Muestreo carbono orgánico de los suelos del Meta

rm(list = ls())

library(XML)
library(sf)

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

library(gdalUtilities)

## 
## Adjuntando el paquete: 'gdalUtilities'

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

library(terra)

## terra 1.8.15

library(dplyr)

## 
## Adjuntando el paquete: 'dplyr'

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

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

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

library(leaflet)
library(RColorBrewer)

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

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

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

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

## [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"

(stder = st_read("D:/GB2_UNAL/Proyecto4/Datos/Mun_meta.gpkg"))

## Reading layer `municipios_colombia' from data source 
##   `D:\GB2_UNAL\Proyecto4\Datos\Mun_meta.gpkg' using driver `GPKG'
## Simple feature collection with 29 features and 11 fields
## Geometry type: MULTIPOLYGON
## Dimension:     XY
## Bounding box:  xmin: -74.93335 ymin: 1.617732 xmax: -71.07753 ymax: 4.899101
## Geodetic CRS:  MAGNA-SIRGAS

## Simple feature collection with 29 features and 11 fields
## Geometry type: MULTIPOLYGON
## Dimension:     XY
## Bounding box:  xmin: -74.93335 ymin: 1.617732 xmax: -71.07753 ymax: 4.899101
## Geodetic CRS:  MAGNA-SIRGAS
## First 10 features:
##    dpto_ccdgo mpio_ccdgo mpio_cdpmp dpto_cnmbr        mpio_cnmbr
## 1          50        001      50001       META     VILLAVICENCIO
## 2          50        006      50006       META           ACACÍAS
## 3          50        110      50110       META  BARRANCA DE UPÍA
## 4          50        124      50124       META          CABUYARO
## 5          50        150      50150       META CASTILLA LA NUEVA
## 6          50        223      50223       META          CUBARRAL
## 7          50        226      50226       META           CUMARAL
## 8          50        245      50245       META       EL CALVARIO
## 9          50        251      50251       META       EL CASTILLO
## 10         50        270      50270       META         EL DORADO
##                                                      mpio_crslc mpio_tipo
## 1                                                          1840 MUNICIPIO
## 2                                          Ordenanza 23 de 1960 MUNICIPIO
## 3                            Ordenanza 5  de Octubre 16 de 1990 MUNICIPIO
## 4                            Decreto 47 de Septiembre 3 de 1912 MUNICIPIO
## 5                               Ordenanza 08 de Julio 7 de 1961 MUNICIPIO
## 6                          Ordenanza 23 de Noviembre 28 de 1960 MUNICIPIO
## 7                                          Decreto 2543 de 1955 MUNICIPIO
## 8                                          Decreto 2543 de 1955 MUNICIPIO
## 9                               Ordenanza 25 de Febrero de 1976 MUNICIPIO
## 10 Ordenanza 44  Noviembre 24 de 1992. Decreto 2129 de Diciembr MUNICIPIO
##    mpio_narea mpio_nano shape_Leng  shape_Area                           geom
## 1   1285.8794      2023  2.0397750 0.104714061 MULTIPOLYGON (((-73.69288 4...
## 2   1123.7379      2023  2.0742072 0.091507447 MULTIPOLYGON (((-73.80268 4...
## 3    403.8228      2023  1.3120271 0.032894731 MULTIPOLYGON (((-73.01607 4...
## 4    913.6625      2023  2.0088484 0.074403262 MULTIPOLYGON (((-73.08865 4...
## 5    514.6860      2023  1.3493293 0.041899616 MULTIPOLYGON (((-73.7252 3....
## 6   1157.8652      2023  2.0750915 0.094269993 MULTIPOLYGON (((-74.20143 4...
## 7    625.0714      2023  1.8723272 0.050907259 MULTIPOLYGON (((-73.55407 4...
## 8    270.3071      2023  0.8271179 0.022020904 MULTIPOLYGON (((-73.74633 4...
## 9    568.2181      2023  1.1179992 0.046251583 MULTIPOLYGON (((-73.92004 3...
## 10   117.3411      2023  0.4364058 0.009552168 MULTIPOLYGON (((-73.83554 3...

stder %>% as_tibble()

## # A tibble: 29 × 12
##    dpto_ccdgo mpio_ccdgo mpio_cdpmp dpto_cnmbr mpio_cnmbr   mpio_crslc mpio_tipo
##    <chr>      <chr>      <chr>      <chr>      <chr>        <chr>      <chr>    
##  1 50         001        50001      META       VILLAVICENC… 1840       MUNICIPIO
##  2 50         006        50006      META       ACACÍAS      Ordenanza… MUNICIPIO
##  3 50         110        50110      META       BARRANCA DE… Ordenanza… MUNICIPIO
##  4 50         124        50124      META       CABUYARO     Decreto 4… MUNICIPIO
##  5 50         150        50150      META       CASTILLA LA… Ordenanza… MUNICIPIO
##  6 50         223        50223      META       CUBARRAL     Ordenanza… MUNICIPIO
##  7 50         226        50226      META       CUMARAL      Decreto 2… MUNICIPIO
##  8 50         245        50245      META       EL CALVARIO  Decreto 2… MUNICIPIO
##  9 50         251        50251      META       EL CASTILLO  Ordenanza… MUNICIPIO
## 10 50         270        50270      META       EL DORADO    Ordenanza… MUNICIPIO
## # ℹ 19 more rows
## # ℹ 5 more variables: mpio_narea <dbl>, mpio_nano <int>, shape_Leng <dbl>,
## #   shape_Area <dbl>, geom <MULTIPOLYGON [°]>

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 
## -8345138.8   180085.1 -7916386.8   545365.5

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

##       xmin       ymax       xmax       ymin 
## -8345138.8   545365.5 -7916386.8   180085.1

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)

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

## class       : SpatRaster 
## dimensions  : 1461, 1715, 1  (nrow, ncol, nlyr)
## resolution  : 250, 250  (x, y)
## extent      : -8345250, -7916500, 180250, 545500  (xmin, xmax, ymin, ymax)
## coord. ref. : Interrupted_Goode_Homolosine 
## source(s)   : memory
## varname     : soc_igh_15_30 
## name        : soc_igh_15_30 
## min value   :           7.4 
## max value   :         116.5

options(scipen = 10)
hist(values(stder_soc), main= "Contenido de carbono orgánico del suelo en la fracción de tierra fina", 
     xlab= "g/kg", xlim = c(0, 120), col="lightblue", breaks=20)

summary(stder_soc)

## Warning: [summary] used a sample

##  soc_igh_15_30   
##  Min.   :  7.70  
##  1st Qu.: 12.10  
##  Median : 14.90  
##  Mean   : 20.89  
##  3rd Qu.: 21.20  
##  Max.   :116.50  
##  NA's   :795

(names(stder_soc) <-  "soc")

## [1] "soc"

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

orangecyan <- colorNumeric(c("Spectral"), valores,
  na.color = "transparent")

# plot an interactive map
leaflet::leaflet(stder) %>% 
  addTiles() %>% 
  setView(-72, 3, 7) %>% 
   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 = orangecyan, 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'

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

## class       : SpatRaster 
## dimensions  : 1479, 1779, 1  (nrow, ncol, nlyr)
## resolution  : 0.002218777, 0.002218777  (x, y)
## extent      : -74.95666, -71.00945, 1.618738, 4.90031  (xmin, xmax, ymin, ymax)
## coord. ref. : +proj=longlat +datum=WGS84 +no_defs 
## source(s)   : memory
## name        :        soc 
## min value   :   7.729611 
## max value   : 115.621231

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

##  class       : SpatVector 
##  geometry    : points 
##  dimensions  : 2000, 1  (geometries, attributes)
##  extent      : -74.95333, -71.01056, 1.619848, 4.894763  (xmin, xmax, ymin, ymax)
##  coord. ref. : +proj=longlat +datum=WGS84 +no_defs 
##  names       :   soc
##  type        : <num>
##  values      : 8.977
##                14.22
##                9.775

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

## Simple feature collection with 2000 features and 1 field
## Geometry type: POINT
## Dimension:     XY
## Bounding box:  xmin: -74.95333 ymin: 1.619848 xmax: -71.01056 ymax: 4.894763
## 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   8.977370 POINT (-71.52532 2.496265)
## 2  14.224580 POINT (-72.23089 2.536203)
## 3   9.774822 POINT (-71.22134 2.349825)
## 4  17.715216 POINT (-71.06603 4.375569)
## 5  10.310374  POINT (-71.64291 2.12351)
## 6  11.998016 POINT (-73.96819 2.465202)
## 7  15.406252   POINT (-71.086 4.049409)
## 8  11.069633 POINT (-72.94533 1.852819)
## 9  12.242432  POINT (-72.67686 3.43037)
## 10 17.131786 POINT (-71.58522 4.413288)

muestras %>% as_tibble()

## # A tibble: 2,000 × 2
##      soc             geometry
##    <dbl>          <POINT [°]>
##  1  8.98 (-71.52532 2.496265)
##  2 14.2  (-72.23089 2.536203)
##  3  9.77 (-71.22134 2.349825)
##  4 17.7  (-71.06603 4.375569)
##  5 10.3   (-71.64291 2.12351)
##  6 12.0  (-73.96819 2.465202)
##  7 15.4    (-71.086 4.049409)
##  8 11.1  (-72.94533 1.852819)
##  9 12.2   (-72.67686 3.43037)
## 10 17.1  (-71.58522 4.413288)
## # ℹ 1,990 more rows

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. 
##   8.449  12.170  14.803  20.642  20.841  86.841

length(soc)

## [1] 1937

id <- seq(1,1937,1)
(sitios <- data.frame(id, longit, latit, soc))

