https://rpubs.com/gaston/dendrograms

https://www.storybench.org/how-to-use-hierarchical-cluster-analysis-on-time-series-data/

R

## -- Attaching packages ------------------------------------------------------------------ tidyverse 1.3.0 --
## v ggplot2 3.3.0     v purrr   0.3.4
## v tibble  3.0.1     v dplyr   0.8.5
## v tidyr   1.0.2     v stringr 1.4.0
## v readr   1.3.1     v forcats 0.5.0
## -- Conflicts --------------------------------------------------------------------- tidyverse_conflicts() --
## x dplyr::filter() masks stats::filter()
## x dplyr::lag()    masks stats::lag()
## 
## Attaching package: 'magrittr'
## The following object is masked from 'package:purrr':
## 
##     set_names
## The following object is masked from 'package:tidyr':
## 
##     extract
## Using ',' as decimal and '.' as grouping mark. Use read_delim() for more control.
## Parsed with column specification:
## cols(
##   Region = col_character(),
##   Comuna = col_character(),
##   Codigo_comuna = col_double(),
##   Fec = col_double(),
##   Fecha = col_character(),
##   Clave = col_double(),
##   Casos_Diarios = col_double(),
##   Casos_Acumulados = col_double(),
##   Muertes = col_double(),
##   Casos_Activos = col_double(),
##   Recuperados = col_double(),
##   Recuperados_Diarios = col_double(),
##   Dia = col_double(),
##   Fallecidos_Diarios = col_double(),
##   `on-off` = col_character(),
##   Max_Dia = col_double()
## )
## # A tibble: 10 x 16
##    Region Comuna Codigo_comuna   Fec Fecha  Clave Casos_Diarios Casos_Acumulados
##    <chr>  <chr>          <dbl> <dbl> <chr>  <dbl>         <dbl>            <dbl>
##  1 Valpa~ Algar~          5602     1 03-0~ 5.60e8             0                0
##  2 Metro~ Alhue          13502     1 03-0~ 1.35e9             0                0
##  3 Biobio Alto_~          8314     1 03-0~ 8.31e8             0                0
##  4 Ataca~ Alto_~          3302     1 03-0~ 3.30e8             0                0
##  5 Tarap~ Alto_~          1107     1 03-0~ 1.11e8             0                0
##  6 Los_L~ Ancud          10202     1 03-0~ 1.02e9             0                0
##  7 Coqui~ Andac~          4103     1 03-0~ 4.10e8             0                0
##  8 La_Ar~ Angol           9201     1 03-0~ 9.20e8             0                0
##  9 Antof~ Antof~          2101     1 03-0~ 2.10e8             0                0
## 10 Biobio Antuco          8302     1 03-0~ 8.30e8             0                0
## # ... with 8 more variables: Muertes <dbl>, Casos_Activos <dbl>,
## #   Recuperados <dbl>, Recuperados_Diarios <dbl>, Dia <dbl>,
## #   Fallecidos_Diarios <dbl>, `on-off` <chr>, Max_Dia <dbl>
## tibble [23,805 x 16] (S3: spec_tbl_df/tbl_df/tbl/data.frame)
##  $ Region             : chr [1:23805] "Valparaiso" "Metropolitana" "Biobio" "Atacama" ...
##  $ Comuna             : chr [1:23805] "Algarrobo" "Alhue" "Alto_Biobio" "Alto_del_Carmen" ...
##  $ Codigo_comuna      : num [1:23805] 5602 13502 8314 3302 1107 ...
##  $ Fec                : num [1:23805] 1 1 1 1 1 1 1 1 1 1 ...
##  $ Fecha              : chr [1:23805] "03-03-2020" "03-03-2020" "03-03-2020" "03-03-2020" ...
##  $ Clave              : num [1:23805] 5.60e+08 1.35e+09 8.31e+08 3.30e+08 1.11e+08 ...
##  $ Casos_Diarios      : num [1:23805] 0 0 0 0 0 0 0 0 0 0 ...
##  $ Casos_Acumulados   : num [1:23805] 0 0 0 0 0 0 0 0 0 0 ...
##  $ Muertes            : num [1:23805] 0 0 0 0 0 0 0 0 0 0 ...
##  $ Casos_Activos      : num [1:23805] 0 0 0 0 0 0 0 0 0 0 ...
##  $ Recuperados        : num [1:23805] 0 0 0 0 0 0 0 0 0 0 ...
##  $ Recuperados_Diarios: num [1:23805] 0 0 0 0 0 0 0 0 0 0 ...
##  $ Dia                : num [1:23805] 0 0 0 0 0 0 0 0 0 0 ...
##  $ Fallecidos_Diarios : num [1:23805] 0 0 0 0 0 0 0 0 0 0 ...
##  $ on-off             : chr [1:23805] "OFF" "OFF" "OFF" "OFF" ...
##  $ Max_Dia            : num [1:23805] 43 0 0 0 46 25 7 53 52 3 ...
