Descarga Soil Grids

Descarga de libreria

library(XML)

## Warning: package 'XML' was built under R version 4.3.3

library(sf)

## Warning: package 'sf' was built under R version 4.3.3

## Linking to GEOS 3.11.2, GDAL 3.8.2, PROJ 9.3.1; sf_use_s2() is TRUE

library(gdalUtilities)

## Warning: package 'gdalUtilities' was built under R version 4.3.3

## 
## Attaching package: 'gdalUtilities'

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

library(terra)

## Warning: package 'terra' was built under R version 4.3.3

## terra 1.8.15

library(dplyr)

## Warning: package 'dplyr' was built under R version 4.3.3

## 
## Attaching package: '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)

## Warning: package 'leaflet' was built under R version 4.3.3

library(RColorBrewer)
warning=FALSE

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

voi = "soc" # SOC = Soil Organic Carbon 
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"

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

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

valle = st_read("C:/Users/lacj7/OneDrive/Escritorio/GB2/PROYECTO_1/DATOS/mun_Valle.gpkg")

## Reading layer `municipios_colombia' from data source 
##   `C:\Users\lacj7\OneDrive\Escritorio\GB2\PROYECTO_1\DATOS\mun_Valle.gpkg' 
##   using driver `GPKG'
## Simple feature collection with 42 features and 5 fields
## Geometry type: MULTIPOLYGON
## Dimension:     XY
## Bounding box:  xmin: -77.54977 ymin: 3.091239 xmax: -75.70724 ymax: 5.047394
## Geodetic CRS:  MAGNA-SIRGAS

igh='+proj=igh +lat_0=0 +lon_0=0 +datum=WGS84 +units=m +no_defs'
valle_igh <- st_transform(valle, igh)

(bbox <- st_bbox(valle_igh))

##       xmin       ymin       xmax       ymax 
## -8636772.5   344115.1 -8436619.1   561873.3

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

##       xmin       ymax       xmax       ymin 
## -8636772.5   561873.3 -8436619.1   344115.1

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

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

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

## class       : SpatRaster 
## dimensions  : 871, 801, 1  (nrow, ncol, nlyr)
## resolution  : 250, 250  (x, y)
## extent      : -8637000, -8436750, 344250, 562000  (xmin, xmax, ymin, ymax)
## coord. ref. : Interrupted_Goode_Homolosine 
## source(s)   : memory
## varname     : soc_igh_15_30 
## name        : soc_igh_15_30 
## min value   :          13.2 
## max value   :         313.4

terra::hist(Vlle_soc)

summary(Vlle_soc)

## Warning: [summary] used a sample

##  soc_igh_15_30   
##  Min.   : 13.30  
##  1st Qu.: 36.20  
##  Median : 62.30  
##  Mean   : 93.95  
##  3rd Qu.:164.30  
##  Max.   :306.10  
##  NA's   :11000

(names(Vlle_soc) <-  "soc")

## [1] "soc"

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

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

leaflet::leaflet(valle) %>% 
  addTiles() %>% 
  setView(lng = -76.5, lat = 3.4, zoom = 9) %>%  # Coordenadas del Valle del Cauca
  addPolygons(color = "gray", weight = 1.0, smoothFactor = 0.5,
              opacity = 0.5, fillOpacity = 0.10,
              popup = paste("Municipio: ", valle$MPIO_CNMBR)) %>%
  addRasterImage(Vlle_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'

set.seed(123456)
# Conversion of SOC coordinate reference system
geog ="+proj=longlat +datum=WGS84"
(geog.soc = project(Vlle_soc, geog))

## class       : SpatRaster 
## dimensions  : 883, 839, 1  (nrow, ncol, nlyr)
## resolution  : 0.00221629, 0.00221629  (x, y)
## extent      : -77.55481, -75.69534, 3.091548, 5.048532  (xmin, xmax, ymin, ymax)
## coord. ref. : +proj=longlat +datum=WGS84 +no_defs 
## source(s)   : memory
## name        :       soc 
## min value   :  13.36605 
## max value   : 309.20190

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

##  class       : SpatVector 
##  geometry    : points 
##  dimensions  : 2000, 1  (geometries, attributes)
##  extent      : -77.55148, -75.69645, 3.092656, 5.047424  (xmin, xmax, ymin, ymax)
##  coord. ref. : +proj=longlat +datum=WGS84 +no_defs 
##  names       :   soc
##  type        : <num>
##  values      : 204.5
##                205.9
##                31.13

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

## Simple feature collection with 2000 features and 1 field
## Geometry type: POINT
## Dimension:     XY
## Bounding box:  xmin: -77.55148 ymin: 3.092656 xmax: -75.69645 ymax: 5.047424
## 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  204.49544 POINT (-76.81789 4.916663)
## 2  205.89075 POINT (-76.32809 4.956556)
## 3   31.12548  POINT (-75.9757 4.770388)
## 4  179.35509 POINT (-76.75583 4.524379)
## 5  169.25975 POINT (-77.21461 4.544326)
## 6         NA POINT (-77.42737 4.885635)
## 7   32.32453 POINT (-76.35469 4.198585)
## 8  165.17482 POINT (-77.38748 4.273939)
## 9   19.54901  POINT (-76.32144 3.58024)
## 10        NA  POINT (-76.5342 3.367476)

nmuestras <- na.omit(muestras)

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

summary(soc)

##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##   15.57   37.75   61.89   93.78  163.15  269.87

length(soc)

## [1] 1744

id <- seq(1,1744,1)
(sitios <- data.frame(id, longit, latit, soc))

