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script4_fuzzyjoing_basecepDNE.R
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script4_fuzzyjoing_basecepDNE.R
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################################################################################
###########Script 4: Linkage com a base de dados dos correios (DNE) ############
################################################################################
#Recuperação das informações de logradouro e bairro
#dos endereços com número de cep válido (8 dígitos)
#Linkage com a base DNE (para os endereços sem cep válido),
#utilizando o logradouro como campo de blocagem.
#############################################################################
#Primeiro: definir area de trabalho:
#local onde estao os arquivos com os enderecos e demais bancos
#por exemplo: setwd("/media/BANCOS)
################################################################################
#Instalar e carregar os pacotes do R
if (!require(fuzzyjoin)) install.packages('fuzzyjoin'); library(fuzzyjoin)
if (!require(gdata)) install.packages('gdata'); library(gdata)
if(!require(dplyr)) install.packages('dplyr'); library(dplyr)
if(!require(stringr)) install.packages('stringr'); library(stringr)
#Carregar funcoes
source("geofunctions.R")
#carregar base de cep
base_cep_RJ=read.csv("base_cep_RJ_OFICIAL_1809_MunRJ.csv",
stringsAsFactors = F)
#carregar limites de bairros do RJ
limites=read.csv("limites_bairros_edit.csv",
stringsAsFactors = F, na.strings=c("","NA"))
limites[is.na(limites)] = "SLIMITE"
limites$list=paste0("^",limites$Limite1, "$|",
"^",limites$Limite2, "$|",
"^",limites$Limite3, "$|",
"^",limites$Limite4, "$|",
"^",limites$Limite5, "$|",
"^",limites$Limite6, "$|",
"^",limites$Limite7, "$|",
"^",limites$Limite8, "$|",
"^",limites$Limite9, "$|",
"^",limites$Limite10, "$|",
"^",limites$Limite11, "$|",
"^",limites$Limite12, "$|",
"^",limites$Limite13, "$|",
"^",limites$Limite14, "$|",
"^",limites$Limite15, "$|",
"^",limites$Limite16, "$|",
"^",limites$Limite17, "$")
limites_lits = subset(limites, select = c(Bairro, list))
names(limites_lits)[1] = "BAIRRO_F"
bdgeral_fmerge = subset(
bdgeral,
bdgeral$DL_10 == FALSE &
!is.na(bdgeral$LOGRATIPO),
select = c(TIPO,LOGRATIPO_num,
BAIRRO_F, PAR_IMPAR,
ENDNUMERO, ENDLOTE,
ENDQUADRA, ENDCASA,
ENDTIPO_FULL, CEPRES,
NUMERODO))
base_fmerge = subset(
base_cep_RJ,
select = c( TIPO_base,
LOGRATIPO_base_num,
BAIRRO_base_F, PAR_IMPAR_base,
NUMERO_controle_base,
ENDNUMERO_base_F, NDNUMERO_base_F2,
LOG_COMPLEMENTO, CEP,
LOG_NU))
names(base_fmerge)
names(base_fmerge)[2] = "LOGRATIPO_num"
#dividir o banco para facilitar = mudar de acordo com
#o tamanho do banco final
bdgeral_fmerge1 = bdgeral_fmerge[1:6988, ]
bdgeral_fmerge2 = bdgeral_fmerge[6989:13976, ]
bdgeral_fmerge3 = bdgeral_fmerge[13977:20964, ]
cep_link1 = stringdist_join(
bdgeral_fmerge1,
base_fmerge,
by = "LOGRATIPO_num",
method = "lv",
max_dist = 2,
distance_col = "LV_LOGRATIPO"
)
cep_link2 = stringdist_join(
bdgeral_fmerge2,
base_fmerge,
by = "LOGRATIPO_num",