##        id    longit    latit       soc
## 1       1 -71.52532 2.496265  8.977370
## 2       2 -72.23089 2.536203 14.224580
## 3       3 -71.22134 2.349825  9.774822
## 4       4 -71.06603 4.375569 17.715216
## 5       5 -71.64291 2.123510 10.310374
## 6       6 -73.96819 2.465202 11.998016
## 7       7 -71.08600 4.049409 15.406252
## 8       8 -72.94533 1.852819 11.069633
## 9       9 -72.67686 3.430370 12.242432
## 10     10 -71.58522 4.413288 17.131786
## 11     11 -72.19095 3.787593 15.326369
## 12     12 -73.97707 3.587903 21.621199
## 13     13 -71.81820 4.189192 12.590333
## 14     14 -73.82175 3.428151 15.247853
## 15     15 -74.05029 3.095335 19.386992
## 16     16 -73.71525 3.235117 13.550212
## 17     17 -71.73610 2.738111 11.371215
## 18     18 -73.64425 3.206273 23.550106
## 19     19 -74.50292 1.868351 12.744154
## 20     20 -74.91117 2.979958 62.300842
## 21     21 -72.19761 3.057615 12.558316
## 22     22 -74.07469 1.713036 20.580687
## 23     23 -71.17031 1.693067 10.457698
## 24     24 -71.67398 3.938470 14.585644
## 25     25 -71.39441 3.510246 11.786135
## 26     26 -73.48228 1.710817 10.862761
## 27     27 -74.81576 2.360919 20.375711
## 28     28 -72.41283 3.658904 13.430294
## 29     29 -72.39286 4.466539 13.199393
## 30     30 -73.71525 4.280162 49.408352
## 31     31 -72.79002 3.891876 12.915982
## 32     32 -73.05627 4.444351 17.873850
## 33     33 -72.77005 4.723917 12.585241
## 34     34 -72.86990 3.736561 16.050741
## 35     35 -73.99925 3.849719 40.673893
## 36     36 -72.23976 2.425264 12.722858
## 37     37 -74.72036 1.857257 14.410237
## 38     38 -71.32563 4.115972 12.845239
## 39     39 -73.37578 2.531765 12.005482
## 40     40 -74.02810 4.213598 66.912621
## 41     41 -73.42015 2.604985 15.055009
## 42     42 -71.49869 4.038315 11.186025
## 43     43 -73.75075 3.707717 25.080532
## 44     44 -72.49270 2.258855 15.380327
## 45     45 -72.31520 1.859476  9.877246
## 46     46 -74.23001 4.435476 57.134453
## 47     47 -74.69151 4.599666 42.668327
## 48     48 -74.91783 2.469639 38.153866
## 49     49 -72.57480 4.843731 22.506174
## 50     50 -71.96020 2.627173 13.099124
## 51     51 -71.05050 4.098222 16.111246
## 52     52 -74.30101 3.743218 47.766071
## 53     53 -72.82552 3.712155 18.512545
## 54     54 -74.50514 4.697292 26.361649
## 55     55 -73.41128 2.886769 13.186064
## 56     56 -71.38332 3.863031 11.536146
## 57     57 -72.32630 4.553071 17.667887
## 58     58 -72.32186 2.230011  9.220537
## 59     59 -73.26040 1.766287 10.220713
## 60     60 -74.67820 2.733674 43.541714
## 61     61 -71.52754 4.104878 11.481615
## 62     62 -73.35359 4.277943 12.596451
## 63     63 -73.03852 2.984396 21.653200
## 64     64 -73.86835 3.115304 30.792377
## 65     65 -72.25086 2.405295 12.304952
## 66     66 -74.43413 2.560609 19.511780
## 67     67 -72.92758 2.072478 11.709638
## 68     68 -72.43502 1.835069  9.714311
## 69     69 -71.89142 1.759631 11.517244
## 70     70 -73.31365 1.872788 15.431602
## 71     71 -74.13682 3.614528 63.011028
## 72     72 -74.26551 2.951114 19.055450
## 73     73 -73.36690 2.236668 12.541067
## 74     74 -71.98460 3.224024 12.872392
## 75     75 -74.07691 3.361588 23.126932
## 76     76 -72.94755 1.903851 12.615749
## 77     77 -72.02676 1.750755  9.957730
## 78     78 -72.44611 3.949564 19.125099
## 79     79 -74.28326 3.099772 16.224243
## 80     80 -71.60519 2.079135  9.970497
## 81     81 -72.69239 3.838625 11.955702
## 82     82 -73.19828 4.326756 14.268168
## 83     83 -73.96597 3.022115 21.713404
## 84     84 -74.40529 2.320981 17.330038
## 85     85 -71.92913 2.993271 11.772950
## 86     86 -72.16433 1.817319  9.419447
## 87     87 -71.78491 1.999259  9.903667
## 88     88 -74.12794 3.454776 29.109089
## 89     89 -74.70704 1.952664 16.669991
## 90     90 -72.29080 1.979290  9.868869
## 91     91 -72.11551 4.766074 22.147642
## 92     92 -72.07557 2.427483  9.668550
## 93     93 -74.74476 4.561946 24.196562
## 94     94 -72.22423 2.806893  9.804293
## 95     95 -74.31654 2.764737 18.833014
## 96     96 -72.12882 2.105760 10.281840
## 97     97 -71.26128 4.089347 16.390663
## 98     98 -72.83440 4.233567 11.928408
## 99     99 -73.17165 3.168554 19.576664
## 100   100 -72.96087 2.143479 15.287741
## 101   101 -73.25596 4.739449 19.253712
## 102   102 -72.31298 2.536203 10.097115
## 103   103 -73.75963 4.788262 53.324436
## 104   104 -73.53997 4.664010 49.081837
## 105   105 -72.04007 4.286818 14.170655
## 106   106 -73.37578 3.044303 10.908102
## 107   107 -73.47340 3.224024 11.698226
## 108   108 -72.58811 1.899414  9.847507
## 109   109 -71.35447 3.665560 14.889745
## 110   110 -73.53109 2.931145 12.496947
## 111   111 -74.62051 1.799569 15.703850
## 112   112 -71.73832 4.439914 15.768959
## 113   113 -73.22046 3.754311 11.398184
## 114   114 -71.31231 3.647810 10.687663
## 115   115 -72.54595 2.358700 14.424307
## 116   116 -73.82841 4.051628 42.675510
## 117   117 -72.26639 1.979290  9.408920
## 118   118 -74.63604 3.630060 46.699074
## 119   119 -72.95865 3.235117 12.980634
## 120   120 -72.18873 3.623404 22.320972
## 121   121 -71.26128 1.881663 13.896879
## 122   122 -73.95488 4.477633 51.698792
## 123   123 -72.01345 2.345388 12.508630
## 124   124 -72.47717 3.439245 13.179111
## 125   125 -74.61164 4.522008 24.518847
## 126   126 -73.62206 3.246211 33.408413
## 127   127 -74.54507 3.701061 62.960491
## 128   128 -73.02965 2.116854 13.148877
## 129   129 -71.13037 3.996158 12.699780
## 130   130 -74.86236 3.718811 17.472490
## 131   131 -73.67531 1.977071 12.099469
## 132   132 -72.35736 3.028771 10.627200
## 133   133 -74.67820 3.814218 69.052261
## 134   134 -74.35204 2.245543 14.594718
## 135   135 -74.93558 2.500702 43.506145
## 136   136 -73.16277 4.053846 18.966454
## 137   137 -71.92913 3.796468 14.366036
## 138   138 -72.95643 3.630060 13.473174
## 139   139 -73.41128 3.461433 24.837399
## 140   140 -72.47052 1.941570  9.511810
## 141   141 -71.81154 3.907407 16.711206
## 142   142 -71.63626 2.704830 10.530950
## 143   143 -73.07181 4.122628 22.031973
## 144   144 -71.24353 2.374232  9.559136
## 145   145 -72.33961 1.650910 11.188499
## 146   146 -74.50957 2.449670 17.558359
## 147   147 -74.10797 2.755862 13.089750
## 148   148 -71.85370 2.150135  9.536907
## 149   149 -74.63604 2.165667 14.764937
## 150   150 -73.03409 3.539090 16.143757
## 151   151 -74.40751 4.220255 69.339874
## 152   152 -71.99792 2.593891 13.044116
## 153   153 -73.96375 4.109316 73.252098
## 154   154 -71.64957 4.315662 14.136504
## 155   155 -71.12816 1.815100 11.643170
## 156   156 -72.69905 3.175211 22.069839
## 157   157 -72.50158 3.150804 14.260269
## 158   158 -72.72568 3.962876 19.800598
## 159   159 -74.23223 4.821543 33.898914
## 160   160 -73.48894 4.593009 68.808449
## 161   161 -74.46963 2.553953 15.603004
## 162   162 -72.10220 4.096003 12.035384
## 163   163 -74.61164 3.962876 32.459587
## 164   164 -72.31742 4.823762 17.920408
## 165   165 -74.15457 4.885888 46.111450
## 166   166 -74.10797 3.918501 73.108826
## 167   167 -74.80911 4.792699 23.369917
## 168   168 -71.73388 4.280162 15.354077
## 169   169 -71.60297 3.993939 12.399735
## 170   170 -72.04229 3.969533 13.350923
## 171   171 -72.69683 3.093116 15.066276
## 172   172 -73.97707 3.794249 71.918350
## 173   173 -74.80023 4.044971 19.337023
## 174   174 -71.68285 4.781605 18.181143
## 175   175 -74.61386 4.506477 24.219357
## 176   176 -72.67908 4.524227 27.999903
## 177   177 -72.94977 1.642035  9.522693
## 178   178 -72.03120 1.653129 12.343985
## 179   179 -71.54085 2.281043  8.975384
## 180   180 -73.44900 1.870569 11.062799
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## 582   582 -73.91938 4.242442 53.050049
## 583   583 -73.15390 2.720361 13.782119
## 584   584 -74.83130 4.093784 18.283356
## 585   585 -74.19673 4.470976 40.303020
## 586   586 -74.38532 3.181867 35.985111
## 587   587 -74.40085 2.798018 14.106465
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## 589   589 -71.33450 4.087128 14.829123
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## 591   591 -73.37578 2.485171 11.126447
## 592   592 -72.19983 2.427483  9.923059
## 593   593 -72.18651 2.247762  9.928610
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## 595   595 -73.15168 3.980627 14.076568
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## 598   598 -74.49182 2.822425 19.921656
## 599   599 -71.38332 2.844613 14.178906
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## 601   601 -73.14946 2.214480 13.738567
## 602   602 -74.43413 2.221136 15.615282
## 603   603 -73.88832 3.004365 21.278435
## 604   604 -74.77583 4.147035 19.998119
## 605   605 -74.57170 2.429701 20.671825
## 606   606 -72.18873 1.892757 11.865431
## 607   607 -73.44012 4.186973 17.488379
## 608   608 -72.34848 1.810662  9.250921
## 609   609 -74.13016 4.874794 43.559856
## 610   610 -71.09709 3.583466 10.037991
## 611   611 -74.83573 3.745436 32.641556
## 612   612 -73.15390 3.816437 16.180298
## 613   613 -74.22335 2.143479 13.626589
## 614   614 -71.53641 4.739449 21.133610
## 615   615 -73.47784 3.295024 30.617596
## 616   616 -72.18651 3.925157 13.020229
## 617   617 -73.57547 3.714373 15.014906
## 618   618 -73.79069 3.476964 15.773932
## 619   619 -71.10597 2.613860 12.503489
## 620   620 -71.37888 2.860144 21.667196
## 621   621 -74.89786 4.193629 12.469602
## 622   622 -73.97263 2.225574 15.453703
## 623   623 -73.58878 4.779387 39.870838
## 624   624 -71.93135 2.316544 10.328802
## 625   625 -74.02366 3.590122 40.630886
## 626   626 -72.89652 2.110197 14.425163
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## 628   628 -73.18940 2.278824 13.969198
