Analisis de archivos vectoriales
VE-CC
DataIntelligenceMiercoles 12-05-2021
Abstract
En este informe veremos como trabajar con los objetos shape, su manipulación y extracción de información# library(rgee)
# ee_Initialize() Lecturas SHP
1 Vamos a leer el shp de conguillio y lo vamos a graficar
congui <- read_sf("1/conguillio.shp")
congui2 <-congui
congui2 <- dplyr::select(congui2[-c(1:29)])
congui2## Simple feature collection with 1 feature and 0 fields
## Geometry type: POLYGON
## Dimension: XY
## Bounding box: xmin: -71.89065 ymin: -38.81194 xmax: -71.49166 ymax: -38.49524
## Geodetic CRS: WGS 84
## # A tibble: 1 x 1
## geometry
## <POLYGON [°]>
## 1 ((-71.5587 -38.51745, -71.55922 -38.51922, -71.55927 -38.5194, -71.55932 -38.~kbl(congui) %>%
kable_styling(bootstrap_options = c("striped", "hover")) %>%
kable_paper() %>%
scroll_box(width = "100%", height = "300px")| WDPAID | WDPA_PID | PA_DEF | NAME | ORIG_NAME | DESIG | DESIG_ENG | DESIG_TYPE | IUCN_CAT | INT_CRIT | MARINE | REP_M_AREA | GIS_M_AREA | REP_AREA | GIS_AREA | NO_TAKE | NO_TK_AREA | STATUS | STATUS_YR | GOV_TYPE | OWN_TYPE | MANG_AUTH | MANG_PLAN | VERIF | METADATAID | SUB_LOC | PARENT_ISO | ISO3 | geometry |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2227 | 2227 | 1 | Conguillio | Conguillío | Parque Nacional | National Park | National | II | Not Applicable | 0 | 0 | 0 | 608.328 | 587.1577 | Not Applicable | 0 | Designated | 1970 | Federal or national ministry or agency | State | Corporación Nacional Forestal (CONAF) | http://bdrnap.mma.gob.cl/recursos/SINIA/PlandeManejo/Plan%20de%20Manejo%20Conguillio.pdf | State Verified | 1808 | CL-AR | CHL | CHL | POLYGON ((-71.5587 -38.5174… |
2 El shp congui posee 9 opciones de gráfica a las cuáles podemos acceder de forma independiente asignando un subset entre corchetes
plot(congui)## Warning: plotting the first 9 out of 28 attributes; use max.plot = 28 to plot
## all
plot(congui[,4])
3 Con la librería mapview podemos obtener el mapa en forma contextual e interactiva
# library(mapview)
# mapview(congui)
# Map$addLayer(congui)Analisis SHP
1 Cargamos las librerias
El siguiente shp a leer contiene información sobre áreas protegidas
ap <- read_sf("2/snaspe.shp")
kbl(ap) %>%
kable_styling(bootstrap_options = c("striped", "hover")) %>%
kable_paper() %>%
scroll_box(width = "100%", height = "300px")| objectid | st_area_sh | st_length_ | Nombre | Tipo_Snasp | Region | Cod_Region | geometry |
|---|---|---|---|---|---|---|---|
| 10921 | 1.970656e+09 | 1.388746e+06 | P.N.Cabo de Hornos | Parque | Región de Magallanes y Antártica Chilena | 12 | MULTIPOLYGON (((-7499544 -7… |
| 10150 | 2.663508e+02 | 2.139039e+02 | NA | NA | Región de Magallanes y Antártica Chilena | 12 | MULTIPOLYGON (((-7717794 -7… |
| 10142 | 3.143100e+04 | 9.173960e+02 | NA | NA | Región de Magallanes y Antártica Chilena | 12 | MULTIPOLYGON (((-7948929 -7… |
| 10129 | 4.558119e+04 | 8.557300e+02 | NA | NA | Región de Magallanes y Antártica Chilena | 12 | MULTIPOLYGON (((-7953614 -7… |
| 10126 | 3.025963e+05 | 2.331806e+03 | NA | NA | Región de Magallanes y Antártica Chilena | 12 | MULTIPOLYGON (((-7948900 -7… |
| 9620 | 3.025963e+05 | 2.331806e+03 | NA | NA | Región de Magallanes y Antártica Chilena | 12 | MULTIPOLYGON (((-7948900 -7… |
| 9610 | 3.143100e+04 | 9.173960e+02 | NA | NA | Región de Magallanes y Antártica Chilena | 12 | MULTIPOLYGON (((-7948929 -7… |
| 9552 | 4.558119e+04 | 8.557300e+02 | NA | NA | Región de Magallanes y Antártica Chilena | 12 | MULTIPOLYGON (((-7953614 -7… |
| 8687 | 1.327376e+05 | 2.025660e+03 | P.N.Bernardo OHiggins | Parque | Región de Magallanes y Antártica Chilena | 12 | MULTIPOLYGON (((-8156578 -6… |
| 6872 | 3.498597e+10 | 2.568508e+07 | R.N.Alacalufes | Reserva | Región de Magallanes y Antártica Chilena | 12 | MULTIPOLYGON (((-8225739 -6… |
| 6871 | 5.734246e+09 | 4.306301e+05 | P.N.Torres del Paine | Parque | Región de Magallanes y Antártica Chilena | 12 | MULTIPOLYGON (((-8138927 -6… |
| 6868 | 3.687191e+04 | 8.030726e+02 | P.N.Bernardo OHiggins | Parque | Región de Magallanes y Antártica Chilena | 12 | MULTIPOLYGON (((-8170277 -6… |
| 5005 | 9.209879e+10 | 1.760007e+07 | P.N.Bernardo OHiggins | Parque | Región de Magallanes y Antártica Chilena | 12 | MULTIPOLYGON (((-8292023 -6… |
| 5003 | 1.625428e+10 | 9.633523e+06 | R.N.Katalalixar | Reserva | Región de Aysén del Gral.Ibañez del Campo | 11 | MULTIPOLYGON (((-8299503 -6… |
| 4990 | 1.848357e+04 | 9.226792e+02 | NA | NA | Región de Aysén del Gral.Ibañez del Campo | 11 | MULTIPOLYGON (((-8332698 -5… |
| 4983 | 3.431496e+06 | 1.083934e+04 | NA | NA | Región de Aysén del Gral.Ibañez del Campo | 11 | MULTIPOLYGON (((-8274379 -5… |
| 4974 | 6.384512e-01 | 7.725381e+00 | NA | NA | Región de Aysén del Gral.Ibañez del Campo | 11 | MULTIPOLYGON (((-8127332 -5… |
| 4972 | 3.683645e+10 | 5.539428e+06 | P.N.Laguna San Rafael | Parque | Región de Aysén del Gral.Ibañez del Campo | 11 | MULTIPOLYGON (((-8323301 -5… |
| 4937 | 2.261449e+10 | 1.095556e+07 | R.N.Las Guaitecas | Reserva | Región de Aysén del Gral.Ibañez del Campo | 11 | MULTIPOLYGON (((-8334822 -5… |
| 3863 | 1.252896e+08 | 4.931177e+04 | P.N.Yendegaia | Parque | Región de Magallanes y Antártica Chilena | 12 | MULTIPOLYGON (((-7636033 -7… |
| 3861 | 1.933646e+09 | 3.240231e+05 | P.N.Yendegaia | Parque | Región de Magallanes y Antártica Chilena | 12 | MULTIPOLYGON (((-7636446 -7… |
| 2862 | 1.462462e+06 | 8.492729e+03 | M.N.Contulmo | Monumento | Región de la Araucania | 9 | MULTIPOLYGON (((-8144535 -4… |
| 391 | 7.439927e+07 | 3.477510e+04 | R.N.Río Blanco | Reserva | Región de Tarapacá | 5 | MULTIPOLYGON (((-7829978 -3… |
| 2864 | 3.305026e+08 | 9.567621e+04 | R.N.Nalcas | Reserva | Región de la Araucania | 9 | MULTIPOLYGON (((-7975122 -4… |
| 2863 | 3.542163e+07 | 3.409746e+04 | R.N.Isla Mocha | Reserva | Región del Bío-Bío | 8 | MULTIPOLYGON (((-8228665 -4… |
| 2860 | 2.073677e+08 | 8.268568e+04 | R.N.Ralco | Reserva | Región del Bío-Bío | 8 | MULTIPOLYGON (((-7942115 -4… |
| 2859 | 1.413667e+06 | 1.069811e+04 | M.N.Cerro Ñielol | Monumento | Región de la Araucania | 9 | MULTIPOLYGON (((-8079959 -4… |
| 2858 | 7.811014e+06 | 2.438894e+04 | R.N.Laguna de Torca | Reserva | Región del Maule | 7 | MULTIPOLYGON (((-8022562 -4… |
| 2857 | 9.381431e+04 | 1.964762e+03 | M.N.Isla Cachagua | Monumento | Región de Valparaíso | 5 | MULTIPOLYGON (((-7954624 -3… |
| 2856 | 1.128641e+07 | 3.394834e+04 | R.N.Pinguino de Humboldt | Reserva | Región de Coquimbo | 4 | MULTIPOLYGON (((-7967667 -3… |
| 2825 | 1.348225e+08 | 5.726456e+04 | P.N.Pali Aike | Parque | Región de Magallanes y Antártica Chilena | 12 | MULTIPOLYGON (((-7760308 -6… |
| 2822 | 2.867165e+08 | 1.180839e+05 | P.N.Isla Guamblin | Parque | Región de Aysén del Gral.Ibañez del Campo | 11 | MULTIPOLYGON (((-8364248 -5… |
| 2821 | 6.282120e+08 | 1.782130e+05 | P.N.Hornopirén | Parque | Región de Los Lagos | 10 | MULTIPOLYGON (((-8055059 -5… |
| 5 | 1.038839e+04 | 5.060925e+02 | P.N.Volcan Isluga | Parque | Región de Tarapacá | 1 | MULTIPOLYGON (((-7711086 -2… |
| 4 | 2.938950e-02 | 2.286395e+00 | P.N.Volcan Isluga | Parque | Región de Tarapacá | 1 | MULTIPOLYGON (((-7691875 -2… |
| 9325 | 2.936662e+10 | 1.582114e+07 | R.N.Alacalufes | Reserva | Región de Magallanes y Antártica Chilena | 12 | MULTIPOLYGON (((-8090810 -6… |
| 2853 | 1.558378e+09 | 2.802114e+05 | P.N.Lauca | Parque | Región de Arica y Parinacota | 15 | MULTIPOLYGON (((-7688971 -2… |
| 2847 | 4.662068e+07 | 3.448473e+04 | R.N.Trapananda | Reserva | Región de Aysén del Gral.Ibañez del Campo | 11 | MULTIPOLYGON (((-7988621 -5… |
| 2846 | 5.882161e+08 | 1.344508e+05 | R.N.Magallanes | Reserva | Región de Magallanes y Antártica Chilena | 12 | MULTIPOLYGON (((-7900902 -7… |
| 2845 | 6.489451e+08 | 1.657071e+05 | R.N.Llanquihue | Reserva | Región de Los Lagos | 10 | MULTIPOLYGON (((-8072002 -5… |
