_rows(Map(cbind, usah_ids, usah_core))
saveRDS(usah, "./data/usah")
# united states senate
usas <- bind_rows(Map(cbind, usas_ids, usas_core))
saveRDS(usas, "./data/usas")
# import official data (where applicable) and merge with core and ids -------------------
# german bundestag - religion
# ### the 'religion' field was completely removed in the 2018 edition of the official xml
# ### hence the officially listed religion is only appended for politicians in office in
# ### or prior to the 17th legislative period
mdbs <- read_html("./data/htmls/germany_official/MDB_STAMMDATEN.xml")
last_name <- html_nodes(x = mdbs, xpath = "//mdb//namen") %>%
html_node(., "nachname") %>%
html_text()
first_name <- html_nodes(x = mdbs, xpath = "//mdb//namen") %>%
html_node(., "vorname") %>%
html_text()
birth_date <- html_nodes(x = mdbs, xpath = "//mdb//geburtsdatum") %>%
html_text()
religion <- html_nodes(x = mdbs, xpath = "//mdb//religion") %>%
html_text()
id <- html_nodes(x = mdbs, xpath = "//mdb/id") %>%
html_text()
mdbs <- data.frame(first_name = first_name, last_name = last_name, religion = religion, id = id, birth = birth_date,
stringsAsFactors = FALSE)
mdbs$name <- str_c(mdbs$first_name, " ", mdbs$last_name)
mdbs <- arrange(mdbs, name)
remainder1 <- germany[which(is.na(match(germany$name, mdbs$name))),]
remainder2 <- mdbs[which(is.na(match(mdbs$name, germany$name))),]
remainder1$last_name <- str_replace(remainder1$name, "^.+ ", "")
remainder1$first_name <- str_replace(remainder1$name, " .+$", "")
remainder1$comb1 <- str_c(remainder1$first_name, remainder1$birth)
remainder1$comb2 <- str_c(remainder1$last_name, remainder1$birth)
remainder2$birth <- dmy(str_replace_all(as.character(remainder2$birth), "\\.", "-"))
remainder2$comb1 <- str_c(remainder2$first_name, remainder2$birth)
remainder2$comb2 <- str_c(remainder2$last_name, remainder2$birth)
remainder2$replace1 <- remainder1$name[match(remainder2$comb1, remainder1$comb1)]
remainder2$replace2 <- remainder1$name[match(remainder2$comb2, remainder1$comb2)]
remainder2$replaced <- ifelse(!is.na(remainder2$replace1), remainder2$replace1,
ifelse(!is.na(remainder2$replace2), remainder2$replace2,
remainder2$name))
mdbs$name[which(mdbs$id %in% remainder2$id)] <- remainder2$replaced
mdbs_name_repl1 <- str_replace(mdbs$name[which(!(mdbs$name %in% germany$name))], " +?", " von ")
mdbs_name_idx1 <- which(!(mdbs$name %in% germany$name))[which(mdbs_name_repl1 %in% germany$name)]
mdbs$name[mdbs_name_idx1] <- mdbs_name_repl1[which(mdbs_name_repl1 %in% germany$name)]
mdbs_name_repl2 <- str_replace(mdbs$name[which(!(mdbs$name %in% germany$name))], " .+(?=[A-Z].+$)", " ")
mdbs_name_idx2 <- which(!(mdbs$name %in% germany$name))[which(mdbs_name_repl2 %in% germany$name)]
mdbs$name[mdbs_name_idx2] <- mdbs_name_repl2[which(mdbs_name_repl2 %in% germany$name)]
mdbs$name <- mdbs$name %>%
replace(list = which(!(mdbs$name %in% germany$name)), # germany must include legislators until and including the 18th period
values = c("Adelheid D. Tröscher", "Adolf Freiherr Spies von Büllesheim", "Agnieszka Brugger",
"Alexander Graf Lambsdorff", "Alois Graf von Waldburg-Zeil", "Anke Martiny-Glotz",
"Armin-Paul Hampel", "Axel de Vries", "Bernard Povel",
"Bertold Mathias Reinartz", "Botho Prinz zu Sayn-Wittgenstein-Hohenstein",
"Carl-Detlev Freiherr von Hammerstein", "Christian Haase", "Christoph de Vries",
"Claire Marienfeld", "Cornelia von Teichman und Logischen", "Dietrich Rollmann",
"Dorothea Marx", "Dora Lösche", "Dorothée Menzner",
"Egon Wilhelm Ramms", "Eike Götz", "Elfriede Klemmert",
"Elimar Freiherr von Fürstenberg", "Elke Leonhard", "Ernst Paul Dörfler",
"Volker Schemmel", "Ernst Ulrich von Weizsäcker", "Eugen Fürst zu Oettingen-Wallerstein",
"Eugen von der Wiesche", "Eva Bulling-Schröter", "Eva Schreiber",
"Eva Gräfin Finck von Finckenstein", "Sibylle Engel", "Frank Schmidt",
"Franz Peter Basten", "Franz Ludwig Schenk Graf von Stauffenberg", "Fritz Mensing",
"Fritz Henßler", "Gabi Molitor", "Georg Graf Henckel von Donnersmarck",
"Georg Baron Manteuffel-Szoege", "Gerd Bauer", "Trude Unruh",
"Gila Altmann", "Günter Schlichting-von Rönn", "Günter Henle",
"Gustav Freiherr von Gemmingen-Hornberg", "Hakki Keskin", "Halo Saibold",
"Hans-Adolf de Terra", "Hans Egon Engell", "Hans-Georg von der Marwitz",
"Hajo Hoffmann", "Hans Albrecht Freiherr von Rechenberg", "Hans Böhm",
"Hans Graf Huyn", "Hans Paul Hermann Schuster", "Hans With",
"Heidi Lippmann", "Heinrich Graf von Einsiedel", "Heinrich Leonhard Kolb",
"Heinrich Stooß", "Heinz Dieter Eßmann", "Heinz-Dieter Hackel",