## 629   629 -72.67464 3.885219 13.188319
## 630   630 -73.94822 4.548634 58.120083
## 631   631 -74.01922 4.053846 76.586090
## 632   632 -74.35426 2.127948 14.472786
## 633   633 -72.11329 2.449670 12.828168
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## 635   635 -74.91339 3.434807 52.297443
## 636   636 -73.99704 2.891207 20.095736
## 637   637 -73.42903 4.406632 22.058569
## 638   638 -71.84260 2.709267  9.664560
## 639   639 -72.03342 4.198067 16.817593
## 640   640 -72.93646 2.795800 14.005977
## 641   641 -71.31675 2.882332  8.449292
## 642   642 -73.68197 4.741667 60.540646
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## 644   644 -71.47872 4.027221 11.542086
## 645   645 -74.76251 4.801574 29.836819
## 646   646 -73.80622 3.321650 30.203463
## 647   647 -71.81820 1.997040 11.621982
## 648   648 -72.56592 2.576141 13.728747
## 649   649 -74.73589 3.479183 34.650299
## 650   650 -73.67087 4.604103 54.482479
## 651   651 -71.45210 4.845950 16.608479
## 652   652 -71.58522 3.922938 13.619999
## 653   653 -74.07691 4.109316 57.807034
## 654   654 -73.07624 3.425932 24.459667
## 655   655 -73.09843 1.690848 12.905510
## 656   656 -74.70704 2.833519 67.737816
## 657   657 -71.03940 4.346725 13.530576
## 658   658 -73.89053 1.775162 15.587824
## 659   659 -72.41727 2.906738 12.993219
## 660   660 -71.42769 4.402194 18.819485
## 661   661 -71.79157 3.712155 11.492543
## 662   662 -71.91360 2.407514 10.507953
## 663   663 -71.51422 3.465870 10.409105
## 664   664 -73.09843 2.012571 11.456160
## 665   665 -73.59766 4.124847 32.200916
## 666   666 -72.88765 4.056065 14.810493
## 667   667 -73.67975 4.080472 31.515594
## 668   668 -72.04673 2.116854 10.019503
## 669   669 -72.04451 3.689967 27.254362
## 670   670 -71.43435 2.755862  9.272561
## 671   671 -74.47407 2.656017 18.453953
## 672   672 -74.70039 2.704830 46.449810
## 673   673 -72.04895 2.822425 18.179014
## 674   674 -73.98372 3.208492 19.345348
## 675   675 -73.60875 2.545078 14.066299
## 676   676 -74.37645 2.380888 14.473766
## 677   677 -72.84327 4.078253 18.319929
## 678   678 -73.76850 4.477633 59.599133
## 679   679 -71.14591 3.871907 18.219120
## 680   680 -73.83285 2.678204 15.764052
## 681   681 -73.60431 4.044971 20.442713
## 682   682 -73.25596 3.086459 15.850650
## 683   683 -71.14147 4.801574 17.667528
## 684   684 -71.27238 3.501371 15.582697
## 685   685 -74.48738 4.122628 40.346870
## 686   686 -74.01922 2.014790 11.583508
## 687   687 -74.18119 2.886769 18.170862
## 688   688 -73.99704 1.990383 14.579874
## 689   689 -73.14946 3.106428 13.122022
## 690   690 -74.34538 3.501371 49.088608
## 691   691 -71.58966 4.295693 21.544764
## 692   692 -72.52155 3.765405 12.003952
## 693   693 -72.12882 1.941570  9.283110
## 694   694 -71.42991 2.602766 10.687801
## 695   695 -71.19250 4.204723 14.316560
## 696   696 -72.05560 3.197398 10.249804
## 697   697 -73.46009 3.938470 17.108618
## 698   698 -71.80488 2.254418 10.026876
## 699   699 -72.39286 3.177429 14.383571
## 700   700 -74.31654 4.812668 40.898518
## 701   701 -71.37888 3.075366 11.901348
## 702   702 -73.29590 2.201167 14.466266
## 703   703 -73.31587 2.766955 12.848608
## 704   704 -71.66954 3.468089 11.711065
## 705   705 -73.82619 2.349825 15.104929
## 706   706 -71.63404 2.132385 10.941816
## 707   707 -74.36091 2.001477 16.497223
## 708   708 -73.82397 2.760299 26.955366
## 709   709 -73.51556 1.748537 14.808290
## 710   710 -71.85592 2.527328 16.479368
## 711   711 -71.17919 2.476296 10.203074
## 712   712 -74.86014 3.277274 54.131889
## 713   713 -72.04007 2.065822 10.109352
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## 715   715 -73.44234 2.928926 11.984750
## 716   716 -71.69616 3.332744 14.145586
## 717   717 -73.96153 2.010352 11.218583
## 718   718 -71.89585 3.161898 10.896215
## 719   719 -74.22557 1.841725 11.033893
## 720   720 -71.79601 4.821543 15.316314
## 721   721 -72.70127 3.432589 15.926922
## 722   722 -72.61696 4.575259 16.922684
## 723   723 -74.37423 3.689967 71.755135
## 724   724 -74.80245 2.897863 54.339794
## 725   725 -74.69373 4.091566 23.996296
## 726   726 -74.69595 1.977071 13.946132
## 727   727 -74.38532 3.496933 56.620167
## 728   728 -72.73677 4.433257 19.662172
## 729   729 -73.89941 4.451007 33.174187
## 730   730 -71.58744 4.524227 15.472068
## 731   731 -73.75741 3.113085 20.131880
## 732   732 -71.02165 4.699511 17.959431
## 733   733 -71.41660 1.894976 12.813786
## 734   734 -71.26572 4.451007 14.885938
## 735   735 -71.32119 2.520671 14.155499
## 736   736 -71.56747 4.586353 13.899675
## 737   737 -74.55839 4.504258 26.331856
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## 739   739 -71.28347 4.615197 16.419491
## 740   740 -72.92980 2.549515 11.038129
## 741   741 -71.14147 1.919383 13.091205
## 742   742 -73.79735 4.317881 55.061352
## 743   743 -74.40085 3.630060 54.876537
## 744   744 -71.07491 3.956220 10.994726
## 745   745 -74.47629 3.317212 37.825089
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## 747   747 -71.47207 4.040534 14.222520
## 748   748 -72.98084 3.079803 23.951376
## 749   749 -74.24776 3.543528 45.873302
## 750   750 -72.39508 1.639817 10.982868
## 751   751 -73.31809 3.465870 13.614331
## 752   752 -73.67753 3.155242 42.102749
## 753   753 -73.88610 3.772062 37.292412
## 754   754 -71.10819 3.787593 18.209568
## 755   755 -73.35581 4.324537 17.022274
## 756   756 -71.99348 3.534652 24.078365
## 757   757 -71.46985 1.850600  9.930823
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## 759   759 -73.53553 4.499821 67.083595
## 760   760 -71.84926 2.893426 12.504018
## 761   761 -74.41195 1.733005 15.239966
## 762   762 -72.91649 3.869688 19.860544
## 763   763 -71.59632 4.320100 16.794600
## 764   764 -72.00457 4.874794 19.265764
## 765   765 -73.55106 4.803793 59.838310
## 766   766 -71.15700 1.959321 12.556890
## 767   767 -72.36402 2.256637  9.166119
## 768   768 -72.47274 4.768293 17.196888
## 769   769 -74.68042 2.775831 43.896904
## 770   770 -72.81221 3.860813 13.070255
## 771   771 -71.53197 2.305450  9.871947
## 772   772 -72.79446 1.908289  9.576435
## 773   773 -73.19828 3.070928 12.625386
## 774   774 -71.82485 2.471858 14.422721
## 775   775 -72.82108 3.217367 14.737621
## 776   776 -73.80844 2.968864 14.356248
## 777   777 -71.33894 3.135273  9.788379
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## 779   779 -71.86701 3.876344 14.585032
## 780   780 -74.88455 2.922270 45.475327
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## 782   782 -71.07269 3.310556 10.432804
## 783   783 -73.88832 4.047190 70.059235
## 784   784 -71.14369 3.066490 11.953696
## 785   785 -74.73367 2.551734 25.247000
## 786   786 -71.16588 1.919383 10.816133
## 787   787 -72.45942 4.209161 15.305806
## 788   788 -71.42547 3.310556 10.023919
## 789   789 -74.46076 1.693067 21.339048
## 790   790 -73.77294 2.296575 11.429206
## 791   791 -73.48450 3.392651 33.668518
## 792   792 -73.82397 2.099104 12.802438
## 793   793 -71.38997 2.529546  9.080740
## 794   794 -73.79956 2.356482 18.433372
## 795   795 -74.36757 3.603435 61.955830
## 796   796 -72.71458 4.814887 11.330121
## 797   797 -74.86458 2.132385 16.651480
## 798   798 -74.26329 1.981508 10.778646
## 799   799 -71.62738 4.269068 20.790079
## 800   800 -73.84172 1.810662 13.691203
## 801   801 -74.92448 2.436358 34.746799
## 802   802 -73.59322 2.567266 16.236605
## 803   803 -71.26572 3.958439 13.425533
## 804   804 -71.11262 4.311224 17.352234
## 805   805 -72.51267 3.805343 11.886159
## 806   806 -72.32851 1.843944  9.664292
## 807   807 -73.10509 4.522008 15.950136
## 808   808 -74.64270 2.902301 55.330482
## 809   809 -73.02299 3.272837 19.164621
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## 811   811 -72.14436 1.826194  9.933610
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## 813   813 -72.89208 3.641154 12.962636
## 814   814 -72.89652 3.532434 12.149900
## 815   815 -72.91649 4.854825 20.147844
## 816   816 -74.03697 4.666229 43.420864
## 817   817 -73.83506 2.997708 23.033699
## 818   818 -74.52510 3.452558 83.392250
## 819   819 -73.91050 4.386663 37.148022
## 820   820 -74.27660 4.244661 85.184456
## 821   821 -73.84172 3.474745 12.769020
## 822   822 -71.98017 1.797350  9.388539
## 823   823 -72.11551 4.280162 16.447197
## 824   824 -71.80932 2.835738  9.778282
## 825   825 -73.34471 2.809112 12.003527
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## 827   827 -72.79446 2.815769 11.593974
## 828   828 -73.83285 1.717474 11.201920
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## 830   830 -74.44079 2.101322 12.729374
## 831   831 -74.51623 2.813550 18.919704
## 832   832 -74.11019 4.786043 40.590672
## 833   833 -74.74476 4.089347 29.208588
## 834   834 -73.56215 2.928926 12.040638
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## 836   836 -71.90029 3.980627 17.290028