method = "lv",
max_dist = 2,
distance_col = "LV_LOGRATIPO"
)
cep_link3 = stringdist_join(
bdgeral_fmerge3,
base_fmerge,
by = "LOGRATIPO_num",
method = "lv",
max_dist = 2,
distance_col = "LV_LOGRATIPO"
)
rm(bdgeral_fmerge1, bdgeral_fmerge2, bdgeral_fmerge3, base_fmerge)
cep_link=rbind.data.frame(cep_link1, cep_link2)
cep_link=rbind.data.frame(cep_link, cep_link3)
rm(cep_link1, cep_link2, cep_link3)
#unir base cep com os limites dos bairros
cep_link=merge(cep_link, limites_lits, by="BAIRRO_F", all.x = T)
cep_link$ENDNUMERO_base_F=as.numeric(cep_link$ENDNUMERO_base_F)
cep_link$ENDNUMERO_base_F2=as.numeric(cep_link$ENDNUMERO_base_F2)
cep_link$ENDNUMERO=as.numeric(cep_link$ENDNUMERO)
cep_link$ENDQUADRA=trim(gsub("[[:alpha:]]+", "", cep_link$ENDQUADRA))
cep_link$ENDQUADRA=as.numeric(cep_link$ENDQUADRA)
#verificar se os pares de enderecos (correrios e original) sao compativeis
#no campo numero
cep_link$COMP_NUMERO = ifelse(
cep_link$NUMERO_controle_base == "NUMERO" &
cep_link$ENDNUMERO == cep_link$ENDNUMERO_base_F,"TRUE",
ifelse(cep_link$NUMERO_controle_base == "MAIOR OU IGUAL" &
cep_link$ENDNUMERO >= cep_link$ENDNUMERO_base_F, "TRUE",
ifelse(cep_link$NUMERO_controle_base == "MENOR OU IGUAL" &
cep_link$ENDNUMERO <= cep_link$ENDNUMERO_base_F, "TRUE",
ifelse(cep_link$NUMERO_controle_base == "INTERVALO" &
cep_link$ENDNUMERO >= cep_link$ENDNUMERO_base_F &
cep_link$ENDNUMERO <= cep_link$ENDNUMERO_base_F2, "TRUE",
ifelse(cep_link$NUMERO_controle_base == "INTERVALO QUADRA" &
cep_link$ENDQUADRA >= cep_link$ENDNUMERO_base_F &
cep_link$ENDQUADRA <= cep_link$ENDNUMERO_base_F2,"TRUE",
ifelse(cep_link$NUMERO_controle_base == "QUADRA MENOR OU IGUAL" &
cep_link$ENDQUADRA <= cep_link$ENDNUMERO_base_F,"TRUE",
ifelse(cep_link$NUMERO_controle_base == "QUADRA MAIOR OU IGUAL" &
cep_link$ENDQUADRA >= cep_link$ENDNUMERO_base_F,
"TRUE",
ifelse(cep_link$NUMERO_controle_base ==
"SN", "SN", "FALSE"))))))))
#verificar se os pares de enderecos (correrios e original) sao compativeis
#no campo lado
cep_link$COMP_NUMERO_LADO= ifelse(cep_link$COMP_NUMERO=="TRUE" &
!cep_link$PAR_IMPAR_base=="SL" &
cep_link$PAR_IMPAR==cep_link$PAR_IMPAR_base, "TRUE",
ifelse(cep_link$COMP_NUMERO=="SN" &
!cep_link$PAR_IMPAR_base=="SL" &
cep_link$PAR_IMPAR==cep_link$PAR_IMPAR_base, "TRUE",
ifelse(cep_link$COMP_NUMERO=="SN"
& cep_link$PAR_IMPAR_base=="SL", "TRUE",
ifelse(cep_link$COMP_NUMERO=="TRUE"
& cep_link$PAR_IMPAR_base=="SL", "TRUE",
"FALSE"))))
##verificar se os pares de enderecos (correrios e original) sao compativeis
#no campo tipo
cep_link$COMP_TIPO=ifelse(cep_link$TIPO==cep_link$TIPO_base, "TRUE", "FALSE")
cep_link=cep_link%>% group_by(NUMERODO) %>%
mutate(TIPOFALSE= n_distinct(COMP_TIPO)==1)
cep_link$COMP_TIPO2=ifelse(cep_link$COMP_TIPO=="FALSE"
& cep_link$TIPOFALSE=="TRUE", "TRUE",
cep_link$COMP_TIPO)
#CEPS IGUAIS BANCO ORIGINAL E NOVO CEP
cep_link$CEP_IGUAL=cep_link$CEP==cep_link$CEPRES
cep_link$CEP_IGUAL=ifelse(is.na(cep_link$CEP_IGUAL), "FALSE", cep_link$CEP_IGUAL)
##verificar se os pares de enderecos (correrios e original) sao compativeis
#no campo bairro
