Suelos Cundinamarca

1. Introducción

Este cuaderno explica cómo descargar datos raster de SoilGrids para el departamento de Cundinamarca, el proceso se ilustra utilizando la variable de carbono orgánico del suelo. SoilGrids es un sistema para la cartografía digital global del suelo que hace uso de la información global del perfil del suelo y los datos de covarianza para modelar la distribución espacial de las propiedades del suelo en todo el mundo.

2. Setup

limpiamos la consola

rm(list=ls())

Y luego instalamos y llamamos las librerias necesarias:

library(XML)
library(sf)

## Linking to GEOS 3.12.2, GDAL 3.9.3, PROJ 9.4.1; sf_use_s2() is TRUE

library(gdalUtilities)

## 
## Adjuntando el paquete: 'gdalUtilities'

## The following object is masked from 'package:sf':
## 
##     gdal_rasterize

library(terra)

## terra 1.8.15

library(dplyr)

## 
## Adjuntando el paquete: 'dplyr'

## The following objects are masked from 'package:terra':
## 
##     intersect, union

## The following objects are masked from 'package:stats':
## 
##     filter, lag

## The following objects are masked from 'package:base':
## 
##     intersect, setdiff, setequal, union

library(leaflet)
library(RColorBrewer)

SoilGrids background

Set variables of interest

url = "https://files.isric.org/soilgrids/latest/data/"

# basic strings
voi = "soc" # soil organic carbon 
depth = "15-30cm"
quantile = "mean"
# concatenate the strings
(variable = paste(url, voi, sep=""))

## [1] "https://files.isric.org/soilgrids/latest/data/soc"

(layer = paste(variable,depth,quantile, sep="_"))

## [1] "https://files.isric.org/soilgrids/latest/data/soc_15-30cm_mean"

(vrt_layer = paste(layer, '.vrt', sep=""))

## [1] "https://files.isric.org/soilgrids/latest/data/soc_15-30cm_mean.vrt"

3. Descargar un TIFF para una region de interes (ROI)

Leemos nuestro GeoPackage de los datos de municipios de Cundinamarca previamente descargados del DANE.

(cun = sf:: st_read("Cundinamarca/cundinamarca mun_Cun.gpkg"))

## Reading layer `mgn_adm_mpio_grafico' from data source 
##   `C:\Users\diazo\OneDrive\Documentos\GEOMATICA\PROYECTO_5\cundinamarca\cundinamarca mun_Cun.gpkg' 
##   using driver `GPKG'
## Simple feature collection with 116 features and 11 fields
## Geometry type: MULTIPOLYGON
## Dimension:     XY
## Bounding box:  xmin: -74.89063 ymin: 3.730129 xmax: -73.05256 ymax: 5.837258
## Geodetic CRS:  MAGNA-SIRGAS

## Simple feature collection with 116 features and 11 fields
## Geometry type: MULTIPOLYGON
## Dimension:     XY
## Bounding box:  xmin: -74.89063 ymin: 3.730129 xmax: -73.05256 ymax: 5.837258
## Geodetic CRS:  MAGNA-SIRGAS
## First 10 features:
##    dpto_ccdgo mpio_ccdgo mpio_cdpmp   dpto_cnmbr   mpio_cnmbr
## 1          25        001      25001 CUNDINAMARCA AGUA DE DIOS
## 2          25        019      25019 CUNDINAMARCA        ALBÁN
## 3          25        035      25035 CUNDINAMARCA     ANAPOIMA
## 4          25        040      25040 CUNDINAMARCA     ANOLAIMA
## 5          25        053      25053 CUNDINAMARCA     ARBELÁEZ
## 6          25        086      25086 CUNDINAMARCA      BELTRÁN
## 7          25        095      25095 CUNDINAMARCA      BITUIMA
## 8          25        099      25099 CUNDINAMARCA       BOJACÁ
## 9          25        120      25120 CUNDINAMARCA      CABRERA
## 10         25        123      25123 CUNDINAMARCA     CACHIPAY
##                                 mpio_crslc mpio_tipo mpio_narea mpio_nano
## 1        Ordenanza 78 Noviembre 29 de 1963 MUNICIPIO   85.95871      2023
## 2      Ordenanza 19 del 22 de Mayo de 1903 MUNICIPIO   50.83510      2023
## 3      Dispocisión de Septiembre 1 de 1864 MUNICIPIO  123.95549      2023
## 4                                     1882 MUNICIPIO  120.95146      2023
## 5           Decreto 32 de Enero 16 de 1886 MUNICIPIO  142.45716      2023
## 6  Ordenanza 5 del 12 de Noviembre de 1853 MUNICIPIO  176.85320      2023
## 7                                     1772 MUNICIPIO   61.04708      2023
## 8                                     1700 MUNICIPIO  102.31988      2023
## 9        Ordenanza 79 Noviembre 29 de 1963 MUNICIPIO  421.83959      2023
## 10        Ordenanza 6 Noviembre 26 de 1982 MUNICIPIO   53.45262      2023
##    shape_Leng  shape_Area                           geom
## 1   0.4963557 0.007002449 MULTIPOLYGON (((-74.67275 4...
## 2   0.5162142 0.004144411 MULTIPOLYGON (((-74.47852 4...
## 3   0.6705565 0.010100758 MULTIPOLYGON (((-74.55201 4...
## 4   0.5280079 0.009859268 MULTIPOLYGON (((-74.43043 4...
## 5   0.8065843 0.011603784 MULTIPOLYGON (((-74.42848 4...
## 6   0.9093670 0.014413273 MULTIPOLYGON (((-74.76139 4...
## 7   0.4907957 0.004976541 MULTIPOLYGON (((-74.51062 4...
## 8   0.4979169 0.008339597 MULTIPOLYGON (((-74.32819 4...
## 9   1.0188051 0.034347363 MULTIPOLYGON (((-74.46463 4...
## 10  0.4211104 0.004356744 MULTIPOLYGON (((-74.40513 4...

Reproyectamos nuestras capas

igh= '+proj=igh +lat_0=0 +lon_0=0 +datum=WGS84 +units=m +no_defs'
cun_igh <- sf::st_transform(cun, igh)

Conseguimos el cuadro delimitador del area que nos interesa

(bbox <- sf::st_bbox(cun_igh))

##       xmin       ymin       xmax       ymax 
## -8344613.5   415236.1 -8142417.0   649800.5

Utilizamos los datos bbox para definir los límites de la caja límite tal y como los utiliza la librería GDAL.

ulx = bbox$xmin
uly = bbox$ymax
lrx = bbox$xmax
lry = bbox$ymin
(bb <- c(ulx, uly, lrx, lry))

##       xmin       ymax       xmax       ymin 
## -8344613.5   649800.5 -8142417.0   415236.1

Usamos la función gdal_translate para descargar la capa vrt

sg_url="/vsicurl/https://files.isric.org/soilgrids/latest/data/"
datos = 'soc/soc_15-30cm_mean.vrt'
file = "Soilsgrids.org.tif"

Dividimos los valores de las predicciones (en unidades cartografiadas) por los valores de la columna Factor de conversión

(cun_soc <- terra::rast(file)/10)

## class       : SpatRaster 
## dimensions  : 837, 885, 1  (nrow, ncol, nlyr)
## resolution  : 0.002259887, 0.002389486  (x, y)
## extent      : -74.9136, -72.9136, 3.8256, 5.8256  (xmin, xmax, ymin, ymax)
## coord. ref. : lon/lat WGS 84 (EPSG:4326) 
## source(s)   : memory
## varname     : Soilsgrids.org 
## name        : Soilsgrids.org 
## min value   :            0.0 
## max value   :           92.5

4. Exploracion de datos

Realizamos un histograma

terra::hist(cun_soc)

summary(cun_soc)

## Warning: [summary] used a sample

##  Soilsgrids.org 
##  Min.   : 0.00  
##  1st Qu.:17.20  
##  Median :22.30  
##  Mean   :21.12  
##  3rd Qu.:25.80  
##  Max.   :84.10

Cambiamos el nombre del atributo SOC

(names(cun_soc) <- "soc")

## [1] "soc"

Se ponen los nombres valores de SOC en una variable

valores <- values(cun_soc, na.rm=TRUE)

Creamos paleta de colores

orangecyan <- colorNumeric(c("orange", "yellow2", "darkseagreen", "cyan"), valores,
                           na.color = "transparent")

y hacemos la parcela

leaflet::leaflet(cun) %>%
  addTiles() %>%
  setView(-74, 6, 9) %>%
  addPolygons(color = "gray", weight = 1.0, smoothFactor = 0.5,
              opacity = 0.5, fillOpacity = 0.10,
              popup = paste("Municipio: ",cun$mpio_cnmbr)) %>%
  addRasterImage(cun_soc, colors = "Spectral", opacity = 0.8) %>%
  addLegend(pal = orangecyan, values = valores, title = "Contenido organico del suelo (SOC) [g/kg]")

## Warning: sf layer has inconsistent datum (+proj=longlat +ellps=GRS80 +towgs84=0,0,0,0,0,0,0 +no_defs).
## Need '+proj=longlat +datum=WGS84'

5. Muestreo del mundo

Supongamos que también estamos interesados en obtener una muestra del conjunto de datos SOC. En este cuaderno utilizaremos la biblioteca terra para tal fin.

set.seed(123456)

 geog = "+proj=longlat +datum=WGS84"
 (geog.soc = project (cun_soc, geog))

## class       : SpatRaster 
## dimensions  : 861, 861, 1  (nrow, ncol, nlyr)
## resolution  : 0.002321978, 0.002321978  (x, y)
## extent      : -74.9136, -72.91438, 3.826377, 5.8256  (xmin, xmax, ymin, ymax)
## coord. ref. : +proj=longlat +datum=WGS84 +no_defs 
## source(s)   : memory
## name        :      soc 
## min value   :  0.00000 
## max value   : 86.08776

(samples <- terra::spatSample(geog.soc, 2000, "random", as.points=TRUE))

##  class       : SpatVector 
##  geometry    : points 
##  dimensions  : 2000, 1  (geometries, attributes)
##  extent      : -74.91012, -72.91554, 3.827538, 5.824439  (xmin, xmax, ymin, ymax)
##  coord. ref. : +proj=longlat +datum=WGS84 +no_defs 
##  names       :   soc
##  type        : <num>
##  values      : 18.62
##                19.32
##                24.06

(muestras <- sf::st_as_sf(samples))