## 837   837 -73.21603 4.089347 18.084846
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## 840   840 -72.58589 4.777168 17.577934
## 841   841 -71.38110 3.550184 11.386831
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## 843   843 -71.80488 3.601216  9.403104
## 844   844 -71.75163 3.155242  9.597143
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## 846   846 -71.82485 4.812668 15.836163
## 847   847 -74.11907 4.047190 66.394608
## 848   848 -72.52820 3.610091 16.678787
## 849   849 -74.23001 4.577478 42.900089
## 850   850 -71.56747 4.091566 10.561587
## 851   851 -71.35891 1.866132 14.939385
## 852   852 -74.22335 2.995490 20.031523
## 853   853 -72.00014 1.706380 13.406627
## 854   854 -72.40395 4.195848 20.300470
## 855   855 -72.66577 3.938470 11.278839
## 856   856 -74.37423 2.210042 16.380718
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## 859   859 -72.43280 3.623404 15.191676
## 860   860 -71.24131 3.252868  8.474765
## 861   861 -72.76783 3.565715  9.984483
## 862   862 -72.52377 3.874125 12.105547
## 863   863 -74.59389 2.192292 15.601678
## 864   864 -72.53486 3.015459 12.465832
## 865   865 -71.67619 3.452558 10.429574
## 866   866 -73.73744 1.852819 14.148195
## 867   867 -71.40550 4.328975 13.994638
## 868   868 -74.07913 2.443014 12.059507
## 869   869 -73.39353 2.296575 11.642051
## 870   870 -74.07025 3.044303 34.935078
## 871   871 -72.37955 1.701942 11.974174
## 872   872 -72.77005 3.275055  9.925565
## 873   873 -71.44988 1.633160 11.857197
## 874   874 -74.91783 1.666442 19.469870
## 875   875 -74.68707 4.388882 18.625395
## 876   876 -71.72279 2.962208  9.397481
## 877   877 -72.54817 3.825312 13.155992
## 878   878 -72.96530 3.150804 10.155906
## 879   879 -72.50602 3.931814 12.168242
## 880   880 -74.68929 2.054728 14.041310
## 881   881 -71.11928 1.781818 20.236082
## 882   882 -71.24575 3.066490 11.986850
## 883   883 -73.04962 4.096003 16.006781
## 884   884 -73.08068 3.650029 12.642205
## 885   885 -73.26040 1.990383 16.080845
## 886   886 -72.90983 1.655348 10.186481
## 887   887 -73.37134 2.223355 34.451790
## 888   888 -73.77738 4.446570 58.312447
## 889   889 -71.73610 2.354263  9.438009
## 890   890 -72.86324 1.974852 10.679738
## 891   891 -72.36180 3.709936 15.932852
## 892   892 -74.47851 3.017677 16.301598
## 893   893 -73.91938 2.600547 16.675426
## 894   894 -74.05250 3.430370 21.814754
## 895   895 -71.76051 2.110197  9.307461
## 896   896 -74.17232 3.854156 61.515354
## 897   897 -73.59100 1.879445 10.867205
## 898   898 -73.52444 4.757199 55.081276
## 899   899 -73.59766 3.119741 21.958029
## 900   900 -71.31897 4.269068 11.956367
## 901   901 -72.11551 1.646473 10.483684
## 902   902 -74.85126 2.312106 27.732885
## 903   903 -71.36113 3.905188 14.540601
## 904   904 -71.73832 4.253536 14.396549
## 905   905 -73.16943 4.561946 23.419872
## 906   906 -72.37289 3.909626 15.567647
## 907   907 -72.47495 2.403076 14.398379
## 908   908 -73.26040 2.831300 15.131746
## 909   909 -73.04296 4.406632 12.800246
## 910   910 -74.50514 2.183417 15.073485
## 911   911 -71.64957 2.261074  9.493997
## 912   912 -73.94157 3.226242 20.303116
## 913   913 -74.23666 2.509577 13.199019
## 914   914 -74.00591 1.877226 19.228954
## 915   915 -72.86102 3.443683 21.443829
## 916   916 -71.74276 4.495383 18.978367
## 917   917 -72.28192 4.386663 14.409879
## 918   918 -72.28192 2.387545 12.443174
## 919   919 -74.36535 4.060503 63.048466
## 920   920 -74.44523 2.436358 17.032064
## 921   921 -72.49936 2.500702 12.328221
## 922   922 -73.45787 2.103541 14.754456
## 923   923 -71.13925 4.766074 14.560209
## 924   924 -74.46298 3.845281 65.499390
## 925   925 -72.85215 4.000596 16.999016
## 926   926 -72.51711 2.207824 15.410297
## 927   927 -71.11706 3.181867  8.972576
## 928   928 -71.56526 1.642035 10.951035
## 929   929 -72.88099 4.575259 33.033081
## 930   930 -71.04828 4.437695 15.957153
## 931   931 -71.23909 2.738111 12.614943
## 932   932 -74.19007 3.745436 63.136024
## 933   933 -73.06959 3.894094 14.679574
## 934   934 -73.55328 4.348944 30.588476
## 935   935 -72.15323 3.969533 11.326516
## 936   936 -72.45277 2.629391 13.604500
## 937   937 -72.87433 3.596778 11.206348
## 938   938 -72.11773 4.435476 18.639435
## 939   939 -72.04229 4.655135 12.037141
## 940   940 -71.16144 2.467421  9.526146
## 941   941 -72.91871 2.908957 16.752174
## 942   942 -74.44079 1.939352 14.238965
## 943   943 -72.59255 3.634497 12.643343
## 944   944 -74.13460 3.834187 63.372402
## 945   945 -74.31654 1.863913 11.277944
## 946   946 -74.16788 4.209161 52.306408
## 947   947 -71.95354 2.281043  9.710854
## 948   948 -71.09266 3.643373  9.256922
## 949   949 -73.13393 4.053846 23.113495
## 950   950 -72.46386 1.877226 11.116519
## 951   951 -72.00901 4.617416 17.377575
## 952   952 -74.24110 3.541309 54.922546
## 953   953 -74.40973 2.301012 19.201448
## 954   954 -71.54307 2.649360  9.346358
## 955   955 -72.82774 2.183417 12.624760
## 956   956 -74.52067 4.215817 33.408775
## 957   957 -71.58079 4.701729 13.603242
## 958   958 -73.62428 3.097553 15.328295
## 959   959 -71.75163 3.383776 11.596529
## 960   960 -71.96464 4.579697 24.482330
## 961   961 -72.96752 3.607872 11.124773
## 962   962 -72.75008 4.894763 16.703299
## 963   963 -72.06226 3.354931 15.540096
## 964   964 -73.85725 3.922938 48.115101
## 965   965 -73.44900 2.953333 12.586535
## 966   966 -72.68574 1.697505  9.373526
## 967   967 -73.95932 2.565047 12.602363
## 968   968 -71.14813 2.951114  9.218410
## 969   969 -72.84549 2.877894  9.322452
## 970   970 -74.10576 2.454108 11.992137
## 971   971 -71.13703 4.209161 13.529584
## 972   972 -72.56370 4.397757 15.693634
## 973   973 -72.17320 2.201167 10.426950
## 974   974 -72.82330 4.801574 15.863696
## 975   975 -73.14724 2.651579 14.863201
## 976   976 -71.26350 3.197398 10.880841
## 977   977 -73.43790 2.465202 12.798908
## 978   978 -72.36180 3.641154 18.783295
## 979   979 -73.56881 4.539759 76.969299
## 980   980 -71.86701 1.750755  9.889072
## 981   981 -71.69838 3.323869 11.684389
## 982   982 -73.34693 3.922938 15.308183
## 983   983 -73.15612 3.747655 16.132942
## 984   984 -71.54307 1.730786 12.106288
## 985   985 -74.83573 4.397757 30.827568
## 986   986 -72.37733 3.088678 10.966434
## 987   987 -71.24131 2.973302 13.686748
## 988   988 -72.36845 3.694404 15.691308
## 989   989 -74.73367 3.281712 40.098499
## 990   990 -72.86546 3.874125 12.011687
## 991   991 -71.45432 4.601884 22.583525
## 992   992 -72.94533 4.513133 19.455381
## 993   993 -72.89652 3.954001 18.491180
## 994   994 -74.58723 4.138160 29.597080
## 995   995 -71.27681 2.711486  9.021978
## 996   996 -72.00457 2.833519 13.165554
## 997   997 -74.82908 4.493164 24.452227
## 998   998 -71.16144 3.155242  8.611062
## 999   999 -73.22268 3.669998 12.991018
## 1000 1000 -73.19606 3.561278 20.142284
## 1001 1001 -72.15323 4.324537 13.929578
## 1002 1002 -73.91494 3.769843 44.068588
## 1003 1003 -74.24110 2.647142 18.959751
## 1004 1004 -74.35870 3.987283 52.191761
## 1005 1005 -73.25153 2.658235 11.589333
## 1006 1006 -71.55860 3.197398 14.973343
## 1007 1007 -73.60431 3.490277 16.903791
## 1008 1008 -72.06004 3.037646 13.008365
## 1009 1009 -71.98682 3.017677 11.054583
## 1010 1010 -71.14813 4.825981 13.501292
## 1011 1011 -74.36979 3.512465 60.319942
## 1012 1012 -71.28791 2.061384 11.127542
## 1013 1013 -74.64714 1.701942 20.623037
## 1014 1014 -73.51778 2.496265 15.473233
## 1015 1015 -73.53331 2.884551 21.797129
## 1016 1016 -72.79890 1.830631 11.031979
## 1017 1017 -72.15767 4.277943 16.633392
## 1018 1018 -73.47118 1.928258 11.935592
## 1019 1019 -72.78115 3.490277 24.230358
## 1020 1020 -73.99038 2.731455 14.485139
## 1021 1021 -71.36113 4.828200 12.700358
## 1022 1022 -73.76628 4.726136 58.666981
## 1023 1023 -71.94688 4.814887 19.301807
## 1024 1024 -72.81221 4.497602 30.130342
## 1025 1025 -71.28791 2.005915 11.105008
## 1026 1026 -74.27438 3.348275 33.878956
## 1027 1027 -71.09487 2.212261 13.601937
## 1028 1028 -72.44611 3.709936  9.742609
## 1029 1029 -71.48982 3.472527 10.674077
## 1030 1030 -73.87278 3.050959 19.393988
## 1031 1031 -71.53197 2.702611  9.073308
## 1032 1032 -71.37000 2.720361 13.381639
## 1033 1033 -74.86236 3.696623 27.407217
## 1034 1034 -71.77604 4.459883 11.007112
## 1035 1035 -72.56370 3.812000 12.690063
## 1036 1036 -74.53398 2.485171 20.242411
## 1037 1037 -74.30988 2.536203 16.303707
## 1038 1038 -71.66288 2.529546 10.654803
## 1039 1039 -73.91494 4.801574 49.579144
## 1040 1040 -73.44678 3.090897 12.986377
## 1041 1041 -72.53708 3.712155 12.210423
## 1042 1042 -72.54595 3.341619 12.518409
## 1043 1043 -71.54529 4.155910 15.671487
## 1044 1044 -72.32408 4.868138 12.396864
## 1045 1045 -71.25906 2.352044 11.480843
## 1046 1046 -71.90917 2.389763 14.413326
## 1047 1047 -73.96375 2.314325 10.995789
## 1048 1048 -74.42304 4.191411 55.029598
## 1049 1049 -71.88254 3.654466 19.462242
## 1050 1050 -73.65534 3.008802 14.466621
## 1051 1051 -71.59188 1.775162 13.596828
## 1052 1052 -73.64203 3.492496 19.265339
## 1053 1053 -71.64957 3.807562 12.522187
## 1054 1054 -72.88543 2.684861 11.472135
## 1055 1055 -73.40240 2.917832 12.128327
## 1056 1056 -73.25818 2.771393 12.061371
## 1057 1057 -71.40107 3.166335 14.350358
## 1058 1058 -71.73388 1.779600 13.934331
## 1059 1059 -74.84239 4.098222 16.425085
## 1060 1060 -72.05117 3.769843 16.133884
## 1061 1061 -72.13548 3.070928 11.478549
## 1062 1062 -74.50292 2.900082 32.854008
## 1063 1063 -72.65246 2.414170 15.420189
## 1064 1064 -73.54440 2.928926 10.540571
## 1065 1065 -72.47939 4.526446 13.105152
## 1066 1066 -71.92248 1.728568 12.071743
## 1067 1067 -72.39508 2.778049 11.042689
## 1068 1068 -71.90029 2.032540 10.143244
## 1069 1069 -71.67398 1.906070 11.861217
## 1070 1070 -72.51933 1.888320 10.387478
## 1071 1071 -71.14369 3.073147 12.386834
## 1072 1072 -71.71169 1.719693 13.222718
## 1073 1073 -73.59987 4.133722 32.153835
## 1074 1074 -73.00968 4.273505 15.644908
## 1075 1075 -71.30122 1.917164 11.496445
## 1076 1076 -71.95576 4.546415 13.970685
## 1077 1077 -72.27083 1.961539  9.964565
## 1078 1078 -71.35447 3.718811 12.343219
## 1079 1079 -74.07913 2.920051 26.403107
## 1080 1080 -74.76695 2.529546 21.428581
## 1081 1081 -72.90762 3.179648 13.860730
## 1082 1082 -73.80844 4.459883 65.389732
## 1083 1083 -72.18208 3.250649 14.118987
## 1084 1084 -71.31453 2.343169  9.548881
## 1085 1085 -72.55705 2.416389 12.296074
## 1086 1086 -72.77005 3.587903 11.385965
## 1087 1087 -72.58146 1.768506 13.526281
## 1088 1088 -71.15478 1.755193 10.266921
## 1089 1089 -73.24487 4.133722 19.866306
## 1090 1090 -72.31298 1.786256 10.686284
## 1091 1091 -73.02743 4.453226 14.975023
## 1092 1092 -74.72701 4.306787 17.713182
## 1093 1093 -73.49337 1.972633 12.786425
## 1094 1094 -74.44745 2.760299 15.693794
## 1095 1095 -73.52444 4.129285 17.886162
## 1096 1096 -72.12439 3.709936 18.804419
## 1097 1097 -73.66200 3.348275 23.605736
## 1098 1098 -72.26417 2.718142 13.060327
## 1099 1099 -73.47562 1.737443 10.531789
## 1100 1100 -71.60519 4.056065 13.070257
## 1101 1101 -72.82330 4.078253 15.306197
## 1102 1102 -72.58811 4.748324 15.943963
## 1103 1103 -74.18341 2.305450 21.773218
## 1104 1104 -72.19761 3.317212 12.592587
## 1105 1105 -73.80622 2.636048 14.421481
## 1106 1106 -73.58434 3.621185 31.400743
## 1107 1107 -73.65534 4.628510 52.865753
## 1108 1108 -72.30855 4.830418 15.101503
## 1109 1109 -74.55839 4.646260 26.295115
## 1110 1110 -71.36778 2.052509 12.632228
## 1111 1111 -73.58212 2.620516 15.091150
## 1112 1112 -72.82108 2.312106  9.660460
## 1113 1113 -73.15390 3.425932 11.491836
## 1114 1114 -74.62717 3.319431 58.279900
## 1115 1115 -71.21247 4.493164 14.923438
## 1116 1116 -71.85813 1.653129 11.622403
## 1117 1117 -73.25374 2.383107 22.447041
## 1118 1118 -72.11551 4.646260 17.224342
## 1119 1119 -74.08579 2.596110 18.264250
## 1120 1120 -74.40973 3.772062 76.691406
## 1121 1121 -71.63182 1.910507 12.816424
## 1122 1122 -73.31809 3.148585 11.579948
## 1123 1123 -73.84838 2.618297 27.861378
## 1124 1124 -71.52754 2.356482  9.839887
## 1125 1125 -74.57614 2.684861 69.552284
## 1126 1126 -71.50091 2.636048 10.284993
## 1127 1127 -74.27660 3.257305 23.133783
## 1128 1128 -74.65823 3.101991 33.178062
## 1129 1129 -71.85592 4.841512 17.208288
## 1130 1130 -73.63094 2.547297 17.629179
## 1131 1131 -73.46009 2.720361 12.588697
## 1132 1132 -71.18363 3.215149  8.891241
## 1133 1133 -74.36091 3.985064 51.962982
## 1134 1134 -74.46520 2.296575 13.238492
## 1135 1135 -71.75385 3.532434 16.648458
## 1136 1136 -71.10819 3.718811 14.951365
## 1137 1137 -72.03564 3.243993 11.514138
## 1138 1138 -72.03564 3.124179 15.398580
## 1139 1139 -74.03032 2.647142 11.461373
## 1140 1140 -74.18119 1.799569 11.570980
## 1141 1141 -73.79735 2.580578 15.486126
## 1142 1142 -73.33806 4.127066 18.974054
## 1143 1143 -74.20338 4.109316 60.369160
## 1144 1144 -72.74564 2.782487  9.780052
## 1145 1145 -72.56592 2.431920 13.478117
## 1146 1146 -73.06071 3.212930 12.019787
## 1147 1147 -74.82242 1.977071 17.458061
## 1148 1148 -71.33228 4.084909 16.110098
## 1149 1149 -74.37201 3.645591 62.663475
## 1150 1150 -73.09399 3.572372 14.932783
## 1151 1151 -72.82108 2.017009 11.882175
## 1152 1152 -74.15013 2.218917 12.760315
## 1153 1153 -71.59854 1.750755 12.658897
## 1154 1154 -72.98527 4.080472 26.279150
## 1155 1155 -73.02965 3.470308 17.378489
## 1156 1156 -71.65623 4.031659 12.018234
## 1157 1157 -72.70127 1.812881 10.171506
## 1158 1158 -74.71592 2.968864 82.621803
## 1159 1159 -72.84771 3.516902 16.459509
## 1160 1160 -72.17986 2.804675 14.384155
## 1161 1161 -72.92537 2.707048 14.658603
## 1162 1162 -71.99570 3.472527 23.779812
## 1163 1163 -71.95576 2.063603  9.979380
## 1164 1164 -72.74343 2.551734 13.751210
## 1165 1165 -72.48827 3.831969 21.117245
## 1166 1166 -72.59699 2.358700 13.473564
## 1167 1167 -72.59699 4.832637 18.725313
## 1168 1168 -71.34116 4.870356 15.300847
## 1169 1169 -74.42970 2.518452 16.061264
## 1170 1170 -74.67820 2.620516 50.757690
## 1171 1171 -72.08667 3.865250 11.398997
## 1172 1172 -74.90452 1.781818 16.059538
## 1173 1173 -73.21159 3.197398 23.509169
## 1174 1174 -74.54064 4.837075 34.035412
## 1175 1175 -72.96530 4.069378 16.932734
## 1176 1176 -72.74121 2.400857 12.767511
## 1177 1177 -71.57413 4.675104 12.306870
## 1178 1178 -74.71814 4.486508 25.376860
## 1179 1179 -73.55772 4.309006 28.034224
## 1180 1180 -74.28104 3.383776 36.224022
## 1181 1181 -74.53842 2.864582 51.712906
## 1182 1182 -72.03564 2.707048  9.951449
## 1183 1183 -71.39219 4.475414 20.841183
## 1184 1184 -72.18873 2.123510  9.489843
## 1185 1185 -73.60875 3.330525 14.712089
## 1186 1186 -73.99482 2.833519 12.269316
## 1187 1187 -71.83151 3.812000 14.691202
## 1188 1188 -71.21691 3.539090 14.658349
## 1189 1189 -72.55261 2.629391  9.379915
## 1190 1190 -74.92005 2.953333 52.188187
## 1191 1191 -73.46675 4.475414 32.094597
## 1192 1192 -73.38465 3.346056 24.426851
## 1193 1193 -71.89807 3.831969 13.534142
## 1194 1194 -73.92160 2.514015 21.149567
## 1195 1195 -72.59921 4.417726 19.236271
## 1196 1196 -71.76938 2.045853  9.733648
## 1197 1197 -74.79579 3.756530 29.058182
## 1198 1198 -73.51778 1.650910 10.343248
## 1199 1199 -73.89941 2.573922 15.049632
## 1200 1200 -74.40529 2.984396 17.677059
## 1201 1201 -73.72634 2.928926 15.699591
## 1202 1202 -71.25241 2.653798 11.437386
## 1203 1203 -71.49425 1.781818 13.229914
## 1204 1204 -72.11551 2.008134  8.810403
## 1205 1205 -74.47629 2.880113 25.082981
## 1206 1206 -74.85348 2.571703 35.873615
## 1207 1207 -72.33073 4.808231 20.658377
## 1208 1208 -74.85348 4.368913 32.690823
## 1209 1209 -71.93357 3.598997 13.411170
## 1210 1210 -73.36468 3.292806 15.787676
## 1211 1211 -71.65623 2.405295 10.793196
## 1212 1212 -72.80777 1.795131 11.118338
## 1213 1213 -72.48383 2.178979 12.836429
## 1214 1214 -72.07336 1.642035 11.702770
## 1215 1215 -74.56504 3.687748 64.949165
## 1216 1216 -72.59255 2.893426 11.459688
## 1217 1217 -71.52532 4.435476 16.720495
## 1218 1218 -74.31432 4.830418 51.755508
## 1219 1219 -74.13682 3.261743 19.977329
## 1220 1220 -73.51112 2.844613 10.064203
## 1221 1221 -71.72279 2.627173  9.475655
## 1222 1222 -71.56747 4.180317 12.878210
## 1223 1223 -73.44456 1.726349  9.440742
## 1224 1224 -72.00014 4.200286 16.483875
## 1225 1225 -72.80777 4.129285 14.323765
## 1226 1226 -72.32851 4.513133 17.788960
## 1227 1227 -72.38842 2.465202 11.839680
## 1228 1228 -74.32763 2.462983 15.996742
## 1229 1229 -73.23821 2.551734 12.056390
## 1230 1230 -73.64647 2.687079 22.447948
## 1231 1231 -72.86546 3.669998 15.492326
## 1232 1232 -72.75674 4.635166 19.539721
## 1233 1233 -74.91783 2.183417 21.239004
## 1234 1234 -72.72346 3.894094 12.553329
## 1235 1235 -71.44988 1.959321  9.217258
## 1236 1236 -71.13703 3.878563 13.433767
## 1237 1237 -72.06892 3.911845 13.692694
## 1238 1238 -71.63182 4.650697 13.867173
## 1239 1239 -72.83440 2.902301 13.673490
## 1240 1240 -73.72191 2.012571 11.873727
## 1241 1241 -74.19673 2.673767 12.407700
## 1242 1242 -72.86102 4.810449 24.517698
## 1243 1243 -72.45720 3.277274 15.281064
## 1244 1244 -72.22867 4.153691 11.613976
## 1245 1245 -71.88032 1.974852  8.976291
## 1246 1246 -72.52377 4.868138 19.856405
## 1247 1247 -72.76118 2.715924 10.271356
## 1248 1248 -71.42769 4.484289 14.170934
## 1249 1249 -73.94157 3.113085 51.609753
## 1250 1250 -74.66267 4.719480 27.279997
## 1251 1251 -74.32985 2.159010 12.401706
## 1252 1252 -72.82108 2.383107 30.341057
## 1253 1253 -74.30545 2.831300 17.316822
## 1254 1254 -73.90163 1.695286 11.221288
## 1255 1255 -72.03342 4.708386 21.090717
## 1256 1256 -74.12129 4.462101 42.718266
## 1257 1257 -73.82841 2.480733 16.487803
## 1258 1258 -71.66954 3.898532 14.699296
## 1259 1259 -72.89652 2.880113 14.837192
## 1260 1260 -74.91561 1.768506 16.377890
## 1261 1261 -72.53930 2.070259 12.702771
## 1262 1262 -72.21314 4.506477 23.463840
## 1263 1263 -73.13393 4.200286 11.835272
## 1264 1264 -72.96308 1.784037 10.050820
## 1265 1265 -71.48538 3.947345 14.779062
## 1266 1266 -71.96464 4.246880 14.593165
## 1267 1267 -74.31432 3.104210 16.035822
## 1268 1268 -73.87056 2.365357 12.570710
## 1269 1269 -72.35070 1.746318 10.127771
## 1270 1270 -71.76938 2.658235 13.853277
## 1271 1271 -71.52532 3.097553  8.622777
## 1272 1272 -71.65623 3.849719 12.145406
## 1273 1273 -71.47207 3.996158 11.968501
## 1274 1274 -73.06737 4.788262 14.678998
## 1275 1275 -71.66732 3.980627 16.407917
## 1276 1276 -71.41438 1.815100  9.813211
## 1277 1277 -74.22779 4.821543 32.170837
## 1278 1278 -73.77738 2.895645 