##  - attr(*, "spec")=
##   .. cols(
##   ..   Region = col_character(),
##   ..   Comuna = col_character(),
##   ..   Codigo_comuna = col_double(),
##   ..   Fec = col_double(),
##   ..   Fecha = col_character(),
##   ..   Clave = col_double(),
##   ..   Casos_Diarios = col_double(),
##   ..   Casos_Acumulados = col_double(),
##   ..   Muertes = col_double(),
##   ..   Casos_Activos = col_double(),
##   ..   Recuperados = col_double(),
##   ..   Recuperados_Diarios = col_double(),
##   ..   Dia = col_double(),
##   ..   Fallecidos_Diarios = col_double(),
##   ..   `on-off` = col_character(),
##   ..   Max_Dia = col_double()
##   .. )
##     Region             Comuna          Codigo_comuna        Fec    
##  Length:23805       Length:23805       Min.   : 1101   Min.   : 1  
##  Class :character   Class :character   1st Qu.: 6109   1st Qu.:18  
##  Mode  :character   Mode  :character   Median : 8313   Median :35  
##                                        Mean   : 9026   Mean   :35  
##                                        3rd Qu.:13103   3rd Qu.:52  
##                                        Max.   :16305   Max.   :69  
##     Fecha               Clave           Casos_Diarios      Casos_Acumulados
##  Length:23805       Min.   :1.101e+08   Min.   :  0.0000   Min.   :  0.00  
##  Class :character   1st Qu.:6.109e+08   1st Qu.:  0.0000   1st Qu.:  0.00  
##  Mode  :character   Median :8.313e+08   Median :  0.0000   Median :  0.00  
##                     Mean   :9.026e+08   Mean   :  0.6749   Mean   : 18.09  
##                     3rd Qu.:1.310e+09   3rd Qu.:  0.0000   3rd Qu.:  7.00  
##                     Max.   :1.631e+09   Max.   :124.0000   Max.   :816.00  
##     Muertes        Casos_Activos      Recuperados      Recuperados_Diarios
##  Min.   : 0.0000   Min.   :  0.000   Min.   :  0.000   Min.   :  0.0000   
##  1st Qu.: 0.0000   1st Qu.:  0.000   1st Qu.:  0.000   1st Qu.:  0.0000   
##  Median : 0.0000   Median :  0.000   Median :  0.000   Median :  0.0000   
##  Mean   : 0.1519   Mean   :  8.083   Mean   :  9.859   Mean   :  0.5757   
##  3rd Qu.: 0.0000   3rd Qu.:  3.000   3rd Qu.:  2.000   3rd Qu.:  0.0000   
##  Max.   :16.0000   Max.   :464.000   Max.   :764.000   Max.   :124.0000   
##       Dia        Fallecidos_Diarios    on-off             Max_Dia     
##  Min.   : 0.00   Min.   :0.000000   Length:23805       Min.   : 0.00  
##  1st Qu.: 0.00   1st Qu.:0.000000   Class :character   1st Qu.:16.00  
##  Median : 0.00   Median :0.000000   Mode  :character   Median :40.00  
##  Mean   :11.25   Mean   :0.006385                      Mean   :32.48  
##  3rd Qu.:21.00   3rd Qu.:0.000000                      3rd Qu.:48.00  
##  Max.   :69.00   Max.   :3.000000                      Max.   :68.00
## label_key: Comuna

## Rows: 23,805
## Columns: 3
## $ Casos_Acumulados <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,...
## $ Fec              <dbl> 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,...
## $ Comuna           <chr> "Algarrobo", "Alhue", "Alto_Biobio", "Alto_del_Car...
## Rows: 69
## Columns: 346
## $ Fec                  <dbl> 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14,...
## $ Aisen                <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1...
## $ Algarrobo            <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Alhue                <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Alto_Biobio          <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Alto_del_Carmen      <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Alto_Hospicio        <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Ancud                <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Andacollo            <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Angol                <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1...