| 2843 | 6.210735e+08 | 1.005551e+05 | R.N.Laguna Parrillar | Reserva | Región de Magallanes y Antártica Chilena | 12 | MULTIPOLYGON (((-7935107 -7… |
| 2842 | 2.412815e+08 | 7.499317e+04 | R.N.Lago Rosselot | Reserva | Región de Aysén del Gral.Ibañez del Campo | 11 | MULTIPOLYGON (((-8057244 -5… |
| 2816 | 6.976244e+08 | 2.102258e+05 | P.N.Alerce Andino | Parque | Región de Los Lagos | 10 | MULTIPOLYGON (((-8078374 -5… |
| 2841 | 7.431647e+08 | 1.428397e+05 | R.N.Lago Palena | Reserva | Región de Los Lagos | 10 | MULTIPOLYGON (((-7985461 -5… |
| 2814 | 2.002125e+06 | 8.408165e+03 | M.N.Los Pinguinos | Monumento | Región de Magallanes y Antártica Chilena | 12 | MULTIPOLYGON (((-7855596 -6… |
| 2813 | 3.558308e+06 | 1.136742e+04 | M.N.Lahuen Ñadi | Monumento | Región de Los Lagos | 10 | MULTIPOLYGON (((-8128436 -5… |
| 2840 | 3.242211e+08 | 1.337229e+05 | R.N.Lago Las Torres | Reserva | Región de Aysén del Gral.Ibañez del Campo | 11 | MULTIPOLYGON (((-8017599 -5… |
| 2790 | 2.535277e+08 | 7.980804e+04 | P.N.Laguna del Laja | Parque | Región del Bío-Bío | 8 | MULTIPOLYGON (((-7939317 -4… |
| 401 | 1.312683e+08 | 5.291070e+04 | R.N.Los Flamencos | Reserva | Región de Antofagasta | 2 | MULTIPOLYGON (((-7543876 -2… |
| 2838 | 1.816772e+08 | 9.497616e+04 | R.N.Lago Cochrane | Reserva | Región de Aysén del Gral.Ibañez del Campo | 11 | MULTIPOLYGON (((-8078691 -5… |
| 398 | 1.258307e+05 | 2.338649e+03 | P.N.Pan de Azucar | Parque | Región de Atacama | 3 | MULTIPOLYGON (((-7849176 -2… |
| 2837 | 5.363821e+08 | 1.650603e+05 | P.N.Lago Carlota | Parque | Región de Aysén del Gral.Ibañez del Campo | 11 | MULTIPOLYGON (((-7950662 -5… |
| 2835 | 2.469462e+08 | 1.379945e+05 | R.N.Futaleufú | Reserva | Región de Los Lagos | 10 | MULTIPOLYGON (((-7987388 -5… |
| 2834 | 5.437944e+07 | 3.244850e+04 | R.N.Coihaique | Reserva | Región de Aysén del Gral.Ibañez del Campo | 11 | MULTIPOLYGON (((-8018357 -5… |
| 2833 | 2.796049e+09 | 6.719325e+05 | R.N.Cerro Castillo | Reserva | Región de Aysén del Gral.Ibañez del Campo | 11 | MULTIPOLYGON (((-8008229 -5… |
| 2831 | 8.285170e+08 | 2.339978e+05 | R.N.Río Simpson | Reserva | Región de Aysén del Gral.Ibañez del Campo | 11 | MULTIPOLYGON (((-8058799 -5… |
| 2829 | 4.000910e+09 | 1.101880e+06 | P.N.Vicente Pérez Rosales | Parque | Región de Los Lagos | 10 | MULTIPOLYGON (((-8014266 -4… |
| 2827 | 3.122164e+09 | 6.275286e+05 | P.N.Queulat | Parque | Región de Aysén del Gral.Ibañez del Campo | 11 | MULTIPOLYGON (((-8061842 -5… |
| 2826 | 2.004881e+09 | 3.807848e+05 | P.N.Puyehue | Parque | Región de Los Ríos | 14 | MULTIPOLYGON (((-8048104 -4… |
| 2812 | 4.840285e+07 | 7.473196e+04 | M.N.Laguna de Los Cisnes | Monumento | Región de Magallanes y Antártica Chilena | 12 | MULTIPOLYGON (((-7831092 -7… |
| 2811 | 2.157000e+05 | 3.730328e+03 | M.N.Islotes de Puñihuil | Monumento | Región de Los Lagos | 10 | MULTIPOLYGON (((-8242109 -5… |
| 2810 | 4.241245e+06 | 1.423601e+04 | M.N.Dos Lagunas | Monumento | Región de Aysén del Gral.Ibañez del Campo | 11 | MULTIPOLYGON (((-7994836 -5… |
| 2777 | 4.893071e+07 | 5.657068e+04 | P.N.Palmas de Cocalán | Parque | Región del Libertador Bernardo O’Higgins | 6 | MULTIPOLYGON (((-7912422 -4… |
| 2776 | 8.833890e+07 | 4.089330e+04 | R.N.Roblería Cobre de Lonch | Reserva | Región del Libertador Bernardo O’Higgins | 6 | MULTIPOLYGON (((-7895079 -4… |
| 2808 | 4.270178e+06 | 2.597345e+04 | M.N.Cinco Hermanos | Monumento | Región de Aysén del Gral.Ibañez del Campo | 11 | MULTIPOLYGON (((-8156140 -5… |
| 2798 | 1.303859e+08 | 7.883976e+04 | R.N.Mocho-Choshuenco | Reserva | Región de Los Ríos | 14 | MULTIPOLYGON (((-8017752 -4… |
| 2797 | 8.959195e+08 | 4.010180e+05 | P.N.Villarrica | Parque | Región de Los Ríos | 14 | MULTIPOLYGON (((-7979258 -4… |
| 2796 | 7.394673e+08 | 5.891884e+05 | R.N.Villarrica | Reserva | Región de La Araucanía | 9 | MULTIPOLYGON (((-7954730 -4… |
| 2795 | 5.025766e+08 | 1.683769e+05 | R.N.Alto Biobío | Reserva | Región de La Araucanía | 9 | MULTIPOLYGON (((-7896954 -4… |
| 2775 | 5.782161e+08 | 1.180938e+05 | P.N.Llanos de Challe | Parque | Región de Atacama | 3 | MULTIPOLYGON (((-7895329 -3… |
| 2794 | 1.406304e+08 | 1.124224e+05 | R.N.China Muerta | Reserva | Región de La Araucanía | 9 | MULTIPOLYGON (((-7959758 -4… |
| 409 | 6.490503e+07 | 4.292803e+04 | R.N.Los Flamencos | Reserva | Región de Antofagasta | 2 | MULTIPOLYGON (((-7605032 -2… |
| 408 | 4.340812e+08 | 1.119491e+05 | R.N.Los Flamencos | Reserva | Región de Antofagasta | 2 | MULTIPOLYGON (((-7507547 -2… |
| 2792 | 2.227072e+08 | 1.348425e+05 | R.N.Malalcahuello | Reserva | Región de La Araucanía | 9 | MULTIPOLYGON (((-7970874 -4… |
| 407 | 7.179771e+07 | 4.047790e+04 | R.N.Los Flamencos | Reserva | Región de Antofagasta | 2 | MULTIPOLYGON (((-7584514 -2… |
| 2791 | 2.959157e+08 | 1.135035e+05 | R.N.Altos de Pemehue | Reserva | Región del Bío-Bío | 8 | MULTIPOLYGON (((-7976036 -4… |
| 2786 | 4.745450e+07 | 3.665821e+04 | R.N.Nonguen | Reserva | Región del Bío-Bío | 8 | MULTIPOLYGON (((-8122076 -4… |
| 2785 | 2.224549e+06 | 9.264354e+03 | R.N.Los Queules | Reserva | Región del Maule | 7 | MULTIPOLYGON (((-8093410 -4… |
| 2784 | 1.450835e+07 | 2.056651e+04 | R.N.Los Ruiles | Reserva | Región del Maule | 7 | MULTIPOLYGON (((-8061553 -4… |
| 2783 | 2.079216e+06 | 9.949186e+03 | R.N.Federico Albert | Reserva | Región del Maule | 7 | MULTIPOLYGON (((-8075065 -4… |
| 2782 | 6.762784e+06 | 1.071519e+04 | R.N.Los Bellotos | Reserva | Región del Maule | 7 | MULTIPOLYGON (((-7916895 -4… |
| 2781 | 1.757586e+08 | 8.134630e+04 | R.N.Altos de Lircay | Reserva | Región del Maule | 7 | MULTIPOLYGON (((-7909184 -4… |
| 2780 | 1.431818e+07 | 2.569305e+04 | R.N.Radal 7 Tazas | Reserva | Región del Maule | 7 | MULTIPOLYGON (((-7906723 -4… |
| 2779 | 6.264670e+07 | 6.207799e+04 | P.N.Radal 7 Tazas | Parque | Región del Maule | 7 | MULTIPOLYGON (((-7896340 -4… |
| 2778 | 7.683010e+06 | 3.330477e+04 | R.N.El Yali | Reserva | Región de Valparaíso | 5 | MULTIPOLYGON (((-7981984 -3… |
| 406 | 6.715626e+07 | 3.220549e+04 | R.N.Los Flamencos | Reserva | Región de Antofagasta | 2 | MULTIPOLYGON (((-7516170 -2… |
| 2773 | 9.659686e+07 | 7.006723e+04 | M.N.Paposo Norte | Monumento | Región de Antofagasta | 2 | MULTIPOLYGON (((-7848057 -2… |
| 404 | 4.922148e+07 | 3.694691e+04 | R.N.Los Flamencos | Reserva | Región de Antofagasta | 2 | MULTIPOLYGON (((-7577467 -2… |
| 403 | 3.095618e+05 | 3.831672e+03 | M.N.La Portada | Monumento | Región de Antofagasta | 2 | MULTIPOLYGON (((-7839675 -2… |
| 2772 | 3.272811e+09 | 3.053672e+05 | P.N.Llullaillaco | Parque | Región de Antofagasta | 2 | MULTIPOLYGON (((-7627896 -2… |
| 2769 | 1.303046e+08 | 6.620538e+04 | M.N.Quebrada de Cardones | Monumento | Región de Arica y Parinacota | 15 | MULTIPOLYGON (((-7755731 -2… |
| 430 | 1.894262e+08 | 6.262557e+04 | R.N.Rio Clarillo | Reserva | Región Metropolitana | 13 | MULTIPOLYGON (((-7837752 -4… |
| 427 | 4.151178e+07 | 3.113657e+04 | M.N.El Morado | Monumento | Región Metropolitana | 13 | MULTIPOLYGON (((-7799235 -4… |
| 400 | 1.609930e+08 | 7.045641e+04 | P.N.Pan de Azucar | Parque | Región de Antofagasta | 2 | MULTIPOLYGON (((-7849176 -2… |
| 399 | 3.321659e+03 | 1.076390e+03 | P.N.Pan de Azucar | Parque | Región de Atacama | 3 | MULTIPOLYGON (((-7853801 -2… |
| 397 | 3.815832e+08 | 9.268221e+04 | P.N.Pan de Azucar | Parque | Región de Atacama | 3 | MULTIPOLYGON (((-7852851 -2… |
| 396 | 1.741899e+06 | 6.176980e+03 | M.N.Pichasca | Monumento | Región de Coquimbo | 4 | MULTIPOLYGON (((-7890634 -3… |
| 395 | 1.166505e+08 | 5.420094e+04 | P.N.Bosque Fray Jorge | Parque | Región de Coquimbo | 4 | MULTIPOLYGON (((-7982775 -3… |
| 279 | 1.066679e+08 | 6.812439e+04 | P.N.Tolhuaca | Parque | Región de la Araucania | 9 | MULTIPOLYGON (((-7983071 -4… |
| 394 | 5.988320e+07 | 5.267806e+04 | R.N.Las Chinchillas | Reserva | Región de Coquimbo | 4 | MULTIPOLYGON (((-7909749 -3… |