##        id    longit    latit       soc
## 1       1 -76.81789 4.916663 204.49544
## 2       2 -76.32809 4.956556 205.89075
## 3       3 -75.97570 4.770388  31.12548
## 4       4 -76.75583 4.524379 179.35509
## 5       5 -77.21461 4.544326 169.25975
## 6       6 -76.35469 4.198585  32.32453
## 7       7 -77.38748 4.273939 165.17482
## 8       8 -76.32144 3.580240  19.54901
## 9       9 -77.03065 4.681736 190.70009
## 10     10 -76.92870 5.045207 195.51649
## 11     11 -77.39191 3.159145 158.54056
## 12     12 -77.29661 4.641843 123.64260
## 13     13 -75.95354 3.637864  62.99050
## 14     14 -76.35912 4.734927  44.62714
## 15     15 -76.76027 3.269959  70.66052
## 16     16 -76.46107 4.289453  64.64982
## 17     17 -77.04395 3.130333  61.86209
## 18     18 -77.07055 3.192389 169.13641
## 19     19 -76.44999 4.092203  52.81808
## 20     20 -76.76692 4.664006 191.59700
## 21     21 -76.88881 3.660026  35.74734
## 22     22 -76.15744 4.132096  23.03885
## 23     23 -76.50983 4.781469  61.27898
## 24     24 -76.40123 3.289906  19.96820
## 25     25 -77.30991 4.615247 106.52136
## 26     26 -77.02400 4.429079 231.31813
## 27     27 -76.11533 4.041228  35.44340
## 28     28 -76.81789 4.593084 200.27249
## 29     29 -76.33031 4.872337  69.73256
## 30     30 -76.59626 3.999119  87.53177
## 31     31 -76.02667 4.845741  36.67414
## 32     32 -77.12595 3.132549 207.43748
## 33     33 -76.46328 3.453911  18.08124
## 34     34 -75.86267 3.480507  45.34277
## 35     35 -76.02003 4.816930  43.37328
## 36     36 -75.96240 4.777036  50.65418
## 37     37 -76.78243 4.546542 170.97801
## 38     38 -77.36531 3.988037 169.56149
## 39     39 -76.25274 4.748225  43.46861
## 40     40 -77.23677 4.890067 185.29980
## 41     41 -76.11533 3.378558  64.26152
## 42     42 -77.20131 3.416235 146.62413
## 43     43 -77.15920 3.489372 142.40709
## 44     44 -76.76692 3.730948  30.35093
## 45     45 -76.07100 3.892737  60.32279
## 46     46 -77.09493 3.363044  56.54327
## 47     47 -76.24387 4.070040  19.34822
## 48     48 -76.97968 4.845741 229.49617
## 49     49 -76.85113 3.611268  33.40133
## 50     50 -76.96638 4.701683 168.53760
## 51     51 -75.76072 4.187503  54.89105
## 52     52 -76.75140 3.371909  51.31261
## 53     53 -76.29706 3.159145  20.05602
## 54     54 -77.33429 3.498237 118.11562
## 55     55 -76.61177 4.426863 206.99037
## 56     56 -76.95308 3.134766  25.95218
## 57     57 -77.12152 3.265527  73.82307
## 58     58 -76.01559 4.825795  39.29339
## 59     59 -76.09760 4.980935 121.14936
## 60     60 -76.17738 4.493351  40.20840
## 61     61 -77.24785 3.292122 168.26584
## 62     62 -76.03332 3.500454  67.74599
## 63     63 -76.76470 4.821362 180.46056
## 64     64 -76.62507 4.160908  81.91722
## 65     65 -76.12641 3.467209  58.56384
## 66     66 -76.79351 3.538130  59.84455
## 67     67 -76.79573 4.637410 187.93471
## 68     68 -77.02400 4.593084 219.13423
## 69     69 -77.09049 4.333778 186.92751
## 70     70 -76.18846 3.431749  32.98427
## 71     71 -76.90654 3.717650  60.94494
## 72     72 -76.85113 3.192389  39.37155
## 73     73 -76.75805 4.240694 198.83374
## 74     74 -76.94643 3.476074  35.11885
## 75     75 -75.91808 4.205234  56.21104
## 76     76 -76.61621 5.036342 215.33987
## 77     77 -76.88216 3.688838 148.67599
## 78     78 -76.10203 4.553191  33.76137
## 79     79 -77.30326 4.198585 156.52116
## 80     80 -76.62064 3.821816  38.69591
## 81     81 -76.18403 4.420214  46.39712
## 82     82 -75.74521 3.604619  54.15000
## 83     83 -75.72748 4.400267  27.19604
## 84     84 -76.60291 4.914446 200.98152
## 85     85 -76.97303 3.728731 152.46922
## 86     86 -76.70486 3.877223  88.28960
## 87     87 -76.94422 3.298771  41.46591
## 88     88 -77.32320 4.265074 208.69638
## 89     89 -77.42959 4.238478 170.38026
## 90     90 -76.59183 4.382537 186.91415
## 91     91 -76.19290 3.227850  37.99275
## 92     92 -76.32587 3.733164  18.95785
## 93     93 -76.58740 4.426863 180.59569
## 94     94 -76.84227 4.754874 167.05463
## 95     95 -76.51869 4.983151 210.97018
## 96     96 -76.22836 4.180854  20.60139
## 97     97 -76.46328 4.812497 197.88968
## 98     98 -76.08208 4.435728  31.77702
## 99     99 -76.20841 3.194606  27.77946
## 100   100 -77.03730 3.695487 167.69542
## 101   101 -76.77135 3.979172 193.82509
## 102   102 -76.39236 3.183524  21.56246
## 103   103 -76.25274 3.449479  18.33854
## 104   104 -75.76072 4.039012  77.37540
## 105   105 -76.25495 3.804085  34.99421
## 106   106 -76.08208 4.650708  32.46198
## 107   107 -76.49874 4.449026  72.49660
## 108   108 -76.18403 3.804085  61.29021
## 109   109 -76.39679 4.692817  93.33927
## 110   110 -76.26825 4.200801  23.81691
## 111   111 -75.82056 4.400267  30.63952
## 112   112 -77.07055 3.385207 164.85225
## 113   113 -76.39901 3.108170  25.08678
## 114   114 -76.05992 3.908251  60.38417
## 115   115 -76.07100 4.025714  45.21127
## 116   116 -76.43890 4.245127 100.48851
## 117   117 -75.79396 4.852390  30.84407
## 118   118 -76.86000 4.765955 188.63148
## 119   119 -76.60956 3.589105  28.59195
## 120   120 -76.94422 4.670655 209.82231
## 121   121 -76.33474 3.730948  20.49110
## 122   122 -75.88483 4.537677  32.91834
## 123   123 -76.03332 4.145394  35.31938
## 124   124 -76.17738 3.467209  49.71202
## 125   125 -76.59626 4.555407 197.54514
## 126   126 -76.42339 3.684406  20.79341
## 127   127 -76.01559 3.179092  61.55163
## 128   128 -76.79351 3.154712  63.07903