## $ Antofagasta          <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Antuco               <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Arauco               <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Arica                <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1...
## $ Buin                 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Bulnes               <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Cabildo              <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Cabo_de_Hornos       <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Cabrero              <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Calama               <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2, 2, 2, 2, 2...
## $ Calbuco              <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Caldera              <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Calera               <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Calera_de_Tango      <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Calle_Larga          <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Camarones            <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ CamiNa               <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Canela               <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ CaNete               <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Carahue              <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Cartagena            <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Casablanca           <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Castro               <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Catemu               <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Cauquenes            <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Cerrillos            <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Cerro_Navia          <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Chaiten              <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ ChaNaral             <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Chanco               <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Chepica              <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Chiguayante          <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Chile_Chico          <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Chillan              <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 2, 4, 4, 10, 23,...
## $ Chillan_Viejo        <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 2, 2...
## $ Chimbarongo          <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Cholchol             <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Chonchi              <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Cisnes               <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Cobquecura           <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Cochamo              <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Cochrane             <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Codegua              <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Coelemu              <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Coihaique            <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Coihueco             <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Coinco               <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Colbun               <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1...
## $ Colchane             <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Colina               <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Collipulli           <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Coltauco             <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Combarbala           <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Concepcion           <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2, 2, 2, 2, 2, 3...
## $ Conchali             <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Concon               <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Constitucion         <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Contulmo             <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Copiapo              <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1...
## $ Coquimbo             <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Coronel              <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Corral               <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Cunco                <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Curacautin           <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Curacavi             <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Curaco_de_Velez      <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Curanilahue          <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Curarrehue           <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Curepto              <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Curico               <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1...
## $ Dalcahue             <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Diego_de_Almagro     <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ DoNihue              <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ El_Bosque            <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ El_Carmen            <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ El_Monte             <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ El_Quisco            <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ El_Tabo              <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Empedrado            <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Ercilla              <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Estacion_Central     <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 2, 4, 6, 6...
## $ Florida              <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Freire               <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Freirina             <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Fresia               <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Frutillar            <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Futaleufu            <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Futrono              <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Galvarino            <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ General_Lagos        <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Gorbea               <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Graneros             <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Guaitecas            <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Hijuelas             <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Hualaihue            <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ HualaNe              <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Hualpen              <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Hualqui              <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Huara                <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Huasco               <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Huechuraba           <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Illapel              <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Independencia        <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Iquique              <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Isla_de_Maipo        <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Isla_de_Pascua       <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Juan_Fernandez       <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ La_Cisterna          <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ La_Cruz              <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ La_Estrella          <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ La_Florida           <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 3, 3...
## $ La_Granja            <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ La_Higuera           <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ La_Ligua             <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ La_Pintana           <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ La_Reina             <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ La_Serena            <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ La_Union             <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Lago_Ranco           <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Lago_Verde           <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Laguna_Blanca        <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Laja                 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Lampa                <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Lanco                <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Las_Cabras           <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Las_Condes           <dbl> 0, 0, 0, 0, 0, 1, 2, 3, 4, 7, 9, 17, 26, 35, 4...
## $ Lautaro              <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Lebu                 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Licanten             <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Limache              <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Linares              <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Litueche             <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Llaillay             <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Llanquihue           <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Lo_Barnechea         <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Lo_Espejo            <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Lo_Prado             <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Lolol                <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Loncoche             <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Longavi              <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Lonquimay            <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Los_Alamos           <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Los_Andes            <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Los_Angeles          <dbl> 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1...
## $ Los_Lagos            <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Los_Muermos          <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Los_Sauces           <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Los_Vilos            <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Lota                 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Lumaco               <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Machali              <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1...
## $ Macul                <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Mafil                <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Maipu                <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1...
