GBif data cleaning Anopheles Records from Colombia
Julian Avila-Jimenez
2021-03-26
Aplication exercise for search and cleaning occurrences from GBif
Get the data
Search for a species of interest Puma concolor
library(rgbif)
#obtain data from GBIF via rgbif
dat <- occ_search(scientificName = "Anopheles", limit = 10000,
return = "data", hasCoordinate = T, country = "CO")
#names(dat$data) #a lot of columns
#select columns of interest
dat <- dat$data %>%
dplyr::select(species, decimalLongitude, decimalLatitude, countryCode,
individualCount,gbifID, family, taxonRank,
coordinateUncertaintyInMeters, year,
basisOfRecord, institutionCode, datasetName)
names(dat)## [1] "species" "decimalLongitude"
## [3] "decimalLatitude" "countryCode"
## [5] "individualCount" "gbifID"
## [7] "family" "taxonRank"
## [9] "coordinateUncertaintyInMeters" "year"
## [11] "basisOfRecord" "institutionCode"
## [13] "datasetName"dim(dat)## [1] 1452 13Record cleaning
First let’s look the data
-remove records without coordinates
dat <- dat %>%
filter(!is.na(decimalLongitude))%>%
filter(!is.na(decimalLatitude))
dim(dat)## [1] 1452 13-Visualize the data on a map
library(ggplot2)
library(sf)
coords<-dat %>%
dplyr::select(species,decimalLongitude, decimalLatitude ) %>%
rename(Longitude=decimalLongitude, Latitude=decimalLatitude)
coords_sf<- coords %>%
st_as_sf(coords=(2:3))
bbox_new <- st_bbox(coords_sf)
#plot data to get an overview
wm <- borders("world", colour="gray70", fill="gray95")
ggplot()+
coord_sf(xlim=c(bbox_new[1],bbox_new[3]),
ylim=c(bbox_new[2],bbox_new[4]))+
wm +
geom_point(data = dat,
aes(x = decimalLongitude, y = decimalLatitude),
colour = "red", size = 0.9)+
theme_bw()+
labs(title = paste("Spatial distribution of records","Anopheles\n in Colombia"))
Then we will mark all suspicious records
#Use CoordinateCleaner to automatically flag problematic records
library(countrycode)
#convert country code from ISO2c to ISO3c
dat$countryCode <- countrycode(dat$countryCode,
origin = 'iso2c',
destination = 'iso3c')
library(CoordinateCleaner)
#flag problems
dat <- data.frame(dat)
flags <- clean_coordinates(x = dat,
lon = "decimalLongitude", lat = "decimalLatitude",
countries = "countryCode",
species = "species",
tests = c("capitals", "centroids", "equal",
"gbif", "institutions",
"zeros")) # most test are on by default
summary(flags)## .val .equ .zer .cap .cen .gbf .inst .summary
## 0 0 0 3 0 0 0 3plot(flags, lon = "decimalLongitude", lat = "decimalLatitude")
#Exclude problematic records
dat_cl <- dat[flags$.summary,]
dim(dat_cl)## [1] 1449 13#The flagged records
dat_fl <- dat[!flags$.summary,]
dim(dat_fl)## [1] 3 13Improving data quality using GBIF meta-data
-Remove records with low coordinate precision
hist(dat_cl$coordinateUncertaintyInMeters / 1000, breaks = 20)
dat_cl <- dat_cl %>%
dplyr::filter(coordinateUncertaintyInMeters / 1000 <= 100 | is.na(coordinateUncertaintyInMeters))Remove unsuitable data sources
table(dat$basisOfRecord)##
## HUMAN_OBSERVATION MATERIAL_SAMPLE PRESERVED_SPECIMEN
## 40 632 780#dat_cl <- filter(dat_cl, basisOfRecord == "HUMAN_OBSERVATION")
table(dat_cl$basisOfRecord)##
## HUMAN_OBSERVATION MATERIAL_SAMPLE PRESERVED_SPECIMEN
## 40 632 777#suspicious individual counts removal
#Individual count
table(dat_cl$individualCount)##
## 1 2 3
## 4 1 2dat_cl <- dat_cl%>%
filter(individualCount > 0 | is.na(individualCount))%>%
filter(individualCount < 99 | is.na(individualCount)) # high counts are not a problemRemove records without species names
dat_cl<-dat_cl%>%
filter(!is.na(species))Check for old records
#remove very old records
#Age of records
table(dat_cl$year)##
## 1913 1924 1935 1936 1937 1941 1942 1943 1944 1946 1947 1948 1949 1964 1965 1966
## 1 2 2 1 2 2 5 6 18 1 98 6 1 12 108 38
## 1967 1969 1970 1971 1973 1974 1975 1981 1982 2003 2004 2005 2006 2007 2008 2009
## 4 4 5 15 1 1 2 3 2 20 4 20 48 29 3 107
## 2010 2011 2012 2013 2014 2015 2018
## 231 62 119 27 21 82 12dat_cl %>%
group_by(year) %>%
summarise(records=n()) %>%
ggplot(aes(year, records))+
geom_line(color="steelblue")+
labs(title=paste("Number of records of:","Anopheles\n in Colombia", "by year"),
y="",x="")+
theme_bw()
Final publication map
library("rnaturalearth")
library(sf)
library(ggspatial)
world <- ne_countries(scale = "medium", returnclass = "sf")
coords<-dat_cl %>%
dplyr::select(species,decimalLongitude, decimalLatitude ) %>%
rename(Longitude=decimalLongitude, Latitude=decimalLatitude)
coords_sf<- coords %>%
st_as_sf(coords=(2:3))
bbox_new <- st_bbox(coords_sf)
ggplot()+
geom_sf(data = world, fill= NA) +
coord_sf(xlim=c(bbox_new[1],bbox_new[3]),
ylim=c(bbox_new[2],bbox_new[4]))+
geom_point(data = dat_cl, aes(x = decimalLongitude, y = decimalLatitude),
colour = "cyan4", size = 1.2, alpha=0.6)+
annotation_scale(location = "br", width_hint = 0.1,line_width = 0.5) +
annotation_north_arrow(location = "tr", which_north = "true",
pad_x = unit(1.5, "cm"),
pad_y = unit(0.5, "cm"),
height = unit(1, "cm"),
width = unit(1, "cm"), # 0.2 # 0.3
style = north_arrow_fancy_orienteering)+
labs(x = "", y = "",
title =paste("Record distribution of:", "Anopheles\n in Colombia"),
caption = paste("Source: GBif\nAuthor: Julián Avila- Jiménez\nDate:",
format(Sys.time(), '%d %B, %Y')))+
theme(plot.title=element_text(size=19),
plot.caption = element_text(size = 7, color="grey60"),
panel.background= element_rect(fill = "grey96"))
Final species Table
sort(table(dat_cl$species),decreasing = T) %>%
kable() %>%
kable_styling() %>%
scroll_box(width = "100%", height = "400px")| Var1 | Freq |
|---|---|
| Anopheles nuneztovari | 202 |
| Anopheles darlingi | 144 |
| Anopheles rangeli | 141 |
| Anopheles calderoni | 101 |
| Anopheles albimanus | 86 |
| Anopheles neomaculipalpus | 73 |
| Anopheles apicimacula | 60 |
| Anopheles triannulatus | 60 |
| Anopheles neivai | 57 |
| Anopheles punctimacula | 46 |
| Anopheles oswaldoi | 45 |
| Anopheles albitarsis | 42 |
| Anopheles pseudopunctipennis | 31 |
| Anopheles trinkae | 27 |
| Anopheles eiseni | 25 |
| Anopheles malefactor | 22 |
| Anopheles peryassui | 22 |
| Anopheles aquasalis | 20 |
| Anopheles braziliensis | 16 |
| Anopheles mattogrossensis | 10 |
| Anopheles argyritarsis | 8 |
| Anopheles benarrochi | 8 |
| Anopheles costai | 7 |
| Anopheles marajoara | 6 |
| Anopheles mediopunctatus | 6 |
| Anopheles strodei | 5 |
| Anopheles homunculus | 3 |
| Anopheles nimbus | 3 |
| Anopheles bambusicolus | 2 |
| Anopheles konderi | 1 |
| Anopheles lepidotus | 1 |
Final record table
dat_cl %>%
select(species, decimalLatitude, decimalLongitude) %>%
kable() %>%
kable_styling() %>%
scroll_box(width = "100%", height = "400px")| species | decimalLatitude | decimalLongitude |
|---|---|---|
| Anopheles punctimacula | 11.250889 | -73.82911 |
| Anopheles punctimacula | 11.250889 | -73.82911 |
| Anopheles pseudopunctipennis | 11.243000 | -73.80511 |
| Anopheles punctimacula | 11.243000 | -73.80511 |
| Anopheles pseudopunctipennis | 11.243000 | -73.80511 |
| Anopheles pseudopunctipennis | 11.241500 | -73.80111 |
| Anopheles pseudopunctipennis | 11.241500 | -73.80111 |
| Anopheles pseudopunctipennis | 11.243000 | -73.80511 |
| Anopheles pseudopunctipennis | 11.243000 | -73.80511 |
| Anopheles pseudopunctipennis | 11.241500 | -73.80111 |
| Anopheles punctimacula | 11.250889 | -73.82911 |
| Anopheles punctimacula | 11.250889 | -73.82911 |
| Anopheles apicimacula | 5.550000 | -76.64000 |
| Anopheles apicimacula | 5.550000 | -76.65000 |
| Anopheles apicimacula | 5.550000 | -76.65000 |
| Anopheles apicimacula | 5.550000 | -76.65000 |
| Anopheles apicimacula | 5.550000 | -76.65000 |
| Anopheles apicimacula | 5.550000 | -76.64000 |
| Anopheles albimanus | 8.367600 | -76.54980 |
| Anopheles albimanus | 8.367600 | -76.54980 |
| Anopheles albimanus | 8.367600 | -76.54980 |
| Anopheles albimanus | 8.367600 | -76.54980 |
| Anopheles albimanus | 8.367600 | -76.54980 |
| Anopheles albimanus | 8.367600 | -76.54980 |
| Anopheles albimanus | 8.367600 | -76.54980 |
| Anopheles albimanus | 8.367600 | -76.54980 |
| Anopheles albimanus | 8.367600 | -76.54980 |
| Anopheles albimanus | 8.367600 | -76.54980 |
| Anopheles albimanus | 8.367600 | -76.54980 |
| Anopheles albimanus | 8.367600 | -76.54980 |
| Anopheles albimanus | 8.367600 | -76.54980 |
| Anopheles triannulatus | 8.367600 | -76.54980 |
| Anopheles albimanus | 8.349200 | -76.55160 |
| Anopheles albimanus | 8.367600 | -76.54980 |
| Anopheles albimanus | 8.367600 | -76.54980 |
| Anopheles albimanus | 8.367600 | -76.54980 |
| Anopheles albimanus | 8.367600 | -76.54980 |