| 390 | 1.085037e+08 | 4.875175e+04 | P.N.La Campana | Parque | Región de Valparaíso | 5 | MULTIPOLYGON (((-7916837 -3… |
| 19 | 1.200710e+08 | 4.857685e+04 | M.N.Salar de Surire | Monumento | Región de Arica y Parinacota | 15 | MULTIPOLYGON (((-7679813 -2… |
| 371 | 1.386633e+08 | 6.063330e+04 | R.N.Lago Peñuelas | Reserva | Región de Valparaíso | 5 | MULTIPOLYGON (((-7948449 -3… |
| 309 | 1.047950e+08 | 7.114532e+04 | P.N.Nahuelbuta | Parque | Región de la Araucania | 9 | MULTIPOLYGON (((-8131153 -4… |
| 308 | 2.123004e+06 | 7.409904e+03 | P.N.Nahuelbuta | Parque | Región de la Araucania | 9 | MULTIPOLYGON (((-8131841 -4… |
| 2855 | 2.330657e+09 | 3.011388e+05 | R.N.Las Vicuñas | Reserva | Región de Arica y Parinacota | 15 | MULTIPOLYGON (((-7701015 -2… |
| 2839 | 3.656013e+09 | 6.149353e+05 | R.N.Lago Jeinimeni | Reserva | Región de Aysén del Gral.Ibañez del Campo | 11 | MULTIPOLYGON (((-8000026 -5… |
| 2819 | 7.636492e+08 | 2.662661e+05 | P.N.Chiloé | Parque | Región de Los Lagos | 10 | MULTIPOLYGON (((-8245153 -5… |
| 209 | 1.990565e+08 | 1.199719e+05 | P.N.Huerquehue | Parque | Región de la Araucania | 9 | MULTIPOLYGON (((-7971604 -4… |
| 8 | 1.915574e+09 | 2.606111e+05 | P.N.Volcan Isluga | Parque | Región de Tarapacá | 1 | MULTIPOLYGON (((-7664219 -2… |
| 2809 | 4.644495e+06 | 1.024261e+04 | M.N.Cueva del Milodón | Monumento | Región de Magallanes y Antártica Chilena | 12 | MULTIPOLYGON (((-8081460 -6… |
| 2793 | 9.632478e+08 | 2.879259e+05 | P.N.Conguillío | Parque | Región de La Araucanía | 9 | MULTIPOLYGON (((-7965878 -4… |
| 2788 | 1.166250e+09 | 2.006792e+05 | R.N.Ñuble | Reserva | Región de Ñuble | 16 | MULTIPOLYGON (((-7933412 -4… |
| 2787 | 1.571891e+08 | 4.938245e+04 | R.N.Los Huemules | Reserva | Región de Ñuble | 16 | MULTIPOLYGON (((-7955417 -4… |
| 2774 | 7.054795e+08 | 1.641552e+05 | P.N.Nevado Tres Cruces | Parque | Región de Atacama | 3 | MULTIPOLYGON (((-7685462 -3… |
| 2771 | 8.734036e+07 | 6.087923e+04 | P.N.Morro Moreno | Parque | Región de Antofagasta | 2 | MULTIPOLYGON (((-7852943 -2… |
| 2770 | 3.067352e+08 | 6.733657e+04 | R.N.Pampa de Tamarugal | Reserva | Región de Tarapacá | 1 | MULTIPOLYGON (((-7746127 -2… |
| 405 | 5.950457e+07 | 4.168945e+04 | R.N.Los Flamencos | Reserva | Región de Antofagasta | 2 | MULTIPOLYGON (((-7589900 -2… |
| 402 | 2.967155e+07 | 2.092275e+04 | R.N.La Chimba | Reserva | Región de Antofagasta | 2 | MULTIPOLYGON (((-7830186 -2… |
| 3 | 1.992527e+08 | 7.204444e+04 | R.N.Pampa de Tamarugal | Reserva | Región de Tarapacá | 1 | MULTIPOLYGON (((-7787769 -2… |
| 2 | 5.742572e+07 | 3.634385e+04 | R.N.Pampa de Tamarugal | Reserva | Región de Tarapacá | 1 | MULTIPOLYGON (((-7750163 -2… |
| 1 | 8.905604e+08 | 1.749780e+05 | R.N.Pampa de Tamarugal | Reserva | Región de Tarapacá | 1 | MULTIPOLYGON (((-7752520 -2… |
| 4989 | 2.908718e+02 | 2.235512e+02 | NA | NA | Región de Aysén del Gral.Ibañez del Campo | 11 | MULTIPOLYGON (((-8332831 -5… |
| 3924 | 3.208324e+09 | 1.074810e+06 | P.N.Isla Magdalena | Parque | Región de Aysén del Gral.Ibañez del Campo | 11 | MULTIPOLYGON (((-8153418 -5… |
| 3865 | 5.629601e+09 | 5.312371e+05 | P.N.Corcovado | Parque | Región de Los Lagos | 10 | MULTIPOLYGON (((-8106712 -5… |
| 3860 | 1.901867e+04 | 6.242371e+02 | NA | NA | Región de Magallanes y Antártica Chilena | 12 | MULTIPOLYGON (((-7691321 -7… |
| 12467 | 3.320180e+08 | 2.174344e+05 | Estero Quitralco | Santuario | Región de Aysén del Gral.Ibañez del Campo | 11 | MULTIPOLYGON (((-8150130 -5… |
| 11492 | 4.134973e+10 | 1.394582e+07 | P.N.Alberto Agostini | Parque | Región de Magallanes y Antártica Chilena | 12 | MULTIPOLYGON (((-7669926 -7… |
| 2799 | 4.244166e+08 | 2.384763e+05 | P.N.Alerce Costero | Parque | Región de Los Ríos | 14 | MULTIPOLYGON (((-8188238 -4… |
| 347 | 5.712235e+08 | 1.487792e+05 | R.N.Río Los Cipreses | Reserva | Región del Libertador Bernardo O’Higgins | 6 | MULTIPOLYGON (((-7832239 -4… |
| 305 | 1.887069e+08 | 7.670450e+04 | R.N.Malleco | Reserva | Región de la Araucania | 9 | MULTIPOLYGON (((-7983218 -4… |
| 286 | 6.419184e+07 | 6.829467e+04 | R.N.Malleco | Reserva | Región de la Araucania | 9 | MULTIPOLYGON (((-7983048 -4… |
| 12469 | 5.376587e+09 | 1.192382e+06 | Parque Pumalín | Parque | Región de Los Lagos | 10 | MULTIPOLYGON (((-8042695 -5… |
| 12471 | 7.210095e+07 | 1.238586e+05 | Parque Nacional Rapa Nui | Parque | Región de Valparaíso | 5 | MULTIPOLYGON (((-12177090 -… |
| 12473 | 1.455558e+07 | 1.538017e+04 | Parque Nacional Rapa Nui | Parque | Región de Valparaíso | 5 | MULTIPOLYGON (((-12182937 -… |
| 12472 | 1.234812e+06 | 4.720501e+03 | Parque Nacional Rapa Nui | Parque | Región de Valparaíso | 5 | MULTIPOLYGON (((-12178144 -… |
| 12871 | 1.518290e+08 | 1.699123e+05 | P.N. Juan Fernández | Parque | Región de Valparaíso | 5 | MULTIPOLYGON (((-8993582 -4… |
clean_names le da un formato similar a las columnas del shp
#clean_names(ap) #<- da formatos similares a encabesados de data frame
kbl(clean_names(ap)) %>%
kable_styling(bootstrap_options = c("striped", "hover")) %>%
kable_paper() %>%
scroll_box(width = "100%", height = "300px")| objectid | st_area_sh | st_length | nombre | tipo_snasp | region | cod_region | geometry |
|---|---|---|---|---|---|---|---|
| 10921 | 1.970656e+09 | 1.388746e+06 | P.N.Cabo de Hornos | Parque | Región de Magallanes y Antártica Chilena | 12 | MULTIPOLYGON (((-7499544 -7… |
| 10150 | 2.663508e+02 | 2.139039e+02 | NA | NA | Región de Magallanes y Antártica Chilena | 12 | MULTIPOLYGON (((-7717794 -7… |
| 10142 | 3.143100e+04 | 9.173960e+02 | NA | NA | Región de Magallanes y Antártica Chilena | 12 | MULTIPOLYGON (((-7948929 -7… |
| 10129 | 4.558119e+04 | 8.557300e+02 | NA | NA | Región de Magallanes y Antártica Chilena | 12 | MULTIPOLYGON (((-7953614 -7… |
| 10126 | 3.025963e+05 | 2.331806e+03 | NA | NA | Región de Magallanes y Antártica Chilena | 12 | MULTIPOLYGON (((-7948900 -7… |
| 9620 | 3.025963e+05 | 2.331806e+03 | NA | NA | Región de Magallanes y Antártica Chilena | 12 | MULTIPOLYGON (((-7948900 -7… |
| 9610 | 3.143100e+04 | 9.173960e+02 | NA | NA | Región de Magallanes y Antártica Chilena | 12 | MULTIPOLYGON (((-7948929 -7… |
| 9552 | 4.558119e+04 | 8.557300e+02 | NA | NA | Región de Magallanes y Antártica Chilena | 12 | MULTIPOLYGON (((-7953614 -7… |
| 8687 | 1.327376e+05 | 2.025660e+03 | P.N.Bernardo OHiggins | Parque | Región de Magallanes y Antártica Chilena | 12 | MULTIPOLYGON (((-8156578 -6… |
| 6872 | 3.498597e+10 | 2.568508e+07 | R.N.Alacalufes | Reserva | Región de Magallanes y Antártica Chilena | 12 | MULTIPOLYGON (((-8225739 -6… |
| 6871 | 5.734246e+09 | 4.306301e+05 | P.N.Torres del Paine | Parque | Región de Magallanes y Antártica Chilena | 12 | MULTIPOLYGON (((-8138927 -6… |
| 6868 | 3.687191e+04 | 8.030726e+02 | P.N.Bernardo OHiggins | Parque | Región de Magallanes y Antártica Chilena | 12 | MULTIPOLYGON (((-8170277 -6… |
| 5005 | 9.209879e+10 | 1.760007e+07 | P.N.Bernardo OHiggins | Parque | Región de Magallanes y Antártica Chilena | 12 | MULTIPOLYGON (((-8292023 -6… |
| 5003 | 1.625428e+10 | 9.633523e+06 | R.N.Katalalixar | Reserva | Región de Aysén del Gral.Ibañez del Campo | 11 | MULTIPOLYGON (((-8299503 -6… |
| 4990 | 1.848357e+04 | 9.226792e+02 | NA | NA | Región de Aysén del Gral.Ibañez del Campo | 11 | MULTIPOLYGON (((-8332698 -5… |
| 4983 | 3.431496e+06 | 1.083934e+04 | NA | NA | Región de Aysén del Gral.Ibañez del Campo | 11 | MULTIPOLYGON (((-8274379 -5… |
| 4974 | 6.384512e-01 | 7.725381e+00 | NA | NA | Región de Aysén del Gral.Ibañez del Campo | 11 | MULTIPOLYGON (((-8127332 -5… |
| 4972 | 3.683645e+10 | 5.539428e+06 | P.N.Laguna San Rafael | Parque | Región de Aysén del Gral.Ibañez del Campo | 11 | MULTIPOLYGON (((-8323301 -5… |
| 4937 | 2.261449e+10 | 1.095556e+07 | R.N.Las Guaitecas | Reserva | Región de Aysén del Gral.Ibañez del Campo | 11 | MULTIPOLYGON (((-8334822 -5… |