## Simple feature collection with 2000 features and 1 field
## Geometry type: POINT
## Dimension:     XY
## Bounding box:  xmin: -74.91012 ymin: 3.827538 xmax: -72.91554 ymax: 5.824439
## Geodetic CRS:  GEOGCRS["unknown",
##     DATUM["World Geodetic System 1984",
##         ELLIPSOID["WGS 84",6378137,298.257223563,
##             LENGTHUNIT["metre",1]],
##         ID["EPSG",6326]],
##     PRIMEM["Greenwich",0,
##         ANGLEUNIT["degree",0.0174532925199433],
##         ID["EPSG",8901]],
##     CS[ellipsoidal,2],
##         AXIS["longitude",east,
##             ORDER[1],
##             ANGLEUNIT["degree",0.0174532925199433,
##                 ID["EPSG",9122]]],
##         AXIS["latitude",north,
##             ORDER[2],
##             ANGLEUNIT["degree",0.0174532925199433,
##                 ID["EPSG",9122]]]]
## First 10 features:
##         soc                   geometry
## 1  18.61874 POINT (-74.17637 5.687442)
## 2  19.32343 POINT (-74.07885 5.729238)
## 3  24.05717 POINT (-74.27622 5.534192)
## 4  24.43835 POINT (-73.19882 5.276452)
## 5  26.81659  POINT (-73.93024 5.29735)
## 6  19.77333 POINT (-74.20888 5.654935)
## 7  27.35671 POINT (-73.39154 4.935121)
## 8  18.15738 POINT (-74.65006 5.014069)
## 9  34.64475 POINT (-73.93489 4.287289)
## 10 11.49938 POINT (-73.47746 4.064379)

En este caso tenemos datos con algunos valores de NA y los vamos a omitir

nmuestras <- na.omit(muestras)

nmuestras

## Simple feature collection with 2000 features and 1 field
## Geometry type: POINT
## Dimension:     XY
## Bounding box:  xmin: -74.91012 ymin: 3.827538 xmax: -72.91554 ymax: 5.824439
## Geodetic CRS:  GEOGCRS["unknown",
##     DATUM["World Geodetic System 1984",
##         ELLIPSOID["WGS 84",6378137,298.257223563,
##             LENGTHUNIT["metre",1]],
##         ID["EPSG",6326]],
##     PRIMEM["Greenwich",0,
##         ANGLEUNIT["degree",0.0174532925199433],
##         ID["EPSG",8901]],
##     CS[ellipsoidal,2],
##         AXIS["longitude",east,
##             ORDER[1],
##             ANGLEUNIT["degree",0.0174532925199433,
##                 ID["EPSG",9122]]],
##         AXIS["latitude",north,
##             ORDER[2],
##             ANGLEUNIT["degree",0.0174532925199433,
##                 ID["EPSG",9122]]]]
## First 10 features:
##         soc                   geometry
## 1  18.61874 POINT (-74.17637 5.687442)
## 2  19.32343 POINT (-74.07885 5.729238)
## 3  24.05717 POINT (-74.27622 5.534192)
## 4  24.43835 POINT (-73.19882 5.276452)
## 5  26.81659  POINT (-73.93024 5.29735)
## 6  19.77333 POINT (-74.20888 5.654935)
## 7  27.35671 POINT (-73.39154 4.935121)
## 8  18.15738 POINT (-74.65006 5.014069)
## 9  34.64475 POINT (-73.93489 4.287289)
## 10 11.49938 POINT (-73.47746 4.064379)

Y visualizamos los datos ya limpios

longit <- st_coordinates(nmuestras)[,1]
latid <- st_coordinates(nmuestras)[,2]
soc <- nmuestras$soc

longitud = na.omit(longit)
latitud = na.omit(latid)
carbono = na.omit(soc) 

summary(longit)

##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##  -74.91  -74.38  -73.87  -73.89  -73.40  -72.92

length(soc)

## [1] 2000

Observamos 2000 datos de la muestra y nos preguntamos ¿cuantas muestras no tenian datos validos?

id <- seq(1, 2000, 1 )
(sitios <- data.frame(id, longitud, latitud, carbono))