| Anopheles albimanus | 8.342500 | -76.55450 |
| Anopheles albimanus | 8.367600 | -76.54980 |
| Anopheles albimanus | 8.367600 | -76.54980 |
| Anopheles albimanus | 8.370000 | -76.55000 |
| Anopheles albimanus | 8.370000 | -76.55000 |
| Anopheles albimanus | 8.370000 | -76.55000 |
| Anopheles albimanus | 8.370000 | -76.55000 |
| Anopheles albimanus | 8.370000 | -76.55000 |
| Anopheles triannulatus | 8.370000 | -76.55000 |
| Anopheles albimanus | 8.370000 | -76.55000 |
| Anopheles albimanus | 8.370000 | -76.55000 |
| Anopheles albimanus | 8.370000 | -76.55000 |
| Anopheles albimanus | 8.370000 | -76.55000 |
| Anopheles albimanus | 8.370000 | -76.55000 |
| Anopheles albimanus | 8.370000 | -76.55000 |
| Anopheles albimanus | 8.370000 | -76.55000 |
| Anopheles albimanus | 8.370000 | -76.55000 |
| Anopheles albimanus | 8.370000 | -76.55000 |
| Anopheles albimanus | 8.340000 | -76.55000 |
| Anopheles albimanus | 8.370000 | -76.55000 |
| Anopheles albimanus | 8.370000 | -76.55000 |
| Anopheles albimanus | 8.350000 | -76.55000 |
| Anopheles albimanus | 8.370000 | -76.55000 |
| Anopheles albimanus | 8.370000 | -76.55000 |
| Anopheles albimanus | 8.370000 | -76.55000 |
| Anopheles malefactor | 7.800000 | -76.87000 |
| Anopheles apicimacula | 7.800000 | -76.87000 |
| Anopheles malefactor | 7.800000 | -76.87000 |
| Anopheles apicimacula | 7.800000 | -76.87000 |
| Anopheles malefactor | 7.800000 | -76.87000 |
| Anopheles albimanus | 8.367600 | -76.54980 |
| Anopheles albimanus | 8.349200 | -76.55160 |
| Anopheles pseudopunctipennis | 8.344600 | -76.55020 |
| Anopheles albimanus | 8.344600 | -76.55020 |
| Anopheles malefactor | 5.130000 | -76.69000 |
| Anopheles albimanus | 8.367600 | -76.54980 |
| Anopheles albimanus | 8.349200 | -76.55160 |
| Anopheles apicimacula | 8.344600 | -76.55020 |
| Anopheles albimanus | 8.367600 | -76.54980 |
| Anopheles apicimacula | 4.980000 | -76.79000 |
| Anopheles albimanus | 8.349200 | -76.55160 |
| Anopheles apicimacula | 4.980000 | -76.79000 |
| Anopheles apicimacula | 4.980000 | -76.79000 |
| Anopheles malefactor | 5.130000 | -76.69000 |
| Anopheles albimanus | 8.350000 | -76.55000 |
| Anopheles albimanus | 8.370000 | -76.55000 |
| Anopheles albimanus | 8.370000 | -76.55000 |
| Anopheles apicimacula | 4.980000 | -76.79000 |
| Anopheles albimanus | 8.350000 | -76.55000 |
| Anopheles albimanus | 8.370000 | -76.55000 |
| Anopheles apicimacula | 4.980000 | -76.79000 |
| Anopheles apicimacula | 4.980000 | -76.79000 |
| Anopheles apicimacula | 8.340000 | -76.55000 |
| Anopheles albimanus | 8.350000 | -76.55000 |
| Anopheles albimanus | 8.340000 | -76.55000 |
| Anopheles apicimacula | 4.980000 | -76.79000 |
| Anopheles pseudopunctipennis | 8.340000 | -76.55000 |
| Anopheles punctimacula | 7.310000 | -76.58000 |
| Anopheles apicimacula | 7.860000 | -76.58000 |
| Anopheles punctimacula | 7.310000 | -76.58000 |
| Anopheles punctimacula | 7.310000 | -76.58000 |
| Anopheles punctimacula | 7.310000 | -76.58000 |
| Anopheles punctimacula | 7.310000 | -76.58000 |
| Anopheles apicimacula | 7.860000 | -76.58000 |
| Anopheles apicimacula | 7.860000 | -76.58000 |
| Anopheles apicimacula | 7.860000 | -76.58000 |
| Anopheles apicimacula | 7.860000 | -76.58000 |
| Anopheles apicimacula | 7.580000 | -75.23000 |
| Anopheles apicimacula | 7.580000 | -75.23000 |
| Anopheles apicimacula | 7.580000 | -75.23000 |
| Anopheles apicimacula | 7.580000 | -75.23000 |
| Anopheles apicimacula | 7.580000 | -75.23000 |
| Anopheles apicimacula | 7.580000 | -75.23000 |
| Anopheles neomaculipalpus | 8.660000 | -76.58000 |
| Anopheles apicimacula | 8.660000 | -76.55000 |
| Anopheles neomaculipalpus | 8.660000 | -76.58000 |
| Anopheles apicimacula | 8.660000 | -76.55000 |
| Anopheles apicimacula | 8.660000 | -76.55000 |
| Anopheles punctimacula | 8.570000 | -76.40000 |
| Anopheles punctimacula | 8.570000 | -76.40000 |
| Anopheles punctimacula | 8.570000 | -76.40000 |
| Anopheles punctimacula | 8.570000 | -76.40000 |
| Anopheles punctimacula | 8.570000 | -76.40000 |
| Anopheles punctimacula | 8.130000 | -76.23000 |
| Anopheles punctimacula | 8.130000 | -76.23000 |
| Anopheles punctimacula | 7.940000 | -74.83000 |
| Anopheles punctimacula | 7.940000 | -74.85000 |
| Anopheles punctimacula | 7.940000 | -74.83000 |
| Anopheles peryassui | 7.940000 | -74.83000 |
| Anopheles punctimacula | 7.940000 | -74.83000 |
| Anopheles peryassui | 7.940000 | -74.83000 |
| Anopheles peryassui | 7.940000 | -74.83000 |
| Anopheles neomaculipalpus | 9.290000 | -75.79000 |
| Anopheles neomaculipalpus | 9.210000 | -76.17000 |
| Anopheles neomaculipalpus | 9.390000 | -75.77000 |
| Anopheles neomaculipalpus | 9.210000 | -76.17000 |
| Anopheles neomaculipalpus | 9.290000 | -75.79000 |
| Anopheles neomaculipalpus | 9.210000 | -76.17000 |
| Anopheles neomaculipalpus | 9.290000 | -75.79000 |
| Anopheles neomaculipalpus | 9.210000 | -76.17000 |
| Anopheles neomaculipalpus | 9.390000 | -75.77000 |
| Anopheles neomaculipalpus | 9.210000 | -76.17000 |
| Anopheles neomaculipalpus | 9.210000 | -76.17000 |
| Anopheles neomaculipalpus | 9.290000 | -75.79000 |
| Anopheles neomaculipalpus | 9.210000 | -76.17000 |
| Anopheles neomaculipalpus | 7.980000 | -75.42000 |
| Anopheles calderoni | 4.878000 | -75.85770 |
| Anopheles calderoni | 4.878000 | -75.85770 |
| Anopheles calderoni | 4.143400 | -76.27900 |
| Anopheles calderoni | 4.943300 | -75.90280 |
| Anopheles calderoni | 4.880000 | -75.86000 |
| Anopheles calderoni | 4.140000 | -76.28000 |
| Anopheles calderoni | 4.940000 | -75.90000 |
| Anopheles calderoni | 4.140000 | -76.28000 |
| Anopheles calderoni | 4.140000 | -76.28000 |
| Anopheles calderoni | 4.880000 | -75.86000 |
| Anopheles calderoni | 4.880000 | -75.86000 |
| Anopheles calderoni | 3.880000 | -76.35000 |
| Anopheles calderoni | 4.940000 | -75.90000 |
| Anopheles calderoni | 3.880000 | -76.35000 |
| Anopheles calderoni | 4.880000 | -75.85000 |
| Anopheles calderoni | 4.140000 | -76.28000 |
| Anopheles calderoni | 4.880000 | -75.86000 |
| Anopheles punctimacula | 4.940000 | -75.90000 |
| Anopheles calderoni | 4.880000 | -75.86000 |
| Anopheles calderoni | 4.140000 | -76.28000 |
| Anopheles calderoni | 3.875600 | -76.34810 |
| Anopheles calderoni | 4.143400 | -76.27900 |
| Anopheles calderoni | 3.875600 | -76.34810 |
| Anopheles calderoni | 3.875600 | -76.34810 |
| Anopheles calderoni | 4.143400 | -76.27900 |
| Anopheles calderoni | 3.875600 | -76.34810 |
| Anopheles calderoni | 4.143400 | -76.27900 |
| Anopheles calderoni | 3.880000 | -76.34000 |
| Anopheles calderoni | 4.140000 | -76.47000 |
| Anopheles calderoni | 3.880000 | -76.34000 |
| Anopheles calderoni | 3.880000 | -76.35000 |
| Anopheles calderoni | 3.880000 | -76.35000 |
| Anopheles calderoni | 3.880000 | -76.34000 |
| Anopheles calderoni | 4.140000 | -76.28000 |
| Anopheles calderoni | 4.140000 | -76.28000 |
| Anopheles calderoni | 3.880000 | -76.35000 |
| Anopheles calderoni | 4.140000 | -76.47000 |
| Anopheles calderoni | 3.880000 | -76.35000 |
| Anopheles calderoni | 3.880000 | -76.34000 |
| Anopheles calderoni | 3.880000 | -76.34000 |
| Anopheles calderoni | 3.880000 | -76.35000 |
| Anopheles calderoni | 4.140000 | -76.28000 |
| Anopheles nuneztovari | 8.160000 | -76.22000 |
| Anopheles darlingi | 6.280000 | -75.33000 |
| Anopheles nuneztovari | 8.160000 | -76.22000 |
| Anopheles darlingi | 6.280000 | -75.33000 |
| Anopheles darlingi | 6.280000 | -75.33000 |
| Anopheles darlingi | 6.280000 | -75.33000 |
| Anopheles darlingi | 6.280000 | -75.33000 |
| Anopheles nuneztovari | 8.160000 | -76.22000 |
| Anopheles darlingi | 6.280000 | -75.33000 |
| Anopheles darlingi | 6.280000 | -75.33000 |
| Anopheles darlingi | 6.280000 | -75.33000 |
| Anopheles darlingi | 6.280000 | -75.33000 |
| Anopheles nuneztovari | 8.160000 | -76.22000 |
| Anopheles darlingi | 6.280000 | -75.33000 |
| Anopheles darlingi | 6.280000 | -75.33000 |
| Anopheles darlingi | 6.280000 | -75.33000 |
| Anopheles darlingi | 6.280000 | -75.33000 |
| Anopheles darlingi | 6.280000 | -75.33000 |
| Anopheles darlingi | 6.280000 | -75.33000 |
| Anopheles darlingi | 6.280000 | -75.33000 |
| Anopheles darlingi | 6.280000 | -75.33000 |
| Anopheles neomaculipalpus | 7.983100 | -75.41670 |
| Anopheles neomaculipalpus | 8.283100 | -76.38310 |
| Anopheles neomaculipalpus | 8.283100 | -76.38310 |
| Anopheles neomaculipalpus | 8.283100 | -76.38310 |
| Anopheles neomaculipalpus | 8.280000 | -76.38000 |
| Anopheles neomaculipalpus | 8.280000 | -76.38000 |
| Anopheles neomaculipalpus | 8.280000 | -76.38000 |