| 3863 | 1.252896e+08 | 4.931177e+04 | P.N.Yendegaia | Parque | Región de Magallanes y Antártica Chilena | 12 | MULTIPOLYGON (((-7636033 -7… |
| 3861 | 1.933646e+09 | 3.240231e+05 | P.N.Yendegaia | Parque | Región de Magallanes y Antártica Chilena | 12 | MULTIPOLYGON (((-7636446 -7… |
| 2862 | 1.462462e+06 | 8.492729e+03 | M.N.Contulmo | Monumento | Región de la Araucania | 9 | MULTIPOLYGON (((-8144535 -4… |
| 391 | 7.439927e+07 | 3.477510e+04 | R.N.Río Blanco | Reserva | Región de Tarapacá | 5 | MULTIPOLYGON (((-7829978 -3… |
| 2864 | 3.305026e+08 | 9.567621e+04 | R.N.Nalcas | Reserva | Región de la Araucania | 9 | MULTIPOLYGON (((-7975122 -4… |
| 2863 | 3.542163e+07 | 3.409746e+04 | R.N.Isla Mocha | Reserva | Región del Bío-Bío | 8 | MULTIPOLYGON (((-8228665 -4… |
| 2860 | 2.073677e+08 | 8.268568e+04 | R.N.Ralco | Reserva | Región del Bío-Bío | 8 | MULTIPOLYGON (((-7942115 -4… |
| 2859 | 1.413667e+06 | 1.069811e+04 | M.N.Cerro Ñielol | Monumento | Región de la Araucania | 9 | MULTIPOLYGON (((-8079959 -4… |
| 2858 | 7.811014e+06 | 2.438894e+04 | R.N.Laguna de Torca | Reserva | Región del Maule | 7 | MULTIPOLYGON (((-8022562 -4… |
| 2857 | 9.381431e+04 | 1.964762e+03 | M.N.Isla Cachagua | Monumento | Región de Valparaíso | 5 | MULTIPOLYGON (((-7954624 -3… |
| 2856 | 1.128641e+07 | 3.394834e+04 | R.N.Pinguino de Humboldt | Reserva | Región de Coquimbo | 4 | MULTIPOLYGON (((-7967667 -3… |
| 2825 | 1.348225e+08 | 5.726456e+04 | P.N.Pali Aike | Parque | Región de Magallanes y Antártica Chilena | 12 | MULTIPOLYGON (((-7760308 -6… |
| 2822 | 2.867165e+08 | 1.180839e+05 | P.N.Isla Guamblin | Parque | Región de Aysén del Gral.Ibañez del Campo | 11 | MULTIPOLYGON (((-8364248 -5… |
| 2821 | 6.282120e+08 | 1.782130e+05 | P.N.Hornopirén | Parque | Región de Los Lagos | 10 | MULTIPOLYGON (((-8055059 -5… |
| 5 | 1.038839e+04 | 5.060925e+02 | P.N.Volcan Isluga | Parque | Región de Tarapacá | 1 | MULTIPOLYGON (((-7711086 -2… |
| 4 | 2.938950e-02 | 2.286395e+00 | P.N.Volcan Isluga | Parque | Región de Tarapacá | 1 | MULTIPOLYGON (((-7691875 -2… |
| 9325 | 2.936662e+10 | 1.582114e+07 | R.N.Alacalufes | Reserva | Región de Magallanes y Antártica Chilena | 12 | MULTIPOLYGON (((-8090810 -6… |
| 2853 | 1.558378e+09 | 2.802114e+05 | P.N.Lauca | Parque | Región de Arica y Parinacota | 15 | MULTIPOLYGON (((-7688971 -2… |
| 2847 | 4.662068e+07 | 3.448473e+04 | R.N.Trapananda | Reserva | Región de Aysén del Gral.Ibañez del Campo | 11 | MULTIPOLYGON (((-7988621 -5… |
| 2846 | 5.882161e+08 | 1.344508e+05 | R.N.Magallanes | Reserva | Región de Magallanes y Antártica Chilena | 12 | MULTIPOLYGON (((-7900902 -7… |
| 2845 | 6.489451e+08 | 1.657071e+05 | R.N.Llanquihue | Reserva | Región de Los Lagos | 10 | MULTIPOLYGON (((-8072002 -5… |
| 2843 | 6.210735e+08 | 1.005551e+05 | R.N.Laguna Parrillar | Reserva | Región de Magallanes y Antártica Chilena | 12 | MULTIPOLYGON (((-7935107 -7… |
| 2842 | 2.412815e+08 | 7.499317e+04 | R.N.Lago Rosselot | Reserva | Región de Aysén del Gral.Ibañez del Campo | 11 | MULTIPOLYGON (((-8057244 -5… |
| 2816 | 6.976244e+08 | 2.102258e+05 | P.N.Alerce Andino | Parque | Región de Los Lagos | 10 | MULTIPOLYGON (((-8078374 -5… |
| 2841 | 7.431647e+08 | 1.428397e+05 | R.N.Lago Palena | Reserva | Región de Los Lagos | 10 | MULTIPOLYGON (((-7985461 -5… |
| 2814 | 2.002125e+06 | 8.408165e+03 | M.N.Los Pinguinos | Monumento | Región de Magallanes y Antártica Chilena | 12 | MULTIPOLYGON (((-7855596 -6… |
| 2813 | 3.558308e+06 | 1.136742e+04 | M.N.Lahuen Ñadi | Monumento | Región de Los Lagos | 10 | MULTIPOLYGON (((-8128436 -5… |
| 2840 | 3.242211e+08 | 1.337229e+05 | R.N.Lago Las Torres | Reserva | Región de Aysén del Gral.Ibañez del Campo | 11 | MULTIPOLYGON (((-8017599 -5… |
| 2790 | 2.535277e+08 | 7.980804e+04 | P.N.Laguna del Laja | Parque | Región del Bío-Bío | 8 | MULTIPOLYGON (((-7939317 -4… |
| 401 | 1.312683e+08 | 5.291070e+04 | R.N.Los Flamencos | Reserva | Región de Antofagasta | 2 | MULTIPOLYGON (((-7543876 -2… |
| 2838 | 1.816772e+08 | 9.497616e+04 | R.N.Lago Cochrane | Reserva | Región de Aysén del Gral.Ibañez del Campo | 11 | MULTIPOLYGON (((-8078691 -5… |
| 398 | 1.258307e+05 | 2.338649e+03 | P.N.Pan de Azucar | Parque | Región de Atacama | 3 | MULTIPOLYGON (((-7849176 -2… |
| 2837 | 5.363821e+08 | 1.650603e+05 | P.N.Lago Carlota | Parque | Región de Aysén del Gral.Ibañez del Campo | 11 | MULTIPOLYGON (((-7950662 -5… |
| 2835 | 2.469462e+08 | 1.379945e+05 | R.N.Futaleufú | Reserva | Región de Los Lagos | 10 | MULTIPOLYGON (((-7987388 -5… |
| 2834 | 5.437944e+07 | 3.244850e+04 | R.N.Coihaique | Reserva | Región de Aysén del Gral.Ibañez del Campo | 11 | MULTIPOLYGON (((-8018357 -5… |
| 2833 | 2.796049e+09 | 6.719325e+05 | R.N.Cerro Castillo | Reserva | Región de Aysén del Gral.Ibañez del Campo | 11 | MULTIPOLYGON (((-8008229 -5… |
| 2831 | 8.285170e+08 | 2.339978e+05 | R.N.Río Simpson | Reserva | Región de Aysén del Gral.Ibañez del Campo | 11 | MULTIPOLYGON (((-8058799 -5… |
| 2829 | 4.000910e+09 | 1.101880e+06 | P.N.Vicente Pérez Rosales | Parque | Región de Los Lagos | 10 | MULTIPOLYGON (((-8014266 -4… |
| 2827 | 3.122164e+09 | 6.275286e+05 | P.N.Queulat | Parque | Región de Aysén del Gral.Ibañez del Campo | 11 | MULTIPOLYGON (((-8061842 -5… |
| 2826 | 2.004881e+09 | 3.807848e+05 | P.N.Puyehue | Parque | Región de Los Ríos | 14 | MULTIPOLYGON (((-8048104 -4… |
| 2812 | 4.840285e+07 | 7.473196e+04 | M.N.Laguna de Los Cisnes | Monumento | Región de Magallanes y Antártica Chilena | 12 | MULTIPOLYGON (((-7831092 -7… |
| 2811 | 2.157000e+05 | 3.730328e+03 | M.N.Islotes de Puñihuil | Monumento | Región de Los Lagos | 10 | MULTIPOLYGON (((-8242109 -5… |
| 2810 | 4.241245e+06 | 1.423601e+04 | M.N.Dos Lagunas | Monumento | Región de Aysén del Gral.Ibañez del Campo | 11 | MULTIPOLYGON (((-7994836 -5… |
| 2777 | 4.893071e+07 | 5.657068e+04 | P.N.Palmas de Cocalán | Parque | Región del Libertador Bernardo O’Higgins | 6 | MULTIPOLYGON (((-7912422 -4… |
| 2776 | 8.833890e+07 | 4.089330e+04 | R.N.Roblería Cobre de Lonch | Reserva | Región del Libertador Bernardo O’Higgins | 6 | MULTIPOLYGON (((-7895079 -4… |
| 2808 | 4.270178e+06 | 2.597345e+04 | M.N.Cinco Hermanos | Monumento | Región de Aysén del Gral.Ibañez del Campo | 11 | MULTIPOLYGON (((-8156140 -5… |
| 2798 | 1.303859e+08 | 7.883976e+04 | R.N.Mocho-Choshuenco | Reserva | Región de Los Ríos | 14 | MULTIPOLYGON (((-8017752 -4… |
| 2797 | 8.959195e+08 | 4.010180e+05 | P.N.Villarrica | Parque | Región de Los Ríos | 14 | MULTIPOLYGON (((-7979258 -4… |
| 2796 | 7.394673e+08 | 5.891884e+05 | R.N.Villarrica | Reserva | Región de La Araucanía | 9 | MULTIPOLYGON (((-7954730 -4… |
| 2795 | 5.025766e+08 | 1.683769e+05 | R.N.Alto Biobío | Reserva | Región de La Araucanía | 9 | MULTIPOLYGON (((-7896954 -4… |
| 2775 | 5.782161e+08 | 1.180938e+05 | P.N.Llanos de Challe | Parque | Región de Atacama | 3 | MULTIPOLYGON (((-7895329 -3… |
| 2794 | 1.406304e+08 | 1.124224e+05 | R.N.China Muerta | Reserva | Región de La Araucanía | 9 | MULTIPOLYGON (((-7959758 -4… |
| 409 | 6.490503e+07 | 4.292803e+04 | R.N.Los Flamencos | Reserva | Región de Antofagasta | 2 | MULTIPOLYGON (((-7605032 -2… |
| 408 | 4.340812e+08 | 1.119491e+05 | R.N.Los Flamencos | Reserva | Región de Antofagasta | 2 | MULTIPOLYGON (((-7507547 -2… |
| 2792 | 2.227072e+08 | 1.348425e+05 | R.N.Malalcahuello | Reserva | Región de La Araucanía | 9 | MULTIPOLYGON (((-7970874 -4… |
| 407 | 7.179771e+07 | 4.047790e+04 | R.N.Los Flamencos | Reserva | Región de Antofagasta | 2 | MULTIPOLYGON (((-7584514 -2… |
| 2791 | 2.959157e+08 | 1.135035e+05 | R.N.Altos de Pemehue | Reserva | Región del Bío-Bío | 8 | MULTIPOLYGON (((-7976036 -4… |
| 2786 | 4.745450e+07 | 3.665821e+04 | R.N.Nonguen | Reserva | Región del Bío-Bío | 8 | MULTIPOLYGON (((-8122076 -4… |
