Descarga datos carbono organico

2. Descarga de un TIFF para una Región de Interés (ROI)

2.1 Definir el enlace a los datos de SoilGrids

SoilGrids proporciona acceso a datos a través de varios servicios. Utilizaremos WebDAV para descargar los datos:

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

Selección de la variable y la profundidad de interés

voi = "soc"
depth = "15-30cm"

quantile = "mean"

(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"

Construcción de la ruta del archivo

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

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

2.2 Cargar el archivo de geodatos con la región de interés

Usaremos un archivo GeoPackage con los municipios de Santander (Colombia):

Cargar los datos de la región de interés, definir el sistema de coordenadas proyectadas, las coordenadas de los limites, obtener la caja delimitadora.

(stder = st_read("datos/dpto_santander.gpkg"))

## Reading layer `dpto_santandercorr' from data source 
##   `C:\Users\lausi\OneDrive\Documents\2024-2\GEOMATICA\GB02\Proyecto R\datos\dpto_santander.gpkg' 
##   using driver `GPKG'
## Simple feature collection with 87 features and 5 fields
## Geometry type: MULTIPOLYGON
## Dimension:     XY
## Bounding box:  xmin: -74.52895 ymin: 5.707536 xmax: -72.47706 ymax: 8.14501
## Geodetic CRS:  MAGNA-SIRGAS

## Simple feature collection with 87 features and 5 fields
## Geometry type: MULTIPOLYGON
## Dimension:     XY
## Bounding box:  xmin: -74.52895 ymin: 5.707536 xmax: -72.47706 ymax: 8.14501
## Geodetic CRS:  MAGNA-SIRGAS
## First 10 features:
##    dpto_ccdgo mpio_ccdgo mpio_cdpmp      mpio_cnmbr   area_km2
## 1          68        001      68001     BUCARAMANGA  153.74283
## 2          68        013      68013          AGUADA   75.22441
## 3          68        020      68020         ALBANIA  166.21369
## 4          68        051      68051         ARATOCA  169.73316
## 5          68        077      68077         BARBOSA   46.71246
## 6          68        079      68079       BARICHARA  137.24491
## 7          68        081      68081 BARRANCABERMEJA 1326.79871
## 8          68        092      68092         BETULIA  431.18573
## 9          68        101      68101         BOLÍVAR 1010.10956
## 10         68        121      68121         CABRERA   65.56073
##                              geom
## 1  MULTIPOLYGON (((-73.15042 7...
## 2  MULTIPOLYGON (((-73.56261 6...
## 3  MULTIPOLYGON (((-73.73616 5...
## 4  MULTIPOLYGON (((-72.98158 6...
## 5  MULTIPOLYGON (((-73.58988 5...
## 6  MULTIPOLYGON (((-73.22126 6...
## 7  MULTIPOLYGON (((-73.6939 7....
## 8  MULTIPOLYGON (((-73.53993 7...
## 9  MULTIPOLYGON (((-74.50132 6...
## 10 MULTIPOLYGON (((-73.25696 6...

igh='+proj=igh +lat_0=0 +lon_0=0 +datum=WGS84 +units=m +no_defs'
stder_igh <- st_transform(stder, igh)
(bbox <- st_bbox(stder_igh))

##       xmin       ymin       xmax       ymax 
## -8313449.6   635360.0 -8089703.8   906698.4

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

##       xmin       ymax       xmax       ymin 
## -8313449.6   906698.4 -8089703.8   635360.0

Definir el archivo de salida y la URL de los datos.

sg_url="/vsicurl/https://files.isric.org/soilgrids/latest/data/"
datos = 'soc/soc_15-30cm_mean.vrt'
file = "soc_igh_15_30.tif"

Descargar los datos utilizando GDAL.

gdal_translate(paste0(sg_url,datos), file ,
               tr=c(250,250),
              projwin=bb,
              projwin_srs =igh)

## Warning in CPL_gdaltranslate(source, destination, options, oo, config_options,
## : GDAL Error 3: Cannot read 5933045 bytes

2.3 Procesamiento de los datos descargados

Cargar el raster descargado y convertir unidades.

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

## class       : SpatRaster 
## dimensions  : 1085, 895, 1  (nrow, ncol, nlyr)
## resolution  : 250, 250  (x, y)
## extent      : -8313500, -8089750, 635500, 906750  (xmin, xmax, ymin, ymax)
## coord. ref. : Interrupted_Goode_Homolosine 
## source(s)   : memory
## varname     : soc_igh_15_30 
## name        : soc_igh_15_30 
## min value   :           8.7 
## max value   :         130.3

terra::hist(stder_soc)

summary(stder_soc)

## Warning: [summary] used a sample

##  soc_igh_15_30   
##  Min.   :  9.50  
##  1st Qu.: 25.10  
##  Median : 33.20  
##  Mean   : 35.81  
##  3rd Qu.: 44.40  
##  Max.   :130.20  
##  NA's   :1588

(names(stder_soc) <-  "soc")

## [1] "soc"

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

2.4 Visualización de los datos

Definir una paleta de colores para la visualización.

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

Crear un mapa interactivo con Leaflet

leaflet::leaflet(stder) %>% 
  addTiles() %>% 
  setView(-74, 6, 9) %>% 
   addPolygons(color = "gray", weight = 1.0, smoothFactor = 0.5,
    opacity = 0.5, fillOpacity = 0.10,
    popup = paste("Municipio: ", stder$MPIO_CNMBR)) %>%
  addRasterImage(stder_soc, colors ="Spectral", opacity = 0.8)  %>%
  addLegend(pal = orangecyan, values = valores, title = "Soil Organic Carbon (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'

###2.5 Muestreo de datos aleatorios Generar una muestra aleatoria de 2000 puntos

# Definir semilla
set.seed(123456)
# Convertir el sistema de referencia de coordenadas
geog ="+proj=longlat +datum=WGS84"
(geog.soc = project(stder_soc, geog))

## class       : SpatRaster 
## dimensions  : 1112, 987, 1  (nrow, ncol, nlyr)
## resolution  : 0.002191696, 0.002191696  (x, y)
## extent      : -74.55524, -72.39204, 5.708308, 8.145474  (xmin, xmax, ymin, ymax)
## coord. ref. : +proj=longlat +datum=WGS84 +no_defs 
## source(s)   : memory
## name        :        soc 
## min value   :   8.910829 
## max value   : 128.403015

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

##  class       : SpatVector 
##  geometry    : points 
##  dimensions  : 2000, 1  (geometries, attributes)
##  extent      : -74.55415, -72.39313, 5.709403, 8.144378  (xmin, xmax, ymin, ymax)
##  coord. ref. : +proj=longlat +datum=WGS84 +no_defs 
##  names       :   soc
##  type        : <num>
##  values      :  38.9
##                53.71
##                25.91

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

## Simple feature collection with 2000 features and 1 field
## Geometry type: POINT
## Dimension:     XY
## Bounding box:  xmin: -74.55415 ymin: 5.709403 xmax: -72.39313 ymax: 8.144378
## 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  38.89982 POINT (-72.75915 5.770771)
## 2  53.71046 POINT (-72.73942 5.810221)
## 3  25.90572  POINT (-74.3547 6.588274)
## 4  38.76583 POINT (-72.87531 7.747681)
## 5  30.74590 POINT (-73.09448 6.520331)
## 6        NA POINT (-74.48401 8.139995)
## 7  45.14383 POINT (-74.27799 7.304958)
## 8  34.08071 POINT (-72.47204 7.622754)
## 9  24.48223 POINT (-72.70655 7.664396)
## 10 24.81462 POINT (-73.32241 7.046338)

# Remover valores nulos
nmuestras <- na.omit(muestras)

# Extraer coordenadas y valores de SOC
longit <- st_coordinates(nmuestras)[,1]
latit <- st_coordinates(nmuestras)[,2]
soc <- nmuestras$soc
summary(soc)

##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##   12.40   24.89   32.89   35.65   43.70  101.29

length(soc)