| Anopheles neomaculipalpus | 8.280000 | -76.38000 |
| Anopheles malefactor | 8.569200 | -72.66700 |
| Anopheles malefactor | 8.570000 | -72.67000 |
| Anopheles malefactor | 8.570000 | -72.67000 |
| Anopheles neomaculipalpus | 8.569200 | -72.66700 |
| Anopheles nuneztovari | 6.500000 | -71.33000 |
| Anopheles nuneztovari | 6.500000 | -71.33000 |
| Anopheles nuneztovari | 6.500000 | -71.33000 |
| Anopheles nuneztovari | 6.500000 | -71.33000 |
| Anopheles nuneztovari | 6.500000 | -71.33000 |
| Anopheles nuneztovari | 6.500000 | -71.33000 |
| Anopheles nuneztovari | 6.500000 | -71.33000 |
| Anopheles nuneztovari | 6.500000 | -71.33000 |
| Anopheles nuneztovari | 6.500000 | -71.33000 |
| Anopheles nuneztovari | 6.500000 | -71.33000 |
| Anopheles nuneztovari | 6.500000 | -71.33000 |
| Anopheles nuneztovari | 6.500000 | -71.33000 |
| Anopheles nuneztovari | 6.500000 | -71.33000 |
| Anopheles nuneztovari | 6.500000 | -71.33000 |
| Anopheles nuneztovari | 6.500000 | -71.33000 |
| Anopheles nuneztovari | 6.500000 | -71.33000 |
| Anopheles nuneztovari | 6.500000 | -71.33000 |
| Anopheles nuneztovari | 6.500000 | -71.33000 |
| Anopheles nuneztovari | 6.500000 | -71.33000 |
| Anopheles nuneztovari | 6.500000 | -71.33000 |
| Anopheles nuneztovari | 6.500000 | -71.33000 |
| Anopheles nuneztovari | 6.500000 | -71.33000 |
| Anopheles nuneztovari | 6.500000 | -71.33000 |
| Anopheles neomaculipalpus | 8.570000 | -72.67000 |
| Anopheles nuneztovari | 6.500000 | -71.33000 |
| Anopheles nuneztovari | 6.500000 | -71.33000 |
| Anopheles nuneztovari | 6.500000 | -71.33000 |
| Anopheles nuneztovari | 6.500000 | -71.33000 |
| Anopheles nuneztovari | 6.500000 | -71.33000 |
| Anopheles nuneztovari | 4.370000 | -72.58000 |
| Anopheles nuneztovari | 4.370000 | -72.58000 |
| Anopheles nuneztovari | 4.370000 | -72.58000 |
| Anopheles nuneztovari | 4.370000 | -72.58000 |
| Anopheles nuneztovari | 4.370000 | -72.58000 |
| Anopheles nuneztovari | 4.370000 | -72.58000 |
| Anopheles nuneztovari | 4.370000 | -72.58000 |
| Anopheles nuneztovari | 4.370000 | -72.58000 |
| Anopheles nuneztovari | 4.370000 | -72.58000 |
| Anopheles nuneztovari | 4.370000 | -72.58000 |
| Anopheles nuneztovari | 4.370000 | -72.58000 |
| Anopheles nuneztovari | 4.370000 | -72.58000 |
| Anopheles nuneztovari | 4.370000 | -72.58000 |
| Anopheles nuneztovari | 4.370000 | -72.58000 |
| Anopheles neomaculipalpus | 8.283100 | -76.38310 |
| Anopheles neomaculipalpus | 8.283100 | -76.38310 |
| Anopheles punctimacula | 8.283100 | -76.38310 |
| Anopheles nuneztovari | 8.380000 | -72.43000 |
| Anopheles nuneztovari | 8.380000 | -72.43000 |
| Anopheles nuneztovari | 8.380000 | -72.43000 |
| Anopheles nuneztovari | 8.380000 | -72.43000 |
| Anopheles nuneztovari | 8.380000 | -72.43000 |
| Anopheles nuneztovari | 8.380000 | -72.43000 |
| Anopheles nuneztovari | 8.380000 | -72.43000 |
| Anopheles malefactor | 8.630000 | -72.72000 |
| Anopheles neomaculipalpus | 8.280000 | -76.38000 |
| Anopheles nuneztovari | 8.380000 | -72.43000 |
| Anopheles nuneztovari | 8.380000 | -72.43000 |
| Anopheles punctimacula | 6.770000 | -74.08000 |
| Anopheles nuneztovari | 8.380000 | -72.43000 |
| Anopheles neomaculipalpus | 8.280000 | -76.38000 |
| Anopheles nuneztovari | 8.380000 | -72.43000 |
| Anopheles nuneztovari | 8.380000 | -72.43000 |
| Anopheles nuneztovari | 8.380000 | -72.43000 |
| Anopheles neomaculipalpus | 6.770000 | -74.08000 |
| Anopheles nuneztovari | 8.380000 | -72.43000 |
| Anopheles neomaculipalpus | 8.280000 | -76.38000 |
| Anopheles nuneztovari | 8.380000 | -72.43000 |
| Anopheles nuneztovari | 8.380000 | -72.43000 |
| Anopheles nuneztovari | 8.380000 | -72.43000 |
| Anopheles nuneztovari | 8.380000 | -72.43000 |
| Anopheles nuneztovari | 8.380000 | -72.43000 |
| Anopheles nuneztovari | 8.380000 | -72.43000 |
| Anopheles nuneztovari | 8.380000 | -72.43000 |
| Anopheles nuneztovari | 8.380000 | -72.43000 |
| Anopheles nuneztovari | 8.380000 | -72.43000 |
| Anopheles nuneztovari | 8.380000 | -72.43000 |
| Anopheles nuneztovari | 8.380000 | -72.43000 |
| Anopheles neomaculipalpus | 8.630000 | -72.72000 |
| Anopheles nuneztovari | 8.380000 | -72.43000 |
| Anopheles nuneztovari | 8.380000 | -72.43000 |
| Anopheles nuneztovari | 8.380000 | -72.43000 |
| Anopheles nuneztovari | 8.380000 | -72.43000 |
| Anopheles nuneztovari | 8.380000 | -72.43000 |
| Anopheles nuneztovari | 8.380000 | -72.43000 |
| Anopheles nuneztovari | 8.380000 | -72.43000 |
| Anopheles nuneztovari | 8.380000 | -72.43000 |
| Anopheles punctimacula | 8.280000 | -76.38000 |
| Anopheles nuneztovari | 8.380000 | -72.43000 |
| Anopheles nuneztovari | 8.380000 | -72.43000 |
| Anopheles nuneztovari | 8.380000 | -72.43000 |
| Anopheles punctimacula | 11.266900 | -73.30000 |
| Anopheles punctimacula | 11.270000 | -73.30000 |
| Anopheles neomaculipalpus | 8.250000 | -72.55000 |
| Anopheles neomaculipalpus | 8.250000 | -72.55000 |
| Anopheles neomaculipalpus | 8.250000 | -72.55000 |
| Anopheles neomaculipalpus | 8.250000 | -72.55000 |
| Anopheles neomaculipalpus | 8.250000 | -72.55000 |
| Anopheles albitarsis | 6.840000 | -71.55000 |
| Anopheles neomaculipalpus | 11.266900 | -73.30000 |
| Anopheles punctimacula | 11.270000 | -73.30000 |
| Anopheles punctimacula | 11.270000 | -73.30000 |
| Anopheles punctimacula | 11.270000 | -73.30000 |
| Anopheles neomaculipalpus | 11.270000 | -73.30000 |
| Anopheles punctimacula | 11.270000 | -73.30000 |
| Anopheles albitarsis | 4.630000 | -72.98000 |
| Anopheles calderoni | 1.620000 | -78.73000 |
| Anopheles calderoni | 3.880000 | -76.35000 |
| Anopheles calderoni | 3.880000 | -76.35000 |
| Anopheles calderoni | 3.880000 | -76.35000 |
| Anopheles calderoni | 3.880000 | -76.35000 |
| Anopheles calderoni | 1.620000 | -78.73000 |
| Anopheles calderoni | 1.620000 | -78.73000 |
| Anopheles malefactor | 7.716700 | -75.85000 |
| Anopheles punctimacula | 8.283100 | -76.38310 |
| Anopheles nuneztovari | 3.490000 | -76.59000 |
| Anopheles nuneztovari | 3.490000 | -76.59000 |
| Anopheles nuneztovari | 3.490000 | -76.59000 |
| Anopheles nuneztovari | 3.490000 | -76.59000 |
| Anopheles nuneztovari | 3.490000 | -76.59000 |
| Anopheles nuneztovari | 3.490000 | -76.59000 |
| Anopheles nuneztovari | 3.490000 | -76.59000 |
| Anopheles nuneztovari | 3.490000 | -76.59000 |
| Anopheles nuneztovari | 3.490000 | -76.59000 |
| Anopheles nuneztovari | 3.490000 | -76.59000 |
| Anopheles nuneztovari | 3.490000 | -76.59000 |
| Anopheles malefactor | 7.720000 | -75.85000 |
| Anopheles malefactor | 7.720000 | -75.85000 |
| Anopheles nuneztovari | 3.490000 | -76.59000 |
| Anopheles punctimacula | 8.280000 | -76.38000 |
| Anopheles nuneztovari | 3.490000 | -76.59000 |
| Anopheles malefactor | 6.283300 | -76.75000 |
| Anopheles malefactor | 6.283300 | -76.75000 |
| Anopheles malefactor | 6.283300 | -76.75000 |
| Anopheles darlingi | 4.130000 | -73.19000 |
| Anopheles darlingi | 4.130000 | -73.19000 |
| Anopheles darlingi | 4.130000 | -73.19000 |
| Anopheles darlingi | 4.130000 | -73.19000 |
| Anopheles darlingi | 4.130000 | -73.19000 |
| Anopheles darlingi | 4.130000 | -73.19000 |
| Anopheles darlingi | 4.130000 | -73.19000 |
| Anopheles darlingi | 4.130000 | -73.19000 |
| Anopheles darlingi | 4.130000 | -73.19000 |
| Anopheles darlingi | 4.130000 | -73.19000 |
| Anopheles darlingi | 4.130000 | -73.19000 |
| Anopheles darlingi | 4.130000 | -73.19000 |
| Anopheles malefactor | 6.280000 | -76.75000 |
| Anopheles darlingi | 4.130000 | -73.19000 |
| Anopheles malefactor | 6.280000 | -76.75000 |
| Anopheles darlingi | 4.130000 | -73.19000 |
| Anopheles darlingi | 4.130000 | -73.19000 |
| Anopheles darlingi | 4.130000 | -73.19000 |
| Anopheles darlingi | 4.130000 | -73.19000 |
| Anopheles malefactor | 6.280000 | -76.75000 |
| Anopheles darlingi | 4.130000 | -73.19000 |
| Anopheles darlingi | 4.130000 | -73.19000 |
| Anopheles darlingi | 4.130000 | -73.19000 |
| Anopheles malefactor | 6.280000 | -76.75000 |
| Anopheles darlingi | 4.130000 | -73.19000 |
| Anopheles nuneztovari | 6.170000 | -76.45000 |
| Anopheles nuneztovari | 6.170000 | -76.45000 |
| Anopheles nuneztovari | 6.170000 | -76.45000 |
| Anopheles nuneztovari | 6.170000 | -76.45000 |
| Anopheles peryassui | 2.890000 | -69.75000 |
| Anopheles nuneztovari | 6.170000 | -76.45000 |
| Anopheles nuneztovari | 6.170000 | -76.45000 |
| Anopheles nuneztovari | 6.170000 | -76.45000 |
| Anopheles nuneztovari | 6.170000 | -76.45000 |
| Anopheles peryassui | 2.890000 | -69.75000 |
| Anopheles darlingi | 2.530000 | -69.45000 |
