Introdução ao uso de dados geoespaciais no R

# Introdução ao uso de dados geoespaciais no R 
## 3 Estrutura e manipulação de dados
### Maurício H. Vancine Milton C. Ribeiro
### UNESP - Rio Claro Laboratório de Ecologia Espacial e Conservação (LEEC)
### 25/10/2021-05/11/2021

---

class: clear
background-image: url(img/r_data_structures02.png)
background-size: 700px

---

background-image: url(img/r_data_structures01.png)
background-size: 400px
background-position: 85% 80%

# 3 Estrutura e manipulação de dados

## Conteúdo

1. Atributos dos objetos
1. Manipulação de dados unidimensionais
1. Manipulação de dados multidimensionais
1. Valores faltantes e especiais
1. Diretório de trabalho
1. Importar dados
1. Conferência de dados importados
1. Exportar dados

[R Programming – Beginners Guide To R Programming Language](https://www.edureka.co/blog/r-programming-language)

---

# 3 Estrutura e manipulação de dados

## Script

## .center[`03_script_intro_geoespacial_r.R`]

---

# 1. Atributos dos objetos

## Atribuição

## **palavra <- dados**

```r
# atribuicao - simbolo (<-)
obj_10 <- 10 
obj_10
```

```
## [1] 10
```

---

# 1. Atributos dos objetos

## Atributos dos objetos no R

### Objetos possuem **três características**:

### 1. **Nome**: palavra que o R reconhece os dados atribuídos

### 2. **Conteúdo**: dados em si

### 3. **Atributos**: modos (*natureza*) e estruturas (*organização*)

---

# 1. Atributos dos objetos

## Atributos dos objetos no R

```r
# atributos
attributes(dune)
```

```
## $names
##  [1] "Achimill" "Agrostol" "Airaprae" "Alopgeni" "Anthodor" "Bellpere"
##  [7] "Bromhord" "Chenalbu" "Cirsarve" "Comapalu" "Eleopalu" "Elymrepe"
## [13] "Empenigr" "Hyporadi" "Juncarti" "Juncbufo" "Lolipere" "Planlanc"
## [19] "Poaprat"  "Poatriv"  "Ranuflam" "Rumeacet" "Sagiproc" "Salirepe"
## [25] "Scorautu" "Trifprat" "Trifrepe" "Vicilath" "Bracruta" "Callcusp"
## 
## $row.names
##  [1] "1"  "2"  "3"  "4"  "5"  "6"  "7"  "8"  "9"  "10" "11" "12" "13" "14" "15"
## [16] "16" "17" "18" "19" "20"
## 
## $class
## [1] "data.frame"
```

---

background-image: url(img/code_modes.png)
background-size: 50%
background-position: 50% 90%

# 1. Atributos dos objetos

## Modos (*natureza*): numeric (double), numeric (integer), character, logical e complex

### **Natureza** dos **elementos** que compõem os objetos

---

# 1. Atributos dos objetos

## **1. Numeric (double)**: números decimais

```r
# numeric double
obj_num_dou <- 1
obj_num_dou
```

```
## [1] 1
```

```r
# mode
mode(obj_num_dou)
```

```
## [1] "numeric"
```

```r
# type
typeof(obj_num_dou)
```

```
## [1] "double"
```

---

# 1. Atributos dos objetos

## **2. Numeric (integer)**: números inteiros

```r
# numeric integer
obj_num_int <- 1L
obj_num_int
```

```
## [1] 1
```

```r
# mode
mode(obj_num_int)
```

```
## [1] "numeric"
```

```r
# type
typeof(obj_num_int)
```

```
## [1] "integer"
```

---

# 1. Atributos dos objetos

## **3. Character**: texto ou caracteres

```r
# character
obj_cha <- "a" # atencao para as aspas
obj_cha
```

```
## [1] "a"
```

```r
# mode
mode(obj_cha)
```

```
## [1] "character"
```

---

# 1. Atributos dos objetos

## **4. Logical**: ocorrência ou não de um evento (TRUE ou FALSE)

```r
# logical
obj_log <- TRUE # maiusculas e sem aspas
obj_log
```

```
## [1] TRUE
```

```r
# mode
mode(obj_log)
```

```
## [1] "logical"
```

---

# 1. Atributos dos objetos

## **5. Complexo**: números complexos

```r
# complex
obj_com <- 1+1i # parte imaginaria
obj_com
```

```
## [1] 1+1i
```

```r
# mode
mode(obj_com)
```

```
## [1] "complex"
```

---

background-image: url(img/modos.png)
background-size: 400px
background-position: 80% 85%

# 1. Atributos dos objetos

## Resumindo:

### A **natureza** dos **elementos** definirá os **modos** dos objetos

### Modos:

1. Numeric double (**número decimal**): *1*
1. Numeric integer (**número inteiro**): *1L*
1. Character (**texto**): *"a"*, *"2500"*, *"amostra_01"*
1. Logical (**lógico**): *TRUE* ou *FALSE*
1. Complexo (**complex**): *1+1i*

[R Programming – Beginners Guide To R Programming Language](https://www.edureka.co/blog/r-programming-language)

---

# 1. Atributos dos objetos

## Verificar o modo dos objetos ou fazer a conversão entre os modos

```r
# verificar o modo dos objetos
is.numeric()
is.integer()
is.character()
is.logical()
is.complex()

# conversoes entre modos
as.numeric()
as.integer()
as.character()
as.logical()
as.complex()
```

```r
# exemplo
as.character(obj_num_dou)
```

```
## [1] "1"
```

---

background-image: url(img/code_data_structures01.png)
background-size: 500px
background-position: 50% 85%

# 1. Atributos dos objetos

## Estruturas (*organização*): vector, factor, matrix, array, data frame e list

### Organização (**modos** e **dimensionalidade**) dos elementos dos objetos

---

background-image: url(img/code_data_structures02.png)
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# 1. Atributos dos objetos

## Estruturas (*organização*): vector, factor, matrix, array, data frame e list

---

background-image: url(img/code_data_structures03.png)
background-size: 800px
background-position: 50% 50%

# 1. Atributos dos objetos

## Estruturas (*organização*): vector, factor, matrix, array, data frame e list

---

# 1. Atributos dos objetos

## **1. Vector**: homogêneo (*um modo*) e unidimensional (*uma dimensão*)

### O **vetor** representa medidas de uma **variável quantitativa** (discretas ou contínuas) ou **descrição** (informações em texto)

### Ex.: medidas tomadas em campo ao longo de uma amostragem de 5 meses

1. Amostragens: {"amostra_01", "amostra_02", "amostra_03", "amostra_04", "amostra_05"}
2. Temperatura: {15, 18, 20, 22, 18}
3. Abertura do dossel: {0.37, 0.45, 0.65, 0.75, 0.40
4. Abundância de uma espécie: {6, 3, 0, 0, 2}

---

background-image: url(img/general_vector_math.jpg)
background-size: 500px
background-position: 50% 70%

# 1. Atributos dos objetos

## Não me refiro exatamente ao vetor da matemática

---

background-image: url(img/code_vector_types01.png)
background-size: 800px
background-position: 50% 50%

# 1. Atributos dos objetos

## Sequência de elementos

---

background-image: url(img/code_vector_summary_tree.png)
background-size: 550px
background-position: 50% 70%

# 1. Atributos dos objetos

## Tipos

---

# 1. Atributos dos objetos

### Há diversas formas de se criar um **vetor**:

### 1. Concatenar elementos

```r
# concatenar elementos numericos
temp <- c(15, 18, 20, 22, 18)
temp
```

```
## [1] 15 18 20 22 18
```

```r
# concatenar elementos de texto
amos <- c("amostra_01", "amostra_02", "amostra_03", "amostra_04")
amos
```

```
## [1] "amostra_01" "amostra_02" "amostra_03" "amostra_04"
```

---

# 1. Atributos dos objetos

### Há diversas formas de se criar um **vetor**:

### 2. Sequência

```r
# sequencia unitaria (x1:x2)
se <- 1:10
se
```

```
## [1] 1 2 3 4 5 6 7 8 9 10
```

```r
# sequencia com diferentes espacamentos 
se_e <- seq(from = 0, to = 100, by = 10) 
se_e
```

```
##  [1]   0  10  20  30  40  50  60  70  80  90 100
```

---

# 1. Atributos dos objetos

### Há diversas formas de se criar um **vetor**:

### 3. Repetição

```r
# rep(x, times) # repete x tantas vezes
rep_times <- rep(x = c(1, 2), times = 5)
rep_times
```

```
## [1] 1 2 1 2 1 2 1 2 1 2
```

```r
# rep(x, each) # retete x tantas vezes de cada
rep_each <- rep(x = c("a", "b"), each = 5)
rep_each
```

```
##  [1] "a" "a" "a" "a" "a" "b" "b" "b" "b" "b"
```

---

# 1. Atributos dos objetos

### Há diversas formas de se criar um **vetor**:

### 4. "Colar" palavras com uma sequência numérica

```r
# palavra e sequencia numerica - sem separacao definida (" ")
am1 <- paste("amostra", 1:5)
am1
```

```
## [1] "amostra 1" "amostra 2" "amostra 3" "amostra 4" "amostra 5"
```

```r
# palavra e sequencia numerica - separacao por "_0"
am2 <- paste("amostra", 1:5, sep = "_0")
am2
```

```
## [1] "amostra_01" "amostra_02" "amostra_03" "amostra_04" "amostra_05"
```

---

# 1. Atributos dos objetos

### Há diversas formas de se criar um **vetor**:

### 5. Amostrando aleatoriamente elementos

```r
# amostragem aleatória - sem reposição
sa_sem_rep <- sample(1:100, 10)
sa_sem_rep
```

```
##  [1] 96 60 43 56 14 13 48 39 44 26
```

```r
# amostragem aleatória - com reposição
sa_com_rep <- sample(1:10, 100, replace = TRUE)
sa_com_rep
```

```
##   [1] 10  6  6  6  1  9  9  5 10  9  3  6 10  5  8  8  9  4  1  8  5  1  3  2  2
##  [26]  6  2  3  8  9  4  9  6  3  1  3  2  4 10  6  4  6  6  9  3  4  1  5  1  9
##  [51] 10  2  2 10  1  6  8  2  9  6  7  1  1  8  4  3  6  4  5  1  3  6 10  1  9
##  [76]  5  3  3  1  7  2  6  5  1  6  7  9 10  1  8  7  6  6  2  5 10  4  9  5  1
```

---

---

# Exercício 05

## Vector
### Escolham números para jogar na mega-sena
### Lembrando: são 6 valores de 1 a 60 e atribuam a um objeto "agora_vai"

---

# Exercício 05

## Resposta

```r
# exercicio 05
agora_vai <- sample(1:60, 6, replace = FALSE)
agora_vai
```

```
## [1] 27 52 35 17 50 42
```

---

# E se eu criar um vetor com elementos de **modos diferentes**?

---

# 1. Atributos dos objetos

## Vetor com elementos de **modos diferentes**:

```r
# vetor com modos diferentes
ve <- c(1, "a", 3)
ve
```

```
## [1] "1" "a" "3"
```

```r
# vetor com modos diferentes
ve <- c(1, "a", TRUE)
ve
```

```
## [1] "1"    "a"    "TRUE"
```

---

background-image: url(img/code_modes.png)
background-size: 45%
background-position: 50% 100%

# 1. Atributos dos objetos

## Coerção

### Mudança do **modo** dos elementos para um **mesmo modo**

### Essa mudança segue essa ordem:

> ### .center[`DOMINANTE` **character** >> **numeric** >> **logical** `RECESSIVO`]

---

# 1. Atributos dos objetos

## Conversão

### Podemos **forçar** um vetor a ter um **modo específico**

### Ideia semelhante: mudar o **tipo da célula** numa planilha eletrônica

### Conversão

```r
# funcoes de conversao
as.character()
as.integer()
as.numeric()
as.double()
as.integer()
as.logical()
```

---

# 1. Atributos dos objetos

## **2. Factor**: homogêneo (*um modo* - sempre *numeric*), unidimensional (*uma dimensão*) e possui ainda **levels** (níveis)

### O **factor** representa medidas de uma **variável qualitativa**, podendo ser **nominal** ou **ordinal**

### Ex.: medidas tomadas em campo ao longo de uma amostragem de 6 meses
1. Amostragens: {"amostra_01", "amostra_02", "amostra_03", "amostra_04", "amostra_05"}
2. Tipo de floresta: {fechada, fechada, aberta, aberta, aberta}
3. Abundância de uma espécie: {alta, media, baixa, baixa, media}

---

background-image: url(img/code_factor.png)
background-size: 70%
background-position: 50% 75%

# 1. Atributos dos objetos

## **2. Factor**: homogêneo (*um modo* - sempre *numeric*), unidimensional (*uma dimensão*) e possui ainda **levels** (níveis)

---

# 1. Atributos dos objetos

## **2. Factor (nominal)**: variáveis nominais

```r
# fator nominal
fa_no <- factor(x = sample(x = c("floresta", "pastagem", "cerrado"), 
 size = 20, replace = TRUE),
 levels = c("floresta", "pastagem", "cerrado"))
fa_no
```

```
##  [1] floresta floresta floresta cerrado  cerrado  pastagem cerrado  floresta
##  [9] pastagem cerrado  pastagem pastagem floresta cerrado  cerrado  floresta
## [17] pastagem cerrado  floresta floresta
## Levels: floresta pastagem cerrado
```

```r
levels(fa_no)
```

```
## [1] "floresta" "pastagem" "cerrado"
```

---

# 1. Atributos dos objetos

## **2. Factor (ordinal)**: variáveis ordinais

```r
# fator ordinal
fa_or <- factor(x = sample(x = c("baixa", "media", "alta"), 
 size = 20, replace = TRUE),
 levels = c("baixa", "media", "alta"), ordered = TRUE)
fa_or
```

```
## [1] alta media baixa baixa alta alta alta alta baixa baixa media baixa
## [13] media media baixa baixa media media media media
## Levels: baixa < media < alta
```

```r
levels(fa_or)
```

```
## [1] "baixa" "media" "alta"
```

---

# 1. Atributos dos objetos

## **2. Factor**: conversão

### Criar um vetor **character**

```r
# conversao de fatores
ve_ch <- c("alta", "media", "baixa", "baixa", "media")
ve_ch
```

```
## [1] "alta"  "media" "baixa" "baixa" "media"
```

```r
# modo
mode(ve_ch)
```

```
## [1] "character"
```

```r
# classe
class(ve_ch)
```

```
## [1] "character"
```

---

# 1. Atributos dos objetos

## **2. Factor**: conversão

### Forçar a ser **factor nominal**

```r
# conversao de fatores
fa_no <- as.factor(ve_ch)
fa_no
```

```
## [1] alta  media baixa baixa media
## Levels: alta baixa media
```

```r
# niveis
levels(fa_no)
```

```
## [1] "alta"  "baixa" "media"
```

```r
# classe
class(fa_no)
```

```
## [1] "factor"
```

---

---

# Exercício 06

## Factor
### Criem um fator chamado "tr", com dois níveis ("cont" e "trat") para descrever 100 locais de amostragem, 50 de cada tratamento. O fator deve ser dessa forma:

`cont, cont, cont, ...., cont, trat, trat, ...., trat`

---

# Exercício 06

## Resposta

```r
# exercicio 06
# solucao 1
ch <- rep(c("cont", "trat"), each = 50)
ch

tr <- as.factor(ch)
tr
```

```r
# solucao 2
tr <- as.factor(rep(c("cont", "trat"), each = 50))
tr
```

---

background-image: url(img/code_data_structures03.png)
background-size: 800px
background-position: 50% 50%

# 1. Atributos dos objetos

## **3. Matrix**

---

# 1. Atributos dos objetos

## **3. Matrix**: homogêneo (*um modo*) e bidimensional (*duas dimensões*)

### A **matrix** representa os dados no formato de **tabela**, com **linhas** e **colunas**

### As **linhas** representam **unidades amostrais** (locais, transectos, parcelas) e as **colunas** representam **variáveis quantitativas** (discretas ou contínuas) ou **descrições** (informações em texto)

---

background-image: url(img/code_matrix.png)
background-size: 450px
background-position: 50% 85%

# 1. Atributos dos objetos

## **3. Matrix**: homogêneo (*um modo*) e bidimensional (*duas dimensões*)

### Ex.: cinco espécies amostradas em cinco locais

---

# Esse formato lembra algo?

---

background-image: url(img/general_eletronic_sheet.png)
background-size: 700px
background-position: 50% 60%

# 1. Atributos dos objetos

## **3. Matrix**: planilhas eletrônicas

---

class: clear, inverse
background-image: url(img/gif_mind_blowing01.gif)
background-size: 900px

---

# 1. Atributos dos objetos

## Há **duas formas** de se construir uma **matrix** no R:

### 1. Dispondo elementos

`matrix()`: dispõem um vetor em um certo número de linhas e colunas

```r
# matriz - funcao matrix
# vetor
ve <- 1:12
```

```r
# matrix - preenchimento por linhas - horizontal
ma_row <- matrix(data = ve, nrow = 4, ncol = 3, byrow = TRUE)
ma_row
```

```
##      [,1] [,2] [,3]
## [1,]    1    2    3
## [2,]    4    5    6
## [3,]    7    8    9
## [4,]   10   11   12
```

---

# 1. Atributos dos objetos

## Há **duas formas** de se construir uma **matrix** no R:

### 1. Dispondo elementos

`matrix()`: dispõem um vetor em um certo número de linhas e colunas

```r
# matriz - funcao matrix
# vetor
ve <- 1:12
```

```r
# matrix - preenchimento por colunas - vertical
ma_col <- matrix(data = ve, nrow = 4, ncol = 3, byrow = FALSE)
ma_col
```

```
##      [,1] [,2] [,3]
## [1,]    1    5    9
## [2,]    2    6   10
## [3,]    3    7   11
## [4,]    4    8   12
```

---

# 1. Atributos dos objetos

## Há **duas formas** de se construir uma **matrix** no R:

### 2. Combinando vetores

`rbind()`: combina vetores por linha, i.e., vetor embaixo do outro

`cbind()`: combina vetores por coluna, i.e., vetor ao lado do outro

```r
# criar dois vetores
vec_1 <- c(1, 2, 3)
vec_2 <- c(4, 5, 6)
```

```r
# combinar por linhas - vertical - um embaixo do outro
ma_rbind <- rbind(vec_1, vec_2)
ma_rbind
```

```
##       [,1] [,2] [,3]
## vec_1    1    2    3
## vec_2    4    5    6
```

---

# 1. Atributos dos objetos

## Há **duas formas** de se construir uma **matrix** no R:

### 2. Combinando vetores

`rbind()`: combina vetores por linha, i.e., vetor embaixo do outro

`cbind()`: combina vetores por coluna, i.e., vetor ao lado do outro

```r
# criar dois vetores
vec_1 <- c(1, 2, 3)
vec_2 <- c(4, 5, 6)
```

```r
# combinar por colunas - horizontal - um ao lado do outro
ma_cbind <- cbind(vec_1, vec_2)
ma_cbind
```

```
##      vec_1 vec_2
## [1,]     1     4
## [2,]     2     5
## [3,]     3     6
```

---

---

# Exercício 07

## Matrix

### Criem uma matriz chamada "ma", resultante da disposição de um vetor composto por 10000 valores aleatórios entre 0 e 10. A matriz deve conter 100 linhas e ser disposta por colunas

---

# Exercício 07

## Resposta

```r
# exercicio 07
ma <- matrix(sample(0:10, 10000, rep = TRUE), nrow = 100, byrow = FALSE)
ma
```

---

background-image: url(img/code_data_structures03.png)
background-size: 800px
background-position: 50% 50%

# 1. Atributos dos objetos

## **4. Array**

---

background-image: url(img/code_array.png)
background-size: 500px
background-position: 50% 90%

# 1. Atributos dos objetos

## **4. Array**: homogêneo (*um modo*) e multidimensional (*mais de duas dimensões*)

### O **array** representa combinação de **tabelas**, com **linhas**, **colunas** e **dimensões**

---

class: clear, inverse
background-image: url(img/gif_jim_carrey.gif)
background-size: 700px

---

# 1. Atributos dos objetos

## Há **uma forma** de se construir um **array** no R:

### 1. Dispondo elementos em dimensões

`array()`: dispõem um vetor em um certo número de linhas, colunas e dimensões....

```r
# vetor
ve <- 1:8
ve
```

```
## [1] 1 2 3 4 5 6 7 8
```

---

# 1. Atributos dos objetos

## Há **uma forma** de se construir um **array** no R:

### 1. Dispondo elementos em dimensões

`array`: dispõem um vetor em um certo número de linhas, colunas e dimensões....

```r
# array
ar <- array(data = ve, dim = c(2, 2, 2))
ar
```

```
## , , 1
## 
##      [,1] [,2]
## [1,]    1    3
## [2,]    2    4
## 
## , , 2
## 
##      [,1] [,2]
## [1,]    5    7
## [2,]    6    8
```

---

background-image: url(img/code_data_array.png)
background-size: 700px
background-position: 50% 130%

# 1. Atributos dos objetos

## Até o momento vimos **estruturas homogêneas**

---

background-image: url(img/code_data_same.png)
background-size: 700px
background-position: 50% 120%

# 1. Atributos dos objetos

## Agora veremos as **estruturas heterogêneos**

---

background-image: url(img/code_data_structures03.png)
background-size: 800px
background-position: 50% 50%

# 1. Atributos dos objetos

## **5. Data frame**

---

# 1. Atributos dos objetos

## **5. Data frame**: heterogêneo (*mais de um modo*) e bidimensional (*duas dimensões*)

### O **data frame** representa dados no formato de **tabela**, com **linhas** e **colunas**

### As **linhas** representam **unidades amostrais** (locais, transectos, parcelas) e as **colunas** representam **descrições** (informações em texto), **variáveis quantitativas** (discretas ou contínuas) e/ou **variáveis qualitativas** (nominais ou ordinais)

---

# Esse formato também lembra algo?

---

background-image: url(img/general_eletronic_sheet.png)
background-size: 700px
background-position: 50% 60%

# 1. Atributos dos objetos

## **5. Data frame**: planilhas eletrônicas

---

# Esse é justamente o formato de entrada dos dados de planilhas eletrônicas!

---

class: clear, inverse
background-image: url(img/gif_mind_blowing02.gif)
background-size: 700px

---

# 1. Atributos dos objetos

## Há **uma forma** de se construir um **data frame** no R:

### 1. Combinando vetores horizontalmente

`data.frame()`: combina vetores horizontalmente, um ao lado do outro. Semelhante à função `cbind()`

```r
# criar tres vetores
vec_ch <- c("sp1", "sp2", "sp3")
vec_nu <- c(4, 5, 6)
vec_fa <- factor(c("campo", "floresta", "floresta"))
```

```r
# data.frame - combinar por colunas - horizontal - um ao lado do outro
df <- data.frame(vec_ch, vec_nu, vec_fa)
df
```

```
##   vec_ch vec_nu   vec_fa
## 1    sp1      4    campo
## 2    sp2      5 floresta
## 3    sp3      6 floresta
```

---

# 1. Atributos dos objetos

## Há **uma forma** de se construir um **data frame** no R:

### 1. Combinando vetores horizontalmente

### Também podemos informar o nome das colunas

```r
# data frame
df <- data.frame(especies = vec_ch, 
 abundancia = vec_nu, 
 vegetacao = vec_fa)
df
```

```
##   especies abundancia vegetacao
## 1      sp1          4     campo
## 2      sp2          5  floresta
## 3      sp3          6  floresta
```

---

# 1. Atributos dos objetos

## **data frame** vs **cbind**

### Criação dos vetores

```r
# vetores
pa <- paste("parcela", 1:4, sep = "_")
pa
```

```
## [1] "parcela_1" "parcela_2" "parcela_3" "parcela_4"
```

```r
pe <- sample(0:1, 4, rep = TRUE)
pe
```

```
## [1] 1 1 0 1
```

```r
tr <- factor(rep(c("trat", "cont"), each = 2))
tr
```

```
## [1] trat trat cont cont
## Levels: cont trat
```

---

# 1. Atributos dos objetos

## Qual a diferença?

```r
# uniao de vetores
df <- data.frame(pa, pe, tr)
df
```

```
##          pa pe   tr
## 1 parcela_1  1 trat
## 2 parcela_2  1 trat
## 3 parcela_3  0 cont
## 4 parcela_4  1 cont
```

```r
# estrutura
str(df)
```

```
## 'data.frame':	4 obs. of  3 variables:
##  $ pa: chr  "parcela_1" "parcela_2" "parcela_3" "parcela_4"
##  $ pe: int  1 1 0 1
##  $ tr: Factor w/ 2 levels "cont","trat": 2 2 1 1
```

---

# 1. Atributos dos objetos

## Qual a diferença?

```r
# uniao de vetores
df_c <- cbind(pa, pe, tr)
df_c
```

```
##      pa          pe  tr 
## [1,] "parcela_1" "1" "2"
## [2,] "parcela_2" "1" "2"
## [3,] "parcela_3" "0" "1"
## [4,] "parcela_4" "1" "1"
```

```r
# estrutura
str(df_c)
```

```
##  chr [1:4, 1:3] "parcela_1" "parcela_2" "parcela_3" "parcela_4" "1" "1" "0" ...
##  - attr(*, "dimnames")=List of 2
##   ..$ : NULL
##   ..$ : chr [1:3] "pa" "pe" "tr"
```

---

---

# Exercício 08

## Data frame

### Criem um data frame "df", resultante da composição desses vetores: 
`id: 1:50`

`sp: sp01, sp02, ..., sp49, sp50`

`ab: 50 valores aleatórios entre 0 a 5`

---

# Exercício 08

## Resposta

```r
# exercicio 08
id <- 1:50
id

sp <- c(paste("sp", 1:9, sep = "0"), paste("sp", 10:50, sep = ""))
sp

ab <- sample(0:5, 50, replace = TRUE)
ab

df <- data.frame(id, sp, ab)
df
```

---

background-image: url(img/code_data_structures03.png)
background-size: 800px
background-position: 50% 50%

# 1. Atributos dos objetos

## **6. List**

---

# 1. Atributos dos objetos

## **6. List**: heterogêneo (*mais de um modo*) e unidimensional (*uma dimensão*)

### Tipo **especial de vetor** que aceita **objetos** como **elementos**

### Estrutura de dados utilizado para **agrupar objetos**

### É a **saída** de muitas funções que fazem **análises estatísticas**

background-image: url(img/code_list.png)
background-size: 300px
background-position: 50% 95%

---

# 1. Atributos dos objetos

## Há **uma forma** de se construir um **listas** no R:

### 1. Combinando objetos horizontalmente

`list()`: combina objetos horizontalmente, semelhante à função `c()`

```r
# lista
li <- list(rep(1, 20), # vector
 factor(1, 1), # factor
 cbind(c(1, 2), c(1, 2))) # matrix
li
```

```
## [[1]]
##  [1] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## 
## [[2]]
## [1] 1
## Levels: 1
## 
## [[3]]
##      [,1] [,2]
## [1,]    1    1
## [2,]    2    2
```

---

# 1. Atributos dos objetos

## Há **uma forma** de se construir um **listas** no R:

### 1. Combinando objetos horizontalmente

> Também podemos **nomear** os elementos

```r
# lista com nomes
li <- list(vector = rep(1, 20), # vector
 factor = factor(1, 1), # factor
 matrix = cbind(c(1, 2), c(1, 2))) # matrix
li
```

```
## $vector
##  [1] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## 
## $factor
## [1] 1
## Levels: 1
## 
## $matrix
##      [,1] [,2]
## [1,]    1    1
## [2,]    2    2
```

---

# Dúvidas?

---

# Bora manejar isso tudo?

---

class: clear
background-image: url(img/r_data_manipulation.png)
background-size: 700px

---

# 2. Manipulação de dados (1D)

## Vetor e Fator

### **1. Indexação []**: acessa elementos de vetores e fatores

```r
# indexacao []

# fixar a amostragem
set.seed(42)

# amostrar 10 elementos de uma sequencia
ve <- sample(x = seq(0, 2, .05), size = 10)
ve
```

```
##  [1] 1.80 0.00 1.20 0.45 1.75 0.85 1.15 0.30 1.90 0.20
```

---

# 2. Manipulação de dados (1D)

## Vetor e Fator

### **1. Indexação []**: acessa elementos de vetores e fatores

### Selecionar elementos

```r
# seleciona o quinto elemento
ve[5]
```

```
## [1] 1.75
```

```r
# seleciona os elementos de 1 a 5
ve[1:5] 
```

```
## [1] 1.80 0.00 1.20 0.45 1.75
```

```r
# seleciona os elementos 1 e 10 e atribui
ve_sel <- ve[c(1, 10)]
ve_sel
```

```
## [1] 1.8 0.2
```

---

# 2. Manipulação de dados (1D)

## Vetor e Fator

### **1. Indexação []**: acessa elementos de vetores e fatores

### Retirar elementos

```r
# retira o decimo elemento
ve[-10]
```

```
## [1] 1.80 0.00 1.20 0.45 1.75 0.85 1.15 0.30 1.90
```

```r
# retira os elementos 2 a 9
ve[-(2:9)]
```

```
## [1] 1.8 0.2
```

```r
# retira os elementos 5 e 10 e atribui
ve_sub <- ve[-c(5, 10)]
ve_sub
```

```
## [1] 1.80 0.00 1.20 0.45 0.85 1.15 0.30 1.90
```

---

# 2. Manipulação de dados (1D)

## Vetor e Fator

### **2. Seleção condicional**: selecionar elementos por condições

```r
# dois vetores
foo <- 42
bar <- 23
```

```r
# operadores relacionais - saidas booleanas (TRUE ou FALSE)
foo == bar # igualdade
foo != bar # diferenca 
foo > bar # maior
foo >= bar # maior ou igual
foo < bar # menor
foo <= bar # menor ou igual
```

---

# 2. Manipulação de dados (1D)

## Vetor e Fator

### **2. Seleção condicional**: selecionar elementos por condições

```r
# quais valores sao maiores que 1?
ve > 1
```

```
##  [1]  TRUE FALSE  TRUE FALSE  TRUE FALSE  TRUE FALSE  TRUE FALSE
```

```r
# valores acima de 1
ve[ve > 1] 
```

```
## [1] 1.80 1.20 1.75 1.15 1.90
```

```r
# atribuir valores maiores que 1
ve_maior1 <- ve[ve > 1]
ve_maior1
```

```
## [1] 1.80 1.20 1.75 1.15 1.90
```

---

# 2. Manipulação de dados (1D)

## Vetor e Fator

### **3. Funções de manipulação**: `max()`, `min()`, `range()`, `length()`, `sort()` e `round()`

```r
# maximo
max(ve)
```

```
## [1] 1.9
```

```r
# minimo
min(ve)
```

```
## [1] 0
```

---

# 2. Manipulação de dados (1D)

## Vetor e Fator

### **3. Funções de manipulação**: `max()`, `min()`, `range()`, `length()`, `sort()` e `round()`

```r
# amplitude
range(ve)
```

```
## [1] 0.0 1.9
```

```r
# comprimento
length(ve)
```

```
## [1] 10
```

---

# 2. Manipulação de dados (1D)

## Vetor e Fator

### **3. Funções de manipulação**: `max()`, `min()`, `range()`, `length()`, `sort()` e `round()`

```r
# ordenar crescente
sort(ve)
```

```
##  [1] 0.00 0.20 0.30 0.45 0.85 1.15 1.20 1.75 1.80 1.90
```

```r
# ordenar decrescente
sort(ve, dec = TRUE)
```

```
##  [1] 1.90 1.80 1.75 1.20 1.15 0.85 0.45 0.30 0.20 0.00
```

---

# 2. Manipulação de dados (1D)

## Vetor e Fator

### **3. Funções de manipulação**: `max()`, `min()`, `range()`, `length()`, `sort()` e `round()`

```r
# arredondamento
ve
```

```
##  [1] 1.80 0.00 1.20 0.45 1.75 0.85 1.15 0.30 1.90 0.20
```

```r
# arredondamento
round(ve, digits = 1)
```

```
##  [1] 1.8 0.0 1.2 0.4 1.8 0.9 1.2 0.3 1.9 0.2
```

```r
# arredondamento
round(ve, digits = 0)
```

```
##  [1] 2 0 1 0 2 1 1 0 2 0
```

---

# 2. Manipulação de dados (1D)

## Vetor e Fator

### **3. Funções de manipulação**: `any()`, `all()` e `which()`

```r
# algum?
any(ve > 1)
```

```
## [1] TRUE
```

```r
# todos?
all(ve > 1)
```

```
## [1] FALSE
```

```r
# qual(is)?
which(ve > 1)
```

```
## [1] 1 3 5 7 9
```

---

# 2. Manipulação de dados (1D)

## Vetor e Fator

### **3. Funções de manipulação**: `subset()` e `ifelse()`

```r
# subconjunto
subset(ve, ve > 1)
```

```
## [1] 1.80 1.20 1.75 1.15 1.90
```

```r
# condicao para uma operacao
ifelse(ve > 1, 1, 0)
```

```
##  [1] 1 0 1 0 1 0 1 0 1 0
```

---

# 2. Manipulação de dados (1D)

## Listas

### **1. Indexação []**: acessa elementos de listas

```r
## indexacao []
# lista
li <- list(elem1 = 1, elem2 = 2, elem3 = 3)
li
```

```
## $elem1
## [1] 1
## 
## $elem2
## [1] 2
## 
## $elem3
## [1] 3
```

---

# 2. Manipulação de dados (1D)

## Listas

### **1. Indexação []**: acessa elementos de listas

### Selecionar elementos

```r
# acessar o primeiro elemento
li[1]
```

```
## $elem1
## [1] 1
```

```r
# acessar o primeiro e o terceiro elementos e atribuir
li2 <- li[c(1, 3)]
li2
```

```
## $elem1
## [1] 1
## 
## $elem3
## [1] 3
```

---

# 2. Manipulação de dados (1D)

## Listas

### **1. Indexação []**: acessa elementos de listas

### Retirar elementos

```r
# retirar o primeiro elemento
li[-1]
```

```
## $elem2
## [1] 2
## 
## $elem3
## [1] 3
```

```r
# retirar o segundo elemento e atribuir
li_13 <- li[-2]
li_13
```

```
## $elem1
## [1] 1
## 
## $elem3
## [1] 3
```

---

# 2. Manipulação de dados (1D)

## Listas

### **2. Indexação [[]]**: acessa valores dos elementos de listas

### Retirar elementos

```r
# valor do primeiro elemento
li[[1]]
```

```
## [1] 1
```

```r
# valor do segundo elemento e atribuir
li2_val <- li[[2]]
li2_val
```

```
## [1] 2
```

---

# 2. Manipulação de dados (1D)

## Listas

### **3. Indexação $**: acessa elementos pelo nome

### Selecionar elementos

```r
# acessar o primeiro elemento
li$elem1
```

```
## [1] 1
```

```r
# acessar o primeiro e o terceiro elementos e atribuir
li1 <- li$elem1
li1
```

```
## [1] 1
```

---

# 2. Manipulação de dados (1D)

## Listas

### **4. Funções**: `length()` e `names()`

```r
# comprimento
length(li)
```

```
## [1] 3
```

```r
# names
names(li)
```

```
## [1] "elem1" "elem2" "elem3"
```

---

# 2. Manipulação de dados (1D)

## Listas

### **4. Funções**: `length()` e `names()`

```r
# renomear
names(li) <- paste0("elemento0", 1:3)
li
```

```
## $elemento01
## [1] 1
## 
## $elemento02
## [1] 2
## 
## $elemento03
## [1] 3
```

---

background-image: url(img/code_df_manipulation02.png)
background-size: 700px
background-position: 50% 70%

# 3. Manipulação de dados (2D ou nD)

## Matrizes, Arrays e Data Frames

---

# 3. Manipulação de dados (2D ou nD)

## Matrizes, Arrays e Data Frames

### **1. Indexação []**: acessa elementos de matrizes, arrays e data frames

```r
# matriz
ma <- matrix(1:12, 4, 3)
ma 
```

```
##      [,1] [,2] [,3]
## [1,]    1    5    9
## [2,]    2    6   10
## [3,]    3    7   11
## [4,]    4    8   12
```

---

background-image: url(img/code_df_manipulation01.png)
background-size: 400px
background-position: 50% 50%

# 3. Manipulação de dados (2D ou nD)

## Matrizes, Arrays e Data Frames

### **1. Indexação []**: acessa elementos de matrizes, arrays e data frames

---

# 3. Manipulação de dados (2D ou nD)

## Matrizes, Arrays e Data Frames

### **1. Indexação []**: acessa elementos de matrizes, arrays e data frames

```r
# linha 3
ma[3, ]
```

```
## [1]  3  7 11
```

```r
# coluna 2
ma[, 2] 
```

```
## [1] 5 6 7 8
```

```r
# elemento da linha 1 e coluna 2
ma[1, 2] 
```

```
## [1] 5
```

```r
# elementos da linha 1 e coluna 1 e 2
ma[1, 1:2] 
```

```
## [1] 1 5
```

---

# 3. Manipulação de dados (2D ou nD)

## Matrizes, Arrays e Data Frames

### **1. Indexação []**: acessa elementos de matrizes, arrays e data frames

```r
# elementos da linha 1 e coluna 1 e 3
ma[1, c(1, 3)] 
```

```
## [1] 1 9
```

```r
# elementos da linha 1 e coluna 1 e 3 e atribuir
ma_sel <- ma[1, c(1, 3)]
ma_sel
```

```
## [1] 1 9
```

---

background-image: url(img/code_df_manipulation02.png)
background-size: 700px
background-position: 50% 75%

# 3. Manipulação de dados (2D ou nD)

## Matrizes, Arrays e Data Frames

### **1. Indexação []**: acessa elementos de matrizes, arrays e data frames

---

# 3. Manipulação de dados (2D ou nD)

## Data Frames

### **2. Indexação $**: acessa elementos de data frames

```r
# criar tres vetores
sp <- paste("sp", 1:10, sep = "")
abu <- 1:10
flo <- factor(rep(c("campo", "floresta"), each = 5))
```

```r
# data frame
df <- data.frame(sp, abu, flo)
df
```

```
##      sp abu      flo
## 1   sp1   1    campo
## 2   sp2   2    campo
## 3   sp3   3    campo
## 4   sp4   4    campo
## 5   sp5   5    campo
## 6   sp6   6 floresta
## 7   sp7   7 floresta
## 8   sp8   8 floresta
## 9   sp9   9 floresta
## 10 sp10  10 floresta
```

---

# 3. Manipulação de dados (2D ou nD)

## Data Frames

### **2. Indexação $**: acessa colunas de data frames

```r
# $ funciona apenas para data frame 
df$sp 
```

```
##  [1] "sp1"  "sp2"  "sp3"  "sp4"  "sp5"  "sp6"  "sp7"  "sp8"  "sp9"  "sp10"
```

```r
df$abu
```

```
##  [1]  1  2  3  4  5  6  7  8  9 10
```

```r
df$flo
```

```
##  [1] campo    campo    campo    campo    campo    floresta floresta floresta
##  [9] floresta floresta
## Levels: campo floresta
```

---

# 3. Manipulação de dados (2D ou nD)

## Data Frames

### **2. Indexação $**: acessa colunas de data frames

```r
# funcoes para uma coluna indexada por $
length(df$abu)
```

```
## [1] 10
```

```r
max(df$abu)
```

```
## [1] 10
```

```r
min(df$abu)
```

```
## [1] 1
```

```r
range(df$abu)
```

```
## [1]  1 10
```

---

# 3. Manipulação de dados (2D ou nD)

## Data Frames

### **3. Indexação $ e mudanças de colunas**: acessa e modifica colunas em data frames

```r
# modo
mode(df$abu)
```

```
## [1] "numeric"
```

```r
# converter colunas para caracter
df$abu <- as.character(df$abu)
```

```r
# modo
df$abu
```

```
##  [1] "1"  "2"  "3"  "4"  "5"  "6"  "7"  "8"  "9"  "10"
```

```r
mode(df$abu)
```

```
## [1] "character"
```

---

# 3. Manipulação de dados (2D ou nD)

## Data Frames

### **3. Indexação $ e mudanças de colunas**: acessa e modifica colunas em data frames

```r
# converter colunas para numerico
df$abu <- as.numeric(df$abu)
```

```r
# modo
df$abu
```

```
##  [1]  1  2  3  4  5  6  7  8  9 10
```

```r
mode(df$abu)
```

```
## [1] "numeric"
```

---

# 3. Manipulação de dados (2D ou nD)

## Data Frames

### **4. Indexação $ e adicionar colunas**: acessa e adiciona colunas em data frames

```r
# adicionar coluna
set.seed(42)
df$abu2 <- sample(0:1, nrow(df), rep = TRUE)
```

```r
df$abu2
```

```
##  [1] 0 0 0 0 1 1 1 1 0 1
```

```r
df
```

```
##      sp abu      flo abu2
## 1   sp1   1    campo    0
## 2   sp2   2    campo    0
## 3   sp3   3    campo    0
## 4   sp4   4    campo    0
## 5   sp5   5    campo    1
## 6   sp6   6 floresta    1
## 7   sp7   7 floresta    1
## 8   sp8   8 floresta    1
## 9   sp9   9 floresta    0
## 10 sp10  10 floresta    1
```

---

# 3. Manipulação de dados (2D ou nD)

## Data Frames

### **5. Seleção condicional**: filtro de linhas

### Selecionar linhas = filtro da planilha eletrônica

```r
# selecionar linhas de uma matriz ou data frame 
df[df$abu > 4, ]
```

```
##      sp abu      flo abu2
## 5   sp5   5    campo    1
## 6   sp6   6 floresta    1
## 7   sp7   7 floresta    1
## 8   sp8   8 floresta    1
## 9   sp9   9 floresta    0
## 10 sp10  10 floresta    1
```

---

# 3. Manipulação de dados (2D ou nD)

## Data Frames

### **5. Seleção condicional**: filtro de linhas

### Selecionar linhas = filtro da planilha eletrônica

```r
# selecionar linhas de uma matriz ou data frame 
df[df$abu2 == 0, ]
```

```
##    sp abu      flo abu2
## 1 sp1   1    campo    0
## 2 sp2   2    campo    0
## 3 sp3   3    campo    0
## 4 sp4   4    campo    0
## 9 sp9   9 floresta    0
```

---

# 3. Manipulação de dados (2D ou nD)

## Data Frames

### **5. Seleção condicional**: filtro de linhas

### Selecionar linhas = filtro da planilha eletrônica

```r
# selecionar linhas de uma matriz ou data frame 
df[df$flo == "floresta", ]
```

```
##      sp abu      flo abu2
## 6   sp6   6 floresta    1
## 7   sp7   7 floresta    1
## 8   sp8   8 floresta    1
## 9   sp9   9 floresta    0
## 10 sp10  10 floresta    1
```

---

# 3. Manipulação de dados (2D ou nD)

## Matrizes, Arrays e Data Frames

### **6. Funções de conferência e manipulação**

`head()`: mostra as primeiras 6 linhas 
`tail()`: mostra as últimas 6 linhas 
`nrow()`: mostra o número de linhas 
`ncol()`: mostra o número de colunas 
`dim()`: mostra o número de linhas e de colunas 
`rownames()`: mostra os nomes das linhas (locais) 
`colnames()`: mostra os nomes das colunas (variáveis) 
`str()`: mostra as classes de cada coluna (estrutura) 
`summary()`: mostra um resumo dos valores de cada coluna 
`rowSums()`: calcula a soma das linhas (horizontal) 
`colSums()`: calcula a soma das colunas (vertical) 
`rowMeans()`: calcula a média das linhas (horizontal) 
`colMeans()`: calcula a média das colunas (vertical)

---

# 4. Valores faltantes e especiais

## São **valores reservados** que representam *dados faltantes*, *indefinições matemáticas*, *infinitos* e *objetos nulos*

### **1. NA (Not Available)**

### **2. NaN (Not a Number)**

### **3. Inf (Infinito)**

### **4. NULL**

---

# 4. Valores faltantes e especiais

## **1. NA (Not Available)**

### Significa dado faltante/indisponível

### **NA** deve ser maiúsculo

```r
# na - not available
foo_na <- NA
foo_na
```

```
## [1] NA
```

---

# 4. Valores faltantes e especiais

## **1. NA (Not Available)**

### Criar um data frame com NA

```r
# data frame
df <- data.frame(var1 = c(1, 4, 2, NA), var2 = c(1, 4, 5, 2))
df
```

```
##   var1 var2
## 1    1    1
## 2    4    4
## 3    2    5
## 4   NA    2
```