| 2785 | 2.224549e+06 | 9.264354e+03 | R.N.Los Queules | Reserva | Región del Maule | 7 | MULTIPOLYGON (((-8093410 -4… |
| 2784 | 1.450835e+07 | 2.056651e+04 | R.N.Los Ruiles | Reserva | Región del Maule | 7 | MULTIPOLYGON (((-8061553 -4… |
| 2783 | 2.079216e+06 | 9.949186e+03 | R.N.Federico Albert | Reserva | Región del Maule | 7 | MULTIPOLYGON (((-8075065 -4… |
| 2782 | 6.762784e+06 | 1.071519e+04 | R.N.Los Bellotos | Reserva | Región del Maule | 7 | MULTIPOLYGON (((-7916895 -4… |
| 2781 | 1.757586e+08 | 8.134630e+04 | R.N.Altos de Lircay | Reserva | Región del Maule | 7 | MULTIPOLYGON (((-7909184 -4… |
| 2780 | 1.431818e+07 | 2.569305e+04 | R.N.Radal 7 Tazas | Reserva | Región del Maule | 7 | MULTIPOLYGON (((-7906723 -4… |
| 2779 | 6.264670e+07 | 6.207799e+04 | P.N.Radal 7 Tazas | Parque | Región del Maule | 7 | MULTIPOLYGON (((-7896340 -4… |
| 2778 | 7.683010e+06 | 3.330477e+04 | R.N.El Yali | Reserva | Región de Valparaíso | 5 | MULTIPOLYGON (((-7981984 -3… |
| 406 | 6.715626e+07 | 3.220549e+04 | R.N.Los Flamencos | Reserva | Región de Antofagasta | 2 | MULTIPOLYGON (((-7516170 -2… |
| 2773 | 9.659686e+07 | 7.006723e+04 | M.N.Paposo Norte | Monumento | Región de Antofagasta | 2 | MULTIPOLYGON (((-7848057 -2… |
| 404 | 4.922148e+07 | 3.694691e+04 | R.N.Los Flamencos | Reserva | Región de Antofagasta | 2 | MULTIPOLYGON (((-7577467 -2… |
| 403 | 3.095618e+05 | 3.831672e+03 | M.N.La Portada | Monumento | Región de Antofagasta | 2 | MULTIPOLYGON (((-7839675 -2… |
| 2772 | 3.272811e+09 | 3.053672e+05 | P.N.Llullaillaco | Parque | Región de Antofagasta | 2 | MULTIPOLYGON (((-7627896 -2… |
| 2769 | 1.303046e+08 | 6.620538e+04 | M.N.Quebrada de Cardones | Monumento | Región de Arica y Parinacota | 15 | MULTIPOLYGON (((-7755731 -2… |
| 430 | 1.894262e+08 | 6.262557e+04 | R.N.Rio Clarillo | Reserva | Región Metropolitana | 13 | MULTIPOLYGON (((-7837752 -4… |
| 427 | 4.151178e+07 | 3.113657e+04 | M.N.El Morado | Monumento | Región Metropolitana | 13 | MULTIPOLYGON (((-7799235 -4… |
| 400 | 1.609930e+08 | 7.045641e+04 | P.N.Pan de Azucar | Parque | Región de Antofagasta | 2 | MULTIPOLYGON (((-7849176 -2… |
| 399 | 3.321659e+03 | 1.076390e+03 | P.N.Pan de Azucar | Parque | Región de Atacama | 3 | MULTIPOLYGON (((-7853801 -2… |
| 397 | 3.815832e+08 | 9.268221e+04 | P.N.Pan de Azucar | Parque | Región de Atacama | 3 | MULTIPOLYGON (((-7852851 -2… |
| 396 | 1.741899e+06 | 6.176980e+03 | M.N.Pichasca | Monumento | Región de Coquimbo | 4 | MULTIPOLYGON (((-7890634 -3… |
| 395 | 1.166505e+08 | 5.420094e+04 | P.N.Bosque Fray Jorge | Parque | Región de Coquimbo | 4 | MULTIPOLYGON (((-7982775 -3… |
| 279 | 1.066679e+08 | 6.812439e+04 | P.N.Tolhuaca | Parque | Región de la Araucania | 9 | MULTIPOLYGON (((-7983071 -4… |
| 394 | 5.988320e+07 | 5.267806e+04 | R.N.Las Chinchillas | Reserva | Región de Coquimbo | 4 | MULTIPOLYGON (((-7909749 -3… |
| 390 | 1.085037e+08 | 4.875175e+04 | P.N.La Campana | Parque | Región de Valparaíso | 5 | MULTIPOLYGON (((-7916837 -3… |
| 19 | 1.200710e+08 | 4.857685e+04 | M.N.Salar de Surire | Monumento | Región de Arica y Parinacota | 15 | MULTIPOLYGON (((-7679813 -2… |
| 371 | 1.386633e+08 | 6.063330e+04 | R.N.Lago Peñuelas | Reserva | Región de Valparaíso | 5 | MULTIPOLYGON (((-7948449 -3… |
| 309 | 1.047950e+08 | 7.114532e+04 | P.N.Nahuelbuta | Parque | Región de la Araucania | 9 | MULTIPOLYGON (((-8131153 -4… |
| 308 | 2.123004e+06 | 7.409904e+03 | P.N.Nahuelbuta | Parque | Región de la Araucania | 9 | MULTIPOLYGON (((-8131841 -4… |
| 2855 | 2.330657e+09 | 3.011388e+05 | R.N.Las Vicuñas | Reserva | Región de Arica y Parinacota | 15 | MULTIPOLYGON (((-7701015 -2… |
| 2839 | 3.656013e+09 | 6.149353e+05 | R.N.Lago Jeinimeni | Reserva | Región de Aysén del Gral.Ibañez del Campo | 11 | MULTIPOLYGON (((-8000026 -5… |
| 2819 | 7.636492e+08 | 2.662661e+05 | P.N.Chiloé | Parque | Región de Los Lagos | 10 | MULTIPOLYGON (((-8245153 -5… |
| 209 | 1.990565e+08 | 1.199719e+05 | P.N.Huerquehue | Parque | Región de la Araucania | 9 | MULTIPOLYGON (((-7971604 -4… |
| 8 | 1.915574e+09 | 2.606111e+05 | P.N.Volcan Isluga | Parque | Región de Tarapacá | 1 | MULTIPOLYGON (((-7664219 -2… |
| 2809 | 4.644495e+06 | 1.024261e+04 | M.N.Cueva del Milodón | Monumento | Región de Magallanes y Antártica Chilena | 12 | MULTIPOLYGON (((-8081460 -6… |
| 2793 | 9.632478e+08 | 2.879259e+05 | P.N.Conguillío | Parque | Región de La Araucanía | 9 | MULTIPOLYGON (((-7965878 -4… |
| 2788 | 1.166250e+09 | 2.006792e+05 | R.N.Ñuble | Reserva | Región de Ñuble | 16 | MULTIPOLYGON (((-7933412 -4… |
| 2787 | 1.571891e+08 | 4.938245e+04 | R.N.Los Huemules | Reserva | Región de Ñuble | 16 | MULTIPOLYGON (((-7955417 -4… |
| 2774 | 7.054795e+08 | 1.641552e+05 | P.N.Nevado Tres Cruces | Parque | Región de Atacama | 3 | MULTIPOLYGON (((-7685462 -3… |
| 2771 | 8.734036e+07 | 6.087923e+04 | P.N.Morro Moreno | Parque | Región de Antofagasta | 2 | MULTIPOLYGON (((-7852943 -2… |
| 2770 | 3.067352e+08 | 6.733657e+04 | R.N.Pampa de Tamarugal | Reserva | Región de Tarapacá | 1 | MULTIPOLYGON (((-7746127 -2… |
| 405 | 5.950457e+07 | 4.168945e+04 | R.N.Los Flamencos | Reserva | Región de Antofagasta | 2 | MULTIPOLYGON (((-7589900 -2… |
| 402 | 2.967155e+07 | 2.092275e+04 | R.N.La Chimba | Reserva | Región de Antofagasta | 2 | MULTIPOLYGON (((-7830186 -2… |
| 3 | 1.992527e+08 | 7.204444e+04 | R.N.Pampa de Tamarugal | Reserva | Región de Tarapacá | 1 | MULTIPOLYGON (((-7787769 -2… |
| 2 | 5.742572e+07 | 3.634385e+04 | R.N.Pampa de Tamarugal | Reserva | Región de Tarapacá | 1 | MULTIPOLYGON (((-7750163 -2… |
| 1 | 8.905604e+08 | 1.749780e+05 | R.N.Pampa de Tamarugal | Reserva | Región de Tarapacá | 1 | MULTIPOLYGON (((-7752520 -2… |
| 4989 | 2.908718e+02 | 2.235512e+02 | NA | NA | Región de Aysén del Gral.Ibañez del Campo | 11 | MULTIPOLYGON (((-8332831 -5… |
| 3924 | 3.208324e+09 | 1.074810e+06 | P.N.Isla Magdalena | Parque | Región de Aysén del Gral.Ibañez del Campo | 11 | MULTIPOLYGON (((-8153418 -5… |
| 3865 | 5.629601e+09 | 5.312371e+05 | P.N.Corcovado | Parque | Región de Los Lagos | 10 | MULTIPOLYGON (((-8106712 -5… |
| 3860 | 1.901867e+04 | 6.242371e+02 | NA | NA | Región de Magallanes y Antártica Chilena | 12 | MULTIPOLYGON (((-7691321 -7… |
| 12467 | 3.320180e+08 | 2.174344e+05 | Estero Quitralco | Santuario | Región de Aysén del Gral.Ibañez del Campo | 11 | MULTIPOLYGON (((-8150130 -5… |
| 11492 | 4.134973e+10 | 1.394582e+07 | P.N.Alberto Agostini | Parque | Región de Magallanes y Antártica Chilena | 12 | MULTIPOLYGON (((-7669926 -7… |
| 2799 | 4.244166e+08 | 2.384763e+05 | P.N.Alerce Costero | Parque | Región de Los Ríos | 14 | MULTIPOLYGON (((-8188238 -4… |
| 347 | 5.712235e+08 | 1.487792e+05 | R.N.Río Los Cipreses | Reserva | Región del Libertador Bernardo O’Higgins | 6 | MULTIPOLYGON (((-7832239 -4… |
| 305 | 1.887069e+08 | 7.670450e+04 | R.N.Malleco | Reserva | Región de la Araucania | 9 | MULTIPOLYGON (((-7983218 -4… |
| 286 | 6.419184e+07 | 6.829467e+04 | R.N.Malleco | Reserva | Región de la Araucania | 9 | MULTIPOLYGON (((-7983048 -4… |
| 12469 | 5.376587e+09 | 1.192382e+06 | Parque Pumalín | Parque | Región de Los Lagos | 10 | MULTIPOLYGON (((-8042695 -5… |
| 12471 | 7.210095e+07 | 1.238586e+05 | Parque Nacional Rapa Nui | Parque | Región de Valparaíso | 5 | MULTIPOLYGON (((-12177090 -… |
| 12473 | 1.455558e+07 | 1.538017e+04 | Parque Nacional Rapa Nui | Parque | Región de Valparaíso | 5 | MULTIPOLYGON (((-12182937 -… |
| 12472 | 1.234812e+06 | 4.720501e+03 | Parque Nacional Rapa Nui | Parque | Región de Valparaíso | 5 | MULTIPOLYGON (((-12178144 -… |
| 12871 | 1.518290e+08 | 1.699123e+05 | P.N. Juan Fernández | Parque | Región de Valparaíso | 5 | MULTIPOLYGON (((-8993582 -4… |
A continuación excluimos columnas que no aporten información en este caso, para eso se utiliza la función select pero previo debemos colocar dplyr para especificar que la función es de este paquete.