## [1] 1850

# Crear un identificador único
id <- seq(1,1850,1)
(sitios <- data.frame(id, longit, latit, soc))

##        id    longit    latit       soc
## 1       1 -72.75915 5.770771  38.89982
## 2       2 -72.73942 5.810221  53.71046
## 3       3 -74.35470 6.588274  25.90572
## 4       4 -72.87531 7.747681  38.76583
## 5       5 -73.09448 6.520331  30.74590
## 6       6 -74.27799 7.304958  45.14383
## 7       7 -72.47204 7.622754  34.08071
## 8       8 -72.70655 7.664396  24.48223
## 9       9 -73.32241 7.046338  24.81462
## 10     10 -74.08074 6.849085  31.73967
## 11     11 -73.06379 7.443035  33.94208
## 12     12 -74.49059 6.691283  37.71464
## 13     13 -73.22160 6.362529  29.30558
## 14     14 -73.05064 6.009666  54.43027
## 15     15 -72.60573 6.248561  62.98100
## 16     16 -72.61450 6.325270  34.05726
## 17     17 -73.46926 7.195373  20.80868
## 18     18 -73.03530 6.772376  30.05037
## 19     19 -73.29173 6.919220  43.43011
## 20     20 -74.21663 7.716997  33.60040
## 21     21 -72.62326 7.532895  35.61133
## 22     22 -73.53501 7.149348  31.91082
## 23     23 -73.91636 7.695080  18.97780
## 24     24 -73.97992 7.971234  22.71587
## 25     25 -73.68624 6.995929  30.99687
## 26     26 -74.32402 7.107706  52.09761
## 27     27 -73.20845 7.958084  24.54357
## 28     28 -73.18434 6.998121  25.71305
## 29     29 -72.75257 5.805838  47.76217
## 30     30 -73.35748 7.467144  17.15220
## 31     31 -73.51528 5.878164  43.09254
## 32     32 -72.85777 7.294000  54.84684
## 33     33 -73.08790 6.967437  22.28231
## 34     34 -73.66870 7.096747  30.75385
## 35     35 -72.73066 7.848499  29.27399
## 36     36 -73.83527 5.744470  62.96317
## 37     37 -73.87034 8.089586  19.17977
## 38     38 -74.31744 5.900081  36.50394
## 39     39 -73.10105 7.353176  31.58985
## 40     40 -73.38159 7.002504  20.64416
## 41     41 -72.94544 6.971820  38.99364
## 42     42 -74.42484 7.944934  32.55248
## 43     43 -74.14868 6.156509  27.60774
## 44     44 -72.65833 7.120856  44.93885
## 45     45 -73.59638 6.818402  35.65329
## 46     46 -73.88349 6.487456  34.33292
## 47     47 -74.06321 7.359751  33.89946
## 48     48 -74.34155 7.530703  39.83356
## 49     49 -73.52405 6.252944  31.42795
## 50     50 -73.37501 6.382254  30.47820
## 51     51 -74.19471 6.465539  36.02243
## 52     52 -74.02595 6.614574  24.70544
## 53     53 -72.67148 7.920825  18.97959
## 54     54 -74.43799 6.875386  49.07599
## 55     55 -74.10266 6.220069  24.44517
## 56     56 -74.21663 6.489647  41.51423
## 57     57 -74.01280 6.625532  27.43173
## 58     58 -72.92572 6.546631  33.49520
## 59     59 -73.62268 6.430471  26.80020
## 60     60 -72.55532 7.206332  69.16422
## 61     61 -74.41607 6.366912  34.12798
## 62     62 -73.75856 7.096747  27.96391
## 63     63 -73.44077 7.578920  22.89620
## 64     64 -73.98211 6.290203  25.26148
## 65     65 -74.04787 6.261711  30.77188
## 66     66 -74.34374 6.717584  28.54482
## 67     67 -73.65774 6.334037  22.49412
## 68     68 -73.30707 6.816210  57.88970
## 69     69 -73.97116 7.811240  19.04485
## 70     70 -73.55254 6.077608  32.97323
## 71     71 -73.51309 6.035966  32.71104
## 72     72 -73.09886 7.344409  32.21149
## 73     73 -74.08951 7.486869  23.69449
## 74     74 -74.19690 6.434855  43.16337
## 75     75 -73.83089 7.986576  24.62727
## 76     76 -74.43799 5.810221  25.18187
## 77     77 -74.03691 8.034793  25.40075
## 78     78 -73.27639 7.912058  29.82693
## 79     79 -73.00681 7.539470  42.33118
## 80     80 -73.86595 6.312120  53.98889
## 81     81 -73.37282 6.489647  40.05387
## 82     82 -74.48401 6.925795  26.71578
## 83     83 -72.60573 6.200343  40.63349
## 84     84 -72.65833 7.690697  21.73493
## 85     85 -73.97554 7.013463  30.50831
## 86     86 -73.83965 6.908261  28.33072
## 87     87 -73.95581 7.429885  34.44859
## 88     88 -73.67089 7.493444  21.08499
## 89     89 -73.66651 6.890728  23.44156
## 90     90 -72.59696 6.500606  44.39911
## 91     91 -73.80240 6.884153  29.21362
## 92     92 -73.31584 7.727956  22.02655
## 93     93 -72.81613 6.702242  47.73320
## 94     94 -74.28895 7.771790  51.38728
## 95     95 -74.47305 7.252358  33.88260
## 96     96 -73.22817 6.978396  23.90936
## 97     97 -73.11420 6.296778  40.39974
## 98     98 -73.81555 5.713787  57.82561
## 99     99 -72.41505 8.023835  18.42941
## 100   100 -73.12954 7.055105  22.73442
## 101   101 -73.44296 6.890728  22.65128
## 102   102 -72.72189 6.724159  52.55038
## 103   103 -73.83746 7.164690  28.31124
## 104   104 -73.53720 5.976790  50.36816
## 105   105 -73.81335 7.377284  20.29800
## 106   106 -73.00243 6.434855  40.45052
## 107   107 -73.27420 7.940550  26.40039
## 108   108 -72.87969 5.724745  34.88921
## 109   109 -74.44895 6.851277  36.23318
## 110   110 -73.88130 6.027199  42.07502
## 111   111 -73.58761 7.197565  23.86176
## 112   112 -72.47204 7.473719  39.50937
## 113   113 -73.60076 5.867205  54.36066
## 114   114 -72.60354 7.364134  44.02274
## 115   115 -72.47642 7.567962  31.57374
## 116   116 -73.37501 7.230441  19.90808
## 117   117 -72.58162 5.731320  45.85468
## 118   118 -73.94047 5.783921  33.43779
## 119   119 -72.70655 7.346601  59.43837
## 120   120 -72.83586 6.640874  40.71932
## 121   121 -73.67528 5.827755  37.57019
## 122   122 -73.74103 7.350984  20.72024
## 123   123 -72.80956 7.219482  39.36346
## 124   124 -72.91038 8.069860  30.68244
## 125   125 -73.85280 8.131228  16.44772
## 126   126 -74.42265 7.175648  41.13582
## 127   127 -73.60953 7.532895  33.08173
## 128   128 -74.12677 7.250166  49.23404
## 129   129 -74.08951 7.226057  34.20555
## 130   130 -72.87531 6.360337  58.15900
## 131   131 -73.26543 7.052913  27.03040
## 132   132 -73.10105 7.300575  29.47820
## 133   133 -73.11639 8.028218  25.31740
## 134   134 -74.34594 7.756448  44.70541
## 135   135 -72.85777 7.773981  35.82565
## 136   136 -73.51747 6.871002  21.69475
## 137   137 -72.77887 6.700050  62.19899
## 138   138 -73.56350 5.959257  32.70889
## 139   139 -74.38758 7.489061  73.03273
## 140   140 -74.11800 5.908848  26.28035
## 141   141 -73.19310 6.277053  35.77817
## 142   142 -74.38319 7.037571  51.36418
## 143   143 -73.59418 8.017260  13.52854
## 144   144 -74.38758 6.726350  30.56786
## 145   145 -73.02873 6.952095  23.28523
## 146   146 -74.12238 6.781143  43.34806
## 147   147 -73.01558 6.494031  38.23513
## 148   148 -72.75257 8.137803  21.06952
## 149   149 -74.07855 6.406363  18.08078
## 150   150 -72.71093 6.099525  39.05511
## 151   151 -74.24950 5.729129  54.77347
## 152   152 -72.73723 6.934562  54.59089
## 153   153 -72.79202 5.875972  49.62669
## 154   154 -72.55313 7.519745  47.76770
## 155   155 -73.11859 6.472114  31.92952
## 156   156 -73.53720 7.706039  23.46169
## 157   157 -74.28676 7.550428  59.54409
## 158   158 -73.14269 7.561387  28.95101
## 159   159 -72.72408 6.879769  50.34628
## 160   160 -72.71970 6.270478  51.13144
## 161   161 -72.96298 6.879769  29.80104
## 162   162 -72.85997 7.824390  21.27078
## 163   163 -73.25228 6.601424  26.02597
## 164   164 -72.81832 7.105514  47.68017
## 165   165 -73.52405 6.862236  15.71521
## 166   166 -74.24293 7.903291  26.31749
## 167   167 -73.88787 6.559782  23.80268
## 168   168 -73.69500 6.033774  78.76758
## 169   169 -73.24790 6.724159  23.82049
## 170   170 -73.63583 7.247974  21.73579
## 171   171 -72.50053 7.999726  12.63670
## 172   172 -74.17060 7.245782  40.58313
## 173   173 -73.49775 7.320300  20.32465
## 174   174 -72.62765 5.812413  68.71053
## 175   175 -73.35748 7.458377  18.44804
## 176   176 -74.13553 6.031583  18.12031
## 177   177 -73.64240 5.823372  40.94250
## 178   178 -73.44953 6.290203  33.04469
## 179   179 -73.17119 7.243591  31.60164
## 180   180 -73.25228 6.726350  25.08646
## 181   181 -73.23036 7.765215  25.75471
## 182   182 -73.79582 6.252944  47.79453
## 183   183 -72.46765 7.600837  26.09134
## 184   184 -73.07475 6.029391  57.31129
## 185   185 -74.16841 6.399788  36.72454
## 186   186 -74.27799 8.061094  42.97683
## 187   187 -74.00841 6.318695  26.52291
## 188   188 -72.51806 6.327462  56.47813
## 189   189 -74.05444 5.847480  26.99362
## 190   190 -72.60573 7.817815  25.20112
## 191   191 -72.92353 7.977809  38.38313
## 192   192 -73.48460 7.302767  18.43744
## 193   193 -73.01119 8.133420  42.31148
## 194   194 -72.57285 7.653438  24.60775
## 195   195 -74.50593 5.985557  30.89795
## 196   196 -73.60076 6.489647  34.96574
## 197   197 -73.73664 6.943328  28.04075
## 198   198 -72.84682 5.845289  37.44395
## 199   199 -73.14050 7.171265  28.38397
## 200   200 -72.47204 7.537278  36.05554
## 201   201 -73.43200 6.993737  35.54551
## 202   202 -73.76952 6.713200  29.47513
## 203   203 -73.44953 6.075417  32.37300
## 204   204 -73.24351 7.613987  23.15066
## 205   205 -72.87969 6.846894  58.19724
## 206   206 -73.02215 7.675355  44.56336
## 207   207 -73.11859 7.627138  32.86813
## 208   208 -74.42703 6.669366  40.97076
## 209   209 -73.70815 6.494031  22.35845
## 210   210 -73.41008 7.510978  24.34740
## 211   211 -72.60135 8.023835  17.59815
## 212   212 -73.73007 5.775154  53.37284
## 213   213 -73.21721 6.901686  22.30132
## 214   214 -73.50652 6.125826  39.80684
## 215   215 -73.33776 5.972407  37.03310
## 216   216 -74.03033 6.621149  23.45135
## 217   217 -72.64956 7.879183  18.24262
## 218   218 -73.10982 6.417321  32.46277
## 219   219 -73.17557 5.946107  50.73656
## 220   220 -73.73884 6.678133  31.90593
## 221   221 -72.57066 6.182810  45.70529
## 222   222 -74.33498 7.440843  49.94265
## 223   223 -72.73723 7.390434  41.58733
## 224   224 -74.31087 5.974599  29.55162
## 225   225 -74.35909 6.658408  30.28643
## 226   226 -73.59418 5.729129  39.18884
## 227   227 -74.21224 5.963640  25.02179
## 228   228 -72.93668 7.697272  61.99673
## 229   229 -74.23197 7.530703  51.47514
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## 620   620 -73.06379 7.302767  39.46980