##        id  longitud  latitud    carbono
## 1       1 -74.17637 5.687442 18.6187439
## 2       2 -74.07885 5.729238 19.3234253
## 3       3 -74.27622 5.534192 24.0571690
## 4       4 -73.19882 5.276452 24.4383526
## 5       5 -73.93024 5.297350 26.8165874
## 6       6 -74.20888 5.654935 19.7733326
## 7       7 -73.39154 4.935121 27.3567123
## 8       8 -74.65006 5.014069 18.1573849
## 9       9 -73.93489 4.287289 34.6447487
## 10     10 -73.47746 4.064379 11.4993811
## 11     11 -73.01770 5.441313 24.0440140
## 12     12 -74.78241 5.822117 15.0181875
## 13     13 -72.99913 3.846113  9.0886450
## 14     14 -73.91631 5.399517 25.7585106
## 15     15 -74.72204 4.343017 21.1430130
## 16     16 -74.30408 4.340695 22.4709301
## 17     17 -74.02312 4.347661 29.0103321
## 18     18 -74.27389 5.497040 26.0535793
## 19     19 -74.67095 3.962212 19.4124584
## 20     20 -74.78241 4.052769 20.4156590
## 21     21 -73.90470 5.030322 23.7364616
## 22     22 -73.48674 3.880943 19.2276745
## 23     23 -73.62606 4.823666 23.2252502
## 24     24 -73.90006 5.422737 24.6908684
## 25     25 -74.16708 4.819022 28.4483490
## 26     26 -73.82808 4.370880 33.8875198
## 27     27 -73.52390 4.865462 25.4174767
## 28     28 -72.95501 5.545802 22.2769279
## 29     29 -73.77003 4.526453 22.8511391
## 30     30 -73.37065 3.983110  9.6199627
## 31     31 -73.50300 4.744719 23.0823059
## 32     32 -74.37142 5.371653 21.7709198
## 33     33 -74.09278 5.176607 27.4252586
## 34     34 -73.69572 4.770261 28.2455883
## 35     35 -73.54944 5.348433 24.4835567
## 36     36 -73.03396 5.641003 24.3280678
## 37     37 -73.55176 4.607722 26.1722698
## 38     38 -74.86368 4.726143 15.7045259
## 39     39 -73.37065 5.613139 24.1523857
## 40     40 -73.80718 5.018712 28.7366295
## 41     41 -73.47746 5.004781 17.4884262
## 42     42 -73.70037 5.724594 24.2761497
## 43     43 -73.56569 5.106948 31.1708450
## 44     44 -73.09665 5.801219 23.5741482
## 45     45 -72.95501 4.923511 18.3827305
## 46     46 -74.63148 4.577537 13.9751616
## 47     47 -74.40625 5.438991 26.4094925
## 48     48 -73.70269 5.021034 28.2502270
## 49     49 -73.34743 5.339146 24.4790249
## 50     50 -73.35904 5.510972 21.9918690
## 51     51 -73.74448 5.659579 25.1198730
## 52     52 -73.06879 4.075989  8.1174841
## 53     53 -74.18566 4.310509 27.6820869
## 54     54 -73.92328 4.115463 30.2741966
## 55     55 -74.27389 4.192088 23.6703014
## 56     56 -73.63535 4.445184 20.3763847
## 57     57 -72.97823 4.614688 14.8263674
## 58     58 -73.16399 4.059735  8.3820667
## 59     59 -73.31956 4.800447 19.2258587
## 60     60 -73.47049 5.613139 24.4036179
## 61     61 -73.90934 4.319797 23.8076229
## 62     62 -73.72823 5.643325 23.1546192
## 63     63 -73.30099 5.462210 22.6453209
## 64     64 -74.11600 5.408805 25.2606163
## 65     65 -74.76151 4.923511 20.6111507
## 66     66 -73.52622 4.069023 13.4055614
## 67     67 -74.28318 3.846113 24.5615139
## 68     68 -73.38458 4.201376  8.4439259
## 69     69 -73.93953 5.174285  0.0000000
## 70     70 -74.21817 5.759424 17.7919121
## 71     71 -73.01538 5.436669 23.9125977
## 72     72 -74.22281 4.045804 26.2015095
## 73     73 -73.16399 4.658806 12.7164984
## 74     74 -73.57034 4.665772 26.7416687
## 75     75 -74.23210 4.995493 33.2900047
## 76     76 -74.68953 4.916545 20.9161663
## 77     77 -74.07653 5.034966 25.8515301
## 78     78 -73.46120 4.480013 21.0096378
## 79     79 -73.18953 4.243172 10.2664633
## 80     80 -73.94650 5.394873 24.9929066
## 81     81 -74.64541 5.348433 19.9297371
## 82     82 -73.70965 5.076762 25.8185596
## 83     83 -74.65702 4.131717 19.9087067
## 84     84 -74.55950 4.008652 27.2026424
## 85     85 -74.63845 4.431252 17.8526211
## 86     86 -74.12064 3.880943 25.1422958
## 87     87 -73.86290 4.979239 25.6168308
## 88     88 -73.72823 4.178156 23.4106083
## 89     89 -73.02235 4.942087 20.0895996
## 90     90 -73.10130 5.812829 26.7312317
## 91     91 -73.47281 4.401066 14.0434809
## 92     92 -74.65238 5.306638 15.8377876
## 93     93 -73.23133 4.935121 19.3776226
## 94     94 -74.50145 4.540385 21.6705036
## 95     95 -72.91554 5.167319 20.1945343
## 96     96 -73.54015 4.312831 11.2189503
## 97     97 -73.19650 5.118558 34.8409615
## 98     98 -73.12219 5.146421 18.1805897
## 99     99 -72.93179 5.685120 26.1160736
## 100   100 -73.59820 4.419642 23.5551186
## 101   101 -73.66554 4.442862 31.6058693
## 102   102 -74.47591 4.598434 23.4698105
## 103   103 -73.68179 3.992398 12.9534273
## 104   104 -74.56414 5.004781 23.0008926
## 105   105 -73.53086 4.976917 25.8542099
## 106   106 -73.72823 5.127845 23.7888470
## 107   107 -73.88612 3.918095 24.5367413
## 108   108 -74.70810 4.447506 18.4452591
## 109   109 -73.14309 5.174285 21.1920033
## 110   110 -74.48287 5.517938 20.2464218
## 111   111 -74.66863 5.757102 17.9978485
## 112   112 -74.16941 4.916545 25.4641380
## 113   113 -74.46894 5.578309 20.5885715
## 114   114 -72.96894 5.183573 21.9960537
## 115   115 -74.78937 3.883265 18.1891022
## 116   116 -74.67560 4.408032 19.8371429
## 117   117 -73.31260 4.705245 17.2039032
## 118   118 -73.84897 3.871655 16.1388702
## 119   119 -73.53086 4.150293 14.9662142
## 120   120 -73.81647 4.767939 27.5607891
## 121   121 -72.97591 4.521809 14.4839830
## 122   122 -73.37065 4.092243 10.7040043
## 123   123 -73.73752 5.408805 29.4526443
## 124   124 -73.35207 5.197505 32.3017159
## 125   125 -74.08814 4.521809  0.0000000
## 126   126 -73.73520 5.452922 20.3644047
## 127   127 -73.59123 4.937443 35.4176598
## 128   128 -74.30872 5.146421 20.6461525
## 129   129 -73.24990 4.496267 12.3780794
## 130   130 -74.77776 4.082955 22.5783653
## 131   131 -73.04092 4.489301 10.2758713
## 132   132 -74.24371 5.044254 22.7293434
## 133   133 -73.36136 5.383263 23.1921635
## 134   134 -74.75919 4.380168 15.9910755
## 135   135 -74.22978 5.394873 19.5466099
## 136   136 -73.04789 5.378619 22.7174320
## 137   137 -74.71739 4.410354 15.3125362
## 138   138 -73.60749 4.004008 19.2558060
## 139   139 -74.48055 4.094565 22.3684864
## 140   140 -73.01538 4.570571  7.8818841
## 141   141 -73.95811 5.290384 22.8475056
## 142   142 -73.37993 4.879394 22.6834221
## 143   143 -73.00842 4.168868 10.6539602
## 144   144 -73.57730 5.308960 22.4675503
## 145   145 -73.28938 4.396422 14.2881250
## 146   146 -73.44959 3.867011  9.9581738
## 147   147 -74.52235 3.841469 24.4903584
## 148   148 -73.78396 4.688992 25.3657036
## 149   149 -74.49680 5.425059 15.9821730
## 150   150 -74.33427 5.692086 19.5830116
## 151   151 -73.88845 4.939765 25.8600750
## 152   152 -74.35284 4.301221 20.7298069
## 153   153 -73.85594 4.377846 34.5596199
## 154   154 -73.67482 4.410354 34.2857285
## 155   155 -73.69108 5.418093 30.9973698
## 156   156 -73.65160 4.319797 22.6880531
## 157   157 -73.24526 5.106948 21.8123913
## 158   158 -73.87684 4.786515 30.6805782
## 159   159 -73.21507 3.932027 16.2975140
## 160   160 -74.63148 5.805863 17.9837856
## 161   161 -73.69340 4.013296 13.7306643
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## 752   752 -74.08349 4.742397  0.0000000
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## 925   925 -73.66554 5.306638 25.1611862
## 926   926 -73.15702 5.288062 25.1070633
## 927   927 -73.59820 5.139455 27.0062981
## 928   928 -74.26461 4.333729 29.7213650
## 929   929 -73.01306 4.296577  8.6621895
## 930   930 -73.05718 4.582181 10.5584269
## 931   931 -74.46894 5.176607 17.6707935
## 932   932 -74.10671 4.577537  0.0000000
## 933   933 -74.59201 4.050447 28.7712955
## 934   934 -74.47823 5.824439 12.7909908
## 935   935 -73.69572 4.990849 23.8740635
## 936   936 -74.12529 4.872428 27.2322407
## 937   937 -73.45656 4.152615 18.5664024
## 938   938 -74.27389 4.001686 26.8729382
## 939   939 -74.48519 3.867011 22.5398254
## 940   940 -73.93256 5.278774 25.5043812
## 941   941 -74.18334 4.375524 24.8383923
## 942   942 -74.76848 5.364687 17.2262955
## 943   943 -73.42637 4.823666 24.1633396
## 944   944 -74.48752 4.870106 21.3432827
## 945   945 -73.11755 4.675060  8.1583786
## 946   946 -73.76538 5.125523 24.2734070
## 947   947 -74.44572 4.895648 21.1949768
## 948   948 -74.88225 4.976917 11.9781046
## 949   949 -74.79634 5.715306 13.8280449
## 950   950 -73.20114 5.425059 21.0753841
## 951   951 -73.32653 5.696730 27.7590179
## 952   952 -73.77931 4.085277 24.2256451
## 953   953 -73.94882 4.452150 26.8691692
## 954   954 -73.46817 5.740848 23.1536770
## 955   955 -73.96043 4.324441 24.3223648
## 956   956 -74.76848 5.696730 12.2049942
## 957   957 -73.08504 4.466082 10.8654833
## 958   958 -74.58040 3.999364 24.5723801
## 959   959 -74.78705 4.997815 18.6475334
## 960   960 -74.58272 3.964534 21.7881508
## 961   961 -73.01538 4.384812  6.4531999
## 962   962 -73.96043 5.680476 22.2890739
## 963   963 -74.21352 4.551995  0.0000000
## 964   964 -73.24061 5.487752 21.0766411
## 965   965 -74.18102 4.661128 29.1961365
## 966   966 -73.91399 4.979239 31.7986546
## 967   967 -73.15935 5.028000 23.3198433
## 968   968 -74.09278 3.832181 23.2559605
## 969   969 -74.31105 4.860818 22.6060429
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## 971   971 -73.79557 5.418093 21.8357296