## $ Malloa               <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Marchihue            <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Maria_Elena          <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Maria_Pinto          <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Mariquina            <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Maule                <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Maullin              <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Mejillones           <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Melipeuco            <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Melipilla            <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Molina               <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Monte_Patria         <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Mostazal             <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Mulchen              <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Nacimiento           <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1...
## $ Nancagua             <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Natales              <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Navidad              <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Negrete              <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Ninhue               <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Niquen               <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Nogales              <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Nueva_Imperial       <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ NuNoa                <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1...
## $ `O'Higgins`          <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Olivar               <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ OllagUe              <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Olmue                <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Osorno               <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1...
## $ Ovalle               <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Padre_Hurtado        <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Padre_las_Casas      <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Paiguano             <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Paillaco             <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Paine                <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Palena               <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Palmilla             <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Panguipulli          <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Panquehue            <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Papudo               <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Paredones            <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Parral               <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Pedro_Aguirre_Cerda  <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Pelarco              <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Pelluhue             <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Pemuco               <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ PeNaflor             <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ PeNalolen            <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Pencahue             <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Penco                <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Peralillo            <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Perquenco            <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Petorca              <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Peumo                <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Pica                 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Pichidegua           <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Pichilemu            <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Pinto                <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Pirque               <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Pitrufquen           <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Placilla             <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Portezuelo           <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Porvenir             <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Pozo_Almonte         <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Primavera            <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Providencia          <dbl> 0, 0, 1, 1, 1, 1, 1, 2, 3, 3, 4, 6, 7, 31, 33,...
## $ Puchuncavi           <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Pucon                <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Pudahuel             <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Puente_Alto          <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Puerto_Montt         <dbl> 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 4...
## $ Puerto_Octay         <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Puerto_Varas         <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1...
## $ Pumanque             <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Punitaqui            <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Punta_Arenas         <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 2...
## $ Puqueldon            <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Puren                <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Purranque            <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Putaendo             <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Putre                <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Puyehue              <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Queilen              <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Quellon              <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Quemchi              <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Quilaco              <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Quilicura            <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Quilleco             <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Quillon              <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Quillota             <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 3...
## $ Quilpue              <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Quinchao             <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Quinta_de_Tilcoco    <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Quinta_Normal        <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Quintero             <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Quirihue             <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Rancagua             <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Ranquil              <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Rauco                <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Recoleta             <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 3, 4, 4...
## $ Renaico              <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Renca                <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Rengo                <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Requinoa             <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1...
## $ Retiro               <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Rinconada            <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Rio_Bueno            <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Rio_Claro            <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Rio_Hurtado          <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Rio_IbaNez           <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Rio_Negro            <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Rio_Verde            <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Romeral              <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Saavedra             <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Sagrada_Familia      <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Salamanca            <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ San_Antonio          <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ San_Bernardo         <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1...
## $ San_Carlos           <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ San_Clemente         <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ San_Esteban          <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ San_Fabian           <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ San_Felipe           <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ San_Fernando         <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ San_Gregorio         <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ San_Ignacio          <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ San_Javier           <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ San_Joaquin          <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ San_Jose_de_Maipo    <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ San_Juan_de_La_Costa <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ San_Miguel           <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1...
## $ San_Nicolas          <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ San_Pablo            <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ San_Pedro            <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ San_Pedro_de_Atacama <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ San_Pedro_de_la_Paz  <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1...
## $ San_Rafael           <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ San_Ramon            <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ San_Rosendo          <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ San_Vicente          <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Santa_Barbara        <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Santa_Cruz           <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Santa_Juana          <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Santa_Maria          <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Santiago             <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 6, 8, 1...
## $ Santo_Domingo        <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Sierra_Gorda         <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Talagante            <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Talca                <dbl> 2, 2, 2, 2, 2, 3, 4, 5, 6, 6, 7, 8, 8, 8, 8, 9...
## $ Talcahuano           <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2, 2, 1...
## $ Taltal               <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Temuco               <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 2...
## $ Teno                 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Teodoro_Schmidt      <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Tierra_Amarilla      <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Tiltil               <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Timaukel             <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Tirua                <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Tocopilla            <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Tolten               <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Tome                 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Torres_del_Paine     <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Tortel               <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Traiguen             <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Treguaco             <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Tucapel              <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Valdivia             <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1...