## 621   621 -74.25827 6.334037  24.65561
## 622   622 -72.58381 5.825563  64.58005
## 623   623 -73.03092 6.474305  32.73843
## 624   624 -74.04567 6.180618  30.95405
## 625   625 -72.62545 5.989940  45.09946
## 626   626 -73.41447 6.575123  53.06126
## 627   627 -72.87531 6.656216  24.58461
## 628   628 -72.73942 7.134006  37.14997
## 629   629 -73.03311 7.850691  40.02802
## 630   630 -73.80678 6.864427  33.06587
## 631   631 -73.17776 8.061094  20.88113
## 632   632 -73.48460 5.926381  34.42578
## 633   633 -74.23416 6.055691  29.82620
## 634   634 -73.43857 6.963054  43.20953
## 635   635 -73.14489 5.854055  63.79034
## 636   636 -72.73066 6.831552  62.38335
## 637   637 -73.27200 5.840905  57.46885
## 638   638 -73.03749 7.215099  36.91713
## 639   639 -73.59857 7.563578  23.80134
## 640   640 -73.56350 7.063872  37.43264
## 641   641 -73.81555 7.771790  22.50134
## 642   642 -73.68843 6.171851  28.27973
## 643   643 -73.79363 6.537865  39.91434
## 644   644 -73.17995 7.732339  24.11933
## 645   645 -72.91257 7.622754  53.76614
## 646   646 -73.78925 7.890141  26.66265
## 647   647 -72.54217 7.085789  55.40549
## 648   648 -73.73884 6.551015  54.41861
## 649   649 -73.60295 6.794293  17.05867
## 650   650 -72.84243 8.100544  37.09773
## 651   651 -73.23694 6.266094  39.24474
## 652   652 -74.38100 7.046338  43.58590
## 653   653 -73.62487 6.715392  45.25055
## 654   654 -73.58542 7.497828  31.10698
## 655   655 -74.33717 6.737309  37.04850
## 656   656 -74.23197 7.532895  56.43342
## 657   657 -74.38319 6.079800  23.04925
## 658   658 -74.00841 5.788304  39.40577
## 659   659 -73.12297 6.086375  40.28251
## 660   660 -73.97773 7.629329  40.13202
## 661   661 -74.15307 6.776759  26.37731
## 662   662 -73.97554 7.344409  16.14606
## 663   663 -72.94106 6.198152  52.58435
## 664   664 -74.13992 7.237016  33.91367
## 665   665 -73.08571 7.344409  26.93529
## 666   666 -73.53720 8.041368  15.52835
## 667   667 -74.06759 7.767406  23.21623
## 668   668 -73.57665 8.023835  14.45982
## 669   669 -74.33936 6.811827  21.21448
## 670   670 -74.40730 8.065477  54.90673
## 671   671 -73.15365 5.779538  40.93452
## 672   672 -74.06759 6.862236  34.54713
## 673   673 -73.39036 6.421705  31.76832
## 674   674 -74.14430 7.364134  32.04355
## 675   675 -73.67966 8.058902  13.56870
## 676   676 -73.93171 7.302767  32.08238
## 677   677 -73.66651 6.871002  20.32896
## 678   678 -73.55254 7.826582  19.40542
## 679   679 -73.59199 6.263903  23.28892
## 680   680 -73.70815 7.714806  30.05005
## 681   681 -73.56788 7.449610  16.46396
## 682   682 -74.05663 7.195373  36.33810
## 683   683 -73.80678 6.483072  30.40732
## 684   684 -73.13393 6.884153  23.96993
## 685   685 -72.58162 6.518139  43.54951
## 686   686 -73.99307 6.827168  29.36506
## 687   687 -73.04845 7.131814  42.45336
## 688   688 -74.30649 6.864427  25.72434
## 689   689 -73.02873 5.786113  20.56830
## 690   690 -73.02873 6.715392  29.32875
## 691   691 -72.75696 5.948298  42.10972
## 692   692 -72.77449 5.718170  70.58562
## 693   693 -74.31525 6.445813  48.19926
## 694   694 -73.72349 6.312120  30.65693
## 695   695 -74.41169 6.805252  41.92689
## 696   696 -73.29173 6.035966  39.21507
## 697   697 -74.23635 7.462760  36.43333
## 698   698 -72.77668 7.640288  24.23664
## 699   699 -72.94763 6.231027  50.96498
## 700   700 -73.33118 7.083597  22.72234
## 701   701 -73.83527 6.417321  23.25359
## 702   702 -72.87969 7.188798  49.48855
## 703   703 -73.39474 7.513169  14.67505
## 704   704 -72.64737 6.334037  23.04875
## 705   705 -73.96458 7.350984  36.13313
## 706   706 -73.10544 6.910453  28.54232
## 707   707 -74.09170 7.508786  24.76420
## 708   708 -72.78326 7.697272  29.75847
## 709   709 -73.50432 7.383859  30.82447
## 710   710 -73.18215 6.969629  23.58551
## 711   711 -73.16242 6.285819  33.56709
## 712   712 -73.86595 5.873781  51.54720
## 713   713 -73.02653 6.693475  28.36688
## 714   714 -72.96298 7.874799  54.28509
## 715   715 -72.88407 7.817815  28.16892
## 716   716 -74.10704 8.004109  22.34472
## 717   717 -73.28516 7.521936  24.71588
## 718   718 -73.11420 7.162498  21.74442
## 719   719 -73.75418 7.506594  31.34419
## 720   720 -73.85719 7.811240  25.99347
## 721   721 -72.59696 7.166881  74.98599
## 722   722 -73.43200 6.167468  27.77290
## 723   723 -74.28019 5.845289  41.08300
## 724   724 -73.11639 7.657821  23.88177
## 725   725 -73.11201 7.438652  24.96652
## 726   726 -74.09389 7.180032  27.27361
## 727   727 -74.28676 5.783921  31.57757
## 728   728 -74.41388 6.706625  41.87972
## 729   729 -73.71034 7.745489  22.77654
## 730   730 -74.31964 7.638096  46.02380
## 731   731 -73.10763 7.050722  23.23262
## 732   732 -74.31525 5.775154  24.97495
## 733   733 -73.46926 8.012876  14.31455
## 734   734 -72.67806 7.256741  51.08644
## 735   735 -72.67367 6.448005  28.24638
## 736   736 -72.59696 6.502797  45.98007
## 737   737 -72.83147 8.056710  17.91040
## 738   738 -74.36128 7.688505  63.69661
## 739   739 -73.53063 6.009666  27.62080
## 740   740 -72.79860 7.004696  53.95726
## 741   741 -72.68244 7.151540  41.19693
## 742   742 -73.13393 7.600837  46.03522
## 743   743 -73.54158 7.226057  22.20627
## 744   744 -73.30269 5.902273  38.82136
## 745   745 -73.97773 6.857852  30.29559
## 746   746 -73.23694 7.686313  30.07609
## 747   747 -73.45392 7.903291  22.43846
## 748   748 -73.44296 5.742279  43.04161
## 749   749 -72.85558 6.178426  58.57504
## 750   750 -73.97116 6.895111  33.98181
## 751   751 -73.32022 7.092364  24.67377
## 752   752 -74.04567 7.598646  24.64128
## 753   753 -73.37501 7.462760  23.74050
## 754   754 -74.24073 6.220069  24.77168
## 755   755 -73.83527 7.309342  16.64303
## 756   756 -74.17498 7.866033  30.51067
## 757   757 -72.86216 6.803060  49.36854
## 758   758 -73.07694 5.921998  45.32581
## 759   759 -73.58761 7.469336  20.86478
## 760   760 -74.21005 7.949317  28.52694
## 761   761 -72.52902 6.364721  55.27697
## 762   762 -74.26046 6.647449  26.46878
## 763   763 -73.32680 7.828774  24.68843
## 764   764 -73.42542 6.868811  25.63237
## 765   765 -72.78106 8.139995  24.52024
## 766   766 -74.42922 6.618957  35.45306
## 767   767 -74.20786 7.180032  76.47102
## 768   768 -73.62268 6.222260  38.54700
## 769   769 -72.72408 5.838713  50.35980
## 770   770 -72.78106 6.220069  51.77679
## 771   771 -72.80517 6.147743  48.21342
## 772   772 -72.59696 5.729129  47.27835
## 773   773 -72.75915 7.649055  23.88002
## 774   774 -72.66052 7.620563  20.47772
## 775   775 -73.34652 6.211302  37.39201
## 776   776 -72.59915 5.924190  84.96387
## 777   777 -73.79582 6.463347  23.58698
## 778   778 -72.88407 5.740087  39.25717
## 779   779 -73.04407 6.901686  24.56690
## 780   780 -74.23197 7.789323  43.44788
## 781   781 -73.71692 6.656216  44.70049
## 782   782 -74.45771 5.900081  37.63556
## 783   783 -73.90541 7.482486  31.18597
## 784   784 -74.17718 7.006888  29.95459
## 785   785 -72.92133 6.011857  43.14614
## 786   786 -72.52025 7.841924  14.82850
## 787   787 -74.35470 6.355954  23.90581
## 788   788 -72.71970 6.241986  55.70139
## 789   789 -73.32022 6.954287  35.72040
## 790   790 -73.87691 6.546631  21.46266
## 791   791 -72.60354 7.131814  69.82529
## 792   792 -72.60792 7.850691  17.61203
## 793   793 -74.17498 7.763023  27.44458
## 794   794 -73.26981 7.210715  19.79198
## 795   795 -74.02595 7.392626  28.52334
## 796   796 -73.76514 5.983365  45.27572
## 797   797 -73.51309 6.103909  39.34822
## 798   798 -73.18434 7.743298  26.74875
## 799   799 -73.29611 6.421705  21.78745
## 800   800 -73.75199 6.930178  19.84785
## 801   801 -74.39196 6.822785  41.30537
## 802   802 -74.07855 7.028805  27.84145
## 803   803 -72.69340 5.919806  55.03415
## 804   804 -73.71473 7.243591  24.18061
## 805   805 -74.27580 5.930765  28.30487
## 806   806 -73.77829 6.463347  23.68564
## 807   807 -73.99526 6.752651  27.54041
## 808   808 -73.36844 