## 972   972 -73.59123 5.243944 26.1029472
## 973   973 -72.98287 4.064379  7.5429773
## 974   974 -74.23907 5.216081 24.1464024
## 975   975 -73.23597 4.368559  9.8824949
## 976   976 -74.70578 4.212986 10.7980967
## 977   977 -73.66554 4.013296 13.6130104
## 978   978 -73.14077 5.090694 28.0558300
## 979   979 -74.77776 4.428930 24.7201328
## 980   980 -74.78705 4.751685 16.1367264
## 981   981 -74.48984 4.749363 25.4048538
## 982   982 -74.53163 4.468404 25.7784271
## 983   983 -73.60981 5.703696 20.8677788
## 984   984 -74.11832 4.661128  0.0000000
## 985   985 -74.01151 4.310509 37.9924202
## 986   986 -74.35284 5.014069 20.3830242
## 987   987 -73.26616 5.227691 24.2880669
## 988   988 -73.83736 5.631715 37.7092819
## 989   989 -73.34046 5.478464 26.3468666
## 990   990 -73.95811 4.463760 27.4698830
## 991   991 -73.44030 5.213759 25.2983208
## 992   992 -73.02003 4.405710  7.4859629
## 993   993 -73.15470 4.445184 11.5706520
## 994   994 -73.05253 4.784193 10.6323624
## 995   995 -74.45733 4.819022 19.7612877
## 996   996 -74.33891 4.747041 29.1419735
## 997   997 -72.96198 4.812056 11.6652918
## 998   998 -73.83736 4.700601 27.9753208
## 999   999 -73.69340 4.099209 19.6053638
## 1000 1000 -72.94340 3.901841  5.3256159
## 1001 1001 -73.51925 4.812056 28.2324638
## 1002 1002 -73.92792 4.206020 23.6130257
## 1003 1003 -73.90238 5.225369 32.3263359
## 1004 1004 -73.32885 4.939765 19.8760452
## 1005 1005 -73.94882 3.906485 22.4321346
## 1006 1006 -74.00919 4.570571 27.8322792
## 1007 1007 -73.76306 4.055091 19.7137012
## 1008 1008 -74.09742 4.983883 29.2074299
## 1009 1009 -73.49139 4.517165 28.0951672
## 1010 1010 -73.07111 5.158031 21.3066120
## 1011 1011 -73.79092 4.807412 25.7275391
## 1012 1012 -73.67018 5.401839 25.5468502
## 1013 1013 -74.87064 5.350755 16.8252716
## 1014 1014 -73.39154 5.538836 26.6988716
## 1015 1015 -74.87993 4.004008 18.1073608
## 1016 1016 -73.31260 4.779549 14.7095041
## 1017 1017 -73.84665 4.579859 28.2357006
## 1018 1018 -73.81647 3.855401 16.9779472
## 1019 1019 -74.46662 5.796575 14.7232656
## 1020 1020 -74.27854 4.373202 21.2782707
## 1021 1021 -73.35671 4.470726 13.0088415
## 1022 1022 -73.64464 5.283418 31.7164822
## 1023 1023 -73.28009 4.730787 16.2461834
## 1024 1024 -74.15315 5.041932 23.0258942
## 1025 1025 -74.37606 5.675832 25.0409241
## 1026 1026 -74.42250 3.962212 28.9423885
## 1027 1027 -73.86987 5.164997 26.2827816
## 1028 1028 -73.09897 4.798125 10.0078478
## 1029 1029 -74.24371 5.494718 24.5091820
## 1030 1030 -73.43102 4.784193 28.2711182
## 1031 1031 -74.52699 5.148743 19.0868206
## 1032 1032 -74.53163 5.471498 17.6162186
## 1033 1033 -73.12219 4.702923 13.3047647
## 1034 1034 -73.37065 4.798125 22.0746078
## 1035 1035 -73.97900 4.217630 32.0283699
## 1036 1036 -74.12064 5.589919 20.3762131
## 1037 1037 -73.01770 5.250910 36.4922638
## 1038 1038 -73.48674 4.475370 23.6468792
## 1039 1039 -73.49835 5.360043 23.8589592
## 1040 1040 -74.48984 5.441313 19.4105492
## 1041 1041 -74.43411 4.073667 26.9852638
## 1042 1042 -73.72591 5.701374 24.3482780
## 1043 1043 -73.05486 5.039610 19.8085213
## 1044 1044 -73.47513 4.301221  8.6118898
## 1045 1045 -74.13922 5.401839 24.4111996
## 1046 1046 -73.29402 4.514843  9.1925402
## 1047 1047 -74.33194 3.983110 26.0570774
## 1048 1048 -74.31105 5.536514 19.6867714
## 1049 1049 -73.60284 4.665772 24.7198887
## 1050 1050 -74.09975 4.951375 25.3424034
## 1051 1051 -73.39154 5.692086 24.9358521
## 1052 1052 -73.32653 5.276452 24.5636196
## 1053 1053 -74.11832 5.685120 21.5973930
## 1054 1054 -74.75454 4.721499 21.0672684
## 1055 1055 -74.71275 3.853079 24.1701126
## 1056 1056 -74.84975 4.677382 17.4801006
## 1057 1057 -73.58427 5.385585 22.3440876
## 1058 1058 -73.15238 4.027228  9.3916683
## 1059 1059 -74.82188 4.793481 17.8032227
## 1060 1060 -74.15780 5.485430 18.7628078
## 1061 1061 -74.70578 3.906485 18.7504501
## 1062 1062 -73.99294 4.842242 33.0257263
## 1063 1063 -73.09201 5.798897 23.2573261
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## 1065 1065 -73.18489 4.772583 17.4683704
## 1066 1066 -73.90006 5.248588 26.1020432
## 1067 1067 -73.00377 4.851530 19.8384876
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## 1070 1070 -74.53628 5.339146 20.1962433
## 1071 1071 -74.81956 3.906485 17.4568996
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## 1074 1074 -74.54324 5.213759 23.7997169
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## 1076 1076 -74.24603 4.500911 29.3139687
## 1077 1077 -74.05563 4.709889  0.0000000
## 1078 1078 -73.15702 5.246266 21.3192253
## 1079 1079 -74.57807 5.025678 23.5718822
## 1080 1080 -73.71662 5.102304 26.8916397
## 1081 1081 -74.87064 5.462210 18.6244125
## 1082 1082 -72.98055 4.510199 14.6696463
## 1083 1083 -74.48055 4.763295 25.0395164
## 1084 1084 -72.92250 4.092243  6.7371364
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## 1086 1086 -73.91631 4.554317 27.2567997
## 1087 1087 -73.68643 4.990849 21.2789078
## 1088 1088 -74.70114 5.483108 13.1125193
## 1089 1089 -73.11987 3.873977 12.4332142
## 1090 1090 -73.17096 4.331407  8.1416922
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## 1092 1092 -72.94340 5.617783 23.2541180
## 1093 1093 -72.93644 3.938992  8.0713959
## 1094 1094 -73.18257 4.238528  8.8103466
## 1095 1095 -73.80486 5.490074 27.5016918
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## 1099 1099 -74.89386 4.765617 21.2434502
## 1100 1100 -73.57266 4.199054  9.4677792
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## 1103 1103 -73.42869 5.362365 27.9490261
## 1104 1104 -73.44263 4.296577 18.6492367
## 1105 1105 -73.07343 4.078311  8.8643732
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## 1108 1108 -73.85594 5.299672 19.4722614
## 1109 1109 -73.16631 4.682026 13.9120016
## 1110 1110 -73.64464 5.269486 33.6538353
## 1111 1111 -74.59201 4.603078 16.2710571
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## 1113 1113 -73.32885 4.507877 10.6264544
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## 1116 1116 -74.84742 4.175834 16.3943062
## 1117 1117 -73.69572 4.802768 27.1652546
## 1118 1118 -74.10207 4.619332  0.0000000
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## 1120 1120 -73.73752 5.297350 25.2154408
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## 1122 1122 -73.52854 4.108497 19.9361229
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## 1124 1124 -73.46352 4.640230 29.7191429
## 1125 1125 -73.14774 4.563605  9.6735334
## 1126 1126 -73.08040 4.041160 12.7857056
## 1127 1127 -74.85439 4.714533 17.6263771
## 1128 1128 -73.96507 5.239300 27.3491802
## 1129 1129 -73.90470 4.751685 30.6551037
## 1130 1130 -73.56105 5.513294 22.8383617
## 1131 1131 -74.21120 5.420415 19.7667789
## 1132 1132 -74.26229 4.835276 27.9367085
## 1133 1133 -74.14386 5.028000 24.0451946
## 1134 1134 -73.77467 4.772583 34.1537247
## 1135 1135 -73.23829 5.399517 26.8724346
## 1136 1136 -73.35439 4.238528  7.8733754
## 1137 1137 -73.73752 3.999364 13.3760223
## 1138 1138 -73.75842 4.538063 23.2076244
## 1139 1139 -72.92483 3.920417  8.3291178
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## 1142 1142 -73.69804 4.642552 27.2492390
## 1143 1143 -73.10826 4.614688 14.0812101
## 1144 1144 -73.99758 5.327536 25.0853729
## 1145 1145 -73.30331 4.150293 10.7736244
## 1146 1146 -74.80331 5.209115 16.4166126
## 1147 1147 -73.97204 5.724594 19.4409790
## 1148 1148 -74.26925 4.349983 23.9023895
## 1149 1149 -74.35052 3.876299 25.6530628
## 1150 1150 -73.39851 3.855401  8.7140398
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## 1152 1152 -74.49680 4.373202 24.6886616