| Anopheles nuneztovari | 6.170000 | -76.45000 |
| Anopheles darlingi | 2.530000 | -69.45000 |
| Anopheles darlingi | 2.530000 | -69.45000 |
| Anopheles darlingi | 2.530000 | -69.45000 |
| Anopheles darlingi | 6.170000 | -76.45000 |
| Anopheles nuneztovari | 6.170000 | -76.45000 |
| Anopheles darlingi | 6.170000 | -76.45000 |
| Anopheles darlingi | 6.170000 | -76.45000 |
| Anopheles darlingi | 2.530000 | -69.45000 |
| Anopheles peryassui | -2.890000 | -69.75000 |
| Anopheles darlingi | 2.530000 | -69.45000 |
| Anopheles darlingi | 6.170000 | -76.45000 |
| Anopheles darlingi | 6.170000 | -76.45000 |
| Anopheles darlingi | 2.530000 | -69.45000 |
| Anopheles nuneztovari | 6.170000 | -76.45000 |
| Anopheles nuneztovari | 6.170000 | -76.45000 |
| Anopheles darlingi | 2.530000 | -69.45000 |
| Anopheles darlingi | 2.530000 | -69.45000 |
| Anopheles nuneztovari | 6.170000 | -76.45000 |
| Anopheles nuneztovari | 6.170000 | -76.45000 |
| Anopheles nuneztovari | 6.170000 | -76.45000 |
| Anopheles darlingi | 6.170000 | -76.45000 |
| Anopheles darlingi | 2.530000 | -69.45000 |
| Anopheles peryassui | -2.890000 | -69.75000 |
| Anopheles peryassui | -2.900000 | -69.76000 |
| Anopheles darlingi | 2.530000 | -69.45000 |
| Anopheles darlingi | 2.530000 | -69.45000 |
| Anopheles darlingi | 6.170000 | -76.45000 |
| Anopheles nuneztovari | 6.170000 | -76.45000 |
| Anopheles darlingi | 6.170000 | -76.45000 |
| Anopheles darlingi | 2.530000 | -69.45000 |
| Anopheles darlingi | 6.170000 | -76.45000 |
| Anopheles darlingi | 6.170000 | -76.45000 |
| Anopheles darlingi | 6.170000 | -76.45000 |
| Anopheles nuneztovari | 6.170000 | -76.45000 |
| Anopheles peryassui | -2.900000 | -69.76000 |
| Anopheles darlingi | 6.170000 | -76.45000 |
| Anopheles darlingi | 6.170000 | -76.45000 |
| Anopheles darlingi | 6.170000 | -76.45000 |
| Anopheles darlingi | 6.170000 | -76.45000 |
| Anopheles darlingi | 6.170000 | -76.45000 |
| Anopheles darlingi | 2.530000 | -69.45000 |
| Anopheles darlingi | 6.170000 | -76.45000 |
| Anopheles darlingi | 2.530000 | -69.45000 |
| Anopheles darlingi | 6.170000 | -76.45000 |
| Anopheles peryassui | -2.900000 | -69.76000 |
| Anopheles darlingi | 2.530000 | -69.45000 |
| Anopheles darlingi | 6.170000 | -76.45000 |
| Anopheles darlingi | 2.530000 | -69.45000 |
| Anopheles calderoni | 3.875600 | -76.34810 |
| Anopheles calderoni | 3.875600 | -76.34810 |
| Anopheles calderoni | 3.875600 | -76.34810 |
| Anopheles calderoni | 3.875600 | -76.34810 |
| Anopheles darlingi | -0.100000 | -74.53000 |
| Anopheles darlingi | -0.100000 | -74.53000 |
| Anopheles darlingi | -0.100000 | -74.53000 |
| Anopheles darlingi | -0.100000 | -74.53000 |
| Anopheles darlingi | -0.100000 | -74.53000 |
| Anopheles darlingi | -0.100000 | -74.53000 |
| Anopheles darlingi | -0.100000 | -74.53000 |
| Anopheles darlingi | -0.100000 | -74.53000 |
| Anopheles darlingi | -0.100000 | -74.53000 |
| Anopheles darlingi | -0.100000 | -74.53000 |
| Anopheles darlingi | -0.100000 | -74.53000 |
| Anopheles darlingi | -0.100000 | -74.53000 |
| Anopheles darlingi | -0.100000 | -74.53000 |
| Anopheles darlingi | -0.100000 | -74.53000 |
| Anopheles darlingi | -0.100000 | -74.53000 |
| Anopheles darlingi | -0.100000 | -74.53000 |
| Anopheles darlingi | -0.100000 | -74.53000 |
| Anopheles darlingi | -0.100000 | -74.53000 |
| Anopheles darlingi | -0.100000 | -74.53000 |
| Anopheles nuneztovari | 7.430000 | -75.51000 |
| Anopheles nuneztovari | 7.430000 | -75.51000 |
| Anopheles nuneztovari | 7.430000 | -75.51000 |
| Anopheles nuneztovari | 7.430000 | -75.51000 |
| Anopheles nuneztovari | 7.430000 | -75.51000 |
| Anopheles nuneztovari | 7.430000 | -75.51000 |
| Anopheles nuneztovari | 7.430000 | -75.51000 |
| Anopheles nuneztovari | 7.430000 | -75.51000 |
| Anopheles nuneztovari | 7.430000 | -75.51000 |
| Anopheles nuneztovari | 7.430000 | -75.51000 |
| Anopheles nuneztovari | 7.430000 | -75.51000 |
| Anopheles nuneztovari | 7.430000 | -75.51000 |
| Anopheles nuneztovari | 7.430000 | -75.51000 |
| Anopheles nuneztovari | 7.430000 | -75.51000 |
| Anopheles nuneztovari | 7.430000 | -75.51000 |
| Anopheles nuneztovari | 7.430000 | -75.51000 |
| Anopheles nuneztovari | 7.430000 | -75.51000 |
| Anopheles nuneztovari | 7.430000 | -75.51000 |
| Anopheles nuneztovari | 7.430000 | -75.51000 |
| Anopheles nuneztovari | 7.430000 | -75.51000 |
| Anopheles nuneztovari | 7.430000 | -75.51000 |
| Anopheles nuneztovari | 7.430000 | -75.51000 |
| Anopheles nuneztovari | 7.430000 | -75.51000 |
| Anopheles nuneztovari | 7.430000 | -75.51000 |
| Anopheles nuneztovari | 7.430000 | -75.51000 |
| Anopheles nuneztovari | 7.430000 | -75.51000 |
| Anopheles nuneztovari | 7.430000 | -75.51000 |
| Anopheles nuneztovari | 7.430000 | -75.51000 |
| Anopheles nuneztovari | 7.430000 | -75.51000 |
| Anopheles nuneztovari | 7.430000 | -75.51000 |
| Anopheles darlingi | 7.430000 | -75.51000 |
| Anopheles nuneztovari | 7.430000 | -75.51000 |
| Anopheles nuneztovari | 7.430000 | -75.51000 |
| Anopheles nuneztovari | 7.430000 | -75.51000 |
| Anopheles darlingi | 7.430000 | -75.51000 |
| Anopheles darlingi | 7.430000 | -75.51000 |
| Anopheles darlingi | 7.430000 | -75.51000 |
| Anopheles nuneztovari | 7.430000 | -75.51000 |
| Anopheles darlingi | 7.430000 | -75.51000 |
| Anopheles darlingi | 7.430000 | -75.51000 |
| Anopheles nuneztovari | 7.430000 | -75.51000 |
| Anopheles darlingi | 7.430000 | -75.51000 |
| Anopheles darlingi | 7.430000 | -75.51000 |
| Anopheles nuneztovari | 7.430000 | -75.51000 |
| Anopheles nuneztovari | 7.430000 | -75.51000 |
| Anopheles nuneztovari | 7.430000 | -75.51000 |
| Anopheles nuneztovari | 7.430000 | -75.51000 |
| Anopheles mattogrossensis | -2.895600 | -69.75810 |
| Anopheles mattogrossensis | -2.895600 | -69.75810 |
| Anopheles nuneztovari | 7.350000 | -74.49000 |
| Anopheles nuneztovari | 7.350000 | -74.49000 |
| Anopheles nuneztovari | 7.350000 | -74.49000 |
| Anopheles nuneztovari | 7.350000 | -74.49000 |
| Anopheles nuneztovari | 7.350000 | -74.49000 |
| Anopheles nuneztovari | 7.350000 | -74.49000 |
| Anopheles nuneztovari | 7.350000 | -74.49000 |
| Anopheles nuneztovari | 7.350000 | -74.49000 |
| Anopheles darlingi | 7.350000 | -74.49000 |
| Anopheles nuneztovari | 7.350000 | -74.49000 |
| Anopheles nuneztovari | 7.350000 | -74.49000 |
| Anopheles nuneztovari | 7.350000 | -74.49000 |
| Anopheles darlingi | 7.350000 | -74.49000 |
| Anopheles darlingi | 7.350000 | -74.49000 |
| Anopheles nuneztovari | 7.350000 | -74.49000 |
| Anopheles nuneztovari | 7.350000 | -74.49000 |
| Anopheles darlingi | 7.350000 | -74.49000 |
| Anopheles darlingi | 7.350000 | -74.49000 |
| Anopheles nuneztovari | 7.350000 | -74.49000 |
| Anopheles darlingi | 7.350000 | -74.49000 |
| Anopheles darlingi | 7.350000 | -74.49000 |
| Anopheles nuneztovari | 7.350000 | -74.49000 |
| Anopheles mattogrossensis | -2.900000 | -69.76000 |
| Anopheles nuneztovari | 7.350000 | -74.49000 |
| Anopheles darlingi | 7.350000 | -74.49000 |
| Anopheles nuneztovari | 7.350000 | -74.49000 |
| Anopheles nuneztovari | 7.350000 | -74.49000 |
| Anopheles nuneztovari | 7.350000 | -74.49000 |
| Anopheles darlingi | 7.350000 | -74.49000 |
| Anopheles nuneztovari | 7.350000 | -74.49000 |
| Anopheles nuneztovari | 7.350000 | -74.49000 |
| Anopheles mattogrossensis | -2.900000 | -69.76000 |
| Anopheles darlingi | 7.350000 | -74.49000 |
| Anopheles nuneztovari | 7.350000 | -74.49000 |
| Anopheles darlingi | 7.350000 | -74.49000 |
| Anopheles mattogrossensis | -2.900000 | -69.76000 |
| Anopheles mattogrossensis | -2.900000 | -69.76000 |
| Anopheles nuneztovari | 7.350000 | -74.49000 |
| Anopheles darlingi | 7.350000 | -74.49000 |
| Anopheles nuneztovari | 7.350000 | -74.49000 |
| Anopheles nuneztovari | 7.350000 | -74.49000 |
| Anopheles mattogrossensis | -2.900000 | -69.76000 |
| Anopheles darlingi | 7.350000 | -74.49000 |
| Anopheles darlingi | 7.350000 | -74.49000 |
| Anopheles mattogrossensis | -2.900000 | -69.76000 |
| Anopheles darlingi | 7.350000 | -74.49000 |
| Anopheles punctimacula | 7.583300 | -74.81670 |
| Anopheles punctimacula | 7.580000 | -74.82000 |
| Anopheles albitarsis | 7.530000 | -74.73000 |
| Anopheles albitarsis | 7.530000 | -74.73000 |
| Anopheles malefactor | 6.280000 | -76.75000 |
| Anopheles malefactor | 6.280000 | -76.75000 |
| Anopheles malefactor | 6.280000 | -76.75000 |
| Anopheles albitarsis | 7.530000 | -74.73000 |
| Anopheles apicimacula | 8.425800 | -76.78390 |
| Anopheles pseudopunctipennis | 7.583300 | -74.81670 |