---

# 4. Valores faltantes e especiais

## **1. NA (Not Available)**

### Função para verificar a **presença/ausência** de NA's

```r
# possui nas?
is.na(df)
```

```
##       var1  var2
## [1,] FALSE FALSE
## [2,] FALSE FALSE
## [3,] FALSE FALSE
## [4,]  TRUE FALSE
```

### Função para verificar a **presença de algum** NA's

```r
# algum é na?
any(is.na(df))
```

```
## [1] TRUE
```

---

# 4. Valores faltantes e especiais

## **1. NA (Not Available)**

### Vamos retirar as linhas que possuem NA's

```r
# retirar linhas com na
df_sem_na <- na.omit(df)
df_sem_na
```

```
##   var1 var2
## 1    1    1
## 2    4    4
## 3    2    5
```

```r
# numero de linhas com e sem na
nrow(df)
```

```
## [1] 4
```

```r
nrow(df_sem_na)
```

```
## [1] 3
```

---

# 4. Valores faltantes e especiais

## **1. NA (Not Available)**

### Vamos substituir os NA's por 0

```r
# substituir na por 0
df[is.na(df)] <- 0
df
```

```
##   var1 var2
## 1    1    1
## 2    4    4
## 3    2    5
## 4    0    2
```

---

# 4. Valores faltantes e especiais

## **2. NaN (Not a Number)**

### Representa indefinições matemáticas como 0/0 e log(-1)

```r
# nan - not a number
0/0
```

```
## [1] NaN
```

```r
# nan - not a number
log(-1)
```

```
## [1] NaN
```

---

# 4. Valores faltantes e especiais

## **2. NaN (Not a Number)**

### Um **NaN** é um **NA**, mas o **NA** não é um **NaN**

```r
# criar um vetor
ve <- c(1, 2, 3, NA, NaN)
ve
```

```
## [1]   1   2   3  NA NaN
```

```r
# verificar a presenca de na
is.na(ve)
```

```
## [1] FALSE FALSE FALSE  TRUE  TRUE
```

```r
# verificar a presenca de nan
is.nan(ve)
```

```
## [1] FALSE FALSE FALSE FALSE  TRUE
```

---

# 4. Valores faltantes e especiais

## **3. Inf (Infinito)**

### É um número muito grande ou um limite matemático, e.g., 10^310 e 1/0

```r
# limite matematico
1/0
```

```
## [1] Inf
```

```r
# numero muito grande
10^310
```

```
## [1] Inf
```

---

# 4. Valores faltantes e especiais

## **4. NULL**

### Representa um objeto nulo

### Útil para preenchimento de laços e outras aplicações de programação

```r
# objeto nulo
nulo <- NULL
nulo
```

```
## NULL
```

---

# 5. Diretório de trabalho

## Endereço da pasta onde o R irá **importar e exportar** os dados

**Atalho**: `ctrl + shift + H`

### **Windows: inverter as barras ("\" por "/")!**

```r
## diretorio de trabalho
# pasta onde o r ira importar e exportar os arquivos

# definir o diretorio de trabalho
setwd("/home/mude/data/github/course-geospatial-data-r/03_dados/tabelas")
```

```r
# verificar o diretorio
getwd()
```

```r
# listar os arquivos
dir()
```

---

# Vamos trabalhar com dados reais?

---

class: clear, inverse
background-image: url(img/general_real_data.jpg)
background-size: 700px

---

background-image: url(img/general_data_eu_mesmo.png)
background-size: 700px
background-position: 50% 85%

# 6. Importar dados

## ATLANTIC AMPHIBIANS: a dataset of amphibian communities from the Atlantic Forests of South America

### Eu mesmo et al. (2018)

[Vancine et al. (2018)](https://doi.org/10.1002/ecy.2392)

---

background-image: url(img/general_bloco_notas.png), url(img/general_planilha.png)
background-size: 200px, 200px
background-position: 40% 40%, 80% 90%