## 129   129 -76.23057 4.666222  33.30178
## 130   130 -76.95308 4.921095 217.48251
## 131   131 -76.09538 4.203017  25.29055
## 132   132 -76.62507 3.593538  30.12125
## 133   133 -76.89103 3.666675  32.35357
## 134   134 -75.74299 3.697703  53.70451
## 135   135 -76.89546 4.659573 225.03607
## 136   136 -75.88483 3.611268  50.53171
## 137   137 -76.27268 4.362590  40.84871
## 138   138 -76.90433 4.056742 160.83583
## 139   139 -77.34093 3.241148 137.42838
## 140   140 -76.75583 5.029693 195.12715
## 141   141 -76.16852 3.318718  45.83688
## 142   142 -75.90921 4.841309  42.85814
## 143   143 -76.63172 3.549212  34.30788
## 144   144 -76.40566 4.870121  37.08823
## 145   145 -77.29218 4.531028 146.45392
## 146   146 -76.79794 4.267290 184.89742
## 147   147 -76.55194 4.089987  75.01531
## 148   148 -76.42339 3.753111  41.36668
## 149   149 -75.74964 3.509319  58.38722
## 150   150 -75.82499 3.230066  57.81044
## 151   151 -76.17960 3.267743  37.83531
## 152   152 -77.30547 4.406916 166.02925
## 153   153 -75.94910 4.143178  63.11166
## 154   154 -77.16141 4.123231 190.28676
## 155   155 -76.24387 4.876769  72.45668
## 156   156 -75.91586 4.929960  25.69321
## 157   157 -75.84494 4.240694  48.38265
## 158   158 -76.36355 4.338211  31.73949
## 159   159 -77.13704 4.974286 238.85254
## 160   160 -76.37906 4.245127  40.50742
## 161   161 -77.22125 4.112150 164.94441
## 162   162 -76.23501 4.972070  77.50544
## 163   163 -76.42339 5.034126 191.93701
## 164   164 -76.57410 3.941495  43.31164
## 165   165 -77.35866 3.296555 139.47165
## 166   166 -75.86489 3.285473  59.67666
## 167   167 -77.14368 4.874553 208.93547
## 168   168 -76.84449 4.198585 182.25607
## 169   169 -77.13039 4.067824 145.84705
## 170   170 -77.43623 4.194152 216.76611
## 171   171 -77.32764 4.929960 215.01367
## 172   172 -76.02667 4.655140  24.96624
## 173   173 -76.53864 4.672871 119.95182
## 174   174 -76.23501 3.225634  25.47470
## 175   175 -76.50761 3.294339  22.31658
## 176   176 -76.08208 3.759759  57.58294
## 177   177 -76.43226 3.950360  43.03811
## 178   178 -76.06435 3.586889  70.78509
## 179   179 -76.76692 3.644512  35.51165
## 180   180 -76.43004 4.278371  75.59314
## 181   181 -76.29263 3.848411  23.58386
## 182   182 -76.97746 3.159145  43.74547
## 183   183 -75.96683 3.928197  52.43309
## 184   184 -75.76737 4.710548  28.16457
## 185   185 -76.91541 3.613484 167.68730
## 186   186 -76.07322 3.841762  78.80843
## 187   187 -76.90211 3.819599 146.35498
## 188   188 -75.77402 3.243364  53.21152
## 189   189 -76.30814 3.695487  20.24662
## 190   190 -77.14147 5.040775 199.37477
## 191   191 -75.74299 3.653378  68.04051
## 192   192 -76.64280 3.748678  25.01955
## 193   193 -76.09095 4.898932  89.12912
## 194   194 -76.27933 4.307183  35.19316
## 195   195 -76.00451 4.178638  30.90610
## 196   196 -76.15744 4.874553  71.13454
## 197   197 -77.18136 4.774820 215.12837
## 198   198 -76.47658 3.717650  41.36710
## 199   199 -77.15698 4.138745 152.14294
## 200   200 -77.00184 3.824032 141.91066
## 201   201 -76.57631 4.553191 221.54243
## 202   202 -77.01957 5.023045 209.87708
## 203   203 -76.54529 4.415781 173.97493
## 204   204 -76.37242 4.287236  41.86185
## 205   205 -76.38793 3.356395  18.19650
## 206   206 -76.35025 4.604166  56.89343
## 207   207 -75.96240 4.630761  19.96240
## 208   208 -76.56523 4.446809 190.34529
## 209   209 -75.93359 4.375888  39.22127
## 210   210 -77.28553 4.457891 156.26195
## 211   211 -76.39015 3.768625  20.95547
## 212   212 -76.60069 3.152496  21.57532
## 213   213 -76.04219 3.768625  78.10303
## 214   214 -76.93757 4.723845 198.71109
## 215   215 -76.35247 4.014633  30.80035
## 216   216 -76.76470 3.906035 203.07634
## 217   217 -76.46107 3.996902  39.28619
## 218   218 -76.19068 4.874553 103.19839
## 219   219 -77.08828 4.519947 160.76587
## 220   220 -77.12152 3.480507 152.75609
## 221   221 -76.29485 3.445046  21.22068
## 222   222 -76.51647 4.010200  71.62719
## 223   223 -76.21949 3.735380  26.22325
## 224   224 -76.96638 3.611268 173.77750
## 225   225 -77.01514 3.797436 140.89931
## 226   226 -77.35866 4.905581  99.67196
## 227   227 -76.00894 3.285473  62.73050
## 228   228 -76.20619 3.389639  22.90196
## 229   229 -75.96462 4.836876  28.89290
## 230   230 -75.87597 3.824032  80.50502
## 231   231 -76.41009 4.214099  70.44618
## 232   232 -75.70974 4.958772  38.59903
## 233   233 -76.23944 3.642296  21.59934
## 234   234 -75.99121 4.646275  20.51880
## 235   235 -77.05725 3.405153 148.99208
## 236   236 -76.91984 4.236262 155.07878
## 237   237 -76.56080 3.347530  22.10911
## 238   238 -76.96416 3.848411 165.70598
## 239   239 -76.79351 3.591321  28.83806
## 240   240 -76.80238 4.234045 180.12512
## 241   241 -76.58296 3.959226  61.34998
## 242   242 -75.73856 4.664006  32.77044
## 243   243 -76.35247 3.134766  18.21010
## 244   244 -75.86710 4.519947  36.75173
## 245   245 -76.91097 3.283257  35.72595
## 246   246 -77.27888 4.067824  86.63869
## 247   247 -76.17295 4.750441  39.64032
## 248   248 -76.57631 5.023045 233.23946
## 249   249 -76.09981 5.007531  87.25272
## 250   250 -76.35469 3.210120  19.14080
## 251   251 -76.11089 4.994233  66.85885
## 252   252 -76.47658 4.717197  78.53088
## 253   253 -76.37463 3.114819  24.01085
## 254   254 -77.13260 4.878986 187.21800
## 255   255 -76.95530 4.683952 194.73192
## 256   256 -75.79840 4.723845  37.45155
## 257   257 -76.13527 3.480507  50.16284
## 258   258 -75.87597 5.036342  28.89025
## 259   259 -76.09316 4.550975  29.66517
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## 719   719 -75.91364 4.398051  27.29464