| Anopheles punctimacula | 8.425800 | -76.78390 |
| Anopheles apicimacula | 8.425800 | -76.78390 |
| Anopheles apicimacula | 8.430000 | -76.78000 |
| Anopheles apicimacula | 8.430000 | -76.78000 |
| Anopheles punctimacula | 8.430000 | -76.78000 |
| Anopheles apicimacula | 8.430000 | -76.78000 |
| Anopheles apicimacula | 8.430000 | -76.78000 |
| Anopheles apicimacula | 8.430000 | -76.78000 |
| Anopheles pseudopunctipennis | 7.580000 | -74.82000 |
| Anopheles apicimacula | 8.430000 | -76.78000 |
| Anopheles pseudopunctipennis | 7.580000 | -74.82000 |
| Anopheles apicimacula | 8.430000 | -76.78000 |
| Anopheles apicimacula | 8.430000 | -76.78000 |
| Anopheles albitarsis | 7.530000 | -74.73000 |
| Anopheles albitarsis | 7.530000 | -74.73000 |
| Anopheles albitarsis | 7.530000 | -74.73000 |
| Anopheles albitarsis | 7.530000 | -74.73000 |
| Anopheles punctimacula | 7.580000 | -74.82000 |
| Anopheles nuneztovari | 8.010000 | -76.07000 |
| Anopheles nuneztovari | 8.010000 | -76.07000 |
| Anopheles nuneztovari | 8.010000 | -76.07000 |
| Anopheles nuneztovari | 8.010000 | -76.07000 |
| Anopheles nuneztovari | 8.010000 | -76.07000 |
| Anopheles nuneztovari | 8.010000 | -76.07000 |
| Anopheles nuneztovari | 8.010000 | -76.07000 |
| Anopheles nuneztovari | 8.010000 | -76.07000 |
| Anopheles nuneztovari | 8.010000 | -76.07000 |
| Anopheles nuneztovari | 8.010000 | -76.07000 |
| Anopheles nuneztovari | 8.010000 | -76.07000 |
| Anopheles costai | -3.770000 | -70.38000 |
| Anopheles nuneztovari | 8.010000 | -76.07000 |
| Anopheles nuneztovari | 8.010000 | -76.07000 |
| Anopheles nuneztovari | 8.010000 | -76.07000 |
| Anopheles nuneztovari | 8.010000 | -76.07000 |
| Anopheles nuneztovari | 8.010000 | -76.07000 |
| Anopheles nuneztovari | 8.010000 | -76.07000 |
| Anopheles nuneztovari | 8.010000 | -76.07000 |
| Anopheles nuneztovari | 8.010000 | -76.07000 |
| Anopheles nuneztovari | 8.010000 | -76.07000 |
| Anopheles nuneztovari | 8.010000 | -76.07000 |
| Anopheles nuneztovari | 8.010000 | -76.07000 |
| Anopheles albitarsis | 7.530000 | -74.73000 |
| Anopheles albitarsis | 7.530000 | -74.73000 |
| Anopheles calderoni | 1.616700 | -78.73330 |
| Anopheles calderoni | 1.616700 | -78.73330 |
| Anopheles calderoni | 1.616700 | -78.73330 |
| Anopheles calderoni | 1.616700 | -78.73330 |
| Anopheles calderoni | 1.616700 | -78.73330 |
| Anopheles calderoni | 1.616700 | -78.73330 |
| Anopheles calderoni | 1.616700 | -78.73330 |
| Anopheles calderoni | 1.616700 | -78.73330 |
| Anopheles apicimacula | 3.816700 | -76.98330 |
| Anopheles apicimacula | 3.816700 | -76.98330 |
| Anopheles calderoni | 1.616700 | -78.73330 |
| Anopheles peryassui | -4.215000 | -69.93280 |
| Anopheles calderoni | 1.616700 | -78.73330 |
| Anopheles peryassui | -4.215000 | -69.93280 |
| Anopheles calderoni | 1.616700 | -78.73330 |
| Anopheles calderoni | 1.616700 | -78.73330 |
| Anopheles calderoni | 1.616700 | -78.73330 |
| Anopheles peryassui | -4.215000 | -69.93280 |
| Anopheles calderoni | 1.616700 | -78.73330 |
| Anopheles calderoni | 1.616700 | -78.73330 |
| Anopheles calderoni | 1.616700 | -78.73330 |
| Anopheles calderoni | 1.616700 | -78.73330 |
| Anopheles calderoni | 1.620000 | -78.73000 |
| Anopheles apicimacula | 3.820000 | -76.98000 |
| Anopheles calderoni | 1.620000 | -78.73000 |
| Anopheles apicimacula | 3.820000 | -76.99000 |
| Anopheles calderoni | 1.620000 | -78.73000 |
| Anopheles calderoni | 1.620000 | -78.73000 |
| Anopheles apicimacula | 3.820000 | -76.99000 |
| Anopheles calderoni | 1.620000 | -78.73000 |
| Anopheles calderoni | 1.620000 | -78.73000 |
| Anopheles calderoni | 1.620000 | -78.73000 |
| Anopheles apicimacula | 3.820000 | -76.98000 |
| Anopheles calderoni | 1.620000 | -78.73000 |
| Anopheles calderoni | 1.620000 | -78.73000 |
| Anopheles calderoni | 1.620000 | -78.73000 |
| Anopheles calderoni | 1.620000 | -78.73000 |
| Anopheles calderoni | 1.620000 | -78.73000 |
| Anopheles calderoni | 1.620000 | -78.73000 |
| Anopheles calderoni | 1.620000 | -78.73000 |
| Anopheles calderoni | 1.620000 | -78.73000 |
| Anopheles calderoni | 1.620000 | -78.73000 |
| Anopheles calderoni | 1.620000 | -78.73000 |
| Anopheles apicimacula | 3.820000 | -76.98000 |
| Anopheles calderoni | 1.620000 | -78.73000 |
| Anopheles apicimacula | 3.820000 | -76.99000 |
| Anopheles calderoni | 1.620000 | -78.73000 |
| Anopheles punctimacula | 8.630000 | -77.43000 |
| Anopheles punctimacula | 8.630000 | -77.43000 |
| Anopheles punctimacula | 8.630000 | -77.43000 |
| Anopheles albitarsis | 7.530000 | -74.73000 |
| Anopheles albitarsis | 7.530000 | -74.73000 |
| Anopheles albitarsis | 7.530000 | -74.73000 |
| Anopheles albitarsis | 7.530000 | -74.73000 |
| Anopheles neomaculipalpus | 8.116700 | -76.73330 |
| Anopheles neomaculipalpus | 8.110000 | -76.73000 |
| Anopheles neomaculipalpus | 8.120000 | -76.73000 |
| Anopheles rangeli | 3.550000 | -73.72000 |
| Anopheles punctimacula | 8.130000 | -76.72000 |
| Anopheles albimanus | 8.620000 | -77.32000 |
| Anopheles albimanus | 8.620000 | -77.32000 |
| Anopheles albimanus | 8.620000 | -77.32000 |
| Anopheles albimanus | 8.620000 | -77.32000 |
| Anopheles albimanus | 8.620000 | -77.32000 |
| Anopheles albimanus | 8.620000 | -77.32000 |
| Anopheles albimanus | 8.620000 | -77.32000 |
| Anopheles albimanus | 8.620000 | -77.32000 |
| Anopheles albimanus | 8.620000 | -77.32000 |
| Anopheles albimanus | 8.620000 | -77.32000 |
| Anopheles albimanus | 8.620000 | -77.32000 |
| Anopheles albimanus | 8.620000 | -77.32000 |
| Anopheles albimanus | 8.620000 | -77.32000 |
| Anopheles albimanus | 8.620000 | -77.32000 |
| Anopheles albimanus | 8.620000 | -77.32000 |
| Anopheles albimanus | 8.620000 | -77.32000 |
| Anopheles albimanus | 8.620000 | -77.32000 |
| Anopheles albimanus | 8.620000 | -77.32000 |
| Anopheles albimanus | 8.620000 | -77.32000 |
| Anopheles albimanus | 8.620000 | -77.32000 |
| Anopheles albimanus | 8.620000 | -77.32000 |
| Anopheles albimanus | 8.620000 | -77.32000 |
| Anopheles albimanus | 8.620000 | -77.32000 |
| Anopheles albimanus | 8.620000 | -77.32000 |
| Anopheles albimanus | 8.620000 | -77.32000 |
| Anopheles albimanus | 8.620000 | -77.32000 |
| Anopheles albimanus | 8.620000 | -77.32000 |
| Anopheles albitarsis | 8.110000 | -74.77000 |
| Anopheles albitarsis | 8.110000 | -74.77000 |
| Anopheles albitarsis | 8.110000 | -74.77000 |
| Anopheles albitarsis | 8.110000 | -74.77000 |
| Anopheles albitarsis | 8.110000 | -74.77000 |
| Anopheles albitarsis | 8.110000 | -74.77000 |
| Anopheles oswaldoi | -4.115870 | -69.95220 |
| Anopheles apicimacula | 5.700000 | -77.26720 |
| Anopheles apicimacula | 5.700000 | -77.26720 |
| Anopheles apicimacula | 5.700000 | -77.27000 |
| Anopheles apicimacula | 5.700000 | -77.27000 |
| Anopheles apicimacula | 5.700000 | -77.27000 |
| Anopheles apicimacula | 5.700000 | -77.27000 |
| Anopheles albitarsis | 8.110000 | -74.77000 |
| Anopheles oswaldoi | -4.115900 | -69.95220 |
| Anopheles oswaldoi | 8.110100 | -74.76710 |
| Anopheles oswaldoi | 8.110100 | -74.76710 |
| Anopheles oswaldoi | 8.110100 | -74.76710 |
| Anopheles oswaldoi | 8.110100 | -74.76710 |
| Anopheles apicimacula | 5.700000 | -77.27000 |
| Anopheles apicimacula | 5.700000 | -77.27000 |
| Anopheles albitarsis | 8.110000 | -74.77000 |
| Anopheles oswaldoi | 8.110100 | -74.76710 |
| Anopheles albitarsis | 8.110000 | -74.77000 |
| Anopheles apicimacula | 5.700000 | -77.26720 |
| Anopheles albitarsis | 8.640000 | -72.73700 |
| Anopheles albitarsis | 8.640000 | -72.73700 |
| Anopheles albitarsis | 8.640000 | -72.74000 |
| Anopheles albitarsis | 7.490000 | -72.74000 |
| Anopheles albitarsis | 8.640000 | -72.74000 |
| Anopheles albitarsis | 8.640000 | -72.74000 |
| Anopheles albitarsis | 8.640000 | -72.74000 |
| Anopheles albitarsis | 8.640000 | -72.74000 |
| Anopheles neomaculipalpus | 9.250000 | -76.10000 |
| Anopheles albitarsis | 8.640000 | -72.74000 |
| Anopheles albitarsis | 9.250000 | -76.10000 |
| Anopheles neomaculipalpus | 9.250000 | -76.10000 |
| Anopheles neomaculipalpus | 9.250000 | -76.10000 |
| Anopheles neomaculipalpus | 9.250000 | -76.10000 |
| Anopheles neomaculipalpus | 9.250000 | -76.10000 |
| Anopheles neomaculipalpus | 9.250000 | -76.10000 |
| Anopheles neomaculipalpus | 9.250000 | -76.10000 |
| Anopheles neomaculipalpus | 9.250000 | -76.10000 |
| Anopheles neomaculipalpus | 9.250000 | -76.10000 |
| Anopheles neomaculipalpus | 9.250000 | -76.10000 |
| Anopheles neomaculipalpus | 9.250000 | -76.10000 |
| Anopheles neomaculipalpus | 9.250000 | -76.10000 |