# 6. Importar dados

## Os arquivos de tabelas geralmente estão num desses **três** formatos:

## 1. csv
## 2. txt
## 3. xlsx

---

# 6. Importar dados

## Ler uma planilha eletrônica (.csv)

```r
# ler uma planilha eletronica (.csv)
read.csv("ATLANTIC_AMPHIBIANS_sites.csv", encoding = "latin1")
```

```
## id reference_number species_number record sampled_habitat
## 1 amp1001 1001 19 ab fo,ll
## 2 amp1002 1002 16 co fo,la,ll
## 3 amp1003 1002 14 co fo,la,ll
## 4 amp1004 1002 13 co fo,la,ll
## 5 amp1005 1003 30 co fo,ll,br
## 6 amp1006 1004 42 co tp,pp,la,ll,is
## 7 amp1007 1005 23 co sp
## 8 amp1008 1005 19 co sp,la,sw
## 9 amp1009 1005 13 ab fo
## 10 amp1010 1006 1 ab fo
## 11 amp1011 1006 1 ab fo
## 12 amp1012 1006 2 ab fo
## 13 amp1013 1006 4 ab fo
## 14 amp1014 1006 4 ab fo
## 15 amp1015 1006 6 ab fo
## 16 amp1016 1006 5 ab fo
## 17 amp1017 1006 8 ab fo
## 18 amp1018 1006 2 ab fo
## 19 amp1019 1006 5 ab fo
## 20 amp1020 1006 1 ab fo
## 21 amp1021 1006 2 ab fo
## 22 amp1022 1006 2 ab fo
## 23 amp1023 1006 1 ab fo
## 24 amp1024 1006 2 ab fo
## 25 amp1025 1006 2 ab fo
## 26 amp1026 1006 1 ab fo
## 27 amp1027 1006 2 ab fo
## 28 amp1028 1006 3 ab fo
## 29 amp1029 1006 7 ab fo
## 30 amp1030 1006 8 ab fo
## 31 amp1031 1006 7 ab fo
## 32 amp1032 1006 7 ab fo
## 33 amp1033 1007 7 co <NA>
## 34 amp1034 1007 7 co <NA>
## 35 amp1035 1007 7 co <NA>
## 36 amp1036 1007 8 co <NA>
## 37 amp1037 1007 9 co <NA>
## 38 amp1038 1007 4 co <NA>
## 39 amp1039 1007 2 co <NA>
## 40 amp1040 1007 2 co <NA>
## 41 amp1041 1007 3 co <NA>
## 42 amp1042 1008 5 co pp
## 43 amp1043 1008 2 co pp
## 44 amp1044 1008 1 co pp
## 45 amp1045 1008 1 co pp
## 46 amp1046 1008 2 co pp
## 47 amp1047 1008 8 co pp
## 48 amp1048 1008 8 co pp
## 49 amp1049 1008 7 co pp
## 50 amp1050 1008 8 co pp
## 51 amp1051 1008 9 co pp
## 52 amp1052 1008 6 co pp
## 53 amp1053 1008 5 co pp
## 54 amp1054 1009 21 co tp
## 55 amp1055 1009 24 co tp,sw,is
## 56 amp1056 1009 19 co sp,pp,la,sw,is
## 57 amp1057 1010 21 co la,sw
## 58 amp1058 1011 14 co fo,tp,ll,is
## 59 amp1059 1012 14 co <NA>
## 60 amp1060 1013 8 ab br
## 61 amp1061 1014 12 ab fo,ll,is,br
## 62 amp1062 1014 25 ab fo,sp,ll
## 63 amp1063 1014 23 ab fo,sp,ll,is
## 64 amp1064 1015 6 ab fo
## 65 amp1065 1015 4 ab fo
## 66 amp1066 1015 7 ab fo
## 67 amp1067 1015 5 ab fo
## 68 amp1068 1015 7 ab fo
## 69 amp1069 1015 7 ab fo
## 70 amp1070 1015 8 ab fo
## 71 amp1071 1015 7 ab fo
## 72 amp1072 1016 15 ab tp
## 73 amp1073 1016 11 ab tp
## 74 amp1074 1017 37 co fo,tp,sw,is,br
## 75 amp1075 1018 19 ab fo
## 76 amp1076 1019 15 ab pp
## 77 amp1077 1020 41 co fo,tp,la,sw,ll,br
## 78 amp1078 1021 8 co fo,ll,is
## 79 amp1079 1021 6 co fo,ll
## 80 amp1080 1021 16 co fo,tp,ll
## 81 amp1081 1021 9 co fo,ll,br
## 82 amp1082 1021 21 co fo,sp,ll,br
## 83 amp1083 1021 27 co pp
## 84 amp1084 1022 19 co fo,ll,is,br
## 85 amp1085 1022 20 co sp,la,is,br
## 86 amp1086 1022 26 co tp,sp
## 87 amp1087 1022 10 co br
## 88 amp1088 1022 6 co fo
## 89 amp1089 1023 30 ab fo,sp,pp,ll,br
## 90 amp1090 1024 35 co fo,tp,sw,br
## 91 amp1091 1025 28 co fo,pp,sw,ll
## 92 amp1092 1026 27 co <NA>
## 93 amp1093 1027 32 ab tp,la,sw,ll,is,br
## 94 amp1094 1028 29 co fo
## 95 amp1095 1029 5 ab is
## 96 amp1096 1029 4 ab is
## 97 amp1097 1030 23 ab <NA>
## 98 amp1098 1031 33 co fo,sw
## 99 amp1099 1032 18 co <NA>
## 100 amp1100 1033 21 ab tp,la,sw,ll,is
## 101 amp1101 1034 26 ab pp,la,is,re,du,br
## 102 amp1102 1034 14 ab fo,la,re,du,br
## 103 amp1103 1035 48 co fo,tp,pp,ll,is,br
## 104 amp1104 1036 16 co sw,br
## 105 amp1105 1037 80 co fo,tp,pp,is
## 106 amp1106 1038 33 co fo,tp,pp,ll,is,br
## 107 amp1107 1038 38 co fo,tp,pp,ll,is,br
## 108 amp1108 1038 40 co fo,tp,pp,ll,is,br
## 109 amp1109 1038 40 co fo,tp,pp,ll,is,br
## 110 amp1110 1039 13 ab fo
## 111 amp1111 1039 12 ab fo
## 112 amp1112 1040 7 co fo,la
## 113 amp1113 1041 5 co re,du,br
## 114 amp1114 1041 5 co re,du,br
## 115 amp1115 1041 5 co re,du,br
## 116 amp1116 1041 18 co tp,pp,sw
## 117 amp1117 1041 12 co tp,pp,sw
## 118 amp1118 1041 8 co tp,pp,sw
## 119 amp1119 1041 8 co tp,pp,sw
## 120 amp1120 1041 2 co re,du,br
## 121 amp1121 1041 2 co re,du,br
## 122 amp1122 1041 1 co re,du,br
## 123 amp1123 1041 1 co re,du,br
## 124 amp1124 1041 13 co tp,pp,sw
## 125 amp1125 1041 2 co tp,pp,sw
## 126 amp1126 1041 6 co tp,pp,sw
## 127 amp1127 1041 3 co tp,pp,sw
## 128 amp1128 1042 2 ab <NA>
## 129 amp1129 1042 2 ab <NA>
## 130 amp1130 1042 2 ab <NA>
## 131 amp1131 1042 1 ab <NA>
## 132 amp1132 1042 2 ab <NA>
## 133 amp1133 1042 9 ab <NA>
## 134 amp1134 1042 3 ab <NA>
## 135 amp1135 1042 1 ab <NA>
## 136 amp1136 1042 1 ab <NA>
## 137 amp1137 1042 21 ab <NA>
## 138 amp1138 1042 1 ab <NA>
## 139 amp1139 1042 11 ab <NA>
## 140 amp1140 1042 9 ab <NA>
## 141 amp1141 1042 5 ab <NA>
## 142 amp1142 1042 1 ab <NA>
## 143 amp1143 1042 2 ab <NA>
## 144 amp1144 1042 4 ab <NA>
## 145 amp1145 1042 6 ab <NA>
## 146 amp1146 1042 4 ab <NA>
## 147 amp1147 1042 2 ab <NA>
## 148 amp1148 1043 24 co tp,pp,la,ll,is,br
## 149 amp1149 1043 24 co tp,pp,ll,is,br
## 150 amp1150 1044 29 co fo,is
## 151 amp1151 1045 12 ab fo
## 152 amp1152 1045 2 ab fo
## 153 amp1153 1045 16 ab fo
## 154 amp1154 1045 11 ab fo
## 155 amp1155 1045 6 ab fo
## 156 amp1156 1045 7 ab fo
## 157 amp1157 1045 11 ab fo
## 158 amp1158 1045 9 ab fo
## 159 amp1159 1046 15 co sp
## 160 amp1160 1046 9 co is
## 161 amp1161 1046 6 co la
## 162 amp1162 1047 12 co fo,tp,pp
## 163 amp1163 1048 8 co ll,re,br
## 164 amp1164 1048 5 co ll,re,br
## 165 amp1165 1049 32 co fo,tp,sp,la,os
## 166 amp1166 1050 18 co fo,la,is
## 167 amp1167 1050 23 co fo,la,is
## 168 amp1168 1050 19 co fo,la,is
## 169 amp1169 1050 32 co fo,la,is
## 170 amp1170 1050 24 co fo,la,is
## 171 amp1171 1050 20 co fo,la,is
## 172 amp1172 1050 17 co fo,la,is
## 173 amp1173 1050 18 co fo,la,is
## 174 amp1174 1050 16 co fo,la,is
## 175 amp1175 1050 24 co fo,la,is
## 176 amp1176 1050 19 co fo,la,is
## 177 amp1177 1050 21 co fo,la,is
## 178 amp1178 1050 19 co fo,la,is
## 179 amp1179 1050 23 co fo,la,is
## 180 amp1180 1050 39 co fo,la,is
## 181 amp1181 1050 13 co fo,la,is
## 182 amp1182 1050 34 co fo,la,is
## 183 amp1183 1050 22 co fo,la,is
## 184 amp1184 1050 25 co fo,la,is
## 185 amp1185 1050 18 co fo,la,is
## 186 amp1186 1050 20 co fo,la,is
## 187 amp1187 1051 20 co tp,sw
## 188 amp1188 1051 19 co tp
## 189 amp1189 1052 29 co tp,pp
## 190 amp1190 1053 28 co fo,pp
## 191 amp1191 1053 28 co fo,pp
## 192 amp1192 1053 22 co fo,pp
## 193 amp1193 1054 36 co tp,pp,sw
## 194 amp1194 1055 19 co is
## 195 amp1195 1056 7 co tp
## 196 amp1196 1056 15 co la
## 197 amp1197 1056 6 co is
## 198 amp1198 1056 9 co br
## 199 amp1199 1056 4 co is
## 200 amp1200 1057 14 co <NA>
## 201 amp1201 1057 15 co <NA>
## 202 amp1202 1057 34 co <NA>
## 203 amp1203 1057 44 co <NA>
## 204 amp1204 1058 33 co tp,pp,la,sw,is
## 205 amp1205 1059 43 co sp,sw,is
## 206 amp1206 1060 18 co tp,pp,la,is
## 207 amp1207 1061 5 ab fo
## 208 amp1208 1061 5 ab fo
## 209 amp1209 1061 5 ab fo
## 210 amp1210 1061 5 ab fo
## 211 amp1211 1062 11 co is
## 212 amp1212 1063 40 co fo,tp,la,sw,ll,is
## 213 amp1213 1064 35 co fo,tp,pp,sw,is
## 214 amp1214 1065 37 co fo,tp,pp,sw,ll,is
## 215 amp1215 1066 8 ab fo
## 216 amp1216 1067 15 co sp
## 217 amp1217 1067 12 co sp
## 218 amp1218 1068 15 co tp
## 219 amp1219 1069 14 co sp,sw,os
## 220 amp1220 1070 26 co is,os
## 221 amp1221 1071 43 co <NA>
## 222 amp1222 1072 38 co <NA>
## 223 amp1223 1073 39 co fo,tp,sp,pp,la,sw,ll,is,br
## 224 amp1224 1073 30 co fo,tp,sp,pp,la,sw,ll,is,br
## 225 amp1225 1073 28 co fo,tp,sp,pp,la,sw,ll,is,br
## 226 amp1226 1073 36 co fo,tp,sp,pp,la,sw,ll,is,br
## 227 amp1227 1073 27 co fo,tp,sp,pp,la,sw,ll,is,br
## 228 amp1228 1073 38 co fo,tp,sp,pp,la,sw,ll,is,br
## 229 amp1229 1074 20 co fo
## 230 amp1230 1074 20 co fo,pp,sw
## 231 amp1231 1075 26 co fo
## 232 amp1232 1076 24 co la,sw,is
## 233 amp1233 1077 29 co fo,pp,la,sw,is
## 234 amp1234 1078 17 co fo,sw,is
## 235 amp1235 1079 14 co la,is
## 236 amp1236 1080 22 co tp,pp
## 237 amp1237 1081 14 co pp,la,sw,ll,is
## 238 amp1238 1082 32 co fo,pp,la,ll,is
## 239 amp1239 1083 15 co fo
## 240 amp1240 1084 18 ab tp,la,ll
## 241 amp1241 1084 10 ab tp,ll,is
## 242 amp1242 1084 4 ab fo
## 243 amp1243 1085 18 co sp
## 244 amp1244 1085 16 co pp
## 245 amp1245 1085 18 co tp
## 246 amp1246 1085 26 co pp
## 247 amp1247 1086 9 co fo,la,is
## 248 amp1248 1086 18 co fo,la,is
## 249 amp1249 1086 20 co fo,la,is
## 250 amp1250 1086 18 co fo,la,is
## 251 amp1251 1087 21 co fo,tp,sw,is
## 252 amp1252 1087 49 co fo,tp,la,sw,is
## 253 amp1253 1087 34 co fo,tp,is
## 254 amp1254 1088 9 co fo,la,is
## 255 amp1255 1089 5 co fo,pp,sw,is
## 256 amp1256 1089 3 co sw,is
## 257 amp1257 1089 7 co sw,is
## 258 amp1258 1089 3 co tp,sw
## 259 amp1259 1089 16 co pp,sw
## 260 amp1260 1089 14 co la
## 261 amp1261 1089 3 co is
## 262 amp1262 1089 10 co sw,is
## 263 amp1263 1089 12 co sw,is
## 264 amp1264 1089 3 co sw,is
## 265 amp1265 1089 7 co sw,is
## 266 amp1266 1089 13 co sw,is
## 267 amp1267 1089 10 co sw
## 268 amp1268 1090 18 co la
## 269 amp1269 1091 9 co tp
## 270 amp1270 1091 15 co is
## 271 amp1271 1091 10 co tp
## 272 amp1272 1091 7 co is
## 273 amp1273 1091 8 co la
## 274 amp1274 1091 8 co la
## 275 amp1275 1091 16 co pp,sw
## 276 amp1276 1091 14 co pp,sw
## 277 amp1277 1091 9 co tp
## 278 amp1278 1092 36 co tp,pp,is
## 279 amp1279 1093 8 ab fo
## 280 amp1280 1093 10 ab fo
## 281 amp1281 1093 7 ab fo
## 282 amp1282 1094 41 co fo,tp,pp
## 283 amp1283 1095 11 co tp,sp,la,ll,is,br
## 284 amp1284 1096 30 co tp,sw,ll,is,br
## 285 amp1285 1097 19 co is
## 286 amp1286 1097 5 co is
## 287 amp1287 1097 7 co tp
## 288 amp1288 1097 20 co pp
## 289 amp1289 1097 7 co sw
## 290 amp1290 1097 6 co is
## 291 amp1291 1097 5 co is
## 292 amp1292 1097 2 co is
## 293 amp1293 1097 3 co is
## 294 amp1294 1097 3 co pp
## 295 amp1295 1097 9 co la
## 296 amp1296 1097 5 co sw
## 297 amp1297 1097 5 co sw
## 298 amp1298 1097 3 co os
## 299 amp1299 1097 4 co is
## 300 amp1300 1097 13 co tp
## 301 amp1301 1097 2 co tp,is
## 302 amp1302 1098 20 co fo,tp,pp,la,is
## 303 amp1303 1099 25 co fo,tp,la,sw,is,os
## 304 amp1304 1100 5 ab fo,is
## 305 amp1305 1100 8 ab fo,is
## 306 amp1306 1100 5 ab fo
## 307 amp1307 1100 2 ab fo,la,is
## 308 amp1308 1100 4 ab fo,is
## 309 amp1309 1100 10 ab fo,is
## 310 amp1310 1101 4 ab fo
## 311 amp1311 1102 29 co fo,sw,ll,is,br
## 312 amp1312 1103 22 co fo,la,is
## 313 amp1313 1104 22 co <NA>
## 314 amp1314 1105 22 co pp
## 315 amp1315 1106 29 ab fo,ll,br
## 316 amp1316 1107 12 co fo,br
## 317 amp1317 1108 22 co pp,la,sw
## 318 amp1318 1108 14 co pp,la,sw
## 319 amp1319 1109 40 co fo,pp,la,is,br
## 320 amp1320 1109 41 co fo,pp,la,is,br
## 321 amp1321 1110 13 ab ll
## 322 amp1322 1111 19 ab la,pp,sw,ll,is,re,br
## 323 amp1323 1111 22 ab la,pp,sw,ll,is,re,br
## 324 amp1324 1111 4 ab ll,re,br
## 325 amp1325 1111 14 ab la,pp,sw,ll,is,re,br
## 326 amp1326 1111 11 ab la,pp,sw,ll,is,re,br
## 327 amp1327 1112 2 ab fo
## 328 amp1328 1113 5 ab br
## 329 amp1329 1114 3 ab br
## 330 amp1330 1115 34 co tp,sw
## 331 amp1331 1116 41 co fo,la,ll,is,br
## 332 amp1332 1048 2 co ll,re,br
## 333 amp1333 1048 7 co ll,re,br
## 334 amp1334 1048 13 co ll,re,br
## 335 amp1335 1117 50 ab tp,pp
## 336 amp1336 1118 53 co pp,sw,is
## 337 amp1337 1118 22 co pp,sw,is
## 338 amp1338 1118 29 co pp,sw,is
## 339 amp1339 1118 24 co pp,sw,is
## 340 amp1340 1119 6 ab br
## 341 amp1341 1120 31 co fo,tp,pp,sw,is,br
## 342 amp1342 1121 4 co br
## 343 amp1343 1122 33 ab tp,pp
## 344 amp1344 1123 21 co la
## 345 amp1345 1124 26 co pp
## 346 amp1346 1125 37 ab fo,tp,pp,ll,br
## 347 amp1347 1126 39 co fo
## 348 amp1348 1127 31 co fo,tp,pp,ll,is,br
## 349 amp1349 1128 20 co fo,tp,pp,la,is
## 350 amp1350 1129 19 co tp
## 351 amp1351 1130 16 co fo,ll
## 352 amp1352 1131 20 co fo,tp,pp,ll,br
## 353 amp1353 1132 76 co <NA>
## 354 amp1354 1133 15 co tp,sp,la,re,br
## 355 amp1355 1134 32 co pp,is,br
## 356 amp1356 1134 26 co pp,is,br
## 357 amp1357 1134 13 co pp,is,br
## 358 amp1358 1134 7 co tp,br
## 359 amp1359 1134 4 co tp,br
## 360 amp1360 1134 5 co tp,br
## 361 amp1361 1134 1 co tp,br
## 362 amp1362 1135 6 co is
## 363 amp1363 1102 25 co fo,sw,ll,is,br
## 364 amp1364 1136 26 co fo,tp,pp,ll
## 365 amp1365 1137 12 co tp,pp,sw,is,br
## 366 amp1366 1138 41 co tp,pp,la,sw,ll,is,br
## 367 amp1367 1139 32 ab fo,ll,is,br
## 368 amp1368 1140 36 co <NA>
## 369 amp1369 1141 36 ab fo,tp,pp,la,sw,ll,is,br
## 370 amp1370 1142 14 co fo,ll,is,br
## 371 amp1371 1143 11 ab fo
## 372 amp1372 1143 12 ab fo
## 373 amp1373 1144 19 ab fo,ll,is,br
## 374 amp1374 1145 69 co <NA>
## 375 amp1375 1146 32 co <NA>
## 376 amp1376 1147 21 co <NA>
## 377 amp1377 1148 18 co fo,ll,re,br
## 378 amp1378 1149 44 co fo,tp,ll,is,br
## 379 amp1379 1150 28 co fo,la,is
## 380 amp1380 1151 44 ab fo,tp,pp,sw,ll,is,br
## 381 amp1381 1152 5 ab fo,br
## 382 amp1382 1153 21 co <NA>
## 383 amp1383 1153 18 co <NA>
## 384 amp1384 1153 45 co <NA>
## 385 amp1385 1154 44 co fo,sw,is,re
## 386 amp1386 1155 10 ab ll
## 387 amp1387 1156 12 ab fo,ll
## 388 amp1388 1048 8 co ll,re,br
## 389 amp1389 1048 7 co ll,re,br
## 390 amp1390 1048 5 co ll,re,br
## 391 amp1391 1048 5 co ll,re,br
## 392 amp1392 1048 2 co ll,re,br
## 393 amp1393 1157 25 co fo,ll,is
## 394 amp1394 1158 16 ab fo,ll
## 395 amp1395 1159 6 ab fo,ll
## 396 amp1396 1160 50 co <NA>
## 397 amp1397 1161 23 ab fo,is
## 398 amp1398 1162 24 co fo,tp,sw,ll,is,re,du,br
## 399 amp1399 1163 40 co fo,tp,pp,la,sw,ll,is,br
## 400 amp1400 1164 9 ab re,du,br
## 401 amp1401 1165 16 ab fo,ll
## 402 amp1402 1166 13 ab fo,ll
## 403 amp1403 1167 31 ab <NA>
## 404 amp1404 1167 9 ab <NA>
## 405 amp1405 1168 16 ab <NA>
## 406 amp1406 1169 22 co fo,tp,la,sw,ll,re,br
## 407 amp1407 1170 10 co fo,la,ll,re,br
## 408 amp1408 1171 8 ab ll
## 409 amp1409 1172 30 co fo,ll
## 410 amp1410 1173 27 ab fo,ll
## 411 amp1411 1174 14 ab <NA>
## 412 amp1412 1175 10 co pp
## 413 amp1413 1176 53 co fo,is
## 414 amp1414 1177 24 co fo,pp,la,sw,is
## 415 amp1415 1178 30 co tp,pp,sw,ll,is,br
## 416 amp1416 1178 22 co tp,pp,sw,ll,is,br
## 417 amp1417 1178 32 co tp,pp,sw,ll,is,br
## 418 amp1418 1178 14 co tp,pp,sw,ll,is,br
## 419 amp1419 1178 17 co tp,pp,sw,ll,is,br
## 420 amp1420 1178 17 co tp,pp,sw,ll,is,br
## 421 amp1421 1179 4 co fo
## 422 amp1422 1179 4 co fo
## 423 amp1423 1179 2 co fo
## 424 amp1424 1179 5 co fo
## 425 amp1425 1179 5 co fo
## 426 amp1426 1179 3 co fo
## 427 amp1427 1179 13 co sw,ll,br
## 428 amp1428 1179 4 co ll,is,br
## 429 amp1429 1179 7 co la,ll,br
## 430 amp1430 1179 14 co la,ll,br
## 431 amp1431 1179 5 co ll,is,br
## 432 amp1432 1179 3 co tp,ll,br
## 433 amp1433 1179 10 co tp,ll,br
## 434 amp1434 1180 3 co fo
## 435 amp1435 1180 4 co fo
## 436 amp1436 1180 3 co fo
## 437 amp1437 1180 1 co fo
## 438 amp1438 1180 1 co fo
## 439 amp1439 1180 2 co fo
## 440 amp1440 1180 2 co fo
## 441 amp1441 1180 2 co fo
## 442 amp1442 1180 5 co fo
## 443 amp1443 1180 5 co fo
## 444 amp1444 1180 6 co fo
## 445 amp1445 1180 9 co la,ll,br
## 446 amp1446 1180 2 co ll,is,br
## 447 amp1447 1180 2 co ll,is,br
## 448 amp1448 1180 1 co ll,is,br
## 449 amp1449 1180 6 co ll,is,br
## 450 amp1450 1180 10 co la,ll,br
## 451 amp1451 1180 6 co ll,is,br
## 452 amp1452 1180 10 co ll,is,br
## 453 amp1453 1180 4 co ll,is,br
## 454 amp1454 1180 3 co ll,is,br
## 455 amp1455 1180 3 co ll,is,br
## 456 amp1456 1180 10 co sw,ll,br
## 457 amp1457 1180 16 co sw,ll,br
## 458 amp1458 1180 14 co sw,ll,br
## 459 amp1459 1181 2 co fo
## 460 amp1460 1181 2 co fo
## 461 amp1461 1181 3 co fo
## 462 amp1462 1181 1 co fo
## 463 amp1463 1181 3 co fo
## 464 amp1464 1181 3 co fo
## 465 amp1465 1181 2 co fo
## 466 amp1466 1181 2 co fo
## 467 amp1467 1181 3 co fo
## 468 amp1468 1181 4 co fo
## 469 amp1469 1181 2 co fo
## 470 amp1470 1181 6 co fo
## 471 amp1471 1181 6 co fo
## 472 amp1472 1181 7 co fo
## 473 amp1473 1181 5 co fo
## 474 amp1474 1181 6 co fo
## 475 amp1475 1181 6 co fo
## 476 amp1476 1181 9 co la,ll,br
## 477 amp1477 1181 10 co sw,ll,br
## 478 amp1478 1181 7 co sw,ll,br
## 479 amp1479 1181 3 co ll,is,br
## 480 amp1480 1181 9 co la,ll,br
## 481 amp1481 1181 15 co la,ll,br
## 482 amp1482 1181 7 co sw,ll,br
## 483 amp1483 1181 8 co sw,ll,is,br
## 484 amp1484 1181 11 co sw,ll,br
## 485 amp1485 1181 16 co sw,ll,br
## 486 amp1486 1181 2 co tp,ll,br
## 487 amp1487 1181 2 co ll,is,br
## 488 amp1488 1181 13 co sw,ll,br
## 489 amp1489 1181 6 co sw,ll,br
## 490 amp1490 1182 6 co fo
## 491 amp1491 1182 8 co fo
## 492 amp1492 1182 8 co fo
## 493 amp1493 1182 7 co fo
## 494 amp1494 1182 7 co fo
## 495 amp1495 1182 7 co fo
## 496 amp1496 1182 7 co fo
## 497 amp1497 1182 7 co fo
## 498 amp1498 1182 6 co fo
## 499 amp1499 1182 6 co fo
## 500 amp1500 1182 7 co fo
## 501 amp1501 1182 16 co tp,ll,br
## 502 amp1502 1182 2 co ll,is,br
## 503 amp1503 1182 13 co ll,os,br
## 504 amp1504 1182 7 co ll,os,br
## 505 amp1505 1182 16 co tp,ll,is,br
## 506 amp1506 1182 4 co sw,ll,br
## 507 amp1507 1183 10 ab fo,is,os
## 508 amp1508 1183 6 ab fo,is,os
## 509 amp1509 1183 13 ab fo,is,os
## 510 amp1510 1184 5 ab fo,ll
## 511 amp1511 1185 13 ab fo,ll
## 512 amp1512 1186 19 co tp
## 513 amp1513 1186 5 co fo,tp
## 514 amp1514 1186 2 co fo,is
## 515 amp1515 1186 4 co fo,is
## 516 amp1516 1186 3 co fo
## 517 amp1517 1186 1 co fo
## 518 amp1518 1187 26 co fo,tp,pp,la,sw
## 519 amp1519 1188 47 co sp,pp,la,sw
## 520 amp1520 1189 28 co sp,la,sw,is
## 521 amp1521 1190 12 co sp,pp,la,is
## 522 amp1522 1190 11 co sp,pp,la,is
## 523 amp1523 1190 8 co sp,pp,la,is
## 524 amp1524 1190 9 co sp,pp,la,is
## 525 amp1525 1190 9 co sp,pp,la,is
## 526 amp1526 1190 5 co sp,pp,la,is
## 527 amp1527 1190 4 co sp,pp,la,is
## 528 amp1528 1190 9 co fo,is
## 529 amp1529 1191 28 co fo,tp,sp,pp,la,sw,ll,os
## 530 amp1530 1192 20 co fo,tp
## 531 amp1531 1192 20 co fo,la
## 532 amp1532 1192 21 co fo,la
## 533 amp1533 1192 12 co eu,la
## 534 amp1534 1192 18 co eu,la
## 535 amp1535 1192 15 co eu,la
## 536 amp1536 1193 14 co sp,sw,os
## 537 amp1537 1193 13 co sp
## 538 amp1538 1193 16 co sp
## 539 amp1539 1193 12 co sp,sw
## 540 amp1540 1193 7 co tp,sw
## 541 amp1541 1193 9 co is
## 542 amp1542 1193 9 co is
## 543 amp1543 1193 16 co sp
## 544 amp1544 1193 8 co tp
## 545 amp1545 1193 7 co tp
## 546 amp1546 1193 8 co tp
## 547 amp1547 1193 11 co tp
## 548 amp1548 1193 17 co pp
## 549 amp1549 1193 7 co la
## 550 amp1550 1193 15 co la
## 551 amp1551 1194 17 co fo,ll
## 552 amp1552 1194 18 co fo,ll
## 553 amp1553 1194 15 co fo,ll
## 554 amp1554 1194 20 co fo,ll
## 555 amp1555 1194 19 co fo,ll
## 556 amp1556 1194 18 co fo,ll
## 557 amp1557 1102 29 co fo,sw,ll,is,br
## 558 amp1558 1102 35 co fo,sw,ll,is,br
## 559 amp1559 1195 25 co <NA>
## 560 amp1560 1196 14 co fo,la,sw,is
## 561 amp1561 1197 4 ab la
## 562 amp1562 1197 12 ab la
## 563 amp1563 1197 12 ab la
## 564 amp1564 1197 12 ab la
## 565 amp1565 1197 9 ab la
## 566 amp1566 1197 11 ab la
## 567 amp1567 1197 4 ab la
## 568 amp1568 1197 8 ab la
## 569 amp1569 1197 8 ab la
## 570 amp1570 1197 5 ab la
## 571 amp1571 1198 17 co <NA>
## 572 amp1572 1199 14 co <NA>
## 573 amp1573 1199 18 co <NA>
## 574 amp1574 1200 48 co fo,ll,is
## 575 amp1575 1201 21 ab <NA>
## 576 amp1576 1202 29 co tp,pp,la,sw,is,os
## 577 amp1577 1203 23 ab fo,ll
## 578 amp1578 1204 5 ab fo,ll,is,br
## 579 amp1579 1204 7 ab fo,ll,br
## 580 amp1580 1204 6 ab fo,ll,br
## 581 amp1581 1204 9 ab fo,ll,br
## 582 amp1582 1204 2 ab sw
## 583 amp1583 1204 5 ab sw
## 584 amp1584 1204 6 ab sw
## 585 amp1585 1204 11 ab sw
## 586 amp1586 1204 10 ab sw
## 587 amp1587 1204 13 ab sw
## 588 amp1588 1204 14 ab sw
## 589 amp1589 1204 14 ab sw
## 590 amp1590 1204 14 ab sw
## 591 amp1591 1204 11 ab pp
## 592 amp1592 1204 12 ab pp
## 593 amp1593 1204 11 ab tp
## 594 amp1594 1204 17 ab pp
## 595 amp1595 1204 13 ab pp
## 596 amp1596 1204 17 ab tp
## 597 amp1597 1205 4 ab <NA>
## 598 amp1598 1206 13 ab pp
## 599 amp1599 1206 6 ab tp
## 600 amp1600 1206 13 ab tp
## 601 amp1601 1206 17 ab pp
## 602 amp1602 1206 16 ab pp
## 603 amp1603 1206 13 ab pp
## 604 amp1604 1206 7 ab pp
## 605 amp1605 1206 13 ab pp
## 606 amp1606 1206 5 ab tp
## 607 amp1607 1206 14 ab pp
## 608 amp1608 1206 5 ab tp
## 609 amp1609 1206 7 ab tp
## 610 amp1610 1206 13 ab pp
## 611 amp1611 1206 16 ab pp
## 612 amp1612 1206 9 ab tp
## 613 amp1613 1206 5 ab tp
## 614 amp1614 1206 10 ab pp
## 615 amp1615 1206 10 ab pp
## 616 amp1616 1207 3 co tp
## 617 amp1617 1207 17 co tp
## 618 amp1618 1207 10 co tp
## 619 amp1619 1207 3 co tp
## 620 amp1620 1207 7 co tp
## 621 amp1621 1207 12 co pp
## 622 amp1622 1207 10 co pp
## 623 amp1623 1207 17 co pp
## 624 amp1624 1207 15 co pp
## 625 amp1625 1207 11 co sw
## 626 amp1626 1207 12 co sw
## 627 amp1627 1207 10 co sw
## 628 amp1628 1208 34 co fo,pp,ll,is,br
## 629 amp1629 1208 43 co fo,pp,ll,is,br
## 630 amp1630 1208 42 co fo,pp,ll,is,br
## 631 amp1631 1209 15 ab fo,pp,la,sw
## 632 amp1632 1209 5 ab fo,pp,la,sw
## 633 amp1633 1209 13 ab fo,pp,la,sw
## 634 amp1634 1209 11 ab fo,pp,la,sw
## 635 amp1635 1209 5 ab fo,pp,la,sw
## 636 amp1636 1209 10 ab fo,pp,la,sw
## 637 amp1637 1210 25 ab fo,tp,la,sw,ll,is,br
## 638 amp1638 1210 26 ab fo,tp,la,sw,ll,is,br
## 639 amp1639 1211 5 ab is
## 640 amp1640 1211 7 ab is
## 641 amp1641 1211 8 ab is
## 642 amp1642 1211 10 ab pp
## 643 amp1643 1211 11 ab tp
## 644 amp1644 1211 11 ab tp
## 645 amp1645 1211 9 ab tp
## 646 amp1646 1211 9 ab tp
## 647 amp1647 1211 7 ab tp
## 648 amp1648 1211 9 ab tp
## 649 amp1649 1211 11 ab tp
## 650 amp1650 1212 27 co fo,ll
## 651 amp1651 1213 21 co fo,ll
## 652 amp1652 1214 17 co tp,la,sw
## 653 amp1653 1215 32 co fo,la,is
## 654 amp1654 1215 28 co tp,la,is
## 655 amp1655 1215 11 co fo,is
## 656 amp1656 1215 30 co fo,sw,is
## 657 amp1657 1215 13 co fo,tp,la,sw,is
## 658 amp1658 1215 19 co fo,la,is
## 659 amp1659 1216 20 co la
## 660 amp1660 1217 21 co la,sw
## 661 amp1661 1217 9 co pp,la
## 662 amp1662 1217 17 co la,sw
## 663 amp1663 1217 12 co fo,la
## 664 amp1664 1217 9 co pp,sw
## 665 amp1665 1217 16 co pp,sw
## 666 amp1666 1218 32 co fo,pp,la,is
## 667 amp1667 1219 46 co fo,pp,sw,ll,is,br
## 668 amp1668 1220 5 co ll
## 669 amp1669 1221 21 co ll
## 670 amp1670 1222 16 co ll,is
## 671 amp1671 1223 50 ab fo,pp,la,sw,ll,is,br
## 672 amp1672 1224 17 ab tp,la,is
## 673 amp1673 1225 26 co fo,tp,ll,is,br
## 674 amp1674 1226 40 co <NA>
## 675 amp1675 1227 54 co <NA>
## 676 amp1676 1228 24 co pp,la,ll,is
## 677 amp1677 1229 40 co fo,tp,sp,la,is,re
## 678 amp1678 1230 65 co fo,tp,pp,la,ll,is,br
## 679 amp1679 1231 7 co tp,pp,sw,is
## 680 amp1680 1232 32 co fo,tp,pp,ll,is,os,br
## 681 amp1681 1233 15 co tp
## 682 amp1682 1234 31 co fo,la,ll
## 683 amp1683 1235 21 co fo,tp,pp
## 684 amp1684 1235 29 co fo,tp,pp
## 685 amp1685 1235 19 co fo,tp,pp
## 686 amp1686 1235 24 co fo,tp,pp
## 687 amp1687 1236 26 co fo,sp,la,sw,ll,is
## 688 amp1688 1237 27 ab eu,sp,sw
## 689 amp1689 1238 24 ab eu,la,is
## 690 amp1690 1239 29 ab eu,sw,is
## 691 amp1691 1239 17 ab eu,sp,is
## 692 amp1692 1239 19 ab la
## 693 amp1693 1240 20 ab eu,tp,la
## 694 amp1694 1240 22 ab tp,pp,sw
## 695 amp1695 1241 66 ab fo,tp,la,sw,ll,is,br
## 696 amp1696 1242 25 co fo,la,sw,is
## 697 amp1697 1243 21 co fo,tp,la
## 698 amp1698 1244 14 co pp
## 699 amp1699 1245 17 co fo,tp,ll,is
## 700 amp1700 1246 19 ab la
## 701 amp1701 1247 20 co tp,pp,re
## 702 amp1702 1248 23 ab tp,sp,is
## 703 amp1703 1248 23 ab tp,sp,pp
## 704 amp1704 1248 29 ab pp,is
## 705 amp1705 1249 11 co pp,is
## 706 amp1706 1249 6 co pp
## 707 amp1707 1249 5 co pp
## 708 amp1708 1249 9 co pp
## 709 amp1709 1249 10 co pp
## 710 amp1710 1249 2 co pp
## 711 amp1711 1249 20 co pp
## 712 amp1712 1250 45 co fo,ll
## 713 amp1713 1251 15 co tp,la
## 714 amp1714 1252 12 ab fo
## 715 amp1715 1253 33 ab la,is
## 716 amp1716 1254 10 co fo,ll,re
## 717 amp1717 1255 31 co fo,tp,pp,is,re
## 718 amp1718 1256 45 co pp
## 719 amp1719 1257 21 co tp,pp,la,sw,is
## 720 amp1720 1258 7 ab tp,pp,la,sw,is
## 721 amp1721 1258 7 ab tp,pp,la,sw,is
## 722 amp1722 1259 31 co <NA>
## 723 amp1723 1260 8 co pp
## 724 amp1724 1260 11 co la
## 725 amp1725 1260 15 co tp
## 726 amp1726 1260 4 co tp
## 727 amp1727 1260 4 co tp
## 728 amp1728 1260 7 co pp
## 729 amp1729 1260 13 co la
## 730 amp1730 1260 12 co tp
## 731 amp1731 1261 14 ab tp,la,sw,os
## 732 amp1732 1261 8 ab pp,sw,is
## 733 amp1733 1261 21 ab tp,pp,sw,os
## 734 amp1734 1261 20 ab tp,la,sw,is
## 735 amp1735 1261 23 ab tp,la,sw,is
## 736 amp1736 1261 19 ab tp,sw,is
## 737 amp1737 1261 24 ab tp,pp,la,sw,is
## 738 amp1738 1261 11 ab la,is
## 739 amp1739 1261 8 ab pp,la,os
## 740 amp1740 1261 13 ab tp,la,is
## 741 amp1741 1261 9 ab la,sw,is
## 742 amp1742 1261 23 ab tp,pp,la,is,os
## 743 amp1743 1261 11 ab pp,la,sw
## 744 amp1744 1261 15 ab pp,la,sw,is
## 745 amp1745 1261 21 ab tp,la,is
## 746 amp1746 1261 17 ab tp,la
## 747 amp1747 1261 5 ab tp
## 748 amp1748 1261 12 ab tp,os
## 749 amp1749 1261 16 ab pp,la,sw
## 750 amp1750 1261 17 ab tp,sw
## 751 amp1751 1261 11 ab pp,sw
## 752 amp1752 1261 12 ab tp,pp,sw,is
## 753 amp1753 1261 14 ab pp,la,sw,is,os
## 754 amp1754 1261 14 ab tp,pp,sw,is
## 755 amp1755 1261 19 ab tp,la,sw,os
## 756 amp1756 1262 17 ab pp,la,sw,is
## 757 amp1757 1262 9 ab pp,la,is
## 758 amp1758 1262 14 ab la
## 759 amp1759 1262 19 ab tp,is
## 760 amp1760 1262 22 ab tp,is
## 761 amp1761 1262 16 ab tp,pp,la,sw
## 762 amp1762 1262 8 ab tp,pp,sw,is
## 763 amp1763 1262 26 ab tp,pp,la,sw
## 764 amp1764 1262 16 ab tp,sw,is
## 765 amp1765 1263 15 co tp,pp,sw
## 766 amp1766 1263 19 co tp,sp,pp
## 767 amp1767 1264 18 co tp
## 768 amp1768 1265 18 co fo,la,sw,os
## 769 amp1769 1265 21 co fo,la,sw,os
## 770 amp1770 1265 22 co fo,la,sw,os
## 771 amp1771 1265 25 co fo,la,sw,os
## 772 amp1772 1265 24 co fo,la,sw,os
## 773 amp1773 1265 21 co fo,la,sw,os
## 774 amp1774 1265 14 co fo,la,sw,os
## 775 amp1775 1265 14 co fo,la,sw,os
## 776 amp1776 1265 21 co fo,la,sw,os
## 777 amp1777 1265 15 co fo,la,sw,os
## 778 amp1778 1265 25 co fo,la,sw,os
## 779 amp1779 1265 23 co fo,la,sw,os
## 780 amp1780 1265 22 co fo,la,sw,os
## 781 amp1781 1265 19 co fo,la,sw,os
## 782 amp1782 1265 8 co fo,la,sw,os
## 783 amp1783 1265 13 co fo,la,sw,os
## 784 amp1784 1265 9 co fo,la,sw,os
## 785 amp1785 1265 23 co fo,la,sw,os
## 786 amp1786 1266 13 co fo,tp,la,is
## 787 amp1787 1267 12 co pp
## 788 amp1788 1267 9 co pp
## 789 amp1789 1267 5 co pp
## 790 amp1790 1267 7 co pp
## 791 amp1791 1267 11 co pp
## 792 amp1792 1267 8 co tp
## 793 amp1793 1267 5 co tp
## 794 amp1794 1267 6 co tp
## 795 amp1795 1268 28 co fo,tp,pp,la
## 796 amp1796 1269 9 co is
## 797 amp1797 1269 11 co is
## 798 amp1798 1269 13 co is
## 799 amp1799 1269 13 co is
## 800 amp1800 1270 17 co ll
## 801 amp1801 1271 29 ab sp,la,is
## 802 amp1802 1272 21 co tp,pp,la,sw
## 803 amp1803 1273 19 co tp,pp,sw,ll,is,os,br
## 804 amp1804 1273 19 co tp,pp,sw,ll,is,os,br
## 805 amp1805 1274 11 ab la
## 806 amp1806 1274 13 ab la
## 807 amp1807 1274 10 ab la
## 808 amp1808 1274 8 ab la
## 809 amp1809 1274 7 ab sw
## 810 amp1810 1274 7 ab sw
## 811 amp1811 1275 23 co fo,tp,la
## 812 amp1812 1275 25 co sw
## 813 amp1813 1276 13 co pp,sw,is
## 814 amp1814 1276 8 co pp,is
## 815 amp1815 1277 21 co fo,tp,la,is
## 816 amp1816 1278 14 ab fo,is
## 817 amp1817 1279 53 co <NA>
## 818 amp1818 1280 15 co la
## 819 amp1819 1280 17 co la
## 820 amp1820 1280 18 co la
## 821 amp1821 1280 20 co la
## 822 amp1822 1280 20 co tp
## 823 amp1823 1280 19 co tp
## 824 amp1824 1280 18 co tp
## 825 amp1825 1280 13 co sw
## 826 amp1826 1280 11 co os
## 827 amp1827 1280 10 co is
## 828 amp1828 1281 18 co <NA>
## 829 amp1829 1282 10 co tp,re
## 830 amp1830 1282 10 co tp,re
## 831 amp1831 1282 7 co fo,tp
## 832 amp1832 1282 11 co tp,re,br
## 833 amp1833 1282 4 co pp,re
## 834 amp1834 1282 5 co pp,re
## 835 amp1835 1282 4 co fo,pp
## 836 amp1836 1282 5 co re
## 837 amp1837 1282 8 co re
## 838 amp1838 1283 2 co fo,tp,pp,ll,is
## 839 amp1839 1283 15 co fo,tp,pp,ll,is
## 840 amp1840 1283 7 co fo,tp,pp,ll,is
## 841 amp1841 1283 13 co fo,tp,pp,ll,is
## 842 amp1842 1283 7 co fo,tp,pp,ll,is
## 843 amp1843 1283 14 co fo,tp,pp,ll,is
## 844 amp1844 1283 21 co fo,tp,pp,ll,is
## 845 amp1845 1283 33 co fo,tp,pp,ll,is
## 846 amp1846 1283 32 co fo,tp,pp,ll,is
## 847 amp1847 1283 26 co fo,eu,pp,la
## 848 amp1848 1284 30 co fo,ll
## 849 amp1849 1285 24 co fo,tp,la,is
## 850 amp1850 1285 29 co tp,la
## 851 amp1851 1285 17 co fo,la,sw,is
## 852 amp1852 1286 21 co fo,tp,sp,pp,la,ll,br
## 853 amp1853 1286 18 co fo,tp,sp,pp,la,ll,br
## 854 amp1854 1286 16 co fo,tp,sp,pp,la,ll,br
## 855 amp1855 1286 22 co fo,tp,sp,pp,la,ll,br
## 856 amp1856 1286 26 co fo,tp,sp,pp,la,ll,br
## 857 amp1857 1287 38 co fo,sp,la,sw,is,os,br
## 858 amp1858 1288 21 co fo,is
## 859 amp1859 1288 18 co fo,pp
## 860 amp1860 1288 13 co fo,pp
## 861 amp1861 1288 15 co fo,pp
## 862 amp1862 1289 32 co fo,tp,la,is
## 863 amp1863 1290 42 co tp,pp
## 864 amp1864 1291 14 co pp,la,is
## 865 amp1865 1292 23 co fo,tp,la,sw,is
## 866 amp1866 1292 22 co <NA>
## 867 amp1867 1292 22 co <NA>
## 868 amp1868 1102 31 co fo,sw,ll,is,br
## 869 amp1869 1293 20 co la,sw,os
## 870 amp1870 1294 39 co tp,sp,ll,is,br
## 871 amp1871 1295 10 co sw,is
## 872 amp1872 1295 18 co la
## 873 amp1873 1295 13 co la
## 874 amp1874 1295 20 co <NA>
## 875 amp1875 1296 34 co fo,tp,la,ll,is,br
## 876 amp1876 1297 32 co fo,tp,la,sw,br
## 877 amp1877 1298 28 co <NA>
## 878 amp1878 1298 26 co <NA>
## 879 amp1879 1298 23 co <NA>
## 880 amp1880 1298 22 co <NA>
## 881 amp1881 1298 19 co <NA>
## 882 amp1882 1298 21 co <NA>
## 883 amp1883 1299 39 co fo,tp,pp,sw,is
## 884 amp1884 1299 26 co fo,tp,pp,sw,is
## 885 amp1885 1299 29 co fo,tp,pp,sw,is
## 886 amp1886 1299 29 co fo,tp,pp,sw,is
## 887 amp1887 1299 21 co fo,tp,pp,sw,is
## 888 amp1888 1299 24 co fo,tp,pp,sw,is
## 889 amp1889 1299 27 co fo,tp,pp,sw,is
## 890 amp1890 1300 32 co fo,tp,sw,ll,is
## 891 amp1891 1301 33 ab fo,pp,la,sw,is,os
## 892 amp1892 1302 42 co tp,pp,ll,is,br
## 893 amp1893 1303 16 co fo,tp,pp,sw
## 894 amp1894 1304 24 co fo,pp,sw,br
## 895 amp1895 1304 20 co fo,pp,sw,is,br
## 896 amp1896 1304 23 co fo,pp,sw,br
## 897 amp1897 1304 21 co fo,pp,sw,br
## 898 amp1898 1305 32 co tp,is
## 899 amp1899 1305 25 co tp,is
## 900 amp1900 1305 21 co tp,is
## 901 amp1901 1305 19 co tp,la,is
## 902 amp1902 1305 22 co tp,la,is
## 903 amp1903 1306 31 co pp,sw,is
## 904 amp1904 1306 28 co pp,sw,is
## 905 amp1905 1306 20 co pp,is
## 906 amp1906 1307 19 co pp,sw,is
## 907 amp1907 1307 18 co pp
## 908 amp1908 1307 19 co sw,is
## 909 amp1909 1307 14 co sw,is
## 910 amp1910 1307 14 co pp,la,sw,is
## 911 amp1911 1308 15 co fo,la
## 912 amp1912 1309 24 co fo,tp,la,sw,is
## 913 amp1913 1309 14 co fo,tp,la,sw,is
## 914 amp1914 1310 27 co <NA>
## 915 amp1915 1310 27 co <NA>
## 916 amp1916 1310 19 co <NA>
## 917 amp1917 1311 32 co fo,la,sw,ll,is
## 918 amp1918 1311 9 co fo,sw,ll,is
## 919 amp1919 1311 10 co fo,la,ll
## 920 amp1920 1311 16 co fo,la,ll,is
## 921 amp1921 1311 21 co fo,la,ll,is
## 922 amp1922 1311 5 co fo,sw,ll,is
## 923 amp1923 1311 19 co fo,la,sw,ll
## 924 amp1924 1311 7 co fo,la,sw,ll,is
## 925 amp1925 1311 12 co fo,la,ll
## 926 amp1926 1311 13 co fo,la,sw,ll
## 927 amp1927 1311 8 co fo,la,ll,is
## 928 amp1928 1311 12 co fo,la,sw,ll
## 929 amp1929 1311 14 co fo,la,sw,ll,is
## 930 amp1930 1311 11 co fo,la,ll,is
## 931 amp1931 1311 19 co fo,la,sw,ll
## 932 amp1932 1311 13 co fo,la,ll
## 933 amp1933 1312 24 ab fo,pp,la,sw,is
## 934 amp1934 1312 21 ab fo,pp,la,sw,is
## 935 amp1935 1313 25 co fo,la,sw,is
## 936 amp1936 1314 5 co is
## 937 amp1937 1314 3 co is
## 938 amp1938 1314 6 co pp
## 939 amp1939 1314 10 co tp
## 940 amp1940 1314 10 co sw
## 941 amp1941 1314 10 co sw
## 942 amp1942 1314 5 co sw
## 943 amp1943 1314 10 co la
## 944 amp1944 1314 8 co is
## 945 amp1945 1314 11 co la
## 946 amp1946 1314 5 co la
## 947 amp1947 1314 16 co tp
## 948 amp1948 1314 7 co la
## 949 amp1949 1314 8 co la
## 950 amp1950 1314 14 co tp
## 951 amp1951 1314 11 co tp
## 952 amp1952 1314 13 co tp
## 953 amp1953 1314 11 co tp
## 954 amp1954 1314 13 co pp
## 955 amp1955 1314 9 co pp
## 956 amp1956 1314 10 co pp
## 957 amp1957 1315 26 co la
## 958 amp1958 1316 9 ab sp
## 959 amp1959 1316 10 ab tp
## 960 amp1960 1316 9 ab pp
## 961 amp1961 1316 2 ab tp
## 962 amp1962 1316 8 ab tp
## 963 amp1963 1316 5 ab tp
## 964 amp1964 1316 9 ab pp
## 965 amp1965 1316 6 ab tp
## 966 amp1966 1316 8 ab pp
## 967 amp1967 1316 4 ab tp
## 968 amp1968 1316 1 ab tp
## 969 amp1969 1316 5 ab tp
## 970 amp1970 1316 9 ab sp
## 971 amp1971 1316 10 ab pp
## 972 amp1972 1316 15 ab pp
## 973 amp1973 1316 14 ab pp
## 974 amp1974 1316 6 ab pp
## 975 amp1975 1316 10 ab sp
## 976 amp1976 1316 4 ab tp
## 977 amp1977 1316 10 ab pp
## 978 amp1978 1316 8 ab sp
## 979 amp1979 1316 13 ab pp
## 980 amp1980 1316 8 ab pp
## 981 amp1981 1316 13 ab sp
## 982 amp1982 1316 8 ab tp
## 983 amp1983 1316 11 ab sp
## 984 amp1984 1316 3 ab tp
## 985 amp1985 1316 4 ab tp
## 986 amp1986 1317 28 ab <NA>
## 987 amp1987 1317 26 ab <NA>
## 988 amp1988 1317 23 ab <NA>
## 989 amp1989 1317 38 ab <NA>
## 990 amp1990 1317 24 ab <NA>
## 991 amp1991 1317 9 ab pp
## 992 amp1992 1317 10 ab pp
## 993 amp1993 1317 9 ab pp
## 994 amp1994 1317 4 ab sw
## 995 amp1995 1317 9 ab pp
## 996 amp1996 1317 13 ab pp
## 997 amp1997 1317 8 ab la
## 998 amp1998 1317 10 ab pp
## 999 amp1999 1317 5 ab pp
## 1000 amp2000 1317 14 ab pp
## 1001 amp2001 1317 3 ab sw
## 1002 amp2002 1317 2 ab sw
## 1003 amp2003 1317 2 ab sw
## 1004 amp2004 1317 3 ab sw
## 1005 amp2005 1317 13 ab pp
## 1006 amp2006 1317 11 ab pp
## 1007 amp2007 1317 9 ab pp
## 1008 amp2008 1317 9 ab pp
## 1009 amp2009 1317 11 ab pp
## 1010 amp2010 1318 21 co fo,pp,la,is
## 1011 amp2011 1319 7 ab fo,ll
## 1012 amp2012 1320 54 co fo,pp,ll,is,br
## 1013 amp2013 1321 15 co <NA>
## 1014 amp2014 1322 10 co is
## 1015 amp2015 1322 3 co fo,br
## 1016 amp2016 1322 2 co is,br
## 1017 amp2017 1322 10 co tp,la,is,br
## 1018 amp2018 1322 6 co pp,os,br
## 1019 amp2019 1322 5 co is
## 1020 amp2020 1322 4 co pp
## 1021 amp2021 1322 4 co tp
## 1022 amp2022 1322 14 co tp,pp,br
## 1023 amp2023 1323 12 co sw
## 1024 amp2024 1323 12 co la
## 1025 amp2025 1323 2 co is
## 1026 amp2026 1323 11 co la
## 1027 amp2027 1323 9 co is
## 1028 amp2028 1323 7 co is
## 1029 amp2029 1323 8 co is
## 1030 amp2030 1323 16 co la
## 1031 amp2031 1324 19 co la,sw,is
## 1032 amp2032 1324 23 co la,sw,is
## 1033 amp2033 1102 25 co fo,sw,ll,is,br
## 1034 amp2034 1325 11 ab fo,tp,is,br
## 1035 amp2035 1326 27 co fo,sw,is
## 1036 amp2036 1327 26 co sw,is
## 1037 amp2037 1328 8 co tp,la
## 1038 amp2038 1298 33 co <NA>
## 1039 amp2039 1329 14 co la,sw
## 1040 amp2040 1329 17 co la,sw
## 1041 amp2041 1329 11 co la,sw
## 1042 amp2042 1330 7 ab pp
## 1043 amp2043 1330 10 ab pp
## 1044 amp2044 1330 2 ab pp
## 1045 amp2045 1330 3 ab pp
## 1046 amp2046 1330 9 ab pp
## 1047 amp2047 1330 7 ab pp
## 1048 amp2048 1330 9 ab pp
## 1049 amp2049 1331 24 co fo
## 1050 amp2050 1332 23 co fo,pp
## 1051 amp2051 1333 1 co fo
## 1052 amp2052 1334 21 co la,sw,is
## 1053 amp2053 1335 32 co fo,pp,is
## 1054 amp2054 1336 20 co tp,la,is
## 1055 amp2055 1336 24 co tp,la,is
## 1056 amp2056 1337 29 co fo,tp,pp,la,sw,ll,is
## 1057 amp2057 1338 25 co fo,la,sw
## 1058 amp2058 1338 28 co fo,la,sw
## 1059 amp2059 1338 38 co fo,la,sw
## 1060 amp2060 1338 36 co fo,la,sw
## 1061 amp2061 1339 30 co fo,la,sw,ll,is,br
## 1062 amp2062 1316 6 ab pp
## 1063 amp2063 1316 9 ab sp
## 1064 amp2064 1340 23 co fo,la,is
## 1065 amp2065 1317 48 ab <NA>
## 1066 amp2066 1341 15 co pp,sw,is
## 1067 amp2067 1342 12 co fo,ll
## 1068 amp2068 1342 13 co fo,ll
## 1069 amp2069 1342 13 co fo,ll
## 1070 amp2070 1343 28 co fo,la,sw,ll,is
## 1071 amp2071 1344 7 co sw
## 1072 amp2072 1344 9 co tp,la,sw
## 1073 amp2073 1345 15 co fo,tp,pp,re,du
## 1074 amp2074 1346 32 co fo,tp,pp,sw,ll,is,br
## 1075 amp2075 1347 13 co tp,sw,is
## 1076 amp2076 1348 18 co <NA>
## 1077 amp2077 1348 22 co <NA>
## 1078 amp2078 1349 20 co pp,la,is
## 1079 amp2079 1350 20 co tp,pp
## 1080 amp2080 1324 19 co la,sw,is
## 1081 amp2081 1351 23 co fo,la,ll
## 1082 amp2082 1352 29 co tp,la,sw,os,re,du
## 1083 amp2083 1353 15 co sw
## 1084 amp2084 1354 31 co <NA>
## 1085 amp2085 1355 16 co fo,sp,sw,is,os
## 1086 amp2086 1356 19 co <NA>
## 1087 amp2087 1357 17 co fo,ll,br
## 1088 amp2088 1357 10 co fo,tp,ll,du,br
## 1089 amp2089 1357 8 co sw,ll,br
## 1090 amp2090 1357 9 co sw,ll,br
## 1091 amp2091 1358 32 co fo,tp,pp,sw,ll,is
## 1092 amp2092 1359 55 co <NA>
## 1093 amp2093 1360 19 co pp
## 1094 amp2094 1361 16 co sw
## 1095 amp2095 1361 5 co du
## 1096 amp2096 1362 13 co sw,du
## 1097 amp2097 1363 1 co sw
## 1098 amp2098 1363 1 co sw
## 1099 amp2099 1363 2 co tp
## 1100 amp2100 1363 3 co sw
## 1101 amp2101 1363 2 co sw
## 1102 amp2102 1363 1 co sw
## 1103 amp2103 1363 2 co sw
## 1104 amp2104 1363 1 co sw
## 1105 amp2105 1363 3 co sw
## 1106 amp2106 1363 2 co la
## 1107 amp2107 1363 2 co la
## 1108 amp2108 1363 1 co tp
## 1109 amp2109 1363 1 co la
## 1110 amp2110 1363 1 co sw
## 1111 amp2111 1363 2 co la
## 1112 amp2112 1363 3 co la
## 1113 amp2113 1363 2 co sw
## 1114 amp2114 1363 2 co sw
## 1115 amp2115 1364 16 co la,du
## 1116 amp2116 1365 13 ab sw
## 1117 amp2117 1366 12 ab sw
## 1118 amp2118 1367 10 co pp
## 1119 amp2119 1367 8 co pp
## 1120 amp2120 1367 10 co pp
## 1121 amp2121 1367 12 co pp
## 1122 amp2122 1367 11 co pp
## 1123 amp2123 1367 7 co pp
## 1124 amp2124 1367 8 co pp
## 1125 amp2125 1367 5 co pp
## 1126 amp2126 1367 7 co pp
## 1127 amp2127 1367 6 co pp
## 1128 amp2128 1367 10 co pp
## 1129 amp2129 1367 6 co pp
## 1130 amp2130 1368 12 ab fo
## 1131 amp2131 1369 17 ab pp
## 1132 amp2132 1370 17 co tp,pp,du
## 1133 amp2133 1371 17 ab tp
## 1134 amp2134 1372 12 ab re,du
## 1135 amp2135 1373 16 co fo,tp,sw,du
## 1136 amp2136 1374 12 ab fo,sw
## 1137 amp2137 1375 12 co tp,la,sw,ll,br
## 1138 amp2138 1376 24 co tp,pp,la,sw,is
## 1139 amp2139 1377 6 ab sw
## 1140 amp2140 1377 9 ab re,du
## 1141 amp2141 1377 7 ab sw
## 1142 amp2142 1377 7 ab sw
## 1143 amp2143 1378 23 co fo,sw
## 1144 amp2144 1379 27 co sw
## 1145 amp2145 1380 27 co la,sw,is
## 1146 amp2146 1381 30 co <NA>
## 1147 amp2147 1382 26 co fo,is
## 1148 amp2148 1383 32 ab fo,tp,la
## 1149 amp2149 1384 25 co <NA>
## 1150 amp2150 1385 22 ab fo,la
## 1151 amp2151 1386 20 co tp,pp,sw,is
## 1152 amp2152 1387 15 co fo,la
## 1153 amp2153 1388 21 co fo,tp,pp
## 1154 amp2154 1389 3 co <NA>
## 1155 amp2155 1389 4 co <NA>
## 1156 amp2156 1389 6 co <NA>
## 1157 amp2157 1389 3 co <NA>
## 1158 amp2158 1389 3 co <NA>
## 1159 amp2159 1389 9 co <NA>
## 1160 amp2160 1389 6 co <NA>
## 1161 amp2161 1389 1 co <NA>
## 1162 amp2162 1389 2 co <NA>
## 1163 amp2163 1389 2 co <NA>
## active_methods passive_methods complementary_methods period
## 1 as pt <NA> mo,da,tw,ni
## 2 as pt <NA> mo,da,tw,ni
## 3 as pt <NA> mo,da,tw,ni
## 4 as pt <NA> mo,da,tw,ni
## 5 as <NA> <NA> mo,da,ni
## 6 <NA> <NA> <NA> <NA>
## 7 as <NA> <NA> <NA>
## 8 as,sb,tr <NA> <NA> tw,ni
## 9 <NA> pt <NA> mo,da,tw,ni
## 10 <NA> pt <NA> mo,da,tw,ni
## 11 <NA> pt <NA> mo,da,tw,ni
## 12 <NA> pt <NA> mo,da,tw,ni
## 13 <NA> pt <NA> mo,da,tw,ni
## 14 <NA> pt <NA> mo,da,tw,ni
## 15 <NA> pt <NA> mo,da,tw,ni
## 16 <NA> pt <NA> mo,da,tw,ni
## 17 <NA> pt <NA> mo,da,tw,ni
## 18 <NA> pt <NA> mo,da,tw,ni
## 19 <NA> pt <NA> mo,da,tw,ni
## 20 <NA> pt <NA> mo,da,tw,ni
## 21 <NA> pt <NA> mo,da,tw,ni
## 22 <NA> pt <NA> mo,da,tw,ni
## 23 <NA> pt <NA> mo,da,tw,ni
## 24 <NA> pt <NA> mo,da,tw,ni
## 25 <NA> pt <NA> mo,da,tw,ni
## 26 <NA> pt <NA> mo,da,tw,ni
## 27 <NA> pt <NA> mo,da,tw,ni
## 28 <NA> pt <NA> mo,da,tw,ni
## 29 <NA> pt <NA> mo,da,tw,ni
## 30 <NA> pt <NA> mo,da,tw,ni
## 31 <NA> pt <NA> mo,da,tw,ni
## 32 <NA> pt <NA> mo,da,tw,ni
## 33 <NA> dr <NA> <NA>
## 34 <NA> dr <NA> <NA>
## 35 <NA> dr <NA> <NA>
## 36 <NA> dr <NA> <NA>
## 37 <NA> dr <NA> <NA>
## 38 <NA> dr <NA> <NA>
## 39 <NA> dr <NA> <NA>
## 40 <NA> dr <NA> <NA>
## 41 <NA> dr <NA> <NA>
## 42 as <NA> ae ni
## 43 as <NA> ae ni
## 44 as <NA> ae ni
## 45 as <NA> ae ni
## 46 as <NA> ae ni
## 47 as <NA> ae ni
## 48 as <NA> ae ni
## 49 as <NA> ae ni
## 50 as <NA> ae ni
## 51 as <NA> ae ni
## 52 as <NA> ae ni
## 53 as <NA> ae ni
## 54 as <NA> <NA> da,tw,ni
## 55 as <NA> <NA> tw,ni
## 56 as <NA> <NA> tw,ni
## 57 as,sb <NA> ae tw,ni
## 58 as pt ae mo,tw,ni
## 59 as,sb pt <NA> mo,da,tw,ni
## 60 as <NA> <NA> <NA>
## 61 as pt <NA> tw,ni
## 62 as pt <NA> tw,ni
## 63 as pt <NA> tw,ni
## 64 as pt <NA> <NA>
## 65 as pt <NA> <NA>
## 66 as pt <NA> <NA>
## 67 as pt <NA> <NA>
## 68 as pt <NA> <NA>
## 69 as pt <NA> <NA>
## 70 as pt <NA> <NA>
## 71 as pt <NA> <NA>
## 72 as <NA> <NA> <NA>
## 73 as <NA> <NA> <NA>
## 74 as <NA> <NA> <NA>
## 75 as pt <NA> tw,ni
## 76 as pt <NA> tw,ni
## 77 as pt <NA> mo,da,tw,ni
## 78 as,tr pt ae <NA>
## 79 as,tr pt ae <NA>
## 80 as,tr pt ae <NA>
## 81 as,tr pt ae <NA>
## 82 as,tr pt ae <NA>
## 83 as,tr pt ae <NA>
## 84 as pt <NA> tw,ni
## 85 as pt <NA> tw,ni
## 86 as pt <NA> tw,ni
## 87 as <NA> <NA> tw,ni
## 88 <NA> pt <NA> <NA>
## 89 as <NA> <NA> da,tw,ni
## 90 as pt <NA> <NA>
## 91 as <NA> <NA> tw,ni
## 92 <NA> <NA> <NA> <NA>
## 93 as,sb <NA> <NA> da,tw,ni
## 94 as pt ae mo,da,tw,ni
## 95 as <NA> <NA> <NA>
## 96 as <NA> <NA> <NA>
## 97 <NA> <NA> <NA> <NA>
## 98 as pt ae da,ni
## 99 <NA> <NA> <NA> <NA>
## 100 as <NA> <NA> tw,ni
## 101 as,qs pt <NA> tw,ni
## 102 as,qs pt <NA> tw,ni
## 103 as pt <NA> da,tw,ni
## 104 as <NA> <NA> da,tw,ni
## 105 as,tr pt ae <NA>
## 106 as <NA> ae da,tw,ni
## 107 as <NA> ae da,tw,ni
## 108 as <NA> ae da,tw,ni
## 109 as <NA> ae da,tw,ni
## 110 <NA> pt <NA> mo,da,tw,ni
## 111 <NA> pt <NA> mo,da,tw,ni
## 112 as <NA> in <NA>
## 113 as,qs <NA> <NA> tw,ni
## 114 as,qs <NA> <NA> tw,ni
## 115 as,qs <NA> <NA> tw,ni
## 116 as,qs <NA> <NA> tw,ni
## 117 as,qs <NA> <NA> tw,ni
## 118 as,qs <NA> <NA> tw,ni
## 119 as,qs <NA> <NA> tw,ni
## 120 as,qs <NA> <NA> tw,ni
## 121 as,qs <NA> <NA> tw,ni
## 122 as,qs <NA> <NA> tw,ni
## 123 as,qs <NA> <NA> tw,ni
## 124 as,qs <NA> <NA> tw,ni
## 125 as,qs <NA> <NA> tw,ni
## 126 as,qs <NA> <NA> tw,ni
## 127 as,qs <NA> <NA> tw,ni
## 128 qs <NA> <NA> mo,ni
## 129 qs <NA> <NA> mo,ni
## 130 qs <NA> <NA> mo,ni
## 131 qs <NA> <NA> mo,ni
## 132 qs <NA> <NA> mo,ni
## 133 qs <NA> <NA> mo,ni
## 134 qs <NA> <NA> mo,ni
## 135 qs <NA> <NA> mo,ni
## 136 qs <NA> <NA> mo,ni
## 137 qs <NA> <NA> mo,ni
## 138 qs <NA> <NA> mo,ni
## 139 qs <NA> <NA> mo,ni
## 140 qs <NA> <NA> mo,ni
## 141 qs <NA> <NA> mo,ni
## 142 qs <NA> <NA> mo,ni
## 143 qs <NA> <NA> mo,ni
## 144 qs <NA> <NA> mo,ni
## 145 qs <NA> <NA> mo,ni
## 146 qs <NA> <NA> mo,ni
## 147 qs <NA> <NA> mo,ni
## 148 as,tr <NA> <NA> tw,ni
## 149 as,tr <NA> <NA> tw,ni
## 150 as pt <NA> mo,da,tw,ni
## 151 <NA> pt <NA> mo,da,tw,ni
## 152 <NA> pt <NA> mo,da,tw,ni
## 153 <NA> pt <NA> mo,da,tw,ni
## 154 <NA> pt <NA> mo,da,tw,ni
## 155 <NA> pt <NA> mo,da,tw,ni
## 156 <NA> pt <NA> mo,da,tw,ni
## 157 <NA> pt <NA> mo,da,tw,ni
## 158 <NA> pt <NA> mo,da,tw,ni
## 159 as,tr <NA> <NA> tw,ni
## 160 as,tr <NA> <NA> tw,ni
## 161 as,tr <NA> <NA> tw,ni
## 162 as <NA> <NA> tw,ni
## 163 as,tr <NA> <NA> da,tw,ni
## 164 as,tr <NA> <NA> da,tw,ni
## 165 as,sb pt <NA> mo,da,tw,ni
## 166 as <NA> <NA> da,tw,ni
## 167 as <NA> <NA> da,tw,ni
## 168 as <NA> <NA> da,tw,ni
## 169 as <NA> <NA> da,tw,ni
## 170 as <NA> <NA> da,tw,ni
## 171 as <NA> <NA> da,tw,ni
## 172 as <NA> <NA> da,tw,ni
## 173 as <NA> <NA> da,tw,ni
## 174 as <NA> <NA> da,tw,ni
## 175 as <NA> <NA> da,tw,ni
## 176 as <NA> <NA> da,tw,ni
## 177 as <NA> <NA> da,tw,ni
## 178 as <NA> <NA> da,tw,ni
## 179 as <NA> <NA> da,tw,ni
## 180 as <NA> <NA> da,tw,ni
## 181 as <NA> <NA> da,tw,ni
## 182 as <NA> <NA> da,tw,ni
## 183 as <NA> <NA> da,tw,ni
## 184 as <NA> <NA> da,tw,ni
## 185 as <NA> <NA> da,tw,ni
## 186 as <NA> <NA> da,tw,ni
## 187 as <NA> <NA> ni
## 188 as <NA> <NA> ni
## 189 as,qs <NA> <NA> tw,ni
## 190 as,sb <NA> <NA> da,tw,ni
## 191 as,sb <NA> <NA> da,tw,ni
## 192 as,sb <NA> <NA> da,tw,ni
## 193 as,sb <NA> <NA> ni
## 194 as <NA> <NA> da,tw,ni
## 195 as <NA> <NA> tw,ni
## 196 as <NA> <NA> tw,ni
## 197 as <NA> <NA> tw,ni
## 198 as <NA> <NA> tw,ni
## 199 as <NA> <NA> tw,ni
## 200 as <NA> <NA> ni
## 201 as,tr <NA> <NA> ni
## 202 as <NA> <NA> ni
## 203 as <NA> <NA> ni
## 204 as <NA> <NA> ni
## 205 as <NA> <NA> da,tw,ni
## 206 as <NA> <NA> da,tw,ni
## 207 <NA> pt <NA> mo,da,tw,ni
## 208 <NA> pt <NA> mo,da,tw,ni
## 209 <NA> pt <NA> mo,da,tw,ni
## 210 <NA> pt <NA> mo,da,tw,ni
## 211 as <NA> ae tw,ni
## 212 as,sb,tr pt <NA> mo,da,tw,ni
## 213 as pt <NA> mo,da,tw,ni
## 214 <NA> <NA> <NA> <NA>
## 215 <NA> pt <NA> mo,da,tw,ni
## 216 as <NA> <NA> da,tw,ni
## 217 as <NA> <NA> da,tw,ni
## 218 as <NA> <NA> tw,ni
## 219 as <NA> <NA> da,tw,ni
## 220 as <NA> <NA> da,tw,ni
## 221 <NA> <NA> <NA> <NA>
## 222 <NA> <NA> <NA> <NA>
## 223 as <NA> ae,in mo,da,tw,ni
## 224 as <NA> ae,in mo,da,tw,ni
## 225 as <NA> ae,in mo,da,tw,ni
## 226 as <NA> ae,in mo,da,tw,ni
## 227 as <NA> ae,in mo,da,tw,ni
## 228 as <NA> ae,in mo,da,tw,ni
## 229 as <NA> <NA> da,tw,ni
## 230 as <NA> <NA> da,tw,ni
## 231 as,tr <NA> <NA> ni
## 232 as pt <NA> mo,da,tw,ni
## 233 as,sb pt tp mo,da,tw,ni
## 234 as <NA> <NA> mo,da,tw,ni
## 235 as <NA> <NA> da,tw,ni
## 236 as <NA> <NA> da,tw,ni
## 237 as pt <NA> da,tw,ni
## 238 as,sb pt <NA> mo,da,tw,ni
## 239 <NA> pt <NA> mo,da,tw,ni
## 240 as ft <NA> tw,ni
## 241 as ft <NA> tw,ni
## 242 as ft <NA> tw,ni
## 243 as <NA> <NA> da,tw,ni
## 244 as <NA> <NA> da,tw,ni
## 245 as <NA> <NA> da,tw,ni
## 246 as <NA> <NA> da,tw,ni
## 247 as pt tp mo,da,tw,ni
## 248 as pt tp mo,da,tw,ni
## 249 as pt tp mo,da,tw,ni
## 250 as pt tp mo,da,tw,ni
## 251 as <NA> ae tw,ni
## 252 as pt ae mo,da,tw,ni
## 253 as <NA> ae tw,ni
## 254 as <NA> <NA> ni
## 255 as <NA> <NA> ni
## 256 as <NA> <NA> ni
## 257 as <NA> <NA> ni
## 258 as <NA> <NA> ni
## 259 as <NA> <NA> ni
## 260 as <NA> <NA> ni
## 261 as <NA> <NA> ni
## 262 as <NA> <NA> ni
## 263 as <NA> <NA> ni
## 264 as <NA> <NA> ni
## 265 as <NA> <NA> ni
## 266 as <NA> <NA> ni
## 267 as <NA> <NA> ni
## 268 as <NA> <NA> tw,ni
## 269 as <NA> <NA> tw,ni
## 270 as <NA> <NA> tw,ni
## 271 as <NA> <NA> tw,ni
## 272 as <NA> <NA> tw,ni
## 273 as <NA> <NA> tw,ni
## 274 as <NA> <NA> tw,ni
## 275 as <NA> <NA> tw,ni
## 276 as <NA> <NA> tw,ni
## 277 as <NA> <NA> tw,ni
## 278 as,tr <NA> tp tw,ni
## 279 <NA> pt <NA> mo,da,tw,ni
## 280 <NA> pt <NA> mo,da,tw,ni
## 281 <NA> pt <NA> mo,da,tw,ni
## 282 as,tr <NA> <NA> da,tw,ni
## 283 as ft <NA> tw,ni
## 284 as,tr pt <NA> mo,da,tw,ni
## 285 as <NA> <NA> tw,ni
## 286 as <NA> <NA> tw,ni
## 287 as <NA> <NA> tw,ni
## 288 as <NA> <NA> tw,ni
## 289 as <NA> <NA> tw,ni
## 290 as <NA> <NA> tw,ni
## 291 as <NA> <NA> tw,ni
## 292 as <NA> <NA> tw,ni
## 293 as <NA> <NA> tw,ni
## 294 as <NA> <NA> tw,ni
## 295 as <NA> <NA> tw,ni
## 296 as <NA> <NA> tw,ni
## 297 as <NA> <NA> tw,ni
## 298 as <NA> <NA> tw,ni
## 299 as <NA> <NA> tw,ni
## 300 as <NA> <NA> tw,ni
## 301 as <NA> <NA> tw,ni
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## 820 as <NA> <NA> da,tw,ni
## 821 as <NA> <NA> da,tw,ni
## 822 as <NA> <NA> da,tw,ni
## 823 as <NA> <NA> da,tw,ni
## 824 as <NA> <NA> da,tw,ni
## 825 as <NA> <NA> da,tw,ni
## 826 as <NA> <NA> da,tw,ni
## 827 as <NA> <NA> da,tw,ni
## 828 as pt <NA> da,tw,ni
## 829 as,sb,tr,qs <NA> <NA> tw,ni
## 830 as,sb,tr,qs <NA> <NA> tw,ni
## 831 as,sb,tr,qs <NA> <NA> tw,ni
## 832 as,sb,tr,qs <NA> <NA> tw,ni
## 833 as,sb,tr,qs <NA> <NA> tw,ni
## 834 as,sb,tr,qs <NA> <NA> tw,ni
## 835 as,sb,tr,qs <NA> <NA> tw,ni
## 836 as,sb,tr,qs <NA> <NA> tw,ni
## 837 as,sb,tr,qs <NA> <NA> tw,ni
## 838 as <NA> <NA> <NA>
## 839 as <NA> <NA> <NA>
## 840 as <NA> <NA> <NA>
## 841 as <NA> <NA> <NA>
## 842 as <NA> <NA> <NA>
## 843 as <NA> <NA> <NA>
## 844 as <NA> <NA> <NA>
## 845 as <NA> <NA> <NA>
## 846 as <NA> <NA> <NA>
## 847 as pt <NA> <NA>
## 848 <NA> pt <NA> mo,da,tw,ni
## 849 as <NA> <NA> tw,ni
## 850 <NA> <NA> <NA> <NA>
## 851 <NA> <NA> <NA> <NA>
## 852 as pt <NA> mo,da,tw,ni
## 853 as pt <NA> mo,da,tw,ni
## 854 as pt <NA> mo,da,tw,ni
## 855 as pt <NA> mo,da,tw,ni
## 856 as pt <NA> mo,da,tw,ni
## 857 as,tr <NA> ae,tp mo,da,tw,ni
## 858 as <NA> <NA> tw,ni
## 859 as <NA> <NA> tw,ni
## 860 as <NA> <NA> tw,ni
## 861 as <NA> <NA> tw,ni
## 862 as,sb,tr <NA> <NA> da,tw,ni
## 863 as <NA> <NA> da,tw,ni
## 864 as <NA> <NA> tw,ni
## 865 as <NA> <NA> tw,ni
## 866 <NA> <NA> <NA> <NA>
## 867 <NA> <NA> <NA> <NA>
## 868 as <NA> <NA> da,tw,ni
## 869 as <NA> <NA> tw,ni
## 870 as,tr <NA> <NA> da,tw,ni
## 871 as <NA> <NA> tw,ni
## 872 as <NA> <NA> tw,ni
## 873 as <NA> <NA> tw,ni
## 874 <NA> <NA> <NA> <NA>
## 875 as <NA> <NA> da,tw,ni
## 876 as,sb,tr <NA> <NA> da,tw,ni
## 877 <NA> <NA> <NA> <NA>
## 878 <NA> <NA> <NA> <NA>
## 879 <NA> <NA> <NA> <NA>
## 880 <NA> <NA> <NA> <NA>
## 881 <NA> <NA> <NA> <NA>
## 882 <NA> <NA> <NA> <NA>
## 883 as,sb,tr <NA> <NA> <NA>
## 884 as,sb,tr <NA> <NA> <NA>
## 885 as,sb,tr <NA> <NA> <NA>
## 886 as,sb,tr <NA> <NA> <NA>
## 887 as,sb,tr <NA> <NA> <NA>
## 888 as,sb,tr <NA> <NA> <NA>
## 889 as,sb,tr <NA> <NA> <NA>
## 890 as,sb pt <NA> mo,da,tw,ni
## 891 sb,tr pt <NA> mo,da,tw,ni
## 892 as,sb <NA> <NA> da,tw,ni
## 893 <NA> <NA> <NA> <NA>
## 894 as,sb,tr <NA> <NA> tw,ni
## 895 as,sb,tr <NA> <NA> tw,ni
## 896 as,sb,tr <NA> <NA> tw,ni
## 897 as,sb,tr <NA> <NA> tw,ni
## 898 as,sb pt <NA> mo,da,tw,ni
## 899 as,sb pt <NA> mo,da,tw,ni
## 900 as,sb pt <NA> mo,da,tw,ni
## 901 as,sb pt <NA> mo,da,tw,ni
## 902 as,sb pt <NA> mo,da,tw,ni
## 903 as,sb,tr <NA> <NA> tw,ni
## 904 as,sb,tr <NA> <NA> tw,ni
## 905 as,sb,tr <NA> <NA> tw,ni
## 906 as,sb,tr <NA> <NA> tw,ni
## 907 as,sb,tr <NA> <NA> tw,ni
## 908 as,sb,tr <NA> <NA> tw,ni
## 909 as,sb,tr <NA> <NA> tw,ni
## 910 as,sb,tr <NA> <NA> tw,ni
## 911 as <NA> <NA> tw,ni
## 912 as <NA> <NA> da,tw,ni
## 913 as <NA> <NA> da,tw,ni
## 914 <NA> <NA> <NA> <NA>
## 915 <NA> <NA> <NA> <NA>
## 916 <NA> <NA> <NA> <NA>
## 917 as,tr <NA> <NA> <NA>
## 918 as,tr <NA> <NA> <NA>
## 919 as,tr <NA> <NA> <NA>
## 920 as,tr <NA> <NA> <NA>
## 921 as,tr <NA> <NA> <NA>
## 922 as,tr <NA> <NA> <NA>
## 923 as,tr <NA> <NA> <NA>
## 924 as,tr <NA> <NA> <NA>
## 925 as,tr <NA> <NA> <NA>
## 926 as,tr <NA> <NA> <NA>
## 927 as,tr <NA> <NA> <NA>
## 928 as,tr <NA> <NA> <NA>
## 929 as,tr <NA> <NA> <NA>
## 930 as,tr <NA> <NA> <NA>
## 931 as,tr <NA> <NA> <NA>
## 932 as,tr <NA> <NA> <NA>
## 933 as,sb,tr pt <NA> mo,da,tw,ni
## 934 as,sb,tr pt <NA> mo,da,tw,ni
## 935 sb pt <NA> mo,da,tw,ni
## 936 as <NA> <NA> tw,ni
## 937 as <NA> <NA> tw,ni
## 938 as <NA> <NA> tw,ni
## 939 as <NA> <NA> tw,ni
## 940 as <NA> <NA> tw,ni
## 941 as <NA> <NA> tw,ni
## 942 as <NA> <NA> tw,ni
## 943 as <NA> <NA> tw,ni
## 944 as <NA> <NA> tw,ni
## 945 as <NA> <NA> tw,ni
## 946 as <NA> <NA> tw,ni
## 947 as <NA> <NA> tw,ni
## 948 as <NA> <NA> tw,ni
## 949 as <NA> <NA> tw,ni
## 950 as <NA> <NA> tw,ni
## 951 as <NA> <NA> tw,ni
## 952 as <NA> <NA> tw,ni
## 953 as <NA> <NA> tw,ni
## 954 as <NA> <NA> tw,ni
## 955 as <NA> <NA> tw,ni
## 956 as <NA> <NA> tw,ni
## 957 as <NA> <NA> da,tw,ni
## 958 as <NA> <NA> <NA>
## 959 as <NA> <NA> <NA>
## 960 as <NA> <NA> <NA>
## 961 as <NA> <NA> <NA>
## 962 as <NA> <NA> <NA>
## 963 as <NA> <NA> <NA>
## 964 as <NA> <NA> <NA>
## 965 as <NA> <NA> <NA>
## 966 as <NA> <NA> <NA>
## 967 as <NA> <NA> <NA>
## 968 as <NA> <NA> <NA>
## 969 as <NA> <NA> <NA>
## 970 as <NA> <NA> <NA>
## 971 as <NA> <NA> <NA>
## 972 as <NA> <NA> <NA>
## 973 as <NA> <NA> <NA>
## 974 as <NA> <NA> <NA>
## 975 as <NA> <NA> <NA>
## 976 as <NA> <NA> <NA>
## 977 as <NA> <NA> <NA>
## 978 as <NA> <NA> <NA>
## 979 as <NA> <NA> <NA>
## 980 as <NA> <NA> <NA>
## 981 as <NA> <NA> <NA>
## 982 as <NA> <NA> <NA>
## 983 as <NA> <NA> <NA>
## 984 as <NA> <NA> <NA>
## 985 as <NA> <NA> <NA>
## 986 sb,tr <NA> <NA> <NA>
## 987 sb,tr <NA> <NA> <NA>
## 988 sb,tr <NA> <NA> <NA>
## 989 sb,tr <NA> <NA> <NA>
## 990 sb,tr <NA> <NA> <NA>
## 991 sb <NA> <NA> <NA>
## 992 sb <NA> <NA> <NA>
## 993 sb <NA> <NA> <NA>
## 994 sb <NA> <NA> <NA>
## 995 sb <NA> <NA> <NA>
## 996 sb <NA> <NA> <NA>
## 997 sb <NA> <NA> <NA>
## 998 sb <NA> <NA> <NA>
## 999 sb <NA> <NA> <NA>
## 1000 sb <NA> <NA> <NA>
## 1001 sb <NA> <NA> <NA>
## 1002 sb <NA> <NA> <NA>
## 1003 sb <NA> <NA> <NA>
## 1004 sb <NA> <NA> <NA>
## 1005 sb <NA> <NA> <NA>
## 1006 sb <NA> <NA> <NA>
## 1007 sb <NA> <NA> <NA>
## 1008 sb <NA> <NA> <NA>
## 1009 sb <NA> <NA> <NA>
## 1010 sb,tr <NA> <NA> da,tw,ni
## 1011 qs <NA> <NA> tw,ni
## 1012 as,tr <NA> <NA> <NA>
## 1013 <NA> <NA> <NA> <NA>
## 1014 as,sb <NA> <NA> tw,ni
## 1015 as,sb <NA> <NA> tw,ni
## 1016 as,sb <NA> <NA> tw,ni
## 1017 as,sb <NA> <NA> tw,ni
## 1018 as,sb <NA> <NA> tw,ni
## 1019 as,sb <NA> <NA> tw,ni
## 1020 as,sb <NA> <NA> tw,ni
## 1021 as,sb <NA> <NA> tw,ni
## 1022 as,sb <NA> <NA> tw,ni
## 1023 as,sb <NA> <NA> tw,ni
## 1024 as,sb <NA> <NA> tw,ni
## 1025 as,sb <NA> <NA> tw,ni
## 1026 as,sb <NA> <NA> tw,ni
## 1027 as,sb <NA> <NA> tw,ni
## 1028 as,sb <NA> <NA> tw,ni
## 1029 as,sb <NA> <NA> tw,ni
## 1030 as,sb <NA> <NA> tw,ni
## 1031 as,sb <NA> <NA> da,tw,ni
## 1032 as,sb <NA> <NA> da,tw,ni
## 1033 as <NA> <NA> da,tw,ni
## 1034 as,sb,tr pt ae mo,da,tw,ni
## 1035 as <NA> <NA> da,tw,ni
## 1036 as <NA> <NA> da,tw,ni
## 1037 as <NA> <NA> tw,ni
## 1038 <NA> <NA> <NA> <NA>
## 1039 as,sb <NA> <NA> tw,ni
## 1040 as,sb <NA> <NA> tw,ni
## 1041 as,sb <NA> <NA> tw,ni
## 1042 sb <NA> <NA> tw,ni
## 1043 sb <NA> <NA> tw,ni
## 1044 sb <NA> <NA> tw,ni
## 1045 sb <NA> <NA> tw,ni
## 1046 sb <NA> <NA> tw,ni
## 1047 sb <NA> <NA> tw,ni
## 1048 sb <NA> <NA> tw,ni
## 1049 as <NA> <NA> tw,ni
## 1050 as,qs <NA> <NA> da
## 1051 as <NA> <NA> da,tw,ni
## 1052 as,sb <NA> in da,tw,ni
## 1053 as,sb,tr <NA> <NA> ni
## 1054 as <NA> <NA> da,tw,ni
## 1055 as <NA> <NA> da,tw,ni
## 1056 as,sb <NA> <NA> da,tw,ni
## 1057 sb,tr pt <NA> <NA>
## 1058 sb,tr pt <NA> <NA>
## 1059 sb,tr pt <NA> <NA>
## 1060 sb,tr pt <NA> <NA>
## 1061 as,sb <NA> <NA> tw,ni
## 1062 as <NA> <NA> <NA>
## 1063 as <NA> <NA> <NA>
## 1064 as,sb,tr <NA> <NA> tw,ni
## 1065 sb,tr <NA> <NA> <NA>
## 1066 as <NA> <NA> ni
## 1067 as,qs <NA> <NA> tw,ni
## 1068 as,qs <NA> <NA> tw,ni
## 1069 as,qs <NA> <NA> tw,ni
## 1070 as,qs <NA> ae,tp <NA>
## 1071 as,sb <NA> <NA> tw,ni
## 1072 as,sb <NA> <NA> tw,ni
## 1073 as,sb,tr pt ae mo,da,tw,ni
## 1074 as,sb,tr <NA> <NA> da,tw,ni
## 1075 as <NA> <NA> <NA>
## 1076 as <NA> <NA> da,tw,ni
## 1077 as <NA> <NA> da,tw,ni
## 1078 as <NA> <NA> <NA>
## 1079 as <NA> <NA> <NA>
## 1080 as,sb <NA> <NA> da,tw,ni
## 1081 as pt <NA> mo,da,tw,ni
## 1082 as <NA> <NA> da,ni
## 1083 as <NA> <NA> da,tw,ni
## 1084 <NA> <NA> <NA> <NA>
## 1085 as,sb <NA> ae mo,da,tw,ni
## 1086 <NA> <NA> <NA> <NA>
## 1087 as pt <NA> mo,da,tw,ni
## 1088 as pt <NA> mo,da,tw,ni
## 1089 as pt <NA> mo,da,tw,ni
## 1090 as pt <NA> mo,da,tw,ni
## 1091 as pt ae mo,da,tw,ni
## 1092 <NA> <NA> <NA> <NA>
## 1093 as <NA> <NA> <NA>
## 1094 as <NA> <NA> ni
## 1095 as <NA> <NA> ni
## 1096 as pt <NA> mo,da,tw,ni
## 1097 as <NA> <NA> <NA>
## 1098 as <NA> <NA> <NA>
## 1099 as <NA> <NA> <NA>
## 1100 as <NA> <NA> <NA>
## 1101 as <NA> <NA> <NA>
## 1102 as <NA> <NA> <NA>
## 1103 as <NA> <NA> <NA>
## 1104 as <NA> <NA> <NA>
## 1105 as <NA> <NA> <NA>
## 1106 as <NA> <NA> <NA>
## 1107 as <NA> <NA> <NA>
## 1108 as <NA> <NA> <NA>
## 1109 as <NA> <NA> <NA>
## 1110 as <NA> <NA> <NA>
## 1111 as <NA> <NA> <NA>
## 1112 as <NA> <NA> <NA>
## 1113 as <NA> <NA> <NA>
## 1114 as <NA> <NA> <NA>
## 1115 as,tr <NA> <NA> tw,ni
## 1116 as,qs,tr <NA> <NA> tw,ni
## 1117 as,tr <NA> <NA> tw,ni
## 1118 as dr <NA> mo,da,tw,ni
## 1119 as dr <NA> mo,da,tw,ni
## 1120 as dr <NA> mo,da,tw,ni
## 1121 as dr <NA> mo,da,tw,ni
## 1122 as dr <NA> mo,da,tw,ni
## 1123 as dr <NA> mo,da,tw,ni
## 1124 as dr <NA> mo,da,tw,ni
## 1125 as dr <NA> mo,da,tw,ni
## 1126 as dr <NA> mo,da,tw,ni
## 1127 as dr <NA> mo,da,tw,ni
## 1128 as dr <NA> mo,da,tw,ni
## 1129 as dr <NA> mo,da,tw,ni
## 1130 <NA> pt <NA> mo,da,tw,ni
## 1131 as,tr <NA> <NA> tw,ni
## 1132 as,sb <NA> <NA> tw,ni
## 1133 as <NA> <NA> tw,ni
## 1134 <NA> pt <NA> mo,da,tw,ni
## 1135 as pt,ar <NA> mo,da,tw,ni
## 1136 as,tr pt,ft,ar <NA> tw,ni
## 1137 as pt <NA> mo,da,tw,ni
## 1138 sb <NA> <NA> tw,ni
## 1139 as,sb <NA> <NA> ni
## 1140 as,sb <NA> <NA> ni
## 1141 as,sb <NA> <NA> ni
## 1142 as,sb <NA> <NA> ni
## 1143 as pt,ft ae mo,da,tw,ni
## 1144 sb,tr <NA> <NA> da,tw,ni
## 1145 as pt,ft <NA> da,tw,ni
## 1146 as <NA> <NA> da,tw,ni
## 1147 as pt,ft <NA> mo,da,tw,ni
## 1148 as pt <NA> mo,da,tw,ni
## 1149 as pt <NA> mo,da,tw,ni
## 1150 as,sb,tr pt <NA> mo,da,tw,ni
## 1151 as <NA> <NA> da,ni
## 1152 as pt,ft <NA> mo,da,tw,ni
## 1153 as <NA> <NA> <NA>
## 1154 <NA> <NA> <NA> <NA>
## 1155 <NA> <NA> <NA> <NA>
## 1156 <NA> <NA> <NA> <NA>
## 1157 <NA> <NA> <NA> <NA>
## 1158 <NA> <NA> <NA> <NA>
## 1159 <NA> <NA> <NA> <NA>
## 1160 <NA> <NA> <NA> <NA>
## 1161 <NA> <NA> <NA> <NA>
## 1162 <NA> <NA> <NA> <NA>
## 1163 <NA> <NA> <NA> <NA>
## month_start year_start month_finish year_finish effort_months country
## 1 9 2000 1 2002 16 Brazil
## 2 12 2007 5 2009 17 Brazil
## 3 12 2007 5 2009 17 Brazil
## 4 12 2007 5 2009 17 Brazil
## 5 7 1988 8 2001 157 Brazil
## 6 NA NA NA NA NA Brazil
## 7 4 2007 4 2009 24 Brazil
## 8 4 2007 4 2009 24 Brazil
## 9 4 2007 4 2009 24 Brazil
## 10 5 2011 7 2011 2 Brazil
## 11 5 2011 7 2011 2 Brazil
## 12 5 2011 7 2011 2 Brazil
## 13 5 2011 7 2011 2 Brazil
## 14 5 2011 7 2011 2 Brazil
## 15 5 2011 7 2011 2 Brazil
## 16 5 2011 7 2011 2 Brazil
## 17 5 2011 7 2011 2 Brazil
## 18 5 2011 7 2011 2 Brazil
## 19 5 2011 7 2011 2 Brazil
## 20 5 2011 7 2011 2 Brazil
## 21 5 2011 7 2011 2 Brazil
## 22 5 2011 7 2011 2 Brazil
## 23 5 2011 7 2011 2 Brazil
## 24 5 2011 7 2011 2 Brazil
## 25 5 2011 7 2011 2 Brazil
## 26 5 2011 7 2011 2 Brazil
## 27 5 2011 7 2011 2 Brazil
## 28 5 2011 7 2011 2 Brazil
## 29 5 2011 7 2011 2 Brazil
## 30 5 2011 7 2011 2 Brazil
## 31 5 2011 7 2011 2 Brazil
## 32 5 2011 7 2011 2 Brazil
## 33 3 2013 2 2014 11 Brazil
## 34 3 2013 2 2014 11 Brazil
## 35 3 2013 2 2014 11 Brazil
## 36 3 2013 2 2014 11 Brazil
## 37 3 2013 2 2014 11 Brazil
## 38 3 2013 2 2014 11 Brazil
## 39 3 2013 2 2014 11 Brazil
## 40 3 2013 2 2014 11 Brazil
## 41 3 2013 2 2014 11 Brazil
## 42 5 2013 12 2013 7 Brazil
## 43 5 2013 12 2013 7 Brazil
## 44 5 2013 12 2013 7 Brazil
## 45 5 2013 12 2013 7 Brazil
## 46 5 2013 12 2013 7 Brazil
## 47 5 2013 12 2013 7 Brazil
## 48 5 2013 12 2013 7 Brazil
## 49 5 2013 12 2013 7 Brazil
## 50 5 2013 12 2013 7 Brazil
## 51 5 2013 12 2013 7 Brazil
## 52 5 2013 12 2013 7 Brazil
## 53 5 2013 12 2013 7 Brazil
## 54 2 1993 NA 1996 NA Brazil
## 55 1 1993 12 1996 47 Brazil
## 56 1 1993 12 1996 47 Brazil
## 57 6 2011 11 2011 5 Brazil
## 58 8 2011 7 2012 11 Brazil
## 59 6 2004 2 2005 8 Brazil
## 60 4 2008 11 2008 7 Brazil
## 61 1 2007 12 2007 11 Brazil
## 62 1 2007 12 2007 11 Brazil
## 63 1 2007 12 2007 11 Brazil
## 64 1 2010 1 2011 12 Brazil
## 65 1 2010 1 2011 12 Brazil
## 66 1 2010 1 2011 12 Brazil
## 67 1 2010 1 2011 12 Brazil
## 68 1 2010 1 2011 12 Brazil
## 69 1 2010 1 2011 12 Brazil
## 70 1 2010 1 2011 12 Brazil
## 71 1 2010 1 2011 12 Brazil
## 72 3 2008 12 2008 9 Brazil
## 73 4 2008 12 2008 8 Brazil
## 74 11 2007 7 2008 8 Brazil
## 75 4 2007 10 2007 6 Brazil
## 76 1 2004 10 2004 9 Brazil
## 77 NA NA NA NA NA Brazil
## 78 8 2012 9 2013 13 Brazil
## 79 8 2012 9 2013 13 Brazil
## 80 8 2012 9 2013 13 Brazil
## 81 8 2012 9 2013 13 Brazil
## 82 8 2012 9 2013 13 Brazil
## 83 8 2012 9 2013 13 Brazil
## 84 7 2007 9 2008 14 Brazil
## 85 7 2007 9 2008 14 Brazil
## 86 7 2007 9 2008 14 Brazil
## 87 7 2007 9 2008 14 Brazil
## 88 7 2007 9 2008 14 Brazil
## 89 3 1994 12 1994 9 Brazil
## 90 1 1993 12 2008 191 Brazil
## 91 3 2004 10 2004 7 Brazil
## 92 NA NA NA NA NA Brazil
## 93 6 2011 8 2011 2 Brazil
## 94 6 2006 8 2007 14 Brazil
## 95 11 2013 7 2014 8 Brazil
## 96 11 2013 7 2014 8 Brazil
## 97 5 NA 9 NA NA Brazil
## 98 9 2009 9 2009 0 Brazil
## 99 5 1997 8 1997 3 Brazil
## 100 10 2012 9 2013 11 Brazil
## 101 9 2004 8 2005 11 Brazil
## 102 9 2004 8 2005 11 Brazil
## 103 2 2007 12 2008 22 Brazil
## 104 11 2009 11 2009 0 Brazil
## 105 12 2008 11 2010 23 Brazil
## 106 2 2011 2 2011 0 Brazil
## 107 2 2011 2 2011 0 Brazil
## 108 2 2011 2 2011 0 Brazil
## 109 2 2011 2 2011 0 Brazil
## 110 10 1999 2 2000 4 Brazil
## 111 4 2002 5 2002 1 Brazil
## 112 12 2004 12 2004 0 Brazil
## 113 7 2015 11 2015 4 Brazil
## 114 7 2015 11 2015 4 Brazil
## 115 7 2015 11 2015 4 Brazil
## 116 7 2015 11 2015 4 Brazil
## 117 7 2015 11 2015 4 Brazil
## 118 7 2015 11 2015 4 Brazil
## 119 7 2015 11 2015 4 Brazil
## 120 7 2015 11 2015 4 Brazil
## 121 7 2015 11 2015 4 Brazil
## 122 7 2015 11 2015 4 Brazil
## 123 7 2015 11 2015 4 Brazil
## 124 7 2015 11 2015 4 Brazil
## 125 7 2015 11 2015 4 Brazil
## 126 7 2015 11 2015 4 Brazil
## 127 7 2015 11 2015 4 Brazil
## 128 5 NA 12 NA NA Brazil
## 129 5 NA 12 NA NA Brazil
## 130 5 NA 12 NA NA Brazil
## 131 5 NA 12 NA NA Brazil
## 132 5 NA 12 NA NA Brazil
## 133 5 NA 12 NA NA Brazil
## 134 5 NA 12 NA NA Brazil
## 135 5 NA 12 NA NA Brazil
## 136 5 NA 12 NA NA Brazil
## 137 5 NA 12 NA NA Brazil
## 138 5 NA 12 NA NA Brazil
## 139 5 NA 12 NA NA Brazil
## 140 5 NA 12 NA NA Brazil
## 141 5 NA 12 NA NA Brazil
## 142 5 NA 12 NA NA Brazil
## 143 5 NA 12 NA NA Brazil
## 144 5 NA 12 NA NA Brazil
## 145 5 NA 12 NA NA Brazil
## 146 5 NA 12 NA NA Brazil
## 147 5 NA 12 NA NA Brazil
## 148 4 2001 12 2001 8 Brazil
## 149 3 2001 11 2001 8 Brazil
## 150 1 2013 2 2013 1 Brazil
## 151 1 2011 12 2011 11 Brazil
## 152 1 2011 12 2011 11 Brazil
## 153 1 2011 12 2011 11 Brazil
## 154 1 2011 12 2011 11 Brazil
## 155 1 2011 12 2011 11 Brazil
## 156 1 2011 12 2011 11 Brazil
## 157 1 2011 12 2011 11 Brazil
## 158 1 2011 12 2011 11 Brazil
## 159 12 2012 11 2013 11 Brazil
## 160 12 2012 11 2013 11 Brazil
## 161 12 2012 11 2013 11 Brazil
## 162 8 2011 7 2012 11 Brazil
## 163 11 1999 3 2000 4 Brazil
## 164 11 1999 3 2000 4 Brazil
## 165 11 2009 2 2012 27 Brazil
## 166 1 2001 9 2002 20 Brazil
## 167 1 2001 9 2002 20 Brazil
## 168 1 2001 9 2002 20 Brazil
## 169 1 2001 9 2002 20 Brazil
## 170 1 2001 9 2002 20 Brazil
## 171 1 2001 9 2002 20 Brazil
## 172 1 2001 9 2002 20 Brazil
## 173 1 2001 9 2002 20 Brazil
## 174 1 2001 9 2002 20 Brazil
## 175 1 2001 9 2002 20 Brazil
## 176 1 2001 9 2002 20 Brazil
## 177 1 2001 9 2002 20 Brazil
## 178 1 2001 9 2002 20 Brazil
## 179 1 2001 9 2002 20 Brazil
## 180 1 2001 9 2002 20 Brazil
## 181 1 2001 9 2002 20 Brazil
## 182 1 2001 9 2002 20 Brazil
## 183 1 2001 9 2002 20 Brazil
## 184 1 2001 9 2002 20 Brazil
## 185 1 2001 9 2002 20 Brazil
## 186 1 2001 9 2002 20 Brazil
## 187 10 2007 1 2008 3 Brazil
## 188 10 2007 1 2008 3 Brazil
## 189 11 2006 1 2007 2 Brazil
## 190 10 2001 3 2005 41 Brazil
## 191 10 2001 3 2005 41 Brazil
## 192 10 2001 3 2005 41 Brazil
## 193 11 2007 3 2009 16 Brazil
## 194 8 2003 10 2004 14 Brazil
## 195 8 2007 7 2008 11 Brazil
## 196 8 2007 7 2008 11 Brazil
## 197 8 2007 7 2008 11 Brazil
## 198 8 2007 7 2008 11 Brazil
## 199 8 2007 7 2008 11 Brazil
## 200 2 2015 6 2015 4 Brazil
## 201 4 2010 3 2011 11 Brazil
## 202 10 2010 5 2011 7 Brazil
## 203 9 2010 10 2011 13 Brazil
## 204 4 2002 10 2004 30 Brazil
## 205 10 2001 9 2002 11 Brazil
## 206 7 1980 6 1983 35 Brazil
## 207 11 2011 9 2012 10 Brazil
## 208 11 2011 9 2012 10 Brazil
## 209 11 2011 9 2012 10 Brazil
## 210 11 2011 9 2012 10 Brazil
## 211 4 2007 12 2007 8 Brazil
## 212 8 2005 3 2008 31 Brazil
## 213 9 2013 3 2015 18 Brazil
## 214 NA NA NA NA NA Brazil
## 215 1 2011 12 2011 11 Brazil
## 216 9 2007 9 2008 12 Brazil
## 217 9 2007 9 2008 12 Brazil
## 218 10 2004 10 2008 48 Brazil
## 219 8 1996 7 1997 11 Brazil
## 220 11 1999 2 2000 3 Brazil
## 221 NA NA NA NA NA Brazil
## 222 NA 1982 NA 1997 NA Brazil
## 223 2 2003 1 2005 23 Brazil
## 224 4 2003 6 2004 14 Brazil
## 225 2 2003 3 2004 13 Brazil
## 226 10 2003 1 2005 15 Brazil
## 227 6 2003 12 2003 6 Brazil
## 228 9 2004 12 2004 3 Brazil
## 229 11 2001 1 2002 2 Brazil
## 230 11 2001 1 2002 2 Brazil
## 231 12 2011 2 2014 26 Brazil
## 232 8 2003 5 2005 21 Brazil
## 233 8 2003 5 2005 21 Brazil
## 234 10 2010 12 2010 2 Brazil
## 235 3 2002 3 2003 12 Brazil
## 236 9 2003 12 2004 15 Brazil
## 237 9 2006 9 2007 12 Brazil
## 238 1 2008 1 2009 12 Brazil
## 239 1 2010 5 2011 16 Brazil
## 240 10 2013 9 2014 11 Brazil
## 241 10 2013 9 2014 11 Brazil
## 242 10 2013 9 2014 11 Brazil
## 243 1 2011 1 2012 12 Brazil
## 244 1 2011 1 2012 12 Brazil
## 245 1 2011 1 2012 12 Brazil
## 246 1 2011 1 2012 12 Brazil
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## 1026 8 2010 7 2011 11 Brazil
## 1027 8 2010 7 2011 11 Brazil
## 1028 8 2010 7 2011 11 Brazil
## 1029 8 2010 7 2011 11 Brazil
## 1030 8 2010 7 2011 11 Brazil
## 1031 3 2010 11 2010 8 Brazil
## 1032 3 2010 11 2010 8 Brazil
## 1033 1 2015 3 2015 2 Brazil
## 1034 5 2013 1 2014 8 Brazil
## 1035 8 2014 7 2015 11 Brazil
## 1036 11 2010 12 2011 13 Brazil
## 1037 11 2004 4 2005 5 Brazil
## 1038 NA NA NA NA NA Brazil
## 1039 9 2008 2 2009 5 Brazil
## 1040 9 2008 2 2009 5 Brazil
## 1041 9 2008 2 2009 5 Brazil
## 1042 10 2012 2 2013 4 Brazil
## 1043 10 2012 2 2013 4 Brazil
## 1044 10 2012 2 2013 4 Brazil
## 1045 10 2012 2 2013 4 Brazil
## 1046 10 2012 2 2013 4 Brazil
## 1047 10 2012 2 2013 4 Brazil
## 1048 10 2012 2 2013 4 Brazil
## 1049 4 2004 4 2005 12 Brazil
## 1050 11 2012 5 2013 6 Brazil
## 1051 4 1995 3 1996 11 Brazil
## 1052 2 2001 3 2002 13 Brazil
## 1053 4 2005 11 2006 19 Brazil
## 1054 12 1998 9 2000 21 Brazil
## 1055 10 2000 12 2001 14 Brazil
## 1056 10 2008 3 2009 5 Brazil
## 1057 9 2012 3 2013 6 Brazil
## 1058 9 2012 3 2013 6 Brazil
## 1059 9 2012 1 2014 16 Brazil
## 1060 9 2012 1 2014 16 Brazil
## 1061 8 2007 6 2008 10 Brazil
## 1062 8 2012 7 2013 11 Brazil
## 1063 8 2012 7 2013 11 Brazil
## 1064 1 2009 10 2010 21 Brazil
## 1065 NA 2013 NA 2015 NA Brazil
## 1066 10 2012 2 2013 4 Brazil
## 1067 11 2012 5 2013 6 Brazil
## 1068 11 2012 5 2013 6 Brazil
## 1069 11 2012 5 2013 6 Brazil
## 1070 NA 2013 NA 2017 NA Brazil
## 1071 1 2008 3 2008 2 Brazil
## 1072 1 2008 3 2008 2 Brazil
## 1073 7 2007 4 2010 33 Brazil
## 1074 2 2001 3 2002 13 Brazil
## 1075 11 2009 3 2010 4 Brazil
## 1076 4 2003 2 2004 10 Brazil
## 1077 4 2003 2 2004 10 Brazil
## 1078 8 2005 7 2006 11 Brazil
## 1079 10 2005 9 2006 11 Brazil
## 1080 3 2010 11 2010 8 Brazil
## 1081 2 2009 6 2010 16 Brazil
## 1082 3 2000 3 2003 36 Brazil
## 1083 10 2011 6 2012 8 Brazil
## 1084 10 2001 3 2005 41 Brazil
## 1085 7 2012 4 2015 33 Brazil
## 1086 11 1993 3 2005 136 Brazil
## 1087 NA 1979 NA 1983 NA Brazil
## 1088 NA 1979 NA 1983 NA Brazil
## 1089 NA 1979 NA 1983 NA Brazil
## 1090 NA 1979 NA 1983 NA Brazil
## 1091 4 2009 3 2010 11 Brazil
## 1092 NA NA NA NA NA Brazil
## 1093 11 2011 8 2012 9 Brazil
## 1094 11 1998 11 1999 12 Brazil
## 1095 11 1998 11 1999 12 Brazil
## 1096 NA 2001 NA 2002 NA Brazil
## 1097 3 2002 3 2002 0 Brazil
## 1098 3 2002 3 2002 0 Brazil
## 1099 3 2002 3 2002 0 Brazil
## 1100 3 2002 3 2002 0 Brazil
## 1101 4 2002 4 2002 0 Brazil
## 1102 4 2002 4 2002 0 Brazil
## 1103 4 2002 4 2002 0 Brazil
## 1104 4 2002 4 2002 0 Brazil
## 1105 4 2002 4 2002 0 Brazil
## 1106 5 2002 5 2002 0 Brazil
## 1107 5 2002 5 2002 0 Brazil
## 1108 7 2002 7 2002 0 Brazil
## 1109 5 2002 5 2002 0 Brazil
## 1110 5 2002 5 2002 0 Brazil
## 1111 5 2002 5 2002 0 Brazil
## 1112 5 2002 5 2002 0 Brazil
## 1113 5 2002 5 2002 0 Brazil
## 1114 6 2002 6 2002 0 Brazil
## 1115 11 2007 8 2008 9 Brazil
## 1116 11 2007 8 2008 9 Brazil
## 1117 6 2005 6 2006 12 Brazil
## 1118 10 2014 1 2015 3 Brazil
## 1119 10 2014 1 2015 3 Brazil
## 1120 10 2014 1 2015 3 Brazil
## 1121 10 2014 1 2015 3 Brazil
## 1122 10 2014 1 2015 3 Brazil
## 1123 10 2014 1 2015 3 Brazil
## 1124 10 2014 1 2015 3 Brazil
## 1125 10 2014 1 2015 3 Brazil
## 1126 10 2014 1 2015 3 Brazil
## 1127 10 2014 1 2015 3 Brazil
## 1128 10 2014 1 2015 3 Brazil
## 1129 10 2014 1 2015 3 Brazil
## 1130 8 2002 7 2003 11 Brazil
## 1131 9 2004 8 2005 11 Brazil
## 1132 10 2007 8 2008 10 Brazil
## 1133 8 2011 8 2013 24 Brazil
## 1134 4 2009 3 2010 11 Brazil
## 1135 NA 2006 NA 2008 NA Brazil
## 1136 7 2005 5 2007 22 Brazil
## 1137 10 2006 5 2007 7 Brazil
## 1138 11 2001 10 2002 11 Brazil
## 1139 11 2005 2 2006 3 Brazil
## 1140 11 2005 2 2006 3 Brazil
## 1141 11 2005 2 2006 3 Brazil
## 1142 11 2005 2 2006 3 Brazil
## 1143 5 2008 4 2010 23 Brazil
## 1144 NA 2000 NA 2012 NA Brazil
## 1145 11 2003 1 2005 14 Paraguay
## 1146 1 2015 6 2015 5 Paraguay
## 1147 7 2008 5 2009 10 Paraguay
## 1148 4 2010 11 2014 55 Paraguay
## 1149 7 2008 2 2011 31 Paraguay
## 1150 8 2012 8 2014 24 Argentina
## 1151 1 2007 2 2008 13 Argentina
## 1152 7 2002 2 2006 43 Argentina
## 1153 3 2002 1 2009 82 Argentina
## 1154 NA NA NA NA NA Argentina
## 1155 NA NA NA NA NA Argentina
## 1156 NA NA NA NA NA Argentina
## 1157 NA NA NA NA NA Argentina
## 1158 NA NA NA NA NA Argentina
## 1159 NA NA NA NA NA Argentina
## 1160 NA NA NA NA NA Argentina
## 1161 NA NA NA NA NA Argentina
## 1162 NA NA NA NA NA Argentina
## 1163 NA NA NA NA NA Argentina
## state state_abbreviation
## 1 PiauÃ BR-PI
## 2 CearÃ¡ BR-CE
## 3 CearÃ¡ BR-CE
## 4 CearÃ¡ BR-CE
## 5 CearÃ¡ BR-CE
## 6 CearÃ¡ BR-CE
## 7 CearÃ¡ BR-CE
## 8 CearÃ¡ BR-CE
## 9 CearÃ¡ BR-CE
## 10 Rio Grande do Norte BR-RN
## 11 Rio Grande do Norte BR-RN
## 12 Rio Grande do Norte BR-RN
## 13 Rio Grande do Norte BR-RN
## 14 Rio Grande do Norte BR-RN
## 15 Rio Grande do Norte BR-RN
## 16 Rio Grande do Norte BR-RN
## 17 Rio Grande do Norte BR-RN
## 18 Rio Grande do Norte BR-RN
## 19 Rio Grande do Norte BR-RN
## 20 Rio Grande do Norte BR-RN
## 21 Rio Grande do Norte BR-RN
## 22 Rio Grande do Norte BR-RN
## 23 Rio Grande do Norte BR-RN
## 24 Rio Grande do Norte BR-RN
## 25 Rio Grande do Norte BR-RN
## 26 Rio Grande do Norte BR-RN
## 27 Rio Grande do Norte BR-RN
## 28 Rio Grande do Norte BR-RN
## 29 Rio Grande do Norte BR-RN
## 30 Rio Grande do Norte BR-RN
## 31 Rio Grande do Norte BR-RN
## 32 Rio Grande do Norte BR-RN
## 33 ParaÃba BR-PB
## 34 ParaÃba BR-PB
## 35 ParaÃba BR-PB
## 36 ParaÃba BR-PB
## 37 ParaÃba BR-PB
## 38 ParaÃba BR-PB
## 39 ParaÃba BR-PB
## 40 ParaÃba BR-PB
## 41 ParaÃba BR-PB
## 42 ParaÃba BR-PB
## 43 ParaÃba BR-PB
## 44 ParaÃba BR-PB
## 45 ParaÃba BR-PB
## 46 ParaÃba BR-PB
## 47 ParaÃba BR-PB
## 48 ParaÃba BR-PB
## 49 ParaÃba BR-PB
## 50 ParaÃba BR-PB
## 51 ParaÃba BR-PB
## 52 ParaÃba BR-PB
## 53 ParaÃba BR-PB
## 54 ParaÃba BR-PB
## 55 ParaÃba BR-PB
## 56 ParaÃba BR-PB
## 57 ParaÃba BR-PB
## 58 ParaÃba BR-PB
## 59 ParaÃba BR-PB
## 60 Pernambuco BR-PE
## 61 Pernambuco BR-PE
## 62 Pernambuco BR-PE
## 63 Pernambuco BR-PE
## 64 Pernambuco BR-PE
## 65 Pernambuco BR-PE
## 66 Pernambuco BR-PE
## 67 Pernambuco BR-PE
## 68 Pernambuco BR-PE
## 69 Pernambuco BR-PE
## 70 Pernambuco BR-PE
## 71 Pernambuco BR-PE
## 72 Pernambuco BR-PE
## 73 Pernambuco BR-PE
## 74 Pernambuco BR-PE
## 75 Pernambuco BR-PE
## 76 Pernambuco BR-PE
## 77 Pernambuco BR-PE
## 78 Pernambuco BR-PE
## 79 Pernambuco BR-PE
## 80 Pernambuco BR-PE
## 81 Pernambuco BR-PE
## 82 Pernambuco BR-PE
## 83 Pernambuco BR-PE
## 84 Pernambuco BR-PE
## 85 Pernambuco BR-PE
## 86 Pernambuco BR-PE
## 87 Pernambuco BR-PE
## 88 Pernambuco BR-PE
## 89 Pernambuco BR-PE
## 90 Pernambuco BR-PE
## 91 Pernambuco BR-PE
## 92 Alagoas BR-AL
## 93 Alagoas BR-AL
## 94 Alagoas BR-AL
## 95 Alagoas BR-AL
## 96 Alagoas BR-AL
## 97 Sergipe BR-SE
## 98 Sergipe BR-SE
## 99 Sergipe BR-SE
## 100 Sergipe BR-SE
## 101 Bahia BR-BA
## 102 Bahia BR-BA
## 103 Bahia BR-BA
## 104 Bahia BR-BA
## 105 Bahia BR-BA
## 106 Bahia BR-BA
## 107 Bahia BR-BA
## 108 Bahia BR-BA
## 109 Bahia BR-BA
## 110 Bahia BR-BA
## 111 Bahia BR-BA
## 112 Bahia BR-BA
## 113 Bahia BR-BA
## 114 Bahia BR-BA
## 115 Bahia BR-BA
## 116 Bahia BR-BA
## 117 Bahia BR-BA
## 118 Bahia BR-BA
## 119 Bahia BR-BA
## 120 Bahia BR-BA
## 121 Bahia BR-BA
## 122 Bahia BR-BA
## 123 Bahia BR-BA
## 124 Bahia BR-BA
## 125 Bahia BR-BA
## 126 Bahia BR-BA
## 127 Bahia BR-BA
## 128 Bahia BR-BA
## 129 Bahia BR-BA
## 130 Bahia BR-BA
## 131 Bahia BR-BA
## 132 Bahia BR-BA
## 133 Bahia BR-BA
## 134 Bahia BR-BA
## 135 Bahia BR-BA
## 136 Bahia BR-BA
## 137 Bahia BR-BA
## 138 Bahia BR-BA
## 139 Bahia BR-BA
## 140 Bahia BR-BA
## 141 Bahia BR-BA
## 142 Bahia BR-BA
## 143 Bahia BR-BA
## 144 Bahia BR-BA
## 145 Bahia BR-BA
## 146 Bahia BR-BA
## 147 Bahia BR-BA
## 148 Bahia BR-BA
## 149 Bahia BR-BA
## 150 Bahia BR-BA
## 151 Bahia BR-BA
## 152 Bahia BR-BA
## 153 Bahia BR-BA
## 154 Bahia BR-BA
## 155 Bahia BR-BA
## 156 Bahia BR-BA
## 157 Bahia BR-BA
## 158 Bahia BR-BA
## 159 Bahia BR-BA
## 160 Bahia BR-BA
## 161 Bahia BR-BA
## 162 Bahia BR-BA
## 163 Bahia BR-BA
## 164 Bahia BR-BA
## 165 Bahia BR-BA
## 166 Bahia BR-BA
## 167 Bahia BR-BA
## 168 Bahia BR-BA
## 169 Bahia BR-BA
## 170 Bahia BR-BA
## 171 Bahia BR-BA
## 172 Bahia BR-BA
## 173 Bahia BR-BA
## 174 Bahia BR-BA
## 175 Bahia BR-BA
## 176 Bahia BR-BA
## 177 Bahia BR-BA
## 178 Bahia BR-BA
## 179 Bahia BR-BA
## 180 Bahia BR-BA
## 181 Bahia BR-BA
## 182 Bahia BR-BA
## 183 Bahia BR-BA
## 184 Bahia BR-BA
## 185 Bahia BR-BA
## 186 Bahia BR-BA
## 187 Bahia BR-BA
## 188 Bahia BR-BA
## 189 Bahia BR-BA
## 190 GoiÃ¡s BR-GO
## 191 GoiÃ¡s BR-GO
## 192 GoiÃ¡s BR-GO
## 193 GoiÃ¡s BR-GO
## 194 Minas Gerais BR-MG
## 195 Minas Gerais BR-MG
## 196 Minas Gerais BR-MG
## 197 Minas Gerais BR-MG
## 198 Minas Gerais BR-MG
## 199 Minas Gerais BR-MG
## 200 Minas Gerais BR-MG
## 201 Minas Gerais BR-MG
## 202 Minas Gerais BR-MG
## 203 Minas Gerais BR-MG
## 204 Minas Gerais BR-MG
## 205 Minas Gerais BR-MG
## 206 Minas Gerais BR-MG
## 207 Minas Gerais BR-MG
## 208 Minas Gerais BR-MG
## 209 Minas Gerais BR-MG
## 210 Minas Gerais BR-MG
## 211 Minas Gerais BR-MG
## 212 Minas Gerais BR-MG
## 213 Minas Gerais BR-MG
## 214 Minas Gerais BR-MG
## 215 Minas Gerais BR-MG
## 216 Minas Gerais BR-MG
## 217 Minas Gerais BR-MG
## 218 Minas Gerais BR-MG
## 219 Minas Gerais BR-MG
## 220 Minas Gerais BR-MG
## 221 Minas Gerais BR-MG
## 222 Minas Gerais BR-MG
## 223 Minas Gerais BR-MG
## 224 Minas Gerais BR-MG
## 225 Minas Gerais BR-MG
## 226 Minas Gerais BR-MG
## 227 Minas Gerais BR-MG
## 228 Minas Gerais BR-MG
## 229 Minas Gerais BR-MG
## 230 Minas Gerais BR-MG
## 231 Minas Gerais BR-MG
## 232 Minas Gerais BR-MG
## 233 Minas Gerais BR-MG
## 234 Minas Gerais BR-MG
## 235 Minas Gerais BR-MG
## 236 Minas Gerais BR-MG
## 237 Minas Gerais BR-MG
## 238 Minas Gerais BR-MG
## 239 Minas Gerais BR-MG
## 240 Minas Gerais BR-MG
## 241 Minas Gerais BR-MG
## 242 Minas Gerais BR-MG
## 243 Minas Gerais BR-MG
## 244 Minas Gerais BR-MG
## 245 Minas Gerais BR-MG
## 246 Minas Gerais BR-MG
## 247 Minas Gerais BR-MG
## 248 Minas Gerais BR-MG
## 249 Minas Gerais BR-MG
## 250 Minas Gerais BR-MG
## 251 Minas Gerais BR-MG
## 252 Minas Gerais BR-MG
## 253 Minas Gerais BR-MG
## 254 Minas Gerais BR-MG
## 255 Minas Gerais BR-MG
## 256 Minas Gerais BR-MG
## 257 Minas Gerais BR-MG
## 258 Minas Gerais BR-MG
## 259 Minas Gerais BR-MG
## 260 Minas Gerais BR-MG
## 261 Minas Gerais BR-MG
## 262 Minas Gerais BR-MG
## 263 Minas Gerais BR-MG
## 264 Minas Gerais BR-MG
## 265 Minas Gerais BR-MG
## 266 Minas Gerais BR-MG
## 267 Minas Gerais BR-MG
## 268 Minas Gerais BR-MG
## 269 Minas Gerais BR-MG
## 270 Minas Gerais BR-MG
## 271 Minas Gerais BR-MG
## 272 Minas Gerais BR-MG
## 273 Minas Gerais BR-MG
## 274 Minas Gerais BR-MG
## 275 Minas Gerais BR-MG
## 276 Minas Gerais BR-MG
## 277 Minas Gerais BR-MG
## 278 Minas Gerais BR-MG
## 279 Minas Gerais BR-MG
## 280 Minas Gerais BR-MG
## 281 Minas Gerais BR-MG
## 282 Minas Gerais BR-MG
## 283 Minas Gerais BR-MG
## 284 Minas Gerais BR-MG
## 285 Minas Gerais BR-MG
## 286 Minas Gerais BR-MG
## 287 Minas Gerais BR-MG
## 288 Minas Gerais BR-MG
## 289 Minas Gerais BR-MG
## 290 Minas Gerais BR-MG
## 291 Minas Gerais BR-MG
## 292 Minas Gerais BR-MG
## 293 Minas Gerais BR-MG
## 294 Minas Gerais BR-MG
## 295 Minas Gerais BR-MG
## 296 Minas Gerais BR-MG
## 297 Minas Gerais BR-MG
## 298 Minas Gerais BR-MG
## 299 Minas Gerais BR-MG
## 300 Minas Gerais BR-MG
## 301 Minas Gerais BR-MG
## 302 Minas Gerais BR-MG
## 303 Minas Gerais BR-MG
## 304 Minas Gerais BR-MG
## 305 Minas Gerais BR-MG
## 306 Minas Gerais BR-MG
## 307 Minas Gerais BR-MG
## 308 Minas Gerais BR-MG
## 309 Minas Gerais BR-MG
## 310 Minas Gerais BR-MG
## 311 EspÃrito Santo BR-ES
## 312 EspÃrito Santo BR-ES
## 313 EspÃrito Santo BR-ES
## 314 EspÃrito Santo BR-ES
## 315 EspÃrito Santo BR-ES
## 316 EspÃrito Santo BR-ES
## 317 EspÃrito Santo BR-ES
## 318 EspÃrito Santo BR-ES
## 319 EspÃrito Santo BR-ES
## 320 EspÃrito Santo BR-ES
## 321 EspÃrito Santo BR-ES
## 322 EspÃrito Santo BR-ES
## 323 EspÃrito Santo BR-ES
## 324 EspÃrito Santo BR-ES
## 325 EspÃrito Santo BR-ES
## 326 EspÃrito Santo BR-ES
## 327 EspÃrito Santo BR-ES
## 328 EspÃrito Santo BR-ES
## 329 EspÃrito Santo BR-ES
## 330 EspÃrito Santo BR-ES
## 331 EspÃrito Santo BR-ES
## 332 EspÃrito Santo BR-ES
## 333 EspÃrito Santo BR-ES
## 334 EspÃrito Santo BR-ES
## 335 EspÃrito Santo BR-ES
## 336 EspÃrito Santo BR-ES
## 337 EspÃrito Santo BR-ES
## 338 EspÃrito Santo BR-ES
## 339 EspÃrito Santo BR-ES
## 340 EspÃrito Santo BR-ES
## 341 EspÃrito Santo BR-ES
## 342 EspÃrito Santo BR-ES
## 343 EspÃrito Santo BR-ES
## 344 EspÃrito Santo BR-ES
## 345 EspÃrito Santo BR-ES
## 346 EspÃrito Santo BR-ES
## 347 EspÃrito Santo BR-ES
## 348 EspÃrito Santo BR-ES
## 349 EspÃrito Santo BR-ES
## 350 Rio de Janeiro BR-RJ
## 351 Rio de Janeiro BR-RJ
## 352 Rio de Janeiro BR-RJ
## 353 Rio de Janeiro BR-RJ
## 354 Rio de Janeiro BR-RJ
## 355 Rio de Janeiro BR-RJ
## 356 Rio de Janeiro BR-RJ
## 357 Rio de Janeiro BR-RJ
## 358 Rio de Janeiro BR-RJ
## 359 Rio de Janeiro BR-RJ
## 360 Rio de Janeiro BR-RJ
## 361 Rio de Janeiro BR-RJ
## 362 Rio de Janeiro BR-RJ
## 363 Rio de Janeiro BR-RJ
## 364 Rio de Janeiro BR-RJ
## 365 Rio de Janeiro BR-RJ
## 366 Rio de Janeiro BR-RJ
## 367 Rio de Janeiro BR-RJ
## 368 Rio de Janeiro BR-RJ
## 369 Rio de Janeiro BR-RJ
## 370 Rio de Janeiro BR-RJ
## 371 Rio de Janeiro BR-RJ
## 372 Rio de Janeiro BR-RJ
## 373 Rio de Janeiro BR-RJ
## 374 Rio de Janeiro BR-RJ
## 375 Rio de Janeiro BR-RJ
## 376 Rio de Janeiro BR-RJ
## 377 Rio de Janeiro BR-RJ
## 378 Rio de Janeiro BR-RJ
## 379 Rio de Janeiro BR-RJ
## 380 Rio de Janeiro BR-RJ
## 381 Rio de Janeiro BR-RJ
## 382 Rio de Janeiro BR-RJ
## 383 Rio de Janeiro BR-RJ
## 384 Rio de Janeiro BR-RJ
## 385 Rio de Janeiro BR-RJ
## 386 Rio de Janeiro BR-RJ
## 387 Rio de Janeiro BR-RJ
## 388 Rio de Janeiro BR-RJ
## 389 Rio de Janeiro BR-RJ
## 390 Rio de Janeiro BR-RJ
## 391 Rio de Janeiro BR-RJ
## 392 Rio de Janeiro BR-RJ
## 393 Rio de Janeiro BR-RJ
## 394 Rio de Janeiro BR-RJ
## 395 Rio de Janeiro BR-RJ
## 396 Rio de Janeiro BR-RJ
## 397 Rio de Janeiro BR-RJ
## 398 Rio de Janeiro BR-RJ
## 399 Rio de Janeiro BR-RJ
## 400 Rio de Janeiro BR-RJ
## 401 Rio de Janeiro BR-RJ
## 402 Rio de Janeiro BR-RJ
## 403 Rio de Janeiro BR-RJ
## 404 Rio de Janeiro BR-RJ
## 405 Rio de Janeiro BR-RJ
## 406 Rio de Janeiro BR-RJ
## 407 Rio de Janeiro BR-RJ
## 408 Rio de Janeiro BR-RJ
## 409 Rio de Janeiro BR-RJ
## 410 SÃ£o Paulo BR-SP
## 411 SÃ£o Paulo BR-SP
## 412 SÃ£o Paulo BR-SP
## 413 SÃ£o Paulo BR-SP
## 414 SÃ£o Paulo BR-SP
## 415 SÃ£o Paulo BR-SP
## 416 SÃ£o Paulo BR-SP
## 417 SÃ£o Paulo BR-SP
## 418 SÃ£o Paulo BR-SP
## 419 SÃ£o Paulo BR-SP
## 420 SÃ£o Paulo BR-SP
## 421 SÃ£o Paulo BR-SP
## 422 SÃ£o Paulo BR-SP
## 423 SÃ£o Paulo BR-SP
## 424 SÃ£o Paulo BR-SP
## 425 SÃ£o Paulo BR-SP
## 426 SÃ£o Paulo BR-SP
## 427 SÃ£o Paulo BR-SP
## 428 SÃ£o Paulo BR-SP
## 429 SÃ£o Paulo BR-SP
## 430 SÃ£o Paulo BR-SP
## 431 SÃ£o Paulo BR-SP
## 432 SÃ£o Paulo BR-SP
## 433 SÃ£o Paulo BR-SP
## 434 SÃ£o Paulo BR-SP
## 435 SÃ£o Paulo BR-SP
## 436 SÃ£o Paulo BR-SP
## 437 SÃ£o Paulo BR-SP
## 438 SÃ£o Paulo BR-SP
## 439 SÃ£o Paulo BR-SP
## 440 SÃ£o Paulo BR-SP
## 441 SÃ£o Paulo BR-SP
## 442 SÃ£o Paulo BR-SP
## 443 SÃ£o Paulo BR-SP
## 444 SÃ£o Paulo BR-SP
## 445 SÃ£o Paulo BR-SP
## 446 SÃ£o Paulo BR-SP
## 447 SÃ£o Paulo BR-SP
## 448 SÃ£o Paulo BR-SP
## 449 SÃ£o Paulo BR-SP
## 450 SÃ£o Paulo BR-SP
## 451 SÃ£o Paulo BR-SP
## 452 SÃ£o Paulo BR-SP
## 453 SÃ£o Paulo BR-SP
## 454 SÃ£o Paulo BR-SP
## 455 SÃ£o Paulo BR-SP
## 456 SÃ£o Paulo BR-SP
## 457 SÃ£o Paulo BR-SP
## 458 SÃ£o Paulo BR-SP
## 459 SÃ£o Paulo BR-SP
## 460 SÃ£o Paulo BR-SP
## 461 SÃ£o Paulo BR-SP
## 462 SÃ£o Paulo BR-SP
## 463 SÃ£o Paulo BR-SP
## 464 SÃ£o Paulo BR-SP
## 465 SÃ£o Paulo BR-SP
## 466 SÃ£o Paulo BR-SP
## 467 SÃ£o Paulo BR-SP
## 468 SÃ£o Paulo BR-SP
## 469 SÃ£o Paulo BR-SP
## 470 SÃ£o Paulo BR-SP
## 471 SÃ£o Paulo BR-SP
## 472 SÃ£o Paulo BR-SP
## 473 SÃ£o Paulo BR-SP
## 474 SÃ£o Paulo BR-SP
## 475 SÃ£o Paulo BR-SP
## 476 SÃ£o Paulo BR-SP
## 477 SÃ£o Paulo BR-SP
## 478 SÃ£o Paulo BR-SP
## 479 SÃ£o Paulo BR-SP
## 480 SÃ£o Paulo BR-SP
## 481 SÃ£o Paulo BR-SP
## 482 SÃ£o Paulo BR-SP
## 483 SÃ£o Paulo BR-SP
## 484 SÃ£o Paulo BR-SP
## 485 SÃ£o Paulo BR-SP
## 486 SÃ£o Paulo BR-SP
## 487 SÃ£o Paulo BR-SP
## 488 SÃ£o Paulo BR-SP
## 489 SÃ£o Paulo BR-SP
## 490 SÃ£o Paulo BR-SP
## 491 SÃ£o Paulo BR-SP
## 492 SÃ£o Paulo BR-SP
## 493 SÃ£o Paulo BR-SP
## 494 SÃ£o Paulo BR-SP
## 495 SÃ£o Paulo BR-SP
## 496 SÃ£o Paulo BR-SP
## 497 SÃ£o Paulo BR-SP
## 498 SÃ£o Paulo BR-SP
## 499 SÃ£o Paulo BR-SP
## 500 SÃ£o Paulo BR-SP
## 501 SÃ£o Paulo BR-SP
## 502 SÃ£o Paulo BR-SP
## 503 SÃ£o Paulo BR-SP
## 504 SÃ£o Paulo BR-SP
## 505 SÃ£o Paulo BR-SP
## 506 SÃ£o Paulo BR-SP
## 507 SÃ£o Paulo BR-SP
## 508 SÃ£o Paulo BR-SP
## 509 SÃ£o Paulo BR-SP
## 510 SÃ£o Paulo BR-SP
## 511 SÃ£o Paulo BR-SP
## 512 SÃ£o Paulo BR-SP
## 513 SÃ£o Paulo BR-SP
## 514 SÃ£o Paulo BR-SP
## 515 SÃ£o Paulo BR-SP
## 516 SÃ£o Paulo BR-SP
## 517 SÃ£o Paulo BR-SP
## 518 SÃ£o Paulo BR-SP
## 519 SÃ£o Paulo BR-SP
## 520 SÃ£o Paulo BR-SP
## 521 SÃ£o Paulo BR-SP
## 522 SÃ£o Paulo BR-SP
## 523 SÃ£o Paulo BR-SP
## 524 SÃ£o Paulo BR-SP
## 525 SÃ£o Paulo BR-SP
## 526 SÃ£o Paulo BR-SP
## 527 SÃ£o Paulo BR-SP
## 528 SÃ£o Paulo BR-SP
## 529 SÃ£o Paulo BR-SP
## 530 SÃ£o Paulo BR-SP
## 531 SÃ£o Paulo BR-SP
## 532 SÃ£o Paulo BR-SP
## 533 SÃ£o Paulo BR-SP
## 534 SÃ£o Paulo BR-SP
## 535 SÃ£o Paulo BR-SP
## 536 SÃ£o Paulo BR-SP
## 537 SÃ£o Paulo BR-SP
## 538 SÃ£o Paulo BR-SP
## 539 SÃ£o Paulo BR-SP
## 540 SÃ£o Paulo BR-SP
## 541 SÃ£o Paulo BR-SP
## 542 SÃ£o Paulo BR-SP
## 543 SÃ£o Paulo BR-SP
## 544 SÃ£o Paulo BR-SP
## 545 SÃ£o Paulo BR-SP
## 546 SÃ£o Paulo BR-SP
## 547 SÃ£o Paulo BR-SP
## 548 SÃ£o Paulo BR-SP
## 549 SÃ£o Paulo BR-SP
## 550 SÃ£o Paulo BR-SP
## 551 SÃ£o Paulo BR-SP
## 552 SÃ£o Paulo BR-SP
## 553 SÃ£o Paulo BR-SP
## 554 SÃ£o Paulo BR-SP
## 555 SÃ£o Paulo BR-SP
## 556 SÃ£o Paulo BR-SP
## 557 SÃ£o Paulo BR-SP
## 558 SÃ£o Paulo BR-SP
## 559 SÃ£o Paulo BR-SP
## 560 SÃ£o Paulo BR-SP
## 561 SÃ£o Paulo BR-SP
## 562 SÃ£o Paulo BR-SP
## 563 SÃ£o Paulo BR-SP
## 564 SÃ£o Paulo BR-SP
## 565 SÃ£o Paulo BR-SP
## 566 SÃ£o Paulo BR-SP
## 567 SÃ£o Paulo BR-SP
## 568 SÃ£o Paulo BR-SP
## 569 SÃ£o Paulo BR-SP
## 570 SÃ£o Paulo BR-SP
## 571 SÃ£o Paulo BR-SP
## 572 SÃ£o Paulo BR-SP
## 573 SÃ£o Paulo BR-SP
## 574 SÃ£o Paulo BR-SP
## 575 SÃ£o Paulo BR-SP
## 576 SÃ£o Paulo BR-SP
## 577 SÃ£o Paulo BR-SP
## 578 SÃ£o Paulo BR-SP
## 579 SÃ£o Paulo BR-SP
## 580 SÃ£o Paulo BR-SP
## 581 SÃ£o Paulo BR-SP
## 582 SÃ£o Paulo BR-SP
## 583 SÃ£o Paulo BR-SP
## 584 SÃ£o Paulo BR-SP
## 585 SÃ£o Paulo BR-SP
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## 857 Mato Grosso do Sul BR-MS