## $ Vallenar             <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Valparaiso           <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Vichuquen            <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Victoria             <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ VicuNa               <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Vilcun               <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Villa_Alegre         <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Villa_Alemana        <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Villarrica           <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ ViNa_del_Mar         <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1...
## $ Vitacura             <dbl> 0, 1, 1, 2, 3, 4, 4, 5, 6, 12, 14, 14, 16, 42,...
## $ Yerbas_Buenas        <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Yumbel               <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Yungay               <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## $ Zapallar             <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0...
## [[1]]
##       Cabo_de_Hornos              Cabrero               Calera 
##                   17                   18                   22 
##      Calera_de_Tango              Carahue             Coihueco 
##                   23                   29                   55 
##               Concon         Constitucion              Copiapo 
##                   65                   66                   68 
##             Coquimbo              Coronel             Curacavi 
##                   69                   70                   74 
##               Curico             El_Monte              Hualqui 
##                   79                   85                  107 
##              Illapel            La_Serena             La_Union 
##                  111                  126                  127 
##              Lautaro              Limache              Linares 
##                  136                  139                  140 
##          Los_Angeles              Machali          Maria_Elena 
##                  153                  160                  166 
##                Maule            Melipilla       Nueva_Imperial 
##                  169                  173                  186 
##        Padre_Hurtado                Paine             PeNaflor 
##                  194                  198                  210 
##                Penco                 Pica               Pirque 
##                  213                  218                  222 
##           Pitrufquen            Purranque              Quillon 
##                  223                  242                  252 
##             Quillota              Quilpue             Rancagua 
##                  253                  254                  260 
##             Saavedra           San_Carlos           San_Javier 
##                  277                  282                  290 
## San_Juan_de_La_Costa          San_Nicolas        Santo_Domingo 
##                  293                  295                  309 
##            Talagante                 Tome               Vilcun 
##                  311                  324                  336 
##        Villa_Alemana           Villarrica               Yungay 
##                  338                  339                  344 
## 
## [[2]]
##                Aisen            Algarrobo                Alhue 
##                    1                    2                    3 
##          Alto_Biobio      Alto_del_Carmen                Ancud 
##                    4                    5                    7 
##            Andacollo               Antuco               Arauco 
##                    8                   11                   12 
##              Cabildo              Calbuco              Caldera 
##                   16                   20                   21 
##          Calle_Larga            Camarones               CamiNa 
##                   24                   25                   26 
##               Canela               CaNete            Cartagena 
##                   27                   28                   30 
##           Casablanca               Castro               Catemu 
##                   31                   32                   33 
##            Cauquenes              Chaiten             ChaNaral 
##                   34                   37                   38 
##               Chanco              Chepica          Chile_Chico 
##                   39                   40                   42 
##          Chimbarongo             Cholchol              Chonchi 
##                   45                   46                   47 
##               Cisnes           Cobquecura              Cochamo 
##                   48                   49                   50 
##             Cochrane              Codegua              Coelemu 
##                   51                   52                   53 
##            Coihaique               Coinco               Colbun 
##                   54                   56                   57 
##             Colchane           Collipulli             Coltauco 
##                   58                   60                   61 
##           Combarbala             Contulmo               Corral 
##                   62                   67                   71 
##                Cunco           Curacautin      Curaco_de_Velez 
##                   72                   73                   75 
##          Curanilahue           Curarrehue              Curepto 
##                   76                   77                   78 
##             Dalcahue     Diego_de_Almagro              DoNihue 
##                   80                   81                   82 
##            El_Carmen            El_Quisco              El_Tabo 
##                   84                   86                   87 
##            