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## 727   727 -76.88216 4.169773 179.21165
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## 733   733 -77.03509 4.936609 194.21773
## 734   734 -76.65610 4.763739 169.02634
## 735   735 -76.72702 4.969854 204.94794
## 736   736 -77.30547 4.340427 163.26477
## 737   737 -77.16141 4.466756 167.64044
## 738   738 -76.98633 3.779706 150.38939
## 739   739 -75.83386 4.105501  63.94896
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## 744   744 -76.91541 3.693271  47.05650
## 745   745 -76.99963 4.061175 161.87383
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## 747   747 -75.77180 4.522163  24.27303
## 748   748 -75.80726 3.305420  39.20138
## 749   749 -75.85602 3.921549  55.42496
## 750   750 -77.18358 3.937063 145.74730
## 751   751 -76.35912 3.473858  17.09593
## 752   752 -76.13971 5.047424  99.18369
## 753   753 -76.91097 4.772604 231.90305
## 754   754 -75.97570 3.584673  69.51707
## 755   755 -76.07322 3.294339  78.81046
## 756   756 -76.22614 4.519947  39.08369
## 757   757 -76.13084 4.615247  49.46645
## 758   758 -76.60956 3.187957  26.06315
## 759   759 -75.82056 4.074473  68.44450
## 760   760 -76.18403 3.489372  43.24421
## 761   761 -77.41629 4.034579 119.21722
## 762   762 -75.95575 3.159145  55.42429
## 763   763 -76.42782 3.099305  21.81045
## 764   764 -77.13704 4.291669 184.44218
## 765   765 -75.80948 4.726062  32.91610
## 766   766 -77.05947 4.941042 202.86053
## 767   767 -76.13306 3.549212  49.41410
## 768   768 -76.55415 4.129880  63.38576
## 769   769 -75.88483 3.152496  56.03334
## 770   770 -76.88438 3.374125  52.68887
## 771   771 -77.21017 4.825795 163.10800
## 772   772 -76.22171 4.524379  40.53876
## 773   773 -77.14368 3.894953 139.15511
## 774   774 -76.00230 4.025714  64.88831
## 775   775 -76.27490 3.624566  19.04914
## 776   776 -77.22790 4.311616 194.77789
## 777   777 -77.27666 3.436181 147.90311
## 778   778 -76.95087 3.216768  47.24152
## 779   779 -75.76294 3.631215  39.06904
## 780   780 -76.80016 4.340427 165.93884
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## 782   782 -76.01116 3.777490  64.76394
## 783   783 -77.34093 4.258425 138.24106
## 784   784 -75.82499 4.985368  29.68700
## 785   785 -76.68270 4.847958 211.05299
## 786   786 -76.50761 4.821362  78.88485
## 787   787 -76.11533 3.668892  67.22747
## 788   788 -77.10822 4.750441 228.68912
## 789   789 -75.89370 4.129880  51.96874
## 790   790 -76.70708 3.728731  41.04845
## 791   791 -76.72481 4.777036 182.21777
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## 793   793 -76.86886 3.489372  38.36038
## 794   794 -76.56302 3.156929  28.26153
## 795   795 -76.52091 4.402483  68.77212
## 796   796 -76.00008 4.417997  21.70205
## 797   797 -77.37196 4.231829 152.13527
## 798   798 -76.83119 4.856823 217.96284
## 799   799 -76.08873 4.987584  91.61894
## 800   800 -75.92029 3.205687  66.34642
## 801   801 -77.06833 4.107717 167.60092
## 802   802 -76.97303 4.460107 211.63586
## 803   803 -77.21017 3.954793 139.89539
## 804   804 -77.18801 4.265074 149.88066
## 805   805 -76.75362 4.670655 188.43817
## 806   806 -75.74742 4.103284  63.34429
## 807   807 -76.70708 4.630761 150.62396
## 808   808 -77.40742 4.247343 185.25537
## 809   809 -76.60513 3.480507  38.38382
## 810   810 -75.81169 4.043445  62.46356
## 811   811 -76.47436 3.790788  26.74578
## 812   812 -76.91319 3.671108  50.44510
## 813   813 -76.57631 4.721629 193.27792
## 814   814 -75.80505 3.682189  65.63786
## 815   815 -76.55415 4.814713  77.44045
## 816   816 -77.21239 3.148064 177.81764
## 817   817 -76.90211 3.750894 174.68233
## 818   818 -76.41231 4.553191  58.21955
## 819   819 -76.04884 4.535461  28.27753
## 820   820 -76.72924 4.393618 177.04584
## 821   821 -76.39458 3.624566  20.66649
## 822   822 -76.12419 3.589105  57.81384
## 823   823 -76.35025 4.429079  62.64614
## 824   824 -76.58518 3.857276  51.80372
## 825   825 -75.75185 3.354178  53.49071
## 826   826 -77.25450 5.047424 217.20105
## 827   827 -76.98411 4.251776 159.23615
## 828   828 -76.72037 4.138745 169.06223
## 829   829 -76.13749 3.307636  48.72791
## 830   830 -76.57188 3.179092  27.63324
## 831   831 -76.74918 4.526596 177.19766
## 832   832 -76.74918 3.664459  36.77160
## 833   833 -76.85778 4.608598 177.82961
## 834   834 -75.90256 4.092203  57.55097
## 835   835 -75.84051 4.136529  64.99380
## 836   836 -76.89546 3.950360 152.80243
## 837   837 -76.50318 4.380321  72.05254
## 838   838 -76.66275 4.160908 189.56383
## 839   839 -76.74697 4.238478 183.28058
## 840   840 -76.56080 4.943258 215.36435
## 841   841 -76.12197 4.666222  64.97827
## 842   842 -76.23944 4.925528  37.12191
## 843   843 -76.50983 3.387423  17.37264
## 844   844 -75.82499 3.737597  68.89671
## 845   845 -77.23898 4.967637 165.96243
## 846   846 -77.13482 3.615701 136.31624
## 847   847 -76.25938 4.925528  47.30578
## 848   848 -76.26382 3.750894  18.64959
## 849   849 -76.26603 3.305420  18.81336
## 850   850 -76.71372 4.258425 171.36864
## 851   851 -76.41453 3.673324  18.01819
## 852   852 -76.44777 4.910014 205.51541
## 853   853 -76.31479 4.726062  57.61840
## 854   854 -75.92694 3.937063  51.76262
## 855   855 -76.01116 4.240694  25.75803
## 856   856 -77.54262 3.145847 140.52354
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## 858   858 -76.17738 3.655594  33.51473