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## 1024 Santa Catarina BR-SC
## 1025 Santa Catarina BR-SC
## 1026 Santa Catarina BR-SC
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## 1038 Santa Catarina BR-SC
## 1039 Santa Catarina BR-SC
## 1040 Santa Catarina BR-SC
## 1041 Santa Catarina BR-SC
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## 1044 Santa Catarina BR-SC
## 1045 Santa Catarina BR-SC
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## 1048 Santa Catarina BR-SC
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## 1050 Santa Catarina BR-SC
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## 1052 Santa Catarina BR-SC
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## 1054 Santa Catarina BR-SC
## 1055 Santa Catarina BR-SC
## 1056 Santa Catarina BR-SC
## 1057 Santa Catarina BR-SC
## 1058 Santa Catarina BR-SC
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## 1060 Santa Catarina BR-SC
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## 1062 Santa Catarina BR-SC
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## 1064 Santa Catarina BR-SC
## 1065 Santa Catarina BR-SC
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## 1068 Santa Catarina BR-SC
## 1069 Santa Catarina BR-SC
## 1070 Santa Catarina BR-SC
## 1071 Santa Catarina BR-SC
## 1072 Santa Catarina BR-SC
## 1073 Santa Catarina BR-SC
## 1074 Santa Catarina BR-SC
## 1075 Rio Grande do Sul BR-RS
## 1076 Rio Grande do Sul BR-RS
## 1077 Rio Grande do Sul BR-RS
## 1078 Rio Grande do Sul BR-RS
## 1079 Rio Grande do Sul BR-RS
## 1080 Rio Grande do Sul BR-RS
## 1081 Rio Grande do Sul BR-RS
## 1082 Rio Grande do Sul BR-RS
## 1083 Rio Grande do Sul BR-RS
## 1084 Rio Grande do Sul BR-RS
## 1085 Rio Grande do Sul BR-RS
## 1086 Rio Grande do Sul BR-RS
## 1087 Rio Grande do Sul BR-RS
## 1088 Rio Grande do Sul BR-RS
## 1089 Rio Grande do Sul BR-RS
## 1090 Rio Grande do Sul BR-RS
## 1091 Rio Grande do Sul BR-RS
## 1092 Rio Grande do Sul BR-RS
## 1093 Rio Grande do Sul BR-RS
## 1094 Rio Grande do Sul BR-RS
## 1095 Rio Grande do Sul BR-RS
## 1096 Rio Grande do Sul BR-RS
## 1097 Rio Grande do Sul BR-RS
## 1098 Rio Grande do Sul BR-RS
## 1099 Rio Grande do Sul BR-RS
## 1100 Rio Grande do Sul BR-RS
## 1101 Rio Grande do Sul BR-RS
## 1102 Rio Grande do Sul BR-RS
## 1103 Rio Grande do Sul BR-RS
## 1104 Rio Grande do Sul BR-RS
## 1105 Rio Grande do Sul BR-RS
## 1106 Rio Grande do Sul BR-RS
## 1107 Rio Grande do Sul BR-RS
## 1108 Rio Grande do Sul BR-RS
## 1109 Rio Grande do Sul BR-RS
## 1110 Rio Grande do Sul BR-RS
## 1111 Rio Grande do Sul BR-RS
## 1112 Rio Grande do Sul BR-RS
## 1113 Rio Grande do Sul BR-RS
## 1114 Rio Grande do Sul BR-RS
## 1115 Rio Grande do Sul BR-RS
## 1116 Rio Grande do Sul BR-RS
## 1117 Rio Grande do Sul BR-RS
## 1118 Rio Grande do Sul BR-RS
## 1119 Rio Grande do Sul BR-RS
## 1120 Rio Grande do Sul BR-RS
## 1121 Rio Grande do Sul BR-RS
## 1122 Rio Grande do Sul BR-RS
## 1123 Rio Grande do Sul BR-RS
## 1124 Rio Grande do Sul BR-RS
## 1125 Rio Grande do Sul BR-RS
## 1126 Rio Grande do Sul BR-RS
## 1127 Rio Grande do Sul BR-RS
## 1128 Rio Grande do Sul BR-RS
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## 1130 Rio Grande do Sul BR-RS
## 1131 Rio Grande do Sul BR-RS
## 1132 Rio Grande do Sul BR-RS
## 1133 Rio Grande do Sul BR-RS
## 1134 Rio Grande do Sul BR-RS
## 1135 Rio Grande do Sul BR-RS
## 1136 Rio Grande do Sul BR-RS
## 1137 Rio Grande do Sul BR-RS
## 1138 Rio Grande do Sul BR-RS
## 1139 Rio Grande do Sul BR-RS
## 1140 Rio Grande do Sul BR-RS
## 1141 Rio Grande do Sul BR-RS
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## 1143 Rio Grande do Sul BR-RS
## 1144 Rio Grande do Sul BR-RS
## 1145 Canindeyu PY-14
## 1146 Amambay PY-13
## 1147 Itapua PY-7
## 1148 San Pedro PY-2
## 1149 Guaira PY-4
## 1150 Misiones AR-N
## 1151 Misiones AR-N
## 1152 Misiones AR-N
## 1153 Misiones AR-N
## 1154 Misiones AR-N
## 1155 Misiones AR-N
## 1156 Misiones AR-N
## 1157 Misiones AR-N
## 1158 Misiones AR-N
## 1159 Misiones AR-N
## 1160 Misiones AR-N
## 1161 Misiones AR-N
## 1162 Misiones AR-N
## 1163 Misiones AR-N
## municipality
## 1 Canto do Buriti
## 2 SÃ£o GonÃ§alo do Amarante
## 3 SÃ£o GonÃ§alo do Amarante
## 4 SÃ£o GonÃ§alo do Amarante
## 5 BaturitÃ©
## 6 Quebrangulo
## 7 Ubajara
## 8 Ubajara
## 9 Ubajara
## 10 SÃ£o JosÃ© de Mipibu
## 11 ArÃªs
## 12 ArÃªs
## 13 ArÃªs
## 14 EspÃrito Santo
## 15 EspÃrito Santo
## 16 Goianinha
## 17 Goianinha
## 18 Goianinha
## 19 Tibau do Sul
## 20 Goianinha
## 21 Goianinha
## 22 Goianinha
## 23 Canguaretama
## 24 Canguaretama
## 25 Canguaretama
## 26 Canguaretama
## 27 Canguaretama
## 28 Canguaretama
## 29 Canguaretama
## 30 Canguaretama
## 31 Canguaretama
## 32 Vila Flor
## 33 Santa Rita
## 34 Planalto da Boa EsperanÃ§a
## 35 Cabedelo
## 36 Roger
## 37 JoÃ£o Pessoa
## 38 JoÃ£o Pessoa
## 39 JoÃ£o Pessoa
## 40 JoÃ£o Pessoa
## 41 JoÃ£o Pessoa
## 42 Mamanguape
## 43 Mamanguape
## 44 Mamanguape
## 45 Mamanguape
## 46 Mamanguape
## 47 Mamanguape
## 48 Mamanguape
## 49 Mamanguape
## 50 Mamanguape
## 51 Mamanguape
## 52 Mamanguape
## 53 Mamanguape
## 54 Mamanguape e Rio Tinto
## 55 Mamanguape e Rio Tinto
## 56 Areia
## 57 Areia
## 58 JoÃ£o Pessoa
## 59 JoÃ£o Pessoa
## 60 SÃ£o LourenÃ§o da Mata
## 61 Igarassu
## 62 Igarassu
## 63 Igarassu
## 64 TamandarÃ©
## 65 TamandarÃ©
## 66 TamandarÃ©
## 67 TamandarÃ©
## 68 TamandarÃ©
## 69 TamandarÃ©
## 70 TamandarÃ©
## 71 TamandarÃ©
## 72 SÃ£o LourenÃ§o da Mata
## 73 SÃ£o LourenÃ§o da Mata
## 74 Paulista
## 75 Barreiros
## 76 NazarÃ© da Mata
## 77 Dois IrmÃ£os
## 78 Lagoa dos Gatos
## 79 Lagoa dos Gatos
## 80 Lagoa dos Gatos
## 81 Lagoa dos Gatos
## 82 Lagoa dos Gatos
## 83 Lagoa dos Gatos
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## 85 Jaqueira
## 86 Jaqueira
## 87 Jaqueira
## 88 Jaqueira
## 89 Igarassu
## 90 SÃ£o LourenÃ§o da Mata
## 91 Aldeia
## 92 TeotÃ´nio Vilela
## 93 Boca da Mata
## 94 Campo Alegre
## 95 Murici
## 96 Murici
## 97 Areia Branca
## 98 Capela
## 99 Aracaju e SÃ£o CristÃ³vÃ£o
## 100 Capela
## 101 Mata de SÃ£o JoÃ£o
## 102 Mata de SÃ£o JoÃ£o
## 103 IgrapiÃºna
## 104 Lauro de Freitas
## 105 Camacan e Pau-Brasil
## 106 Almadina
## 107 Almadina
## 108 IlhÃ©us
## 109 IlhÃ©us
## 110 Una
## 111 IlhÃ©us
## 112 Salvador
## 113 Conde
## 114 Conde
## 115 Conde
## 116 Conde
## 117 Conde
## 118 Conde
## 119 Conde
## 120 Conde
## 121 Conde
## 122 Conde
## 123 Conde
## 124 Conde
## 125 Conde
## 126 Conde
## 127 Conde
## 128 Catu
## 129 Catu
## 130 Catu
## 131 Catu
## 132 Catu
## 133 SÃ£o SebastiÃ£o do PassÃ©
## 134 Catu
## 135 Catu
## 136 Catu
## 137 SÃ£o SebastiÃ£o do PassÃ©
## 138 Catu
## 139 SÃ£o SebastiÃ£o do PassÃ©
## 140 Pojuca
## 141 Catu
## 142 Pojuca
## 143 SÃ£o SebastiÃ£o do PassÃ©
## 144 Pojuca
## 145 SÃ£o SebastiÃ£o do PassÃ©
## 146 AraÃ§Ã¡s
## 147 Catu
## 148 Mata de SÃ£o JoÃ£o
## 149 Santa Terezinha e ElÃsio Medrado
## 150 Palmeiras
## 151 IlhÃ©us
## 152 ItambÃ©
## 153 ValenÃ§a
## 154 UbaÃra
## 155 Nilo PeÃ§anha
## 156 Wenceslau GuimarÃ£es
## 157 Camamu
## 158 Jaguaripe
## 159 VitÃ³ria da Conquista
## 160 VitÃ³ria da Conquista
## 161 VitÃ³ria da Conquista
## 162 Itapetinga
## 163 Porto Seguro
## 164 Prado
## 165 JequiÃ©
## 166 Cairu
## 167 Nilo PeÃ§anha
## 168 Wenceslau GuimarÃ£es
## 169 Camamu
## 170 Ibirapitanga
## 171 Itamari
## 172 UruÃ§uca
## 173 Una
## 174 Arataca
## 175 Jussari
## 176 Una
## 177 Canavieiras
## 178 Belmonte
## 179 Itapebi
## 180 Porto Seguro
## 181 Santa Cruz de CabrÃ¡lia
## 182 Guaratinga
## 183 Porto Seguro
## 184 Prado
## 185 Teixeira de Freitas
## 186 Itamaraju
## 187 SÃ£o DesidÃ©rio
## 188 SÃ£o DesidÃ©rio
## 189 Miguel Calmon
## 190 Pontalina
## 191 QuirinÃ³polis
## 192 Santa Rita do Novo Destino
## 193 Rio Verde
## 194 Catas Altas
## 195 Araponga
## 196 Araponga
## 197 Araponga
## 198 Araponga
## 199 Araponga
## 200 Diamantina
## 201 Diamantina
## 202 Olhos-d'Ã<81>gua
## 203 Santo AntÃ´nio do ItambÃ©
## 204 SÃ£o GonÃ§alo do Rio Abaixo
## 205 Catas Altas
## 206 PoÃ§os de Caldas
## 207 Caratinga
## 208 Caratinga
## 209 Caratinga
## 210 Caratinga
## 211 Carrancas
## 212 Ituiutaba
## 213 SÃ£o GonÃ§alo do Rio Preto
## 214 Lima Duarte
## 215 Alfenas
## 216 ViÃ§osa
## 217 ViÃ§osa
## 218 Ouro Preto
## 219 Santana do Riacho
## 220 Santana do Riacho
## 221 Morro do Pilar
## 222 MarliÃ©ria
## 223 Almenara
## 224 Bandeira
## 225 Salto da Divisa
## 226 Santa Maria do Salto
## 227 Ladainha
## 228 PotÃ©
## 229 Rio Novo
## 230 Rio Novo
## 231 Alfenas
## 232 Monte Belo
## 233 Monte Belo
## 234 Descoberto
## 235 Rio Acima
## 236 Catas Altas
## 237 Nova Lima
## 238 Brumadinho
## 239 Ouro Branco
## 240 OuroPreto
## 241 OuroPreto
## 242 OuroPreto
## 243 Mariana
## 244 Mariana
## 245 Mariana
## 246 Mariana
## 247 PoÃ§os de Caldas
## 248 PoÃ§os de Caldas
## 249 PoÃ§os de Caldas
## 250 PoÃ§os de Caldas
## 251 Araponga
## 252 Araponga e Fervedouro
## 253 ErvÃ¡lia, Miradouro e MuriaÃ©
## 254 Nova Lima
## 255 Rio Preto
## 256 Rio Preto
## 257 Rio Preto
## 258 Rio Preto
## 259 Rio Preto
## 260 Rio Preto
## 261 Rio Preto
## 262 Rio Preto
## 263 Santa BÃ¡rbara do Monte Verde
## 264 Rio Preto
## 265 Santa BÃ¡rbara do Monte Verde
## 266 Rio Preto
## 267 Rio Preto
## 268 Camanducaia
## 269 BarÃ£o de Monte Alto
## 270 BarÃ£o de Monte Alto
## 271 BarÃ£o de Monte Alto
## 272 BarÃ£o de Monte Alto
## 273 BarÃ£o de Monte Alto
## 274 BarÃ£o de Monte Alto
## 275 BarÃ£o de Monte Alto
## 276 BarÃ£o de Monte Alto
## 277 BarÃ£o de Monte Alto
## 278 Ouro Preto
## 279 MarliÃ©ria
## 280 MarliÃ©ria
## 281 MarliÃ©ria
## 282 MuriarÃ©
## 283 Araponga
## 284 SimonÃ©sia
## 285 Ouro Branco
## 286 Ouro Branco
## 287 Ouro Branco
## 288 Ouro Branco
## 289 Ouro Branco
## 290 Ouro Branco
## 291 Ouro Branco
## 292 Ouro Branco
## 293 Ouro Preto
## 294 Ouro Preto
## 295 Ouro Branco
## 296 Ouro Preto
## 297 Ouro Preto
## 298 Ouro Preto
## 299 Ouro Preto
## 300 Ouro Preto
## 301 Ouro Preto
## 302 Monte Belo
## 303 Tiradentes
## 304 Belo Horizonte
## 305 Belo Horizonte
## 306 Belo Horizonte
## 307 Belo Horizonte
## 308 Belo Horizonte
## 309 Belo Horizonte
## 310 PoÃ§os de Caldas
## 311 Santa Teresa
## 312 Alfredo Chaves
## 313 VitÃ³ria
## 314 Marechal Floriano
## 315 Santa Teresa
## 316 VitÃ³ria
## 317 SÃ£o Roque do CanaÃ£
## 318 SÃ£o Roque do CanaÃ£
## 319 Domingos Martins
## 320 Castelo
## 321 AtÃlio Vivacqua
## 322 Presidente Kennedy
## 323 Guarapari
## 324 Linhares
## 325 ConceiÃ§Ã£o da Barra
## 326 ConceiÃ§Ã£o da Barra
## 327 Linhares
## 328 Santa Teresa
## 329 Afonso ClÃ¡udio
## 330 Cariacica
## 331 FundÃ£o
## 332 SÃ£o Mateus
## 333 Guarapari
## 334 Presidente Kennedy
## 335 Santa Teresa
## 336 Santa Teresa
## 337 Santa Teresa
## 338 Santa Teresa
## 339 Santa Teresa
## 340 Linhares
## 341 Castelo
## 342 Itarana
## 343 Santa Teresa
## 344 Anchiera
## 345 Linhares
## 346 Linhares
## 347 Alto Alegre
## 348 Serra
## 349 Santa Teresa
## 350 Saquarema
## 351 Casimiro de Abreu
## 352 Cambuci
## 353 Cachoeiras de Macacu
## 354 SÃ£o JoÃ£o da Barra
## 355 Angra dos Reis
## 356 Mangaratiba
## 357 Mangaratiba
## 358 Angra dos Reis
## 359 Mangaratiba
## 360 Angra dos Reis
## 361 NiterÃ³i
## 362 Angra dos Reis
## 363 TeresÃ³polis
## 364 SoropÃ©dia
## 365 Angra dos Reis
## 366 Mangaratiba
## 367 Nova Friburgo
## 368 Rio das Ostras
## 369 Mendes
## 370 TeresÃ³polis
## 371 Rio das Ostras
## 372 Rio das Ostras
## 373 Angra dos Reis
## 374 Rio de Janeiro
## 375 SeropÃ©dica
## 376 Angra dos Reis
## 377 Iguaba Grande
## 378 MaricÃ¡
## 379 ItaguaÃ
## 380 Rio de Janeiro
## 381 NiterÃ³i
## 382 Rio de Janeiro
## 383 Rio de Janeiro
## 384 Rio de Janeiro
## 385 NiterÃ³i
## 386 Angra dos Reis
## 387 Cachoeiras de Macacu
## 388 SÃ£o JoÃ£o da Barra
## 389 Carapebus
## 390 Araruama
## 391 MaricÃ¡
## 392 Rio de Janeiro
## 393 Angra dos Reis
## 394 Guapimirim
## 395 Mangaratiba
## 396 Duque de Caxias
## 397 Mangaratiba e ItaguaÃ
## 398 Mangaratiba
## 399 Guapimirim
## 400 MaricÃ¡
## 401 Cachoeiras de Macacu
## 402 Santa Maria Madalena, SÃ£o FidÃ©lis e Campos dos Goytacazes
## 403 Nova Friburgo
## 404 Nova Friburgo
## 405 TeresÃ³polis
## 406 Rio de Janeiro
## 407 Carapebus
## 408 Angra dos Reis
## 409 Guapirim e Cachoeiras de Macacu
## 410 SÃ£o Miguel Arcanjo
## 411 Ubatuba
## 412 CabreÃºva
## 413 Pilar do Sul
## 414 Pedregulho
## 415 Iporanga
## 416 Iporanga
## 417 Iporanga
## 418 Iporanga
## 419 Iporanga
## 420 Iporanga
## 421 Assis
## 422 Assis
## 423 Assis
## 424 Assis
## 425 Assis
## 426 Assis
## 427 Assis
## 428 Assis
## 429 Assis
## 430 Assis
## 431 Assis
## 432 Assis
## 433 Assis
## 434 Angatuba
## 435 Angatuba
## 436 Angatuba
## 437 Angatuba
## 438 Angatuba
## 439 Angatuba
## 440 Angatuba
## 441 Angatuba
## 442 Angatuba
## 443 Angatuba
## 444 Angatuba
## 445 Angatuba
## 446 Angatuba
## 447 Angatuba
## 448 Angatuba
## 449 Angatuba
## 450 Angatuba
## 451 Angatuba
## 452 Angatuba
## 453 Angatuba
## 454 Angatuba
## 455 Angatuba
## 456 Angatuba
## 457 Angatuba
## 458 Angatuba
## 459 Ã<81>guas de Santa BÃ¡rbara
## 460 Ã<81>guas de Santa BÃ¡rbara
## 461 Ã<81>guas de Santa BÃ¡rbara
## 462 Ã<81>guas de Santa BÃ¡rbara
## 463 Ã<81>guas de Santa BÃ¡rbara
## 464 Ã<81>guas de Santa BÃ¡rbara
## 465 Ã<81>guas de Santa BÃ¡rbara
## 466 Ã<81>guas de Santa BÃ¡rbara
## 467 Ã<81>guas de Santa BÃ¡rbara
## 468 Ã<81>guas de Santa BÃ¡rbara
## 469 Ã<81>guas de Santa BÃ¡rbara
## 470 Ã<81>guas de Santa BÃ¡rbara
## 471 Ã<81>guas de Santa BÃ¡rbara
## 472 Ã<81>guas de Santa BÃ¡rbara
## 473 Ã<81>guas de Santa BÃ¡rbara
## 474 Ã<81>guas de Santa BÃ¡rbara
## 475 Ã<81>guas de Santa BÃ¡rbara
## 476 Ã<81>guas de Santa BÃ¡rbara
## 477 Ã<81>guas de Santa BÃ¡rbara
## 478 Ã<81>guas de Santa BÃ¡rbara
## 479 Ã<81>guas de Santa BÃ¡rbara
## 480 Ã<81>guas de Santa BÃ¡rbara
## 481 Ã<81>guas de Santa BÃ¡rbara
## 482 Ã<81>guas de Santa BÃ¡rbara
## 483 Ã<81>guas de Santa BÃ¡rbara
## 484 Ã<81>guas de Santa BÃ¡rbara
## 485 Ã<81>guas de Santa BÃ¡rbara
## 486 Ã<81>guas de Santa BÃ¡rbara
## 487 Ã<81>guas de Santa BÃ¡rbara
## 488 Ã<81>guas de Santa BÃ¡rbara
## 489 Ã<81>guas de Santa BÃ¡rbara
## 490 Botucatu
## 491 Botucatu
## 492 Botucatu
## 493 Botucatu
## 494 Botucatu
## 495 Botucatu
## 496 Botucatu
## 497 Botucatu
## 498 Botucatu
## 499 Botucatu
## 500 Botucatu
## 501 Botucatu
## 502 Botucatu
## 503 Botucatu
## 504 Botucatu
## 505 Botucatu
## 506 Botucatu
## 507 Pedreira
## 508 CosmÃ³polis
## 509 JaguariÃºna
## 510 CapÃ£o Bonito
## 511 SÃ£o Luis do Paraitinga
## 512 Santa Rita do Passa Quatro
## 513 Santa Rita do Passa Quatro
## 514 Santa Rita do Passa Quatro
## 515 Santa Rita do Passa Quatro
## 516 Santa Rita do Passa Quatro
## 517 Santa Rita do Passa Quatro
## 518 Guararapes
## 519 RibeirÃ£o Grande
## 520 SalesÃ³polis
## 521 Sete Barras
## 522 Sete Barras
## 523 Sete Barras
## 524 Sete Barras
## 525 Sete Barras
## 526 Sete Barras
## 527 Sete Barras
## 528 Sete Barras
## 529 Itirapina
## 530 Bauru
## 531 GarÃ§a
## 532 LupÃ©rcio
## 533 Arealva
## 534 AvaÃ
## 535 PaulistÃ¢nia
## 536 GÃ¡lia
## 537 GÃ¡lia
## 538 GÃ¡lia
## 539 GÃ¡lia
## 540 GÃ¡lia
## 541 GÃ¡lia
## 542 GÃ¡lia
## 543 AlvinlÃ¢ndia
## 544 GÃ¡lia
## 545 GÃ¡lia
## 546 GÃ¡lia
## 547 GÃ¡lia
## 548 GÃ¡lia
## 549 GÃ¡lia
## 550 AlvinlÃ¢ndia
## 551 Piedade
## 552 Cotia
## 553 RibeirÃ£o Grande
## 554 Piedade
## 555 Ibiuna
## 556 RibeirÃ£o Grande
## 557 Pedro de Toledo
## 558 Caraguatatuba
## 559 Santa Isabel
## 560 Sorocaba
## 561 JundiaÃ
## 562 JundiaÃ
## 563 JundiaÃ
## 564 JundiaÃ
## 565 JundiaÃ
## 566 JundiaÃ
## 567 JundiaÃ
## 568 JundiaÃ
## 569 JundiaÃ
## 570 JundiaÃ
## 571 Ubatuba
## 572 Ubatuba
## 573 Ubatuba
## 574 TapiraÃ
## 575 Luiz AntÃ´nio
## 576 Anhembi
## 577 SalesÃ³polis
## 578 IcÃ©m
## 579 IcÃ©m
## 580 IcÃ©m
## 581 IcÃ©m
## 582 IcÃ©m
## 583 IcÃ©m
## 584 IcÃ©m
## 585 IcÃ©m
## 586 IcÃ©m
## 587 IcÃ©m
## 588 IcÃ©m
## 589 IcÃ©m
## 590 IcÃ©m
## 591 IcÃ©m
## 592 IcÃ©m
## 593 IcÃ©m
## 594 IcÃ©m
## 595 IcÃ©m
## 596 IcÃ©m
## 597 Jaboticabal
## 598 Macaubal
## 599 Macaubal
## 600 Macaubal
## 601 Magda
## 602 Magda
## 603 Magda
## 604 Magda
## 605 MatÃ£o
## 606 MatÃ£o
## 607 Onda Verde
## 608 Onda Verde
## 609 Onda Verde
## 610 Palestina
## 611 Palestina
## 612 Palestina
## 613 Pindorama
## 614 Pindorama
## 615 Pindorama
## 616 IcÃ©m
## 617 IcÃ©m
## 618 IcÃ©m
## 619 IcÃ©m
## 620 IcÃ©m
## 621 IcÃ©m
## 622 IcÃ©m
## 623 IcÃ©m
## 624 IcÃ©m
## 625 IcÃ©m
## 626 IcÃ©m
## 627 IcÃ©m
## 628 SÃ£o Paulo
## 629 SÃ£o SebastiÃ£o
## 630 SÃ£o LuÃs do Paraitinga
## 631 Limeira
## 632 JaguariÃºna
## 633 Araras
## 634 Artur Nogueira
## 635 Conchal
## 636 Engenheiro Coelho
## 637 Eldorado
## 638 Barra do Turvo
## 639 Bertioga
## 640 Bertioga
## 641 Bertioga
## 642 Bertioga
## 643 Bertioga
## 644 Bertioga
## 645 Bertioga
## 646 Bertioga
## 647 Bertioga
## 648 Bertioga
## 649 Bertioga
## 650 Cotia
## 651 IbiÃºna
## 652 Botucatu
## 653 SÃ£o Miguel Arcanjo
## 654 SÃ£o Miguel Arcanjo
## 655 SÃ£o Miguel Arcanjo
## 656 Sete Barras
## 657 CapÃ£o Bonito
## 658 Sete Barras
## 659 SÃ£o Miguel Arcanjo
## 660 SalesÃ³polis
## 661 CananÃ©ia
## 662 Iporanga
## 663 Ubatuba
## 664 Iguape
## 665 Iporanga
## 666 Mogi das Cruzes
## 667 SÃ£o JosÃ© do Barreiro
## 668 CabreÃºva
## 669 Ubatuba
## 670 Atibaia
## 671 SÃ£o LuÃs do Paraitinga
## 672 Pindamonhangaba
## 673 Santana de ParnaÃba
## 674 Sete Barras
## 675 Sete Barras
## 676 JundiaÃ
## 677 Ubatuba
## 678 SalesÃ³polis
## 679 Ubatuba
## 680 Piquete
## 681 CorumbataÃ
## 682 Angatuba
## 683 Bertioga
## 684 ItanhaÃ©m
## 685 Iguape
## 686 Ubatuba
## 687 Botucatu
## 688 Borebi
## 689 LenÃ§Ã³is Paulista
## 690 AvarÃ©
## 691 LenÃ§Ã³is Paulista
## 692 Ã<81>guas de Santa BÃ¡rbara
## 693 Agudos
## 694 JaÃº
## 695 ItanhaÃ©m
## 696 Mogi das Cruzes
## 697 MiguelÃ³polis
## 698 Botucatu
## 699 Sorocaba
## 700 SÃ£o Miguel Arcanjo
## 701 PeruÃbe
## 702 VitÃ³ria Brasil
## 703 Palestina
## 704 Atibaia
## 705 AraÃ§atuba
## 706 AraÃ§atuba
## 707 AraÃ§atuba
## 708 AraÃ§atuba
## 709 AraÃ§atuba
## 710 AraÃ§atuba
## 711 AraÃ§atuba
## 712 Pilar do Sul
## 713 Palestina
## 714 Luiz AntÃ´nio
## 715 SalesÃ³polis
## 716 CananÃ©ia
## 717 PeruÃbe
## 718 RibeirÃ£o Branco e ApiaÃ
## 719 Luiz AntÃ´nio
## 720 Nova alianÃ§a
## 721 Nova alianÃ§a
## 722 JundiaÃ
## 723 Assis
## 724 Assis
## 725 Assis
## 726 Assis
## 727 Assis
## 728 Assis
## 729 Assis
## 730 Assis
## 731 Botucatu
## 732 Botucatu
## 733 Botucatu
## 734 Botucatu
## 735 Botucatu
## 736 Botucatu
## 737 Botucatu
## 738 Botucatu
## 739 Botucatu
## 740 Botucatu
## 741 SÃ£o Manuel
## 742 PratÃ¢nia
## 743 Itatinga
## 744 SÃ£o Manuel
## 745 Borebi
## 746 Borebi
## 747 Borebi
## 748 Bauru
## 749 Brotas
## 750 Brotas
## 751 Brotas
## 752 Itirapina
## 753 Ã<81>guas de Santa BÃ¡rbara
## 754 Ã<81>guas de Santa BÃ¡rbara
## 755 Botucatu
## 756 Bauru
## 757 Bauru
## 758 Bauru
## 759 Agudos
## 760 Agudos
## 761 Iacanga
## 762 Piratininga
## 763 AvaÃ
## 764 Pederneiras
## 765 Botucatu
## 766 Botucatu
## 767 Nova Itapirema
## 768 Santo Antonio do AracanguÃ¡
## 769 Macaubal
## 770 Pindorama
## 771 Sales
## 772 UniÃ£o Paulista
## 773 Palestina
## 774 Palestina
## 775 MatÃ£o
## 776 Bebedouro
## 777 Barretos
## 778 Votuporanga
## 779 Taquaritinga
## 780 SÃ£o JoÃ£o de Iracema
## 781 Nova Granada
## 782 Turmalina
## 783 Novo Horizonte
## 784 Planalto
## 785 Barretos
## 786 SÃ£o Carlos
## 787 Santa FÃ© do Sul
## 788 Santa FÃ© do Sul
## 789 Santa FÃ© do Sul
## 790 Santa FÃ© do Sul
## 791 Santa FÃ© do Sul
## 792 Santa FÃ© do Sul
## 793 Santa FÃ© do Sul
## 794 Santa FÃ© do Sul
## 795 Teodoro Sampaio
## 796 Ubatuba
## 797 Ubatuba
## 798 Ubatuba
## 799 Ubatuba
## 800 Ilhabela
## 801 Botucatu
## 802 LuÃs AntÃ´nio
## 803 SÃ£o JosÃ© do Barreiro
## 804 SÃ£o JosÃ© do Barreiro
## 805 IcÃ©m
## 806 IcÃ©m
## 807 IcÃ©m
## 808 IcÃ©m
## 809 IcÃ©m
## 810 IcÃ©m
## 811 RibeirÃ£o Grande
## 812 RibeirÃ£o Grande
## 813 Botucatu
## 814 Botucatu
## 815 Rio Claro
## 816 SÃ£o Luiz do Paraitinga
## 817 Santo AndrÃ©
## 818 Nova Itapirema
## 819 Nova Itapirema
## 820 Nova Itapirema
## 821 Nova Itapirema
## 822 Nova Itapirema
## 823 Nova Itapirema
## 824 Nova Itapirema
## 825 Nova Itapirema
## 826 Nova Itapirema
## 827 Nova Itapirema
## 828 Santo AndrÃ©
## 829 CananÃ©ia
## 830 CananÃ©ia
## 831 CananÃ©ia
## 832 CananÃ©ia
## 833 CananÃ©ia
## 834 CananÃ©ia
## 835 CananÃ©ia
## 836 CananÃ©ia
## 837 CananÃ©ia
## 838 Lorena
## 839 SapucaÃ-Mirim
## 840 IgaratÃ¡
## 841 Lorena
## 842 TaubatÃ©
## 843 Jambeiro,RedenÃ§Ã£o da Serra
## 844 SÃ£o LuÃs do Paraitinga
## 845 Pindamonhangaba
## 846 Mogi das Cruzes,Bertioga
## 847 Santa Branca
## 848 Bananal
## 849 Rio Claro
## 850 Rio Claro
## 851 Campinas
## 852 CananÃ©ia
## 853 CananÃ©ia
## 854 Ilha Comprida
## 855 Pariquera-AÃ§u
## 856 Iguape
## 857 Bonito, Bodoquena, Jardim e Porto Murtinho
## 858 MaringÃ¡
## 859 MaringÃ¡
## 860 MaringÃ¡
## 861 MaringÃ¡
## 862 Morretes
## 863 PiraÃ do Sul
## 864 BocaiÃºva do Sul
## 865 TrÃªs Barras do ParanÃ¡
## 866 Quatro Barras
## 867 Palmeira
## 868 Morretes
## 869 Balsa Nova
## 870 GuaraqueÃ§aba
## 871 Tijucas do Sul
## 872 Tijucas do Sul
## 873 Tijucas do Sul
## 874 FÃªnix
## 875 SÃ£o JosÃ© dos Pinhais
## 876 Fazenda Rio Grande
## 877 General Carneiro
## 878 CandÃ³i
## 879 Rio Negro
## 880 Fernandes Pinheiro
## 881 Palmas
## 882 AraucÃ¡ria
## 883 Castro
## 884 Ponta Grossa
## 885 Platina
## 886 Palmas
## 887 Curitiba
## 888 Castro
## 889 CandÃ³i
## 890 SÃ£o JosÃ© dos Pinhais
## 891 PiraÃ do Sul
## 892 GuaraqueÃ§ab
## 893 Guarapuava
## 894 Piraquara
## 895 Piraquara
## 896 Piraquara
## 897 Piraquara
## 898 ParanaguÃ¡
## 899 Matinhos
## 900 GuaraqueÃ§aba
## 901 ParanaguÃ¡
## 902 GuaraqueÃ§aba
## 903 Campina Grande do Sul
## 904 Campina Grande do Sul
## 905 BocaiÃºva do Sul
## 906 Campo Largo
## 907 Campo Largo
## 908 Campo Largo
## 909 Campo Largo
## 910 Campo Largo
## 911 Alvorada do Sul
## 912 Londrina
## 913 Londrina
## 914 Londrina
## 915 Ortigueira
## 916 Ponta Grossa
## 917 TelÃªmaco Borba
## 918 TelÃªmaco Borba
## 919 TelÃªmaco Borba
## 920 TelÃªmaco Borba
## 921 TelÃªmaco Borba
## 922 TelÃªmaco Borba
## 923 TelÃªmaco Borba
## 924 TelÃªmaco Borba
## 925 TelÃªmaco Borba
## 926 TelÃªmaco Borba
## 927 TelÃªmaco Borba
## 928 TelÃªmaco Borba
## 929 TelÃªmaco Borba
## 930 TelÃªmaco Borba
## 931 TelÃªmaco Borba
## 932 TelÃªmaco Borba
## 933 Foz do IguaÃ§Ãº
## 934 CÃ©u Azul
## 935 RibeirÃ£o Claro
## 936 Diamante do Norte
## 937 Diamante do Norte
## 938 Diamante do Norte
## 939 Diamante do Norte
## 940 Diamante do Norte
## 941 Diamante do Norte
## 942 Diamante do Norte
## 943 Diamante do Norte
## 944 Diamante do Norte
## 945 Diamante do Norte
## 946 Diamante do Norte
## 947 Diamante do Norte
## 948 Diamante do Norte
## 949 Diamante do Norte
## 950 Diamante do Norte
## 951 Diamante do Norte
## 952 Diamante do Norte
## 953 Diamante do Norte
## 954 Diamante do Norte
## 955 Diamante do Norte
## 956 Diamante do Norte
## 957 Quatro Barras
## 958 General Carneiro
## 959 General Carneiro
## 960 General Carneiro
## 961 General Carneiro
## 962 General Carneiro
## 963 General Carneiro
## 964 General Carneiro
## 965 General Carneiro
## 966 General Carneiro
## 967 General Carneiro
## 968 General Carneiro
## 969 General Carneiro
## 970 General Carneiro
## 971 General Carneiro
## 972 General Carneiro
## 973 General Carneiro
## 974 General Carneiro
## 975 Palmas
## 976 Palmas
## 977 Palmas
## 978 Palmas
## 979 Palmas
## 980 Palmas
## 981 Palmas
## 982 Palmas
## 983 Palmas
## 984 Palmas
## 985 Palmas
## 986 PiraÃ do Sul
## 987 Tibagi
## 988 Ponta Grossa
## 989 Castro
## 990 Palmas
## 991 Fernandes Pinheiro
## 992 Fernandes Pinheiro
## 993 Fernandes Pinheiro
## 994 Fernandes Pinheiro
## 995 Fernandes Pinheiro
## 996 Fernandes Pinheiro
## 997 Fernandes Pinheiro
## 998 Fernandes Pinheiro
## 999 Fazenda Rio Grande
## 1000 Fazenda Rio Grande
## 1001 Fazenda Rio Grande
## 1002 Fazenda Rio Grande
## 1003 Fazenda Rio Grande
## 1004 Fazenda Rio Grande
## 1005 Fazenda Rio Grande
## 1006 Fazenda Rio Grande
## 1007 Fazenda Rio Grande
## 1008 Fazenda Rio Grande
## 1009 Fazenda Rio Grande
## 1010 SÃ£o Pedro do IvaÃ
## 1011 GuaraqueÃ§aba
## 1012 GuaraqueÃ§aba
## 1013 Londrina
## 1014 Castro
## 1015 CarambeÃ
## 1016 CarambeÃ
## 1017 CarambeÃ
## 1018 CarambeÃ
## 1019 CarambeÃ
## 1020 CarambeÃ
## 1021 CarambeÃ
## 1022 CarambeÃ
## 1023 ConcÃ³rdia
## 1024 ConcÃ³rdia
## 1025 ConcÃ³rdia
## 1026 ConcÃ³rdia
## 1027 ConcÃ³rdia
## 1028 ConcÃ³rdia
## 1029 ConcÃ³rdia
## 1030 ConcÃ³rdia
## 1031 Ã<81>guas Frias
## 1032 Tunas do ParanÃ¡
## 1033 Pedro de Toledo
## 1034 Nova Veneza
## 1035 GrÃ£o ParÃ¡
## 1036 Urussanga
## 1037 CriciÃºma
## 1038 Ponte Serrada
## 1039 Treviso
## 1040 Treviso
## 1041 Treviso
## 1042 CriciÃºma
## 1043 CriciÃºma
## 1044 CriciÃºma
## 1045 CriciÃºma
## 1046 CriciÃºma
## 1047 CriciÃºma
## 1048 CriciÃºma
## 1049 Ibirama
## 1050 Santo Amaro da Imperatriz
## 1051 FlorianÃ³polis
## 1052 IpuaÃ§u
## 1053 Lebon RÃ©gis
## 1054 Guatambu
## 1055 ChapecÃ³
## 1056 Ponte Serrada
## 1057 Joinville
## 1058 Joinville
## 1059 Joinville
## 1060 Joinville
## 1061 SiderÃ³polis
## 1062 Ã<81>gua Doce
## 1063 Ã<81>gua Doce
## 1064 Pedras Grandes
## 1065 Joinville
## 1066 SÃ£o Miguel do Oeste
## 1067 FlorianÃ³polis
## 1068 FlorianÃ³polis
## 1069 FlorianÃ³polis
## 1070 Urubici
## 1071 Turvo
## 1072 TimbÃ© do Sul
## 1073 PalhoÃ§a
## 1074 Santo Amaro da Imperatriz
## 1075 Faxinalzinho
## 1076 Palmares do Sul
## 1077 Tapes
## 1078 Itaara
## 1079 SÃ£o Francisco de Paula
## 1080 Faxinal do Soturno
## 1081 ViamÃ£o
## 1082 Torres
## 1083 Capivari do Sul
## 1084 CambarÃ¡ do Sul
## 1085 Pelotas
## 1086 Porto Alegre
## 1087 Santa VitÃ³ria do Palmar
## 1088 Santa VitÃ³ria do Palmar
## 1089 Santa VitÃ³ria do Palmar
## 1090 Santa VitÃ³ria do Palmar
## 1091 Derrubadas
## 1092 SÃ£o Francisco de Paula
## 1093 Santa Maria
## 1094 Rio Grande
## 1095 Rio Grande
## 1096 Mostardas
## 1097 Mostardas
## 1098 Mostardas
## 1099 Tavares
## 1100 SÃ£o JosÃ© do Norte
## 1101 Tapes
## 1102 Rio Grande
## 1103 Rio Grande
## 1104 Rio Grande
## 1105 Santa VitÃ³ria do Palmar
## 1106 MaquinÃ©
## 1107 Dom Pedro de AlcÃ¢ntara
## 1108 CandelÃ¡ria
## 1109 Caxias do Sul
## 1110 CambarÃ¡ do Sul
## 1111 CambarÃ¡ do Sul
## 1112 SÃ£o JosÃ© dos Ausentes
## 1113 Lagoa Vermelha
## 1114 Tio Hugo
## 1115 Mostardas
## 1116 Mostardas
## 1117 Mostardas
## 1118 Soledade
## 1119 Soledade
## 1120 Soledade
## 1121 Soledade
## 1122 Soledade
## 1123 Vacaria
## 1124 Vacaria
## 1125 Vacaria
## 1126 Vacaria
## 1127 Vacaria
## 1128 Vacaria
## 1129 Vacaria
## 1130 Sapiranga
## 1131 Novo Hamburgo
## 1132 Mostardas
## 1133 Sentinela do Sul
## 1134 Rio Grande
## 1135 Rio Grande
## 1136 Rio Grande
## 1137 Canoas
## 1138 Santa Maria
## 1139 Torres
## 1140 Torres
## 1141 Torres
## 1142 Torres
## 1143 SertÃ£o
## 1144 Triunfo
## 1145 Ygatimi
## 1146 Pedro Juan Caballero
## 1147 Alto Vera
## 1148 Santa Rosa Del Aguaray
## 1149 General Garay
## 1150 IguazÃº
## 1151 IguazÃº
## 1152 General Manuel Belgrano
## 1153 San Pedro
## 1154 CainguÃ¡s
## 1155 CainguÃ¡s
## 1156 Manuel Belgrano
## 1157 IguazÃº
## 1158 Manuel Belgrano
## 1159 Posadas
## 1160 Montecarlo
## 1161 San Pedro
## 1162 CainguÃ¡s
## 1163 OberÃ¡
## site
## 1 Parque Nacional Serra das ConfusÃµes
## 2 Dunas
## 3 Jardim BotÃ¢nicoÂ Municipal deÂ Bauru
## 4 TaÃba
## 5 Serra de BaturitÃ©
## 6 Reserva BiolÃ³gica de Pedra Talhada
## 7 Planalto da Ibiapaba
## 8 Planalto da Ibiapaba
## 9 Planalto da Ibiapaba
## 10 Patch A
## 11 Patch B
## 12 Patch C
## 13 Patch D
## 14 Patch E
## 15 Patch F
## 16 Patch G
## 17 Patch H
## 18 Patch I
## 19 Patch J
## 20 Patch K
## 21 Patch L
## 22 Patch M
## 23 Patch N
## 24 Patch O
## 25 Patch P
## 26 Patch Q
## 27 Patch R
## 28 Patch S
## 29 Patch T
## 30 Patch U
## 31 Patch V
## 32 Patch W
## 33 Reserva Particular do PatrimÃ´nio Natural GargaÃº
## 34 Parque Natural Municipal do CuiÃ¡
## 35 Floresta Nacional da Restinga de Cabedelo
## 36 Parque ZoobotÃ¢nico Arruda CÃ¢mara
## 37 RefÃºgio da Vida Silvestre Mata do Buraquinho
## 38 Parque Estadual Mata do Xem-Xem
## 39 CÃ¢mpus I da Universidade Federal da ParaÃba
## 40 Horto Florestal Cidade Verde
## 41 Parque Cabo Branco
## 42 Reserva BiolÃ³gica Guaribas
## 43 Reserva BiolÃ³gica Guaribas
## 44 Reserva BiolÃ³gica Guaribas
## 45 Reserva BiolÃ³gica Guaribas
## 46 Reserva BiolÃ³gica Guaribas
## 47 Reserva BiolÃ³gica Guaribas
## 48 Reserva BiolÃ³gica Guaribas
## 49 Reserva BiolÃ³gica Guaribas
## 50 Reserva BiolÃ³gica Guaribas
## 51 Reserva BiolÃ³gica Guaribas
## 52 Reserva BiolÃ³gica Guaribas
## 53 Reserva BiolÃ³gica Guaribas
## 54 Reserva BiolÃ³gicaÂ Guaribas
## 55 Reserva BiolÃ³gicaÂ Guaribas
## 56 Reserva EcolÃ³gica Mata do Pau Ferro
## 57 Reserva EcolÃ³gica Mata do Pau Ferro
## 58 Jardim BotÃ¢nico Benjamim MaranhÃ£o
## 59 Ã<81>rea de PreservaÃ§Ã£o Permanente Mata do Buraquinho
## 60 EstaÃ§Ã£o EcolÃ³gica do TapacurÃ¡
## 61 Reserva da Usina SÃ£o JosÃ©
## 62 Reserva da Usina SÃ£o JosÃ©
## 63 Reserva da Usina SÃ£o JosÃ©
## 64 Reserva BiolÃ³gica de Saltinho
## 65 Reserva BiolÃ³gica de Saltinho
## 66 Reserva BiolÃ³gica de Saltinho
## 67 Reserva BiolÃ³gica de Saltinho
## 68 Reserva BiolÃ³gica de Saltinho
## 69 Reserva BiolÃ³gica de Saltinho
## 70 Reserva BiolÃ³gica de Saltinho
## 71 Reserva BiolÃ³gica de Saltinho
## 72 EstaÃ§Ã£o EcolÃ³gica do TapacurÃ¡
## 73 EstaÃ§Ã£o EcolÃ³gica do TapacurÃ¡
## 74 EstaÃ§Ã£o EcolÃ³gica de CaetÃ©s
## 75 <NA>
## 76 Engenho Santa FÃ©
## 77 Parque Estadual de Dois IrmÃ£os
## 78 Reserva Particular do PatrimÃ´nio Natural Pedra Dâ€™Antas
## 79 Reserva Particular do PatrimÃ´nio Natural Pedra Dâ€™Antas
## 80 Reserva Particular do PatrimÃ´nio Natural Pedra Dâ€™Antas
## 81 Reserva Particular do PatrimÃ´nio Natural Pedra Dâ€™Antas
## 82 Reserva Particular do PatrimÃ´nio Natural Pedra Dâ€™Antas
## 83 Reserva Particular do PatrimÃ´nio Natural Pedra Dâ€™Antas
## 84 Reserva Particular do PatrimÃ´nio Natural Frei Caneca (Mata do Quengo)
## 85 Reserva Particular do PatrimÃ´nio Natural Frei Caneca (AÃ§ude das MoÃ§as)
## 86 Reserva Particular do PatrimÃ´nio Natural Frei Caneca (Ã<81>rea dos Bois)
## 87 Reserva Particular do PatrimÃ´nio Natural Frei Caneca (Pedra do Cruzeiro)
## 88 Reserva Particular do PatrimÃ´nio Natural Frei Caneca (Mata do Espelho)
## 89 RefÃºgio EcolÃ³gico Charles Darwin
## 90 EstaÃ§Ã£o EcolÃ³gica do TapacurÃ¡
## 91 <NA>
## 92 Reserva Madeiras
## 93 Fazenda Cariri da Prensa
## 94 Reserva Particular da Usina Porto Rico
## 95 EstaÃ§Ã£o EcolÃ³gica de Murici
## 96 EstaÃ§Ã£o EcolÃ³gica de Murici
## 97 Parque Nacional Serra de Itabaiana
## 98 RefÃºgio da Vida Silvestre Mata do Junco
## 99 Universidade Federal de Sergipe
## 100 RefÃºgio da Vida Silvestre Mata do Junco
## 101 Reserva Sapiranga
## 102 Restinga from Praia do Forte
## 103 Reserva EcolÃ³gica da Michelin
## 104 Loteamento Quintas do Picuaia
## 105 Reserva do PatrimÃ´nio Natural Serra Bonita
## 106 Serra do Sete Paus
## 107 Serra do Corcovado
## 108 Serra da Temerosa
## 109 Lagoa Encantada
## 110 Reserva BiolÃ³gica de Una
## 111 IlhÃ©us
## 112 Companhia HidroelÃ©trica do SÃ£o Francisco - PituaÃ§u
## 113 Ã<81>rea de ProteÃ§Ã£o Ambiental do Litoral Norte do Estado da Bahia
## 114 Ã<81>rea de ProteÃ§Ã£o Ambiental do Litoral Norte do Estado da Bahia
## 115 Ã<81>rea de ProteÃ§Ã£o Ambiental do Litoral Norte do Estado da Bahia
## 116 Ã<81>rea de ProteÃ§Ã£o Ambiental do Litoral Norte do Estado da Bahia
## 117 Ã<81>rea de ProteÃ§Ã£o Ambiental do Litoral Norte do Estado da Bahia
## 118 Ã<81>rea de ProteÃ§Ã£o Ambiental do Litoral Norte do Estado da Bahia
## 119 Ã<81>rea de ProteÃ§Ã£o Ambiental do Litoral Norte do Estado da Bahia
## 120 Ã<81>rea de ProteÃ§Ã£o Ambiental do Litoral Norte do Estado da Bahia
## 121 Ã<81>rea de ProteÃ§Ã£o Ambiental do Litoral Norte do Estado da Bahia
## 122 Ã<81>rea de ProteÃ§Ã£o Ambiental do Litoral Norte do Estado da Bahia
## 123 Ã<81>rea de ProteÃ§Ã£o Ambiental do Litoral Norte do Estado da Bahia
## 124 Ã<81>rea de ProteÃ§Ã£o Ambiental do Litoral Norte do Estado da Bahia
## 125 Ã<81>rea de ProteÃ§Ã£o Ambiental do Litoral Norte do Estado da Bahia
## 126 Ã<81>rea de ProteÃ§Ã£o Ambiental do Litoral Norte do Estado da Bahia
## 127 Ã<81>rea de ProteÃ§Ã£o Ambiental do Litoral Norte do Estado da Bahia
## 128 <NA>
## 129 <NA>
## 130 <NA>
## 131 <NA>
## 132 <NA>
## 133 <NA>
## 134 <NA>
## 135 <NA>
## 136 <NA>
## 137 <NA>
## 138 <NA>
## 139 <NA>
## 140 <NA>
## 141 <NA>
## 142 <NA>
## 143 <NA>
## 144 <NA>
## 145 <NA>
## 146 <NA>
## 147 <NA>
## 148 Reserva Sapiranga
## 149 Serra da JibÃ³ia
## 150 Parque Nacional da Chapada Diamantina
## 151 <NA>
## 152 <NA>
## 153 <NA>
## 154 <NA>
## 155 <NA>
## 156 <NA>
## 157 <NA>
## 158 <NA>
## 159 CÃ¢mpus da Universidade Estadual do Sudoeste da Bahia
## 160 EstÃ¡dio Municipal Lomanto JÃºnior
## 161 Parque Municipal da Lagoa das Bateias
## 162 Parque Municipal da Matinha
## 163 Trancoso
## 164 Prado
## 165 Fazenda Serra do Brejo Novo
## 166 Fazenda SubaÃºma
## 167 Fazenda SÃ£o JoÃ£o
## 168 EstaÃ§Ã£o EcolÃ³gica Estadual Nova EsperanÃ§a
## 169 Projeto de Assentamento Zumbi dos Palmares
## 170 Fazenda Pedra Formosa
## 171 Fazenda Alto SÃ£o Roque
## 172 Fazenda Caititu
## 173 Reserva Particular do PatrimÃ´nio Natural Ecoparque de Una
## 174 Fazenda Boa Sorte, Fazenda Orion
## 175 Reserva Particular do PatrimÃ´nio Natural Serra do Teimoso
## 176 Reserva BiolÃ³gica de Uma
## 177 Fazenda Monte Cristo
## 178 Fazenda Taquara
## 179 Fazenda Palmeiras
## 180 Reserva Particular do PatrimÃ´nio Natural EstaÃ§Ã£o Veracruz
## 181 Mata Cara Branca
## 182 Fazenda Vista Bela
## 183 Parque Nacional Pau Brasil
## 184 Parque Nacional Descobrimento
## 185 Fazenda Alcoprado
