diff --git a/data_prep/R/census_tract_2022.R b/data_prep/R/census_tract_2022.R
index e3c07e7e..3a552356 100644
--- a/data_prep/R/census_tract_2022.R
+++ b/data_prep/R/census_tract_2022.R
@@ -93,6 +93,14 @@ temp_sf <- harmonize_projection(temp_sf)
 gc()
 
 
+
+# remove lagoa dos patos e mirim
+temp_sf <- subset(temp_sf, code_muni != 430000100000000)
+temp_sf <- subset(temp_sf, code_muni != 430000200000000)
+
+
+
+
 # harmonize and save
 
 save_state <- function(code_uf){ # code_uf <- 33
@@ -102,10 +110,11 @@ save_state <- function(code_uf){ # code_uf <- 33
     temp_sf2 <- subset(temp_sf, code_state == code_uf)
     # temp_sf2 <- subset(temp_sf, code_muni == '3304557')
 
+    temp_sf2 <- fix_topoly(temp_sf2)
+
     # convert to MULTIPOLYGON
     temp_sf2 <- to_multipolygon(temp_sf2)
 
-    temp_sf2 <- fix_topoly(temp_sf2)
 
     # simplify
     temp_sf_simplified <- simplify_temp_sf(temp_sf2, tolerance = 10)
@@ -123,10 +132,10 @@ all_states <- unique(temp_sf$code_state)
 # Apply function to save the data
 gc(reset = T)
 
-# tictoc::tic()
-# future::plan(strategy = 'multisession')
-# furrr::future_map(.x=all_states, .f=save_state, .progress = T)
-# tictoc::toc()
+tictoc::tic()
+future::plan(strategy = 'multisession')
+furrr::future_map(.x=all_states, .f=save_state, .progress = T)
+tictoc::toc()
 
 
 tictoc::tic()