"Evrim Sommer", "Horst Ludwig Riemer", "Hubertus Prinz zu Löwenstein-Wertheim-Freudenberg",
"Inge Höger", "Volrad Deneke", "Jan van Aken",
"Joachim Graf von Schönburg-Glauchau", "Jochen van Aerssen", "Johann Segitz",
"Diether Dehm", "Jörg van Essen", "Joseph-Ernst Fugger von Glött",
"Joseph Baumgartner", "Joschka Fischer", "Julia Obermeier",
"Karl-Theodor zu Guttenberg", "Fred Zander", "Karl-Heinz Schröter",
"Karl Graf von Spreti", "Karl-Theodor zu Guttenberg", "Katharina Willkomm",
"Katrin Göring-Eckardt", "Kees de Vries", "Klaus-Dieter Uelhoff",
"Klaus Freiherr von Mühlen", "Klaus-Werner Jonas", "Konstantin Prinz von Bayern",
"Lothar de Maizière", "Ludolf von Wartenberg", "Ludwig Bergsträsser",
"Margareta Wolf", "Mariana Harder-Kühnel", "Marlis Gräfin vom Hagen",
"Matern von Marschall", "Maximilian Lehmer", "Max Freiherr Riederer von Paar",
"Memet Kiliç", "Michael Georg Link", "Michaela Engelmeier-Heite",
"Michaela Noll", "Milan Horácek", "Nadine Schön",
"Olaf in der Beek", "Olaf Baron von Wrangel", "Otto Fürst von Bismarck",
"Otto Freiherr von Feury", "Otto Freiherr von Fircks", "Otto Graf Lambsdorff",
"Peter Harry Carstensen", "Peter von der Heydt Freiherr von Massenbach", "Petra Bläss",
"Philipp Graf von und zu Lerchenfeld", "Martin Schmidt", "Werner Schuster",
"Rembert van Delden", "Richard Tamblé", "Robert Jaffé",
"Ronja Kemmer", "Rudi Adams", "Thomas de Maizière",
"Ulrike Höfken", "Uschi Eid", "Ursula von der Leyen",
"Uwe Lühr", "Alexander Menne", "Walter Franz Altherr",
"Wilderich Freiherr Ostman von der Leye", "Wilhelm Fischer", "Wilhelm Knothe",
"Wolfgang Neškovic"))
mdbs$religion <- ifelse(mdbs$religion == "katholisch" | mdbs$religion == "alt-katholisch", "catholicism",
ifelse(mdbs$religion == "römisch-katholisch", "catholicism",
ifelse(mdbs$religion == "evangelisch", "protestantism evangelical",
ifelse(mdbs$religion == "evangelisch-lutherisch", "protestantism lutheran",
ifelse(mdbs$religion == "evangelisch-reformiert" |
mdbs$religion == "evangelisch-freikirchlich", "protestantism evangelical",
ifelse(mdbs$religion == "konfessionslos" | mdbs$religion == "Atheistin"|
mdbs$religion == "religionslos" | mdbs$religion == "Atheist" |
mdbs$religion == "freireligiös", "atheism",
ifelse(mdbs$religion == "protestantisch", "protestantism",
ifelse(mdbs$religion == "muslimisch"| mdbs$religion == "Islam" |
mdbs$religion == "alevitisch", "islam",
ifelse(mdbs$religion == "griechisch-orthodox" |
mdbs$religion == "russisch-orthodox", "orthodox eastern",
ifelse(mdbs$religion == "orthodox", "orthodox",
ifelse(mdbs$religion == "neuapostolisch", "protestantism apostolic",
NA)
))))))))))
# retrieve wikipedia revision histories -------------------------------------------------
# austrian nationalrat
austria_history <- bind_rows(lapply(X = unique(austria$pageid), FUN = wikiHist,
project = "de.wikipedia"))
saveRDS(austria_history, "./data/austria_history")
# canadian house of commons
canada_history <- bind_rows(lapply(X = unique(canada$pageid), FUN = wikiHist,
project = "en.wikipedia"))
saveRDS(canada_history, "./data/canada_history")
# czech poslanecka snemovna
czech_history <- bind_rows(lapply(X = unique(czech$pageid), FUN = wikiHist,
project = "cz.wikipedia"))
saveRDS(czech_history, "./data/czech_history")
# french assemble
france_history <- bind_rows(lapply(X = unique(france$pageid), FUN = wikiHist,
project = "fr.wikipedia"))
saveRDS(france_history, "./data/france_history")
# german bundestag
germany_history <- bind_rows(lapply(X = unique(germany$pageid), FUN = wikiHist,
project = "de.wikipedia"))
saveRDS(germany_history, "./data/germany_history")
# irish dail
ireland_history <- bind_rows(lapply(X = unique(ireland$pageid), FUN = wikiHist,
project = "en.wikipedia"))
saveRDS(ireland_history, "./data/ireland_history")
# scottish parliament
scotland_history <- bind_rows(lapply(X = unique(scotland$pageid), FUN = wikiHist,
project = "en.wikipedia"))
saveRDS(scotland_history, "./data/scotland_history")
# united kingdom parliament
uk_history <- bind_rows(lapply(X = unique(uk$pageid), FUN = wikiHist,
project = "en.wikipedia"))
saveRDS(uk_history, "./data/uk_history")
# united states house
usah_history <- bind_rows(lapply(X = unique(usah$pageid), FUN = wikiHist,
project = "en.wikipedia"))
saveRDS(usah_history, "./data/usah_history")
# united states senate
usas_history <- bind_rows(lapply(X = unique(usas$pageid), FUN = wikiHist,
project = "en.wikipedia"))
saveRDS(usas_history, "./data/usas_history")
# retrieve undirected wikipedia urls/titles ---------------------------------------------
# austrian nationalrat
austria_title <- undirectedTitle(pageid = unique(austria$pageid),