| Anopheles apicimacula | 5.700000 | -77.27000 |
| Anopheles neomaculipalpus | 9.250000 | -76.10000 |
| Anopheles neomaculipalpus | 9.250000 | -76.10000 |
| Anopheles neomaculipalpus | 9.250000 | -76.10000 |
| Anopheles albitarsis | 8.330000 | -73.17000 |
| Anopheles albitarsis | 10.433000 | -75.35000 |
| Anopheles punctimacula | 11.250000 | -73.60000 |
| Anopheles neomaculipalpus | 9.250000 | -76.10000 |
| Anopheles neomaculipalpus | 9.250000 | -76.10000 |
| Anopheles neomaculipalpus | 9.250000 | -76.10000 |
| Anopheles neomaculipalpus | 9.250000 | -76.10000 |
| Anopheles neomaculipalpus | 9.250000 | -76.10000 |
| Anopheles neomaculipalpus | 9.250000 | -76.10000 |
| Anopheles neomaculipalpus | 9.250000 | -76.10000 |
| Anopheles neomaculipalpus | 9.250000 | -76.10000 |
| Anopheles neomaculipalpus | 9.250000 | -76.10000 |
| Anopheles neomaculipalpus | 9.250000 | -76.10000 |
| Anopheles neomaculipalpus | 9.250000 | -76.10000 |
| Anopheles neomaculipalpus | 9.250000 | -76.10000 |
| Anopheles neomaculipalpus | 9.250000 | -76.10000 |
| Anopheles punctimacula | 11.250000 | -73.60000 |
| Anopheles albitarsis | 3.550000 | -73.71000 |
| Anopheles oswaldoi | 3.537000 | -73.70100 |
| Anopheles albitarsis | 3.550000 | -73.71000 |
| Anopheles oswaldoi | 3.537000 | -73.70100 |
| Anopheles calderoni | 3.876000 | -76.34800 |
| Anopheles calderoni | 3.876000 | -76.34800 |
| Anopheles calderoni | 3.876000 | -76.34800 |
| Anopheles calderoni | 3.876000 | -76.34800 |
| Anopheles calderoni | 3.876000 | -76.34800 |
| Anopheles calderoni | 3.876000 | -76.34800 |
| Anopheles calderoni | 3.880000 | -76.35000 |
| Anopheles calderoni | 3.880000 | -76.35000 |
| Anopheles calderoni | 3.880000 | -76.35000 |
| Anopheles calderoni | 3.880000 | -76.35000 |
| Anopheles calderoni | 3.880000 | -76.35000 |
| Anopheles calderoni | 3.880000 | -76.35000 |
| Anopheles oswaldoi | -0.197000 | -74.77900 |
| Anopheles oswaldoi | -0.197000 | -74.77900 |
| Anopheles oswaldoi | -0.197000 | -74.77900 |
| Anopheles oswaldoi | -0.197000 | -74.77900 |
| Anopheles oswaldoi | -0.197000 | -74.77900 |
| Anopheles oswaldoi | -0.197000 | -74.77900 |
| Anopheles oswaldoi | -0.197000 | -74.77900 |
| Anopheles oswaldoi | -0.197000 | -74.77900 |
| Anopheles nuneztovari | 7.033030 | -71.80036 |
| Anopheles strodei | 7.033030 | -71.80036 |
| Anopheles nuneztovari | 6.999700 | -71.91703 |
| Anopheles rangeli | 7.033030 | -71.80036 |
| Anopheles rangeli | 7.033030 | -71.80036 |
| Anopheles mattogrossensis | 4.149690 | -69.95035 |
| Anopheles triannulatus | 4.149690 | -69.95035 |
| Anopheles rangeli | 4.149690 | -73.61703 |
| Anopheles lepidotus | 4.249604 | -73.56667 |
| Anopheles rangeli | 4.148120 | -73.64164 |
| Anopheles punctimacula | 6.057910 | -74.51408 |
| Anopheles triannulatus | 6.057910 | -74.51408 |
| Anopheles triannulatus | 6.057910 | -74.51408 |
| Anopheles triannulatus | 6.057910 | -74.51408 |
| Anopheles oswaldoi | 4.155870 | -73.02919 |
| Anopheles oswaldoi | 5.976560 | -74.59547 |
| Anopheles punctimacula | 5.976560 | -74.59547 |
| Anopheles rangeli | 5.976560 | -74.59547 |
| Anopheles triannulatus | 5.976560 | -74.59547 |
| Anopheles triannulatus | 5.976560 | -74.59547 |
| Anopheles triannulatus | 5.976560 | -74.59547 |
| Anopheles mattogrossensis | 0.716340 | -75.26704 |
| Anopheles oswaldoi | 0.716340 | -75.26704 |
| Anopheles oswaldoi | 4.083350 | -72.95734 |
| Anopheles neomaculipalpus | 0.716340 | -75.26704 |
| Anopheles neomaculipalpus | 0.716340 | -75.26704 |
| Anopheles rangeli | 0.716340 | -75.26704 |
| Anopheles rangeli | 0.716340 | -75.26704 |
| Anopheles rangeli | 0.716340 | -75.26704 |
| Anopheles albimanus | 8.843340 | -75.82053 |
| Anopheles triannulatus | 8.843340 | -75.82053 |
| Anopheles albimanus | 8.843340 | -75.82053 |
| Anopheles triannulatus | 8.843340 | -75.82053 |
| Anopheles albimanus | 5.152643 | -75.03624 |
| Anopheles eiseni | 6.946160 | -77.67170 |
| Anopheles eiseni | 6.946160 | -77.67170 |
| Anopheles eiseni | 6.946160 | -77.67170 |
| Anopheles neivai | 3.683020 | -77.06704 |
| Anopheles neivai | 3.683020 | -77.06704 |
| Anopheles neivai | 3.683020 | -77.06704 |
| Anopheles neivai | 3.683020 | -77.06704 |
| Anopheles neivai | 3.683020 | -77.06704 |
| Anopheles neivai | 3.683020 | -77.06704 |
| Anopheles neivai | 3.683020 | -77.06704 |
| Anopheles neivai | 3.683020 | -77.06704 |
| Anopheles neivai | 3.683020 | -77.06704 |
| Anopheles neivai | 3.683020 | -77.06704 |
| Anopheles neivai | 3.683020 | -77.06704 |
| Anopheles neivai | 3.683020 | -77.06704 |
| Anopheles neivai | 3.683020 | -77.06704 |
| Anopheles neivai | 3.683020 | -77.06704 |
| Anopheles neivai | 3.683020 | -77.06704 |
| Anopheles neivai | 3.683020 | -77.06704 |
| Anopheles neivai | 3.683020 | -77.06704 |
| Anopheles neivai | 3.666350 | -77.01704 |
| Anopheles neivai | 3.666350 | -77.01704 |
| Anopheles neivai | 3.666350 | -77.01704 |
| Anopheles neivai | 3.666350 | -77.01704 |
| Anopheles neivai | 3.666350 | -77.01704 |
| Anopheles neivai | 3.666350 | -77.01704 |
| Anopheles neivai | 3.666350 | -77.01704 |
| Anopheles neivai | 3.666350 | -77.01704 |
| Anopheles neivai | 3.666350 | -77.01704 |
| Anopheles neivai | 3.666350 | -77.01704 |
| Anopheles neivai | 3.666350 | -77.01704 |
| Anopheles neivai | 3.683020 | -77.06704 |
| Anopheles neivai | 3.683020 | -77.06704 |
| Anopheles neivai | 3.683020 | -77.06704 |
| Anopheles neivai | 3.683020 | -77.06704 |
| Anopheles neivai | 3.683020 | -77.06704 |
| Anopheles neivai | 3.683020 | -77.06704 |
| Anopheles neivai | 3.683020 | -77.06704 |
| Anopheles neivai | 3.683020 | -77.06704 |
| Anopheles neivai | 3.683020 | -77.06704 |
| Anopheles neivai | 3.683020 | -77.06704 |
| Anopheles neivai | 3.683020 | -77.06704 |
| Anopheles neivai | 3.683020 | -77.06704 |
| Anopheles neivai | 3.683020 | -77.06704 |
| Anopheles eiseni | 3.683020 | -77.06704 |
| Anopheles eiseni | 3.683020 | -77.06704 |
| Anopheles eiseni | 3.683020 | -77.06704 |
| Anopheles eiseni | 3.683020 | -77.06704 |
| Anopheles eiseni | 3.683020 | -77.06704 |
| Anopheles eiseni | 3.683020 | -77.06704 |
| Anopheles eiseni | 3.683020 | -77.06704 |
| Anopheles eiseni | 3.683020 | -77.06704 |
| Anopheles eiseni | 3.683020 | -77.06704 |
| Anopheles eiseni | 3.683020 | -77.06704 |
| Anopheles neivai | 3.683020 | -77.06704 |
| Anopheles neivai | 3.683020 | -77.06704 |
| Anopheles neivai | 3.683020 | -77.06704 |
| Anopheles neivai | 3.683020 | -77.06704 |
| Anopheles neivai | 3.683020 | -77.06704 |
| Anopheles neivai | 3.683020 | -77.06704 |
| Anopheles neivai | 3.683020 | -77.06704 |
| Anopheles peryassui | 7.399700 | -73.50037 |
| Anopheles peryassui | 7.399700 | -73.50037 |
| Anopheles peryassui | 7.399700 | -73.50037 |
| Anopheles peryassui | 7.399700 | -73.50037 |
| Anopheles peryassui | 7.399700 | -73.50037 |
| Anopheles darlingi | 4.093760 | -73.58769 |
| Anopheles darlingi | 4.093760 | -73.58769 |
| Anopheles darlingi | 4.093760 | -73.58769 |
| Anopheles braziliensis | 4.111890 | -73.61468 |
| Anopheles rangeli | 4.093760 | -73.58769 |
| Anopheles rangeli | 4.093760 | -73.58769 |
| Anopheles rangeli | 4.093760 | -73.58769 |
| Anopheles rangeli | 4.093760 | -73.58769 |
| Anopheles rangeli | 4.048760 | -73.72287 |
| Anopheles rangeli | 4.048760 | -73.72287 |
| Anopheles rangeli | 4.048760 | -73.72287 |
| Anopheles rangeli | 4.048760 | -73.72287 |
| Anopheles rangeli | 4.048760 | -73.72287 |
| Anopheles rangeli | 4.048760 | -73.72287 |
| Anopheles rangeli | 4.048760 | -73.72287 |
| Anopheles rangeli | 4.048760 | -73.72287 |
| Anopheles rangeli | 4.202070 | -73.47040 |
| Anopheles rangeli | 4.202070 | -73.47040 |
| Anopheles rangeli | 4.202070 | -73.47040 |
| Anopheles rangeli | 4.111890 | -73.61468 |
| Anopheles rangeli | 4.111890 | -73.61468 |
| Anopheles rangeli | 4.111890 | -73.61468 |
| Anopheles trinkae | 4.048760 | -73.72287 |
| Anopheles triannulatus | 9.332670 | -75.02940 |
| Anopheles triannulatus | 9.332670 | -75.02940 |
| Anopheles triannulatus | 9.332670 | -75.02940 |
| Anopheles triannulatus | 9.332670 | -75.02940 |
| Anopheles triannulatus | 9.332670 | -75.02940 |
| Anopheles triannulatus | 9.332670 | -75.02940 |
| Anopheles triannulatus | 9.332670 | -75.02940 |
| Anopheles triannulatus | 9.332670 | -75.02940 |
| Anopheles triannulatus | 9.332670 | -75.02940 |
| Anopheles braziliensis | 4.127920 | -72.72313 |
| Anopheles braziliensis | 4.127920 | -72.72313 |
| Anopheles braziliensis | 4.127920 | -72.72313 |
| Anopheles braziliensis | 4.127920 | -72.72313 |
| Anopheles braziliensis | 4.127920 | -72.72313 |