ap <- ap %>% dplyr::select(-1,-3)#<- se eliminan columnas que no se ocupan
summary(ap) #<- visualizamos la informacion## st_area_sh Nombre Tipo_Snasp Region
## Min. :0.000e+00 Length:137 Length:137 Length:137
## 1st Qu.:7.683e+06 Class :character Class :character Class :character
## Median :1.303e+08 Mode :character Mode :character Mode :character
## Mean :2.510e+09
## 3rd Qu.:6.211e+08
## Max. :9.210e+10
## Cod_Region geometry
## Min. : 1.000 MULTIPOLYGON :137
## 1st Qu.: 5.000 epsg:3857 : 0
## Median :10.000 +proj=merc...: 0
## Mean : 8.489
## 3rd Qu.:12.000
## Max. :16.000Las columnas 3,4 y 5 no nos están dando la información que necesitamos por el formato que poseen por lo que es necesario convertirlas a factor
ap <- ap %>% mutate(across(3:5,factor))#<- las columnas de 3:5 se convierten en factor para poder extraer informacion
# head(ap)
summary(ap)## st_area_sh Nombre Tipo_Snasp
## Min. :0.000e+00 Length:137 Monumento:16
## 1st Qu.:7.683e+06 Class :character Parque :49
## Median :1.303e+08 Mode :character Reserva :59
## Mean :2.510e+09 Santuario: 1
## 3rd Qu.:6.211e+08 NA's :12
## Max. :9.210e+10
##
## Region Cod_Region
## Región de Magallanes y Antártica Chilena :24 12 :24
## Región de Aysén del Gral.Ibañez del Campo:22 11 :22
## Región de Antofagasta :13 9 :14
## Región de Los Lagos :11 2 :13
## Región de la Araucania : 9 10 :11
## Región de Tarapacá : 8 5 : 9
## (Other) :50 (Other):44
## geometry
## MULTIPOLYGON :137
## epsg:3857 : 0
## +proj=merc...: 0
##
##
##
## Para poder obtener información más detallada vamos a aplicar la función diagnose_category es necesaria eliminar las geometrías del shp st_set_geometry(NULL) para no tener problemas de ejecución
ta <- ap %>% st_set_geometry(NULL)#<- se eliminan las geometrias para poder aplicar funciones al los shp
# clean_names(ta)
kbl(clean_names(ta)) %>%
kable_styling(bootstrap_options = c("striped", "hover")) %>%
kable_paper() %>%
scroll_box(width = "100%", height = "300px")| st_area_sh | nombre | tipo_snasp | region | cod_region |
|---|---|---|---|---|
| 1.970656e+09 | P.N.Cabo de Hornos | Parque | Región de Magallanes y Antártica Chilena | 12 |
| 2.663508e+02 | NA | NA | Región de Magallanes y Antártica Chilena | 12 |
| 3.143100e+04 | NA | NA | Región de Magallanes y Antártica Chilena | 12 |
| 4.558119e+04 | NA | NA | Región de Magallanes y Antártica Chilena | 12 |
| 3.025963e+05 | NA | NA | Región de Magallanes y Antártica Chilena | 12 |
| 3.025963e+05 | NA | NA | Región de Magallanes y Antártica Chilena | 12 |
| 3.143100e+04 | NA | NA | Región de Magallanes y Antártica Chilena | 12 |
| 4.558119e+04 | NA | NA | Región de Magallanes y Antártica Chilena | 12 |
| 1.327376e+05 | P.N.Bernardo OHiggins | Parque | Región de Magallanes y Antártica Chilena | 12 |
| 3.498597e+10 | R.N.Alacalufes | Reserva | Región de Magallanes y Antártica Chilena | 12 |
| 5.734246e+09 | P.N.Torres del Paine | Parque | Región de Magallanes y Antártica Chilena | 12 |
| 3.687191e+04 | P.N.Bernardo OHiggins | Parque | Región de Magallanes y Antártica Chilena | 12 |
| 9.209879e+10 | P.N.Bernardo OHiggins | Parque | Región de Magallanes y Antártica Chilena | 12 |
| 1.625428e+10 | R.N.Katalalixar | Reserva | Región de Aysén del Gral.Ibañez del Campo | 11 |
| 1.848357e+04 | NA | NA | Región de Aysén del Gral.Ibañez del Campo | 11 |
| 3.431496e+06 | NA | NA | Región de Aysén del Gral.Ibañez del Campo | 11 |
| 6.384512e-01 | NA | NA | Región de Aysén del Gral.Ibañez del Campo | 11 |
| 3.683645e+10 | P.N.Laguna San Rafael | Parque | Región de Aysén del Gral.Ibañez del Campo | 11 |
| 2.261449e+10 | R.N.Las Guaitecas | Reserva | Región de Aysén del Gral.Ibañez del Campo | 11 |
| 1.252896e+08 | P.N.Yendegaia | Parque | Región de Magallanes y Antártica Chilena | 12 |
| 1.933646e+09 | P.N.Yendegaia | Parque | Región de Magallanes y Antártica Chilena | 12 |
| 1.462462e+06 | M.N.Contulmo | Monumento | Región de la Araucania | 9 |
| 7.439927e+07 | R.N.Río Blanco | Reserva | Región de Tarapacá | 5 |
| 3.305026e+08 | R.N.Nalcas | Reserva | Región de la Araucania | 9 |
| 3.542163e+07 | R.N.Isla Mocha | Reserva | Región del Bío-Bío | 8 |
| 2.073677e+08 | R.N.Ralco | Reserva | Región del Bío-Bío | 8 |
| 1.413667e+06 | M.N.Cerro Ñielol | Monumento | Región de la Araucania | 9 |
| 7.811014e+06 | R.N.Laguna de Torca | Reserva | Región del Maule | 7 |
| 9.381431e+04 | M.N.Isla Cachagua | Monumento | Región de Valparaíso | 5 |
| 1.128641e+07 | R.N.Pinguino de Humboldt | Reserva | Región de Coquimbo | 4 |
| 1.348225e+08 | P.N.Pali Aike | Parque | Región de Magallanes y Antártica Chilena | 12 |
| 2.867165e+08 | P.N.Isla Guamblin | Parque | Región de Aysén del Gral.Ibañez del Campo | 11 |
| 6.282120e+08 | P.N.Hornopirén | Parque | Región de Los Lagos | 10 |
| 1.038839e+04 | P.N.Volcan Isluga | Parque | Región de Tarapacá | 1 |
| 2.938950e-02 | P.N.Volcan Isluga | Parque | Región de Tarapacá | 1 |
| 2.936662e+10 | R.N.Alacalufes | Reserva | Región de Magallanes y Antártica Chilena | 12 |
| 1.558378e+09 | P.N.Lauca | Parque | Región de Arica y Parinacota | 15 |
| 4.662068e+07 | R.N.Trapananda | Reserva | Región de Aysén del Gral.Ibañez del Campo | 11 |
| 5.882161e+08 | R.N.Magallanes | Reserva | Región de Magallanes y Antártica Chilena | 12 |
| 6.489451e+08 | R.N.Llanquihue | Reserva | Región de Los Lagos | 10 |
| 6.210735e+08 | R.N.Laguna Parrillar | Reserva | Región de Magallanes y Antártica Chilena | 12 |
| 2.412815e+08 | R.N.Lago Rosselot | Reserva | Región de Aysén del Gral.Ibañez del Campo | 11 |
| 6.976244e+08 | P.N.Alerce Andino | Parque | Región de Los Lagos | 10 |
| 7.431647e+08 | R.N.Lago Palena | Reserva | Región de Los Lagos | 10 |
| 2.002125e+06 | M.N.Los Pinguinos | Monumento | Región de Magallanes y Antártica Chilena | 12 |
| 3.558308e+06 | M.N.Lahuen Ñadi | Monumento | Región de Los Lagos | 10 |
| 3.242211e+08 | R.N.Lago Las Torres | Reserva | Región de Aysén del Gral.Ibañez del Campo | 11 |
| 2.535277e+08 | P.N.Laguna del Laja | Parque | Región del Bío-Bío | 8 |
| 1.312683e+08 | R.N.Los Flamencos | Reserva | Región de Antofagasta | 2 |
| 1.816772e+08 | R.N.Lago Cochrane | Reserva | Región de Aysén del Gral.Ibañez del Campo | 11 |
| 1.258307e+05 | P.N.Pan de Azucar | Parque | Región de Atacama | 3 |
| 5.363821e+08 | P.N.Lago Carlota | Parque | Región de Aysén del Gral.Ibañez del Campo | 11 |
| 2.469462e+08 | R.N.Futaleufú | Reserva | Región de Los Lagos | 10 |
| 5.437944e+07 | R.N.Coihaique | Reserva | Región de Aysén del Gral.Ibañez del Campo | 11 |
| 2.796049e+09 | R.N.Cerro Castillo | Reserva | Región de Aysén del Gral.Ibañez del Campo | 11 |
| 8.285170e+08 | R.N.Río Simpson | Reserva | Región de Aysén del Gral.Ibañez del Campo | 11 |
| 4.000910e+09 | P.N.Vicente Pérez Rosales | Parque | Región de Los Lagos | 10 |
| 3.122164e+09 | P.N.Queulat | Parque | Región de Aysén del Gral.Ibañez del Campo | 11 |
| 2.004881e+09 | P.N.Puyehue | Parque | Región de Los Ríos | 14 |
| 4.840285e+07 | M.N.Laguna de Los Cisnes | Monumento | Región de Magallanes y Antártica Chilena | 12 |
| 2.157000e+05 | M.N.Islotes de Puñihuil | Monumento | Región de Los Lagos | 10 |
| 4.241245e+06 | M.N.Dos Lagunas | Monumento | Región de Aysén del Gral.Ibañez del Campo | 11 |
| 4.893071e+07 | P.N.Palmas de Cocalán | Parque | Región del Libertador Bernardo O’Higgins | 6 |
| 8.833890e+07 | R.N.Roblería Cobre de Lonch | Reserva | Región del Libertador Bernardo O’Higgins | 6 |
| 4.270178e+06 | M.N.Cinco Hermanos | Monumento | Región de Aysén del Gral.Ibañez del Campo | 11 |
| 1.303859e+08 | R.N.Mocho-Choshuenco | Reserva | Región de Los Ríos | 14 |
| 8.959195e+08 | P.N.Villarrica | Parque | Región de Los Ríos | 14 |
| 7.394673e+08 | R.N.Villarrica | Reserva | Región de La Araucanía | 9 |
| 5.025766e+08 | R.N.Alto Biobío | Reserva | Región de La Araucanía | 9 |
| 5.782161e+08 | P.N.Llanos de Challe | Parque | Región de Atacama | 3 |
| 1.406304e+08 | R.N.China Muerta | Reserva | Región de La Araucanía | 9 |
| 6.490503e+07 | R.N.Los Flamencos | Reserva | Región de Antofagasta | 2 |
| 4.340812e+08 | R.N.Los Flamencos | Reserva | Región de Antofagasta | 2 |
| 2.227072e+08 | R.N.Malalcahuello | Reserva | Región de La Araucanía | 9 |
| 7.179771e+07 | R.N.Los Flamencos | Reserva | Región de Antofagasta | 2 |
| 2.959157e+08 | R.N.Altos de Pemehue | Reserva | Región del Bío-Bío | 8 |
| 4.745450e+07 | R.N.Nonguen | Reserva | Región del Bío-Bío | 8 |
| 2.224549e+06 | R.N.Los Queules | Reserva | Región del Maule | 7 |
| 1.450835e+07 | R.N.Los Ruiles | Reserva | Región del Maule | 7 |
| 2.079216e+06 | R.N.Federico Albert | Reserva | Región del Maule | 7 |
| 6.762784e+06 | R.N.Los Bellotos | Reserva | Región del Maule | 7 |
| 1.757586e+08 | R.N.Altos de Lircay | Reserva | Región del Maule | 7 |
| 1.431818e+07 | R.N.Radal 7 Tazas | Reserva | Región del Maule | 7 |
| 6.264670e+07 | P.N.Radal 7 Tazas | Parque | Región del Maule | 7 |
| 7.683010e+06 | R.N.El Yali | Reserva | Región de Valparaíso | 5 |
| 6.715626e+07 | R.N.Los Flamencos | Reserva | Región de Antofagasta | 2 |
| 9.659686e+07 | M.N.Paposo Norte | Monumento | Región de Antofagasta | 2 |
| 4.922148e+07 | R.N.Los Flamencos | Reserva | Región de Antofagasta | 2 |
| 3.095618e+05 | M.N.La Portada | Monumento | Región de Antofagasta | 2 |
| 3.272811e+09 | P.N.Llullaillaco | Parque | Región de Antofagasta | 2 |
| 1.303046e+08 | M.N.Quebrada de Cardones | Monumento | Región de Arica y Parinacota | 15 |
| 1.894262e+08 | R.N.Rio Clarillo | Reserva | Región Metropolitana | 13 |
| 4.151178e+07 | M.N.El Morado | Monumento | Región Metropolitana | 13 |
| 1.609930e+08 | P.N.Pan de Azucar | Parque | Región de Antofagasta | 2 |
| 3.321659e+03 | P.N.Pan de Azucar | Parque | Región de Atacama | 3 |
| 3.815832e+08 | P.N.Pan de Azucar | Parque | Región de Atacama | 3 |
| 1.741899e+06 | M.N.Pichasca | Monumento | Región de Coquimbo | 4 |
| 1.166505e+08 | P.N.Bosque Fray Jorge | Parque | Región de Coquimbo | 4 |