## 859   859 -75.85159 4.659573  31.07227
## 860   860 -76.77800 4.493351 193.99731
## 861   861 -76.24387 3.367476  18.72867
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## 863   863 -75.93802 3.657810  54.91342
## 864   864 -76.97968 3.318718  54.46585
## 865   865 -76.68935 4.347076 179.01555
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## 867   867 -77.15698 4.023498 179.93652
## 868   868 -76.14192 4.932177  58.11831
## 869   869 -76.36355 3.937063  28.30048
## 870   870 -75.87818 3.602403  56.21787
## 871   871 -76.29928 4.273939  42.54796
## 872   872 -76.93535 4.477837 198.37041
## 873   873 -75.74077 4.863472  35.80356
## 874   874 -75.78288 4.717197  36.30183
## 875   875 -77.13039 3.748678 135.41838
## 876   876 -76.78465 4.464540 193.10587
## 877   877 -76.39236 4.054526  40.87661
## 878   878 -76.80238 4.087770 210.91718
## 879   879 -76.94422 4.081121 166.54088
## 880   880 -77.14590 3.974740 159.68768
## 881   881 -76.61842 3.400721  55.50459
## 882   882 -76.85778 3.212336  44.33659
## 883   883 -77.41629 4.081121 148.86360
## 884   884 -76.13527 3.502670  45.63342
## 885   885 -77.14812 4.475621 172.93608
## 886   886 -75.84051 4.203017  45.48928
## 887   887 -76.45885 3.216768  32.17475
## 888   888 -75.92029 3.799653  73.52885
## 889   889 -76.03997 4.411349  20.21669
## 890   890 -76.47215 4.076689  70.88530
## 891   891 -76.63394 4.644059 187.15532
## 892   892 -76.17517 4.595301  57.24701
## 893   893 -76.64502 4.774820 195.24699
## 894   894 -77.41629 3.309853 118.90427
## 895   895 -75.80948 4.050093  53.90582
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## 898   898 -77.23898 5.020828 185.92177
## 899   899 -76.64502 3.580240  26.26972
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## 901   901 -75.95797 4.409132  28.53400
## 902   902 -76.85557 4.774820 210.24117
## 903   903 -76.60069 4.717197 195.46262
## 904   904 -75.88040 4.905581  27.62060
## 905   905 -76.77135 3.269959  67.46458
## 906   906 -76.97968 4.417997 193.79265
## 907   907 -76.86665 4.067824 171.57893
## 908   908 -76.48766 4.732711  77.57105
## 909   909 -76.29263 4.054526  29.25823
## 910   910 -76.91097 4.710548 217.81949
## 911   911 -75.95354 3.976956  55.41148
## 912   912 -77.35645 4.067824 158.61720
## 913   913 -76.36355 3.513751  23.64884
## 914   914 -75.86267 4.823578  34.22379
## 915   915 -77.15033 4.604166 166.17754
## 916   916 -77.19023 4.681736 168.89009
## 917   917 -76.31036 3.376341  18.99951
## 918   918 -76.79573 4.929960 210.52792
## 919   919 -76.69378 4.298318 181.84186
## 920   920 -77.01957 3.593538 107.69061
## 921   921 -75.98235 4.644059  24.02052
## 922   922 -76.52756 3.797436  30.13692
## 923   923 -76.05327 3.289906  55.76986
## 924   924 -76.64280 4.772604 193.42804
## 925   925 -76.14857 3.941495  41.94195
## 926   926 -75.74742 4.214099  50.89989
## 927   927 -75.87597 4.921095  34.12243
## 928   928 -75.77845 4.524379  29.01194
## 929   929 -77.11931 4.914446 176.54393
## 930   930 -77.00627 3.994686 150.25000
## 931   931 -76.52756 3.165794  25.62989
## 932   932 -76.39015 3.952577  39.42419
## 933   933 -76.22392 4.628545  34.89470
## 934   934 -76.61399 3.332016  38.35850
## 935   935 -76.58961 4.063391  49.27143
## 936   936 -76.04219 4.723845  32.60965
## 937   937 -76.63394 3.216768  35.97611
## 938   938 -76.69156 4.109933 189.35828
## 939   939 -76.45663 5.023045 193.13332
## 940   940 -76.77578 3.894953 223.96246
## 941   941 -76.19733 4.043445  19.75084
## 942   942 -75.79618 4.497784  25.99212
## 943   943 -76.48323 4.118798  68.13965
## 944   944 -76.36798 4.632978 198.07172
## 945   945 -76.10203 4.584219  35.62045
## 946   946 -76.02667 3.442830  74.32581
## 947   947 -76.53642 3.742029  24.57556
## 948   948 -76.50761 4.464540  80.71110
## 949   949 -77.12817 4.296102 157.60986
## 950   950 -76.94865 3.784139 155.15488
## 951   951 -76.06878 3.983605  39.51551
## 952   952 -76.34360 4.495568  29.35494
## 953   953 -75.99565 4.285020  22.42825
## 954   954 -76.82897 4.358158 167.44412
## 955   955 -77.04174 4.701683 190.61302
## 956   956 -77.08606 3.793004 138.98499
## 957   957 -76.55858 4.034579  75.23355
## 958   958 -75.82278 3.394072  50.72292
## 959   959 -76.91541 3.894953 135.92337
## 960   960 -76.13971 3.835113  68.35338
## 961   961 -77.18579 4.251776 186.42244
## 962   962 -77.19023 4.721629 174.17232
## 963   963 -75.84494 3.185740  64.39095
## 964   964 -76.08208 3.622350  68.45840
## 965   965 -76.66275 3.934846  38.48853
## 966   966 -76.79794 4.850174 215.17400
## 967   967 -76.19290 3.533698  29.85727
## 968   968 -76.20398 4.728278  33.25081
## 969   969 -77.09714 5.042991 189.91246
## 970   970 -76.42117 3.504886  19.13494
## 971   971 -75.78067 4.036796  67.60803
## 972   972 -76.18181 3.496021  44.06877
## 973   973 -76.81567 4.522163 185.70804
## 974   974 -76.00894 4.985368  39.45588
## 975   975 -76.99963 3.101521  46.58672
## 976   976 -76.97968 3.369692  42.38976
## 977   977 -76.30371 3.380774  17.38241
## 978   978 -76.77800 4.542110 184.29556
## 979   979 -76.10203 3.832897  71.63061
## 980   980 -76.03997 4.546542  20.69875
## 981   981 -76.79573 3.957009 184.19926
## 982   982 -77.36310 3.092656 161.65791
## 983   983 -76.28598 3.101521  37.33947
## 984   984 -75.87375 3.633431  