6.305545  30.87166
## 809   809 -74.07855 6.285819  23.12250
## 810   810 -74.35032 8.072052  33.02071
## 811   811 -73.87253 6.774568  32.63589
## 812   812 -73.49117 5.770771  50.24029
## 813   813 -73.07475 6.154318  41.15736
## 814   814 -73.92075 6.077608  34.56615
## 815   815 -73.93171 6.752651  47.49467
## 816   816 -74.43141 6.003091  21.00616
## 817   817 -72.75038 7.973426  36.10360
## 818   818 -72.90380 8.061094  50.12733
## 819   819 -73.55035 7.747681  25.36757
## 820   820 -73.41227 6.612382  76.60363
## 821   821 -73.11639 6.342804  35.92010
## 822   822 -72.77449 7.394818  63.44658
## 823   823 -74.40730 6.735117  34.02667
## 824   824 -73.19310 6.318695  43.70377
## 825   825 -73.85719 5.974599  57.68089
## 826   826 -73.41227 5.992132  43.51375
## 827   827 -74.15526 6.956479  21.25503
## 828   828 -72.92791 7.710422  50.34356
## 829   829 -73.52405 7.070447  25.67617
## 830   830 -73.29611 5.759812  55.13911
## 831   831 -72.55532 5.810221  46.25677
## 832   832 -73.45172 5.803646  44.75452
## 833   833 -74.40730 6.358145  26.07375
## 834   834 -72.94106 6.971820  41.06037
## 835   835 -72.55751 7.410160  42.59831
## 836   836 -72.51149 8.113694  20.55864
## 837   837 -74.33498 7.445227  52.40828
## 838   838 -74.20567 6.914836  25.65585
## 839   839 -72.93229 6.277053  46.32974
## 840   840 -73.77829 5.757621  66.74441
## 841   841 -74.38977 7.066063  52.22825
## 842   842 -73.08352 5.957065  51.32599
## 843   843 -73.43419 6.187193  39.49520
## 844   844 -73.19091 6.042541  44.04401
## 845   845 -73.59199 6.432663  27.78522
## 846   846 -73.92075 7.353176  30.25123
## 847   847 -74.36128 7.028805  42.10081
## 848   848 -74.06540 6.338420  28.92837
## 849   849 -73.08571 6.169660  37.36290
## 850   850 -74.40073 6.198152  30.31433
## 851   851 -73.64459 7.776173  19.70629
## 852   852 -74.18594 6.579507  24.41337
## 853   853 -73.76514 6.049116  57.94782
## 854   854 -73.69281 6.408554  25.04877
## 855   855 -74.29334 8.039177  54.39155
## 856   856 -73.52843 6.340612  36.50236
## 857   857 -73.92075 7.388243  40.44522
## 858   858 -72.84462 7.526320  68.78137
## 859   859 -73.44077 7.107706  21.69386
## 860   860 -74.06102 5.836522  23.27337
## 861   861 -73.11639 6.038158  37.92768
## 862   862 -73.89883 6.978396  46.19502
## 863   863 -73.17557 6.189385  39.30200
## 864   864 -72.83147 5.803646  39.66461
## 865   865 -72.75476 7.710422  23.91498
## 866   866 -73.33776 6.515948  36.73701
## 867   867 -72.61888 7.784940  23.69503
## 868   868 -73.97992 6.849085  33.96447
## 869   869 -73.56131 7.890141  21.96182
## 870   870 -73.73884 7.508786  21.37262
## 871   871 -73.37063 5.766387  54.69193
## 872   872 -74.06978 7.265508  27.40372
## 873   873 -73.17119 7.269891  25.97344
## 874   874 -74.38539 7.188798  24.11913
## 875   875 -72.51587 7.699464  22.62692
## 876   876 -72.57505 6.875386  57.49727
## 877   877 -72.71751 6.031583  51.71037
## 878   878 -74.17937 7.383859  39.60525
## 879   879 -73.76952 6.969629  15.54635
## 880   880 -73.00462 6.612382  34.33254
## 881   881 -72.66491 5.989940  49.78260
## 882   882 -73.52405 7.311533  22.99183
## 883   883 -72.46984 7.333450  40.25297
## 884   884 -74.34813 7.995343  42.56388
## 885   885 -72.57724 6.581698  49.75757
## 886   886 -73.68404 5.908848  38.57198
## 887   887 -72.80079 5.935148  40.09724
## 888   888 -73.94486 7.876991  20.59019
## 889   889 -74.17279 8.076435  35.24709
## 890   890 -72.78764 7.894525  21.74454
## 891   891 -74.15088 7.521936  30.61042
## 892   892 -73.32241 5.893506  41.36714
## 893   893 -72.92353 7.953700  28.30681
## 894   894 -73.30926 6.689092  35.73399
## 895   895 -72.52464 6.583890  60.95308
## 896   896 -72.72408 7.743298  22.83195
## 897   897 -73.53282 7.894525  22.11674
## 898   898 -74.10704 5.869397  24.34093
## 899   899 -73.38816 7.030996  30.72164
## 900   900 -72.55970 6.331845  42.10381
## 901   901 -72.55751 5.891314  60.56293
## 902   902 -72.80737 5.957065  52.16500
## 903   903 -72.84462 5.908848  44.85617
## 904   904 -74.25169 6.522523  28.67496
## 905   905 -74.23416 6.369104  46.41983
## 906   906 -73.57884 8.087394  16.14809
## 907   907 -73.18215 5.821180  54.65930
## 908   908 -73.89226 5.992132  59.46922
## 909   909 -73.26981 6.480880  19.62906
## 910   910 -73.74760 7.241399  22.34152
## 911   911 -73.51528 6.794293  32.37768
## 912   912 -73.88349 6.978396  26.42993
## 913   913 -73.14708 6.509373  29.96818
## 914   914 -72.53559 6.391021  45.69516
## 915   915 -73.77610 5.854055  55.93499
## 916   916 -73.40351 7.381668  16.00943
## 917   917 -74.29991 7.364134  55.89520
## 918   918 -73.02215 6.053500  47.68190
## 919   919 -74.45990 6.478689  37.78263
## 920   920 -73.99307 7.340025  25.72911
## 921   921 -73.33995 6.906070  36.14446
## 922   922 -73.23475 6.833744  35.83855
## 923   923 -72.86216 6.568548  37.97268
## 924   924 -72.42820 7.892333  16.35239
## 925   925 -73.94924 7.335642  20.40336
## 926   926 -72.75038 6.732926  53.81226
## 927   927 -73.35748 7.287425  22.29532
## 928   928 -72.93668 6.237602  43.84677
## 929   929 -73.13831 6.778951  28.99059
## 930   930 -74.03910 5.978982  32.67165
## 931   931 -72.92791 6.735117  24.10506
## 932   932 -72.70874 7.749873  22.10839
## 933   933 -73.53063 7.090172  38.35958
## 934   934 -73.01996 8.078627  40.01154
## 935   935 -72.93668 8.115886  36.54639
## 936   936 -73.71254 5.792688  44.89262
## 937   937 -74.41607 5.893506  25.42577
## 938   938 -73.95581 7.123047  34.69020
## 939   939 -73.76294 6.143359  35.99709
## 940   940 -72.87969 8.083010  23.43390
## 941   941 -73.64898 7.324684  23.86193
## 942   942 -74.00622 7.210715  27.49430
## 943   943 -72.90161 7.684122  70.78783
## 944   944 -72.95202 7.736722  47.46891
## 945   945 -73.91198 7.561387  23.56721
## 946   946 -73.80240 6.647449  47.40792
## 947   947 -74.52566 6.134592  15.96600
## 948   948 -73.90979 5.978982  66.17596
## 949   949 -74.06759 7.725764  23.96370
## 950   950 -73.95581 6.594849  25.70470
## 951   951 -72.98708 6.103909  70.15574
## 952   952 -73.24351 7.070447  26.77458
## 953   953 -72.76353 6.800868  60.43171
## 954   954 -74.17060 5.902273  26.54013
## 955   955 -74.51689 6.222260  30.83818
## 956   956 -72.67586 7.725764  21.90152
## 957   957 -73.68843 6.610191  26.08144
## 958   958 -73.75199 7.090172  35.00967
## 959   959 -74.51908 5.788304  43.66059
## 960   960 -72.91476 7.668780  59.50787
## 961   961 -74.34155 6.667175  26.44448
## 962   962 -72.83147 6.051308  44.46082
## 963   963 -74.31525 5.847480  39.80309
## 964   964 -72.60354 6.252944  50.86864
## 965   965 -73.68185 6.198152  23.82756
## 966   966 -72.85558 5.926381  38.49863
## 967   967 -73.10544 6.149934  42.26436
## 968   968 -74.36128 5.845289  46.22857
## 969   969 -74.21224 8.054518  30.13630
## 970   970 -73.17995 7.620563  35.86321
## 971   971 -73.19530 6.860044  25.49372
## 972   972 -73.03969 6.557590  33.97536
## 973   973 -72.55751 6.366912  44.25250
## 974   974 -74.21224 6.340612  25.26588
## 975   975 -73.40570 6.947712  25.33991
## 976   976 -74.22978 6.163084  27.29118
## 977   977 -73.81555 6.746076  29.18254
## 978   978 -72.91695 7.686313  62.73352
## 979   979 -72.69997 8.076435  23.18673
## 980   980 -74.45333 6.526906  35.28466
## 981   981 -73.91198 5.900081  50.90363
## 982   982 -73.72569 7.434268  21.78516
## 983   983 -73.79801 7.046338  24.48273
## 984   984 -73.90102 8.019451  20.12736
## 985   985 -73.22379 7.383859  28.65819
## 986   986 -74.28238 7.763023  36.53825
## 987   987 -72.92791 5.740087  26.43566
## 988   988 -73.72130 5.737895  55.55904
## 989   989 -73.11420 5.825563  45.48580
## 990   990 -73.61829 5.959257  34.76192
## 991   991 -73.73664 6.930178  24.69140
## 992   992 -74.09170 7.883566  28.07968
## 993   993 -73.40789 5.827755  40.33977
## 994   994 -74.36566 6.831552  28.61570
## 995   995 -72.50929 7.136198  33.20401
## 996   996 -73.21721 7.169073  25.85957
## 997   997 -74.29553 7.898908  22.59908
## 998   998 -73.14489 6.171851  58.11343
## 999   999 -74.33059 7.760831  54.72752
## 1000 1000 -72.83147 6.152126  48.55723
## 1001 1001 -73.19310 8.056710  21.94382
## 1002 1002 -72.79641 7.407968  59.35651
## 1003 1003 -72.96736 8.113694  44.09300
## 1004 1004 -73.48898 5.987749  42.91569
## 1005 1005 -73.14708 7.734531  28.12589
## 1006 1006 -74.01718 6.380062  24.18248
## 1007 1007 -73.08133 7.966851  34.01339
## 1008 1008 -72.50710 7.105514  30.73783
## 1009 1009 -74.09608 7.456185  24.72939
## 1010 1010 -74.36785 5.921998  33.76821
## 1011 1011 -72.47204 6.969629  62.51675
## 1012 1012 -73.71692 7.712614  32.41394
## 1013 1013 -73.76733 5.755429  57.40873
## 1014 1014 -73.35967 7.155923  27.06388
## 1015 1015 -73.49556 6.149934  28.46291
## 1016 1016 -72.56190 7.723572  15.91089
## 1017 1017 -73.83308 7.453994  24.51245
## 1018 1018 -72.59258 7.204140  68.62497
## 1019 1019 -73.85500 7.500019  24.63056