Empedrado              Ercilla              Florida 
##                   88                   89                   91 
##               Freire             Freirina               Fresia 
##                   92                   93                   94 
##            Frutillar            Futaleufu              Futrono 
##                   95                   96                   97 
##            Galvarino        General_Lagos               Gorbea 
##                   98                   99                  100 
##             Graneros            Guaitecas             Hijuelas 
##                  101                  102                  103 
##            Hualaihue              HualaNe                Huara 
##                  104                  105                  108 
##               Huasco        Isla_de_Maipo       Isla_de_Pascua 
##                  109                  114                  115 
##       Juan_Fernandez              La_Cruz          La_Estrella 
##                  116                  118                  119 
##           La_Higuera             La_Ligua           Lago_Ranco 
##                  122                  123                  128 
##           Lago_Verde        Laguna_Blanca                 Laja 
##                  129                  130                  131 
##                Lanco           Las_Cabras                 Lebu 
##                  133                  134                  137 
##             Licanten             Litueche             Llaillay 
##                  138                  141                  142 
##           Llanquihue                Lolol             Loncoche 
##                  143                  147                  148 
##              Longavi            Lonquimay           Los_Alamos 
##                  149                  150                  151 
##            Los_Andes            Los_Lagos          Los_Muermos 
##                  152                  154                  155 
##           Los_Sauces            Los_Vilos                 Lota 
##                  156                  157                  158 
##               Lumaco                Mafil               Malloa 
##                  159                  162                  164 
##            Marchihue          Maria_Pinto            Mariquina 
##                  165                  167                  168 
##              Maullin            Melipeuco               Molina 
##                  170                  172                  174 
##         Monte_Patria             Mostazal              Mulchen 
##                  175                  176                  177 
##           Nacimiento             Nancagua              Natales 
##                  178                  179                  180 
##              Navidad              Negrete               Ninhue 
##                  181                  182                  183 
##               Niquen              Nogales            O'Higgins 
##                  184                  185                  188 
##               Olivar              OllagUe                Olmue 
##                  189                  190                  191 
##               Ovalle             Paiguano             Paillaco 
##                  193                  196                  197 
##               Palena             Palmilla          Panguipulli 
##                  199                  200                  201 
##            Panquehue               Papudo            Paredones 
##                  202                  203                  204 
##               Parral              Pelarco             Pelluhue 
##                  205                  207                  208 
##               Pemuco             Pencahue            Peralillo 
##                  209                  212                  214 
##            Perquenco              Petorca                Peumo 
##                  215                  216                  217 
##           Pichidegua            Pichilemu                Pinto 
##                  219                  220                  221 
##             Placilla           Portezuelo             Porvenir 
##                  224                  225                  226 
##         Pozo_Almonte            Primavera           Puchuncavi 
##                  227                  228                  230 
##                Pucon         Puerto_Octay         Puerto_Varas 
##                  231                  235                  236 
##             Pumanque            Punitaqui            Puqueldon 
##                  237                  238                  240 
##                Puren             Putaendo                Putre 
##                  241                  243                  244 
##              Puyehue              Queilen              Quellon 
##                  245                  246                  247 
##              Quemchi              Quilaco             Quilleco 
##                  248                  249                  251 
##             Quinchao    Quinta_de_Tilcoco             Quintero 
##                  255                  256                  258 
##             Quirihue              Ranquil                Rauco 
##                  259                  261                  262 
##              Renaico                Rengo             Requinoa 
##                  264                  266                  267 
##               Retiro            Rinconada            Rio_Bueno 
##                  268                  269                  270 
##            Rio_Claro          Rio_Hurtado           Rio_IbaNez 
##                  271                  272                  273 
##            Rio_Negro            Rio_Verde              Romeral 
##                  274                  275                  276 
##      Sagrada_Familia            Salamanca         San_Clemente 
##                  278                  279                  283 
##          