## 186 Fazenda Princesa do PajaÃº
## 187 Parque Municipal Lagoa Azul
## 188 Estrada de Correntina para SÃ£o DesidÃ©rio
## 189 Parque Estadual das Sete Passagens
## 190 Pontalina
## 191 QuirinÃ³polis
## 192 Santa Rita do Novo Destino
## 193 <NA>
## 194 Reserva Particular do PatrimÃ´nio Natural Serra do CaraÃ§a
## 195 Serra do Brigadeiro
## 196 Serra do Brigadeiro
## 197 Serra do Brigadeiro
## 198 Serra do Brigadeiro
## 199 Serra do Brigadeiro
## 200 Salitre Cave
## 201 Soberbo River
## 202 Parque Nacional das Sempre-Vivas
## 203 Parque Estadual do Pico do ItambÃ©
## 204 EstaÃ§Ã£o de Pesquisa, Desenvolvimento Ambiental de Peti
## 205 Reserva Particular do PatrimÃ´nio Natural Serra do CaraÃ§a
## 206 Morro do Ferro
## 207 Reserva Particular do PatrimÃ´nio Natural Feliciano Miguel Abdala
## 208 Reserva Particular do PatrimÃ´nio Natural Feliciano Miguel Abdala
## 209 Reserva Particular do PatrimÃ´nio Natural Feliciano Miguel Abdala
## 210 Reserva Particular do PatrimÃ´nio Natural Feliciano Miguel Abdala
## 211 Chapada das Perdizes
## 212 Bacia do rio Tijuco
## 213 Parque Estadual Rio Preto
## 214 Parque Estadual do Ibitipoca
## 215 <NA>
## 216 EstaÃ§Ã£o de Pesquisa, Treinamento, EducaÃ§Ã£o Ambiental Mata do ParaÃso
## 217 EstaÃ§Ã£o de Pesquisa, Treinamento, EducaÃ§Ã£o Ambiental Mata do ParaÃso
## 218 Parque Estadual do Itacolomi
## 219 Serra do CipÃ³
## 220 Serra do CipÃ³
## 221 Serra do CipÃ³
## 222 Parque Estadual do Rio Doce
## 223 Complexo Limoeiro (Fazenda Limoeiro, Fazenda Bela Vista)
## 224 Complexo Bandeira (Fazenda Bom Jardim, Fazenda Serra Azul, Mata da Balbia)
## 225 Complexo Santana (Fazenda Santana, Fazenda Ondina, Fazenda Jaboti)
## 226 Complexo Cariri (Fazenda Duas Barras)
## 227 Complexo Mumbuca (Fazenda Mumbuca, Fazenda das Araras)
## 228 Complexo Nossa Senhora de FÃ¡tima (Fazenda Nossa Senhora de FÃ¡tima, Fazenda BÃ¡lsamo)
## 229 Mata dos Bentes
## 230 Mata da Cabeceira
## 231 <NA>
## 232 Reserva Particular do PatrimÃ´nio Natural Fazenda Lagoa
## 233 Reserva Particular do PatrimÃ´nio Natural Fazenda Lagoa
## 234 Reserva Particular do PatrimÃ´nio Natural Alto de Boa Vista
## 235 CondomÃnio Canto das Ã<81>guas
## 236 Reserva Particular do PatrimÃ´nio Natural SantuÃ¡rio do CaraÃ§a
## 237 Reserva Particular do PatrimÃ´nio Natural Mata Samuel de Paula
## 238 Instituto Inhotim
## 239 Parque Estatual da Serra do Ouro Branco
## 240 EstaÃ§Ã£o EcolÃ³gica do TripuÃ
## 241 EstaÃ§Ã£o EcolÃ³gica do TripuÃ
## 242 EstaÃ§Ã£o EcolÃ³gica do TripuÃ
## 243 <NA>
## 244 <NA>
## 245 <NA>
## 246 <NA>
## 247 Serra de SÃ£o Domingos
## 248 MarÃ§al Santos
## 249 Retiro Branco
## 250 Alcoa
## 251 Parque Estadual da Serra do Brigadeiro - Setor Norte
## 252 Parque Estadual da Serra do Brigadeiro - Setor Central
## 253 Parque Estadual da Serra do Brigadeiro - Setor Sul
## 254 Ã<81>rea de ProteÃ§Ã£o da CaptaÃ§Ã£o do Mutuca
## 255 Floresta CambuÃ
## 256 Vila Funil
## 257 Toca do Coelho
## 258 Dona Camila
## 259 Fazenda Tiririca
## 260 Hotel TiÃª
## 261 Ninho da Ã©gua
## 262 #N/A
## 263 TrÃªs Cruzes Village
## 264 Riacho da NenÃª
## 265 #N/A
## 266 #N/A
## 267 Brejo da Casinha
## 268 #N/A
## 269 PoÃ§a do Paulo
## 270 <NA>
## 271 <NA>
## 272 <NA>
## 273 Represa ZÃ© 1
## 274 Represa ZÃ© 2
## 275 <NA>
## 276 <NA>
## 277 PoÃ§a do Odilon
## 278 Floresta Estadual do UaimiÃ
## 279 Parque Estadual do Rio Doce
## 280 Parque Estadual do Rio Doce
## 281 Parque Estadual do Rio Doce
## 282 Alta RegiÃ£o do Rio MuriaÃ©
## 283 Parque Estadual da Serra do Brigadeiro
## 284 Reserva Particular do PatrimÃ´nio Natural Mata do Sossego, Reserva Sossego do Muriqui
## 285 Serra do Ouro Branco
## 286 Serra do Ouro Branco
## 287 Serra do Ouro Branco
## 288 Serra do Ouro Branco
## 289 Serra do Ouro Branco
## 290 Serra do Ouro Branco
## 291 Serra do Ouro Branco
## 292 Serra do Ouro Branco
## 293 Serra do Ouro Branco
## 294 Serra do Ouro Branco
## 295 Serra do Ouro Branco
## 296 Serra do Ouro Branco
## 297 Serra do Ouro Branco
## 298 Serra do Ouro Branco
## 299 Serra do Ouro Branco
## 300 Serra do Ouro Branco
## 301 Serra do Ouro Branco
## 302 Reserva Particular do PatrimÃ´nio Natural Fazenda Lagoa
## 303 Ã<81>rea de ProteÃ§Ã£o Ambiental SÃ£o JosÃ©
## 304 Parque Municipal Aggeo Pio Sobrinho
## 305 Parque Municipal Carlos de Faria Tavares
## 306 Parque Municipal Jacques Cousteau
## 307 Parque Municipal Julien Rien
## 308 Parque Municipal Mata das Borboletas
## 309 Parque Municipal Roberto Burle Marx
## 310 Parque Municipal das Andorinhas
## 311 Reserva BiolÃ³gica Augusto Ruschi
## 312 Reserva Particular do PatrimÃ´nio Natural Oiutrem
## 313 <NA>
## 314 SÃtio Amarildo Uliana, SÃtio Jaime Stein, CondomÃnio de chÃ¡caras Recanto das Flores
## 315 Reserva BiolÃ³gica Augusto Ruschi
## 316 Universidade Federal do EspÃrito Santo campus Alaor Queiroz
## 317 Tancredo
## 318 CÃ³rrego da SaÃºde
## 319 Parque Estadual de Pedra Azul
## 320 Parque Estadual do Forno Grande
## 321 Monumento Natural Serra das Torres
## 322 Praia das Neves
## 323 Parque Estadual Paulo Cesar Vinha
## 324 Reserva BiolÃ³gica de Comboios
## 325 Ã<81>rea de ProteÃ§Ã£o Ambiental ConceiÃ§Ã£o da Barra
## 326 Parque Estadual de ItaÃºnas
## 327 Vale Natural Reserve
## 328 <NA>
## 329 TrÃªs PontÃµes
## 330 Reserva BiolÃ³gica de Duas Bocas
## 331 Parque Municipal do Goiapaba-Acu
## 332 Guriri
## 333 Setiba
## 334 Praia das Neves
## 335 EstaÃ§Ã£o BiolÃ³gica de Santa LÃºcia
## 336 Reserva BiolÃ³gia de Santa LÃºcia
## 337 Pousada Paradiso
## 338 Nova Lombardia
## 339 Vargem Alta
## 340 RegÃªncia
## 341 Parque Estadual do Forno Grande
## 342 Pedra da OnÃ§a
## 343 Reserva Biologica Augusto Ruschi
## 344 Barragem Norte, Miamba Lagoon and Ubu Lagoon
## 345 Pontal do Ipiranga
## 346 Fazenda JosÃ© Pascoal
## 347 Reserva BiolÃ³gica de Duas Bocas
## 348 Costa Bela
## 349 CÃ¢mpus da Escola Superior SÃ£o Francisco de Assis
## 350 Palmital
## 351 Morro SÃ£o JoÃ£o
## 352 Serra do Monte Verde
## 353 Reserva EcolÃ³gica de GuapiaÃ§u
## 354 Restinga de IquiparÃ
## 355 Ilha Grande
## 356 Ilha Marambaia
## 357 Ilha ItacuruÃ§Ã¡
## 358 Ilha GipÃ³ia
## 359 Ilha Jaguanum
## 360 Ilha ItanhangÃ¡
## 361 Ilha MÃ£e
## 362 Vila Dois Rios
## 363 Parque Nacional da Serra dos Ã“rgÃ£os
## 364 Floresta Nacional MÃ¡rio Xavier
## 365 Vila Dois Rios
## 366 Reserva Rio das Pedras
## 367 Parque Estadual dos TrÃªs Picos
## 368 Reserva BiolÃ³gica UniÃ£o
## 369 Centro Marista SÃ£o JosÃ© das Paineiras
## 370 Parque Nacional da Serra dos Ã“rgÃ£os
## 371 Reserva BiolÃ³gica UniÃ£o
## 372 Reserva BiolÃ³gica UniÃ£o
## 373 Pico do Papagario
## 374 MaciÃ§o da Tijuca
## 375 Floresta Nacional MÃ¡rio Xavier
## 376 Parque Estadual Cunhambebe
## 377 NÃºcleo Experimental de Iguaba Grande
## 378 RegiÃ£o do Espraiado
## 379 Parque Estadual do Cunhambebe
## 380 Parque Natural Municipal da Serra do Mendanha
## 381 Parque Estadual da Serra da Tiririca
## 382 Parque Natural Municipal Bosque da Barra
## 383 Parque Natural Municipal da Painha
## 384 Parque Natural Municipal Serra do Mendanha
## 385 Parque Estadual da Serra da Tiririca
## 386 Vila Dois Rios
## 387 Reserva EcolÃ³gica de GuapiaÃ§u
## 388 GrussaÃ
## 389 Jurubatiba
## 390 Massambaba
## 391 Barra de MaricÃ¡
## 392 Grumari
## 393 Ilha Grande
## 394 EstaÃ§Ã£o EcolÃ³gica Estadual do ParaÃso
## 395 Reserva Rio das Pedras
## 396 Parque Natural Municipal\nda Taquara
## 397 Parque Estadual do Cunhambebe
## 398 Ilha da Marambaia
## 399 Reserva Particular de PatrimÃ´nio Natural Campo Escoteiro Geraldo Hugo Nunes
## 400 Restinga de MaricÃ¡
## 401 Parque Estadual dos TrÃªs Picos
## 402 Parque Estadual do Desengano
## 403 Distritro de Theodoro de Oliveira
## 404 Baixo CaledÃ´nia
## 405 Parque Nacional da Serra dos Ã“rgÃ£os
## 406 Parque Natural Municipal de Grumari
## 407 Jurubatiba
## 408 Vila Dois Rios
## 409 EstaÃ§Ã£o EcolÃ³gica Estadual do ParaÃso
## 410 Parque Estadual Carlos Botelho
## 411 Parque Estadual da Ilha Anchieta
## 412 Fazenda da Cava
## 413 Reservas legais das empresas Eucatex/SA, Cia. Suzano Celulose, Papel
## 414 Parque Estadual das Furnas do Bom Jesus
## 415 Parque Estadual TurÃstico do Alto Ribeira
## 416 Parque Estadual TurÃstico do Alto Ribeira
## 417 Parque Estadual TurÃstico do Alto Ribeira
## 418 Parque Estadual TurÃstico do Alto Ribeira
## 419 Parque Estadual TurÃstico do Alto Ribeira
## 420 Parque Estadual TurÃstico do Alto Ribeira
## 421 EstaÃ§Ã£o EcolÃ³gica de Assis
## 422 EstaÃ§Ã£o EcolÃ³gica de Assis
## 423 EstaÃ§Ã£o EcolÃ³gica de Assis
## 424 EstaÃ§Ã£o EcolÃ³gica de Assis
## 425 EstaÃ§Ã£o EcolÃ³gica de Assis
## 426 EstaÃ§Ã£o EcolÃ³gica de Assis
## 427 EstaÃ§Ã£o EcolÃ³gica de Assis
## 428 EstaÃ§Ã£o EcolÃ³gica de Assis
## 429 EstaÃ§Ã£o EcolÃ³gica de Assis
## 430 EstaÃ§Ã£o EcolÃ³gica de Assis
## 431 EstaÃ§Ã£o EcolÃ³gica de Assis
## 432 EstaÃ§Ã£o EcolÃ³gica de Assis
## 433 EstaÃ§Ã£o EcolÃ³gica de Assis
## 434 EstaÃ§Ã£o EcolÃ³gica de Angatuba
## 435 EstaÃ§Ã£o EcolÃ³gica de Angatuba
## 436 EstaÃ§Ã£o EcolÃ³gica de Angatuba
## 437 EstaÃ§Ã£o EcolÃ³gica de Angatuba
## 438 EstaÃ§Ã£o EcolÃ³gica de Angatuba
## 439 EstaÃ§Ã£o EcolÃ³gica de Angatuba
## 440 EstaÃ§Ã£o EcolÃ³gica de Angatuba
## 441 EstaÃ§Ã£o EcolÃ³gica de Angatuba
## 442 EstaÃ§Ã£o EcolÃ³gica de Angatuba
## 443 EstaÃ§Ã£o EcolÃ³gica de Angatuba
## 444 EstaÃ§Ã£o EcolÃ³gica de Angatuba
## 445 EstaÃ§Ã£o EcolÃ³gica de Angatuba
## 446 EstaÃ§Ã£o EcolÃ³gica de Angatuba
## 447 EstaÃ§Ã£o EcolÃ³gica de Angatuba
## 448 EstaÃ§Ã£o EcolÃ³gica de Angatuba
## 449 EstaÃ§Ã£o EcolÃ³gica de Angatuba
## 450 EstaÃ§Ã£o EcolÃ³gica de Angatuba
## 451 EstaÃ§Ã£o EcolÃ³gica de Angatuba
## 452 EstaÃ§Ã£o EcolÃ³gica de Angatuba
## 453 EstaÃ§Ã£o EcolÃ³gica de Angatuba
## 454 EstaÃ§Ã£o EcolÃ³gica de Angatuba
## 455 EstaÃ§Ã£o EcolÃ³gica de Angatuba
## 456 EstaÃ§Ã£o EcolÃ³gica de Angatuba
## 457 EstaÃ§Ã£o EcolÃ³gica de Angatuba
## 458 EstaÃ§Ã£o EcolÃ³gica de Angatuba
## 459 EstaÃ§Ã£o EcolÃ³gica de Santa BÃ¡rbara
## 460 EstaÃ§Ã£o EcolÃ³gica de Santa BÃ¡rbara
## 461 EstaÃ§Ã£o EcolÃ³gica de Santa BÃ¡rbara
## 462 EstaÃ§Ã£o EcolÃ³gica de Santa BÃ¡rbara
## 463 EstaÃ§Ã£o EcolÃ³gica de Santa BÃ¡rbara
## 464 EstaÃ§Ã£o EcolÃ³gica de Santa BÃ¡rbara
## 465 EstaÃ§Ã£o EcolÃ³gica de Santa BÃ¡rbara
## 466 EstaÃ§Ã£o EcolÃ³gica de Santa BÃ¡rbara
## 467 EstaÃ§Ã£o EcolÃ³gica de Santa BÃ¡rbara
## 468 EstaÃ§Ã£o EcolÃ³gica de Santa BÃ¡rbara
## 469 EstaÃ§Ã£o EcolÃ³gica de Santa BÃ¡rbara
## 470 EstaÃ§Ã£o EcolÃ³gica de Santa BÃ¡rbara
## 471 EstaÃ§Ã£o EcolÃ³gica de Santa BÃ¡rbara
## 472 EstaÃ§Ã£o EcolÃ³gica de Santa BÃ¡rbara
## 473 EstaÃ§Ã£o EcolÃ³gica de Santa BÃ¡rbara
## 474 EstaÃ§Ã£o EcolÃ³gica de Santa BÃ¡rbara
## 475 EstaÃ§Ã£o EcolÃ³gica de Santa BÃ¡rbara
## 476 EstaÃ§Ã£o EcolÃ³gica de Santa BÃ¡rbara
## 477 EstaÃ§Ã£o EcolÃ³gica de Santa BÃ¡rbara
## 478 EstaÃ§Ã£o EcolÃ³gica de Santa BÃ¡rbara
## 479 EstaÃ§Ã£o EcolÃ³gica de Santa BÃ¡rbara
## 480 EstaÃ§Ã£o EcolÃ³gica de Santa BÃ¡rbara
## 481 EstaÃ§Ã£o EcolÃ³gica de Santa BÃ¡rbara
## 482 EstaÃ§Ã£o EcolÃ³gica de Santa BÃ¡rbara
## 483 EstaÃ§Ã£o EcolÃ³gica de Santa BÃ¡rbara
## 484 EstaÃ§Ã£o EcolÃ³gica de Santa BÃ¡rbara
## 485 EstaÃ§Ã£o EcolÃ³gica de Santa BÃ¡rbara
## 486 EstaÃ§Ã£o EcolÃ³gica de Santa BÃ¡rbara
## 487 EstaÃ§Ã£o EcolÃ³gica de Santa BÃ¡rbara
## 488 EstaÃ§Ã£o EcolÃ³gica de Santa BÃ¡rbara
## 489 EstaÃ§Ã£o EcolÃ³gica de Santa BÃ¡rbara
## 490 EstaÃ§Ã£o EcolÃ³gica de Bauru
## 491 EstaÃ§Ã£o EcolÃ³gica de Bauru
## 492 EstaÃ§Ã£o EcolÃ³gica de Bauru
## 493 EstaÃ§Ã£o EcolÃ³gica de Bauru
## 494 EstaÃ§Ã£o EcolÃ³gica de Bauru
## 495 EstaÃ§Ã£o EcolÃ³gica de Bauru
## 496 EstaÃ§Ã£o EcolÃ³gica de Bauru
## 497 EstaÃ§Ã£o EcolÃ³gica de Bauru
## 498 EstaÃ§Ã£o EcolÃ³gica de Bauru
## 499 EstaÃ§Ã£o EcolÃ³gica de Bauru
## 500 EstaÃ§Ã£o EcolÃ³gica de Bauru
## 501 EstaÃ§Ã£o EcolÃ³gica de Bauru
## 502 EstaÃ§Ã£o EcolÃ³gica de Bauru
## 503 EstaÃ§Ã£o EcolÃ³gica de Bauru
## 504 EstaÃ§Ã£o EcolÃ³gica de Bauru
## 505 EstaÃ§Ã£o EcolÃ³gica de Bauru
## 506 EstaÃ§Ã£o EcolÃ³gica de Bauru
## 507 <NA>
## 508 <NA>
## 509 <NA>
## 510 Fazenda Boa EsperanÃ§a, Fazenda Santa InÃªs
## 511 <NA>
## 512 Parque Estadual do Vassununga
## 513 Parque Estadual do Vassununga
## 514 Parque Estadual do Vassununga
## 515 Parque Estadual do Vassununga
## 516 Parque Estadual do Vassununga
## 517 Parque Estadual do Vassununga
## 518 <NA>
## 519 Parque Estadual Intervales
## 520 EstaÃ§Ã£o BiolÃ³gica de BoracÃ©ia
## 521 Parque Estadual Carlos Botelho
## 522 Parque Estadual Carlos Botelho
## 523 Parque Estadual Carlos Botelho
## 524 Parque Estadual Carlos Botelho
## 525 Parque Estadual Carlos Botelho
## 526 Parque Estadual Carlos Botelho
## 527 Parque Estadual Carlos Botelho
## 528 Parque Estadual Carlos Botelho
## 529 EstaÃ§Ã£o EcolÃ³gica de Itirapina
## 530 EstaÃ§Ã£o EcolÃ³gica de Bauru
## 531 Fazenda Igure
## 532 Fazenda Santa Heloisa
## 533 <NA>
## 534 Fazenda Sossego
## 535 Fazenda Santa Izabel
## 536 EstaÃ§Ã£o EcolÃ³gica dos Caetetus
## 537 EstaÃ§Ã£o EcolÃ³gica dos Caetetus
## 538 EstaÃ§Ã£o EcolÃ³gica dos Caetetus
## 539 EstaÃ§Ã£o EcolÃ³gica dos Caetetus
## 540 EstaÃ§Ã£o EcolÃ³gica dos Caetetus
## 541 EstaÃ§Ã£o EcolÃ³gica dos Caetetus
## 542 EstaÃ§Ã£o EcolÃ³gica dos Caetetus
## 543 EstaÃ§Ã£o EcolÃ³gica dos Caetetus
## 544 EstaÃ§Ã£o EcolÃ³gica dos Caetetus
## 545 EstaÃ§Ã£o EcolÃ³gica dos Caetetus
## 546 EstaÃ§Ã£o EcolÃ³gica dos Caetetus
## 547 EstaÃ§Ã£o EcolÃ³gica dos Caetetus
## 548 EstaÃ§Ã£o EcolÃ³gica dos Caetetus
## 549 EstaÃ§Ã£o EcolÃ³gica dos Caetetus
## 550 EstaÃ§Ã£o EcolÃ³gica dos Caetetus
## 551 Parque Estadual de JuruparÃ¡
## 552 Reserva do Morro Grande
## 553 Fazenda ParaÃso
## 554 Piedade
## 555 Ibiuna
## 556 RibeirÃ£o Grande
## 557 EstaÃ§Ã£o EcolÃ³gica de JurÃ©ia-Itatins
## 558 Parque Estadual da Serra do Mar - NÃºcleo Caraguatatuba
## 559 Residencial Reserva Ibirapitanga
## 560 <NA>
## 561 Reserva Municipal da Serra do Japi
## 562 Reserva Municipal da Serra do Japi
## 563 Reserva Municipal da Serra do Japi
## 564 Reserva Municipal da Serra do Japi
## 565 Reserva Municipal da Serra do Japi
## 566 Reserva Municipal da Serra do Japi
## 567 Reserva Municipal da Serra do Japi
## 568 Reserva Municipal da Serra do Japi
## 569 Reserva Municipal da Serra do Japi
## 570 Reserva Municipal da Serra do Japi
## 571 Parque Estadual da Ilha Anchieta
## 572 BoqueirÃ£o
## 573 Parque Estadual da Ilha Anchieta
## 574 Parque Estadual do JuruparÃ¡
## 575 EstaÃ§Ã£o EcolÃ³gica de JataÃ
## 576 SÃtio Recanto ParaÃso
## 577 EstaÃ§Ã£o BiolÃ³gica de BoracÃ©ia
## 578 <NA>
## 579 <NA>
## 580 <NA>
## 581 <NA>
## 582 <NA>
## 583 <NA>
## 584 <NA>
## 585 <NA>
## 586 <NA>
## 587 <NA>
## 588 <NA>
## 589 <NA>
## 590 <NA>
## 591 <NA>
## 592 <NA>
## 593 <NA>
## 594 <NA>
## 595 <NA>
## 596 <NA>
## 597 Fazenda de Estudo, Pesquisa, ProduÃ§Ã£o, Faculdade de CiÃªncias AgrÃ¡rias, VeterinÃ¡rias
## 598 <NA>
## 599 <NA>
## 600 <NA>
## 601 <NA>
## 602 <NA>
## 603 <NA>
## 604 <NA>
## 605 <NA>
## 606 <NA>
## 607 <NA>
## 608 <NA>
## 609 <NA>
## 610 <NA>
## 611 <NA>
## 612 <NA>
## 613 <NA>
## 614 <NA>
## 615 <NA>
## 616 <NA>
## 617 <NA>
## 618 <NA>
## 619 <NA>
## 620 <NA>
## 621 <NA>
## 622 <NA>
## 623 <NA>
## 624 <NA>
## 625 <NA>
## 626 <NA>
## 627 <NA>
## 628 Parque Estadual da Serra do Mar - NÃºcleo Curucutu
## 629 Parque Estadual da Serra do Mar - NÃºcleo SÃ£o SebastiÃ£o
## 630 Parque Estadual da Serra do Mar - NÃºcleo Santa VirgÃnia
## 631 <NA>
## 632 <NA>
## 633 <NA>
## 634 <NA>
## 635 <NA>
## 636 <NA>
## 637 Parque Estadual de Jacupiranga - NÃºcleo Caverna do Diabo
## 638 Parque Estadual de Jacupiranga - NÃºcleo Cedro
## 639 Parque das Neblinas
## 640 Parque das Neblinas
## 641 Parque das Neblinas
## 642 Parque das Neblinas
## 643 Parque das Neblinas
## 644 Parque das Neblinas
## 645 Parque das Neblinas
## 646 Parque das Neblinas
## 647 Parque das Neblinas
## 648 Parque das Neblinas
## 649 Parque das Neblinas
## 650 Reserva Florestal de Morro Grande
## 651 Planalto de IbiÃºna
## 652 Represa do RibeirÃ£o LavapÃ©s
## 653 Parque Estadual Carlos Botelho
## 654 Parque Estadual Carlos Botelho
## 655 Parque Estadual Carlos Botelho
## 656 Parque Estadual Carlos Botelho
## 657 Parque Estadual Carlos Botelho
## 658 Parque Estadual Carlos Botelho
## 659 Lagoa da Sede da Reserva Particular Parque do Zizo
## 660 EstaÃ§Ã£o BiolÃ³gica de BoracÃ©ia
## 661 Parque Estadual da Ilha do Cardoso
## 662 Parque Estadual TurÃstico do Alto Ribeira
## 663 Parque Estadual da Serra do Mar - NÃºcleo Picinguaba
## 664 EstaÃ§Ã£o EcolÃ³gica JurÃ©ia-Itatins
## 665 Parque Estadual Intervales
## 666 Parque Natural Municipal Francisco Affonso de Mello
## 667 Parque Nacional da Serra da Bocaina
## 668 Serra do Japi
## 669 <NA>
## 670 Parque Florestal do Itapetinga
## 671 Parque Estadual da Serra do Mar - NÃºcleo Santa VirgÃnia
## 672 Parque Estadual de Campos do JordÃ£o
## 673 Reserva BiolÃ³gica TamborÃ©
## 674 Parque Estadual Carlos Botelho
## 675 Parque Estadual Carlos Botelho
## 676 Serra do Japi
## 677 Parque Estadual da Serra do Mar - NÃºcleo Picinguaba
## 678 EstaÃ§Ã£o BiolÃ³gica de BoracÃ©ia
## 679 Parque Estadual da Serra do Mar - NÃºcleo Picinguaba
## 680 Pico dos Marins
## 681 SÃtio Santa AmÃ©lia
## 682 Fazenda TrÃªs Lagoas, na Fazenda Arca
## 683 Bertioga, SÃ£o SebastiÃ£o
## 684 Santos, ItanhaÃ©m
## 685 CananÃ©ia, Iguape
## 686 Ubatuba
## 687 Escola do Meio Ambiente
## 688 Fazenda Rio Pardo
## 689 Reserva Particular do PatrimÃ´nio Natural Olavo Egydio SetÃºbal
## 690 Fazenda Rio Pardo II
## 691 Fazenda Rio Claro
## 692 EstaÃ§Ã£o EcolÃ³gica de Santa BÃ¡rbara
## 693 Fazenda Monte Alegre
## 694 Fazenda Santo AntÃ´nio
## 695 Parque Estadual da Serra do Mar - NÃºcleo Curucutu
## 696 Reserva Legal da Pedreira Itapeti
## 697 Represa Volta Grande
## 698 Distrito de RubiÃ£o JÃºnior
## 699 Parque Municipal MÃ¡rio Covas
## 700 Parque Estadual Carlos Botelho
## 701 EstaÃ§Ã£o EcolÃ³gica JurÃ©ia-Itatins
## 702 <NA>
## 703 <NA>
## 704 <NA>
## 705 Parque EcolÃ³gico do BaguaÃ§Ãº
## 706 Lagoa do MiguelÃ£o
## 707 Lagoa das Flores
## 708 Lagoa da Unesp
## 709 ChÃ¡cara Ariane
## 710 Rancho Calamar
## 711 <NA>
## 712 Fazenda JoÃ£o XXIII
## 713 <NA>
## 714 EstaÃ§Ã£o EcolÃ³gica de JataÃ
## 715 Parque Estadual Carlos Botelho
## 716 Ilha do Cardoso
## 717 EstaÃ§Ã£o EcolÃ³gia JurÃ©ia-Itatins
## 718 Serra de Paranapiacaba
## 719 EstaÃ§Ã£o EcolÃ³gica de JataÃ
## 720 Nova Itapirema
## 721 Nova Itapirema
## 722 Serra do Japi
## 723 EstaÃ§Ã£o EcolÃ³gica de Assis
## 724 Floresta Estadual de Assis
## 725 Floresta Estadual de Assis
## 726 Floresta Estadual de Assis
## 727 EstaÃ§Ã£o EcolÃ³gica de Assis
## 728 EstaÃ§Ã£o EcolÃ³gica de Assis
## 729 Floresta Estadual de Assis
## 730 EstaÃ§Ã£o EcolÃ³gica de Assis
## 731 ChÃ¡cara Jim
## 732 #N/A
## 733 CapÃ£o Bonito I
## 734 CapÃ£o Bonito II
## 735 SÃtio Campo Verde
## 736 EstÃ¢ncia Toninho Santi
## 737 Recanto dos Oliveiras
## 738 SÃtio JB
## 739 Fazenda Indiana
## 740 Fazenda RincÃ£o do Pinhal
## 741 SÃtio Phoenix
## 742 SÃtio Palmeiras da Serra
## 743 Fazenda Serra Linda
## 744 Fazenda da UNESP
## 745 Fazenda Turvinho II
## 746 Fazenda Turvinho IV
## 747 Fazenda SÃ£o Luiz
## 748 Residencial Samambaia
## 749 Residencial Lagoa Dourada
## 750 Fazenda Santa Evangelina
## 751 <NA>
## 752 EstaÃ§Ã£o EcolÃ³gica de Itirapina
## 753 Horto Florestal de Santa BÃ¡rbara
## 754 EstaÃ§Ã£o EcolÃ³gica de Santa BÃ¡rbara
## 755 Dinuci
## 756 Jardim BotÃ¢nicoÂ Municipal deÂ Bauru
## 757 Jardim BotÃ¢nicoÂ Municipal deÂ Bauru
## 758 Instituto Lauro Souza Lima
## 759 Fazenda SÃ£o Benedito
## 760 Pesqueiro Toca do Peixe
## 761 Fazenda Pindorama
## 762 Sitio Piratininga
## 763 Fazenda Rio Batalha
## 764 Reserva Legal do Horto AimorÃ©s
## 765 SÃtio Capivara
## 766 Fazenda Lageado
## 767 Distrito de Nova AlianÃ§a
## 768 Fazenda Rancho Alegre
## 769 Fazenda PauÃ£
## 770 EstaÃ§Ã£o Experimental de Pindorama
## 771 Fazenda Ã<81>guas Claras
## 772 Fazenda Boa Vista
## 773 Fazenda Boa Vista
## 774 Fazenda Boa Vista
## 775 Fazenda Cambuhy
## 776 Fazenda CÃ³rrego dos Bois
## 777 Fazenda Floresta
## 778 Fazenda Primavera
## 779 Fazenda Santa LÃºcia
## 780 Fazenda SÃ£o Francisco
## 781 Fazenda SÃ£o JoÃ£o
## 782 Fazenda SÃ£o JoÃ£o
## 783 Fazenda Serrinha
## 784 Fazenda TaperÃ£o
## 785 Fazenda Vista Bonita
## 786 Universidade Federal de SÃ£o Carlos
## 787 <NA>
## 788 <NA>
## 789 <NA>
## 790 <NA>
## 791 <NA>
## 792 <NA>
## 793 <NA>
## 794 <NA>
## 795 Parque Estadual Morro do Diabo
## 796 Parque Estadual da Serra do Mar - NÃºcleo Picinguaba
## 797 Parque Estadual da Serra do Mar - NÃºcleo Picinguaba
## 798 Parque Estadual da Serra do Mar - NÃºcleo Picinguaba
## 799 Parque Estadual da Serra do Mar - NÃºcleo Picinguaba
## 800 Ilha de SÃ£o SebastiÃ£o
## 801 Recanto EcolÃ³gico Sacae Watanabe
## 802 EstaÃ§Ã£o EcolÃ³gica de JataÃ
## 803 Fazenda Atibaia
## 804 Pousada Recanto da Floresta
## 805 <NA>
## 806 <NA>
## 807 <NA>
## 808 <NA>
## 809 <NA>
## 810 <NA>
## 811 Fazenda Intermontes
## 812 Fazenda Intermontes
## 813 Recanto EcolÃ³gico Sacae Watanabe
## 814 SÃtio Santo AntÃ´nio da Cascatinha
## 815 Floresta Estadual â€œEdmundo Navarro de Andradeâ€<9d>
## 816 <NA>
## 817 Parque Natural Municipal Nascentes de Paranapiacaba
## 818 <NA>
## 819 <NA>
## 820 <NA>
## 821 <NA>
## 822 <NA>
## 823 <NA>
## 824 <NA>
## 825 <NA>
## 826 <NA>
## 827 <NA>
## 828 Reserva BiolÃ³gica de Paranapiacaba
## 829 Parque Estadual da Ilha do Cardoso
## 830 Parque Estadual da Ilha do Cardoso
## 831 Parque Estadual da Ilha do Cardoso
## 832 Parque Estadual da Ilha do Cardoso
## 833 Parque Estadual da Ilha do Cardoso
## 834 Parque Estadual da Ilha do Cardoso
## 835 Parque Estadual da Ilha do Cardoso
## 836 Parque Estadual da Ilha do Cardoso
## 837 Parque Estadual da Ilha do Cardoso
## 838 Fazenda Boa EsperanÃ§a
## 839 Fazenda Karacy
## 840 Fazenda Morro Azul
## 841 Fazenda Porto do Meira
## 842 Fazenda Santa,Fazenda Uma
## 843 Fazenda Santa Cruz I
## 844 Fazenda SÃ£o JosÃ© II
## 845 Fazenda SÃ£o SebastiÃ£o do RibeirÃ£o Grande
## 846 Fazenda SÃ£o SimÃ£o
## 847 Fazenda TaboÃ£o
## 848 EstaÃ§Ã£o EcolÃ³gica de Bananal
## 849 Reserva Legal da Mata SÃ£o JosÃ©
## 850 ItapÃ©
## 851 Mata Santa Genebra
## 852 Ilha de CananÃ©ia
## 853 Parque Estadual da Ilha do Cardoso
## 854 Ilha Comprida
## 855 Parque Estadual da Campina do Encantado
## 856 Escola AgrÃcola Engenheiro Narciso de Medeiros
## 857 Parque Nacional da Serra da Bodoquena
## 858 Fazenda Cesumar
## 859 Fazenda Ibiteca
## 860 Pesqueiro do PortuguÃªs
## 861 CondomÃnio Recanto dos Guerreiros
## 862 CondomÃnio Rio Sagrado
## 863 <NA>
## 864 ChÃ¡cara Beltramin
## 865 Parque Estadual do Rio Guarani
## 866 <NA>
## 867 Fazenda Santa Rita
## 868 Parque Estadual Pico do Marumbi
## 869 Fazenda Monjolo
## 870 Ã<81>rea de ProteÃ§Ã£o Ambiental GuaraqueÃ§aba
## 871 PontifÃcia Universidade CatÃ³lica do ParanÃ¡
## 872 PontifÃcia Universidade CatÃ³lica do ParanÃ¡
## 873 PontifÃcia Universidade CatÃ³lica do ParanÃ¡
## 874 Parque Estadual de Vila Rica do EspÃrito Santo
## 875 Serro, Gemido
## 876 Fazenda Experimental Gralha Azul
## 877 Fazenda Pedro Pizzatto
## 878 Rio JordÃ£o
## 879 Parque Municipal de SÃ£o Luis de Tolosa
## 880 Floresta Nacional de Irati
## 881 RefÃºgio de Vida Silvestre dosÂ Campos de Palmas
## 882 <NA>
## 883 Parque Nacional dos Campos Gerais
## 884 Parque Estadual de Vila Velha
## 885 Parque Estadual do GuartelÃ¡
## 886 RefÃºgio da Vida Silvestre dos Campos de Palmas
## 887 Parques Municipais de Curitiba
## 888 Parque Estadual do CaxambÃº
## 889 Parque Estadual Santa Clara
## 890 ColÃ´nia Castelhanos
## 891 Floresta Nacional de PiraÃ do Sul
## 892 Reserva Natural Salto Morato
## 893 Parque Municipal das AraucÃ¡rias
## 894 Mananciais da Serra
## 895 Mananciais da Serra
## 896 Mananciais da Serra
## 897 Mananciais da Serra
## 898 Floresta Estadual do Palmito
## 899 Parque Florestal do Rio da OnÃ§a
## 900 Ilha Rasa
## 901 Ilha do Mel
## 902 Ilha Superagui
## 903 <NA>
## 904 <NA>
## 905 <NA>
## 906 <NA>
## 907 <NA>
## 908 <NA>
## 909 <NA>
## 910 <NA>
## 911 Fazenda Alvorada
## 912 Parque Estadual Mata dos Godoy
## 913 EstaÃ§Ã£o de Piscicultura da Universidade Estadual de Londrina
## 914 Baixo Tibagi
## 915 MÃ©dio Tibagi
## 916 Alto Tibagi
## 917 Parque EcolÃ³gico da Klabin
## 918 RibeirÃ£o Anta Brava
## 919 Salto Aparado
## 920 Arroio Vila Preta
## 921 Taboal da Bacia
## 922 RibeirÃ£o no Cerradinho
## 923 Lagoas do GaÃºcho
## 924 Lagoas no Km 60
## 925 Lagoa do Cerradinho
## 926 Lagoas do Prata
## 927 RibeirÃ£o da Usina MauÃ¡
## 928 Taboal na Mina Velha
## 929 Lagoa do SapatÃ£o
## 930 Salto ConceiÃ§Ã£o
## 931 Taboal Estrada MauÃ¡
## 932 Taboal na Vila Preta
## 933 Parque Nacional do IguaÃ§u
## 934 Parque Nacional do IguaÃ§u
## 935 Rio Paranapanema
## 936 <NA>
## 937 <NA>
## 938 <NA>
## 939 <NA>
## 940 <NA>
## 941 <NA>
## 942 <NA>
## 943 <NA>
## 944 <NA>
## 945 <NA>
## 946 <NA>
## 947 <NA>
## 948 <NA>
## 949 <NA>
## 950 <NA>
## 951 <NA>
## 952 <NA>
## 953 <NA>
## 954 <NA>
## 955 <NA>
## 956 <NA>
## 957 Reserva Ambiental Serelepe
## 958 <NA>
## 959 <NA>
## 960 <NA>
## 961 <NA>
## 962 <NA>
## 963 <NA>
## 964 <NA>
## 965 <NA>
## 966 <NA>
## 967 <NA>
## 968 <NA>
## 969 <NA>
## 970 <NA>
## 971 <NA>
## 972 <NA>
## 973 <NA>
## 974 <NA>
## 975 <NA>
## 976 <NA>
## 977 <NA>
## 978 <NA>
## 979 <NA>
## 980 <NA>
## 981 <NA>
## 982 <NA>
## 983 <NA>
## 984 <NA>
## 985 <NA>
## 986 Floresta Nacional de PiraÃ do Sul
## 987 Parque Estadual do GuartelÃ¡
## 988 Parque Estadual de Vila Velha
## 989 Parque Nacional dos Campos Gerais
## 990 RefÃºgio da Vida Silvestre dos Campos de Palmas
## 991 Floresta Nacional de Irati
## 992 Floresta Nacional de Irati
## 993 Floresta Nacional de Irati
## 994 Floresta Nacional de Irati
## 995 Floresta Nacional de Irati
## 996 Floresta Nacional de Irati
## 997 Floresta Nacional de Irati
## 998 Floresta Nacional de Irati
## 999 Fazenda Experimental Gralha Azul
## 1000 Fazenda Experimental Gralha Azul
## 1001 Fazenda Experimental Gralha Azul
## 1002 Fazenda Experimental Gralha Azul
## 1003 Fazenda Experimental Gralha Azul
## 1004 Fazenda Experimental Gralha Azul
## 1005 Fazenda Experimental Gralha Azul
## 1006 Fazenda Experimental Gralha Azul
## 1007 Fazenda Experimental Gralha Azul
## 1008 Fazenda Experimental Gralha Azul
## 1009 Fazenda Experimental Gralha Azul
## 1010 Reserva Particular do PatrimÃ´nio Natural Fazenda Barbacena,Fazenda Santa VitÃ³ria,Parque Estadual Vila Rica do EspÃrito Santo,Fazenda Cagibi
## 1011 Reserva Natural Salto Morato
## 1012 Salto Morato Nature Reserve
## 1013 Universidade Estadual de Londrina
## 1014 <NA>
## 1015 <NA>
## 1016 <NA>
## 1017 <NA>
## 1018 <NA>
## 1019 <NA>
## 1020 <NA>
## 1021 <NA>
## 1022 <NA>
## 1023 Parque Estadual Fritz Plaumann
## 1024 Parque Estadual Fritz Plaumann
## 1025 Parque Estadual Fritz Plaumann
## 1026 Parque Estadual Fritz Plaumann
## 1027 Parque Estadual Fritz Plaumann
## 1028 Parque Estadual Fritz Plaumann
## 1029 Parque Estadual Fritz Plaumann
## 1030 Parque Estadual Fritz Plaumann
## 1031 Floresta Nacional de ChapecÃ³
## 1032 Parque Nacional da Serra do ItajaÃ
## 1033 Parque EcolÃ³gico Spitzkopf
## 1034 Morro do ChapÃ©u
## 1035 Parque Estadual da Serra Furada
## 1036 <NA>
## 1037 Lagoa do Verdinho
## 1038 Parque Nacional das AraucÃ¡rias
## 1039 Usina TermelÃ©trica do Sul Catarinense USITESC
## 1040 Usina TermelÃ©trica do Sul Catarinense USITESC
## 1041 Usina TermelÃ©trica do Sul Catarinense USITESC
## 1042 <NA>
## 1043 <NA>
## 1044 <NA>
## 1045 <NA>
## 1046 <NA>
## 1047 <NA>
## 1048 <NA>
## 1049 Parque Nacional da Serra do ItajaÃ
## 1050 Parque Estadual da Serra do Tabuleiro
## 1051 Ilha de Ratones Grande
## 1052 Usina HidrelÃ©trica Quebra-queixo
## 1053 Fazenda Serra da EsperanÃ§a
## 1054 Floresta Nacional de ChapecÃ³
## 1055 Floresta Nacional de ChapecÃ³
## 1056 Parque Nacional das AraucÃ¡rias
## 1057 Ã<81>rea de ProteÃ§Ã£o Ambiental Serra Dona Francisca
## 1058 Ã<81>rea de ProteÃ§Ã£o Ambiental Serra Dona Francisca
## 1059 Ã<81>rea de ProteÃ§Ã£o Ambiental Serra Dona Francisca
## 1060 Ã<81>rea de ProteÃ§Ã£o Ambiental Serra Dona Francisca
## 1061 Barragem do Rio SÃ£o Bento
## 1062 <NA>
## 1063 <NA>
## 1064 Parque EcolÃ³gico, EcoturÃstico de Pedras Grandes
## 1065 Ã<81>rea de ProteÃ§Ã£o Ambiental Serra Dona Francisca
## 1066 <NA>
## 1067 Parque Municipal da Lagoa do Peri
## 1068 Parque Municipal do MaciÃ§o da Costeira
## 1069 Unidade de ConservaÃ§Ã£o Ambiental Desterro
## 1070 Parque Nacional de SÃ£o Joaquim
## 1071 <NA>
## 1072 <NA>
## 1073 Parque Estadual da Serra do Tabuleiro
## 1074 Hotel Plaza Caldas da Imperatriz
## 1075 <NA>
## 1076 Lagoa do Casamento
## 1077 Butiazais de Tapes
## 1078 Represa Rodolfo Costa, Represa Silva
## 1079 PrÃ³-Mata Research and Nature Conservation Center
## 1080 <NA>
## 1081 Morro do Coco
## 1082 Parque Estadual de Itapeva
## 1083 <NA>
## 1084 Parque Nacional de Aparados da Serra
## 1085 Instituto Federal de EducaÃ§Ã£o, CiÃªncias, Tecnologia, CÃ¢mpus Pelotas-Visconde da GraÃ§a
## 1086 Reserva BiolÃ³gica do Lami JosÃ© Lutzenberger
## 1087 EstaÃ§Ã£o EcolÃ³gica do Taim
## 1088 EstaÃ§Ã£o EcolÃ³gica do Taim
## 1089 EstaÃ§Ã£o EcolÃ³gica do Taim
## 1090 EstaÃ§Ã£o EcolÃ³gica do Taim
## 1091 Parque Estadual do Turvo
## 1092 PrÃ³ Mata
## 1093 <NA>
## 1094 <NA>
## 1095 <NA>
## 1096 Parque Nacional da Lagoa do Peixe
## 1097 Mostardas II
## 1098 Mostardas III
## 1099 Tapera
## 1100 SÃ£o JosÃ© do Norte II
## 1101 Tapes
## 1102 Rio Grande I
## 1103 Rio Grande II
## 1104 Rio Grande III
## 1105 Santa VitÃ³ria do Palmar III
## 1106 MaquinÃ©
## 1107 Torres
## 1108 CandelÃ¡ria
## 1109 Serra II
## 1110 CambarÃ¡ I
## 1111 CambarÃ¡ II
## 1112 SÃ£o JosÃ© dos Ausentes II
## 1113 Lagoa Vermelha
## 1114 Soledade II
## 1115 Parque Nacional da Lagoa do Peixe
## 1116 Parque Nacional da Lagoa do Peixe
## 1117 Parque Nacional da Lagoa do Peixe
## 1118 <NA>
## 1119 <NA>
## 1120 <NA>
## 1121 <NA>
## 1122 <NA>
## 1123 <NA>
## 1124 <NA>
## 1125 <NA>
## 1126 <NA>
## 1127 <NA>
## 1128 <NA>
## 1129 <NA>
## 1130 Rio dos Sinos
## 1131 <NA>
## 1132 Parque Nacional da Lagoa do Peixe
## 1133 <NA>
## 1134 BalneÃ¡rio Cassino
## 1135 Ilha dos Marinheiros
## 1136 Mata da Estrada Velha
## 1137 Universidade Luterana do Brazil
## 1138 CÃ¢mpus da Universidade Federal de Santa Maria
## 1139 Parque Estadual de Itapeva
## 1140 Parque Estadual de Itapeva
## 1141 Parque Estadual de Itapeva
## 1142 Parque Estadual de Itapeva
## 1143 Parque Natural Municipal de SertÃ£o
## 1144 EstaÃ§Ã£o Ambiental Braskem
## 1145 Reserva Natural del Bosque MbaracayÃº
## 1146 Parque Nacional Cerro CorÃ¡
## 1147 Reserva Kanguery
## 1148 Reserva Natural de Laguna Blanca
## 1149 Reserva de Recursos Manejados de YbyturuzÃº
## 1150 Parque Nacional IguazÃº
## 1151 Reserva de Vida Silvestre Urugua-Ã
## 1152 Refugio de Vida Silvestre Yacutinga
## 1153 Reserva y Refugio Privado de Vida Silvestre YaguaroundÃ
## 1154 AristÃ³bulo del Valle
## 1155 Salto Encantado
## 1156 Reserva Privada Urugua-Ã
## 1157 Puerto IguazÃº
## 1158 Comandante Andresito
## 1159 Posadas
## 1160 Montecarlo
## 1161 Refugio MoconÃ¡
## 1162 Balneario Municipal CuÃ±Ã¡ PirÃº
## 1163 Chacra San Juan de Dios
## latitude longitude coordinate_precision altitude temperature
## 1 -8.680000 -43.42194 gm 543 24.98
## 2 -3.545527 -38.85783 dd 15 26.53
## 3 -3.574194 -38.88869 dd 29 26.45
## 4 -3.515250 -38.91880 dd 25 26.55
## 5 -4.280556 -38.91083 gm 750 21.35
## 6 -9.229167 -36.42806 <NA> 745 20.45
## 7 -3.846111 -40.89444 gms 863 21.57
## 8 -3.825833 -40.91944 gms 878 21.47
## 9 -3.837500 -40.91028 gms 826 21.76
## 10 -6.136944 -35.22944 <NA> 93 25.40
## 11 -6.173889 -35.22028 <NA> 35 25.78
## 12 -6.185833 -35.19944 <NA> 69 25.59
## 13 -6.212222 -35.21028 <NA> 93 25.42
## 14 -6.234167 -35.31250 <NA> 130 25.14
## 15 -6.261667 -35.29194 <NA> 69 25.57
## 16 -6.248333 -35.25694 <NA> 93 25.41
## 17 -6.256944 -35.17222 <NA> 59 25.69
## 18 -6.271944 -35.17028 <NA> 58 25.70
## 19 -6.253333 -35.14000 <NA> 38 25.84
## 20 -6.340833 -35.21417 <NA> 122 25.25
## 21 -6.349722 -35.21556 <NA> 117 25.28
## 22 -6.342500 -35.19194 <NA> 100 25.40
## 23 -6.370278 -35.20389 <NA> 111 25.34
## 24 -6.392778 -35.18389 <NA> 57 25.72
## 25 -6.382222 -35.18306 <NA> 95 25.49
## 26 -6.376667 -35.18222 <NA> 95 25.49
## 27 -6.367222 -35.18389 <NA> 99 25.44
## 28 -6.364444 -35.17167 <NA> 77 25.59
## 29 -6.324722 -35.14194 <NA> 33 25.84
## 30 -6.335833 -35.11750 <NA> 56 25.69
## 31 -6.336389 -35.10639 <NA> 49 25.75
## 32 -6.327778 -35.09750 <NA> 40 25.81
## 33 -6.994444 -34.96278 gms 32 25.74
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## 35 -7.064444 -34.85278 gms 15 25.96
## 36 -7.112222 -34.87389 gms 29 25.77
## 37 -7.144167 -34.85861 gms 56 25.64
## 38 -7.153611 -34.93361 gms 65 25.52
## 39 -7.138611 -34.87389 gms 38 25.72
## 40 -7.174444 -34.82444 gms 38 25.71
## 41 -7.148611 -34.79667 gms 5 NA
## 42 -6.724250 -35.14472 dd 103 25.20
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## 44 -6.721167 -35.17824 dd 159 24.81
## 45 -6.743806 -35.15508 dd 174 24.76
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## 62 -7.826389 -35.00750 gms 75 24.66
## 63 -7.826944 -34.99889 gms 78 24.61
## 64 -8.721944 -35.18889 <NA> 102 23.85
## 65 -8.721111 -35.18833 <NA> 102 23.85
## 66 -8.725833 -35.17917 <NA> 80 23.98
## 67 -8.731111 -35.17917 <NA> 80 23.98
## 68 -8.728611 -35.17278 <NA> 67 24.04
## 69 -8.733333 -35.17389 <NA> 67 24.04
## 70 -8.733611 -35.17167 <NA> 73 24.02
## 71 -8.735278 -35.16722 <NA> 73 24.02
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## 74 -7.909167 -34.95806 gms 96 24.47
## 75 -8.818333 -35.18639 gms 31 24.33
## 76 -7.733333 -35.23333 gm 78 24.79
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## 79 -8.696389 -35.85472 gms 588 21.06
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## 81 -8.705556 -35.85278 gms 652 20.71
## 82 -8.710000 -35.85639 gms 687 20.50
## 83 -8.693333 -35.85556 gms 588 21.06
## 84 -8.716111 -35.83889 gms 633 20.86
## 85 -8.720833 -35.84694 gms 642 20.77
## 86 -8.728611 -35.84639 gms 652 20.72
## 87 -8.732778 -35.84500 gms 652 20.72
## 88 -8.722778 -35.84139 gms 570 21.25
## 89 -7.800556 -34.93361 gm 72 24.66
## 90 -8.039444 -35.19694 gm 135 24.24
## 91 -7.960833 -34.98250 gms 98 24.46
## 92 -9.938611 -36.37139 gms 108 24.36
## 93 -9.690833 -36.20028 gms 137 24.11
## 94 -9.758889 -36.23583 gms 163 23.86
## 95 -9.211667 -35.86444 gms 524 21.57
## 96 -9.217500 -35.87556 gms 519 21.59
## 97 -10.666667 -37.41667 <NA> 169 24.33
## 98 -10.541667 -37.05833 gms 137 24.54
## 99 -10.927500 -37.07389 gm 10 25.90
## 100 -10.533333 -37.05000 gm 117 24.68
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## 115 -11.962500 -37.63111 gms 10 24.97
## 116 -11.941389 -37.60694 gms 6 25.02
## 117 -11.832222 -37.55806 gms 2 NA
## 118 -11.886944 -37.58222 gms 3 NA
## 119 -11.946667 -37.61306 gms 25 24.90
## 120 -11.825833 -37.55194 gms 2 NA
## 121 -11.998611 -37.66139 gms 48 24.72
## 122 -11.991667 -37.63444 gms 32 24.83
## 123 -12.005000 -37.63972 gms 10 24.94
## 124 -11.998889 -37.67972 gms 30 24.78
## 125 -12.006944 -37.68194 gms 27 24.80
## 126 -11.997500 -37.64750 gms 37 24.78
## 127 -11.815278 -37.62111 gms 7 25.03
## 128 -12.406389 -38.47583 <NA> 117 24.05
## 129 -12.386944 -38.47944 <NA> 146 23.88
## 130 -12.395000 -38.49750 <NA> 141 23.90
## 131 -12.404722 -38.49361 <NA> 153 23.83
## 132 -12.405833 -38.45528 <NA> 158 23.81
## 133 -12.432500 -38.56028 <NA> 123 23.95
## 134 -12.368889 -38.45556 <NA> 186 23.64
## 135 -12.388333 -38.44139 <NA> 137 23.95
## 136 -12.395000 -38.44972 <NA> 159 23.81
## 137 -12.450833 -38.40500 <NA> 155 23.86
## 138 -12.393889 -38.38694 <NA> 163 23.79
## 139 -12.509444 -38.45306 <NA> 141 24.00
## 140 -12.390833 -38.37056 <NA> 101 24.16
## 141 -12.365556 -38.37361 <NA> 136 23.97
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## 147 -12.280000 -38.39472 <NA> 156 23.73
## 148 -12.566944 -38.03667 <NA> 25 24.82
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## 161 -14.855278 -40.87028 gms 904 20.04
## 162 -15.203889 -40.20278 gms 296 23.16
## 163 -16.651389 -39.09667 gm 3 NA
## 164 -17.299722 -39.22222 gm 7 NA
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## 202 -17.793056 -43.74944 gm 1180 19.15
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## 208 -19.731111 -41.82194 gm 522 21.14
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## 210 -19.719167 -41.82528 gm 542 21.08
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## 215 -21.381667 -45.92694 <NA> 831 20.10
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## 964 1697
## 965 1697
## 966 1700
## 967 1700
## 968 1700
## 969 1700
## 970 1693
## 971 1675
## 972 1687
## 973 1687
## 974 1680
## 975 1749
## 976 1749
## 977 1753
## 978 1752
## 979 1754
## 980 1747
## 981 1749
## 982 1745
## 983 1745
## 984 1751
## 985 1751
## 986 1517
## 987 1461
## 988 1468
## 989 1572
## 990 1744
## 991 1450
## 992 1452
## 993 1452
## 994 1460
## 995 1453
## 996 1457
## 997 1457
## 998 1457
## 999 1430
## 1000 1424
## 1001 1434
## 1002 1434
## 1003 1434
## 1004 1434
## 1005 1430
## 1006 1430
## 1007 1430
## 1008 1430
## 1009 1430
## 1010 1457
## 1011 2097
## 1012 2091
## 1013 1563
## 1014 1576
## 1015 1540
## 1016 1540
## 1017 1495
## 1018 1421
## 1019 1407
## 1020 1405
## 1021 1398
## 1022 1543
## 1023 1862
## 1024 1856
## 1025 1856
## 1026 1857
## 1027 1864
## 1028 1873
## 1029 1861
## 1030 1873
## 1031 2013
## 1032 1640
## 1033 1669
## 1034 1477
## 1035 1508
## 1036 1429
## 1037 1317
## 1038 1856
## 1039 1435
## 1040 1405
## 1041 1415
## 1042 1376
## 1043 1379
## 1044 1370
## 1045 1367
## 1046 1381
## 1047 1409
## 1048 1398
## 1049 1677
## 1050 1651
## 1051 NA
## 1052 2096
## 1053 1581
## 1054 1977
## 1055 1997
## 1056 1895
## 1057 1642
## 1058 1659
## 1059 1627
## 1060 1619
## 1061 1390
## 1062 1726
## 1063 1726
## 1064 1459
## 1065 1623
## 1066 1994
## 1067 1596
## 1068 1589
## 1069 1572
## 1070 1701
## 1071 1365
## 1072 1407
## 1073 1528
## 1074 1590
## 1075 1884
## 1076 1496
## 1077 1410
## 1078 1679
## 1079 1936
## 1080 1588
## 1081 1475
## 1082 1414
## 1083 1513
## 1084 1883
## 1085 1364
## 1086 1451
## 1087 1239
## 1088 1234
## 1089 1203
## 1090 1204
## 1091 1847
## 1092 1793
## 1093 1654
## 1094 1218
## 1095 1210
## 1096 1349
## 1097 1432
## 1098 1392
## 1099 1379
## 1100 1252
## 1101 1412
## 1102 1310
## 1103 1278
## 1104 1247
## 1105 1219
## 1106 1494
## 1107 1430
## 1108 1414
## 1109 1507
## 1110 1964
## 1111 1807
## 1112 1694
## 1113 1681
## 1114 1636
## 1115 1378
## 1116 1398
## 1117 1413
## 1118 1587
## 1119 1619
## 1120 1623
## 1121 1600
## 1122 1604
## 1123 1587
## 1124 1597
## 1125 1586
## 1126 1606
## 1127 1604
## 1128 1600
## 1129 1600
## 1130 1425
## 1131 1519
## 1132 1506
## 1133 1409
## 1134 1199
## 1135 1216
## 1136 1211
## 1137 1514
## 1138 1676
## 1139 1422
## 1140 1410
## 1141 1424
## 1142 1411
## 1143 1781
## 1144 1458
## 1145 1625
## 1146 1516
## 1147 1561
## 1148 1536
## 1149 1580
## 1150 1744
## 1151 1764
## 1152 1769
## 1153 1749
## 1154 1605
## 1155 1605
## 1156 1750
## 1157 1793
## 1158 1780
## 1159 1768
## 1160 1954
## 1161 1850
## 1162 1553
## 1163 1683
```