project = "de.wikipedia")
saveRDS(austria_title, "./data/austria_title")
# canadian house of commons
canada_title <- undirectedTitle(pageid = unique(canada$pageid),
project = "en.wikipedia")
saveRDS(canada_title, "./data/canada_title")
# czech poslanecka snemovna
czech_title <- undirectedTitle(pageid = unique(czech$pageid),
project = "cz.wikipedia")
saveRDS(czech_title, "./data/czech_title")
# french assemble
france_title <- undirectedTitle(pageid = unique(france$pageid),
project = "fr.wikipedia")
saveRDS(france_title, "./data/france_title")
# german bundestag
germany_title <- undirectedTitle(pageid = unique(germany$pageid),
project = "de.wikipedia")
saveRDS(germany_title, "./data/germany_title")
# irish dail
ireland_title <- undirectedTitle(pageid = unique(ireland$pageid),
project = "en.wikipedia")
saveRDS(ireland_title, "./data/ireland_title")
# scottish parliament
scotland_title <- undirectedTitle(pageid = unique(scotland$pageid),
project = "en.wikipedia")
saveRDS(scotland_title, "./data/scotland_title")
# united kingdom parliament
uk_title <- undirectedTitle(pageid = unique(uk$pageid),
project = "en.wikipedia")
saveRDS(uk_title, "./data/uk_title")
# united states house
usah_title <- undirectedTitle(pageid = unique(usah$pageid), project = "en.wikipedia")
saveRDS(usah_title, "./data/usah_title")
# united states senate
usas_title <- undirectedTitle(pageid = unique(usas$pageid), project = "en.wikipedia")
saveRDS(usas_title, "./data/usas_title")
# retrieve wikipedia user traffic -------------------------------------------------------
# austrian nationalrat
austria_title <- readRDS("./data/austria_title")
#austria_title$title[austria_title$pageid == "560107"] <- "Lujo_Tončić-Sorinj"
#austria_title$title[austria_title$pageid == "621824"] <- "Theodor_Piffl-Perčević"
austria_traffic <- wikiTrafficNew(data = austria_title,
project = rep("de", dim(austria_title)[1]))
#austria_traffic <- wikiTraffic(data = austria_title, project = "de.wikipedia")
saveRDS(austria_traffic, "./data/austria_traffic")
# canadian house of commons
canada_title <- readRDS("./data/canada_title")
canada_traffic <- wikiTrafficNew(data = canada_title,
project = rep("en", dim(canada_title)[1]))
#canada_traffic <- wikiTraffic(data = canada_title, project = "en.wikipedia")
saveRDS(canada_traffic, "./data/canada_traffic")
rm(canada_traffic)
# czech poslanecka snemovna
czech_title <- readRDS("./data/czech_title")
czech_traffic <- wikiTrafficNew(data = czech_title,
project = rep("cs", dim(czech_title)[1]))
#czech_traffic <- wikiTraffic(data = czech_title, project = "cs.wikipedia")
saveRDS(czech_traffic, "./data/czech_traffic")
rm(czech_traffic)
# french assemble
france_title <- readRDS("./data/france_title")
france_traffic <- wikiTrafficNew(data = france_title,
project = rep("fr", dim(france_title)[1]))
#france_traffic <- wikiTraffic(data = france_title, project = "fr.wikipedia")
saveRDS(france_traffic, "./data/france_traffic")
rm(france_traffic)
# german bundestag
germany_title <- readRDS("./data/germany_title")
germany_traffic <- wikiTrafficNew(data = germany_title,
project = rep("de", dim(germany_title)[1]))
#germany_traffic <- wikiTraffic(data = germany_title, project = "de.wikipedia")
saveRDS(germany_traffic, "./data/germany_traffic")
rm(germany_traffic)
# irish dail
ireland_title <- readRDS("./data/ireland_title")
ireland_traffic <- wikiTrafficNew(data = ireland_title,
project = rep("en", dim(ireland_title)[1]))
#ireland_traffic <- wikiTraffic(data = ireland_title, project = "en.wikipedia")
saveRDS(ireland_traffic, "./data/ireland_traffic")
rm(ireland_traffic)
# scottish parliament
scotland_title <- readRDS("./data/scotland_title")
scotland_traffic <- wikiTrafficNew(data = scotland_title,
project = rep("en", dim(scotland_title)[1]))
#scotland_traffic <- wikiTraffic(data = scotland_title, project = "en.wikipedia")
saveRDS(scotland_traffic, "./data/scotland_traffic")
rm(scotland_traffic)
# uk parliament
uk_title <- readRDS("./data/uk_title")
uk_traffic <- wikiTrafficNew(data = uk_title_orig,
project = rep("en", dim(uk_title_orig)[1]))
#uk_traffic <- wikiTraffic(data = uk_title, project = "en.wikipedia")
saveRDS(uk_traffic, "./data/uk_traffic")
rm(uk_traffic)
# united states house
usah_title <- readRDS("./data/usah_title")
usah_title[6302,]$title <- "Jonah_K%C5%ABhi%C5%8D_Kalaniana%CA%BBole"
usah_traffic <- wikiTrafficNew(data = usah_title,
project = rep("en", dim(usah_title)[1]))
#usah_traffic <- wikiTraffic(data = usah_title, project = "en.wikipedia")
saveRDS(usah_traffic, "./data/usah_traffic")