12.405233
## 1279 1279 -74.04141 3.059834 19.910480
## 1280 1280 -71.03719 4.854825 17.495249
## 1281 1281 -72.79002 3.749874 14.161345
## 1282 1282 -74.57614 2.276606 20.884964
## 1283 1283 -72.34848 4.222473 18.327496
## 1284 1284 -71.74276 3.476964 13.043178
## 1285 1285 -71.58744 3.623404  8.778897
## 1286 1286 -74.09688 2.420826 12.138541
## 1287 1287 -71.31231 4.053846 12.271299
## 1288 1288 -73.31143 3.701061 12.510949
## 1289 1289 -72.98527 2.474077 11.101425
## 1290 1290 -74.57614 2.423045 21.065140
## 1291 1291 -74.56060 3.363807 47.724003
## 1292 1292 -72.76783 4.393319 31.017151
## 1293 1293 -73.39575 4.326756 15.467395
## 1294 1294 -72.22423 2.152354  8.911293
## 1295 1295 -71.20803 3.006583 10.052063
## 1296 1296 -74.50070 2.054728 13.984015
## 1297 1297 -71.98904 4.699511 20.984671
## 1298 1298 -73.27815 2.509577 12.299236
## 1299 1299 -73.01190 1.917164 12.553380
## 1300 1300 -74.77139 4.215817 23.815117
## 1301 1301 -74.65379 2.640485 39.928711
## 1302 1302 -73.04962 3.945126 14.568396
## 1303 1303 -73.56215 2.460764 29.772604
## 1304 1304 -71.09709 2.183417 12.686813
## 1305 1305 -72.94755 3.847500 11.145149
## 1306 1306 -72.43280 3.053178 10.815951
## 1307 1307 -71.31231 1.970414 11.327133
## 1308 1308 -74.21891 2.906738 12.681886
## 1309 1309 -72.53042 3.512465 16.884287
## 1310 1310 -72.36402 4.486508 21.995287
## 1311 1311 -73.30478 3.976189 22.424416
## 1312 1312 -71.79379 4.313443 16.014771
## 1313 1313 -72.00235 2.906738 15.954865
## 1314 1314 -74.24110 2.167886 11.962178
## 1315 1315 -73.81510 4.051628 46.755859
## 1316 1316 -72.29745 2.860144 10.915154
## 1317 1317 -72.29080 1.832850 10.229692
## 1318 1318 -72.78336 4.255755 25.425482
## 1319 1319 -73.86613 2.088010 18.224463
## 1320 1320 -74.54285 3.488058 64.599411
## 1321 1321 -72.99193 2.494046 10.376632
## 1322 1322 -72.72346 3.066490 17.286264
## 1323 1323 -72.66133 4.652916 28.810162
## 1324 1324 -72.56592 4.752761 12.768778
## 1325 1325 -72.90096 2.760299 14.484579
## 1326 1326 -74.65157 3.763186 48.292370
## 1327 1327 -72.12882 2.633829 18.177168
## 1328 1328 -72.03120 2.951114 14.988288
## 1329 1329 -74.77804 3.204055 52.634727
## 1330 1330 -72.35958 2.853488 15.808655
## 1331 1331 -71.48760 2.536203  8.852885
## 1332 1332 -72.01345 2.059166 10.003299
## 1333 1333 -71.23022 2.079135 11.513066
## 1334 1334 -72.02898 3.714373 17.251143
## 1335 1335 -72.82996 4.264630 26.394876
## 1336 1336 -74.46298 2.853488 21.201166
## 1337 1337 -72.81665 2.210042 10.308506
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## 1340 1340 -74.53176 2.438576 14.319825
## 1341 1341 -72.03342 2.234449  9.371962
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## 1343 1343 -74.18785 4.832637 34.406219
## 1344 1344 -73.33584 2.347607 21.463114
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## 1348 1348 -73.89275 2.125729 13.689260
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## 1350 1350 -72.97862 1.622066  9.890325
## 1351 1351 -73.40018 3.119741 14.160539
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## 1353 1353 -71.90695 4.513133 22.328548
## 1354 1354 -73.60431 4.863700 50.457096
## 1355 1355 -74.58279 2.971083 58.112408
## 1356 1356 -72.38620 4.437695 26.761555
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## 1360 1360 -71.90473 4.522008 23.107586
## 1361 1361 -71.35003 2.924489  9.356608
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## 1364 1364 -74.52289 2.267731 14.552195
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## 1366 1366 -73.60653 2.802456 10.775510
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## 1368 1368 -73.97263 4.160348 67.602737
## 1369 1369 -72.96530 3.379338 15.584944
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## 1371 1371 -72.62805 4.005033 13.156740
## 1372 1372 -74.93336 1.875007 16.562040
## 1373 1373 -74.55395 3.883000 82.167030
## 1374 1374 -72.43945 4.399976 19.205881
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## 1380 1380 -72.74564 2.585016 12.766222
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## 1383 1383 -74.16344 4.399976 59.220215
## 1384 1384 -73.99925 1.801787 16.246168
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## 1386 1386 -71.41882 4.242442 14.883628
## 1387 1387 -74.48295 1.781818 18.199289
## 1388 1388 -71.58079 2.283262  9.573759
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## 1390 1390 -74.19451 1.846163 11.747621
## 1391 1391 -72.96530 3.816437 12.511605
## 1392 1392 -73.10952 3.201836 12.749104
## 1393 1393 -71.72944 2.336513 10.206254
## 1394 1394 -71.90917 3.916282 12.696552
## 1395 1395 -71.40994 1.673098 13.371530
## 1396 1396 -74.14126 3.563497 60.438484
## 1397 1397 -74.48738 4.140379 36.114746
## 1398 1398 -72.86768 2.068041 11.662892
## 1399 1399 -71.09931 4.171442 15.337288
## 1400 1400 -73.97485 3.197398 21.114857
## 1401 1401 -72.08223 2.178979  9.244123
## 1402 1402 -71.16809 4.814887 14.857967
## 1403 1403 -72.06004 2.256637 11.099794
## 1404 1404 -72.10886 4.854825 22.564632
## 1405 1405 -71.99126 4.593009 15.816586
## 1406 1406 -71.88920 4.502039 18.160923
## 1407 1407 -73.20493 2.256637 11.528988
## 1408 1408 -71.88476 2.695955 10.784637
## 1409 1409 -72.51711 4.386663 19.272684
## 1410 1410 -72.98971 3.685529 17.713284
## 1411 1411 -73.01190 3.618966 22.438009
## 1412 1412 -72.28192 3.598997 10.408754
## 1413 1413 -72.30411 4.683979 17.680393
## 1414 1414 -73.82619 2.873457 18.141029
## 1415 1415 -73.94822 3.470308 19.049068
## 1416 1416 -74.81576 4.373350 18.598492
## 1417 1417 -71.82929 4.231349 18.533186
## 1418 1418 -74.53842 2.223355 20.203720
## 1419 1419 -72.44167 4.772730 18.157896
## 1420 1420 -73.11840 2.269949 18.361135
## 1421 1421 -74.54285 4.211380 36.426971
## 1422 1422 -74.35870 3.709936 65.616806
## 1423 1423 -71.86701 2.607204 15.004536
## 1424 1424 -74.39198 4.058284 68.528168
## 1425 1425 -71.12150 3.117522 11.371103
## 1426 1426 -71.91804 4.200286 19.599482
## 1427 1427 -71.77160 1.881663 12.180802
## 1428 1428 -74.40973 3.319431 59.212349
## 1429 1429 -72.03785 4.162566 15.047332
## 1430 1430 -74.53842 1.666442 19.745190
## 1431 1431 -71.73166 3.295024 13.353148
## 1432 1432 -73.83285 2.598328 19.992018
## 1433 1433 -72.42836 3.858594 12.014799
## 1434 1434 -73.31809 1.679755 11.212393
## 1435 1435 -72.73677 2.256637  9.202422
## 1436 1436 -72.80999 3.241774 10.594598
## 1437 1437 -71.13703 4.763855 16.241920
## 1438 1438 -74.27660 2.081353 12.315966
## 1439 1439 -74.15013 3.008802 16.585943
## 1440 1440 -74.08801 4.280162 66.382332
## 1441 1441 -72.06226 2.265512 13.480804
## 1442 1442 -72.31076 3.230680 17.943949
## 1443 1443 -73.85281 1.733005 12.414410
## 1444 1444 -73.55550 1.830631 11.288595
## 1445 1445 -73.24709 4.317881 17.371922
## 1446 1446 -74.92005 2.673767 41.205528
## 1447 1447 -71.34338 4.626291 14.590651
## 1448 1448 -72.86990 3.854156 13.858297
## 1449 1449 -74.88233 3.079803 54.349659
## 1450 1450 -72.47052 3.004365 10.156260
## 1451 1451 -74.80023 3.403745 33.290539
## 1452 1452 -73.30478 2.897863 13.765921
## 1453 1453 -73.97485 2.944458 21.466009
## 1454 1454 -73.23599 1.886101 11.847280
## 1455 1455 -72.24642 2.946676 21.101362
## 1456 1456 -71.46541 4.517571 13.553182
## 1457 1457 -71.55416 4.373350 15.377454
## 1458 1458 -74.43857 2.680423 13.046357
## 1459 1459 -71.80045 2.842394 12.183398
## 1460 1460 -71.20138 3.636716 12.681787
## 1461 1461 -72.63249 4.184754 17.854307
## 1462 1462 -72.14214 4.240224 17.981964
## 1463 1463 -73.14724 1.994821  9.360014
## 1464 1464 -74.38976 2.380888 14.256209
## 1465 1465 -73.98150 4.047190 72.396263
## 1466 1466 -73.80178 2.545078 12.032774
## 1467 1467 -74.04363 4.435476 37.858910
## 1468 1468 -73.99260 2.398638 19.624502
## 1469 1469 -71.93801 3.030990 12.817043
## 1470 1470 -71.33450 4.830418 12.170387
## 1471 1471 -73.46231 2.991052 10.342397
## 1472 1472 -74.84239 2.926707 67.498619
## 1473 1473 -73.10509 2.183417 13.001787
## 1474 1474 -71.44766 2.274387 10.934066
## 1475 1475 -74.76473 3.745436 25.913712
## 1476 1476 -74.71592 1.997040 12.999223
## 1477 1477 -74.46963 4.557509 28.817745
## 1478 1478 -73.97485 3.377119 16.285917
## 1479 1479 -72.76561 2.651579 14.066014
## 1480 1480 -74.62939 1.839507 12.578469
## 1481 1481 -74.52732 4.164785 30.765121
## 1482 1482 -72.06226 3.973970 16.457407
## 1483 1483 -74.64936 1.704161 18.773119
## 1484 1484 -72.07557 4.670666 16.084801
## 1485 1485 -71.64513 3.934032 12.834067
## 1486 1486 -74.11463 4.457664 39.927044
## 1487 1487 -72.15545 1.655348 10.108930
## 1488 1488 -73.71747 2.443014 14.837800
## 1489 1489 -71.57413 4.539759 14.109547
## 1490 1490 -73.42903 4.606322 37.684689
## 1491 1491 -73.97041 3.962876 75.018791
## 1492 1492 -71.76273 4.306787 20.427187
## 1493 1493 -72.65024 4.470976 16.855511
## 1494 1494 -74.11241 2.076916 11.850794
## 1495 1495 -73.73522 4.038315 42.639946
## 1496 1496 -71.18141 3.854156 13.461116
## 1497 1497 -72.55705 3.179648 14.006887
## 1498 1498 -74.10797 2.245543 12.335826
## 1499 1499 -74.44967 3.232899 43.957336
## 1500 1500 -72.21314 4.604103 23.561991
## 1501 1501 -72.25751 2.332075 15.161655
## 1502 1502 -74.22335 4.397757 55.625683
## 1503 1503 -73.81288 4.635166 56.696083
## 1504 1504 -73.17831 4.881450 38.335442
## 1505 1505 -74.56282 3.133054 24.853077
## 1506 1506 -72.64802 4.621853 