| Anopheles braziliensis | 4.148120 | -73.64164 |
| Anopheles braziliensis | 4.148120 | -73.64164 |
| Anopheles darlingi | 4.148120 | -73.64164 |
| Anopheles darlingi | 4.148120 | -73.64164 |
| Anopheles darlingi | 4.148120 | -73.64164 |
| Anopheles darlingi | 4.148120 | -73.64164 |
| Anopheles darlingi | 4.148120 | -73.64164 |
| Anopheles darlingi | 4.148120 | -73.64164 |
| Anopheles mediopunctatus | 4.148120 | -73.64164 |
| Anopheles mediopunctatus | 4.148120 | -73.64164 |
| Anopheles mediopunctatus | 4.148120 | -73.64164 |
| Anopheles mediopunctatus | 4.148120 | -73.64164 |
| Anopheles homunculus | 4.211380 | -73.61451 |
| Anopheles homunculus | 4.211380 | -73.61451 |
| Anopheles rangeli | 4.111890 | -73.61468 |
| Anopheles rangeli | 4.111880 | -73.60568 |
| Anopheles rangeli | 4.111880 | -73.60568 |
| Anopheles rangeli | 4.111880 | -73.60568 |
| Anopheles rangeli | 4.111880 | -73.60568 |
| Anopheles rangeli | 4.111880 | -73.60568 |
| Anopheles rangeli | 4.111880 | -73.60568 |
| Anopheles rangeli | 4.111880 | -73.60568 |
| Anopheles rangeli | 4.111880 | -73.60568 |
| Anopheles rangeli | 4.111880 | -73.60568 |
| Anopheles rangeli | 4.111880 | -73.60568 |
| Anopheles rangeli | 4.111880 | -73.60568 |
| Anopheles rangeli | 4.111880 | -73.60568 |
| Anopheles rangeli | 4.148120 | -73.64164 |
| Anopheles rangeli | 4.148120 | -73.64164 |
| Anopheles pseudopunctipennis | 3.933020 | -76.51704 |
| Anopheles pseudopunctipennis | 3.933020 | -76.51704 |
| Anopheles pseudopunctipennis | 3.933020 | -76.51704 |
| Anopheles pseudopunctipennis | 3.933020 | -76.51704 |
| Anopheles pseudopunctipennis | 3.933020 | -76.51704 |
| Anopheles pseudopunctipennis | 3.933020 | -76.51704 |
| Anopheles pseudopunctipennis | 3.933020 | -76.51704 |
| Anopheles pseudopunctipennis | 3.933020 | -76.51704 |
| Anopheles neivai | 3.683020 | -77.06704 |
| Anopheles neivai | 3.683020 | -77.06704 |
| Anopheles neivai | 3.683020 | -77.06704 |
| Anopheles neivai | 3.683020 | -77.06704 |
| Anopheles neivai | 3.683020 | -77.06704 |
| Anopheles neivai | 3.683020 | -77.06704 |
| Anopheles neivai | 3.683020 | -77.06704 |
| Anopheles neivai | 3.683020 | -77.06704 |
| Anopheles neivai | 3.683020 | -77.06704 |
| Anopheles eiseni | 3.683020 | -77.06704 |
| Anopheles eiseni | 3.683020 | -77.06704 |
| Anopheles eiseni | 3.683020 | -77.06704 |
| Anopheles eiseni | 3.683020 | -77.06704 |
| Anopheles eiseni | 3.683020 | -77.06704 |
| Anopheles eiseni | 3.683020 | -77.06704 |
| Anopheles eiseni | 3.683020 | -77.06704 |
| Anopheles eiseni | 3.683020 | -77.06704 |
| Anopheles eiseni | 3.683020 | -77.06704 |
| Anopheles eiseni | 3.683020 | -77.06704 |
| Anopheles eiseni | 3.683020 | -77.06704 |
| Anopheles eiseni | 3.683020 | -77.06704 |
| Anopheles trinkae | 3.980020 | -73.76868 |
| Anopheles trinkae | 4.146690 | -73.61867 |
| Anopheles mediopunctatus | 4.146690 | -73.61867 |
| Anopheles mediopunctatus | 4.146690 | -73.61867 |
| Anopheles rangeli | 4.146690 | -73.61867 |
| Anopheles rangeli | 4.146690 | -73.61867 |
| Anopheles rangeli | 4.146690 | -73.61867 |
| Anopheles albitarsis | 4.313360 | -73.61867 |
| Anopheles albitarsis | 4.146690 | -73.61867 |
| Anopheles darlingi | 4.146690 | -73.61867 |
| Anopheles darlingi | 4.146690 | -73.61867 |
| Anopheles darlingi | 4.146690 | -73.61867 |
| Anopheles darlingi | 4.146690 | -73.61867 |
| Anopheles darlingi | 4.146690 | -73.61867 |
| Anopheles darlingi | 4.313360 | -73.61867 |
| Anopheles darlingi | 4.146690 | -73.61867 |
| Anopheles peryassui | 4.280030 | -72.73531 |
| Anopheles rangeli | 4.146690 | -73.61867 |
| Anopheles rangeli | 4.146690 | -73.61867 |
| Anopheles rangeli | 4.146690 | -73.61867 |
| Anopheles rangeli | 4.146690 | -73.61867 |
| Anopheles rangeli | 4.146690 | -73.61867 |
| Anopheles rangeli | 4.146690 | -73.61867 |
| Anopheles rangeli | 4.146690 | -73.61867 |
| Anopheles rangeli | 4.146690 | -73.61867 |
| Anopheles rangeli | 4.146690 | -73.61867 |
| Anopheles rangeli | 4.146690 | -73.61867 |
| Anopheles rangeli | 4.146690 | -73.61867 |
| Anopheles rangeli | 4.146690 | -73.61867 |
| Anopheles rangeli | 4.146690 | -73.61867 |
| Anopheles rangeli | 4.146690 | -73.61867 |
| Anopheles rangeli | 4.146690 | -73.61867 |
| Anopheles rangeli | 4.146690 | -73.61867 |
| Anopheles rangeli | 4.146690 | -73.61867 |
| Anopheles rangeli | 4.146690 | -73.61867 |
| Anopheles rangeli | 4.146690 | -73.61867 |
| Anopheles rangeli | 4.146690 | -73.61867 |
| Anopheles rangeli | 4.146690 | -73.61867 |
| Anopheles rangeli | 4.146690 | -73.61867 |
| Anopheles rangeli | 4.146690 | -73.61867 |
| Anopheles rangeli | 4.146690 | -73.61867 |
| Anopheles rangeli | 4.146690 | -73.61867 |
| Anopheles rangeli | 4.146690 | -73.61867 |
| Anopheles rangeli | 4.146690 | -73.61867 |
| Anopheles rangeli | 4.146690 | -73.61867 |
| Anopheles rangeli | 4.146690 | -73.61867 |
| Anopheles rangeli | 4.146690 | -73.61867 |
| Anopheles rangeli | 4.146690 | -73.61867 |
| Anopheles rangeli | 4.146690 | -73.61867 |
| Anopheles rangeli | 4.146690 | -73.61867 |
| Anopheles rangeli | 4.146690 | -73.61867 |
| Anopheles rangeli | 4.146690 | -73.61867 |
| Anopheles rangeli | 4.146690 | -73.61867 |
| Anopheles rangeli | 4.146690 | -73.61867 |
| Anopheles rangeli | 4.146690 | -73.61867 |
| Anopheles rangeli | 4.146690 | -73.61867 |
| Anopheles rangeli | 4.146690 | -73.61867 |
| Anopheles rangeli | 4.146690 | -73.61867 |
| Anopheles rangeli | 4.146690 | -73.61867 |
| Anopheles rangeli | 4.146690 | -73.61867 |
| Anopheles rangeli | 4.146690 | -73.61867 |
| Anopheles triannulatus | 4.146690 | -73.61867 |
| Anopheles triannulatus | 4.146690 | -73.61867 |
| Anopheles triannulatus | 4.146690 | -73.61867 |
| Anopheles triannulatus | 4.146690 | -73.61867 |
| Anopheles triannulatus | 4.146690 | -73.61867 |
| Anopheles triannulatus | 4.146690 | -73.61867 |
| Anopheles strodei | 4.146690 | -73.61867 |
| Anopheles triannulatus | 4.146690 | -73.61867 |
| Anopheles strodei | 4.146690 | -73.61867 |
| Anopheles trinkae | 4.146690 | -73.61867 |
| Anopheles trinkae | 4.146690 | -73.61867 |
| Anopheles trinkae | 4.146690 | -73.61867 |
| Anopheles trinkae | 4.146690 | -73.61867 |
| Anopheles trinkae | 4.146690 | -73.61867 |
| Anopheles trinkae | 4.146690 | -73.61867 |
| Anopheles trinkae | 4.146690 | -73.61867 |
| Anopheles trinkae | 4.146690 | -73.61867 |
| Anopheles trinkae | 4.146690 | -73.61867 |
| Anopheles oswaldoi | 4.146690 | -73.61867 |
| Anopheles albitarsis | 4.146690 | -73.61867 |
| Anopheles albitarsis | 4.146690 | -73.61867 |
| Anopheles benarrochi | 4.146690 | -73.61867 |
| Anopheles benarrochi | 4.146690 | -73.61867 |
| Anopheles benarrochi | 4.146690 | -73.61867 |
| Anopheles benarrochi | 4.146690 | -73.61867 |
| Anopheles benarrochi | 4.146690 | -73.61867 |
| Anopheles benarrochi | 4.146690 | -73.61867 |
| Anopheles benarrochi | 4.146690 | -73.61867 |
| Anopheles benarrochi | 4.146690 | -73.61867 |
| Anopheles darlingi | 4.146690 | -73.61867 |
| Anopheles oswaldoi | 4.146690 | -73.61867 |
| Anopheles triannulatus | 4.146690 | -73.61867 |
| Anopheles triannulatus | 4.146690 | -73.61867 |
| Anopheles triannulatus | 4.146690 | -73.61867 |
| Anopheles triannulatus | 4.146690 | -73.61867 |
| Anopheles triannulatus | 4.146690 | -73.61867 |
| Anopheles triannulatus | 4.146690 | -73.61867 |
| Anopheles triannulatus | 4.146690 | -73.61867 |
| Anopheles triannulatus | 4.146690 | -73.61867 |
| Anopheles triannulatus | 4.146690 | -73.61867 |
| Anopheles triannulatus | 4.146690 | -73.61867 |
| Anopheles triannulatus | 4.146690 | -73.61867 |
| Anopheles triannulatus | 4.146690 | -73.61867 |
| Anopheles strodei | 4.146690 | -73.61867 |
| Anopheles strodei | 4.146690 | -73.61867 |
| Anopheles triannulatus | 11.013480 | -74.25206 |
| Anopheles rangeli | 4.146690 | -73.61867 |
| Anopheles rangeli | 4.146690 | -73.61867 |
| Anopheles rangeli | 4.146690 | -73.61867 |
| Anopheles rangeli | 4.146690 | -73.61867 |
| Anopheles triannulatus | 4.148120 | -73.64164 |
| Anopheles apicimacula | 4.146690 | -73.61867 |
| Anopheles homunculus | 4.146690 | -73.61867 |
| Anopheles rangeli | 4.148120 | -73.64164 |
| Anopheles triannulatus | 4.148120 | -73.64164 |
| Anopheles bambusicolus | 4.146690 | -73.61867 |
| Anopheles rangeli | 4.146690 | -73.61867 |
| Anopheles rangeli | 4.146690 | -73.61867 |
| Anopheles rangeli | 4.146690 | -73.61867 |
| Anopheles rangeli | 4.146690 | -73.61867 |
| Anopheles rangeli | 4.146690 | -73.61867 |
| Anopheles rangeli | 4.146690 | -73.61867 |
| Anopheles triannulatus | 4.146690 | -73.61867 |
| Anopheles rangeli | 4.146690 | -73.61867 |