rm(usah_traffic)
# united states senate
usas_title <- readRDS("./data/usas_title")
usas_traffic <- wikiTrafficNew(data = usas_title,
project = rep("en", dim(usas_title)[1]))
#usas_traffic <- wikiTraffic(data = usas_title, project = "en.wikipedia")
saveRDS(usas_traffic, "./data/usas_traffic")
rm(usas_traffic)
# retrieve Wikidata entities ------------------------------------------------------------
# austrian nationalrat
austria_entities <- get_item(id = unique(austria$wikidataid))
saveRDS(austria_entities, "./data/austria_entities")
# canadian house of commons
canada_entities <- get_item(id = unique(canada$wikidataid))
saveRDS(canada_entities, "./data/canada_entities")
# czech poslanecka snemovna
czech_entities <- get_item(id = unique(czech$wikidataid))
saveRDS(czech_entities, "./data/czech_entities")
# french assemble
france_entities <- get_item(id = unique(france$wikidataid))
saveRDS(france_entities, "./data/france_entities")
# german bundestag
germany_entities <- get_item(id = unique(germany$wikidataid))
saveRDS(germany_entities, "./data/germany_entities")
# irish dail
ireland_entities <- get_item(id = unique(ireland$wikidataid))
saveRDS(ireland_entities, "./data/ireland_entities")
# scottish parliament
scotland_entities <- get_item(id = unique(scotland$wikidataid))
saveRDS(scotland_entities, "./data/scotland_entities")
# united kingdom parliament
uk_entities <- get_item(id = unique(uk$wikidataid))
saveRDS(uk_entities, "./data/uk_entities")
# united states house
usah_entities <- get_item(id = unique(usah$wikidataid)[!is.na(unique(usah$wikidataid))])
saveRDS(usah_entities, "./data/usah_entities")
# united states senate
usas_entities <- get_item(id = unique(usas$wikidataid))
saveRDS(usas_entities, "./data/usas_entities")
# retrieve sex --------------------------------------------------------------------------
# austrian nationalrat
austria_sex <- wikiData(item = unique(austria$wikidataid), entity = austria_entities,
property = "P21")
austria_sex$sex <- ifelse(austria_sex$male == TRUE, "male",
ifelse(austria_sex$female == TRUE, "female", NA))
austria_sex <- austria_sex[,-c(2,3)]
#austria_sex$sex <- factor(austria_sex$sex)
saveRDS(austria_sex, "./data/austria_sex")
# canadian house of commons
canada_sex <- wikiData(item = unique(canada$wikidataid), entity = canada_entities,
property = "P21")
canada_sex$sex <- ifelse(canada_sex$male == TRUE, "male",
ifelse(canada_sex$female == TRUE, "female", NA))
canada_sex <- canada_sex[,-c(2,3)]
#canada_sex$sex <- factor(canada_sex$sex)
saveRDS(canada_sex, "./data/canada_sex")
# czech poslanecka snemovna
czech_sex <- wikiData(item = unique(czech$wikidataid), entity = czech_entities,
property = "P21")
czech_sex$sex <- ifelse(czech_sex$male == TRUE, "male",
ifelse(czech_sex$female == TRUE, "female", NA))
czech_sex <- czech_sex[,-c(2,3)]
czech_sex$sex <- factor(czech_sex$sex)
saveRDS(czech_sex, "./data/czech_sex")
# french assemble
france_sex <- wikiData(item = unique(france$wikidataid), entity = france_entities,
property = "P21")
france_sex$sex <- ifelse(france_sex$male == TRUE, "male",
ifelse(france_sex$female == TRUE, "female", NA))
france_sex <- france_sex[,-c(2,3)]
france_sex$sex <- factor(france_sex$sex)
saveRDS(france_sex, "./data/france_sex")
# german bundestag
germany_sex <- wikiData(item = unique(germany$wikidataid), entity = germany_entities,
property = "P21")
germany_sex$sex <- ifelse(germany_sex$male == TRUE, "male",
ifelse(germany_sex$female == TRUE, "female", NA))
germany_sex <- germany_sex[,-c(2,3)]
germany_sex$sex <- factor(germany_sex$sex)
saveRDS(germany_sex, "./data/germany_sex")
# irish dail
ireland_sex <- wikiData(item = unique(ireland$wikidataid), entity = ireland_entities,
property = "P21")
ireland_sex$sex <- ifelse(ireland_sex$male == TRUE, "male",
ifelse(ireland_sex$female == TRUE, "female", NA))
ireland_sex <- ireland_sex[,-c(2,3)]
#ireland_sex$sex <- factor(ireland_sex$sex)
saveRDS(ireland_sex, "./data/ireland_sex")
# scottish parliament
scotland_sex <- wikiData(item = unique(scotland$wikidataid), entity = scotland_entities,
property = "P21")
scotland_sex$sex <- ifelse(scotland_sex$male == TRUE, "male",
ifelse(scotland_sex$female == TRUE, "female", NA))
scotland_sex <- scotland_sex[,-c(2,3)]
scotland_sex$sex <- factor(scotland_sex$sex)
saveRDS(scotland_sex, "./data/scotland_sex")
# united kingdom parliament
uk_sex <- wikiData(item = unique(uk$wikidataid), entity = uk_entities,
property = "P21")
uk_sex$sex <- ifelse(uk_sex$male == TRUE, "male",
ifelse(uk_sex$female == TRUE, "female", NA))
uk_sex <- uk_sex[,-c(2,3)]