| 1.066679e+08 | P.N.Tolhuaca | Parque | Región de la Araucania | 9 |
| 5.988320e+07 | R.N.Las Chinchillas | Reserva | Región de Coquimbo | 4 |
| 1.085037e+08 | P.N.La Campana | Parque | Región de Valparaíso | 5 |
| 1.200710e+08 | M.N.Salar de Surire | Monumento | Región de Arica y Parinacota | 15 |
| 1.386633e+08 | R.N.Lago Peñuelas | Reserva | Región de Valparaíso | 5 |
| 1.047950e+08 | P.N.Nahuelbuta | Parque | Región de la Araucania | 9 |
| 2.123004e+06 | P.N.Nahuelbuta | Parque | Región de la Araucania | 9 |
| 2.330657e+09 | R.N.Las Vicuñas | Reserva | Región de Arica y Parinacota | 15 |
| 3.656013e+09 | R.N.Lago Jeinimeni | Reserva | Región de Aysén del Gral.Ibañez del Campo | 11 |
| 7.636492e+08 | P.N.Chiloé | Parque | Región de Los Lagos | 10 |
| 1.990565e+08 | P.N.Huerquehue | Parque | Región de la Araucania | 9 |
| 1.915574e+09 | P.N.Volcan Isluga | Parque | Región de Tarapacá | 1 |
| 4.644495e+06 | M.N.Cueva del Milodón | Monumento | Región de Magallanes y Antártica Chilena | 12 |
| 9.632478e+08 | P.N.Conguillío | Parque | Región de La Araucanía | 9 |
| 1.166250e+09 | R.N.Ñuble | Reserva | Región de Ñuble | 16 |
| 1.571891e+08 | R.N.Los Huemules | Reserva | Región de Ñuble | 16 |
| 7.054795e+08 | P.N.Nevado Tres Cruces | Parque | Región de Atacama | 3 |
| 8.734036e+07 | P.N.Morro Moreno | Parque | Región de Antofagasta | 2 |
| 3.067352e+08 | R.N.Pampa de Tamarugal | Reserva | Región de Tarapacá | 1 |
| 5.950457e+07 | R.N.Los Flamencos | Reserva | Región de Antofagasta | 2 |
| 2.967155e+07 | R.N.La Chimba | Reserva | Región de Antofagasta | 2 |
| 1.992527e+08 | R.N.Pampa de Tamarugal | Reserva | Región de Tarapacá | 1 |
| 5.742572e+07 | R.N.Pampa de Tamarugal | Reserva | Región de Tarapacá | 1 |
| 8.905604e+08 | R.N.Pampa de Tamarugal | Reserva | Región de Tarapacá | 1 |
| 2.908718e+02 | NA | NA | Región de Aysén del Gral.Ibañez del Campo | 11 |
| 3.208324e+09 | P.N.Isla Magdalena | Parque | Región de Aysén del Gral.Ibañez del Campo | 11 |
| 5.629601e+09 | P.N.Corcovado | Parque | Región de Los Lagos | 10 |
| 1.901867e+04 | NA | NA | Región de Magallanes y Antártica Chilena | 12 |
| 3.320180e+08 | Estero Quitralco | Santuario | Región de Aysén del Gral.Ibañez del Campo | 11 |
| 4.134973e+10 | P.N.Alberto Agostini | Parque | Región de Magallanes y Antártica Chilena | 12 |
| 4.244166e+08 | P.N.Alerce Costero | Parque | Región de Los Ríos | 14 |
| 5.712235e+08 | R.N.Río Los Cipreses | Reserva | Región del Libertador Bernardo O’Higgins | 6 |
| 1.887069e+08 | R.N.Malleco | Reserva | Región de la Araucania | 9 |
| 6.419184e+07 | R.N.Malleco | Reserva | Región de la Araucania | 9 |
| 5.376587e+09 | Parque Pumalín | Parque | Región de Los Lagos | 10 |
| 7.210095e+07 | Parque Nacional Rapa Nui | Parque | Región de Valparaíso | 5 |
| 1.455558e+07 | Parque Nacional Rapa Nui | Parque | Región de Valparaíso | 5 |
| 1.234812e+06 | Parque Nacional Rapa Nui | Parque | Región de Valparaíso | 5 |
| 1.518290e+08 | P.N. Juan Fernández | Parque | Región de Valparaíso | 5 |
Aplicamos la función diagnose_category y un filtro en variables para Region, lo que nos mostrara los lugares donde hay áreas protegidas, la cantidad y porcentaje que representa
ta %>% diagnose_category %>% filter(variables == "Region")## # A tibble: 11 x 6
## variables levels N freq ratio rank
## <chr> <chr> <int> <int> <dbl> <int>
## 1 Region Región de Magallanes y Antártica Chilena 137 24 17.5 1
## 2 Region Región de Aysén del Gral.Ibañez del Campo 137 22 16.1 2
## 3 Region Región de Antofagasta 137 13 9.49 3
## 4 Region Región de Los Lagos 137 11 8.03 4
## 5 Region Región de la Araucania 137 9 6.57 5
## 6 Region Región de Tarapacá 137 8 5.84 6
## 7 Region Región de Valparaíso 137 8 5.84 6
## 8 Region Región del Maule 137 8 5.84 6
## 9 Region Región de Atacama 137 5 3.65 9
## 10 Region Región de La Araucanía 137 5 3.65 9
## 11 Region Región del Bío-Bío 137 5 3.65 9# clean_names(ap)Otro ejemplo para el tipo de áreas protegidas
ta %>% diagnose_category %>% filter(variables == "Tipo_Snasp")## # A tibble: 5 x 6
## variables levels N freq ratio rank
## <chr> <chr> <int> <int> <dbl> <int>
## 1 Tipo_Snasp Reserva 137 59 43.1 1
## 2 Tipo_Snasp Parque 137 49 35.8 2
## 3 Tipo_Snasp Monumento 137 16 11.7 3
## 4 Tipo_Snasp <NA> 137 12 8.76 4
## 5 Tipo_Snasp Santuario 137 1 0.730 53 Limpiar shp
librerias “tidyverse”,“sf”,“janitor”,“dlookr”,“magrittr”
Se procede a limpiar el shp para omitir datos innecesarios o elementos vacíos, para este caso se utiliza la función remove_empty()
ice <- read_sf("3/glaciares_chile.shp") %>% remove_empty("cols") #<- se eliminan columnas que no contienen info
kbl(ice) %>%
kable_styling(bootstrap_options = c("striped", "hover")) %>%
kable_paper() %>%
scroll_box(width = "100%", height = "300px")| tessellate | extrude | visibility | analysts | subm_id | mean_elev | rec_status | anlys_id | min_elev | submitters | line_type | release_dt | rc_id | max_elev | area | glac_id | glac_name | local_id | primeclass | length | glac_stat | geog_area | anlys_time | src_date | width | proc_desc | wgms_id | db_area | chief_affl | system_ind | geometry |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| -1 | 0 | -1 | Dickmann, Niklas | 517 | 0 | okay | 64375 | 0 | Schneider, Christoph | glac_bound | 2008-04-14T13:43:49 | 520 | 0 | 3.78 | G286945E52709S | None | GCMG-7 | 6 | 0.0 | exists | Chile | 2007-08-27T20:48:49 | 2007-08-27T20:48:49 | 0.0 | Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI “watershed” module (includes uncertainties). | None | 3.77808 | RWTH Aachen University | 00160000000000002ec4 | MULTIPOLYGON (((-73.07857 -… |
| -1 | 0 | -1 | Dickmann, Niklas | 517 | 0 | okay | 64375 | 0 | Schneider, Christoph | intrnl_rock | 2008-04-14T13:43:49 | 520 | 0 | 3.78 | G286945E52709S | None | GCMG-7 | 6 | 0.0 | exists | Chile | 2007-08-27T20:48:49 | 2007-08-27T20:48:49 | 0.0 | Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI “watershed” module (includes uncertainties). | None | 3.77808 | RWTH Aachen University | 00160000000000002ee1 | MULTIPOLYGON (((-73.05761 -… |
| -1 | 0 | -1 | Dickmann, Niklas | 517 | 0 | okay | 64375 | 0 | Schneider, Christoph | intrnl_rock | 2008-04-14T13:43:49 | 520 | 0 | 3.78 | G286945E52709S | None | GCMG-7 | 6 | 0.0 | exists | Chile | 2007-08-27T20:48:49 | 2007-08-27T20:48:49 | 0.0 | Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI “watershed” module (includes uncertainties). | None | 3.77808 | RWTH Aachen University | 00160000000000002ee2 | MULTIPOLYGON (((-73.05074 -… |
| -1 | 0 | -1 | Dickmann, Niklas | 517 | 0 | okay | 64377 | 0 | Schneider, Christoph | glac_bound | 2008-04-14T13:43:49 | 520 | 0 | 0.49 | G286952E52654S | None | GCMG-3 | 6 | 0.0 | exists | Chile | 2007-08-27T20:48:49 | 2007-08-27T20:48:49 | 0.0 | Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI “watershed” module (includes uncertainties). | None | 0.485329 | RWTH Aachen University | 00160000000000002dcf | MULTIPOLYGON (((-73.05527 -… |
| -1 | 0 | -1 | Dickmann, Niklas | 517 | 0 | okay | 64380 | 0 | Schneider, Christoph | glac_bound | 2008-04-14T13:43:49 | 520 | 0 | 0.475 | G287045E52664S | None | GCMG-4 | 6 | 0.0 | exists | Chile | 2007-08-27T20:48:49 | 2007-08-27T20:48:49 | 0.0 | Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI “watershed” module (includes uncertainties). | None | 0.475244 | RWTH Aachen University | 00160000000000002d8b | MULTIPOLYGON (((-72.96052 -… |
| -1 | 0 | -1 | Dickmann, Niklas | 517 | 0 | okay | 64378 | 0 | Schneider, Christoph | glac_bound | 2008-04-14T13:43:49 | 520 | 0 | 0.872 | G286956E52645S | None | GCMG-1 | 6 | 0.0 | exists | Chile | 2007-08-27T20:48:49 | 2007-08-27T20:48:49 | 0.0 | Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI “watershed” module (includes uncertainties). | None | 0.872625 | RWTH Aachen University | 00160000000000002de0 | MULTIPOLYGON (((-73.05029 -… |
| -1 | 0 | -1 | Dickmann, Niklas | 517 | 0 | okay | 64381 | 0 | Schneider, Christoph | glac_bound | 2008-04-14T13:43:49 | 520 | 0 | 0.151 | G287038E52660S | None | GCMG-5 | 6 | 0.0 | exists | Chile | 2007-08-27T20:48:49 | 2007-08-27T20:48:49 | 0.0 | Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI “watershed” module (includes uncertainties). | None | 0.151266 | RWTH Aachen University | 00160000000000002d96 | MULTIPOLYGON (((-72.96555 -… |
| -1 | 0 | -1 | Dickmann, Niklas | 517 | 0 | okay | 64379 | 0 | Schneider, Christoph | glac_bound | 2008-04-14T13:43:49 | 520 | 0 | 0.05 | G286968E52646S | None | GCN-03 | 4 | 0.0 | exists | Chile | 2007-08-27T20:48:49 | 2007-08-27T20:48:49 | 0.0 | Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI “watershed” module (includes uncertainties). | None | 0.047079 | RWTH Aachen University | 00160000000000002df0 | MULTIPOLYGON (((-73.03561 -… |
| -1 | 0 | -1 | Dickmann, Niklas | 517 | 0 | okay | 64376 | 0 | Schneider, Christoph | glac_bound | 2008-04-14T13:43:49 | 520 | 0 | 6.911 | G286975E52672S | None | GCMG-2 | 6 | 0.0 | exists | Chile | 2007-08-27T20:48:49 | 2007-08-27T20:48:49 | 0.0 | Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI “watershed” module (includes uncertainties). | None | 6.91332 | RWTH Aachen University | 00160000000000002da5 | MULTIPOLYGON (((-73.05491 -… |
| -1 | 0 | -1 | Dickmann, Niklas | 517 | 0 | okay | 64374 | 0 | Schneider, Christoph | glac_bound | 2008-04-14T13:43:49 | 520 | 0 | 2.543 | G286895E52693S | None | GCMG-6 | 6 | 0.0 | exists | Chile | 2007-08-27T20:48:49 | 2007-08-27T20:48:49 | 0.0 | Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI “watershed” module (includes uncertainties). | None | 2.5444 | RWTH Aachen University | 00160000000000002e22 | MULTIPOLYGON (((-73.12318 -… |