## 1153 1153 -73.21275 5.232335 20.8419800
## 1154 1154 -73.74681 4.856174 23.5296211
## 1155 1155 -73.14774 5.687442 26.1355648
## 1156 1156 -73.67018 3.913451 10.1098814
## 1157 1157 -73.60284 5.174285 23.9342785
## 1158 1158 -74.30408 5.093016 21.3445282
## 1159 1159 -73.91167 4.349983 24.4133053
## 1160 1160 -74.78009 5.311282 16.9407310
## 1161 1161 -73.88845 4.642552 34.9604645
## 1162 1162 -73.36600 5.643325 24.9148979
## 1163 1163 -73.07575 5.736204 23.5430164
## 1164 1164 -73.63999 5.404161 22.7067261
## 1165 1165 -73.17560 4.110819 12.0201321
## 1166 1166 -73.33117 5.610817 23.3542671
## 1167 1167 -73.05950 3.941314  6.2120914
## 1168 1168 -73.66554 5.668866 33.6962776
## 1169 1169 -74.11368 5.390229 25.1197948
## 1170 1170 -74.12529 4.579859  0.0000000
## 1171 1171 -73.69804 3.997042 13.1670046
## 1172 1172 -74.27854 4.331407 31.3845196
## 1173 1173 -73.20578 3.890231  7.2522035
## 1174 1174 -73.98829 5.703696 20.1477604
## 1175 1175 -74.52467 4.593790 18.3758659
## 1176 1176 -74.68953 4.565927 23.5127869
## 1177 1177 -73.88845 5.364687 22.2604923
## 1178 1178 -74.17637 4.686670 26.0353088
## 1179 1179 -74.89154 4.649518 15.8951674
## 1180 1180 -74.07653 4.698279  0.0000000
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## 1182 1182 -74.63612 5.262520 12.4868641
## 1183 1183 -74.37838 4.670416 23.7159309
## 1184 1184 -74.63612 5.436669 10.2405777
## 1185 1185 -73.39387 4.582181 20.2567387
## 1186 1186 -73.65160 4.075989  9.2611217
## 1187 1187 -73.10826 5.162675 18.6657963
## 1188 1188 -73.67482 4.795803 26.0276184
## 1189 1189 -74.17173 5.791931 20.4749813
## 1190 1190 -73.11523 5.536514 20.4795189
## 1191 1191 -74.62219 5.575987 12.2355680
## 1192 1192 -73.21275 5.497040 23.5765114
## 1193 1193 -73.09433 4.447506  9.0153275
## 1194 1194 -73.14077 4.089921  9.0547342
## 1195 1195 -74.07420 4.591468  0.0000000
## 1196 1196 -74.03009 5.206793 26.7119408
## 1197 1197 -73.40315 5.673510 29.6875191
## 1198 1198 -73.02699 5.332180 22.8677235
## 1199 1199 -73.13845 4.298899  8.2230539
## 1200 1200 -74.33194 4.398744 26.2979069
## 1201 1201 -74.14851 4.201376 25.6318321
## 1202 1202 -73.89773 4.528775 26.2106438
## 1203 1203 -73.17328 4.266391  9.0066195
## 1204 1204 -74.62219 4.521809 19.0088100
## 1205 1205 -74.56414 5.731560 12.4211092
## 1206 1206 -73.35207 3.911129 17.1038246
## 1207 1207 -73.89309 4.398744 28.0173607
## 1208 1208 -73.39619 4.375524 10.8363495
## 1209 1209 -72.91786 4.542707  7.8507366
## 1210 1210 -73.96043 4.897970 27.4229107
## 1211 1211 -74.87529 5.434347 12.8322716
## 1212 1212 -74.62916 4.551995 17.2244835
## 1213 1213 -73.30563 5.685120 23.6416740
## 1214 1214 -74.22049 5.083728 26.8593388
## 1215 1215 -74.22513 3.985432 23.2730293
## 1216 1216 -74.56646 5.712984 14.3041286
## 1217 1217 -73.43334 3.913451  9.1867609
## 1218 1218 -73.91631 4.874750 24.2419300
## 1219 1219 -74.26229 5.023356 27.1039906
## 1220 1220 -74.06027 5.169641 26.7056828
## 1221 1221 -73.65625 4.628620 28.9054489
## 1222 1222 -73.93256 5.111592 27.7883472
## 1223 1223 -72.94340 5.455244 25.9568386
## 1224 1224 -73.84433 5.127845 23.1206570
## 1225 1225 -72.93876 3.853079  6.4263988
## 1226 1226 -74.09742 5.197505 29.1298943
## 1227 1227 -74.45733 4.152615 26.8746452
## 1228 1228 -74.65702 5.466854  6.1296048
## 1229 1229 -73.55873 5.213759 22.0125389
## 1230 1230 -73.64464 5.761746 23.7016315
## 1231 1231 -74.25300 5.364687 18.2524166
## 1232 1232 -74.55485 4.099209 23.9721317
## 1233 1233 -74.47823 5.527226 17.8552036
## 1234 1234 -74.42482 5.603851 21.1348991
## 1235 1235 -73.42173 3.869333  9.4712152
## 1236 1236 -74.20424 3.915773 25.0654755
## 1237 1237 -74.19030 5.555090 19.2478924
## 1238 1238 -74.08117 5.151065 25.7620277
## 1239 1239 -73.15006 5.682798 23.2498608
## 1240 1240 -73.75609 4.893326 29.9747581
## 1241 1241 -72.95269 4.897970 18.9353523
## 1242 1242 -73.42869 4.812056 24.6572628
## 1243 1243 -74.15547 5.353077 20.2508774
## 1244 1244 -74.40857 4.480013 22.6950531
## 1245 1245 -73.50996 3.850757 10.3096085
## 1246 1246 -74.80795 3.860045  5.3698115
## 1247 1247 -72.96430 4.308187  8.1413546
## 1248 1248 -73.92560 4.082955 31.2601948
## 1249 1249 -73.28473 4.445184 18.0350590
## 1250 1250 -74.06259 3.839147 25.7725830
## 1251 1251 -74.25764 5.578309 24.8458405
## 1252 1252 -74.75687 5.585275 18.2431602
## 1253 1253 -74.74526 4.942087 20.7670746
## 1254 1254 -73.31724 4.965307 17.7069817
## 1255 1255 -74.85903 4.684348 15.3473196
## 1256 1256 -74.55021 4.558961 17.4539680
## 1257 1257 -74.59433 5.599207 12.2081881
## 1258 1258 -74.61755 3.985432 21.6905479
## 1259 1259 -74.34588 4.120107 22.5192451
## 1260 1260 -73.11987 5.083728 27.3476257
## 1261 1261 -74.46662 4.289611 17.2186909
## 1262 1262 -74.37374 5.541158 22.0732040
## 1263 1263 -73.19417 3.848435  8.7712536
## 1264 1264 -73.52854 4.206020  9.7644110
## 1265 1265 -73.23365 5.687442 27.2419777
## 1266 1266 -73.82808 5.164997 22.6321716
## 1267 1267 -73.02699 5.817473  0.0000000
## 1268 1268 -74.78241 5.494718 15.1638727
## 1269 1269 -74.11832 4.630942  0.0000000
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## 1271 1271 -74.33194 4.735431 35.1071854
## 1272 1272 -74.81492 5.641003 19.4599361
## 1273 1273 -73.50068 5.253232 25.4526138
## 1274 1274 -73.28473 5.569021 24.8069878
## 1275 1275 -73.25919 5.559733 22.8974323
## 1276 1276 -74.40625 5.791931 15.7380095
## 1277 1277 -74.39232 3.906485 27.1664429
## 1278 1278 -73.30563 4.644874 11.5180187
## 1279 1279 -72.95501 3.904163  5.9296851
## 1280 1280 -73.02467 4.150293  7.5907884
## 1281 1281 -73.92560 4.222274 23.5562820
## 1282 1282 -74.42715 5.174285 18.6286297
## 1283 1283 -73.55176 4.384812 28.6021748
## 1284 1284 -74.25996 5.541158 24.4964466
## 1285 1285 -73.02235 3.848435  8.2716036
## 1286 1286 -74.36677 3.943636 27.5434418
## 1287 1287 -73.79557 5.764068 40.2011108
## 1288 1288 -74.72436 5.740848 17.9023685
## 1289 1289 -74.51074 3.901841 22.4352283
## 1290 1290 -74.39464 5.199827 19.1099758
## 1291 1291 -73.32653 4.867784 20.7669239
## 1292 1292 -74.56182 5.478464 19.4845009
## 1293 1293 -74.04866 4.394100 27.5424099
## 1294 1294 -73.25222 4.589146 23.5555477
## 1295 1295 -74.78705 4.092243 22.1543636
## 1296 1296 -73.15470 3.966856 14.2351093
## 1297 1297 -73.02699 3.911129  7.5806370
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## 1299 1299 -73.00145 4.006330  7.0036736
## 1300 1300 -73.71198 4.623976 24.1063957
## 1301 1301 -73.36600 5.775677 33.0172882
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## 1312 1312 -73.82111 4.305865 30.3499451
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## 1359 1359 -73.89541 4.707567 23.4835052
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## 1374 1374 -73.02235 4.329085  6.9230185
## 1375 1375 -74.27389 3.932027 25.6082916
## 1376 1376 -73.76770 3.911129 11.0518408
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## 1378 1378 -74.33194 4.463760 24.4869995
## 1379 1379 -73.60052 4.143327 16.2033291
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## 1389 1389 -73.85129 4.092243 24.2630653
## 1390 1390 -73.73055 5.455244 20.7050800
## 1391 1391 -73.81414 5.622427 26.0711765
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## 1393 1393 -73.13148 5.072118 29.4257469
## 1394 1394 -73.72823 4.881716 26.6929474
## 1395 1395 -73.40547 5.041932 20.1593418
## 1396 1396 -74.04634 5.093016 25.9309616
## 1397 1397 -73.33814 3.885587 20.4163666
## 1398 1398 -74.81259 5.018712 17.4257545
## 1399 1399 -74.23907 5.420415 22.3437748
## 1400 1400 -73.62606 5.654935 23.9856739
## 1401 1401 -73.32885 5.652613 24.4216747
## 1402 1402 -73.87916 5.745492 36.2102814
## 1403 1403 -73.87219 5.378619 30.6109562
## 1404 1404 -74.08814 3.920417 29.7631569
## 1405 1405 -74.14851 4.839920 27.9518394
## 1406 1406 -73.98365 4.164224 24.5582981
## 1407 1407 -74.84278 4.846886 18.7835426
## 1408 1408 -74.30408 5.747814 25.5938053
## 1409 1409 -74.75222 4.433574 19.1682587
## 1410 1410 -74.63845 4.373202 17.7018719
## 1411 1411 -74.64077 4.993171 19.5843239
## 1412 1412 -74.31569 3.920417 25.1594009
## 1413 1413 -73.80718 5.297350 33.7762299
## 1414 1414 -73.76538 5.415771 25.1002140
## 1415 1415 -73.65857 4.558961 21.9029655
## 1416 1416 -73.17328 5.181251 23.9820213
## 1417 1417 -73.58659 3.834503 13.0922098
## 1418 1418 -74.85439 4.475370 13.6659698
## 1419 1419 -73.42869 4.127073  7.4812880
## 1420 1420 -73.48674 5.044254 24.3581734
## 1421 1421 -73.74448 4.229240 22.6986732
## 1422 1422 -74.49680 5.141777 24.0511055
## 1423 1423 -73.41012 5.791931 30.1648483
## 1424 1424 -73.44727 4.103853 17.5977859
## 