#uk_sex$sex <- factor(uk_sex$sex)
saveRDS(uk_sex, "./data/uk_sex")
# united states house
usah_sex <- wikiData(item = unique(usah$wikidataid)[!is.na(unique(usah$wikidataid))], entity = usah_entities,
property = "P21")
usah_sex$sex <- ifelse(usah_sex$male == TRUE, "male",
ifelse(usah_sex$female == TRUE, "female", NA))
usah_sex <- usah_sex[,-c(2,3)]
usah_sex$sex <- factor(usah_sex$sex)
saveRDS(usah_sex, "./data/usah_sex")
# united states senate
usas_sex <- wikiData(item = unique(usas$wikidataid), entity = usas_entities,
property = "P21")
usas_sex$sex <- ifelse(usas_sex$male == TRUE, "male",
ifelse(usas_sex$female == TRUE, "female", NA))
usas_sex <- usas_sex[,-c(2,3)]
usas_sex$sex <- factor(usas_sex$sex)
saveRDS(usas_sex, "./data/usas_sex")
# retrieve religion ---------------------------------------------------------------------
# austrian nationalrat
austria_religion <- wikiData(item = unique(austria$wikidataid),
entity = austria_entities, property = "P140")
austria_religion$religion <- replace(NA, rowSums(austria_religion[,c(3, 6, 9)]) >= 1,
"catholicism") %>%
replace(., rowSums(austria_religion[,c(8)]) >= 1,
"protestantism lutheran") %>%
replace(., rowSums(austria_religion[,c(5)]) >= 1,
"islam") %>%
replace(., rowSums(austria_religion[,c(4)]) >= 1,
"agnosticism") %>%
replace(., rowSums(austria_religion[,c(2,7)]) >= 1,
"atheism")
austria_religion <- austria_religion[,c(1, 10)] %>%
filter(!is.na(religion))
austria_religion$religion <- factor(austria_religion$religion)
saveRDS(austria_religion, "./data/austria_religion")
# canadian house of commons
canada_religion <- wikiData(item = unique(canada$wikidataid),
entity = canada_entities, property = "P140")
canada_religion$religion <- replace(NA, rowSums(canada_religion[,c(6,7,18,20)]) >= 1,
"catholicism") %>%
replace(., rowSums(canada_religion[,c(9)]) >= 1,
"protestantism evangelical") %>%
replace(., rowSums(canada_religion[,c(14)]) >= 1,
"protestantism anabaptism") %>%
replace(., rowSums(canada_religion[,c(11)]) >= 1,
"protestantism lutheran") %>%
replace(., rowSums(canada_religion[,c(17)]) >= 1,
"protestantism baptist") %>%
replace(., rowSums(canada_religion[,c(3)]) >= 1,
"orthodox eastern") %>%
replace(., rowSums(canada_religion[,c(4,19)]) >= 1,
"protestantism reformed") %>%
replace(., rowSums(canada_religion[,c(2,25)]) >= 1,
"protestantism methodist") %>%
replace(., rowSums(canada_religion[,c(22,23,24)]) >= 1,
"protestantism") %>%
replace(., rowSums(canada_religion[,c(8,10,21)]) >= 1,
"protestantism anglicanism") %>%
replace(., rowSums(canada_religion[,c(13)]) >= 1,
"protestantism unitarian") %>%
replace(., rowSums(canada_religion[,c(12)]) >= 1,
"hindu") %>%
replace(., rowSums(canada_religion[,c(16)]) >= 1,
"sikhism") %>%
replace(., rowSums(canada_religion[,c(5)]) >= 1,
"islam") %>%
replace(., rowSums(canada_religion[,c(15)]) >= 1,
"judaism")
canada_religion <- canada_religion[,c(1, 26)] %>%
filter(!is.na(religion))
#canada_religion$religion <- factor(canada_religion$religion)
saveRDS(canada_religion, "./data/canada_religion_temp")
# czech poslanecka snemovna
czech_religion <- wikiData(item = unique(czech$wikidataid),
entity = czech_entities, property = "P140")
czech_religion$religion <- replace(NA, rowSums(czech_religion[,c(2,7)]) >= 1,
"catholicism") %>%
replace(., rowSums(czech_religion[,c(5)]) >= 1,
"atheism") %>%
replace(., rowSums(czech_religion[,c(6)]) >= 1,
"protestantism evangelical") %>%
replace(., rowSums(czech_religion[,c(4)]) >= 1,
"protestantism") %>%
replace(., rowSums(czech_religion[,c(3)]) >= 1,
"protestantism reformed")
czech_religion <- czech_religion[,c(1, 8)] %>%
filter(!is.na(religion))
czech_religion$religion <- factor(czech_religion$religion)
saveRDS(czech_religion, "./data/czech_religion")
# french assemble
france_religion <- wikiData(item = unique(france$wikidataid), entity = france_entities,
property = "P140")
france_religion$religion <- replace(NA, rowSums(france_religion[,c(3,7,8,10)]) >= 1,
"catholicism") %>%
replace(., rowSums(france_religion[,c(2)]) >= 1,
"protestantism reformed") %>%
replace(., rowSums(france_religion[,c(5,6)]) >= 1,
"islam") %>%
replace(., rowSums(france_religion[,c(4)]) >= 1,
"agnosticism") %>%
replace(., rowSums(france_religion[,c(9)]) >= 1,
"judaism")
france_religion <- france_religion[,c(1, 11)]
france_religion$religion <- factor(france_religion$religion)
saveRDS(france_religion, "./data/france_religion")
# germany bundestag
germany_religion <- wikiData(item = unique(germany$wikidataid),
entity = germany_entities, property = "P140")
germany_religion$religion <- replace(NA, rowSums(germany_religion[,c(3,12,15,20)]) >= 1,