## 1020 1020 -73.96020 5.930765  34.39598
## 1021 1021 -73.48241 6.364721  52.90423
## 1022 1022 -73.36406 7.107706  33.73832
## 1023 1023 -73.54158 7.252358  24.43978
## 1024 1024 -73.77610 8.034793  33.65112
## 1025 1025 -73.20187 7.237016  24.39618
## 1026 1026 -74.51908 6.165276  24.93789
## 1027 1027 -73.12078 6.327462  40.20002
## 1028 1028 -73.14489 8.100544  20.18138
## 1029 1029 -74.17718 7.009079  21.11637
## 1030 1030 -74.26923 7.475911  29.34450
## 1031 1031 -73.87472 6.739501  31.23273
## 1032 1032 -72.52464 6.884153  54.46805
## 1033 1033 -73.69719 7.309342  19.73905
## 1034 1034 -72.82052 7.116472  41.41649
## 1035 1035 -73.10105 6.960862  23.99862
## 1036 1036 -73.04188 5.748854  37.16232
## 1037 1037 -74.48401 6.397596  24.28317
## 1038 1038 -73.60514 7.644671  14.46983
## 1039 1039 -73.15365 7.578920  26.26041
## 1040 1040 -72.68682 6.274861  43.05653
## 1041 1041 -73.03749 7.778365  51.81873
## 1042 1042 -73.16023 5.783921  47.71723
## 1043 1043 -74.16403 6.857852  26.46345
## 1044 1044 -73.92732 5.913231  56.82419
## 1045 1045 -74.22101 7.201949  43.85331
## 1046 1046 -73.60295 5.735704  41.41662
## 1047 1047 -72.64299 7.105514  63.36420
## 1048 1048 -73.29173 6.320887  41.69637
## 1049 1049 -72.67367 6.176235  49.45834
## 1050 1050 -73.44953 6.774568  21.76226
## 1051 1051 -74.29991 7.736722  36.74598
## 1052 1052 -73.73007 7.232632  28.42416
## 1053 1053 -74.10266 7.565770  29.34418
## 1054 1054 -72.63641 6.176235  36.71721
## 1055 1055 -74.37224 7.107706  39.83191
## 1056 1056 -73.20187 7.307150  23.44289
## 1057 1057 -72.52244 6.130209  30.56075
## 1058 1058 -73.63144 6.730734  24.31584
## 1059 1059 -74.01280 6.739501  30.68225
## 1060 1060 -74.40292 6.502797  45.49187
## 1061 1061 -74.21005 5.768579  25.50627
## 1062 1062 -73.30488 6.334037  49.55920
## 1063 1063 -73.19310 7.901100  36.38528
## 1064 1064 -72.90161 7.999726  36.54515
## 1065 1065 -74.37004 6.031583  25.39122
## 1066 1066 -73.81335 7.022229  20.62245
## 1067 1067 -73.56569 5.906656  43.39439
## 1068 1068 -72.74819 6.220069  61.30203
## 1069 1069 -73.82650 6.469922  42.78933
## 1070 1070 -74.02157 6.123634  29.63663
## 1071 1071 -72.44574 7.543853  41.93275
## 1072 1072 -73.44515 6.485264  77.48283
## 1073 1073 -72.57505 7.695080  25.39088
## 1074 1074 -74.12019 6.123634  19.03690
## 1075 1075 -74.31306 5.827755  30.96455
## 1076 1076 -73.85719 7.087980  31.27300
## 1077 1077 -74.20348 5.713787  24.38805
## 1078 1078 -73.51090 7.147156  28.48134
## 1079 1079 -73.19310 8.078627  16.97734
## 1080 1080 -72.87531 6.936753  62.40424
## 1081 1081 -73.28735 6.864427  43.96305
## 1082 1082 -73.50652 7.372901  25.38606
## 1083 1083 -73.16023 6.296778  32.62606
## 1084 1084 -72.94763 7.050722  64.29610
## 1085 1085 -73.80678 7.662205  45.10458
## 1086 1086 -73.90321 7.914250  25.62829
## 1087 1087 -73.26105 5.978982  39.63914
## 1088 1088 -74.02814 5.794880  34.85068
## 1089 1089 -73.76294 8.129036  21.45534
## 1090 1090 -73.67747 6.239794  19.68626
## 1091 1091 -73.36625 7.688505  17.06285
## 1092 1092 -73.19749 6.842510  42.90951
## 1093 1093 -73.66432 7.394818  19.33661
## 1094 1094 -73.68404 5.816796  45.35813
## 1095 1095 -73.43857 7.771790  19.85385
## 1096 1096 -72.55313 6.193768  40.78961
## 1097 1097 -73.93390 6.614574  42.00716
## 1098 1098 -73.55693 7.138389  29.80139
## 1099 1099 -73.73226 6.176235  27.81338
## 1100 1100 -73.09229 6.073225  41.69313
## 1101 1101 -72.89065 6.320887  69.30269
## 1102 1102 -73.26324 7.414543  24.55289
## 1103 1103 -72.76572 6.643066  61.76025
## 1104 1104 -72.97832 7.030996  43.71147
## 1105 1105 -73.89006 7.594262  19.32481
## 1106 1106 -74.55196 5.720362  32.46574
## 1107 1107 -73.45830 5.797071  46.03526
## 1108 1108 -72.59039 7.835349  22.17418
## 1109 1109 -72.61011 7.107706  61.17074
## 1110 1110 -73.29611 7.480294  27.24187
## 1111 1111 -72.92791 5.858439  37.36952
## 1112 1112 -73.62487 5.880356  41.49883
## 1113 1113 -73.44296 7.901100  20.52700
## 1114 1114 -74.16403 7.651246  28.54070
## 1115 1115 -73.03311 7.679738  42.78740
## 1116 1116 -73.39693 7.495636  19.25362
## 1117 1117 -73.80897 6.241986  31.60474
## 1118 1118 -73.20187 6.005282  46.90162
## 1119 1119 -74.21882 6.353762  40.80441
## 1120 1120 -72.73066 7.226057  52.05547
## 1121 1121 -72.50491 7.074830  54.90970
## 1122 1122 -73.93390 6.467730  31.40797
## 1123 1123 -74.45552 7.173457  28.56809
## 1124 1124 -74.15088 8.078627  35.85417
## 1125 1125 -73.82212 7.394818  19.22606
## 1126 1126 -72.97393 6.248561  39.12418
## 1127 1127 -73.93828 6.347187  20.35878
## 1128 1128 -73.75418 6.752651  28.55707
## 1129 1129 -73.06160 8.061094  27.57620
## 1130 1130 -73.44515 6.697858  27.81505
## 1131 1131 -73.62925 8.100544  12.40243
## 1132 1132 -73.64240 7.841924  16.67327
## 1133 1133 -73.93828 7.752064  18.03317
## 1134 1134 -73.41008 7.638096  14.45852
## 1135 1135 -72.84243 6.945520  53.70797
## 1136 1136 -73.85719 6.879769  28.49998
## 1137 1137 -74.30649 6.860044  26.46876
## 1138 1138 -73.87253 7.931783  22.39478
## 1139 1139 -73.43638 6.143359  26.57888
## 1140 1140 -72.65614 6.732926  44.78296
## 1141 1141 -73.53063 7.624946  21.38111
## 1142 1142 -74.38319 7.484677  54.98645
## 1143 1143 -72.63203 5.926381  79.18199
## 1144 1144 -73.50652 7.252358  35.28849
## 1145 1145 -73.85938 6.969629  30.12096
## 1146 1146 -74.40730 5.880356  33.21184
## 1147 1147 -73.60514 7.313725  29.87725
## 1148 1148 -72.69121 6.384446  43.65825
## 1149 1149 -73.58980 7.453994  17.38462
## 1150 1150 -72.55094 6.583890  50.30661
## 1151 1151 -74.18375 7.416735  44.99441
## 1152 1152 -74.47086 5.838713  25.72496
## 1153 1153 -72.99366 6.559782  30.04082
## 1154 1154 -73.44953 5.871589  40.18886
## 1155 1155 -73.06160 7.116472  33.28171
## 1156 1156 -73.29173 6.169660  41.42534
## 1157 1157 -74.28238 6.507181  47.58860
## 1158 1158 -74.33717 8.010685  39.00184
## 1159 1159 -73.06379 6.607999  26.41940
## 1160 1160 -72.68901 7.716997  23.53193
## 1161 1161 -72.63641 6.621149  41.93731
## 1162 1162 -73.53282 6.673750  30.01530
## 1163 1163 -72.98270 7.169073  41.03881
## 1164 1164 -72.85777 7.513169  71.07742
## 1165 1165 -74.41388 5.946107  28.99085
## 1166 1166 -73.87691 7.874799  22.83226
## 1167 1167 -73.19091 7.112089  24.25188
## 1168 1168 -73.86815 6.347187  19.87808
## 1169 1169 -73.37721 6.272669  34.85983
## 1170 1170 -74.46210 6.667175  39.74276
## 1171 1171 -73.11420 6.167468  34.66337
## 1172 1172 -74.52566 6.213494  15.01295
## 1173 1173 -73.82212 5.893506  55.00583
## 1174 1174 -73.21721 7.767406  33.61167
## 1175 1175 -73.34214 7.624946  23.34206
## 1176 1176 -73.06160 5.952682  52.02939
## 1177 1177 -73.45172 6.112675  39.67379
## 1178 1178 -72.61230 6.897303  40.11386
## 1179 1179 -74.27361 7.438652  55.94160
## 1180 1180 -72.63422 7.493444  30.73455
## 1181 1181 -73.05064 5.737895  40.04789
## 1182 1182 -73.02873 7.302767  35.15935
## 1183 1183 -72.57505 5.818988  66.91720
## 1184 1184 -72.65175 7.686313  27.02744
## 1185 1185 -74.46867 5.867205  26.92430
## 1186 1186 -74.08293 7.416735  19.99936
## 1187 1187 -73.82650 6.195960  29.23127
## 1188 1188 -73.95581 7.085789  22.51134
## 1189 1189 -74.46648 6.349379  22.48594
## 1190 1190 -73.50652 7.806857  15.53891
## 1191 1191 -73.09009 6.640874  28.69888
## 1192 1192 -73.01558 5.924190  66.76823
## 1193 1193 -72.46765 7.649055  22.50045
## 1194 1194 -74.01718 7.059488  18.07855
## 1195 1195 -73.99526 7.118664  26.55247
## 1196 1196 -74.44895 6.504989  24.94004
## 1197 1197 -72.51149 7.190990  40.36338
## 1198 1198 -73.23255 7.708230  21.61617
## 1199 1199 -73.42981 7.627138  17.43997
## 1200 1200 -73.43419 5.718170  55.34302
## 1201 1201 -72.50272 7.789323  22.35680
## 1202 1202 -73.69939 7.855074  34.80273
## 1203 1203 -73.11639 7.219482  25.71302
## 1204 1204 -73.38159 7.559195  25.46599
## 1205 1205 -74.17718 7.721381  28.44064
## 1206 1206 -72.61230 7.294000  50.01037
## 1207 1207 -72.89722 7.112089  50.21646
## 1208 1208 -74.14430 6.445813  27.77340
## 1209 1209 -73.53063 6.498414  42.74869
## 1210 1210 -73.76294 7.852882  26.02895
## 1211 1211 -72.86654 8.129036  22.60038
## 1212 1212 -74.09827 6.410746  18.37692
## 1213 1213 -74.22320 7.265508  43.62661
## 1214 1214 -73.07037 7.883566  43.23622
## 1215 1215 -73.69500 8.126844  12.82169
## 1216 1216 -73.02434 6.399788  46.82491
## 1217 1217 -73.15146 7.870416  45.54613
## 1218 1218 -72.51149 6.515948  41.23601
## 1219 1219 -74.01937 6.388829  28.07887
## 1220 1220 -73.92075 7.028805  29.28498
## 1221 1221 -74.26484 5.957065  30.50019
## 1222 1222 -73.45611 8.058902  18.95846
## 1223 1223 -73.01338 7.578920  59.70898
## 1224 1224 -74.47963 5.913231  36.91433
## 1225 1225 -73.56569 6.759226  36.77075
## 1226 1226 -72.62765 7.863841  17.80821
## 1227 1227 -74.17718 6.678133  23.54559
## 1228 1228 -73.45392 7.839732  24.46412
## 1229 1229 -74.47744 5.722554  22.35665
## 1230 1230 -74.45552 6.500606  41.27856
## 1231 1231 -72.85339 8.080819  24.07587
## 1232 1232 -73.35091 7.072638  17.35926
## 1233 1233 -74.29553 7.506594  62.05083
## 1234 1234 -74.14649 6.960862  20.42097
## 1235 1235 -73.80897 5.856247  38.61986
## 1236 1236 -73.02873 6.261711  34.48375
## 1237 1237 -73.91417 6.765801  28.31256
## 1238 1238 -72.87969 5.744470  49.63573
## 1239 1239 -73.98431 7.221674  34.66232
## 1240 1240 -73.02653 7.642480  44.75085
## 1241 1241 -73.71034 7.237016  21.06261
## 1242 1242 -73.13174 6.761418  22.93678
## 1243 1243 -73.16680 7.984384  19.27729
## 1244 1244 -73.59418 7.475911  26.88632
## 1245 1245 -73.14927 7.228249  25.23693
## 1246 1246 -73.53720 6.316503  40.18596
## 1247 1247 -73.24570 7.484677  18.70527
## 1248 1248 -72.97613 7.081405  54.97876
## 1249 1249 -73.73664 7.640288  35.15750
## 1250 1250 -73.32241 7.020038  24.84732
## 1251 1251 -74.15745 6.960862  19.40296
## 1252 1252 -73.90760 6.689092  21.95815
## 1253 1253 -74.42922 7.015654  43.42108
## 1254 1254 -73.11201 6.419513  29.96222
## 1255 1255 -73.76952 6.816210  25.19894
## 1256 1256 -73.03092 7.942742  49.47606
## 1257 1257 -74.05444 6.261711  30.78348
## 1258 1258 -72.63422 7.581112  28.15783
## 1259 1259 -72.73285 7.449610  34.44346
## 1260 1260 -72.78326 6.331845  41.59538
## 1261 1261 -73.48241 6.437047  43.79361
## 1262 1262 -72.89942 6.117059  59.68828
## 1263 1263 -73.47364 6.003091  34.01427
## 1264 1264 -73.22817 6.073225  49.07815
## 1265 1265 -73.83308 7.377284  28.89289
## 1266 1266 -74.08951 6.250752  28.20827
## 1267 1267 -74.37443 6.763609  30.11362
## 1268 1268 -73.00462 6.404171  42.79403
## 1269 1269 -73.20845 7.403585  25.85530
## 1270 1270 -73.58542 5.952682  43.20708
## 1271 1271 -73.69281 6.678133  29.77765
## 1272 1272 -73.99088 7.763023  17.36772
## 1273 1273 -74.45333 6.307736  27.61890
## 1274 1274 -73.86376 8.102736  20.49162
## 1275 1275 -73.79144 7.763023  27.16381
## 1276 1276 -72.76353 7.651246  21.94333
## 1277 1277 -73.38159 8.054518  21.28555
## 1278 1278 -72.68025 6.835935  43.89024
## 1279 1279 -73.84623 7.896716  25.40964
## 1280 1280 -74.24950 7.234824  55.59918
## 1281 1281 -73.45830 6.384446  51.28443
## 1282 1282 -73.50871 6.035966  33.56152
## 1283 1283 -73.60953 7.243591  19.60747
## 1284 1284 -72.83586 6.108292  46.89922
## 1285 1285 -73.90321 6.375679  34.59436
## 1286 1286 -73.23475 6.195960  43.14199
## 1287 1287 -73.26762 5.906656  41.09703
## 1288 1288 -73.87034 7.857266  17.66667
## 1289 1289 -74.07636 6.029391  30.47061
## 1290 1290 -73.86815 5.735704  48.47560
## 1291 1291 -74.29334 6.283628  25.10629
## 1292 1292 -72.52464 7.245782  87.36809
## 1293 1293 -73.47145 6.373487  62.31324
## 1294 1294 -73.12297 6.680325  19.91287
## 1295 1295 -73.86157 6.982779  28.21849
## 1296 1296 -73.75199 7.894525  22.17738
## 1297 1297 -72.96298 7.383859  48.37699
## 1298 1298 -74.37443 7.256741  31.57942
## 1299 1299 -72.48957 7.381668  36.78033
## 1300 1300 -74.06759 6.237602  26.35675
## 1301 1301 -72.57724 7.732339  19.20951
## 1302 1302 -73.97992 7.050722  40.54636
## 1303 1303 -73.06379 7.467144  30.12145
## 1304 1304 -74.46648 6.978396  42.07952
## 1305 1305 -74.21882 5.748854  32.33326
## 1306 1306 -72.73942 6.419513  63.96411
## 1307 1307 -72.48957 7.427693  52.58836
## 1308 1308 -73.89664 6.673750  25.19308
## 1309 1309 -73.67089 5.970215  47.91788
## 1310 1310 -74.22539 5.875972  38.02191
## 1311 1311 -72.95202 6.231027  53.05046
## 1312 1312 -74.24512 6.890728  36.88314
## 1313 1313 -74.37224 5.948298  24.58423
## 1314 1314 -73.95801 7.723572  24.78873
## 1315 1315 -73.31803 7.517553  24.57443
## 1316 1316 -72.89065 7.699464  55.24419
## 1317 1317 -72.99804 6.349379  55.79977
## 1318 1318 -73.75637 5.900081  53.84058
## 1319 1319 -72.73723 6.724159  53.19872
## 1320 1320 -72.52025 6.879769  56.77655
## 1321 1321 -73.55254 7.535086  29.58920
## 1322 1322 -72.50929 6.719775  57.56559
## 1323 1323 -72.47423 7.234824  23.03265
## 1324 1324 -73.90541 6.217877  22.96724
## 1325 1325 -73.80459 6.954287  31.30310
## 1326 1326 -73.42104 5.814605  50.55825
## 1327 1327 -73.19749 6.307736  31.37475
## 1328 1328 -73.14927 7.164690  31.62495
## 1329 1329 -74.16403 6.480880  43.12931
## 1330 1330 -72.54655 7.813432  29.84106
## 1331 1331 -72.60573 7.092364  83.71267
## 1332 1332 -74.04129 5.858439  25.28074
## 1333 1333 -72.93887 7.901100  35.70774
## 1334 1334 -73.34871 6.851277  46.09232
## 1335 1335 -72.71751 7.848499  24.79399
## 1336 1336 -74.12457 5.792688  42.43139
## 1337 1337 -73.76294 5.865014  48.55031
## 1338 1338 -73.08571 6.708817  31.13935
## 1339 1339 -72.53340 6.222260  45.29678
## 1340 1340 -73.69062 7.105514  29.25738
## 1341 1341 -73.11859 7.153731  24.29006
## 1342 1342 -72.98270 6.018433  60.04143
## 1343 1343 -73.96896 5.790496  36.64441
## 1344 1344 -73.22598 6.344995  35.28209
## 1345 1345 -74.32183 6.353762  29.41622
## 1346 1346 -74.06540 6.250752  37.61335
## 1347 1347 -74.50155 6.406363  24.74482
## 1348 1348 -73.57884 6.027199  34.09366
## 1349 1349 -72.48519 7.936167  16.62883
## 1350 1350 -73.11639 6.467730  29.48263
## 1351 1351 -74.18813 7.158115  49.45362
## 1352 1352 -73.26105 7.506594  26.16611
## 1353 1353 -73.09009 5.996516  52.46336
## 1354 1354 -74.28895 7.355367  49.90767
## 1355 1355 -73.79144 6.548823  44.27409
## 1356 1356 -73.55254 6.351570  35.48537
## 1357 1357 -72.64956 5.917615  62.60493
## 1358 1358 -73.01558 5.847480  39.54051
## 1359 1359 -73.14927 8.137803  32.82530
## 1360 1360 -74.08293 5.755429  26.94790
## 1361 1361 -73.53501 6.480880  26.73292
## 1362 1362 -72.65175 6.158701  55.76385
## 1363 1363 -73.65117 7.692889  18.04098
## 1364 1364 -73.41008 5.858439  45.70230
## 1365 1365 -74.30429 7.868224  34.18287
## 1366 1366 -74.05225 6.849085  33.62402
## 1367 1367 -73.87253 6.879769  33.65675
## 1368 1368 -73.33776 7.677547  23.95595
## 1369 1369 -74.21005 7.510978  48.65546
## 1370 1370 -73.78705 7.180032  19.03494
## 1371 1371 -74.14211 6.647449  28.32559
## 1372 1372 -73.40351 7.618371  23.20099
## 1373 1373 -72.76572 6.134592  57.08595
## 1374 1374 -72.73285 7.749873  25.37453
## 1375 1375 -73.71473 6.888536  32.21840
## 1376 1376 -74.13992 7.173457  40.58525
## 1377 1377 -72.52025 6.404171  55.33967
## 1378 1378 -74.04348 6.640874  24.88313
## 1379 1379 -74.19252 7.256741  36.88715
## 1380 1380 -73.92951 6.195960  20.43105
## 1381 1381 -74.16403 7.329067  27.82985
## 1382 1382 -74.11800 7.068255  35.84306
## 1383 1383 -73.69281 7.633713  24.76634
## 1384 1384 -73.64240 7.015654  33.24534
## 1385 1385 -72.84243 6.057883  41.28758
## 1386 1386 -74.44895 6.612382  37.82915
## 1387 1387 -73.99965 6.805252  36.12305
## 1388 1388 -73.76075 7.188798  18.72799
## 1389 1389 -72.98051 7.890141  46.69013
## 1390 1390 -74.14649 6.158701  28.03946
## 1391 1391 -73.26105 6.647449  38.93735
## 1392 1392 -73.98869 7.081405  30.12710
## 1393 1393 -73.17776 7.635904  23.10542
## 1394 1394 -73.39036 8.104927  21.29800
## 1395 1395 -74.20567 6.735117  26.46332
## 1396 1396 -74.29991 6.588274  16.08064
## 1397 1397 -72.71531 7.026613  70.33496
## 1398 1398 -74.17060 6.991546  29.62061
## 1399 1399 -73.75637 7.852882  27.62207
## 1400 1400 -74.11800 8.122461  24.07708
## 1401 1401 -74.35251 7.896716  48.23973
## 1402 1402 -74.22539 6.068842  28.11895
## 1403 1403 -74.23854 6.185001  25.38925
## 1404 1404 -72.76353 5.814605  51.72071
## 1405 1405 -73.17995 7.999726  20.26481
## 1406 1406 -73.45830 7.510978  26.36195
## 1407 1407 -72.67586 7.359751  47.77821
## 1408 1408 -73.10544 7.315917  29.94966
## 1409 1409 -72.50053 7.166881  28.34103
## 1410 1410 -74.04567 7.280850  27.02058
## 1411 1411 -73.71473 7.791515  28.23703
## 1412 1412 -73.31803 5.840905  39.25323
## 1413 1413 -73.54378 7.787131  21.86123
## 1414 1414 -73.65555 7.298383  19.90265
## 1415 1415 -73.59857 7.026613  29.05960
## 1416 1416 -73.10763 8.032601  26.75063
## 1417 1417 -72.95202 6.073225  66.26114
## 1418 1418 -73.41666 5.797071  45.93356
## 1419 1419 -73.62487 5.965832  45.88567
## 1420 1420 -72.60135 5.873781  91.39747
## 1421 1421 -72.50491 6.515948  42.95896
## 1422 1422 -72.83367 6.502797  44.45289
## 1423 1423 -73.49337 6.548823  41.02052
## 1424 1424 -74.43141 7.092364  82.10602
## 1425 1425 -74.17937 7.283041  45.17421
## 1426 1426 -72.80517 7.423310  65.93690
## 1427 1427 -73.51090 7.500019  29.53853
## 1428 1428 -74.44237 7.817815  46.58959
## 1429 1429 -73.05503 6.540056  37.53650
## 1430 1430 -73.78048 6.200343  19.03973
## 1431 1431 -73.33776 6.965245  20.41099
## 1432 1432 -74.39415 7.587687  41.68782
## 1433 1433 -73.02215 7.975617  41.55305
## 1434 1434 -72.95859 5.735704  24.32678
## 1435 1435 -72.48519 7.537278  37.16349
## 1436 1436 -73.00681 8.061094  39.34344
## 1437 1437 -73.06599 7.526320  29.23314
## 1438 1438 -73.19091 5.808030  56.66003
## 1439 1439 -72.97832 6.849085  36.90099
## 1440 1440 -74.41826 6.776759  40.84187
## 1441 1441 -72.66271 7.412351  33.13737
## 1442 1442 -72.68244 