68.03817
## 985   985 -76.83340 4.688385 195.69658
## 986   986 -77.35645 4.171989 177.01933
## 987   987 -76.67605 3.473858  49.52217
## 988   988 -75.81613 4.072256  88.09242
## 989   989 -75.90478 4.021282  71.91522
## 990   990 -76.58740 4.544326 193.46878
## 991   991 -75.73191 4.546542  26.41964
## 992   992 -77.30991 3.409586 119.73337
## 993   993 -77.19466 4.537677 175.65643
## 994   994 -76.86665 3.345313  49.39882
## 995   995 -77.20131 3.988037 149.89833
## 996   996 -75.74299 4.488919  30.67886
## 997   997 -76.91762 4.023498 171.36205
## 998   998 -76.73589 4.750441 163.25990
## 999   999 -75.87818 4.661789  34.57986
## 1000 1000 -77.23455 4.103284 166.76906
## 1001 1001 -76.41231 4.287236  52.22207
## 1002 1002 -75.70974 4.641843  32.69486
## 1003 1003 -77.14147 3.533698 144.17737
## 1004 1004 -77.20574 3.305420 146.51228
## 1005 1005 -76.60291 3.819599  35.01774
## 1006 1006 -76.38350 3.230066  21.80923
## 1007 1007 -75.84272 3.363044  78.20970
## 1008 1008 -75.89148 3.919332  50.84620
## 1009 1009 -75.97570 3.892737  57.19933
## 1010 1010 -75.90256 4.573138  39.10308
## 1011 1011 -76.79351 4.460107 195.18167
## 1012 1012 -76.73589 3.640080  32.57080
## 1013 1013 -77.53597 3.187957 127.18929
## 1014 1014 -76.27490 3.168010  20.97788
## 1015 1015 -76.60291 3.662243  29.30099
## 1016 1016 -76.13749 4.482270  57.91103
## 1017 1017 -76.15079 4.123231  21.81978
## 1018 1018 -75.79840 4.916663  29.64100
## 1019 1019 -76.25717 3.223417  22.98195
## 1020 1020 -77.06833 4.426863 191.35840
## 1021 1021 -76.54529 4.349293  69.36785
## 1022 1022 -75.88705 3.640080  55.61596
## 1023 1023 -76.34360 4.557624  57.68987
## 1024 1024 -77.24785 3.919332 153.91393
## 1025 1025 -77.26558 4.874553 189.38515
## 1026 1026 -76.04219 4.963205  40.83573
## 1027 1027 -76.15522 4.646275  47.50711
## 1028 1028 -76.75362 3.411802  42.34151
## 1029 1029 -76.39236 3.250013  22.34160
## 1030 1030 -76.78021 4.898932 216.94821
## 1031 1031 -76.07322 3.110387  75.75284
## 1032 1032 -76.43226 4.289453  60.37315
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## 1411 1411 -76.32144 4.741576  60.10265
## 1412 1412 -76.59404 3.243364  27.20798
## 1413 1413 -75.77845 3.181308  66.35734
## 1414 1414 -75.99121 3.768625  69.64502
## 1415 1415 -76.11754 3.631215  56.22855
## 1416 1416 -75.86045 3.748678  66.94705
## 1417 1417 -75.97127 3.278825  59.68066
## 1418 1418 -76.37685 4.692817  65.95191
## 1419 1419 -76.60734 4.457891 203.76620
## 1420 1420 -75.80505 4.522163  25.90923
## 1421 1421 -77.23234 4.380321 147.47690
## 1422 1422 -77.07720 4.644059 188.00400
## 1423 1423 -76.51869 4.921095 182.91731
## 1424 1424 -76.65167 4.690601 190.56355
## 1425 1425 -76.63172 3.925981  43.66755
## 1426 1426 -76.77135 4.746008 214.58215
## 1427 1427 -76.19068 3.440614  33.97391
## 1428 1428 -76.12419 5.027477  83.50381
## 1429 1429 -76.19733 3.846195  49.54609
## 1430 1430 -76.19068 3.970307  37.69868
## 1431 1431 -76.98633 3.422883  49.67515
## 1432 1432 -77.44953 4.136529 162.15182
## 1433 1433 -76.23279 3.267743  18.99466
## 1434 1434 -76.60956 4.349293 192.59450
## 1435 1435 -75.76958 3.491588  75.96572
## 1436 1436 -77.24342 4.302750 170.39833
## 1437 1437 -75.88483 3.238931  61.06271
## 1438 1438 -77.34537 3.469426 156.53761
## 1439 1439 -75.86045 4.311616  40.25586
## 1440 1440 -77.10379 4.087770 166.66599
## 1441 1441 -76.52091 3.903818  31.11951
## 1442 1442 -76.54085 3.496021  36.16717
## 1443 1443 -76.83562 3.296555  54.24273
## 1444 1444 -76.60513 4.007984  58.42889
## 1445 1445 -76.61399 4.101068  47.98304
## 1446 1446 -77.15255 4.677303 182.95090
## 1447 1447 -77.15255 3.152496 190.64064
## 1448 1448 -76.96416 3.972523 131.56079
## 1449 1449 -77.04395 3.759759 141.16718
## 1450 1450 -76.05770 4.615247  25.69315
## 1451 1451 -76.01116 3.507102  84.18396
## 1452 1452 -77.06168 3.560293 121.79989
## 1453 1453 -75.98900 4.061175  46.83886
## 1454 1454 -76.43669 4.409132 182.92151
## 1455 1455 -75.92029 3.473858  56.60034
## 1456 1456 -76.11089 3.932630  49.92677
## 1457 1457 -76.78908 3.735380  45.63613
## 1458 1458 -75.72969 4.087770  69.73342
## 1459 1459 -76.15300 3.230066  56.25582
## 1460 1460 -77.02400 3.553645 110.10574
## 1461 1461 -77.32320 3.143631 153.54808
## 1462 1462 -76.98854 4.307183 159.90764
## 1463 1463 -76.91319 3.097089  29.57509
## 1464 1464 -76.03332 3.407369  53.24366
## 1465 1465 -77.03952 4.781469 226.12843
## 1466 1466 -77.46283 3.243364 105.52410
## 1467 1467 -76.73367 4.967637 208.26445
## 1468 1468 -76.97525 3.269959  41.31031
## 1469 1469 -76.91541 4.333778 189.50612
## 1470 1470 -76.76692 3.531482  33.48368
## 1471 1471 -76.82454 4.389186 187.26892
## 1472 1472 -75.96462 4.415781  25.74797
## 1473 1473 -77.33429 4.196369 117.96635
## 1474 1474 -76.87995 4.965421 230.78995
## 1475 1475 -76.84005 4.584219 186.92842
## 1476 1476 -77.00849 4.819146 221.72240
## 1477 1477 -76.41453 3.181308  19.87735
## 1478 1478 -75.86045 4.978719  28.00425
## 1479 1479 -77.11931 3.141415 189.34355
## 1480 1480 -76.45220 3.267743  22.05721
## 1481 1481 -76.22392 3.241148  26.88335
## 1482 1482 -76.62286 3.515968  33.02305
## 1483 1483 -76.83562 3.976956 162.60083
## 1484 1484 -76.93314 3.256662  43.35400
## 1485 1485 -76.45663 3.232283  30.98401
## 1486 1486 -76.04884 3.553645  56.06626
## 1487 1487 -75.80283 3.553645  58.00132
## 1488 1488 -76.55858 3.336448  23.37306
## 1489 1489 -76.02003 4.203017  30.05631
## 1490 1490 -76.70486 