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Parser para los archivos .DAT del Ministerio del Interior y el archivo de códigos de municipios del INE y código en R para gráficas simples.
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#!/usr/bin/env python | |
# -*- coding: utf-8 -*- | |
import csv | |
import codecs | |
import cStringIO | |
import os | |
from collections import namedtuple | |
def getParties(parties_file): | |
""" | |
Return the parties along with their numerical code as a | |
hashtable (key => code, value => party) | |
""" | |
f = open(parties_file) | |
res = dict() | |
for line in f: | |
# Assign fields of fixed length according to the documentation. | |
code = line[8:14] | |
party = unicode(line[64:214].strip(), "iso-8859-1") | |
res[code] = party | |
f.close() | |
return(res) | |
def getTowns(towns_file): | |
""" | |
Return a dictionary with the codes for each town along with their names (key => code, value => town). | |
The code is a tuple containing (Province, Town) codes. | |
""" | |
f = open(towns_file) | |
reader = csv.reader(f) | |
reader.next() # Skip first line, header | |
res = dict() | |
for entry in reader: # Skip first line, header | |
code = (entry[0], entry[1]) # (Province, Town) | |
town = unicode(entry[3], "utf-8") | |
if code not in res: | |
res[code] = town | |
f.close() | |
return(res) | |
def getElectionResults(election_file, parties_dict, towns_dict): | |
""" | |
Return elections results at the level of individual urn. Return a list of | |
namedtuples with the following fields (see code -- first line). | |
""" | |
ElectionEntry = namedtuple('ElectionEntry', 'prov_code, town_code,' + \ | |
'dist_code, section_code,' + \ | |
'table_code, party_code, ' + \ | |
'town_name, party_name, votes') | |
f = open(election_file) | |
def parseLine(line): | |
# As in getParties(), parse according to official field description. | |
prov_code = line[11:13] | |
town_code = line[13:16] | |
dist_code = line[16:18] | |
section_code = line[18:22] | |
table_code = line[22:23] | |
party_code = line[23:29] | |
votes = line[29:36] | |
entry = ElectionEntry(prov_code, town_code, dist_code, \ | |
section_code, table_code, \ | |
party_code, towns_dict[(prov_code, town_code)], \ | |
parties_dict[party_code], votes) | |
return(entry) | |
res = map(parseLine, f) | |
return(res) | |
# From https://docs.python.org/2/library/csv.html#examples | |
class UnicodeWriter: | |
""" | |
A CSV writer which will write rows to CSV file "f", | |
which is encoded in the given encoding. | |
""" | |
def __init__(self, f, dialect=csv.excel, encoding="utf-8", **kwds): | |
# Redirect output to a queue | |
self.queue = cStringIO.StringIO() | |
self.writer = csv.writer(self.queue, dialect=dialect, **kwds) | |
self.stream = f | |
self.encoder = codecs.getincrementalencoder(encoding)() | |
def writerow(self, row): | |
self.writer.writerow([s.encode("utf-8") for s in row]) | |
# Fetch UTF-8 output from the queue ... | |
data = self.queue.getvalue() | |
data = data.decode("utf-8") | |
# ... and reencode it into the target encoding | |
data = self.encoder.encode(data) | |
# write to the target stream | |
self.stream.write(data) | |
# empty queue | |
self.queue.truncate(0) | |
def writerows(self, rows): | |
for row in rows: | |
self.writerow(row) | |
#### Main #### | |
if (__name__ == "__main__"): | |
# Hardcoded file paths. Change it to use your own data. See README.md | |
# for info on each file. | |
# From: http://www.infoelectoral.interior.es/docxl/apliext/04201105_MESA.zip | |
parties_file = "/home/chema/Dropbox/data/elecciones20112015/04201105_MESA/03041105.DAT" | |
elections_file = "/home/chema/Dropbox/data/elecciones20112015/04201105_MESA/10041105.DAT" | |
# From: http://www.ine.es/daco/daco42/codmun/codmun11/11codmunmapa.htm | |
towns_file = "/home/chema/Dropbox/data/elecciones20112015/11codmun.csv" | |
parties = getParties(parties_file) | |
towns = getTowns(towns_file) | |
results = getElectionResults(elections_file, parties, towns) | |
# Save as CSV for analysis with R. | |
if not os.path.isdir('data'): | |
os.mkdir('data') | |
f = open('data/elections2011.csv', 'w') | |
csv_writer = UnicodeWriter(f) | |
csv_writer.writerow(results[0]._fields) | |
csv_writer.writerows(results) | |
f.close() |
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# Analisis mesas | |
library(ggplot2) | |
theme_set(theme_bw()) | |
mesas <- read.csv('data/elections2011.csv', stringsAsFactors = FALSE) | |
# Unique "mesa" ID | |
mesas$id <- with(mesas, paste0(prov_code, town_code, dist_code, | |
section_code, table_code)) | |
# Compute total votes per district per section per table | |
totalv <- aggregate(votes ~ id, mesas, sum) | |
names(totalv) <- c("id", "total_votes") | |
mesas <- merge(mesas, totalv) | |
mesas$vote_p <- mesas$votes / mesas$total_votes | |
# Don't plot cities with less than 100000 votes | |
nvot <- aggregate(votes ~ town_name, mesas, sum) | |
nvot <- nvot[nvot$votes > 100000, ] | |
mesas <- mesas[mesas$town_name %in% nvot$town_name, ] | |
for (t in unique(mesas$town_name)) { | |
cat(t, "...") | |
town <- mesas[mesas$town_name == t, ] | |
town <- town[order(town$dist_code), ] | |
town$x <- 1:nrow(town) # Not very correct, but only for plotting | |
town$party_name <- factor(town$party_name) | |
p1 <- ggplot(town, aes(y = vote_p * 100, x = x, color = factor(dist_code)), | |
size = 10, | |
alpha = 0.5) + | |
geom_point(size = 3, alpha = 0.6) + | |
xlab("\nNúmero de mesa (arbitrario)") + ylab("Porcentaje de voto\n") + | |
ggtitle(sprintf("Voto por mesa en %s\n", t)) + | |
facet_wrap(~ party_name) | |
ggsave(sprintf("/tmp/mesas2011/%s.pdf", gsub("/", "-", t)), p1, width = 20, | |
height = 15) | |
cat("OK\n") | |
} |
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