6.846894  42.08794
## 1443 1443 -72.76353 6.259519  55.68972
## 1444 1444 -73.10105 6.673750  29.01591
## 1445 1445 -72.80079 6.625532  47.78371
## 1446 1446 -72.71312 7.546045  61.22183
## 1447 1447 -72.81613 6.274861  60.45199
## 1448 1448 -73.17776 6.474305  36.58517
## 1449 1449 -72.53340 7.964659  20.70486
## 1450 1450 -73.43200 6.695667  37.62576
## 1451 1451 -72.76791 6.003091  41.95053
## 1452 1452 -74.14211 6.603615  45.97651
## 1453 1453 -72.50929 6.737309  58.74230
## 1454 1454 -73.96239 7.732339  22.14121
## 1455 1455 -73.65994 6.594849  39.52180
## 1456 1456 -72.60354 7.372901  40.09270
## 1457 1457 -73.44953 6.141168  35.14883
## 1458 1458 -73.35091 7.677547  19.21373
## 1459 1459 -73.80240 5.777346  41.26943
## 1460 1460 -74.38100 7.475911  53.69183
## 1461 1461 -73.62487 7.326875  16.95206
## 1462 1462 -74.05663 6.450197  26.32182
## 1463 1463 -72.51368 6.680325  45.39048
## 1464 1464 -74.16841 6.461155  33.94902
## 1465 1465 -73.96020 7.668780  18.17835
## 1466 1466 -72.93229 7.272083  49.00821
## 1467 1467 -74.24073 7.337834  49.91150
## 1468 1468 -74.37881 8.113694  34.40444
## 1469 1469 -72.87969 5.924190  40.47692
## 1470 1470 -74.12019 7.850691  21.67948
## 1471 1471 -73.86157 6.607999  25.12265
## 1472 1472 -72.62984 6.180618  40.79086
## 1473 1473 -73.34214 7.817815  22.90603
## 1474 1474 -74.13115 6.559782  36.70076
## 1475 1475 -74.19033 7.267699  35.79113
## 1476 1476 -74.45552 6.132401  20.22343
## 1477 1477 -74.29114 7.318108  59.92111
## 1478 1478 -73.52186 7.846307  20.51620
## 1479 1479 -72.62984 7.291808  50.43735
## 1480 1480 -73.74760 5.884739  38.99574
## 1481 1481 -73.40351 7.500019  15.87374
## 1482 1482 -73.85280 7.291808  28.71657
## 1483 1483 -72.56409 6.003091  69.43985
## 1484 1484 -73.22160 7.158115  20.61919
## 1485 1485 -73.37282 7.918633  20.15852
## 1486 1486 -73.72349 6.204727  36.82951
## 1487 1487 -72.78326 6.344995  41.29840
## 1488 1488 -73.47364 7.817815  22.49848
## 1489 1489 -73.44296 8.041368  24.09573
## 1490 1490 -72.79860 6.241986  71.47021
## 1491 1491 -74.24950 6.888536  27.74673
## 1492 1492 -72.49834 6.993737  84.39864
## 1493 1493 -73.34652 7.940550  22.92912
## 1494 1494 -72.43039 7.815624  17.99266
## 1495 1495 -73.44296 6.478689  80.13631
## 1496 1496 -73.54816 7.638096  22.13748
## 1497 1497 -73.88568 6.540056  31.82675
## 1498 1498 -72.64956 5.772963  66.69103
## 1499 1499 -73.53063 6.228835  51.96621
## 1500 1500 -73.49556 7.822199  18.32683
## 1501 1501 -74.43141 6.213494  33.84119
## 1502 1502 -73.69281 8.135611  13.59881
## 1503 1503 -73.38378 7.800282  20.89353
## 1504 1504 -72.61450 7.616179  31.32200
## 1505 1505 -74.08951 8.089586  20.18772
## 1506 1506 -73.44077 6.588274  52.28769
## 1507 1507 -73.53063 5.709403  37.74963
## 1508 1508 -74.44237 7.265508  39.90614
## 1509 1509 -73.38378 6.448005  31.90998
## 1510 1510 -73.62048 5.790496  51.31216
## 1511 1511 -73.04407 6.049116  45.28070
## 1512 1512 -73.67747 7.603029  29.58793
## 1513 1513 -74.38977 7.655630  45.53463
## 1514 1514 -72.56847 6.057883  48.26537
## 1515 1515 -73.06818 7.403585  40.41941
## 1516 1516 -74.30429 6.853469  20.73484
## 1517 1517 -72.46108 7.478102  40.13832
## 1518 1518 -74.24293 8.032601  31.83602
## 1519 1519 -73.36406 6.728542  60.87562
## 1520 1520 -72.70874 5.718170  71.93862
## 1521 1521 -74.35689 6.108292  19.06588
## 1522 1522 -72.76791 7.453994  47.16686
## 1523 1523 -72.56628 6.616766  47.94830
## 1524 1524 -73.12297 6.189385  43.39507
## 1525 1525 -74.40073 6.846894  24.87173
## 1526 1526 -73.60295 7.221674  16.74768
## 1527 1527 -73.88787 7.289616  24.15259
## 1528 1528 -73.29173 7.603029  29.08346
## 1529 1529 -72.78983 6.754843  49.30770
## 1530 1530 -74.17498 6.603615  31.18858
## 1531 1531 -72.93887 5.994324  53.51919
## 1532 1532 -73.62487 6.936753  30.05918
## 1533 1533 -73.92951 7.765215  21.45450
## 1534 1534 -74.21224 7.811240  37.49193
## 1535 1535 -73.15585 6.114867  31.18639
## 1536 1536 -73.22598 8.017260  21.01188
## 1537 1537 -73.81774 6.119251  40.14021
## 1538 1538 -73.85280 7.975617  37.06235
## 1539 1539 -73.83527 7.876991  27.23266
## 1540 1540 -73.72569 5.781729  51.82137
## 1541 1541 -73.83308 6.903878  26.29387
## 1542 1542 -73.14269 7.692889  23.44341
## 1543 1543 -73.08790 6.053500  41.16808
## 1544 1544 -73.14050 6.200343  32.68010
## 1545 1545 -73.81335 6.051308  52.41341
## 1546 1546 -74.45114 6.917028  40.25594
## 1547 1547 -74.34594 7.046338  38.61655
## 1548 1548 -74.11142 5.965832  31.55234
## 1549 1549 -73.81335 5.893506  57.26988
## 1550 1550 -73.81774 7.009079  25.23918
## 1551 1551 -73.05722 6.108292  43.19439
## 1552 1552 -73.35748 8.080819  40.00024
## 1553 1553 -73.22817 6.305545  38.04282
## 1554 1554 -73.42104 5.779538  45.03182
## 1555 1555 -72.99366 6.138976  45.89329
## 1556 1556 -73.57884 7.541661  25.66539
## 1557 1557 -74.02814 7.436460  30.49606
## 1558 1558 -73.61172 6.377871  27.73476
## 1559 1559 -72.56847 5.816796  69.24931
## 1560 1560 -73.60295 6.980587  15.59995
## 1561 1561 -72.66710 7.315917  55.34668
## 1562 1562 -74.22539 6.938945  36.13132
## 1563 1563 -73.47583 7.660013  21.56658
## 1564 1564 -72.93448 6.945520  32.80165
## 1565 1565 -73.14050 6.358145  34.21142
## 1566 1566 -73.16023 8.054518  31.42543
## 1567 1567 -72.87531 6.719775  29.58559
## 1568 1568 -73.67747 6.998121  29.25694
## 1569 1569 -74.15307 7.646863  27.84500
## 1570 1570 -73.75199 6.884153  22.63456
## 1571 1571 -73.62706 6.423896  27.66529
## 1572 1572 -73.07914 7.638096  30.04169
## 1573 1573 -72.73723 5.924190  59.35662
## 1574 1574 -73.94924 7.193182  34.64391
## 1575 1575 -73.15804 6.629916  21.46486
## 1576 1576 -73.14489 6.051308  52.51707
## 1577 1577 -73.15585 6.993737  20.67013
## 1578 1578 -73.13831 6.206918  35.58068
## 1579 1579 -73.11201 7.372901  45.88261
## 1580 1580 -72.81175 7.364134  60.46863
## 1581 1581 -73.10105 5.737895  43.85201
## 1582 1582 -73.58761 7.912058  24.06672
## 1583 1583 -73.05064 8.129036  43.51232
## 1584 1584 -73.62048 7.057297  17.54198
## 1585 1585 -74.13992 7.822199  20.85139
## 1586 1586 -74.49278 5.994324  28.07562
## 1587 1587 -73.16680 6.932370  23.19458
## 1588 1588 -73.49994 6.811827  24.53665
## 1589 1589 -74.35470 6.272669  43.83419
## 1590 1590 -73.82431 5.911039  68.08124
## 1591 1591 -73.25009 7.521936  24.84333
## 1592 1592 -73.21940 6.566357  25.84043
## 1593 1593 -73.65336 7.247974  21.71070
## 1594 1594 -74.39635 8.026026  44.22342
## 1595 1595 -73.05722 7.123047  35.48330
## 1596 1596 -72.78764 8.144378  23.03476
## 1597 1597 -73.08352 6.465539  27.21430
## 1598 1598 -73.29831 8.104927  29.81004
## 1599 1599 -74.24731 7.094555  39.24559
## 1600 1600 -74.19909 5.744470  29.08350
## 1601 1601 -74.08732 7.855074  17.84385
## 1602 1602 -73.81335 6.377871  29.08811
## 1603 1603 -73.55035 7.662205  20.33966
## 1604 1604 -73.54816 7.204140  39.85438
## 1605 1605 -72.84682 6.513756  31.62261
## 1606 1606 -73.64898 7.681930  16.77485
## 1607 1607 -72.89284 6.746076  63.28840
## 1608 1608 -73.37940 7.009079  16.90585
## 1609 1609 -73.47583 7.265508  25.32090
## 1610 1610 -72.47861 7.532895  32.87630
## 1611 1611 -73.40132 6.597040  44.07172
## 1612 1612 -74.31087 6.592657  19.75034
## 1613 1613 -74.08293 7.193182  36.94370
## 1614 1614 -73.90979 7.256741  19.21845
## 1615 1615 -72.81175 7.418926  58.21131
## 1616 1616 -72.55970 6.500606  39.51284
## 1617 1617 -73.12297 6.018433  66.96067
## 1618 1618 -72.65614 6.840319  42.01928
## 1619 1619 -73.75199 6.890728  24.90982
## 1620 1620 -73.37063 7.429885  16.79097
## 1621 1621 -72.93887 6.594849  37.89331
## 1622 1622 -74.04348 6.206918  31.14039
## 1623 1623 -73.26543 7.690697  29.01671
## 1624 1624 -74.05444 5.759812  40.42886
## 1625 1625 -72.93668 6.369104  47.29156
## 1626 1626 -73.92513 7.118664  40.73453
## 1627 1627 -74.17937 7.563578  43.67431
## 1628 1628 -74.32621 6.588274  20.20172
## 1629 1629 -72.72408 5.720362  64.00820
## 1630 1630 -74.02814 7.528511  25.55891
## 1631 1631 -72.77449 7.223866  59.74662
## 1632 1632 -73.90102 8.050135  22.72064
## 1633 1633 -73.99965 7.859457  24.63229
## 1634 1634 -74.28895 5.875972  65.83679
## 1635 1635 -74.07197 6.239794  17.97466
## 1636 1636 -73.61610 6.781143  22.21720
## 1637 1637 -72.98928 7.859457  75.95451
## 1638 1638 -72.50272 6.719775  60.44131
## 1639 1639 -72.98708 6.454580  33.46424
## 1640 1640 -74.25608 6.623341  34.13125
## 1641 1641 -74.02376 6.535673  30.74269
## 1642 1642 -73.25228 7.175648  17.43076
## 1643 1643 -73.01338 6.963054  27.59530
## 1644 1644 -73.88349 5.924190  65.45592
## 1645 1645 -74.10266 5.748854  30.56149
## 1646 1646 -74.04129 7.716997  22.13027
## 1647 1647 -73.96239 6.601424  30.05383
## 1648 1648 -74.11362 6.088567  28.60802
## 1649 1649 -72.57285 7.780556  21.78034
## 1650 1650 -73.99526 8.061094  22.87881
## 1651 1651 -73.89664 6.277053  30.15425
## 1652 1652 -72.72846 7.999726  22.08669
## 1653 1653 -73.30050 7.390434  