"catholicism") %>%
replace(., rowSums(germany_religion[,c(19)]) >= 1,
"protestantism reformed") %>%
replace(., rowSums(germany_religion[,c(9,11,4)]) >= 1,
"protestantism lutheran") %>%
replace(., rowSums(germany_religion[,c(2,13,14,17)]) >= 1,
"protestantism evangelical") %>%
replace(., rowSums(germany_religion[,c(16)]) >= 1,
"protestantism") %>%
replace(., rowSums(germany_religion[,c(6)]) >= 1,
"orthodox eastern") %>%
replace(., rowSums(germany_religion[,c(18)]) >= 1,
"islam") %>%
replace(., rowSums(germany_religion[,c(8)]) >= 1,
"buddhism") %>%
replace(., rowSums(germany_religion[,c(7,10,5)]) >= 1,
"atheism")
germany_religion <- germany_religion[,c(1,21)] %>%
filter(!is.na(religion))
germany_religion <- full_join(x = germany_religion, y = data.frame(wikidataid = germany$wikidataid[match(mdbs$name,germany$name)],
religion_2 = mdbs$religion),
by = "wikidataid")
germany_religion$religion_2 <- as.character(germany_religion$religion_2)
germany_religion$religion <- ifelse(is.na(germany_religion$religion), germany_religion$religion_2, germany_religion$religion)
germany_religion <- germany_religion[,-3]
germany_religion <- germany_religion[!is.na(germany_religion$religion),]
germany_religion$religion <- factor(germany_religion$religion)
saveRDS(germany_religion, "./data/germany_religion")
# irish dail
ireland_religion <- wikiData(item = unique(ireland$wikidataid),
entity = ireland_entities, property = "P140")
ireland_religion$religion <- replace(NA, rowSums(ireland_religion[,c(3, 8)]) >= 1,
"catholicism") %>%
replace(., rowSums(ireland_religion[,c(4)]) >= 1,
"islam") %>%
replace(., rowSums(ireland_religion[,c(2, 5, 6)]) >= 1,
"protestant reformed") %>%
replace(., rowSums(ireland_religion[,c(7)]) >= 1,
"anglicanism")
ireland_religion <- ireland_religion[,c(1, 9)]
#ireland_religion$religion <- factor(ireland_religion$religion)
saveRDS(ireland_religion, "./data/ireland_religion_temp")
# scottish parliament
scotland_religion <- wikiData(item = unique(scotland$wikidataid),
entity = scotland_entities, property = "P140")
scotland_religion$religion <- replace(NA, rowSums(scotland_religion[,c(4,8)]) >= 1,
"catholicism") %>%
replace(., rowSums(scotland_religion[,c(5)]) >= 1,
"islam") %>%
replace(., rowSums(scotland_religion[,c(3,6)]) >= 1,
"protestant reformed") %>%
replace(., rowSums(scotland_religion[,c(7)]) >= 1,
"protestantism baptist") %>%
replace(., rowSums(scotland_religion[,c(2)]) >= 1,
"anglicanism")
scotland_religion <- scotland_religion[,c(1, 9)]
scotland_religion$religion <- factor(scotland_religion$religion)
saveRDS(scotland_religion, "./data/scotland_religion")
# united kingdom parliament
uk_religion <- wikiData(item = unique(uk$wikidataid),
entity = uk_entities, property = "P140")
uk_religion$religion <- replace(NA, rowSums(uk_religion[,c(4,16,20)]) >= 1,
"catholicism") %>%
replace(., rowSums(uk_religion[,c(2,13,17,7,12,19)]) >= 1,
"protestantism reformed") %>%
replace(., rowSums(uk_religion[,c(3)]) >= 1,
"protestantism evangelical") %>%
replace(., rowSums(uk_religion[,c(23,24)]) >= 1,
"islam") %>%
replace(., rowSums(uk_religion[,c(6,10)]) >= 1,
"anglicanism") %>%
replace(., rowSums(uk_religion[,c(5,8,21)]) >= 1,
"atheism") %>%
replace(., rowSums(uk_religion[,c(9)]) >= 1,
"buddhism") %>%
replace(., rowSums(uk_religion[,c(11)]) >= 1,
"hindu") %>%
replace(., rowSums(uk_religion[,c(15)]) >= 1,
"sikhism") %>%
replace(., rowSums(uk_religion[,c(14)]) >= 1,
"judaism") %>%
replace(., rowSums(uk_religion[,c(18)]) >= 1,
"protestantism quaker") %>%
replace(., rowSums(uk_religion[,c(22)]) >= 1,
"protestantism methodist")
uk_religion <- uk_religion[,c(1, 25)]
#uk_religion$religion <- factor(uk_religion$religion)
saveRDS(uk_religion, "./data/uk_religion_temp")
# united states house
usah_religion <- wikiData(item = unique(usah$wikidataid), entity = usah_entities,
property = "P140")
usah_religion$religion <- replace(NA, rowSums(usah_religion[,c(11,33,42,61)]) >= 1,
"catholicism") %>%
replace(., rowSums(usah_religion[,c(7,14,23,31,32,35,37,38,48)]) >= 1,
"protestantism evangelical") %>%
replace(., rowSums(usah_religion[,c(5)]) >= 1,
"protestantism proto") %>%
replace(., rowSums(usah_religion[,c(8)]) >= 1,
"protestantism quaker") %>%
replace(., rowSums(usah_religion[,c(9)]) >= 1,
"protestantism anabaptism") %>%
replace(., rowSums(usah_religion[,c(45,51)]) >= 1,
"protestantism lutheran") %>%
replace(., rowSums(usah_religion[,c(3,60)]) >= 1,
"protestantism baptist") %>%
replace(., rowSums(usah_religion[,c(12,17,52)]) >= 1,
"orthodox eastern") %>%
replace(., rowSums(usah_religion[,c(21)]) >= 1,