---

# 6. Importar dados

## Ler e atribuir uma planilha eletrônica (.csv) a um objeto

```r
# ler e atribuir uma planilha eletronica (.csv) a um objeto
da <- read.csv("ATLANTIC_AMPHIBIANS_sites.csv", encoding = "latin1")
```

```r
# ver os dados
da
```

```r
# conferir a classe
class(da)
```

```
## [1] "data.frame"
```

---

# IMPORTANTE: a tabela importada para o R sempre será um **data frame**!

---

# 6. Importar dados

## Ler e atribuir uma planilha simples (.txt) a um objeto

```r
# ler e atribuir uma planilha simples (.txt) a um objeto
da <- read.table("ATLANTIC_AMPHIBIANS_sites.txt", header = TRUE, sep = "\t")
da
```

---

# 6. Importar dados

## Ler e atribuir uma planilha eletrônica (.xlsx) a um objeto

### Pacote **openxlsx**

```r
# pacote openxlsx
# install.packages("openxlsx")
library(openxlsx)
```

### Importar os dados

```r
# ler e atribuir uma planilha eletrônica (.xlsx) a um objeto
da <- openxlsx::read.xlsx("ATLANTIC_AMPHIBIANS_sites.xlsx", sheet = 1, encoding = "latin1")
da
```

---

# 7. Conferência de dados importados

## Conjunto de funções para conferir os dados

### **Funções de conferência**

---

# 7. Conferência de dados importados

## Conjunto de funções para conferir os dados

### `head()`: mostra as primeiras 6 linhas

```r
# primeiras linhas
head(da)
```

```
## id reference_number species_number record sampled_habitat active_methods
## 1 amp1001 1001 19 ab fo,ll as
## 2 amp1002 1002 16 co fo,la,ll as
## 3 amp1003 1002 14 co fo,la,ll as
## 4 amp1004 1002 13 co fo,la,ll as
## 5 amp1005 1003 30 co fo,ll,br as
## 6 amp1006 1004 42 co tp,pp,la,ll,is <NA>
## passive_methods complementary_methods period month_start year_start
## 1 pt <NA> mo,da,tw,ni 9 2000
## 2 pt <NA> mo,da,tw,ni 12 2007
## 3 pt <NA> mo,da,tw,ni 12 2007
## 4 pt <NA> mo,da,tw,ni 12 2007
## 5 <NA> <NA> mo,da,ni 7 1988
## 6 <NA> <NA> <NA> NA NA
## month_finish year_finish effort_months country state state_abbreviation
## 1 1 2002 16 Brazil PiauÃ BR-PI
## 2 5 2009 17 Brazil CearÃ¡ BR-CE
## 3 5 2009 17 Brazil CearÃ¡ BR-CE
## 4 5 2009 17 Brazil CearÃ¡ BR-CE
## 5 8 2001 157 Brazil CearÃ¡ BR-CE
## 6 NA NA NA Brazil CearÃ¡ BR-CE
## municipality site latitude
## 1 Canto do Buriti Parque Nacional Serra das ConfusÃµes -8.680000
## 2 SÃ£o GonÃ§alo do Amarante Dunas -3.545527
## 3 SÃ£o GonÃ§alo do Amarante Jardim BotÃ¢nicoÂ Municipal deÂ Bauru -3.574194
## 4 SÃ£o GonÃ§alo do Amarante TaÃba -3.515250
## 5 BaturitÃ© Serra de BaturitÃ© -4.280556
## 6 Quebrangulo Reserva BiolÃ³gica de Pedra Talhada -9.229167
## longitude coordinate_precision altitude temperature precipitation
## 1 -43.42194 gm 543 24.98 853
## 2 -38.85783 dd 15 26.53 1318
## 3 -38.88869 dd 29 26.45 1248
## 4 -38.91880 dd 25 26.55 1376
## 5 -38.91083 gm 750 21.35 1689
## 6 -36.42806 <NA> 745 20.45 1249
```

---

# 7. Conferência de dados importados

## Conjunto de funções para conferir os dados

### `head()`: mostra as primeiras 10 linhas

```r
# primeiras linhas
head(da, 10)
```

---

# 7. Conferência de dados importados

## Conjunto de funções para conferir os dados

### `tail()`: mostra as últimas 6 linhas

```r
# ultimas linhas
tail(da)
```

```
## id reference_number species_number record sampled_habitat
## 1158 amp2158 1389 3 co <NA>
## 1159 amp2159 1389 9 co <NA>
## 1160 amp2160 1389 6 co <NA>
## 1161 amp2161 1389 1 co <NA>
## 1162 amp2162 1389 2 co <NA>
## 1163 amp2163 1389 2 co <NA>
## active_methods passive_methods complementary_methods period month_start
## 1158 <NA> <NA> <NA> <NA> NA
## 1159 <NA> <NA> <NA> <NA> NA
## 1160 <NA> <NA> <NA> <NA> NA
## 1161 <NA> <NA> <NA> <NA> NA
## 1162 <NA> <NA> <NA> <NA> NA
## 1163 <NA> <NA> <NA> <NA> NA
## year_start month_finish year_finish effort_months country state
## 1158 NA NA NA NA Argentina Misiones
## 1159 NA NA NA NA Argentina Misiones
## 1160 NA NA NA NA Argentina Misiones
## 1161 NA NA NA NA Argentina Misiones
## 1162 NA NA NA NA Argentina Misiones
## 1163 NA NA NA NA Argentina Misiones
## state_abbreviation municipality site
## 1158 AR-N Manuel Belgrano Comandante Andresito
## 1159 AR-N Posadas Posadas
## 1160 AR-N Montecarlo Montecarlo
## 1161 AR-N San Pedro Refugio MoconÃ¡
## 1162 AR-N CainguÃ¡s Balneario Municipal CuÃ±Ã¡ PirÃº
## 1163 AR-N OberÃ¡ Chacra San Juan de Dios
## latitude longitude coordinate_precision altitude temperature
## 1158 -25.66944 -54.04556 gms 251 19.94
## 1159 -27.45333 -55.89250 gms 105 21.30
## 1160 -26.56889 -53.60889 gms 597 18.35
## 1161 -27.14083 -53.92611 gms 202 19.92
## 1162 -27.08722 -54.95278 gms 213 21.04
## 1163 -27.47333 -55.17194 gms 254 20.67
## precipitation
## 1158 1780
## 1159 1768
## 1160 1954
## 1161 1850
## 1162 1553
## 1163 1683
```

---

# 7. Conferência de dados importados

## Conjunto de funções para conferir os dados

### `nrow()`: mostra o número de linhas

```r
# numero de linhas
nrow(da)
```

```
## [1] 1163
```

### `ncol()`: mostra o número de colunas

```r
# numero de colunas
ncol(da)
```

```
## [1] 25
```

### `dim()`: mostra o número de linhas e de colunas

```r
# numero de linhas e de colunas
dim(da)
```

```
## [1] 1163   25
```