20.29561
## 1654 1654 -72.47204 7.201949  29.10041
## 1655 1655 -72.85558 6.835935  48.03201
## 1656 1656 -73.08571 6.448005  27.91508
## 1657 1657 -73.72130 7.940550  24.02787
## 1658 1658 -72.89284 7.885758  65.95452
## 1659 1659 -74.21005 8.091777  32.26890
## 1660 1660 -72.84462 6.829360  36.86330
## 1661 1661 -72.68682 6.901686  46.36898
## 1662 1662 -73.30488 5.915423  36.56495
## 1663 1663 -74.14868 7.804665  23.58399
## 1664 1664 -73.03749 6.049116  53.16209
## 1665 1665 -73.87691 6.450197  27.35003
## 1666 1666 -72.56190 6.634299  50.41655
## 1667 1667 -74.20128 7.688505  35.14158
## 1668 1668 -73.08133 6.575123  29.00808
## 1669 1669 -72.85777 6.020624  38.17279
## 1670 1670 -73.52405 6.564165  48.30022
## 1671 1671 -74.40511 6.855661  26.07426
## 1672 1672 -74.38539 7.250166  34.03439
## 1673 1673 -74.23854 6.145551  39.89446
## 1674 1674 -73.01996 7.469336  30.62831
## 1675 1675 -73.05503 7.109897  36.19212
## 1676 1676 -74.30210 6.079800  18.13566
## 1677 1677 -73.78925 6.504989  26.21331
## 1678 1678 -72.91257 6.316503  59.64027
## 1679 1679 -72.60354 5.794880  56.79417
## 1680 1680 -73.07037 7.291808  30.12759
## 1681 1681 -73.68843 7.881374  35.53841
## 1682 1682 -73.62487 7.515361  34.30540
## 1683 1683 -72.61230 7.274275  39.01810
## 1684 1684 -72.75476 6.152126  69.33192
## 1685 1685 -73.86157 7.109897  35.71803
## 1686 1686 -74.38539 7.990959  35.31879
## 1687 1687 -74.09608 7.701655  28.56589
## 1688 1688 -73.46268 7.576729  24.35110
## 1689 1689 -73.64021 7.719189  20.97487
## 1690 1690 -73.39474 6.068842  32.53014
## 1691 1691 -73.09229 5.777346  36.59618
## 1692 1692 -73.84404 7.822199  22.97780
## 1693 1693 -72.91476 6.820593  39.23682
## 1694 1694 -73.50213 7.517553  24.24785
## 1695 1695 -74.25388 7.655630  37.10762
## 1696 1696 -73.25009 6.557590  23.87010
## 1697 1697 -73.06379 6.075417  47.30499
## 1698 1698 -72.68244 6.625532  35.96189
## 1699 1699 -73.10763 6.068842  43.01232
## 1700 1700 -74.45552 6.809635  41.58053
## 1701 1701 -72.82709 7.206332  48.36888
## 1702 1702 -73.96458 7.105514  35.47224
## 1703 1703 -72.47204 7.022229  75.00570
## 1704 1704 -72.74161 7.085789  48.25061
## 1705 1705 -73.33776 6.669366  29.92480
## 1706 1706 -72.55751 6.502797  42.60505
## 1707 1707 -74.14211 7.530703  24.83188
## 1708 1708 -74.18813 6.498414  28.23831
## 1709 1709 -73.54816 6.634299  31.39987
## 1710 1710 -72.62545 8.050135  15.60647
## 1711 1711 -74.01937 6.401979  32.89159
## 1712 1712 -73.25885 7.326875  17.37556
## 1713 1713 -74.21663 7.458377  53.98376
## 1714 1714 -74.09608 5.834330  25.11842
## 1715 1715 -73.74541 6.274861  23.92843
## 1716 1716 -73.85938 7.811240  26.76123
## 1717 1717 -74.22758 6.428280  37.51586
## 1718 1718 -73.09886 6.426088  35.32212
## 1719 1719 -73.18215 7.020038  24.45107
## 1720 1720 -73.77171 6.757034  27.46748
## 1721 1721 -72.73285 6.737309  50.77702
## 1722 1722 -74.17060 7.471527  19.20460
## 1723 1723 -72.63422 5.943915  56.44393
## 1724 1724 -74.28457 6.101717  19.11569
## 1725 1725 -73.33118 7.434268  27.72184
## 1726 1726 -73.26981 6.956479  25.50805
## 1727 1727 -73.47583 5.886931  43.51453
## 1728 1728 -74.06978 8.063285  25.55046
## 1729 1729 -73.63363 7.263316  19.94720
## 1730 1730 -73.31146 7.502211  19.36778
## 1731 1731 -74.43799 6.610191  35.36674
## 1732 1732 -73.76733 6.592657  48.31207
## 1733 1733 -72.73942 6.340612  49.91279
## 1734 1734 -73.19530 5.729129  34.01289
## 1735 1735 -74.30649 6.954287  45.83614
## 1736 1736 -73.12954 7.730147  41.55107
## 1737 1737 -73.38597 7.287425  17.01652
## 1738 1738 -73.33337 6.897303  41.83673
## 1739 1739 -72.78106 6.277053  44.91795
## 1740 1740 -74.41607 6.097334  21.88279
## 1741 1741 -72.55313 6.794293  38.84925
## 1742 1742 -72.89722 8.133420  34.55955
## 1743 1743 -73.21064 6.000899  52.24828
## 1744 1744 -73.50871 6.636491  32.88579
## 1745 1745 -74.18594 6.513756  40.47359
## 1746 1746 -72.92791 7.473719  61.51448
## 1747 1747 -73.07914 6.071033  47.06110
## 1748 1748 -73.63363 6.978396  45.83156
## 1749 1749 -74.02814 7.085789  21.15582
## 1750 1750 -74.02595 5.851864  30.47024
## 1751 1751 -73.06379 6.855661  23.81375
## 1752 1752 -73.06818 6.726350  28.01509
## 1753 1753 -72.55970 7.101131  56.42772
## 1754 1754 -72.99804 6.963054  31.13025
## 1755 1755 -73.25228 6.903878  27.87316
## 1756 1756 -73.50871 7.695080  35.11185
## 1757 1757 -72.86216 7.567962  42.17780
## 1758 1758 -73.85719 6.062266  48.60605
## 1759 1759 -73.56350 7.350984  19.56411
## 1760 1760 -73.69939 6.984971  34.77030
## 1761 1761 -72.90818 6.765801  41.23180
## 1762 1762 -72.52025 7.377284  46.13290
## 1763 1763 -73.02215 7.357559  66.30146
## 1764 1764 -72.52683 6.152126  43.47813
## 1765 1765 -74.05663 6.454580  26.81799
## 1766 1766 -73.13393 6.033774  40.17179
## 1767 1767 -73.51309 7.451802  21.68193
## 1768 1768 -73.90760 6.853469  52.54166
## 1769 1769 -73.53501 7.980001  13.96724
## 1770 1770 -73.96896 6.305545  39.25291
## 1771 1771 -72.80737 6.989354  52.38981
## 1772 1772 -73.32680 6.138976  32.74420
## 1773 1773 -72.74819 6.853469  50.41995
## 1774 1774 -73.23694 6.544440  29.90118
## 1775 1775 -74.42703 7.147156  36.74952
## 1776 1776 -72.60573 7.267699  39.65325
## 1777 1777 -74.16622 6.597040  22.79083
## 1778 1778 -73.18215 5.777346  40.79385
## 1779 1779 -72.95640 8.098352  35.24009
## 1780 1780 -73.20625 7.092364  20.95454
## 1781 1781 -74.10047 7.624946  34.28424
## 1782 1782 -73.55912 6.846894  27.36574
## 1783 1783 -72.50272 7.813432  18.11535
## 1784 1784 -74.19033 6.114867  27.77418
## 1785 1785 -72.75257 7.960275  30.41115
## 1786 1786 -72.74161 6.469922  47.74231
## 1787 1787 -74.40730 7.425502  36.92617
## 1788 1788 -73.98869 6.831552  28.25662
## 1789 1789 -72.85558 7.716997  39.38007
## 1790 1790 -73.62048 6.025008  41.22586
## 1791 1791 -74.07855 7.315917  30.81280
## 1792 1792 -74.01280 7.909866  24.80697
## 1793 1793 -73.42104 7.589879  18.90098
## 1794 1794 -73.09886 7.210715  28.67533
## 1795 1795 -73.25666 6.257327  52.06718
## 1796 1796 -73.51309 6.963054  23.78462
## 1797 1797 -72.49614 7.313725  23.24128
## 1798 1798 -73.60076 7.809048  14.54819
## 1799 1799 -73.06599 7.136198  30.40167
## 1800 1800 -72.95640 5.994324  41.55423
## 1801 1801 -74.28019 6.224452  20.84019
## 1802 1802 -74.45771 7.149348  47.84350
## 1803 1803 -72.80298 7.684122  24.84319
## 1804 1804 -73.05722 8.069860  26.40923
## 1805 1805 -74.40511 6.719775  35.83240
## 1806 1806 -72.61450 6.108292  47.10352
## 1807 1807 -73.12078 6.215685  36.15595
## 1808 1808 -73.46926 7.416735  16.93808
## 1809 1809 -73.02873 6.081992  55.25634
## 1810 1810 -72.70436 6.029391  42.08291
## 1811 1811 -74.22320 7.681930  26.03226
## 1812 1812 -72.71751 7.366326  42.65962
## 1813 1813 -73.40789 7.607412  23.68817
## 1814 1814 -74.43580 6.123634  29.30788
## 1815 1815 -73.21283 6.906070  29.01442
## 1816 1816 -72.88407 7.484677  62.79626
## 1817 1817 -73.28296 7.055105  39.59678
## 1818 1818 -73.38159 6.334037  25.52103
## 1819 1819 -73.17119 5.867205  49.98703
## 1820 1820 -72.85339 5.880356  61.09469
## 1821 1821 -73.68624 5.911039  41.18371
## 1822 1822 -73.61172 6.195960  32.00005
## 1823 1823 -72.97174 5.731320  33.06330
## 1824 1824 -74.08293 7.212907  30.67054
## 1825 1825 -73.96677 7.771790  22.37220
## 1826 1826 -73.03092 6.564165  33.97210
## 1827 1827 -73.60514 6.838127  17.30706
## 1828 1828 -72.86435 6.145551  53.39999
## 1829 1829 -73.45611 7.322492  18.77966
## 1830 1830 -74.35909 7.436460  68.06699
## 1831 1831 -72.60135 7.123047  69.53409
## 1832 1832 -73.85719 6.877578  29.98689
## 1833 1833 -73.25228 7.381668  27.01296
## 1834 1834 -72.88188 6.750459  46.40421
## 1835 1835 -72.66271 8.058902  24.67110
## 1836 1836 -73.91417 6.807443  33.13263
## 1837 1837 -73.67528 6.557590  33.78588
## 1838 1838 -72.98270 6.090759  59.49401
## 1839 1839 -73.31584 7.743298  27.32025
## 1840 1840 -73.77829 6.250752  24.59500
## 1841 1841 -73.66432 6.645258  33.42796
## 1842 1842 -72.51806 6.382254  45.07183
## 1843 1843 -72.87750 6.684708  37.03848
## 1844 1844 -73.28077 5.849672  58.09773
## 1845 1845 -72.60354 7.791515  28.49407
## 1846 1846 -72.85558 6.616766  19.45568
## 1847 1847 -73.26981 7.767406  18.86345
## 1848 1848 -73.71254 6.654024  49.32611
## 1849 1849 -73.79363 7.666588  35.90255
## 1850 1850 -73.56788 7.868224  24.00076

# Crear un mapa con las muestras obtenidas
m <- leaflet() %>%
  addTiles() %>%  
  addMarkers(lng=sitios$longit,lat=sitios$latit, popup=sitios$soc, clusterOptions = markerClusterOptions())
m

# Guardar los datos en un archivo GeoPackage

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

## Deleting layer `soc_stder' using driver `GPKG'
## Writing layer `soc_stder' to data source `data/soc_stder.gpkg' using driver `GPKG'
## Writing 1850 features with 1 fields and geometry type Point.

Descarga datos carbono organico

Laura Isabel Silva Zarate

27-febrero-2025

Introducción

1. Setup