| Anopheles rangeli | 5.446710 | -74.66872 |
| Anopheles rangeli | 5.446710 | -74.66872 |
| Anopheles rangeli | 5.446710 | -74.66872 |
| Anopheles nuneztovari | 7.046740 | -73.86869 |
| Anopheles rangeli | 7.046740 | -73.86869 |
| Anopheles rangeli | 4.146690 | -73.61867 |
| Anopheles rangeli | 4.146690 | -73.61867 |
| Anopheles triannulatus | 4.146690 | -73.61867 |
| Anopheles rangeli | 4.146690 | -73.61867 |
| Anopheles triannulatus | 4.146690 | -73.61867 |
| Anopheles rangeli | 4.146690 | -73.61867 |
| Anopheles rangeli | 4.146690 | -73.61867 |
| Anopheles rangeli | 4.246690 | -73.55201 |
| Anopheles bambusicolus | 4.256111 | -72.05500 |
| Anopheles rangeli | 4.196690 | -73.46867 |
| Anopheles oswaldoi | 4.246690 | -73.55201 |
| Anopheles rangeli | 4.246690 | -73.55201 |
| Anopheles nuneztovari | 1.980000 | -74.80205 |
| Anopheles triannulatus | 10.980140 | -74.80208 |
| Anopheles triannulatus | 10.596800 | -74.20206 |
| Anopheles oswaldoi | 4.146690 | -73.61867 |
| Anopheles rangeli | 1.596660 | -75.60208 |
| Anopheles rangeli | 4.146690 | -73.61867 |
| Anopheles rangeli | 4.246690 | -73.55201 |
| Anopheles triannulatus | 6.230050 | -76.73546 |
| Anopheles triannulatus | 7.030060 | -76.75213 |
| Anopheles darlingi | 4.146690 | -73.61867 |
| Anopheles darlingi | 4.146690 | -73.61867 |
| Anopheles darlingi | 4.146690 | -73.61867 |
| Anopheles darlingi | 4.146690 | -73.61867 |
| Anopheles darlingi | 4.146690 | -73.61867 |
| Anopheles darlingi | 4.146690 | -73.61867 |
| Anopheles pseudopunctipennis | 4.146690 | -73.61867 |
| Anopheles pseudopunctipennis | 4.146690 | -73.61867 |
| Anopheles pseudopunctipennis | 4.146690 | -73.61867 |
| Anopheles pseudopunctipennis | 4.146690 | -73.61867 |
| Anopheles rangeli | 4.146690 | -73.61867 |
| Anopheles rangeli | 4.146690 | -73.61867 |
| Anopheles rangeli | 4.146690 | -73.61867 |
| Anopheles rangeli | 4.146690 | -73.61867 |
| Anopheles rangeli | 4.146690 | -73.61867 |
| Anopheles rangeli | 4.146690 | -73.61867 |
| Anopheles rangeli | 4.146690 | -73.61867 |
| Anopheles rangeli | 4.146690 | -73.61867 |
| Anopheles rangeli | 4.146690 | -73.61867 |
| Anopheles trinkae | 4.146690 | -73.61867 |
| Anopheles trinkae | 4.146690 | -73.61867 |
| Anopheles trinkae | 4.146690 | -73.61867 |
| Anopheles trinkae | 4.146690 | -73.61867 |
| Anopheles trinkae | 4.146690 | -73.61867 |
| Anopheles trinkae | 4.146690 | -73.61867 |
| Anopheles trinkae | 4.146690 | -73.61867 |
| Anopheles trinkae | 4.146690 | -73.61867 |
| Anopheles trinkae | 4.146690 | -73.61867 |
| Anopheles trinkae | 4.146690 | -73.61867 |
| Anopheles trinkae | 4.146690 | -73.61867 |
| Anopheles trinkae | 4.146690 | -73.61867 |
| Anopheles trinkae | 4.146690 | -73.61867 |
| Anopheles trinkae | 4.146690 | -73.61867 |
| Anopheles trinkae | 4.146690 | -73.61867 |
| Anopheles oswaldoi | 0.513370 | -76.49920 |
| Anopheles oswaldoi | 0.513370 | -76.49920 |
| Anopheles oswaldoi | 0.513370 | -76.49920 |
| Anopheles oswaldoi | 0.513370 | -76.49920 |
| Anopheles oswaldoi | 0.869890 | -73.84190 |
| Anopheles oswaldoi | 0.513370 | -76.49920 |
| Anopheles triannulatus | 4.090030 | -73.57990 |
| Anopheles costai | 2.650140 | -72.93170 |
| Anopheles braziliensis | 3.567360 | -73.71970 |
| Anopheles argyritarsis | 3.567360 | -73.71970 |
| Anopheles argyritarsis | 3.567360 | -73.71970 |
| Anopheles pseudopunctipennis | 3.466530 | -73.66070 |
| Anopheles darlingi | 2.650140 | -72.93170 |
| Anopheles costai | 3.544910 | -73.69500 |
| Anopheles nimbus | 2.650140 | -72.93170 |
| Anopheles braziliensis | 3.567360 | -73.71970 |
| Anopheles triannulatus | 3.565060 | -73.71450 |
| Anopheles pseudopunctipennis | 3.466530 | -73.66070 |
| Anopheles rangeli | 3.569600 | -73.71870 |
| Anopheles braziliensis | 3.567360 | -73.71970 |
| Anopheles rangeli | 2.650140 | -73.93170 |
| Anopheles rangeli | 3.565000 | -73.71450 |
| Anopheles triannulatus | 3.565060 | -73.71450 |
| Anopheles rangeli | 3.569600 | -73.71870 |
| Anopheles peryassui | 3.567360 | -73.71970 |
| Anopheles rangeli | 3.571330 | -73.71680 |
| Anopheles darlingi | 8.080000 | -74.77000 |
| Anopheles aquasalis | 9.350000 | -75.94000 |
| Anopheles aquasalis | 9.350000 | -75.94000 |
| Anopheles aquasalis | 9.350000 | -75.94000 |
| Anopheles aquasalis | 9.350000 | -75.94000 |
| Anopheles aquasalis | 9.350000 | -75.94000 |
| Anopheles aquasalis | 9.350000 | -75.94000 |
| Anopheles aquasalis | 9.350000 | -75.94000 |
| Anopheles aquasalis | 9.350000 | -75.94000 |
| Anopheles aquasalis | 9.350000 | -75.94000 |
| Anopheles aquasalis | 9.350000 | -75.94000 |
| Anopheles triannulatus | 5.740000 | -75.60000 |
| Anopheles triannulatus | 4.090000 | -73.58000 |
| Anopheles triannulatus | 3.570000 | -73.71000 |
| Anopheles braziliensis | 3.570000 | -73.72000 |
| Anopheles argyritarsis | 3.570000 | -73.72000 |
| Anopheles triannulatus | 3.570000 | -73.71000 |
| Anopheles marajoara | 3.570000 | -73.72000 |
| Anopheles argyritarsis | 3.570000 | -73.72000 |
| Anopheles konderi | 0.869900 | -73.84190 |
| Anopheles rangeli | 2.650000 | -73.93000 |
| Anopheles rangeli | 3.570000 | -73.72000 |
| Anopheles pseudopunctipennis | 3.470000 | -73.66000 |
| Anopheles oswaldoi | 8.110000 | -74.76700 |
| Anopheles aquasalis | 9.350000 | -75.94000 |
| Anopheles braziliensis | 3.570000 | -73.72000 |
| Anopheles argyritarsis | 3.570000 | -73.72000 |
| Anopheles pseudopunctipennis | 3.470000 | -73.66000 |
| Anopheles rangeli | 3.570000 | -73.71000 |
| Anopheles rangeli | 3.570000 | -73.72000 |
| Anopheles aquasalis | 9.350000 | -75.94000 |
| Anopheles triannulatus | 4.090000 | -73.58000 |
| Anopheles marajoara | 3.570000 | -73.72000 |
| Anopheles triannulatus | 3.570000 | -73.71000 |
| Anopheles oswaldoi | 0.513400 | -76.49920 |
| Anopheles aquasalis | 9.350000 | -75.94000 |
| Anopheles nimbus | 2.650000 | -72.93000 |
| Anopheles triannulatus | 3.570000 | -73.71000 |
| Anopheles oswaldoi | 0.513400 | -76.49920 |
| Anopheles rangeli | 3.570000 | -73.72000 |
| Anopheles braziliensis | 3.570000 | -73.72000 |
| Anopheles aquasalis | 9.350000 | -75.94000 |
| Anopheles rangeli | 3.570000 | -73.72000 |
| Anopheles rangeli | 3.570000 | -73.72000 |
| Anopheles argyritarsis | 3.570000 | -73.72000 |
| Anopheles oswaldoi | 0.513400 | -76.49920 |
| Anopheles pseudopunctipennis | 3.470000 | -73.66000 |
| Anopheles aquasalis | 9.350000 | -75.94000 |
| Anopheles rangeli | 3.570000 | -73.72000 |
| Anopheles rangeli | 3.560000 | -73.71000 |
| Anopheles rangeli | 2.650000 | -72.93000 |
| Anopheles marajoara | 3.570000 | -73.71000 |
| Anopheles oswaldoi | 0.513400 | -76.49920 |
| Anopheles braziliensis | 3.570000 | -73.72000 |
| Anopheles oswaldoi | 8.110000 | -74.76700 |
| Anopheles costai | 3.540000 | -73.70000 |
| Anopheles braziliensis | 3.570000 | -73.72000 |
| Anopheles oswaldoi | 0.513400 | -76.49920 |
| Anopheles darlingi | 2.650000 | -72.93000 |
| Anopheles calderoni | 1.000000 | -75.85000 |
| Anopheles peryassui | 3.570000 | -73.72000 |
| Anopheles aquasalis | 9.350000 | -75.94000 |
| Anopheles aquasalis | 9.350000 | -75.94000 |
| Anopheles nimbus | 2.650000 | -72.93000 |
| Anopheles darlingi | 2.650000 | -72.93000 |
| Anopheles aquasalis | 9.350000 | -75.94000 |
| Anopheles aquasalis | 9.350000 | -75.94000 |
| Anopheles oswaldoi | 0.869900 | -73.84190 |
| Anopheles marajoara | 3.570000 | -73.72000 |
| Anopheles pseudopunctipennis | 3.470000 | -73.66000 |
| Anopheles marajoara | 3.540000 | -73.70000 |
| Anopheles oswaldoi | 8.110000 | -74.76700 |
| Anopheles costai | 2.650000 | -72.93000 |
| Anopheles oswaldoi | 8.110000 | -74.76700 |
| Anopheles costai | 3.540000 | -73.70000 |
| Anopheles oswaldoi | 8.110000 | -74.76700 |
| Anopheles marajoara | 3.570000 | -73.71000 |
| Anopheles aquasalis | 9.350000 | -75.94000 |
| Anopheles pseudopunctipennis | 3.470000 | -73.66000 |
| Anopheles oswaldoi | 8.110000 | -74.76700 |
| Anopheles darlingi | 8.080000 | -74.77000 |
| Anopheles peryassui | 3.570000 | -73.72000 |
| Anopheles oswaldoi | 8.640300 | -72.73710 |
| Anopheles costai | 2.650000 | -72.93000 |
| Anopheles triannulatus | 5.740000 | -75.60000 |
| Anopheles oswaldoi | 8.110000 | -74.76700 |
| Anopheles argyritarsis | 4.154795 | -73.63446 |
| Anopheles argyritarsis | 4.154795 | -73.63446 |
| Anopheles rangeli | 4.581091 | -74.29647 |
Leaflet visualization
library(leaflet)
leaflet (dat_cl) %>%
addProviderTiles("Stamen.Terrain") %>%
addCircleMarkers(lng=~decimalLongitude,
lat=~decimalLatitude,
fillColor = "red",
color = "red",
radius = 5,
opacity = 0.7,
weight = 1)