1425 1425 -73.29866 3.955246  5.2947192
## 1426 1426 -73.70037 4.252460 20.9945011
## 1427 1427 -74.33194 4.384812 23.8498974
## 1428 1428 -73.22900 5.334502 24.6194382
## 1429 1429 -74.41089 5.569021 16.7323380
## 1430 1430 -74.44108 5.529548 20.9418201
## 1431 1431 -73.64464 5.624749 22.4604206
## 1432 1432 -73.12219 4.261748 20.2489548
## 1433 1433 -72.94805 5.671188 23.1199303
## 1434 1434 -74.17173 4.777227 28.2663193
## 1435 1435 -74.61058 4.902614 25.2753487
## 1436 1436 -73.19882 5.360043 26.0678177
## 1437 1437 -73.20811 5.378619 26.7394753
## 1438 1438 -73.57498 5.088372 24.4317799
## 1439 1439 -73.79325 5.093016 27.3318005
## 1440 1440 -73.26383 4.942087 17.5343704
## 1441 1441 -73.23829 4.614688 13.2682571
## 1442 1442 -74.19030 5.141777 27.8719788
## 1443 1443 -73.64232 4.414998 20.4616394
## 1444 1444 -74.66631 5.610817 14.3929262
## 1445 1445 -73.42637 4.902614 34.3869934
## 1446 1446 -73.19185 5.548124 20.8173180
## 1447 1447 -74.03938 4.301221 34.2343330
## 1448 1448 -74.34355 4.015618 25.8141022
## 1449 1449 -73.77467 4.561283 22.1180458
## 1450 1450 -74.20191 5.510972 23.6661301
## 1451 1451 -73.44263 5.740848 27.4267006
## 1452 1452 -73.31492 5.081406 24.4749126
## 1453 1453 -74.57807 4.377846 23.4010239
## 1454 1454 -74.69185 4.287289 15.1110220
## 1455 1455 -74.62451 3.899519 23.8324661
## 1456 1456 -73.70733 5.777999 33.1918068
## 1457 1457 -73.45888 4.635586 28.7245636
## 1458 1458 -73.07343 4.259426  9.9550209
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## 1460 1460 -73.71198 5.116236 25.9296227
## 1461 1461 -73.50532 4.336051 10.4667234
## 1462 1462 -74.53163 4.489301 16.5443211
## 1463 1463 -74.05795 5.608495 20.0386658
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## 1465 1465 -73.22668 5.364687 28.5284443
## 1466 1466 -73.79557 4.735431 24.7730827
## 1467 1467 -73.30099 4.570571 10.5688763
## 1468 1468 -74.68024 5.664222 12.6552105
## 1469 1469 -73.32421 5.610817 27.9896202
## 1470 1470 -74.67792 4.217630 23.7422485
## 1471 1471 -73.18953 5.295028 21.1998444
## 1472 1472 -73.59588 4.150293 16.9997654
## 1473 1473 -74.39464 4.828310 33.2212257
## 1474 1474 -73.67482 5.564377 23.5557976
## 1475 1475 -73.37297 3.843791 16.8234959
## 1476 1476 -73.15935 5.225369 20.6262455
## 1477 1477 -73.72823 5.615461 21.3423882
## 1478 1478 -73.55873 5.436669 21.7278881
## 1479 1479 -73.21739 3.892553  7.3036766
## 1480 1480 -72.99448 5.773355 19.5869217
## 1481 1481 -73.70269 4.461438 25.8823090
## 1482 1482 -74.29711 4.531097 24.5197449
## 1483 1483 -73.18024 4.682026 19.7113781
## 1484 1484 -74.81724 4.366237 17.4447651
## 1485 1485 -74.18798 4.138683 27.7002888
## 1486 1486 -73.80718 4.849208 22.3678932
## 1487 1487 -73.74681 5.127845 22.8090820
## 1488 1488 -74.87993 3.934349 13.6901388
## 1489 1489 -73.48674 4.572893 29.0254860
## 1490 1490 -73.42869 4.280323  8.8485403
## 1491 1491 -73.26848 4.730787 18.2520332
## 1492 1492 -74.73365 4.993171 17.4434986
## 1493 1493 -74.54092 5.392551 17.5385628
## 1494 1494 -73.02235 4.524131 10.8766880
## 1495 1495 -72.97591 4.858496 17.6025448
## 1496 1496 -74.58504 5.211437 20.0955944
## 1497 1497 -74.57575 5.517938 20.2298298
## 1498 1498 -74.34820 4.726143 27.5357685
## 1499 1499 -73.20114 4.937443 22.2147827
## 1500 1500 -74.90547 5.462210 20.6485825
## 1501 1501 -73.21275 4.326763 19.3451748
## 1502 1502 -73.95114 4.336051 30.6065903
## 1503 1503 -73.73984 4.085277 22.6405239
## 1504 1504 -74.80098 4.347661 16.5404320
## 1505 1505 -74.46198 5.685120 19.3141727
## 1506 1506 -73.81879 4.628620 22.9794579
## 1507 1507 -74.20191 4.468404 23.6109810
## 1508 1508 -73.01306 4.254782  8.3026972
## 1509 1509 -73.74681 4.340695 35.3003159
## 1510 1510 -74.17637 5.308960 21.6385250
## 1511 1511 -73.02235 5.538836 22.4611931
## 1512 1512 -74.31801 4.565927 24.7070217
## 1513 1513 -73.99758 4.257104 27.5000515
## 1514 1514 -73.22668 5.230013 22.4039040
## 1515 1515 -73.73752 5.250910 23.6956978
## 1516 1516 -73.67250 4.584503 30.6552925
## 1517 1517 -74.37374 5.160353 23.1963444
## 1518 1518 -74.45269 4.962985 22.2687817
## 1519 1519 -74.02777 5.747814 22.5320511
## 1520 1520 -74.69185 3.980788 19.9479828
## 1521 1521 -73.45424 5.141777 34.1823997
## 1522 1522 -74.30872 5.627071 21.7856979
## 1523 1523 -74.09278 5.413449 25.4972382
## 1524 1524 -73.09201 4.767939 15.6038380
## 1525 1525 -74.56182 5.754780 17.5344028
## 1526 1526 -73.51229 3.839147 13.4395142
## 1527 1527 -74.81027 4.238528 18.2876911
## 1528 1528 -73.54944 4.001686  7.7335176
## 1529 1529 -74.87529 4.468404 18.2110310
## 1530 1530 -74.55021 5.007103 26.2189732
## 1531 1531 -73.99294 5.299672 23.8229427
## 1532 1532 -73.93721 5.464532 25.5747986
## 1533 1533 -73.81647 4.772583 28.2678947
## 1534 1534 -74.01383 3.962212 28.2472401
## 1535 1535 -74.03705 5.580631 22.4366055
## 1536 1536 -74.74990 4.723821 16.7967606
## 1537 1537 -74.15315 5.573665 26.3474808
## 1538 1538 -73.74448 5.420415 33.4759026
## 1539 1539 -73.52622 5.787287 26.0136528
## 1540 1540 -74.14619 4.222274 28.2783852
## 1541 1541 -74.19727 5.097660 29.6726780
## 1542 1542 -74.61987 4.907258 22.6598988
## 1543 1543 -74.89386 5.350755 14.4228697
## 1544 1544 -74.30408 5.030322 25.2922192
## 1545 1545 -73.92095 4.726143 28.1141376
## 1546 1546 -73.18953 5.647969 30.7369328
## 1547 1547 -74.59201 4.610044 15.6413670
## 1548 1548 -74.65006 4.203698 13.1818361
## 1549 1549 -73.40315 4.758651 30.0928516
## 1550 1550 -74.74526 5.448278 16.3106232
## 1551 1551 -74.53396 4.405710 22.7913227
## 1552 1552 -74.75687 3.897197 22.0866547
## 1553 1553 -73.03860 5.248588 41.0280190
## 1554 1554 -73.85826 3.892553 22.8577499
## 1555 1555 -73.63767 5.051220 24.3096142
## 1556 1556 -73.57498 4.233884 16.7305660
## 1557 1557 -73.99526 4.939765 27.6177807
## 1558 1558 -73.27777 4.888682 20.7799397
## 1559 1559 -73.98597 5.037288 42.9887314
## 1560 1560 -74.59433 4.760973 24.8878574
## 1561 1561 -73.62142 5.301994 26.9470234
## 1562 1562 -74.87297 5.271808 13.4229946
## 1563 1563 -74.63148 5.497040 15.1205072
## 1564 1564 -73.90702 4.726143 29.5754356
## 1565 1565 -74.77080 4.254782 20.3902435
## 1566 1566 -73.05253 5.120880 17.9008789
## 1567 1567 -74.72668 5.780321 14.9325886
## 1568 1568 -74.63380 5.803541 17.6763496
## 1569 1569 -73.27544 5.487752 23.6805344
## 1570 1570 -73.40780 5.301994 22.3115997
## 1571 1571 -72.91786 4.303543  7.1260872
## 1572 1572 -72.95037 5.332180 26.3612614
## 1573 1573 -73.13845 4.296577  7.3795118
## 1574 1574 -73.25455 4.004008  8.3576097
## 1575 1575 -73.67947 5.137133 28.3954067
## 1576 1576 -73.92095 4.939765 24.6086254
## 1577 1577 -73.08040 5.464532 25.1833000
## 1578 1578 -74.57575 3.862367 25.5525761
## 1579 1579 -74.41321 5.007103 24.2004986
## 1580 1580 -73.82808 4.549673 38.3937378
## 1581 1581 -73.96739 4.749363 29.4063568
## 1582 1582 -73.94650 4.022584 20.5961590
## 1583 1583 -74.09278 3.913451 26.3285389
## 1584 1584 -73.48442 4.526453 28.9648304
## 1585 1585 -73.41476 5.754780 25.6969337
## 1586 1586 -73.49139 5.587597 21.3889923
## 1587 1587 -73.48442 5.413449 33.2254639
## 1588 1588 -74.31801 5.062830 24.5712337
## 1589 1589 -74.80331 3.920417 22.3148384
## 1590 1590 -73.52854 4.043482 10.7468529
## 1591 1591 -73.92328 5.355399 26.9145470
## 1592 1592 -73.04325 4.271035  8.9156275
## 1593 1593 -74.58736 3.908807 22.4876957
## 1594 1594 -73.16399 4.291933  9.1175146
## 1595 1595 -74.69417 5.777999 19.0525455
## 1596 1596 -73.13845 5.504006 22.0477428
## 1597 1597 -74.44108 5.408805 24.7135143
## 1598 1598 -73.83040 4.412676 32.4960098
## 1599 1599 -73.85129 3.934349 23.9308052
## 1600 1600 -74.16012 5.209115 28.7783794
## 1601 1601 -73.91863 3.869333 22.1622391
## 1602 1602 -73.92792 5.288062 26.7329273
## 1603 1603 -74.49216 4.554317 18.0523300
## 1604 1604 -74.49216 4.484657 24.5930538
## 1605 1605 -74.29479 4.340695 22.4846458
## 1606 1606 -74.37838 4.463760 26.7008591
## 1607 1607 -74.71971 3.971500 23.9294205
## 1608 1608 -73.34510 5.452922 22.8670235
## 1609 1609 -73.29634 5.206793 23.6371708
## 1610 1610 -74.39696 5.274130 24.5903988
## 1611 1611 -74.73829 5.125523 17.5642414
## 1612 1612 -73.27312 5.401839 24.8853474
## 1613 1613 -73.74216 5.692086 20.5039806
## 1614 1614 -73.20114 5.450600 24.6736832
## 1615 1615 -73.40083 4.649518 31.8724251
## 1616 1616 -74.11136 5.508650 21.5430126
## 1617 1617 -73.00145 4.141005 11.0083094
## 1618 1618 -72.93876 5.803541 23.6448574
## 1619 1619 -72.98752 4.565927  7.3530817
## 1620 1620 -73.44495 4.695957 