"orthodox") %>%
replace(., rowSums(usah_religion[,c(10,15,22,24,36,53,62)]) >= 1,
"protestantism reformed") %>%
replace(., rowSums(usah_religion[,c(4,13,27,34,49,54,65)]) >= 1,
"protestantism restorationism") %>%
replace(., rowSums(usah_religion[,c(19,20,25,26,64)]) >= 1,
"protestantism methodist") %>%
replace(., rowSums(usah_religion[,c(16,28,43)]) >= 1,
"protestantism") %>%
replace(., rowSums(usah_religion[,c(6,46,56)]) >= 1,
"protestantism unitarian") %>%
replace(., rowSums(usah_religion[,c(40)]) >= 1,
"protestantism christian science") %>%
replace(., rowSums(usah_religion[,c(18,41,44)]) >= 1,
"anglicanism") %>%
replace(., rowSums(usah_religion[,c(2,58,63)]) >= 1,
"hindu") %>%
replace(., rowSums(usah_religion[,c(29,30)]) >= 1,
"islam") %>%
replace(., rowSums(usah_religion[,c(50)]) >= 1,
"buddhism") %>%
replace(., rowSums(usah_religion[,c(47,55)]) >= 1,
"atheism") %>%
replace(., rowSums(usah_religion[,c(57,59)]) >= 1,
"judaism") %>%
replace(., rowSums(usah_religion[,c(39)]) >= 1,
"soka gakkai")
usah_religion <- usah_religion[,c(1, 66)]
usah_religion$religion <- factor(usah_religion$religion)
saveRDS(usah_religion, "./data/usah_religion")
# united states senate
usas_religion <- wikiData(item = unique(usas$wikidataid), entity = usas_entities,
property = "P140")
usas_religion$religion <- replace(NA, rowSums(usas_religion[,c(7,25,43)]) >= 1,
"catholicism") %>%
replace(., rowSums(usas_religion[,c(4,8,20,21,22)]) >= 1,
"protestantism evangelical") %>%
replace(., rowSums(usas_religion[,c(5)]) >= 1,
"protestantism quaker") %>%
replace(., rowSums(usas_religion[,c(30,33,36,48)]) >= 1,
"protestantism lutheran") %>%
replace(., rowSums(usas_religion[,c(42,47)]) >= 1,
"protestantism baptist") %>%
replace(., rowSums(usas_religion[,c(14)]) >= 1,
"orthodox eastern") %>%
replace(., rowSums(usas_religion[,c(12)]) >= 1,
"orthodox") %>%
replace(., rowSums(usas_religion[,c(6,13,14,17,19,23,26,44,45,15)]) >= 1,
"protestantism reformed") %>%
replace(., rowSums(usas_religion[,c(2,18,32,34,37,46,49)]) >= 1,
"protestantism restorationism") %>%
replace(., rowSums(usas_religion[,c(10,11,16)]) >= 1,
"protestantism methodist") %>%
replace(., rowSums(usas_religion[,c(3,24,40)]) >= 1,
"protestantism unitarian") %>%
replace(., rowSums(usas_religion[,c(9,28)]) >= 1,
"protestantism") %>%
replace(., rowSums(usas_religion[,c(27,29)]) >= 1,
"anglicanism") %>%
replace(., rowSums(usas_religion[,c(31,38,39)]) >= 1,
"atheism") %>%
replace(., rowSums(usas_religion[,c(35,41)]) >= 1,
"judaism")
usas_religion <- usas_religion[,c(1, 50)]
usas_religion$religion <- factor(usas_religion$religion)
saveRDS(usas_religion, "./data/usas_religion")
# retrieve and format birth dates -------------------------------------------------------
# austrian nationalrat
austria_birth <- wikiData(item = unique(austria$wikidataid), entity = austria_entities,
date = TRUE, property = "P569")
austria_birth$date <- austria_birth$date %>% str_replace_all("\\+|T.+", "") %>%
str_replace_all("-00", "-01") %>% as.POSIXct(tz = "UTC")
saveRDS(austria_birth, "./data/austria_birth")
# canadian house of commons
canada_birth <- wikiData(item = unique(canada$wikidataid), entity = canada_entities,
date = TRUE, property = "P569")
canada_birth$date <- canada_birth$date %>% str_replace_all("\\+|T.+", "") %>%
str_replace_all("-00", "-01") %>% as.POSIXct(tz = "UTC")
saveRDS(canada_birth, "./data/canada_birth")
# czech poslanecka snemovna
czech_birth <- wikiData(item = unique(czech$wikidataid), entity = czech_entities,
date = TRUE, property = "P569")
czech_birth$date <- czech_birth$date %>% str_replace_all("\\+|T.+", "") %>%
str_replace_all("-00", "-01") %>% as.POSIXct(tz = "UTC")
saveRDS(czech_birth, "./data/czech_birth")
# french assemble
france_birth <- wikiData(item = unique(france$wikidataid), entity = france_entities,
date = TRUE, property = "P569")
france_birth$date <- france_birth$date %>% str_replace_all("\\+|T.+", "") %>%
str_replace_all("-00", "-01") %>% as.POSIXct(tz = "UTC")
saveRDS(france_birth, "./data/france_birth")
# german bundestag
germany_birth <- wikiData(item = unique(germany$wikidataid), entity = germany_entities,
date = TRUE, property = "P569")
germany_birth$date <- germany_birth$date %>% str_replace_all("\\+|T.+", "") %>%
str_replace_all("-00", "-01") %>% as.POSIXct(tz = "UTC")
saveRDS(germany_birth, "./data/germany_birth")
# irish dail
ireland_birth <- wikiData(item = unique(ireland$wikidataid), entity = ireland_entities,
date = TRUE, property = "P569")
ireland_birth$date <- ireland_birth$date %>% str_replace_all("\\+|T.+", "") %>%