4.546542 191.19945
## 1491 1491 -76.00894 3.950360  66.26983
## 1492 1492 -77.04395 3.389639  46.30187
## 1493 1493 -75.74742 4.759306  32.34845
## 1494 1494 -76.13527 4.945474  51.59676
## 1495 1495 -76.03776 4.606382  19.49472
## 1496 1496 -77.23234 4.524379 211.08972
## 1497 1497 -76.16852 4.076689  26.31402
## 1498 1498 -76.73810 4.863472 188.83777
## 1499 1499 -76.56967 4.688385 204.38402
## 1500 1500 -75.94689 4.754874  17.76193
## 1501 1501 -75.75629 3.356395  48.92049
## 1502 1502 -76.41453 4.874553  35.37988
## 1503 1503 -77.43402 4.222964 182.13885
## 1504 1504 -77.24785 4.187503 104.24951
## 1505 1505 -76.11311 4.003551  37.16354
## 1506 1506 -77.23898 3.329799 149.25732
## 1507 1507 -76.32587 3.382990  21.87082
## 1508 1508 -77.18579 4.752657 208.42851
## 1509 1509 -76.14857 3.892737  42.41743
## 1510 1510 -76.87551 5.031910 221.98233
## 1511 1511 -76.03332 4.546542  18.90215
## 1512 1512 -75.82278 4.783685  39.82914
## 1513 1513 -75.79618 5.029693  52.08481
## 1514 1514 -77.02400 3.283257  68.74231
## 1515 1515 -76.51426 3.529265  26.38863
## 1516 1516 -76.84005 4.065607 173.18996
## 1517 1517 -76.95752 4.477837 188.62331
## 1518 1518 -75.85159 3.996902  58.64680
## 1519 1519 -76.43004 4.067824  44.50946
## 1520 1520 -76.20398 3.272176  25.71997
## 1521 1521 -76.93092 3.919332 147.97993
## 1522 1522 -76.85778 4.777036 200.66827
## 1523 1523 -75.83386 3.859492  72.58417
## 1524 1524 -76.02003 4.045661  61.73425
## 1525 1525 -76.96860 3.194606  34.27233
## 1526 1526 -76.15965 4.147610  26.49397
## 1527 1527 -77.24563 4.754874 155.04160
## 1528 1528 -76.11754 4.763739  42.25509
## 1529 1529 -76.13306 3.314285  40.30067
## 1530 1530 -77.02844 4.845741 210.85594
## 1531 1531 -76.07100 3.369692  62.72892
## 1532 1532 -76.58961 4.739359 191.98720
## 1533 1533 -76.23279 4.267290  33.71719
## 1534 1534 -76.36577 4.189720  36.91289
## 1535 1535 -76.81789 4.475621 207.36327
## 1536 1536 -76.15965 4.938826  55.91629
## 1537 1537 -76.87330 3.963658 151.88777
## 1538 1538 -75.96683 3.693271  75.33251
## 1539 1539 -75.77623 5.003098  33.07917
## 1540 1540 -76.36133 3.143631  24.72689
## 1541 1541 -76.40344 3.653378  19.70457
## 1542 1542 -76.24165 4.890067  63.30760
## 1543 1543 -75.84494 4.114366  64.03908
## 1544 1544 -76.64724 4.129880 158.56874
## 1545 1545 -75.75185 3.648945  69.08094
## 1546 1546 -77.13260 4.123231 204.12378
## 1547 1547 -76.90876 4.371455 198.40916
## 1548 1548 -76.53420 4.121015  59.05702
## 1549 1549 -76.51426 3.199038  24.48310
## 1550 1550 -76.41674 4.537677  48.80290
## 1551 1551 -77.19466 3.910467 214.99217
## 1552 1552 -76.13084 3.850627  53.49834
## 1553 1553 -76.78021 3.575807  25.57588
## 1554 1554 -76.56302 4.808064  75.88219
## 1555 1555 -77.02179 3.906035 114.51952
## 1556 1556 -76.75362 3.303204  68.59711
## 1557 1557 -76.25495 3.704352  19.64743
## 1558 1558 -76.46328 4.843525 201.76096
## 1559 1559 -76.24165 4.573138  67.11544
## 1560 1560 -76.52091 3.626782  37.02121
## 1561 1561 -75.80948 4.440160  22.39933
## 1562 1562 -75.85380 4.163124  54.57734
## 1563 1563 -76.00230 4.344860  27.64735
## 1564 1564 -75.85824 3.445046  53.39904
## 1565 1565 -76.27268 3.214552  22.75044
## 1566 1566 -76.60513 4.655140 188.94818
## 1567 1567 -76.92206 4.754874 219.24161
## 1568 1568 -77.00627 3.218985  32.44735
## 1569 1569 -77.10157 4.280588 166.14772
## 1570 1570 -76.14414 3.562510  55.40606
## 1571 1571 -77.34980 4.271722 187.96976
## 1572 1572 -75.88483 3.527049  66.03448
## 1573 1573 -76.79351 3.515968  42.59278
## 1574 1574 -77.26558 3.917116 146.82552
## 1575 1575 -76.77135 3.287690  52.96731
## 1576 1576 -76.54529 4.298318  82.12744
## 1577 1577 -76.01559 3.688838  74.64751
## 1578 1578 -76.58296 4.912230 214.18324
## 1579 1579 -76.19954 4.661789  38.54709
## 1580 1580 -76.17295 3.190173  46.24425
## 1581 1581 -75.72969 4.005768  68.31628
## 1582 1582 -76.82675 3.276608  49.52847
## 1583 1583 -77.14147 4.010200 150.73228
## 1584 1584 -75.95797 3.988037  60.77028
## 1585 1585 -75.90256 3.473858  48.62564
## 1586 1586 -76.22614 4.548759  59.80961
## 1587 1587 -76.67826 4.956556 193.72964
## 1588 1588 -77.36531 3.334232 126.72894
## 1589 1589 -76.40788 4.342644  34.19453
## 1590 1590 -77.05282 4.070040 150.74530
## 1591 1591 -76.18625 3.267743  27.13230
## 1592 1592 -77.42737 4.065607 136.30705
## 1593 1593 -76.02667 4.278371  27.44122
## 1594 1594 -75.84494 3.819599  64.09521
## 1595 1595 -77.18358 4.287236 179.45938
## 1596 1596 -77.32542 3.258878 137.28525
## 1597 1597 -76.09316 4.132096  27.17303
## 1598 1598 -77.04617 4.757090 216.26782
## 1599 1599 -76.12419 4.996449  74.96281
## 1600 1600 -76.99519 3.586889 141.30066
## 1601 1601 -76.26160 3.165794  21.48021
## 1602 1602 -77.13482 3.128117 208.99341
## 1603 1603 -76.07543 4.163124  24.90961
## 1604 1604 -76.78243 4.619680 185.04672
## 1605 1605 -77.06833 4.726062 197.55435
## 1606 1606 -76.40566 3.447263  19.19156
## 1607 1607 -76.18403 4.836876  50.16172
## 1608 1608 -75.90478 3.247797  58.86757
## 1609 1609 -76.25495 3.407369  17.13264
## 1610 1610 -77.17915 3.487156 128.64165
## 1611 1611 -77.15698 4.741576 196.26614
## 1612 1612 -76.23944 4.278371  33.29283
## 1613 1613 -76.18181 3.192389  43.14768
## 1614 1614 -75.75407 3.287690  47.25642
## 1615 1615 -77.22569 4.562056 169.97301
## 1616 1616 -76.08430 3.119252  70.95750
## 1617 1617 -76.72924 4.737143 171.67871
## 1618 1618 -75.85380 4.630761  33.55847
## 1619 1619 -76.98633 