18.7235355
## 1621 1621 -73.01538 4.122429 12.6607180
## 1622 1622 -74.35749 4.870106 24.2495689
## 1623 1623 -74.67095 3.959890 19.0516586
## 1624 1624 -74.32033 5.093016 23.7236385
## 1625 1625 -74.24139 4.194410 24.4752884
## 1626 1626 -73.31956 5.044254 24.9523258
## 1627 1627 -74.37374 3.929705 27.6859150
## 1628 1628 -74.81724 4.171190 13.0163431
## 1629 1629 -74.05331 5.053542 29.1216125
## 1630 1630 -74.30640 4.819022 30.0236225
## 1631 1631 -74.24371 4.626298 23.7104168
## 1632 1632 -74.08814 4.199054 27.1018734
## 1633 1633 -74.14851 3.990076 27.0528622
## 1634 1634 -73.24758 4.735431 17.9456120
## 1635 1635 -73.00609 4.832954 10.3939705
## 1636 1636 -74.68256 5.436669 14.3179054
## 1637 1637 -74.20656 3.839147 26.6982117
## 1638 1638 -74.16476 4.698279  0.0000000
## 1639 1639 -74.34123 4.475370 24.3208599
## 1640 1640 -73.71894 4.196732 23.1006527
## 1641 1641 -73.13845 5.371653 29.6131554
## 1642 1642 -74.45733 4.210664 28.2734184
## 1643 1643 -73.75842 4.266391 23.0037479
## 1644 1644 -73.51925 5.564377 22.8734035
## 1645 1645 -73.93721 4.791159 29.3689861
## 1646 1646 -74.16012 5.155709 23.9572411
## 1647 1647 -74.26229 4.175834 22.5273647
## 1648 1648 -73.76306 4.656484 24.3229980
## 1649 1649 -73.33582 4.449828 14.6170988
## 1650 1650 -73.07808 4.819022 11.7581072
## 1651 1651 -73.86987 4.730787 27.7848434
## 1652 1652 -73.30563 3.920417  7.9611688
## 1653 1653 -74.02312 3.841469 26.2910423
## 1654 1654 -73.29402 4.259426  8.4337473
## 1655 1655 -74.78705 3.829860 22.4642372
## 1656 1656 -74.37838 5.048898 18.4107056
## 1657 1657 -73.02003 4.141005  8.2079105
## 1658 1658 -73.42637 5.425059 27.2176151
## 1659 1659 -73.32421 5.274130 24.4728851
## 1660 1660 -74.57575 4.647196 18.2354660
## 1661 1661 -73.46120 5.740848 29.6441841
## 1662 1662 -74.05795 3.962212 28.9866753
## 1663 1663 -73.88148 5.076762 30.2958050
## 1664 1664 -73.22900 4.236206  6.2460036
## 1665 1665 -72.99913 5.134811 20.4692955
## 1666 1666 -73.02931 5.162675 24.0461025
## 1667 1667 -73.71894 5.566699 28.1697674
## 1668 1668 -74.87064 4.932799 10.7892866
## 1669 1669 -74.78705 5.738526 18.7562904
## 1670 1670 -74.59201 5.339146 18.9047203
## 1671 1671 -73.40315 5.585275 21.5576744
## 1672 1672 -74.58272 3.869333 34.0346146
## 1673 1673 -74.68024 5.752458 18.7328987
## 1674 1674 -73.62606 3.827538  9.3664656
## 1675 1675 -74.52699 3.959890 23.3065605
## 1676 1676 -73.44030 3.932027 11.3632784
## 1677 1677 -74.20191 4.219952 25.7923698
## 1678 1678 -74.78009 4.702923 18.6346436
## 1679 1679 -73.31956 3.948280 16.0483093
## 1680 1680 -73.09897 3.922739  8.2574596
## 1681 1681 -73.07111 4.259426 10.1235018
## 1682 1682 -74.35749 4.259426 23.1918354
## 1683 1683 -73.82343 4.031872 24.3887119
## 1684 1684 -74.16476 4.939765 27.4747372
## 1685 1685 -74.28783 5.299672 21.7630711
## 1686 1686 -73.12916 4.675060 17.4776745
## 1687 1687 -73.73520 4.737753 29.0209446
## 1688 1688 -73.49835 4.087599  9.1997967
## 1689 1689 -74.25996 5.522582 26.2722988
## 1690 1690 -74.18334 5.717628 20.9293232
## 1691 1691 -73.11058 5.362365 23.1426659
## 1692 1692 -73.30563 5.276452 28.0297756
## 1693 1693 -74.29944 4.807412 26.5539951
## 1694 1694 -73.45191 5.631715 24.0373306
## 1695 1695 -74.58968 5.448278 17.7584915
## 1696 1696 -73.40780 5.517938 21.6811752
## 1697 1697 -73.42405 3.873977  9.4720707
## 1698 1698 -74.36213 4.052769 24.3933277
## 1699 1699 -73.35904 5.643325 25.4223423
## 1700 1700 -73.90238 4.261748 30.0528488
## 1701 1701 -73.52854 4.960663 21.9161415
## 1702 1702 -73.66786 4.923511 31.8237247
## 1703 1703 -74.14154 4.730787 27.4451656
## 1704 1704 -73.45191 4.024906  9.3996325
## 1705 1705 -74.19959 5.425059 19.4290104
## 1706 1706 -74.89386 4.080633 13.3367033
## 1707 1707 -73.24990 5.515616 20.2066956
## 1708 1708 -74.66399 4.614688 22.0020084
## 1709 1709 -73.05021 5.808185 21.3366489
## 1710 1710 -73.66321 5.515616 25.0575600
## 1711 1711 -73.77931 5.299672 33.6461525
## 1712 1712 -73.70733 5.548124 24.4026775
## 1713 1713 -73.53783 5.805863 25.6307640
## 1714 1714 -73.12219 3.976144  7.9121556
## 1715 1715 -74.81492 4.233884 18.8424301
## 1716 1716 -73.96275 4.795803 26.3306084
## 1717 1717 -73.02467 5.227691 25.2833481
## 1718 1718 -74.78705 4.723821 19.3103619
## 1719 1719 -74.47126 4.798125 25.3077450
## 1720 1720 -74.23674 3.964534 25.1025772
## 1721 1721 -72.92250 4.642552 11.9522467
## 1722 1722 -73.84433 5.541158 30.6996098
## 1723 1723 -73.82343 4.579859 24.7233639
## 1724 1724 -73.33349 4.774905 20.4113369
## 1725 1725 -74.75919 3.883265 19.0783424
## 1726 1726 -74.76848 4.881716 18.5379791
## 1727 1727 -73.72126 5.517938 24.0036278
## 1728 1728 -74.53628 5.527226 19.7956944
## 1729 1729 -73.42173 4.008652  9.0021582
## 1730 1730 -74.10207 5.613139 18.3320999
## 1731 1731 -73.87451 4.066701 29.1352119
## 1732 1732 -74.35516 5.501684 21.7808552
## 1733 1733 -74.07420 5.007103 29.8537083
## 1734 1734 -73.55176 4.925833 33.7853355
## 1735 1735 -73.77003 5.225369 19.7309341
## 1736 1736 -73.53783 5.710662 19.1616745
## 1737 1737 -73.83040 4.688992 24.4683704
## 1738 1738 -73.08504 5.148743 22.2560234
## 1739 1739 -73.13148 4.405710 10.2588196
## 1740 1740 -73.28705 4.570571 11.5032969
## 1741 1741 -73.13613 5.777999 15.7604570
## 1742 1742 -73.57034 3.829860  9.5595913
## 1743 1743 -73.91863 4.115463 30.7885246
## 1744 1744 -74.79402 4.363915 13.5075340
## 1745 1745 -74.25068 5.659579 20.0919094
## 1746 1746 -74.33891 4.846886 27.2656879
## 1747 1747 -74.43876 5.292706 26.2273884
## 1748 1748 -74.87993 4.863140 16.1751328
## 1749 1749 -73.43566 4.359271  9.5155087
## 1750 1750 -74.69882 5.654935 13.9970551
## 1751 1751 -73.16399 4.856174 10.6557102
## 1752 1752 -74.11600 5.116236 28.1575127
## 1753 1753 -74.61058 4.853852 22.4820614
## 1754 1754 -74.09278 3.887909 27.1327782
## 1755 1755 -72.95966 5.125523 17.5223198
## 1756 1756 -73.85594 4.698279 24.7972641
## 1757 1757 -74.74061 4.449828 16.1533928
## 1758 1758 -73.30099 5.290384 23.0299416
## 1759 1759 -73.89541 4.633264 27.5815430
## 1760 1760 -73.49371 4.570571 26.9396915
## 1761 1761 -73.46585 4.282645 16.6681290
## 1762 1762 -73.00145 5.573665 26.1600533
## 1763 1763 -74.15083 4.628620  0.0000000
## 1764 1764 -74.48055 3.997042 32.9756851
## 1765 1765 -73.24061 4.417320  9.7589798
## 1766 1766 -73.18257 5.610817 19.5737457
## 1767 1767 -73.52157 5.327536 22.3323936
## 1768 1768 -73.99526 4.336051 29.8256588
## 1769 1769 -74.71507 5.188217 14.7393227
## 1770 1770 -73.71198 4.897970 27.4530830
## 1771 1771 -74.38767 5.088372 22.6151295
## 1772 1772 -73.47978 4.145649 11.5183086
## 1773 1773 -74.78009 3.904163 21.0421009
## 1774 1774 -74.80563 5.413449 19.0498943
## 1775 1775 -73.31260 5.095338 29.9827309
## 1776 1776 -73.12219 5.517938 19.9101772
## 1777 1777 -74.52467 3.908807 21.3279324
## 1778 1778 -74.67328 5.021034 16.5133705
## 1779 1779 -73.38226 5.438991 21.8809624
## 1780 1780 -74.87993 4.268713 16.4194927
## 1781 1781 -74.38071 5.011747 26.9317303
## 1782 1782 -73.41476 4.231562  7.8582921
## 1783 1783 -74.32730 4.219952 23.1091270
## 1784 1784 -73.55873 4.640230 24.8729248
## 1785 1785 -74.87297 3.980788 21.6865234
## 1786 1786 -74.47359 5.039610 21.5054264
## 1787 1787 -73.36368 4.679704 22.0477524
## 1788 1788 -73.78396 4.401066 39.6062889
## 1789 1789 -74.81259 5.682798 13.0343628
## 1790 1790 -74.10439 5.420415 23.6263866
## 1791 1791 -74.40393 3.878621 29.4249573
## 1792 1792 -73.70965 4.733109 34.9285431
## 1793 1793 -73.47746 3.969178 12.2186680
## 1794 1794 -73.18489 4.737753 20.5813828
## 1795 1795 -73.55176 4.714533 20.1216717
## 1796 1796 -74.52002 4.175834 24.7792759
## 1797 1797 -74.49680 5.301994 23.4556236
## 1798 1798 -73.53551 5.729238 23.0603199
## 1799 1799 -73.47513 4.029550  9.7502680
## 1800 1800 -73.02699 5.086050 19.7166061
## 1801 1801 -74.56879 4.800447 23.6318855
## 1802 1802 -73.37297 3.959890 19.0713921
## 1803 1803 -74.04866 4.795803 11.3127937
## 1804 1804 -73.13148 5.271808 22.9974937
## 1805 1805 -74.31801 5.018712 21.5856667
## 1806 1806 -74.00222 4.538063 28.1759300
## 1807 1807 -73.12219 5.028000 18.1362514
## 1808 1808 -72.93644 3.950602  8.2430696
## 1809 1809 -74.34123 4.865462 26.7891808
## 1810 1810 -73.21275 5.339146 22.1452637
## 1811 1811 -73.81182 5.520260 27.9663486
## 1812 1812 -73.19882 5.771034 23.2838535
## 1813 1813 -73.75377 4.294255 23.1124916
## 1814 1814 -73.70269 3.853079  8.5657167
## 1815 1815 -74.51538 4.872428 23.1548290
## 1816 1816 -73.67482 3.948280  8.7892256
## 