San_Esteban           San_Fabian           San_Felipe 
##                  284                  285                  286 
##         San_Fernando         San_Gregorio          San_Ignacio 
##                  287                  288                  289 
##    San_Jose_de_Maipo            San_Pablo            San_Pedro 
##                  292                  296                  297 
## San_Pedro_de_Atacama           San_Rafael          San_Rosendo 
##                  298                  300                  302 
##          San_Vicente        Santa_Barbara           Santa_Cruz 
##                  303                  304                  305 
##          Santa_Juana          Santa_Maria         Sierra_Gorda 
##                  306                  307                  310 
##               Taltal                 Teno      Teodoro_Schmidt 
##                  314                  316                  317 
##      Tierra_Amarilla               Tiltil             Timaukel 
##                  318                  319                  320 
##                Tirua            Tocopilla               Tolten 
##                  321                  322                  323 
##     Torres_del_Paine               Tortel             Traiguen 
##                  325                  326                  327 
##             Treguaco              Tucapel             Vallenar 
##                  328                  329                  331 
##            Vichuquen               VicuNa         Villa_Alegre 
##                  333                  335                  337 
##        Yerbas_Buenas               Yumbel             Zapallar 
##                  342                  343                  345 
## 
## [[3]]
##       Alto_Hospicio               Angol                Buin              Bulnes 
##                   6                   9                  14                  15 
##              Calama           Cerrillos         Cerro_Navia         Chiguayante 
##                  19                  35                  36                  41 
##       Chillan_Viejo              Colina          Concepcion            Conchali 
##                  44                  59                  63                  64 
##           El_Bosque    Estacion_Central             Hualpen          Huechuraba 
##                  83                  90                 106                 110 
##       Independencia             Iquique         La_Cisterna           La_Granja 
##                 112                 113                 117                 121 
##          La_Pintana            La_Reina               Lampa        Lo_Barnechea 
##                 124                 125                 132                 144 
##           Lo_Espejo            Lo_Prado               Macul          Mejillones 
##                 145                 146                 161                 171 
##     Padre_las_Casas Pedro_Aguirre_Cerda         Providencia            Pudahuel 
##                 195                 206                 229                 232 
##        Puerto_Montt           Quilicura       Quinta_Normal            Recoleta 
##                 234                 250                 257                 263 
##               Renca         San_Antonio         San_Joaquin          San_Miguel 
##                 265                 280                 291                 294 
## San_Pedro_de_la_Paz           San_Ramon               Talca          Talcahuano 
##                 299                 301                 312                 313 
##            Valdivia          Valparaiso            Victoria        ViNa_del_Mar 
##                 330                 332                 334                 340 
##            Vitacura 
##                 341 
## 
## [[4]]
##  Puente_Alto Punta_Arenas     Santiago       Temuco 
##          233          239          308          315 
## 
## [[5]]
##  Antofagasta        Arica      Chillan   La_Florida   Las_Condes        Maipu 
##           10           13           43          120          135          163 
##        NuNoa       Osorno    PeNalolen San_Bernardo 
##          187          192          211          281
## png 
##   2
## png 
##   2

## Rows: 345
## Columns: 2
## $ Var1 <fct> Aisen, Algarrobo, Alhue, Alto_Biobio, Alto_del_Carmen, Alto_Ho...
## $ Freq <int> 1, 1, 1, 1, 1, 2, 1, 1, 2, 3, 1, 1, 3, 2, 2, 1, 4, 4, 2, 1, 1,...
## Rows: 23,805
## Columns: 17
## $ Region              <chr> "Valparaiso", "Metropolitana", "Biobio", "Ataca...
## $ Comuna              <chr> "Algarrobo", "Alhue", "Alto_Biobio", "Alto_del_...
## $ Codigo_comuna       <dbl> 5602, 13502, 8314, 3302, 1107, 10202, 4103, 920...
## $ Fec                 <dbl> 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,...
## $ Fecha               <chr> "03-03-2020", "03-03-2020", "03-03-2020", "03-0...
## $ Clave               <dbl> 560243893, 1350243893, 831443893, 330243893, 11...
## $ Casos_Diarios       <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,...
## $ Casos_Acumulados    <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,...
## $ Muertes             <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,...
## $ Casos_Activos       <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,...
## $ Recuperados         <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,...
## $ Recuperados_Diarios <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,...
## $ Dia                 <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,...
## $ Fallecidos_Diarios  <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,...
## $ `on-off`            <chr> "OFF", "OFF", "OFF", "OFF", "OFF", "OFF", "OFF"...
## $ Max_Dia             <dbl> 43, 0, 0, 0, 46, 25, 7, 53, 52, 3, 46, 54, 57, ...
## $ cluster             <int> 1, 1, 1, 1, 2, 1, 1, 2, 3, 1, 1, 3, 1, 2, 2, 1,...
## 
##   1   2   3   4   5 
## 231  49  10  51   4
## `geom_smooth()` using method = 'loess' and formula 'y ~ x'

## label_key: Comuna