3.941495 151.00067
## 1620 1620 -76.68491 4.074473 182.81885
## 1621 1621 -75.84494 4.803632  31.37312
## 1622 1622 -77.00849 3.487156  70.31400
## 1623 1623 -75.93137 3.482723  50.04544
## 1624 1624 -76.50318 4.728278  88.46324
## 1625 1625 -75.91808 3.303204  56.12629
## 1626 1626 -76.39901 4.471188  29.15993
## 1627 1627 -77.17471 4.160908 176.92958
## 1628 1628 -76.37242 5.023045 112.21080
## 1629 1629 -76.87551 3.112603  33.99244
## 1630 1630 -77.25672 4.167557 169.52644
## 1631 1631 -76.72702 3.779706  27.17107
## 1632 1632 -76.23057 4.384753  30.83147
## 1633 1633 -76.05992 4.360374  17.98321
## 1634 1634 -76.05549 3.161361  54.21457
## 1635 1635 -76.95973 4.597517 205.32198
## 1636 1636 -77.06390 3.232283  53.19452
## 1637 1637 -76.62507 3.877223  46.19131
## 1638 1638 -75.98013 4.462323  21.51572
## 1639 1639 -76.90654 3.374125  59.66419
## 1640 1640 -76.90654 3.376341  62.53630
## 1641 1641 -76.62951 3.695487  32.00455
## 1642 1642 -76.78021 3.445046  40.11417
## 1643 1643 -76.39679 3.892737  31.16849
## 1644 1644 -75.93802 3.256662  61.54985
## 1645 1645 -76.80238 3.110387  53.28406
## 1646 1646 -75.80061 3.637864  53.05909
## 1647 1647 -76.20398 4.710548  47.22704
## 1648 1648 -76.97081 4.457891 208.88753
## 1649 1649 -76.74918 3.742029  30.99449
## 1650 1650 -76.46993 4.960988 212.90839
## 1651 1651 -76.52756 3.190173  22.66966
## 1652 1652 -77.31434 4.056742 168.69582
## 1653 1653 -75.78953 3.294339  39.97131
## 1654 1654 -77.05060 3.409586  49.93746
## 1655 1655 -76.82675 3.983605 169.69861
## 1656 1656 -77.35866 5.005314 197.27942
## 1657 1657 -76.21284 3.668892  29.25128
## 1658 1658 -77.02844 4.748225 234.38774
## 1659 1659 -77.27666 4.938826 171.94315
## 1660 1660 -76.95752 5.011963 256.76868
## 1661 1661 -75.81169 3.103738  61.08380
## 1662 1662 -77.13925 3.218985 135.21669
## 1663 1663 -76.44555 4.752657  90.00938
## 1664 1664 -76.15744 4.045661  28.17580
## 1665 1665 -76.87995 3.824032 150.31906
## 1666 1666 -77.13704 3.941495 117.08227
## 1667 1667 -76.90654 3.227850  29.72473
## 1668 1668 -76.26382 3.236715  20.82445
## 1669 1669 -77.05947 3.132549  53.45608
## 1670 1670 -76.20841 3.092656  46.39425
## 1671 1671 -76.59404 4.976502 187.01920
## 1672 1672 -76.70264 3.092656  49.92000
## 1673 1673 -76.08873 4.544326  30.03785
## 1674 1674 -77.42294 3.351962 135.50400
## 1675 1675 -76.06657 4.402483  25.23475
## 1676 1676 -75.98456 4.606382  21.76561
## 1677 1677 -76.76913 4.657357 198.90344
## 1678 1678 -76.52091 4.125447  52.60720
## 1679 1679 -76.64059 3.855060  51.25401
## 1680 1680 -75.90035 3.394072  62.92687
## 1681 1681 -76.11754 3.693271  64.19726
## 1682 1682 -77.00406 3.775273 168.21199
## 1683 1683 -76.32587 4.994233  55.09503
## 1684 1684 -76.12419 5.040775 104.89404
## 1685 1685 -76.36577 4.442377  46.17551
## 1686 1686 -76.98633 4.901149 181.83363
## 1687 1687 -77.07498 3.365260  47.02927
## 1688 1688 -77.20131 4.610815 186.76945
## 1689 1689 -76.80459 4.785902 181.32178
## 1690 1690 -75.96462 3.928197  51.31631
## 1691 1691 -76.52756 4.763739  69.98724
## 1692 1692 -77.35423 3.125901 176.45372
## 1693 1693 -76.94422 4.169773 148.24992
## 1694 1694 -77.16363 4.191936 146.78882
## 1695 1695 -76.39679 3.218985  23.58354
## 1696 1696 -76.91319 3.305420  45.14996
## 1697 1697 -76.73589 4.276155 196.37444
## 1698 1698 -76.11089 4.706115  46.60937
## 1699 1699 -76.59404 4.406916 199.34305
## 1700 1700 -76.43890 4.072256  50.78911
## 1701 1701 -76.04440 3.491588  52.47474
## 1702 1702 -76.87108 3.657810 157.94695
## 1703 1703 -77.19909 4.515514 174.57043
## 1704 1704 -77.25893 4.300534 154.83179
## 1705 1705 -76.92649 4.134312 193.54030
## 1706 1706 -75.83829 3.777490  78.42763
## 1707 1707 -76.24609 4.307183  46.61729
## 1708 1708 -76.32144 3.571375  19.78618
## 1709 1709 -76.00894 4.531028  26.74791
## 1710 1710 -76.93979 3.595754  51.13128
## 1711 1711 -76.50318 3.267743  21.27638
## 1712 1712 -76.32144 3.094873  25.44845
## 1713 1713 -76.79573 4.473405 197.71120
## 1714 1714 -77.09936 4.943258 182.43362
## 1715 1715 -76.75140 4.655140 190.66879
## 1716 1716 -75.82499 3.498237  53.14841
## 1717 1717 -76.29928 5.042991  91.64613
## 1718 1718 -76.54085 4.081121  57.63678
## 1719 1719 -77.26115 4.701683 100.77511
## 1720 1720 -76.92870 3.110387  25.05730
## 1721 1721 -76.90433 3.183524  38.47944
## 1722 1722 -76.50096 4.258425  54.62000
## 1723 1723 -76.90433 4.442377 191.09711
## 1724 1724 -76.72037 4.601950 184.57541
## 1725 1725 -76.42782 3.533698  16.22653
## 1726 1726 -76.54085 3.972523  52.79383
## 1727 1727 -77.08384 5.007531 185.47995
## 1728 1728 -76.35690 3.917116  21.23885
## 1729 1729 -76.83562 3.881655 154.56404
## 1730 1730 -76.91319 3.566942  42.67950
## 1731 1731 -76.46993 4.511082  57.33017
## 1732 1732 -77.22125 5.025261 188.07335
## 1733 1733 -76.64059 4.116582 168.41032
## 1734 1734 -76.39679 4.513298  53.44545
## 1735 1735 -76.52756 4.796983  71.60868
## 1736 1736 -76.34360 3.883872  21.31006
## 1737 1737 -76.53864 4.960988 185.88902
## 1738 1738 -76.28598 4.901149  32.64649
## 1739 1739 -76.82675 4.094419 193.71127
## 1740 1740 -76.37685 4.406916  42.41462
## 1741 1741 -76.64059 4.253992 177.56735
## 1742 1742 -75.90921 4.209666  49.86613
## 1743 1743 -75.76515 3.928197  57.28640
## 1744 1744 -77.17471 4.058959 184.44884

m <- leaflet() %>%
  addTiles() %>%  
  addMarkers(lng=sitios$longit,lat=sitios$latit, popup=sitios$soc, clusterOptions = markerClusterOptions())
m