11.826036
## 1507 1507 -71.55416 2.056947 12.218472
## 1508 1508 -73.70638 3.918501 19.294825
## 1509 1509 -74.53398 3.121960 36.095612
## 1510 1510 -73.26040 3.769843 12.202745
## 1511 1511 -72.49270 2.684861 22.516417
## 1512 1512 -74.57614 4.812668 62.403698
## 1513 1513 -71.78270 2.103541 10.498402
## 1514 1514 -73.94157 4.326756 45.763660
## 1515 1515 -73.98816 2.640485 11.840333
## 1516 1516 -73.47562 3.496933 13.559183
## 1517 1517 -72.68130 2.243324  9.866850
## 1518 1518 -71.44100 2.542859 11.886627
## 1519 1519 -73.28037 2.425264 13.535097
## 1520 1520 -72.78558 3.219586 13.019788
## 1521 1521 -73.87056 1.846163 12.489783
## 1522 1522 -71.14369 4.040534 11.181849
## 1523 1523 -73.98150 2.054728 11.746821
## 1524 1524 -72.72346 2.518452 13.804288
## 1525 1525 -74.24776 3.814218 74.622650
## 1526 1526 -73.05405 4.253536 30.060266
## 1527 1527 -74.19673 3.701061 75.486900
## 1528 1528 -71.34338 2.582797 11.441381
## 1529 1529 -74.88898 2.993271 56.390438
## 1530 1530 -73.33806 3.503590 10.951766
## 1531 1531 -71.65844 2.469639 14.662622
## 1532 1532 -71.83595 3.965095 18.446606
## 1533 1533 -73.03630 4.391100 14.321804
## 1534 1534 -74.81355 3.980627 20.339401
## 1535 1535 -72.67464 3.499152 16.663744
## 1536 1536 -72.21314 4.737230 23.203962
## 1537 1537 -72.65024 1.701942  9.166257
## 1538 1538 -71.07712 4.222473 16.926090
## 1539 1539 -73.07402 3.971752 13.124535
## 1540 1540 -71.64513 3.048740 12.323487
## 1541 1541 -74.66711 4.231349 15.349434
## 1542 1542 -71.48538 3.823093 11.984962
## 1543 1543 -74.44523 4.388882 59.233410
## 1544 1544 -71.11706 3.760968 13.200363
## 1545 1545 -73.90163 3.701061 34.110355
## 1546 1546 -73.30921 3.425932 13.808731
## 1547 1547 -74.48295 2.387545 18.141068
## 1548 1548 -71.76273 3.756530 18.880091
## 1549 1549 -73.18496 3.153023 13.977289
## 1550 1550 -73.76406 3.554621 14.570059
## 1551 1551 -71.69616 4.695073 24.458475
## 1552 1552 -73.02965 4.424382 13.305202
## 1553 1553 -73.34250 2.993271 17.781614
## 1554 1554 -71.65623 4.328975 17.693287
## 1555 1555 -71.21469 4.195848 11.204356
## 1556 1556 -72.97862 3.064272 18.664948
## 1557 1557 -71.95354 2.234449  9.748249
## 1558 1558 -73.66200 1.930476 12.321220
## 1559 1559 -72.66355 4.606322 14.295780
## 1560 1560 -72.10442 2.846831 16.640446
## 1561 1561 -74.11463 2.039197 15.625525
## 1562 1562 -71.12594 2.731455 10.684539
## 1563 1563 -74.85126 2.802456 37.594654
## 1564 1564 -73.10509 4.122628 18.695824
## 1565 1565 -73.36690 2.926707 13.197133
## 1566 1566 -71.83816 2.982177 13.959933
## 1567 1567 -72.51489 3.501371 11.730236
## 1568 1568 -73.69084 3.137491 19.506470
## 1569 1569 -71.14591 4.149254 16.580910
## 1570 1570 -71.20359 2.680423  9.286719
## 1571 1571 -74.46298 3.414838 57.503162
## 1572 1572 -72.61474 2.212261 12.216536
## 1573 1573 -73.67087 4.513133 60.277981
## 1574 1574 -71.12372 3.039865 12.577812
## 1575 1575 -72.91427 1.730786 12.707916
## 1576 1576 -71.22356 4.857044 16.652618
## 1577 1577 -72.85436 2.136823 13.443701
## 1578 1578 -73.47118 4.513133 54.061531
## 1579 1579 -73.13837 4.399976 11.625739
## 1580 1580 -73.11840 4.808231 20.918930
## 1581 1581 -74.75364 3.574590 60.065685
## 1582 1582 -71.20581 4.648479 13.653937
## 1583 1583 -74.88455 3.978408 17.117792
## 1584 1584 -72.40395 3.117522 11.146087
## 1585 1585 -72.84771 1.644254 10.256801
## 1586 1586 -71.43657 2.764737  9.628803
## 1587 1587 -72.20426 3.987283 17.214710
## 1588 1588 -71.17475 2.837956 12.132903
## 1589 1589 -74.89120 1.866132 16.104874
## 1590 1590 -71.33450 3.108647 12.132262
## 1591 1591 -73.43347 1.710817 11.674335
## 1592 1592 -72.85658 4.435476 18.234402
## 1593 1593 -71.58522 4.608541 12.641571
## 1594 1594 -73.41793 2.758080 11.977462
## 1595 1595 -73.67753 2.460764 12.923293
## 1596 1596 -74.61386 3.015459 39.384769
## 1597 1597 -73.00080 3.989502 17.429762
## 1598 1598 -71.65179 3.106428  9.159324
## 1599 1599 -74.30988 3.417057 81.639771
## 1600 1600 -74.37423 2.245543 14.663427
## 1601 1601 -71.80488 2.198948  9.937994
## 1602 1602 -74.72258 2.305450 17.673536
## 1603 1603 -73.59322 2.416389 11.576323
## 1604 1604 -71.29678 2.320981  9.285790
## 1605 1605 -73.13171 4.129285 23.251436
## 1606 1606 -71.47207 4.000596 11.580872
## 1607 1607 -73.90385 4.127066 58.014816
## 1608 1608 -73.23821 4.413288 19.002335
## 1609 1609 -71.19916 2.968864 10.572229
## 1610 1610 -71.78713 2.316544  9.816981
## 1611 1611 -73.10952 4.482070 16.656372
## 1612 1612 -74.22779 3.792031 68.460442
## 1613 1613 -74.26329 3.925157 69.630188
## 1614 1614 -74.71592 2.383107 18.986746
## 1615 1615 -71.21247 3.718811 18.578480
## 1616 1616 -71.49647 2.474077 11.401196
## 1617 1617 -73.32696 3.153023 12.632301
## 1618 1618 -72.75896 4.173660 20.840517
## 1619 1619 -72.55261 3.410401 10.926476
## 1620 1620 -72.27305 2.698173 11.344201
## 1621 1621 -72.70571 2.602766 20.340208
## 1622 1622 -72.77449 2.962208 17.601538
## 1623 1623 -71.71391 1.746318 12.993711
## 1624 1624 -72.58811 3.630060 14.125375
## 1625 1625 -72.00457 2.675986 12.079377
## 1626 1626 -74.45854 4.473195 31.812576
## 1627 1627 -72.46830 4.264630 19.428427
## 1628 1628 -71.64069 4.448789 19.503077
## 1629 1629 -71.48982 3.082022 13.959578
## 1630 1630 -72.31964 2.041415 12.696526
## 1631 1631 -72.00901 2.627173 12.411477
## 1632 1632 -72.14879 4.109316 10.757789
## 1633 1633 -73.04962 4.053846 15.982315
## 1634 1634 -74.83795 3.461433 53.911625
## 1635 1635 -72.22645 3.618966 22.245947
## 1636 1636 -72.34183 4.282380 15.716277
## 1637 1637 -72.13548 3.456995 25.291170
## 1638 1638 -73.30700 4.555290 20.383629
## 1639 1639 -74.01257 3.978408 61.124374
## 1640 1640 -72.93202 2.052509 12.243199
## 1641 1641 -72.54374 2.948895 12.401747
## 1642 1642 -74.15013 3.694404 74.309158
## 1643 1643 -73.82841 2.289918 20.994913
## 1644 1644 -72.10442 3.357150 20.773190
## 1645 1645 -72.71458 4.794918 11.166609
## 1646 1646 -72.17098 3.985064 14.259921
## 1647 1647 -72.47052 3.215149 15.014184
## 1648 1648 -71.77604 2.216699 13.239051
## 1649 1649 -73.69306 3.834187 20.149258
## 1650 1650 -72.09332 2.585016  9.731225
## 1651 1651 -71.66954 4.652916 17.204166
## 1652 1652 -71.62960 3.590122 11.592486
## 1653 1653 -71.21025 3.519121 10.088729
## 1654 1654 -72.21314 4.599666 21.769802
## 1655 1655 -72.32186 2.518452 14.916050
## 1656 1656 -71.95132 2.591672 12.309452
## 1657 1657 -72.56592 3.445901 13.483784
## 1658 1658 -74.43192 2.953333 18.849783
## 1659 1659 -73.66200 2.332075 12.023899
## 1660 1660 -73.38909 3.847500 14.511879
## 1661 1661 -71.98682 3.896313 14.627218
## 1662 1662 -71.48760 2.746986 13.099938
## 1663 1663 -74.88455 2.516234 40.670498
## 1664 1664 -74.36979 2.210042 14.635540
## 1665 1665 -74.23223 3.086459 20.618061
## 1666 1666 -74.34982 2.982177 15.135549
## 1667 1667 -71.78935 3.139710 13.693786
## 1668 1668 -71.78491 2.755862 10.332783
## 1669 1669 -72.97418 4.688417 18.334824
## 1670 1670 -74.19451 3.201836 19.114214
## 1671 1671 -71.42991 3.900751 11.964969
## 1672 1672 -72.41505 4.253536 19.364567
## 1673 1673 -72.82774 2.724799 13.296268
## 1674 1674 -72.69905 2.099104  9.970308
## 1675 1675 -74.87345 1.704161 19.438807
## 1676 1676 -71.34116 4.666229 11.311522
## 1677 1677 -73.49781 3.084241 23.826450
## 1678 1678 -74.20782 2.423045 15.908805
## 1679 1679 -73.51334 2.112416 13.720067
## 1680 1680 -71.55860 2.573922 12.428674
## 1681 1681 -73.10065 4.892544 22.387869
## 1682 1682 -74.23001 2.021446 15.045763
## 1683 1683 -73.92603 2.480733 21.058535
## 1684 1684 -71.93357 3.215149 12.939228
## 1685 1685 -73.38465 2.888988 13.490552
## 1686 1686 -71.38775 4.442132 16.837875
## 1687 1687 -73.26040 2.365357 16.676113
## 1688 1688 -72.57702 3.778718 10.579602
## 1689 1689 -74.27438 2.343169 12.637835
## 1690 1690 -71.70504 1.748537 12.093883
## 1691 1691 -72.84771 1.770724 10.253052
## 1692 1692 -71.71835 1.777381 15.002054
## 1693 1693 -71.48982 3.587903  9.692596
## 1694 1694 -74.33429 2.030321 16.344183
## 1695 1695 -73.08512 3.618966 15.020906
## 1696 1696 -71.79379 4.426601 21.569330
## 1697 1697 -71.86035 1.819538 11.026135
## 1698 1698 -73.18940 2.063603 12.976613
## 1699 1699 -73.29146 3.341619 11.490442
## 1700 1700 -71.97351 3.383776 17.750160
## 1701 1701 -74.82242 1.748537 17.163422
## 1702 1702 -72.67686 2.864582 12.318955
## 1703 1703 -73.99925 4.499821 48.924797
## 1704 1704 -72.25086 1.979290  9.168390
## 1705 1705 -74.48517 3.414838 73.311012
## 1706 1706 -73.25596 3.916282 12.118670
## 1707 1707 -71.37888 3.137491 11.511305
## 1708 1708 -73.48450 3.377119 21.354464
## 1709 1709 -71.22800 4.000596 15.812472
## 1710 1710 -72.47274 2.926707 13.330504
## 1711 1711 -73.90607 1.788475 13.904739
## 1712 1712 -73.95266 2.944458 32.377872
## 1713 1713 -72.51489 2.052509  9.082113
## 1714 1714 -72.24198 2.165667 10.019960
## 1715 1715 -72.51045 2.234449 11.693534
## 1716 1716 -71.71169 2.846831 17.253202
## 1717 1717 -74.89786 2.842394 49.182232
## 1718 1718 -74.78692 1.797350 16.102236
## 1719 1719 -71.13925 2.485171 10.150031
## 1720 1720 -74.51845 2.281043 16.722109
## 1721 1721 -73.13171 2.320981 17.821934
## 1722 1722 -74.47407 2.021446 23.829756
## 1723 1723 -72.67908 2.181198 11.623347
## 1724 1724 -74.64714 3.383776 54.304272
## 1725 1725 -74.32763 3.823093 74.169128
## 1726 1726 -73.11618 4.384444 14.802805
## 1727 1727 -73.17165 2.367576 17.130201
## 1728 1728 -73.50225 4.859262 62.714630
## 1729 1729 -71.65401 3.472527 12.894859
## 1730 1730 -74.68486 3.323869 64.314560
## 1731 1731 -71.25463 3.767624 12.532900
## 1732 1732 -73.09843 3.732124 13.731168
## 1733 1733 -71.07269 4.604103 12.502712
## 1734 1734 -73.24043 2.090228 14.561843
## 1735 1735 -73.63759 4.877013 51.678158
## 1736 1736 -73.19828 1.695286 12.469743
## 1737 1737 -73.91272 2.092447 13.853840
## 1738 1738 -72.72124 4.648479 14.874858
## 1739 1739 -74.90008 2.798018 60.758366
## 1740 1740 -72.36845 2.915614 11.280135
## 1741 1741 -72.00901 2.540640 14.075444
## 1742 1742 -71.36113 1.673098  9.789004
## 1743 1743 -74.02588 4.257974 50.002186
## 1744 1744 -72.87655 4.104878 18.205084
## 1745 1745 -72.29523 4.060503 12.769838
## 1746 1746 -72.84993 3.909626 11.029991
## 1747 1747 -73.88610 4.025002 55.650116
## 1748 1748 -73.74409 4.541977 54.336098
## 1749 1749 -72.25973 4.728355 21.515308
## 1750 1750 -74.03254 2.567266 16.905537
## 1751 1751 -72.73899 4.537540 22.949671
## 1752 1752 -73.83728 2.265512 19.870411
## 1753 1753 -71.28347 4.042752 13.217027
## 1754 1754 -71.36557 1.690848 13.093925
## 1755 1755 -71.34338 4.510914 14.668866
## 1756 1756 -71.91582 2.802456  8.850595
## 1757 1757 -72.84327 1.930476  9.863525
## 1758 1758 -73.45787 3.996158 18.766155
## 1759 1759 -72.29301 2.522890 12.106823
## 1760 1760 -74.67598 2.693736 55.932327
## 1761 1761 -72.69683 2.600547 13.975665
## 1762 1762 -74.40307 3.250649 32.763062
## 1763 1763 -72.17764 3.237336 12.773342
## 1764 1764 -73.30478 4.537540 19.960722
## 1765 1765 -71.60076 3.863031 16.321329
## 1766 1766 -73.39353 3.283931 15.784708
## 1767 1767 -72.94977 3.834187 14.520308
## 1768 1768 -74.90673 1.872788 16.755873
## 1769 1769 -73.99038 1.741880 13.274218
## 1770 1770 -71.85592 4.169223 14.247100
## 1771 1771 -74.93336 2.152354 24.977234
## 1772 1772 -73.22712 4.568603 23.492390
## 1773 1773 -73.52444 3.275055 13.073238
## 1774 1774 -73.81953 2.931145 16.637808
## 1775 1775 -74.16122 3.705498 86.841324
## 1776 1776 -73.83728 4.335631 44.229557
## 1777 1777 -73.62872 4.728355 60.710945
## 1778 1778 -73.40462 2.460764 12.918113
## 1779 1779 -71.23022 4.284599 13.707421
## 1780 1780 -72.55483 4.814887 16.494045
## 1781 1781 -71.82707 4.273505 13.011271
## 1782 1782 -73.79735 2.533984 15.823631
## 1783 1783 -72.97862 3.587903 12.554406
## 1784 1784 -74.12129 2.183417 11.931429
## 1785 1785 -73.60209 2.276606 16.442244
## 1786 1786 -73.89497 2.241105 11.411200
## 1787 1787 -71.45210 3.585684 12.550726
## 1788 1788 -74.42526 2.991052 15.020742
## 1789 1789 -71.22134 3.410401 15.835736
## 1790 1790 -73.55994 3.361588 24.271254
## 1791 1791 -71.85813 4.293474 18.645296
## 1792 1792 -74.73367 3.006583 65.000031
## 1793 1793 -73.11618 3.208492 14.463971
## 1794 1794 -72.43723 1.952664 10.063465
## 1795 1795 -72.48605 4.717261 16.847179
## 1796 1796 -73.98372 3.432589 22.173395
## 1797 1797 -74.60942 2.731455 39.569664
## 1798 1798 -72.68352 1.843944 11.141016
## 1799 1799 -73.31809 1.664223 12.113378
## 1800 1800 -72.35736 3.339400 11.439420
## 1801 1801 -71.66954 3.474745 12.344445
## 1802 1802 -73.95266 4.482070 43.239475
## 1803 1803 -71.69616 3.330525 13.152075
## 1804 1804 -71.50979 2.034759 11.071849
## 1805 1805 -74.07247 1.715255 19.904030
## 1806 1806 -72.92093 2.871238 11.688693
## 1807 1807 -73.13171 2.502921 15.119942
## 1808 1808 -71.77604 2.096885 11.423993
## 1809 1809 -73.21824 4.044971 18.209843
## 1810 1810 -72.76561 3.135273 15.914089
## 1811 1811 -71.23909 1.713036 14.241262
## 1812 1812 -72.15323 3.417057 18.853128
## 1813 1813 -73.66644 3.195180 15.383745
## 1814 1814 -73.72856 4.417726 54.357960
## 1815 1815 -72.71458 4.016127 16.980576
## 1816 1816 -74.56060 4.082690 51.003128
## 1817 1817 -73.34693 2.001477 15.951594
## 1818 1818 -73.17609 2.651579 15.612819
## 1819 1819 -71.98904 4.601884 16.659771
## 1820 1820 -74.11241 3.343838 17.656118
## 1821 1821 -71.63626 2.123510 10.745038
## 1822 1822 -71.97573 2.061384 10.348077
## 1823 1823 -71.76716 4.568603 21.226610
## 1824 1824 -74.15901 1.750755 12.316827
## 1825 1825 -71.98239 4.360038 10.152501
## 1826 1826 -72.89652 4.368913 15.293561
## 1827 1827 -74.71592 2.041415 15.156664
## 1828 1828 -72.39508 1.810662 10.506963
## 1829 1829 -71.69173 4.863700 13.682715
## 1830 1830 -72.81221 2.602766 13.499541
## 1831 1831 -73.70638 2.611641 13.832374
## 1832 1832 -71.28569 2.068041 11.826561
## 1833 1833 -71.85813 1.799569 13.923428
## 1834 1834 -72.93424 4.672885 17.450697
## 1835 1835 -73.86391 4.246880 68.296021
## 1836 1836 -74.01700 4.036096 64.618698
## 1837 1837 -72.29301 2.731455 13.053522
## 1838 1838 -72.86102 3.900751 12.243070
## 1839 1839 -74.47407 4.670666 31.882889
## 1840 1840 -73.45122 2.374232 11.874535
## 1841 1841 -74.66489 3.077584 51.815529
## 1842 1842 -72.24198 4.568603 16.303345
## 1843 1843 -73.16721 4.794918 25.511679
## 1844 1844 -73.94600 2.261074 10.682262
## 1845 1845 -73.84838 1.817319 12.403746
## 1846 1846 -74.42526 2.187855 12.893272
## 1847 1847 -72.70127 4.615197 14.333923
## 1848 1848 -71.71169 4.692854 27.756327
## 1849 1849 -72.49270 4.566384 17.882738
## 1850 1850 -72.54374 2.156792  9.724979
## 1851 1851 -74.32985 3.212930 25.207972
## 1852 1852 -74.31876 4.386663 52.020744
## 1853 1853 -71.68063 1.619848 11.800000
## 1854 1854 -71.19916 4.309006 14.838934
## 1855 1855 -72.94090 2.959989 22.247028
## 1856 1856 -74.07469 1.841725 12.753257
## 1857 1857 -71.35669 1.719693 10.177147
## 1858 1858 -72.35070 3.357150 11.303473
## 1859 1859 -71.86035 4.071597 11.542878
## 1860 1860 -71.95354 2.795800 10.935762
## 1861 1861 -73.45565 4.890325 74.484100
## 1862 1862 -73.97263 4.550852 72.637276
## 1863 1863 -72.34626 1.981508  9.386125
## 1864 1864 -74.81355 3.230680 41.487743
## 1865 1865 -71.73610 3.718811 18.622154
## 1866 1866 -73.12062 4.664010 14.656734
## 1867 1867 -71.98460 3.323869 14.972805
## 1868 1868 -74.84017 2.434139 27.790709
## 1869 1869 -74.66711 4.009471 20.959217
## 1870 1870 -72.05560 3.374900 20.888699
## 1871 1871 -73.82175 3.181867 25.000248
## 1872 1872 -74.01035 2.516234 23.208439
## 1873 1873 -73.25596 2.778049 11.081827
## 1874 1874 -73.72856 2.092447 10.843322
## 1875 1875 -72.69683 2.136823 13.926857
## 1876 1876 -71.99126 2.298793  9.973855
## 1877 1877 -73.55328 4.404413 66.363319
## 1878 1878 -74.42970 2.786924 24.943428
## 1879 1879 -72.34626 4.149254 13.814945
## 1880 1880 -72.15989 3.592341 17.916763
## 1881 1881 -71.72057 4.224692 18.615999
## 1882 1882 -73.99260 4.786043 43.018032
## 1883 1883 -74.60276 3.465870 62.855820
## 1884 1884 -72.99859 2.443014 15.429695
## 1885 1885 -71.13703 2.837956  9.181180
## 1886 1886 -72.13770 3.230680 16.495674
## 1887 1887 -73.34471 4.475414 18.001978
## 1888 1888 -71.99126 4.200286 14.417150
## 1889 1889 -73.55772 3.352713 15.434365
## 1890 1890 -74.19451 2.920051 14.389343
## 1891 1891 -74.81355 2.289918 33.510685
## 1892 1892 -74.45632 2.017009 12.468593
## 1893 1893 -74.92005 3.463652 24.266483
## 1894 1894 -73.18274 2.465202 15.041409
## 1895 1895 -73.91716 4.351162 44.482662
## 1896 1896 -73.33362 3.492496 12.871535
## 1897 1897 -71.62960 3.339400 12.553622
## 1898 1898 -73.64425 2.136823 14.291894
## 1899 1899 -71.20138 1.642035 10.489992
## 1900 1900 -72.44833 3.676654 13.209860
## 1901 1901 -72.50380 4.515352 14.203262
## 1902 1902 -74.91783 2.287700 20.745918
## 1903 1903 -71.27903 4.561946 11.549907
## 1904 1904 -71.46097 2.844613 16.035137
## 1905 1905 -73.05405 4.770511 16.573641
## 1906 1906 -72.05339 2.849050 14.698059
## 1907 1907 -72.23089 4.728355 15.938619
## 1908 1908 -71.28791 4.628510 13.374232
## 1909 1909 -72.65246 2.507359 12.926033
## 1910 1910 -74.82686 3.643373 23.875595
## 1911 1911 -71.79601 2.254418 10.641338
## 1912 1912 -72.92093 1.648692  9.455094
## 1913 1913 -74.00591 2.782487 15.094028
## 1914 1914 -74.58723 1.968196 16.286268
## 1915 1915 -73.94378 2.924489 21.612965
## 1916 1916 -74.08801 1.846163 12.292706
## 1917 1917 -74.42304 3.113085 21.335423
## 1918 1918 -73.46453 2.780268 28.694828
## 1919 1919 -71.33450 3.656685 11.960876
## 1920 1920 -74.40973 3.787593 53.845627
## 1921 1921 -73.71303 2.198948 15.844052
## 1922 1922 -71.90473 2.389763 13.317539
## 1923 1923 -74.05029 3.230680 26.682228
## 1924 1924 -71.31453 3.057615 13.468306
## 1925 1925 -73.22046 3.749874 12.233258
## 1926 1926 -74.38754 2.837956 15.990848
## 1927 1927 -74.38310 4.834856 54.815353
## 1928 1928 -74.83351 1.710817 16.297222
## 1929 1929 -71.64957 2.045853  9.948273
## 1930 1930 -71.12594 2.232230 10.102619
## 1931 1931 -71.69616 2.505140 11.487099
## 1932 1932 -71.38110 4.289037 11.202956
## 1933 1933 -74.50070 4.437695 35.267662
## 1934 1934 -71.33006 4.260193 12.710785
## 1935 1935 -72.72789 3.110866 31.745651
## 1936 1936 -72.57258 1.724130  9.252695
## 1937 1937 -74.59389 4.468758 23.202774

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

m

sf::st_write(nmuestras, "D:/GB2_UNAL/Proyecto_5/INFORME_2/soc_stder.gpkg", driver = "GPKG",
             append=FALSE)

## Deleting layer `soc_stder' using driver `GPKG'
## Writing layer `soc_stder' to data source 
##   `D:/GB2_UNAL/Proyecto_5/INFORME_2/soc_stder.gpkg' using driver `GPKG'
## Writing 1937 features with 1 fields and geometry type Point.