str_replace_all("-00", "-01") %>% as.POSIXct(tz = "UTC")
saveRDS(ireland_birth, "./data/ireland_birth")
# scottish parliament
scotland_birth <- wikiData(item = unique(scotland$wikidataid),
entity = scotland_entities, date = TRUE, property = "P569")
scotland_birth$date <- scotland_birth$date %>% str_replace_all("\\+|T.+", "") %>%
str_replace_all("-00", "-01") %>% as.POSIXct(tz = "UTC")
saveRDS(scotland_birth, "./data/scotland_birth")
# united kingdom parliament
uk_birth <- wikiData(item = unique(uk$wikidataid), entity = uk_entities, date = TRUE,
property = "P569")
uk_birth$date <- uk_birth$date %>% str_replace_all("\\+|T.+", "") %>%
str_replace_all("-00", "-01") %>% as.POSIXct(tz = "UTC")
saveRDS(uk_birth, "./data/uk_birth")
# united states house
usah_birth <- wikiData(item = unique(usah$wikidataid)[!is.na(unique(usah$wikidataid))], entity = usah_entities,
date = TRUE, property = "P569")
usah_birth$date <- usah_birth$date %>% str_replace_all("\\+|T.+", "") %>%
str_replace_all("-00", "-01") %>% as.POSIXct(tz = "UTC")
saveRDS(usah_birth, "./data/usah_birth")
# united states senate
usas_birth <- wikiData(item = unique(usas$wikidataid), entity = usas_entities,
date = TRUE, property = "P569")
usas_birth$date <- usas_birth$date %>% str_replace_all("\\+|T.+", "") %>%
str_replace_all("-00", "-01") %>% as.POSIXct(tz = "UTC")
saveRDS(usas_birth, "./data/usas_birth")
# retrieve and format death dates -------------------------------------------------------
# austrian nationalrat
austria_death <- wikiData(item = unique(austria$wikidataid), entity = austria_entities,
date = TRUE, property = "P570")
austria_death$date <- austria_death$date %>% str_replace_all("\\+|T.+", "") %>%
str_replace_all("-00", "-01") %>% as.POSIXct(tz = "UTC")
saveRDS(austria_death, "./data/austria_death")
# canadian house of commons
canada_death <- wikiData(item = unique(canada$wikidataid), entity = canada_entities,
date = TRUE, property = "P570")
canada_death$date <- canada_death$date %>% str_replace_all("\\+|T.+", "") %>%
str_replace_all("-00", "-01") %>% as.POSIXct(tz = "UTC")
saveRDS(canada_death, "./data/canada_death")
# czech poslanecka snemovna
czech_death <- wikiData(item = unique(czech$wikidataid), entity = czech_entities,
date = TRUE, property = "P570")
czech_death$date <- czech_death$date %>% str_replace_all("\\+|T.+", "") %>%
str_replace_all("-00", "-01") %>% as.POSIXct(tz = "UTC")
saveRDS(czech_death, "./data/czech_death")
# french assemble
france_death <- wikiData(item = unique(france$wikidataid), entity = france_entities,
date = TRUE, property = "P570")
france_death$date <- france_death$date %>% str_replace_all("\\+|T.+", "") %>%
str_replace_all("-00", "-01") %>% as.POSIXct(tz = "UTC")
saveRDS(france_death, "./data/france_death")
# german bundestag
germany_death <- wikiData(item = unique(germany$wikidataid), entity = germany_entities,
date = TRUE, property = "P570")
germany_death$date <- germany_death$date %>% str_replace_all("\\+|T.+", "") %>%
str_replace_all("-00", "-01") %>% as.POSIXct(tz = "UTC")
saveRDS(germany_death, "./data/germany_death")
# irish dail
ireland_death <- wikiData(item = unique(ireland$wikidataid), entity = ireland_entities,
date = TRUE, property = "P570")
ireland_death$date <- ireland_death$date %>% str_replace_all("\\+|T.+", "") %>%
str_replace_all("-00", "-01") %>% as.POSIXct(tz = "UTC")
saveRDS(ireland_death, "./data/ireland_death")
# scottish parliament
scotland_death <- wikiData(item = unique(scotland$wikidataid),
entity = scotland_entities, date = TRUE, property = "P570")
scotland_death$date <- scotland_death$date %>% str_replace_all("\\+|T.+", "") %>%
str_replace_all("-00", "-01") %>% as.POSIXct(tz = "UTC")
saveRDS(scotland_death, "./data/scotland_death")
# united kingdom parliament
uk_death <- wikiData(item = unique(uk$wikidataid), entity = uk_entities, date = TRUE,
property = "P570")
uk_death$date <- uk_death$date %>% str_replace_all("\\+|T.+", "") %>%
str_replace_all("-00", "-01") %>% as.POSIXct(tz = "UTC")
saveRDS(uk_death, "./data/uk_death")
# united states house
usah_death <- wikiData(item = unique(usah$wikidataid)[!is.na(unique(usah$wikidataid))],
date = TRUE, entity = usah_entities,
property = "P570")
usah_death$date <- usah_death$date %>% str_replace_all("\\+|T.+", "") %>%
str_replace_all("-00", "-01") %>% as.POSIXct(tz = "UTC")
saveRDS(usah_death, "./data/usah_death")
# united states senate
usas_death <- wikiData(item = unique(usas$wikidataid), date = TRUE,
entity = usas_entities, property = "P570")
usas_death$date <- usas_death$date %>% str_replace_all("\\+|T.+", "") %>%