cep_link$COMP_BAIRRO= ifelse(cep_link$BAIRRO_F==cep_link$BAIRRO_base_F, "TRUE", "FALSE")
cep_link$BAIRRO_base_F=trim(cep_link$BAIRRO_base_F)
#cep
for (i in 1:nrow(cep_link)) {
print(i)
#cep_link$COMP_BAIRRO_limite[i]=str_detect(cep_link$BAIRRO_base_F[i], cep_link$list[i])
cep_link$COMP_BAIRRO_limite[i]=grepl(cep_link$list[i], cep_link$BAIRRO_base_F[i])
}
#compativel tudo, segundo distancia de lv
cep_link$COMPALL_LV0 = ifelse(
cep_link$LV_LOGRATIPO == 0 &
cep_link$COMP_NUMERO_LADO == TRUE &
cep_link$COMP_TIPO == TRUE & cep_link$COMP_BAIRRO == TRUE,
"TRUE",
ifelse(
cep_link$LV_LOGRATIPO == 0 &
cep_link$COMP_NUMERO_LADO == TRUE &
cep_link$COMP_TIPO2 == TRUE &
cep_link$COMP_BAIRRO == TRUE,
"TRUE",
"FALSE"))
cep_link$COMPALL_LV0_lim = ifelse(
cep_link$LV_LOGRATIPO == 0 &
cep_link$COMP_NUMERO_LADO == TRUE &
cep_link$COMP_TIPO == TRUE &
cep_link$COMP_BAIRRO == FALSE &
cep_link$COMP_BAIRRO_limite == TRUE,
"TRUE",
ifelse(
cep_link$LV_LOGRATIPO == 0 &
cep_link$COMP_NUMERO_LADO == TRUE &
cep_link$COMP_TIPO2 == TRUE &
cep_link$COMP_BAIRRO == FALSE &
cep_link$COMP_BAIRRO_limite == TRUE,
"TRUE",
"FALSE"))
cep_link$COMPALL_LV2 = ifelse(
cep_link$LV_LOGRATIPO >= 1 &
cep_link$LV_LOGRATIPO <= 2 &
cep_link$COMP_NUMERO_LADO == TRUE &
cep_link$COMP_TIPO == TRUE & cep_link$COMP_BAIRRO == TRUE,
"TRUE",
ifelse(
cep_link$LV_LOGRATIPO >= 1 &
cep_link$LV_LOGRATIPO <= 2 &
cep_link$COMP_NUMERO_LADO == TRUE &
cep_link$COMP_TIPO2 == TRUE &
cep_link$COMP_BAIRRO == TRUE,
"TRUE",
"FALSE"))
cep_link$COMPALL_LV2_lim = ifelse(
cep_link$LV_LOGRATIPO >= 1 &
cep_link$LV_LOGRATIPO <= 2 &
cep_link$COMP_NUMERO_LADO == TRUE &
cep_link$COMP_TIPO == TRUE &
cep_link$COMP_BAIRRO == FALSE &
cep_link$COMP_BAIRRO_limite == TRUE,
"TRUE",
ifelse(
cep_link$LV_LOGRATIPO >= 1 &
cep_link$LV_LOGRATIPO <= 2 &
cep_link$COMP_NUMERO_LADO == TRUE &
cep_link$COMP_TIPO2 == TRUE &
cep_link$COMP_BAIRRO == FALSE &
cep_link$COMP_BAIRRO_limite == TRUE,
"TRUE",
"FALSE"))
# contar o numero de pares "compativeis" segundo cada criterio
cep_link=cep_link %>%
group_by(NUMERODO, COMPALL_LV0)%>%
add_tally()
cep_link=cep_link %>%
group_by(NUMERODO, COMPALL_LV0_lim)%>%
add_tally()
cep_link=cep_link %>%
group_by(NUMERODO, COMPALL_LV2)%>%
add_tally()
cep_link=cep_link %>%
group_by(NUMERODO, COMPALL_LV2_lim)%>%
add_tally()
names(cep_link)
names(cep_link)[36]="N_COMPALL_LV0"
names(cep_link)[37]="N_COMPALL_LV0_lim"
names(cep_link)[38]="N_COMPALL_LV2"
names(cep_link)[39]="N_COMPALL_LV2_lim"
#Verificar separadamente os pares compativeis, segundo criterios
# do mais "rigido" lv=0 ao menos rigido Lv=2
selec_numerodo = subset(
cep_link,
cep_link$COMPALL_LV0 == TRUE &
cep_link$N_COMPALL_LV0 == 1,
select = c(NUMERODO))
selec_numerodo = unique(selec_numerodo$NUMERODO)
cep_link$NUMERODO_SELEC_LV0 = ifelse(cep_link$NUMERODO %in% selec_numerodo,
"TRUE", "FALSE")
cep_link$SELEC_LV0_all = ifelse(
cep_link$COMPALL_LV0 == TRUE & cep_link$N_COMPALL_LV0 == 1,
"TRUE",
ifelse(
cep_link$NUMERODO_SELEC_LV0 == FALSE &
cep_link$COMPALL_LV0_lim == TRUE &
cep_link$N_COMPALL_LV0_lim == 1,
"TRUE",
"FALSE"))