1817 1817 -74.20191 4.052769 24.7729187
## 1818 1818 -74.60129 5.171963 14.7197657
## 1819 1819 -74.04634 4.593790 24.9843388
## 1820 1820 -73.52622 5.559733 23.7172356
## 1821 1821 -73.34743 5.390229 24.2900333
## 1822 1822 -73.34278 4.212986  8.2142859
## 1823 1823 -74.29015 5.253232 22.8858490
## 1824 1824 -74.39928 4.445184 28.3257999
## 1825 1825 -73.93953 4.224596 22.0805511
## 1826 1826 -73.26383 4.017940 11.6466808
## 1827 1827 -74.23442 5.571343 22.0895348
## 1828 1828 -74.23442 5.281096 25.4958858
## 1829 1829 -73.94417 4.884038 30.9000340
## 1830 1830 -74.10207 5.016391 22.4379539
## 1831 1831 -73.70037 5.315926 23.3518391
## 1832 1832 -73.21972 5.436669 19.4905224
## 1833 1833 -74.12529 5.499362 19.7238026
## 1834 1834 -73.07575 5.387907 22.9882164
## 1835 1835 -72.92947 4.805090 10.5654078
## 1836 1836 -74.77312 5.569021 17.9691124
## 1837 1837 -72.98752 4.189766 12.7344904
## 1838 1838 -73.49835 4.185122 10.8193254
## 1839 1839 -74.30176 5.490074 22.7976303
## 1840 1840 -72.96430 3.997042  0.4786502
## 1841 1841 -74.06956 4.264069 26.4874973
## 1842 1842 -73.77699 5.220725 22.7067738
## 1843 1843 -73.83736 4.895648 26.1742325
## 1844 1844 -74.66167 5.798897 14.5069475
## 1845 1845 -73.06414 5.722272 22.3861904
## 1846 1846 -74.38535 4.496267 25.4591103
## 1847 1847 -74.19263 5.130167 22.2048473
## 1848 1848 -74.15083 5.104626 28.8532791
## 1849 1849 -74.70810 3.848435 22.2997284
## 1850 1850 -74.82188 5.353077 12.2866478
## 1851 1851 -74.82188 3.922739 20.4284363
## 1852 1852 -73.50764 4.733109 19.0753517
## 1853 1853 -74.36213 5.211437 21.0873547
## 1854 1854 -74.62219 4.071345 23.5946484
## 1855 1855 -74.28783 4.073667 26.9493332
## 1856 1856 -74.85903 4.408032 18.7236309
## 1857 1857 -73.08736 4.145649  8.1862669
## 1858 1858 -74.47823 4.614688 20.5328140
## 1859 1859 -73.75145 3.948280 13.7568197
## 1860 1860 -74.66399 5.178929 18.9967861
## 1861 1861 -73.44959 4.315153  9.7924910
## 1862 1862 -74.20656 5.464532 20.7559280
## 1863 1863 -74.47591 4.860818 24.7792225
## 1864 1864 -74.23442 5.223047 21.6990414
## 1865 1865 -73.56105 5.206793 27.8896751
## 1866 1866 -74.39464 4.456794 28.6187592
## 1867 1867 -73.50300 5.733882 21.7531013
## 1868 1868 -73.90702 3.878621 26.5575390
## 1869 1869 -74.02080 4.786515 25.1859188
## 1870 1870 -73.37761 3.987754 10.0000000
## 1871 1871 -74.77544 4.108497 16.2272797
## 1872 1872 -74.87529 5.473820 18.3916321
## 1873 1873 -73.35439 4.709889 14.1054268
## 1874 1874 -73.26848 5.780321 30.6926918
## 1875 1875 -74.09046 5.566699 17.2652359
## 1876 1876 -73.83040 4.454472 31.1776657
## 1877 1877 -74.82420 4.380168 17.2378197
## 1878 1878 -73.95578 5.510972 22.3147068
## 1879 1879 -73.18024 5.710662 29.0137424
## 1880 1880 -74.74526 5.787287 14.6430588
## 1881 1881 -73.40780 4.303543 11.5454435
## 1882 1882 -73.80718 4.078311 26.4250870
## 1883 1883 -74.33659 3.936671 24.2342148
## 1884 1884 -73.62606 4.089921  9.8991737
## 1885 1885 -73.41476 4.031872  8.9522905
## 1886 1886 -73.66786 4.273357 20.9992523
## 1887 1887 -74.31801 4.542707 26.4822941
## 1888 1888 -74.41089 4.665772 26.8880825
## 1889 1889 -74.80563 3.918095 22.7096958
## 1890 1890 -74.54324 3.927383 19.7775497
## 1891 1891 -74.80563 5.399517 19.8883018
## 1892 1892 -74.12761 3.983110 27.4825134
## 1893 1893 -73.24758 3.841469  8.8636751
## 1894 1894 -73.83736 5.603851 24.3943329
## 1895 1895 -74.70346 4.236206 11.3878908
## 1896 1896 -74.27389 4.059735 28.3259277
## 1897 1897 -74.50377 5.148743 20.3148232
## 1898 1898 -74.81724 5.362365 18.3204842
## 1899 1899 -74.89154 5.415771 22.6975899
## 1900 1900 -73.70037 4.858496 26.4459839
## 1901 1901 -74.24139 5.580631 21.0533619
## 1902 1902 -74.05563 4.575215 22.9590473
## 1903 1903 -73.40083 4.092243  8.8397932
## 1904 1904 -73.90702 4.354627 22.3230629
## 1905 1905 -73.74448 4.405710 26.2931156
## 1906 1906 -73.33117 4.268713  9.0351830
## 1907 1907 -74.89154 4.491623 15.0081587
## 1908 1908 -74.19727 5.768712 22.5346203
## 1909 1909 -74.54092 5.817473 15.3617563
## 1910 1910 -74.60362 5.190539 15.5913668
## 1911 1911 -74.25532 5.671188 18.3603783
## 1912 1912 -73.11523 4.062057  7.4848208
## 1913 1913 -73.54247 4.085277  7.8775735
## 1914 1914 -74.87297 5.367009 18.0921097
## 1915 1915 -73.62142 5.346111 25.5342884
## 1916 1916 -73.29402 5.550446 23.5375118
## 1917 1917 -74.26925 4.651840 31.5710011
## 1918 1918 -73.81182 5.527226 24.1908016
## 1919 1919 -74.85439 4.904936 14.3090038
## 1920 1920 -73.62142 4.928155 34.3331795
## 1921 1921 -74.11832 4.414998 22.8629875
## 1922 1922 -74.67560 4.879394 21.0638428
## 1923 1923 -74.43643 3.908807 26.2426109
## 1924 1924 -74.07188 3.999364 28.4714584
## 1925 1925 -73.10130 5.016391 23.9251099
## 1926 1926 -74.74526 5.466854 14.0172148
## 1927 1927 -73.59820 5.153387 25.0114517
## 1928 1928 -73.85129 4.802768 27.1348610
## 1929 1929 -74.60594 4.194410 20.5383911
## 1930 1930 -74.25764 4.238528 30.3075504
## 1931 1931 -74.23210 4.368559 28.2458572
## 1932 1932 -73.80950 5.267164 31.2162571
## 1933 1933 -74.23210 5.041932 32.4985886
## 1934 1934 -74.03938 4.867784  0.0000000
## 1935 1935 -73.73287 4.493945 23.7374935
## 1936 1936 -73.85129 5.048898 24.5524158
## 1937 1937 -74.87064 4.570571 10.6104031
## 1938 1938 -74.76151 4.278001 18.2390709
## 1939 1939 -74.42018 5.283418 22.0404472
## 1940 1940 -73.00609 4.303543  8.0744047
## 1941 1941 -72.97823 3.959890 13.9734545
## 1942 1942 -73.65857 4.946731 27.4391403
## 1943 1943 -74.16012 3.966856 25.7198029
## 1944 1944 -74.24139 4.684348 27.0843468
## 1945 1945 -72.95966 5.283418 25.2469940
## 1946 1946 -73.77699 4.628620 24.2606926
## 1947 1947 -74.56414 4.201376 21.5139332
## 1948 1948 -73.95578 4.405710 25.6259403
## 1949 1949 -73.70037 5.819795 20.8735580
## 1950 1950 -73.83736 4.812056 22.7241173
## 1951 1951 -73.64464 5.462210 20.8553562
## 1952 1952 -72.93644 3.871655  8.4894838
## 1953 1953 -73.84897 4.997815 28.5915184
## 1954 1954 -73.58427 5.190539 28.8768425
## 1955 1955 -74.15083 5.357721 21.1114597
## 1956 1956 -73.67947 4.238528 18.1649761
## 1957 1957 -73.95578 4.698279 30.0456543
## 1958 1958 -73.18953 5.285740 24.6197777
## 1959 1959 -73.03860 5.552768 23.8598862
## 1960 1960 -74.51538 5.782643 17.6513119
## 1961 1961 -74.56182 4.331407 16.3879070
## 1962 1962 -73.92792 4.175834 28.8458118
## 1963 1963 -73.76538 4.640230 25.8004456
## 1964 1964 -74.01383 4.603078 25.8162384
## 1965 1965 -73.47746 4.273357  7.4997954
## 1966 1966 -74.76615 5.262520 16.7741241
## 1967 1967 -73.19185 5.801219 30.8756390
## 1968 1968 -73.03628 4.849208 10.9738932
## 1969 1969 -73.07808 5.264842 36.8556442
## 1970 1970 -74.51538 5.562055 19.5986919
## 1971 1971 -74.49913 4.605400 20.9711456
## 1972 1972 -73.28009 5.733882 33.9054718
## 1973 1973 -74.43179 5.671188 20.6927319
## 1974 1974 -73.36832 4.825988 25.2941132
## 1975 1975 -74.43643 5.153387 19.3911190
## 1976 1976 -74.18566 4.993171 24.3821297
## 1977 1977 -73.65393 4.946731 27.2271748
## 1978 1978 -73.15702 4.651840 15.0839348
## 1979 1979 -74.71971 4.788837 22.5405674
## 1980 1980 -74.59665 4.909579 22.1246376
## 1981 1981 -72.91786 5.450600 25.0760822
## 1982 1982 -73.45424 5.645647 26.4294376
## 1983 1983 -73.25222 5.761746 25.5379238
## 1984 1984 -73.01770 5.445957 25.2533436
## 1985 1985 -74.65006 5.445957  1.7995471
## 1986 1986 -73.47746 4.928155 27.7024364
## 1987 1987 -74.14154 4.719177 12.1042328
## 1988 1988 -74.75222 4.640230 23.7650394
## 1989 1989 -74.57807 5.706018 12.7234964
## 1990 1990 -73.18489 3.897197  7.8436394
## 1991 1991 -73.98133 4.486979 31.6812668
## 1992 1992 -74.19959 4.879394 27.3809261
## 1993 1993 -74.16476 5.715306 17.3041725
## 1994 1994 -73.71894 4.610044 23.8816738
## 1995 1995 -74.50841 4.881716 22.5968914
## 1996 1996 -74.50145 4.747041 25.7689800
## 1997 1997 -73.77235 4.099209 20.6013584
## 1998 1998 -74.48055 4.085277 24.8590317
## 1999 1999 -73.04092 5.445957 24.9836426
## 2000 2000 -74.88922 4.740075 20.9978371

m <- leaflet()%>%
  addTiles() %>%  
  addMarkers(lng=sitios$longitud,lat=sitios$latitud, popup=sitios$carbono, clusterOptions = markerClusterOptions())
m  

6. Guardar las muestras

sf::st_write(nmuestras, "cundinamarca/soc_cundinamarca.gpkg", driver = "GPKG",
             append = FALSE)

## Deleting layer `soc_cundinamarca' using driver `GPKG'
## Writing layer `soc_cundinamarca' to data source 
##   `cundinamarca/soc_cundinamarca.gpkg' using driver `GPKG'
## Writing 2000 features with 1 fields and geometry type Point.