---

# 7. Conferência de dados importados

## Conjunto de funções para conferir os dados

### `rownames()`: mostra os nomes das linhas (locais)

```r
# nome das linhas
rownames(da)
```

```
##    [1] "1"    "2"    "3"    "4"    "5"    "6"    "7"    "8"    "9"    "10"  
##   [11] "11"   "12"   "13"   "14"   "15"   "16"   "17"   "18"   "19"   "20"  
##   [21] "21"   "22"   "23"   "24"   "25"   "26"   "27"   "28"   "29"   "30"  
##   [31] "31"   "32"   "33"   "34"   "35"   "36"   "37"   "38"   "39"   "40"  
##   [41] "41"   "42"   "43"   "44"   "45"   "46"   "47"   "48"   "49"   "50"  
##   [51] "51"   "52"   "53"   "54"   "55"   "56"   "57"   "58"   "59"   "60"  
##   [61] "61"   "62"   "63"   "64"   "65"   "66"   "67"   "68"   "69"   "70"  
##   [71] "71"   "72"   "73"   "74"   "75"   "76"   "77"   "78"   "79"   "80"  
##   [81] "81"   "82"   "83"   "84"   "85"   "86"   "87"   "88"   "89"   "90"  
##   [91] "91"   "92"   "93"   "94"   "95"   "96"   "97"   "98"   "99"   "100" 
##  [101] "101"  "102"  "103"  "104"  "105"  "106"  "107"  "108"  "109"  "110" 
##  [111] "111"  "112"  "113"  "114"  "115"  "116"  "117"  "118"  "119"  "120" 
##  [121] "121"  "122"  "123"  "124"  "125"  "126"  "127"  "128"  "129"  "130" 
##  [131] "131"  "132"  "133"  "134"  "135"  "136"  "137"  "138"  "139"  "140" 
##  [141] "141"  "142"  "143"  "144"  "145"  "146"  "147"  "148"  "149"  "150" 
##  [151] "151"  "152"  "153"  "154"  "155"  "156"  "157"  "158"  "159"  "160" 
##  [161] "161"  "162"  "163"  "164"  "165"  "166"  "167"  "168"  "169"  "170" 
##  [171] "171"  "172"  "173"  "174"  "175"  "176"  "177"  "178"  "179"  "180" 
##  [181] "181"  "182"  "183"  "184"  "185"  "186"  "187"  "188"  "189"  "190" 
##  [191] "191"  "192"  "193"  "194"  "195"  "196"  "197"  "198"  "199"  "200" 
##  [201] "201"  "202"  "203"  "204"  "205"  "206"  "207"  "208"  "209"  "210" 
##  [211] "211"  "212"  "213"  "214"  "215"  "216"  "217"  "218"  "219"  "220" 
##  [221] "221"  "222"  "223"  "224"  "225"  "226"  "227"  "228"  "229"  "230" 
##  [231] "231"  "232"  "233"  "234"  "235"  "236"  "237"  "238"  "239"  "240" 
##  [241] "241"  "242"  "243"  "244"  "245"  "246"  "247"  "248"  "249"  "250" 
##  [251] "251"  "252"  "253"  "254"  "255"  "256"  "257"  "258"  "259"  "260" 
##  [261] "261"  "262"  "263"  "264"  "265"  "266"  "267"  "268"  "269"  "270" 
##  [271] "271"  "272"  "273"  "274"  "275"  "276"  "277"  "278"  "279"  "280" 
##  [281] "281"  "282"  "283"  "284"  "285"  "286"  "287"  "288"  "289"  "290" 
##  [291] "291"  "292"  "293"  "294"  "295"  "296"  "297"  "298"  "299"  "300" 
##  [301] "301"  "302"  "303"  "304"  "305"  "306"  "307"  "308"  "309"  "310" 
##  [311] "311"  "312"  "313"  "314"  "315"  "316"  "317"  "318"  "319"  "320" 
##  [321] "321"  "322"  "323"  "324"  "325"  "326"  "327"  "328"  "329"  "330" 
##  [331] "331"  "332"  "333"  "334"  "335"  "336"  "337"  "338"  "339"  "340" 
##  [341] "341"  "342"  "343"  "344"  "345"  "346"  "347"  "348"  "349"  "350" 
##  [351] "351"  "352"  "353"  "354"  "355"  "356"  "357"  "358"  "359"  "360" 
##  [361] "361"  "362"  "363"  "364"  "365"  "366"  "367"  "368"  "369"  "370" 
##  [371] "371"  "372"  "373"  "374"  "375"  "376"  "377"  "378"  "379"  "380" 
##  [381] "381"  "382"  "383"  "384"  "385"  "386"  "387"  "388"  "389"  "390" 
##  [391] "391"  "392"  "393"  "394"  "395"  "396"  "397"  "398"  "399"  "400" 
##  [401] "401"  "402"  "403"  "404"  "405"  "406"  "407"  "408"  "409"  "410" 
##  [411] "411"  "412"  "413"  "414"  "415"  "416"  "417"  "418"  "419"  "420" 
##  [421] "421"  "422"  "423"  "424"  "425"  "426"  "427"  "428"  "429"  "430" 
##  [431] "431"  "432"  "433"  "434"  "435"  "436"  "437"  "438"  "439"  "440" 
##  [441] "441"  "442"  "443"  "444"  "445"  "446"  "447"  "448"  "449"  "450" 
##  [451] "451"  "452"  "453"  "454"  "455"  "456"  "457"  "458"  "459"  "460" 
##  [461] "461"  "462"  "463"  "464"  "465"  "466"  "467"  "468"  "469"  "470" 
##  [471] "471"  "472"  "473"  "474"  "475"  "476"  "477"  "478"  "479"  "480" 
##  [481] "481"  "482"  "483"  "484"  "485"  "486"  "487"  "488"  "489"  "490" 
##  [491] "491"  "492"  "493"  "494"  "495"  "496"  "497"  "498"  "499"  "500" 
##  [501] "501"  "502"  "503"  "504"  "505"  "506"  "507"  "508"  "509"  "510" 
##  [511] "511"  "512"  "513"  "514"  "515"  "516"  "517"  "518"  "519"  "520" 
##  [521] "521"  "522"  "523"  "524"  "525"  "526"  "527"  "528"  "529"  "530" 
##  [531] "531"  "532"  "533"  "534"  "535"  "536"  "537"  "538"  "539"  "540" 
##  [541] "541"  "542"  "543"  "544"  "545"  "546"  "547"  "548"  "549"  "550" 
##  [551] "551"  "552"  "553"  "554"  "555"  "556"  "557"  "558"  "559"  "560" 
##  [561] "561"  "562"  "563"  "564"  "565"  "566"  "567"  "568"  "569"  "570" 
##  [571] "571"  "572"  "573"  "574"  "575"  "576"  "577"  "578"  "579"  "580" 
##  [581] "581"  "582"  "583"  "584"  "585"  "586"  "587"  "588"  "589"  "590" 
##  [591] "591"  "592"  "593"  "594"  "595"  "596"  "597"  "598"  "599"  "600" 
##  [601] "601"  "602"  "603"  "604"  "605"  "606"  "607"  "608"  "609"  "610" 
##  [611] "611"  "612"  "613"  "614"  "615"  "616"  "617"  "618"  "619"  "620" 
##  [621] "621"  "622"  "623"  "624"  "625"  "626"  "627"  "628"  "629"  "630" 
##  [631] "631"  "632"  "633"  "634"  "635"  "636"  "637"  "638"  "639"  "640" 
##  [641] "641"  "642"  "643"  "644"  "645"  "646"  "647"  "648"  "649"  "650" 
##  [651] "651"  "652"  "653"  "654"  "655"  "656"  "657"  "658"  "659"  "660" 
##  [661] "661"  "662"  "663"  "664"  "665"  "666"  "667"  "668"  "669"  "670" 
##  [671] "671"  "672"  "673"  "674"  "675"  "676"  "677"  "678"  "679"  "680" 
##  [681] "681"  "682"  "683"  "684"  "685"  "686"  "687"  "688"  "689"  "690" 
##  [691] "691"  "692"  "693"  "694"  "695"  "696"  "697"  "698"  "699"  "700" 
##  [701] "701"  "702"  "703"  "704"  "705"  "706"  "707"  "708"  "709"  "710" 
##  [711] "711"  "712"  "713"  "714"  "715"  "716"  "717"  "718"  "719"  "720" 
##  [721] "721"  "722"  "723"  "724"  "725"  "726"  "727"  "728"  "729"  "730" 
##  [731] "731"  "732"  "733"  "734"  "735"  "736"  "737"  "738"  "739"  "740" 
##  [741] "741"  "742"  "743"  "744"  "745"  "746"  "747"  "748"  "749"  "750" 
##  [751] "751"  "752"  "753"  "754"  "755"  "756"  "757"  "758"  "759"  "760" 
##  [761] "761"  "762"  "763"  "764"  "765"  "766"  "767"  "768"  "769"  "770" 
##  [771] "771"  "772"  "773"  "774"  "775"  "776"  "777"  "778"  "779"  "780" 
##  [781] "781"  "782"  "783"  "784"  "785"  "786"  "787"  "788"  "789"  "790" 
##  [791] "791"  "792"  "793"  "794"  "795"  "796"  "797"  "798"  "799"  "800" 
##  [801] "801"  "802"  "803"  "804"  "805"  "806"  "807"  "808"  "809"  "810" 
##  [811] "811"  "812"  "813"  "814"  "815"  "816"  "817"  "818"  "819"  "820" 
##  [821] "821"  "822"  "823"  "824"  "825"  "826"  "827"  "828"  "829"  "830" 
##  [831] "831"  "832"  "833"  "834"  "835"  "836"  "837"  "838"  "839"  "840" 
##  [841] "841"  "842"  "843"  "844"  "845"  "846"  "847"  "848"  "849"  "850" 
##  [851] "851"  "852"  "853"  "854"  "855"  "856"  "857"  "858"  "859"  "860" 
##  [861] "861"  "862"  "863"  "864"  "865"  "866"  "867"  "868"  "869"  "870" 
##  [871] "871"  "872"  "873"  "874"  "875"  "876"  "877"  "878"  "879"  "880" 
##  [881] "881"  "882"  "883"  "884"  "885"  "886"  "887"  "888"  "889"  "890" 
##  [891] "891"  "892"  "893"  "894"  "895"  "896"  "897"  "898"  "899"  "900" 
##  [901] "901"  "902"  "903"  "904"  "905"  "906"  "907"  "908"  "909"  "910" 
##  [911] "911"  "912"  "913"  "914"  "915"  "916"  "917"  "918"  "919"  "920" 
##  [921] "921"  "922"  "923"  "924"  "925"  "926"  "927"  "928"  "929"  "930" 
##  [931] "931"  "932"  "933"  "934"  "935"  "936"  "937"  "938"  "939"  "940" 
##  [941] "941"  "942"  "943"  "944"  "945"  "946"  "947"  "948"  "949"  "950" 
##  [951] "951"  "952"  "953"  "954"  "955"  "956"  "957"  "958"  "959"  "960" 
##  [961] "961"  "962"  "963"  "964"  "965"  "966"  "967"  "968"  "969"  "970" 
##  [971] "971"  "972"  "973"  "974"  "975"  "976"  "977"  "978"  "979"  "980" 
##  [981] "981"  "982"  "983"  "984"  "985"  "986"  "987"  "988"  "989"  "990" 
##  [991] "991"  "992"  "993"  "994"  "995"  "996"  "997"  "998"  "999"  "1000"
## [1001] "1001" "1002" "1003" "1004" "1005" "1006" "1007" "1008" "1009" "1010"
## [1011] "1011" "1012" "1013" "1014" "1015" "1016" "1017" "1018" "1019" "1020"
## [1021] "1021" "1022" "1023" "1024" "1025" "1026" "1027" "1028" "1029" "1030"
## [1031] "1031" "1032" "1033" "1034" "1035" "1036" "1037" "1038" "1039" "1040"
## [1041] "1041" "1042" "1043" "1044" "1045" "1046" "1047" "1048" "1049" "1050"
## [1051] "1051" "1052" "1053" "1054" "1055" "1056" "1057" "1058" "1059" "1060"
## [1061] "1061" "1062" "1063" "1064" "1065" "1066" "1067" "1068" "1069" "1070"
## [1071] "1071" "1072" "1073" "1074" "1075" "1076" "1077" "1078" "1079" "1080"
## [1081] "1081" "1082" "1083" "1084" "1085" "1086" "1087" "1088" "1089" "1090"
## [1091] "1091" "1092" "1093" "1094" "1095" "1096" "1097" "1098" "1099" "1100"
## [1101] "1101" "1102" "1103" "1104" "1105" "1106" "1107" "1108" "1109" "1110"
## [1111] "1111" "1112" "1113" "1114" "1115" "1116" "1117" "1118" "1119" "1120"
## [1121] "1121" "1122" "1123" "1124" "1125" "1126" "1127" "1128" "1129" "1130"
## [1131] "1131" "1132" "1133" "1134" "1135" "1136" "1137" "1138" "1139" "1140"
## [1141] "1141" "1142" "1143" "1144" "1145" "1146" "1147" "1148" "1149" "1150"
## [1151] "1151" "1152" "1153" "1154" "1155" "1156" "1157" "1158" "1159" "1160"
## [1161] "1161" "1162" "1163"
```

---

# 7. Conferência de dados importados

## Conjunto de funções para conferir os dados

### `colnames()`: mostra os nomes das colunas (variáveis)

```r
# nome das colunas
colnames(da)
```

```
##  [1] "id"                    "reference_number"      "species_number"       
##  [4] "record"                "sampled_habitat"       "active_methods"       
##  [7] "passive_methods"       "complementary_methods" "period"               
## [10] "month_start"           "year_start"            "month_finish"         
## [13] "year_finish"           "effort_months"         "country"              
## [16] "state"                 "state_abbreviation"    "municipality"         
## [19] "site"                  "latitude"              "longitude"            
## [22] "coordinate_precision"  "altitude"              "temperature"          
## [25] "precipitation"
```

---

# 7. Conferência de dados importados

## Conjunto de funções para conferir os dados

### `str()`: mostra as classes de cada coluna (estrutura)

```r
# estrutura dos dados
str(da)
```

```
## 'data.frame':	1163 obs. of  25 variables:
##  $ id                   : chr  "amp1001" "amp1002" "amp1003" "amp1004" ...
##  $ reference_number     : int  1001 1002 1002 1002 1003 1004 1005 1005 1005 1006 ...
##  $ species_number       : int  19 16 14 13 30 42 23 19 13 1 ...
##  $ record               : chr  "ab" "co" "co" "co" ...
##  $ sampled_habitat      : chr  "fo,ll" "fo,la,ll" "fo,la,ll" "fo,la,ll" ...
##  $ active_methods       : chr  "as" "as" "as" "as" ...
##  $ passive_methods      : chr  "pt" "pt" "pt" "pt" ...
##  $ complementary_methods: chr  NA NA NA NA ...
##  $ period               : chr  "mo,da,tw,ni" "mo,da,tw,ni" "mo,da,tw,ni" "mo,da,tw,ni" ...
##  $ month_start          : int  9 12 12 12 7 NA 4 4 4 5 ...
##  $ year_start           : int  2000 2007 2007 2007 1988 NA 2007 2007 2007 2011 ...
##  $ month_finish         : int  1 5 5 5 8 NA 4 4 4 7 ...
##  $ year_finish          : int  2002 2009 2009 2009 2001 NA 2009 2009 2009 2011 ...
##  $ effort_months        : int  16 17 17 17 157 NA 24 24 24 2 ...
##  $ country              : chr  "Brazil" "Brazil" "Brazil" "Brazil" ...
##  $ state                : chr  "PiauÃ" "CearÃ¡" "CearÃ¡" "CearÃ¡" ...
##  $ state_abbreviation   : chr  "BR-PI" "BR-CE" "BR-CE" "BR-CE" ...
##  $ municipality         : chr  "Canto do Buriti" "SÃ£o GonÃ§alo do Amarante" "SÃ£o GonÃ§alo do Amarante" "SÃ£o GonÃ§alo do Amarante" ...
##  $ site                 : chr  "Parque Nacional Serra das ConfusÃµes" "Dunas" "Jardim BotÃ¢nicoÂ Municipal deÂ Bauru" "TaÃba" ...
##  $ latitude             : num  -8.68 -3.55 -3.57 -3.52 -4.28 ...
##  $ longitude            : num  -43.4 -38.9 -38.9 -38.9 -38.9 ...
##  $ coordinate_precision : chr  "gm" "dd" "dd" "dd" ...
##  $ altitude             : int  543 15 29 25 750 745 863 878 826 93 ...
##  $ temperature          : num  25 26.5 26.4 26.6 21.4 ...
##  $ precipitation        : int  853 1318 1248 1376 1689 1249 1520 1474 1450 1332 ...
```

---

# 7. Conferência de dados importados

## Conjunto de funções para conferir os dados

### `summary()`: mostra um resumo dos valores de cada coluna

```r
# resumo dos dados
summary(da)
```

```
##       id            reference_number species_number     record         
##  Length:1163        Min.   :1001     Min.   : 1.00   Length:1163       
##  Class :character   1st Qu.:1096     1st Qu.: 7.00   Class :character  
##  Mode  :character   Median :1204     Median :13.00   Mode  :character  
##                     Mean   :1196     Mean   :15.17                     
##                     3rd Qu.:1295     3rd Qu.:21.00                     
##                     Max.   :1389     Max.   :80.00                     
##                                                                        
##  sampled_habitat    active_methods     passive_methods    complementary_methods
##  Length:1163        Length:1163        Length:1163        Length:1163          
##  Class :character   Class :character   Class :character   Class :character     
##  Mode  :character   Mode  :character   Mode  :character   Mode  :character     
##                                                                                
##                                                                                
##                                                                                
##                                                                                
##     period           month_start       year_start    month_finish   
##  Length:1163        Min.   : 1.000   Min.   :1940   Min.   : 1.000  
##  Class :character   1st Qu.: 4.000   1st Qu.:2004   1st Qu.: 3.000  
##  Mode  :character   Median : 8.000   Median :2007   Median : 6.000  
##                     Mean   : 7.058   Mean   :2007   Mean   : 6.375  
##                     3rd Qu.:10.000   3rd Qu.:2011   3rd Qu.:10.000  
##                     Max.   :12.000   Max.   :2015   Max.   :12.000  
##                     NA's   :69       NA's   :56     NA's   :75      
##   year_finish   effort_months     country             state          
##  Min.   :1983   Min.   :  0.0   Length:1163        Length:1163       
##  1st Qu.:2006   1st Qu.:  5.0   Class :character   Class :character  
##  Median :2009   Median : 11.0   Mode  :character   Mode  :character  
##  Mean   :2008   Mean   : 14.3                                        
##  3rd Qu.:2012   3rd Qu.: 20.0                                        
##  Max.   :2017   Max.   :191.0                                        
##  NA's   :58     NA's   :97                                           
##  state_abbreviation municipality           site              latitude      
##  Length:1163        Length:1163        Length:1163        Min.   :-33.511  
##  Class :character   Class :character   Class :character   1st Qu.:-24.270  
##  Mode  :character   Mode  :character   Mode  :character   Median :-22.601  
##                                                           Mean   :-21.330  
##                                                           3rd Qu.:-20.363  
##                                                           Max.   : -3.515  
##                                                                            
##    longitude      coordinate_precision    altitude       temperature   
##  Min.   :-56.74   Length:1163          Min.   :   0.0   Min.   :12.47  
##  1st Qu.:-49.69   Class :character     1st Qu.: 163.5   1st Qu.:18.25  
##  Median :-48.34   Mode  :character     Median : 546.0   Median :20.37  
##  Mean   :-46.27                        Mean   : 545.6   Mean   :20.36  
##  3rd Qu.:-43.03                        3rd Qu.: 828.0   3rd Qu.:22.43  
##  Max.   :-34.80                        Max.   :1950.0   Max.   :26.55  
##                                                         NA's   :18     
##  precipitation 
##  Min.   : 773  
##  1st Qu.:1246  
##  Median :1398  
##  Mean   :1457  
##  3rd Qu.:1586  
##  Max.   :2909  
##  NA's   :18
```

---

# 7. Conferência de dados importados

## Conjunto de funções para conferir os dados

### Verificar a presença de NAs

```r
# algum nas?
any(is.na(da))
```

```
## [1] TRUE
```
--

```r
# quais sao nas?
which(is.na(da))
```

```
##    [1]  4685  4686  4687  4688  4689  4690  4691  4692  4693  4711  4744  4749
##   [13]  4751  4780  4781  4782  4783  4784  4785  4786  4787  4788  4789  4790
##   [25]  4791  4792  4793  4794  4795  4796  4797  4798  4799  4852  4853  4854
##   [37]  4855  4873  4874  4965  5005  5020  5026  5027  5028  5034  5035  5036
##   [49]  5048  5055  5056  5057  5063  5211  5223  5224  5225  5227  5249  5326
##   [61]  5327  5374  5469  5480  5518  5519  5526  5529  5530  5531  5532  5533
##   [73]  5534  5566  5567  5568  5638  5639  5640  5641  5642  5665  5690  5717
##   [85]  5728  5729  5736  5738  5744  5798  5801  5806  5807  5808  5809  5810
##   [97]  5811  5812  5813  5814  5815  5821  5824  5825  5826  5827  5828  5829
##  [109]  5830  5831  5832  5833  5834  5835  5836  5837  5838  5839  5840  5841
##  [121]  5842  5843  5844  5845  5846  5847  5848  5849  5850  5851  5852  5853
##  [133]  5854  5855  5856  5903  5907  5912  5914  5925  5926  5966  5967  5968
##  [145]  5969  5970  5971  5972  5973  6022  6023  6024  6025  6029  6030  6036
##  [157]  6037  6054  6094  6095  6096  6125  6142  6162  6183  6186  6187  6189
##  [169]  6190  6236  6237  6238  6239  6240  6241  6249  6250  6251  6252  6253
##  [181]  6254  6255  6256  6257  6258  6259  6274  6275  6276  6277  6278  6279
##  [193]  6280  6281  6282  6283  6284  6285  6286  6287  6288  6289  6290  6305
##  [205]  6306  6307  6308  6309  6310  6311  6312  6313  6314  6315  6326  6366
##  [217]  6367  6368  6369  6370  6371  6412  6490  6527  6529  6537  6663  6665
##  [229]  6666  6681  6682  6689  6692  6693  6694  6695  6696  6697  6708  6729
##  [241]  6730  6731  6828  6853  6899  6901  6907  6945  6949  6969  6970  6971
##  [253]  6972  6973  6974  6975  6976  6977  6978  6983  6984  6985  6986  7020
##  [265]  7021  7022  7023  7024  7025  7026  7027  7028  7029  7030  7031  7032
##  [277]  7033  7034  7035  7038  7050  7051  7052  7065  7067  7069  7070  7071
##  [289]  7073  7074  7075  7077  7078  7082  7084  7085  7086  7087  7090  7091
##  [301]  7092  7093  7094  7095  7096  7097  7098  7099  7100  7101  7102  7103
##  [313]  7104  7105  7106  7107  7108  7109  7110  7111  7112  7113  7114  7115
##  [325]  7116  7117  7118  7119  7120  7121  7122  7123  7124  7125  7126  7127
##  [337]  7137  7138  7139  7140  7141  7142  7144  7145  7146  7147  7148  7149
##  [349]  7150  7151  7152  7153  7154  7155  7156  7157  7158  7159  7160  7161
##  [361]  7162  7163  7164  7165  7166  7167  7168  7169  7170  7171  7172  7173
##  [373]  7174  7175  7176  7177  7178  7179  7180  7181  7182  7183  7184  7189
##  [385]  7192  7194  7195  7196  7197  7198  7199  7200  7201  7202  7203  7204
##  [397]  7205  7206  7207  7208  7209  7212  7213  7214  7221  7222  7223  7224
##  [409]  7229  7231  7232  7233  7234  7235  7236  7237  7238  7239  7240  7241
##  [421]  7242  7243  7244  7245  7246  7247  7248  7249  7250  7251  7252  7253
##  [433]  7254  7255  7256  7260  7263  7264  7265  7266  7267  7268  7269  7270
##  [445]  7271  7272  7273  7274  7275  7276  7277  7278  7279  7280  7281  7282
##  [457]  7283  7284  7285  7286  7287  7289  7291  7292  7293  7295  7296  7297
##  [469]  7298  7299  7300  7301  7302  7303  7304  7306  7307  7309  7310  7311
##  [481]  7312  7313  7314  7315  7316  7317  7318  7319  7320  7321  7322  7323
##  [493]  7324  7327  7328  7332  7333  7334  7335  7336  7337  7338  7339  7340
##  [505]  7341  7342  7343  7344  7345  7346  7351  7352  7353  7356  7357  7359
##  [517]  7363  7364  7366  7367  7368  7369  7370  7371  7374  7376  7377  7378
##  [529]  7381  7382  7383  7384  7386  7388  7390  7391  7392  7393  7394  7395
##  [541]  7396  7397  7398  7405  7406  7407  7408  7409  7410  7411  7423  7424
##  [553]  7425  7426  7427  7428  7429  7430  7431  7432  7433  7434  7435  7436
##  [565]  7454  7455  7456  7457  7458  7459  7460  7461  7462  7463  7464  7465
##  [577]  7466  7467  7479  7480  7481  7482  7483  7484  7488  7490  7491  7492
##  [589]  7493  7494  7495  7496  7497  7498  7499  7500  7501  7502  7503  7504
##  [601]  7505  7506  7514  7515  7516  7517  7518  7519  7520  7521  7522  7523
##  [613]  7524  7525  7526  7527  7528  7535  7536  7539  7540  7541  7542  7543
##  [625]  7544  7545  7546  7547  7548  7553  7554  7555  7560  7561  7562  7563
##  [637]  7564  7565  7566  7567  7568  7569  7570  7571  7572  7573  7574  7576
##  [649]  7577  7578  7579  7580  7581  7582  7583  7584  7585  7586  7587  7588
##  [661]  7589  7590  7591  7592  7593  7594  7595  7596  7597  7598  7599  7600
##  [673]  7601  7602  7603  7604  7605  7606  7607  7608  7617  7618  7619  7620
##  [685]  7621  7622  7623  7624  7625  7626  7627  7630  7631  7633  7634  7635
##  [697]  7636  7637  7638  7639  7640  7641  7642  7643  7645  7646  7647  7648
##  [709]  7650  7652  7653  7654  7655  7656  7657  7659  7661  7662  7663  7664
##  [721]  7666  7667  7668  7669  7670  7671  7672  7676  7677  7678  7679  7680
##  [733]  7681  7682  7683  7684  7685  7686  7687  7688  7689  7691  7693  7694
##  [745]  7695  7696  7697  7698  7699  7700  7701  7702  7703  7704  7705  7706
##  [757]  7707  7708  7710  7712  7713  7714  7715  7716  7717  7718  7719  7720
##  [769]  7721  7722  7726  7727  7728  7729  7730  7731  7732  7733  7734  7735
##  [781]  7736  7737  7738  7739  7740  7741  7742  7743  7744  7745  7764  7765
##  [793]  7766  7767  7768  7769  7770  7771  7772  7774  7775  7776  7777  7778
##  [805]  7779  7780  7781  7782  7783  7784  7785  7786  7787  7788  7789  7790
##  [817]  7791  7792  7793  7796  7797  7798  7799  7800  7801  7802  7803  7804
##  [829]  7805  7807  7808  7809  7810  7811  7812  7813  7814  7815  7816  7817
##  [841]  7818  7819  7820  7821  7822  7823  7824  7827  7828  7829  7835  7836
##  [853]  7837  7838  7839  7840  7841  7842  7843  7844  7845  7846  7847  7848
##  [865]  7849  7850  7851  7852  7853  7854  7855  7856  7857  7858  7859  7860
##  [877]  7861  7862  7863  7864  7865  7866  7867  7870  7871  7872  7873  7874
##  [889]  7875  7881  7882  7883  7884  7885  7886  7887  7888  7889  7890  7891
##  [901]  7892  7893  7894  7895  7896  7897  7898  7899  7900  7901  7902  7903
##  [913]  7904  7905  7906  7907  7908  7909  7910  7914  7915  7916  7917  7918
##  [925]  7919  7920  7921  7922  7923  7924  7925  7926  7927  7928  7929  7930
##  [937]  7931  7932  7933  7934  7935  7936  7937  7938  7939  7940  7941  7942
##  [949]  7943  7944  7945  7946  7947  7948  7949  7950  7951  7952  7953  7954
##  [961]  7955  7956  7957  7958  7959  7960  7961  7962  7963  7964  7965  7966
##  [973]  7967  7968  7969  7970  7971  7972  7973  7974  7975  7976  7977  7978
##  [985]  7979  7980  7981  7982  7983  7984  7985  7986  7987  7988  7989  7990
##  [997]  7991  7992  7993  7994  7995  7996  7997  7998  7999  8000  8001  8002
## [1009]  8003  8004  8005  8006  8007  8008  8009  8010  8011  8013  8014  8015
## [1021]  8016  8017  8018  8019  8020  8021  8022  8023  8024  8025  8026  8027
## [1033]  8028  8029  8030  8031  8032  8033  8034  8039  8040  8041  8042  8043
## [1045]  8044  8045  8046  8047  8048  8049  8050  8052  8053  8054  8055  8056
## [1057]  8057  8058  8060  8061  8062  8063  8064  8070  8071  8072  8073  8075
## [1069]  8076  8077  8078  8079  8080  8081  8082  8083  8084  8085  8086  8087
## [1081]  8088  8089  8090  8091  8092  8093  8094  8095  8109  8110  8111  8116
## [1093]  8117  8118  8119  8120  8122  8124  8129  8131  8132  8133  8134  8135
## [1105]  8136  8137  8138  8139  8140  8141  8142  8143  8144  8145  8146  8147
## [1117]  8148  8149  8150  8151  8152  8153  8154  8155  8156  8157  8158  8159
## [1129]  8160  8161  8162  8163  8164  8165  8166  8167  8168  8169  8170  8171
## [1141]  8172  8173  8174  8175  8176  8177  8178  8179  8180  8181  8182  8195
## [1153]  8196  8197  8200  8201  8202  8203  8204  8205  8206  8207  8208  8209
## [1165]  8210  8211  8212  8213  8214  8215  8216  8217  8218  8225  8226  8227
## [1177]  8228  8229  8230  8231  8232  8233  8234  8236  8237  8238  8240  8241
## [1189]  8242  8243  8244  8245  8251  8252  8254  8255  8256  8257  8258  8259
## [1201]  8260  8261  8262  8263  8264  8265  8266  8267  8268  8269  8270  8271
## [1213]  8272  8273  8274  8275  8276  8277  8278  8279  8280  8281  8282  8283
## [1225]  8284  8285  8286  8287  8288  8289  8290  8291  8292  8293  8294  8295
## [1237]  8296  8297  8298  8299  8300  8301  8302  8303  8304  8305  8306  8307
## [1249]  8308  8309  8310  8311  8312  8313  8314  8315  8316  8317  8318  8319
## [1261]  8320  8321  8322  8323  8324  8325  8326  8327  8328  8329  8330  8331
## [1273]  8332  8333  8334  8335  8336  8337  8338  8339  8340  8341  8342  8343
## [1285]  8344  8345  8346  8347  8348  8349  8350  8351  8353  8354  8355  8356
## [1297]  8357  8358  8359  8360  8361  8362  8363  8370  8371  8372  8373  8375
## [1309]  8376  8377  8378  8379  8380  8381  8382  8383  8384  8385  8386  8387
## [1321]  8395  8396  8397  8398  8399  8400  8401  8402  8403  8404  8405  8406
## [1333]  8407  8408  8409  8410  8411  8412  8413  8414  8415  8416  8417  8418
## [1345]  8420  8421  8422  8423  8424  8425  8426  8427  8428  8429  8430  8431
## [1357]  8432  8433  8434  8435  8436  8437  8438  8439  8440  8441  8442  8443
## [1369]  8444  8445  8446  8447  8448  8449  8450  8451  8452  8453  8454  8455
## [1381]  8456  8457  8458  8459  8460  8461  8462  8463  8464  8465  8466  8467
## [1393]  8468  8469  8470  8471  8472  8473  8474  8475  8476  8481  8483  8484
## [1405]  8485  8486  8487  8488  8489  8490  8491  8495  8496  8497  8498  8499
## [1417]  8500  8501  8502  8503  8504  8505  8506  8507  8509  8510  8511  8512
## [1429]  8513  8514  8515  8516  8517  8519  8520  8522  8523  8524  8525  8526
## [1441]  8527  8528  8529  8530  8531  8532  8533  8534  8535  8536  8537  8538
## [1453]  8539  8540  8541  8546  8548  8549  8551  8553  8554  8651  8652  8653
## [1465]  8654  8655  8656  8657  8658  8659  8660  8661  8662  8663  8664  8665
## [1477]  8666  8667  8668  8669  8671  8672  8673  8674  8675  8676  8692  8693
## [1489]  8694  8695  8696  8697  8698  8699  8700  8701  8702  8703  8704  8705
## [1501]  8706  8707  8708  8709  8710  8711  8713  8716  8717  8718  8719  8720
## [1513]  8721  8722  8723  8724  8725  8726  8727  8728  8729  8730  8731  8732
## [1525]  8733  8734  8735  8736  8737  8738  8739  8740  8741  8742  8743  8744
## [1537]  8745  8746  8747  8748  8749  8750  8751  8752  8753  8754  8755  8756
## [1549]  8757  8758  8759  8760  8761  8762  8763  8764  8765  8766  8767  8768
## [1561]  8769  8770  8771  8780  8781  8782  8783  8784  8785  8786  8787  8788
## [1573]  8789  8790  8791  8792  8793  8794  8795  8796  8797  8798  8799  8800
## [1585]  8801  8802  8803  8804  8805  8806  8808  8809  8810  8811  8812  8813
## [1597]  8814  8815  8816  8818  8819  8820  8821  8822  8823  8824  8825  8826
## [1609]  8827  8828  8829  8830  8831  8832  8833  8834  8835  8838  8839  8842
## [1621]  8843  8844  8845  8846  8847  8848  8849  8850  8851  8852  8853  8854
## [1633]  8855  8856  8857  8858  8859  8860  8861  8862  8863  8864  8865  8866
## [1645]  8867  8868  8869  8870  8871  8872  8873  8874  8875  8876  8877  8878
## [1657]  8879  8880  8881  8882  8883  8884  8885  8886  8887  8888  8889  8890
## [1669]  8891  8892  8893  8894  8895  8896  8897  8898  8899  8900  8901  8902
## [1681]  8903  8904  8905  8906  8907  8908  8928  8929  8930  8931  8932  8933
## [1693]  8934  8935  8936  8937  8938  8939  8940  8941  8942  8943  8946  8947
## [1705]  8948  8949  8950  8951  8952  8953  8954  8955  8957  8959  8960  8961
## [1717]  8962  8963  8964  8965  8966  8967  8968  8969  8970  8971  8972  8973
## [1729]  8974  8975  8976  8977  8978  8979  8980  8981  8982  8983  8984  8985
## [1741]  8986  8987  8988  8989  8990  8991  8992  8993  8994  8995  8996  8997
## [1753]  8999  9000  9001  9002  9003  9004  9005  9006  9007  9008  9009  9010
## [1765]  9011  9012  9013  9014  9015  9016  9017  9018  9019  9020  9021  9022
## [1777]  9023  9024  9025  9026  9027  9028  9029  9030  9031  9032  9033  9034
## [1789]  9035  9036  9037  9038  9039  9040  9041  9042  9043  9044  9045  9046
## [1801]  9047  9048  9049  9050  9051  9052  9053  9054  9055  9056  9057  9058
## [1813]  9059  9060  9061  9062  9063  9064  9065  9066  9067  9068  9069  9070
## [1825]  9071  9072  9073  9074  9075  9076  9077  9078  9079  9080  9081  9082
## [1837]  9083  9084  9085  9086  9087  9088  9089  9090  9091  9092  9093  9094
## [1849]  9095  9096  9097  9098  9099  9100  9101  9102  9103  9104  9105  9106
## [1861]  9107  9108  9109  9110  9111  9112  9113  9114  9115  9116  9117  9118
## [1873]  9119  9120  9121  9122  9123  9124  9125  9126  9127  9128  9129  9130
## [1885]  9131  9132  9133  9134  9135  9136  9137  9138  9139  9140  9141  9142
## [1897]  9143  9144  9145  9146  9147  9148  9149  9150  9151  9152  9153  9154
## [1909]  9155  9156  9157  9158  9159  9160  9161  9162  9163  9164  9165  9166
## [1921]  9167  9168  9169  9170  9171  9172  9173  9174  9176  9177  9178  9179
## [1933]  9180  9181  9182  9183  9184  9185  9186  9187  9188  9189  9190  9191
## [1945]  9192  9194  9195  9196  9197  9198  9199  9200  9201  9202  9203  9204
## [1957]  9205  9206  9207  9208  9209  9210  9212  9213  9215  9216  9217  9218
## [1969]  9219  9220  9221  9222  9223  9224  9225  9227  9228  9229  9230  9231
## [1981]  9233  9234  9235  9236  9237  9238  9239  9240  9241  9242  9243  9244
## [1993]  9245  9246  9247  9248  9249  9250  9251  9252  9253  9254  9255  9256
## [2005]  9257  9258  9259  9260  9261  9262  9263  9264  9265  9266  9267  9268
## [2017]  9269  9270  9271  9272  9273  9274  9275  9276  9277  9278  9279  9280
## [2029]  9281  9282  9283  9285  9286  9287  9288  9289  9290  9291  9292  9293
## [2041]  9294  9295  9296  9297  9298  9299  9300  9301  9302  9303  9304  9310
## [2053]  9311  9337  9338  9339  9340  9341  9342  9343  9344  9345  9364  9368
## [2065]  9369  9370  9371  9372  9373  9374  9375  9376  9377  9378  9382  9383
## [2077]  9384  9385  9386  9387  9392  9394  9396  9399  9400  9401  9403  9409
## [2089]  9416  9518  9525  9526  9617  9623  9624  9653  9659  9660  9661  9662
## [2101]  9663  9664  9665  9669  9671  9672  9678  9679  9697  9704  9709  9822
## [2113]  9943  9944  9945  9946  9947  9948  9949  9950  9951  9952  9953  9954
## [2125]  9955  9964  9965  9966  9967  9968  9969  9971  9976  9978  9979  9982
## [2137]  9987  9988  9989  9990 10006 10007 10008 10019 10026 10106 10142 10143
## [2149] 10144 10145 10146 10147 10148 10149 10150 10151 10154 10155 10170 10171
## [2161] 10178 10181 10182 10183 10184 10185 10186 10187 10188 10189 10190 10191
## [2173] 10192 10193 10197 10218 10219 10220 10221 10222 10223 10224 10225 10226
## [2185] 10227 10228 10229 10230 10231 10232 10233 10234 10235 10236 10262 10263
## [2197] 10264 10265 10266 10267 10268 10269 10270 10271 10272 10273 10274 10275
## [2209] 10276 10277 10278 10279 10280 10281 10282 10283 10284 10285 10286 10287
## [2221] 10288 10289 10290 10291 10292 10293 10294 10295 10296 10297 10298 10299
## [2233] 10300 10301 10302 10303 10304 10305 10306 10307 10308 10309 10310 10311
## [2245] 10312 10313 10316 10317 10342 10361 10362 10363 10364 10366 10367 10369
## [2257] 10374 10379 10382 10383 10388 10390 10396 10397 10401 10402 10403 10404
## [2269] 10405 10406 10407 10408 10409 10410 10411 10412 10413 10414 10415 10416
## [2281] 10417 10418 10457 10458 10459 10460 10461 10462 10463 10464 10465 10466
## [2293] 10467 10473 10544 10559 10681 10688 10689 10789 10790 10791 10792 10793
## [2305] 10798 10803 10835 10837 10841 10842 10843 10847 10849 10850 10851 10874
## [2317] 11142 11145 11182 11189 11317 11318 11333 11334 11341 11344 11345 11346
## [2329] 11347 11348 11349 11360 11381 11382 11383 11453 11454 11455 11456 11457
## [2341] 11480 11505 11532 11537 11554 11555 11556 11557 11559 11563 11602 11611
## [2353] 11621 11622 11623 11624 11625 11626 11627 11628 11629 11630 11636 11707
## [2365] 11722 11727 11758 11759 11760 11761 11762 11763 11764 11765 11766 11767
## [2377] 11768 11769 11770 11771 11772 11773 11774 11775 11776 11777 11844 11851
## [2389] 12004 12006 12037 12345 12496 12497 12504 12507 12508 12509 12510 12511
## [2401] 12512 12523 12544 12545 12546 12643 12668 12722 12784 12785 12786 12787
## [2413] 12788 12789 12790 12791 12792 12793 12799 12847 12870 12885 13007 13014
## [2425] 13015 13115 13116 13117 13118 13119 13124 13129 13161 13163 13167 13168
## [2437] 13169 13173 13175 13176 13177 13186 13192 13200 13468 13471 13508 13515
## [2449] 13589 13590 13591 13592 13644 13659 13660 13667 13670 13671 13672 13673
## [2461] 13674 13675 13686 13707 13708 13709 13779 13780 13781 13782 13783 13806
## [2473] 13831 13858 13863 13880 13881 13882 13883 13885 13889 13928 13937 13947
## [2485] 13948 13949 13950 13951 13952 13953 13954 13955 13956 13962 14033 14048
## [2497] 14053 14084 14085 14086 14087 14088 14089 14090 14091 14092 14093 14094
## [2509] 14095 14096 14097 14098 14099 14100 14101 14102 14103 14170 14177 14330
## [2521] 14332 14349 14355 14363 14671 14822 14823 14830 14833 14834 14835 14836
## [2533] 14837 14838 14849 14870 14871 14872 14969 14994 15048 15110 15111 15112
## [2545] 15113 15114 15115 15116 15117 15118 15119 15125 15173 15196 15211 15216
## [2557] 15247 15248 15249 15250 15251 15252 15253 15254 15255 15256 15257 15258
## [2569] 15259 15260 15261 15262 15263 15264 15265 15266 15333 15340 15341 15441
## [2581] 15442 15443 15444 15445 15450 15455 15487 15489 15493 15494 15495 15499
## [2593] 15501 15502 15503 15512 15518 15526 15794 15797 15834 15841 15915 15916
## [2605] 15917 15918 15969 15970 15985 15986 15993 15996 15997 15998 15999 16000
## [2617] 16001 16012 16033 16034 16035 16105 16106 16107 16108 16109 16132 16157
## [2629] 16184 16189 16206 16207 16208 16209 16211 16215 16254 16263 16273 16274
## [2641] 16275 16276 16277 16278 16279 16280 16281 16282 21009 21025 21062 21063
## [2653] 21064 21065 21066 21067 21068 21069 21070 21071 21072 21073 21074 21075
## [2665] 21076 21077 21078 21079 21080 21081 21085 21086 21087 21088 21089 21090
## [2677] 21091 21092 21127 21149 21165 21177 21178 21179 21180 21204 21205 21206
## [2689] 21209 21210 21247 21262 21441 21442 21443 21445 21452 21467 21494 21512
## [2701] 21513 21514 21515 21516 21517 21518 21519 21520 21521 21522 21523 21524
## [2713] 21525 21526 21527 21528 21529 21530 21532 21533 21534 21535 21536 21537
## [2725] 21538 21539 21540 21541 21542 21543 21544 21545 21546 21547 21548 21549
## [2737] 21550 21551 21552 21553 21554 21555 21556 21557 21558 21559 21560 21561
## [2749] 21565 21566 21567 21568 21569 21570 21603 21636 21637 21638 21645 21647
## [2761] 21685 21721 21722 21723 21724 21725 21726 21727 21728 21739 21740 21741
## [2773] 21742 21743 21744 21750 21752 21753 21754 21755 21756 21757 21758 21759
## [2785] 21760 21761 21797 21800 21816 21837 21838 21839 21840 21841 21842 21843
## [2797] 21844 21870 21871 21872 21873 21874 21875 21876 21877 21878 21879 21880
## [2809] 21881 21882 21883 21884 21885 21886 21887 21888 21889 21890 21892 21893
## [2821] 21894 21895 21896 21897 21898 21899 21900 21901 21902 21903 21904 21905
## [2833] 21906 21907 21908 21909 21910 21911 21912 21913 21914 21915 21916 21917
## [2845] 21918 21919 21948 21949 21950 21951 21952 21953 21954 21955 21956 21970
## [2857] 21976 21977 21978 21979 21980 21981 21982 21996 21997 22000 22005 22006
## [2869] 22009 22014 22017 22027 22028 22029 22052 22053 22054 22055 22056 22057
## [2881] 22058 22059 22060 22061 22062 22063 22065 22067 24429 24433 24434 24435
## [2893] 24436 24437 24438 24439 24440 24441 24442 24443 24444 24445 24446 24447
## [2905] 24448 24449 24450 24451 24452 24453 24454 24455 24487 24488 24489 24490
## [2917] 24491 24492 24493 24494 24520 24533 24534 24535 24551 24552 24553 24554
## [2929] 24555 24556 24557 24558 24559 24560 24561 24562 24563 24564 24565 24566
## [2941] 24567 24568 24569 24570 24571 24572 24638 24645 24660 24677 24705 24734
## [2953] 24739 24754 24766 24786 24791 24794 24795 24797 24830 24980 24981 24995
## [2965] 24996 25001 25002 25003 25004 25061 25073 25074 25082 25089 25090 25118
## [2977] 25119 25145 25188 25189 25291 25292 25316 25456 25460 25465 25466 25467
## [2989] 25468 25469 25470 25471 25493 25498 25499 25500 25504 25507 25509 25510
## [3001] 25511 25512 25513 25515 25519 25562 25563 25564 25565 25569 25574 25575
## [3013] 26790 26866 26867 26869 26912 26913 27074 27107 27109 27110 27141 27412
## [3025] 27428 27450 27648 27649 27651 27800 27953 28029 28030 28032 28075 28076
## [3037] 28237 28270 28272 28273 28304 28575 28591 28613 28811 28812 28814 28963
```

---

# 7. Conferência de dados importados

## Conjunto de funções para manipular os dados

### Retirar os NAs

```r
# omitir as linhas com nas e atribuir 
da_na <- na.omit(da)
```

```r
# numero de linhas do dado total
nrow(da)
```

```
## [1] 1163
```

```r
# numero de linhas do dado sem nas
nrow(da_na)
```

```
## [1] 40
```

---

# 7. Conferência de dados importados

## Conjunto de funções para manipular os dados

### Subset das linhas

```r
# subset das linhas com amostragens em sao paulo
da_sp <- da[da$state == "São Paulo", ]
da_sp
```

```
## [1] id reference_number species_number 
## [4] record sampled_habitat active_methods 
## [7] passive_methods complementary_methods period 
## [10] month_start year_start month_finish 
## [13] year_finish effort_months country 
## [16] state state_abbreviation municipality 
## [19] site latitude longitude 
## [22] coordinate_precision altitude temperature 
## [25] precipitation 
## <0 rows> (or 0-length row.names)
```

---

# 8. Exportar dados

## Exportar uma tabela de dados na pasta do diretório

### Planilha eletrônica (.csv)

```r
# exportar csv
write.csv(da_sp, "ATLANTIC_AMPHIBIAN_sites_sao_paulo.csv", 
          row.names = FALSE, quote = FALSE)
```

### Planilha de texto (.txt)

```r
# exportar txt
write.table(da_sp, "ATLANTIC_AMPHIBIAN_sites_sao_paulo.txt", 
            row.names = FALSE, quote = FALSE)
```

### Planilha eletrônica (.xlsx)

```r
# exportar xlsx
openxlsx::write.xlsx(da_sp, "ATLANTIC_AMPHIBIAN_sites_sao_paulo.xlsx", 
                     row.names = FALSE, quote = FALSE)
```

---

# Dúvidas?

---

class: clear, middle
background-image: url(img/gif_frog.gif),url(img/gif_frogs.gif), url(img/package_xaringan.png)
background-size: 250px, 500px, 130px
background-position: 35% 50%, 90% 55%, 5% 86%

## Maurício Vancine

Contatos:

Slides criados via pacote [xaringan](https://github.com/yihui/xaringan) e tema [Metropolis](https://github.com/pat-s/xaringan-metropolis). Animação dos sapos por [@probzz](https://twitter.com/probzz/status/1367613720294170627).