selec_numerodo = subset(cep_link, cep_link$SELEC_LV0_all == TRUE,
select = c(NUMERODO))
selec_numerodo = unique(selec_numerodo$NUMERODO)
cep_link$NUMERODO_SELEC_LV0_all = ifelse(cep_link$NUMERODO %in% selec_numerodo,
"TRUE", "FALSE")
selec_numerodo2 = subset(
cep_link,
cep_link$NUMERODO_SELEC_LV0_all == FALSE &
cep_link$COMPALL_LV2 == TRUE &
cep_link$N_COMPALL_LV2 == 1,
select = c(NUMERODO))
#Verificar se o registro ja foi pareado utilizando o criterio anterior
#(mais rigido), selecionar apenas os que nao foram pareados anteriormente
selec_numerodo2 = unique(selec_numerodo2$NUMERODO)
cep_link$NUMERODO_SELEC_LV2 = ifelse(cep_link$NUMERODO %in% selec_numerodo2,
"TRUE", "FALSE")
cep_link$SELEC_LV2_all = ifelse(
cep_link$NUMERODO_SELEC_LV0_all == FALSE &
cep_link$COMPALL_LV2 == TRUE & cep_link$N_COMPALL_LV2 == 1,
"TRUE",
ifelse(
cep_link$NUMERODO_SELEC_LV0_all == FALSE &
cep_link$NUMERODO_SELEC_LV2 == FALSE &
cep_link$COMPALL_LV2_lim == TRUE &
cep_link$N_COMPALL_LV2_lim == 1,
"TRUE",
"FALSE"))
#Selecionar todos os pares
cep_link$SELEC_all = ifelse(cep_link$SELEC_LV0_all == TRUE |
cep_link$SELEC_LV2_all == TRUE,
"TRUE",
"FALSE")
selec_numerodo = subset(cep_link, cep_link$SELEC_all == TRUE, select = c(NUMERODO))
selec_numerodo = unique(selec_numerodo$NUMERODO)
cep_link$NUMERODO_SELEC_all = ifelse(cep_link$NUMERODO %in% selec_numerodo,
"TRUE", "FALSE")
selec_cep = subset(
cep_link,
cep_link$SELEC_all == TRUE,
select = c(
NUMERODO,
TIPO,
TIPO_base,
LOGRATIPO_num.x,
LOGRATIPO_num.y,
BAIRRO_F,
BAIRRO_base_F,
CEPRES,
CEP
)
)
selec_cep = selec_cep %>% group_by(NUMERODO) %>% mutate(MESMO_record_F = n() > 1)
names(selec_cep)
names(selec_cep)[3] = "TIPO_fuzzy"
names(selec_cep)[5] = "LOGRATIPO_num_fuzzy"
names(selec_cep)[7] = "BAIRRO_fuzzy"
names(selec_cep)[9] = "CEPRES_fuzzy"
selec_cep$ENDRUA_num_fuzzy=paste(selec_cep$TIPO_fuzzy,
selec_cep$LOGRATIPO_num_fuzzy)
selec_cep$TIPO_status_fuzzy= ifelse(selec_cep$LOGRATIPO_num_fuzzy%in%tipo_rep,
"TRUE", "FALSE")
n_selec_cep= subset(cep_link, cep_link$SELEC_all==FALSE &
cep_link$NUMERODO_SELEC_all==FALSE)
selec_cep=subset(selec_cep,
select = c(NUMERODO,ENDRUA_num_fuzzy, TIPO_fuzzy,
LOGRATIPO_num_fuzzy, BAIRRO_fuzzy, CEPRES_fuzzy,
TIPO_status_fuzzy))
#Unir e padronizar as informacoes obtidas pelo linkage com o banco original
bdgeral=merge(bdgeral, selec_cep, by="NUMERODO", all.x = TRUE)
bdgeral$ENDRUA_num_fuzzy=gsub("[[:punct:]]+", " ", bdgeral$ENDRUA_num_fuzzy)
bdgeral$ENDRUA_num_fuzzy=gsub("[[:space:]]+", " ", bdgeral$ENDRUA_num_fuzzy)
bdgeral$ENDRUA_num_fuzzy=trim(bdgeral$ENDRUA_num_fuzzy)
bdgeral$LOGRATIPO_num_fuzzy=gsub("[[:punct:]]+", " ", bdgeral$LOGRATIPO_num_fuzzy)
bdgeral$LOGRATIPO_num_fuzzy=gsub("[[:space:]]+", " ", bdgeral$LOGRATIPO_num_fuzzy)
bdgeral$LOGRATIPO_num_fuzzy=trim(bdgeral$LOGRATIPO_num_fuzzy)
bdgeral$BAIRRO_fuzzy=gsub("[[:punct:]]+", " ", bdgeral$BAIRRO_fuzzy)
bdgeral$BAIRRO_fuzzy=gsub("[[:space:]]+", " ", bdgeral$BAIRRO_fuzzy)
bdgeral$BAIRRO_fuzzy=trim(bdgeral$BAIRRO_fuzzy)
#Salvar o banco final
write.csv(bdgeral, file="BANCO_formatado_final.csv")
rm(list= ls()[!(ls() %in% c('bdgeral'))])