| -1 | 0 | -1 | Dickmann, Niklas | 518 | 0 | okay | 64388 | 0 | Schneider, Christoph | glac_bound | 2008-04-14T13:43:49 | 520 | 0 | 6.734 | G286959E52797S | None | GCN-15 | 4 | 0.0 | exists | Chile | 2007-08-27T20:48:49 | 2007-08-27T20:48:49 | 0.0 | ; Part of the Gran Campo Nevado - Icefield. Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI "wa | None | 6.73748 | RWTH Aachen University | 00160000000000002e9a | MULTIPOLYGON (((-73.06604 -… |
| -1 | 0 | -1 | Dickmann, Niklas | 518 | 0 | okay | 64382 | 0 | Schneider, Christoph | intrnl_rock | 2008-04-14T13:43:49 | 520 | 0 | 49.72 | G286886E52763S | None | GCN-09 | 4 | 0.0 | exists | Chile | 2007-08-27T20:48:49 | 2007-08-27T20:48:49 | 0.0 | ; Part of the Gran Campo Nevado - Icefield. Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI "wa | 2024 | 49.7493 | RWTH Aachen University | 00160000000000002e4f | MULTIPOLYGON (((-73.12426 -… |
| -1 | 0 | -1 | Dickmann, Niklas | 518 | 0 | okay | 64382 | 0 | Schneider, Christoph | intrnl_rock | 2008-04-14T13:43:49 | 520 | 0 | 49.72 | G286886E52763S | None | GCN-09 | 4 | 0.0 | exists | Chile | 2007-08-27T20:48:49 | 2007-08-27T20:48:49 | 0.0 | ; Part of the Gran Campo Nevado - Icefield. Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI "wa | 2024 | 49.7493 | RWTH Aachen University | 00160000000000002e58 | MULTIPOLYGON (((-73.08965 -… |
| -1 | 0 | -1 | Dickmann, Niklas | 518 | 0 | okay | 64382 | 0 | Schneider, Christoph | intrnl_rock | 2008-04-14T13:43:49 | 520 | 0 | 49.72 | G286886E52763S | None | GCN-09 | 4 | 0.0 | exists | Chile | 2007-08-27T20:48:49 | 2007-08-27T20:48:49 | 0.0 | ; Part of the Gran Campo Nevado - Icefield. Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI "wa | 2024 | 49.7493 | RWTH Aachen University | 00160000000000002e5f | MULTIPOLYGON (((-73.07578 -… |
| -1 | 0 | -1 | Dickmann, Niklas | 518 | 0 | okay | 64382 | 0 | Schneider, Christoph | intrnl_rock | 2008-04-14T13:43:49 | 520 | 0 | 49.72 | G286886E52763S | None | GCN-09 | 4 | 0.0 | exists | Chile | 2007-08-27T20:48:49 | 2007-08-27T20:48:49 | 0.0 | ; Part of the Gran Campo Nevado - Icefield. Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI "wa | 2024 | 49.7493 | RWTH Aachen University | 0016000000000000300e | MULTIPOLYGON (((-73.15128 -… |
| -1 | 0 | -1 | Dickmann, Niklas | 518 | 0 | okay | 64386 | 0 | Schneider, Christoph | glac_bound | 2008-04-14T13:43:49 | 520 | 0 | 1.162 | G286961E52766S | None | GCN13 | 4 | 0.0 | None | Chile | 2007-08-27T20:48:49 | 2007-08-27T20:48:49 | 0.0 | ; Part of the Gran Campo Nevado - Icefield. Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI "wa | 2028 | 1.1635 | RWTH Aachen University | 00160000000000002e8b | MULTIPOLYGON (((-73.04333 -… |
| -1 | 0 | -1 | Dickmann, Niklas | 518 | 0 | okay | 64384 | 0 | Schneider, Christoph | glac_bound | 2008-04-14T13:43:49 | 520 | 0 | 0.086 | G286961E52752S | None | GCN11 | 4 | 0.0 | None | Chile | 2007-08-27T20:48:49 | 2007-08-27T20:48:49 | 0.0 | ; Part of the Gran Campo Nevado - Icefield. Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI "wa | None | 0.086354 | RWTH Aachen University | 00160000000000002e89 | MULTIPOLYGON (((-73.04145 -… |
| -1 | 0 | -1 | Dickmann, Niklas | 518 | 0 | okay | 64383 | 0 | Schneider, Christoph | glac_bound | 2008-04-14T13:43:49 | 520 | 0 | 5.63 | G286951E52763S | None | GCN-10 | 4 | 0.0 | exists | Chile | 2007-08-27T20:48:49 | 2007-08-27T20:48:49 | 0.0 | ; Part of the Gran Campo Nevado - Icefield. Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI "wa | None | 5.63079 | RWTH Aachen University | 00160000000000002e79 | MULTIPOLYGON (((-73.06331 -… |
| -1 | 0 | -1 | Dickmann, Niklas | 518 | 0 | okay | 64390 | 0 | Schneider, Christoph | glac_bound | 2008-04-14T13:43:49 | 520 | 0 | 0.775 | G286983E52768S | None | GCN94 | 6 | 0.0 | None | Chile | 2007-08-27T20:48:49 | 2007-08-27T20:48:49 | 0.0 | ; Part of the Gran Campo Nevado - Icefield. Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI "wa | None | 0.776097 | RWTH Aachen University | 00160000000000002ea7 | MULTIPOLYGON (((-73.02547 -… |
| -1 | 0 | -1 | Dickmann, Niklas | 519 | 0 | okay | 64399 | 0 | Schneider, Christoph | glac_bound | 2008-04-14T13:43:49 | 520 | 0 | 2.75 | G286954E52833S | None | GCN24 | 4 | 0.0 | None | Chile | 2007-08-27T20:48:49 | 2007-08-27T20:48:49 | 0.0 | ; Part of the Gran Campo Nevado - Icefield. Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI "wa | None | 2.74616 | RWTH Aachen University | 00160000000000002f69 | MULTIPOLYGON (((-73.0585 -5… |
| -1 | 0 | -1 | Dickmann, Niklas | 519 | 0 | okay | 64396 | 0 | Schneider, Christoph | glac_bound | 2008-04-14T13:43:49 | 520 | 0 | 0.18 | G286976E52838S | None | GCN-22 | 4 | 0.0 | exists | Chile | 2007-08-27T20:48:49 | 2007-08-27T20:48:49 | 0.0 | ; Part of the Gran Campo Nevado - Icefield. Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI "wa | 2036 | 0.175501 | RWTH Aachen University | 00160000000000002f34 | MULTIPOLYGON (((-73.02879 -… |
| -1 | 0 | -1 | Dickmann, Niklas | 519 | 0 | okay | 64395 | 0 | Schneider, Christoph | glac_bound | 2008-04-14T13:43:49 | 520 | 0 | 1.2 | G286963E52820S | None | GCN-20 | 4 | 0.0 | exists | Chile | 2007-08-27T20:48:49 | 2007-08-27T20:48:49 | 0.0 | ; Part of the Gran Campo Nevado - Icefield. Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI "wa | None | 1.20293 | RWTH Aachen University | 00160000000000002f3e | MULTIPOLYGON (((-73.04464 -… |
| -1 | 0 | -1 | Dickmann, Niklas | 519 | 0 | okay | 64397 | 0 | Schneider, Christoph | glac_bound | 2008-04-14T13:43:49 | 520 | 0 | 1.2 | G286966E52828S | None | GCN21 | 4 | 0.0 | None | Chile | 2007-08-27T20:48:49 | 2007-08-27T20:48:49 | 0.0 | ; Part of the Gran Campo Nevado - Icefield. Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI "wa | None | 1.20403 | RWTH Aachen University | 00160000000000002f86 | MULTIPOLYGON (((-73.0441 -5… |
| -1 | 0 | -1 | Dickmann, Niklas | 519 | 0 | okay | 64391 | 0 | Schneider, Christoph | glac_bound | 2008-04-14T13:43:49 | 520 | 0 | 0.264 | G287012E52793S | None | GCN16 | 6 | 0.0 | None | Chile | 2007-08-27T20:48:49 | 2007-08-27T20:48:49 | 0.0 | ; Part of the Gran Campo Nevado - Icefield. Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI "wa | None | 0.264626 | RWTH Aachen University | 00160000000000002f45 | MULTIPOLYGON (((-72.99253 -… |
| -1 | 0 | -1 | Dickmann, Niklas | 519 | 0 | okay | 64400 | 0 | Schneider, Christoph | glac_bound | 2008-04-14T13:43:49 | 520 | 0 | 1.27 | G286938E52837S | None | GCN25 | 4 | 0.0 | None | Chile | 2007-08-27T20:48:49 | 2007-08-27T20:48:49 | 0.0 | ; Part of the Gran Campo Nevado - Icefield. Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI "wa | None | 1.26626 | RWTH Aachen University | 00160000000000002f7e | MULTIPOLYGON (((-73.06811 -… |
| -1 | 0 | -1 | Dickmann, Niklas | 519 | 0 | okay | 64401 | 0 | Schneider, Christoph | glac_bound | 2008-04-14T13:43:49 | 520 | 0 | 6.39 | G286979E52802S | Galeria | None | 4 | 0.0 | None | Chile | 2007-08-27T20:48:49 | 2007-08-27T20:48:49 | 0.0 | ; Part of the Gran Campo Nevado - Icefield. Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI "wa | 2031 | 6.39021 | RWTH Aachen University | 00160000000000002eb8 | MULTIPOLYGON (((-73.03548 -… |
| -1 | 0 | -1 | Dickmann, Niklas | 519 | 0 | okay | 64401 | 0 | Schneider, Christoph | intrnl_rock | 2008-04-14T13:43:49 | 520 | 0 | 6.39 | G286979E52802S | Galeria | None | 4 | 0.0 | None | Chile | 2007-08-27T20:48:49 | 2007-08-27T20:48:49 | 0.0 | ; Part of the Gran Campo Nevado - Icefield. Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI "wa | 2031 | 6.39021 | RWTH Aachen University | 00160000000000002f4b | MULTIPOLYGON (((-73.01151 -… |
| -1 | 0 | -1 | Dickmann, Niklas | 519 | 0 | okay | 64401 | 0 | Schneider, Christoph | intrnl_rock | 2008-04-14T13:43:49 | 520 | 0 | 6.39 | G286979E52802S | Galeria | None | 4 | 0.0 | None | Chile | 2007-08-27T20:48:49 | 2007-08-27T20:48:49 | 0.0 | ; Part of the Gran Campo Nevado - Icefield. Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI "wa | 2031 | 6.39021 | RWTH Aachen University | 00160000000000002f60 | MULTIPOLYGON (((-73.02601 -… |
| -1 | 0 | -1 | Dickmann, Niklas | 519 | 0 | okay | 64393 | 0 | Schneider, Christoph | glac_bound | 2008-04-14T13:43:49 | 520 | 0 | 0.191 | G287009E52800S | None | GCN18 | 6 | 0.0 | None | Chile | 2007-08-27T20:48:49 | 2007-08-27T20:48:49 | 0.0 | ; Part of the Gran Campo Nevado - Icefield. Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI "wa | None | 0.191162 | RWTH Aachen University | 00160000000000002f43 | MULTIPOLYGON (((-72.99526 -… |
| -1 | 0 | -1 | Dickmann, Niklas | 519 | 0 | okay | 64398 | 0 | Schneider, Christoph | glac_bound | 2008-04-14T13:43:49 | 520 | 0 | 0.37 | G286970E52841S | None | GCN23 | 4 | 0.0 | None | Chile | 2007-08-27T20:48:49 | 2007-08-27T20:48:49 | 0.0 | ; Part of the Gran Campo Nevado - Icefield. Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI "wa | None | 0.365592 | RWTH Aachen University | 00160000000000002f8b | MULTIPOLYGON (((-73.03454 -… |
| -1 | 0 | -1 | Dickmann, Niklas | 519 | 0 | okay | 64392 | 0 | Schneider, Christoph | glac_bound | 2008-04-14T13:43:49 | 520 | 0 | 0.161 | G287014E52797S | None | GCN17 | 6 | 0.0 | None | Chile | 2007-08-27T20:48:49 | 2007-08-27T20:48:49 | 0.0 | ; Part of the Gran Campo Nevado - Icefield. Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI "wa | None | 0.162022 | RWTH Aachen University | 00160000000000002f47 | MULTIPOLYGON (((-72.99167 -… |
| -1 | 0 | -1 | Dickmann, Niklas | 519 | 0 | okay | 64402 | 0 | Schneider, Christoph | glac_bound | 2008-04-14T13:43:49 | 520 | 0 | 3.043 | G286982E52818S | Lengua | None | 4 | 0.0 | None | Chile | 2007-08-27T20:48:49 | 2007-08-27T20:48:49 | 0.0 | ; Part of the Gran Campo Nevado - Icefield. Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI "wa | 2034 | 3.04372 | RWTH Aachen University | 00160000000000002f3c | MULTIPOLYGON (((-73.02879 -… |
| -1 | 0 | -1 | Dickmann, Niklas | 520 | 0 | okay | 64412 | 0 | Schneider, Christoph | glac_bound | 2008-04-14T13:43:49 | 520 | 0 | 1.38 | G286965E52887S | None | GCN-31 | 4 | 0.0 | exists | Chile | 2007-08-27T20:48:49 | 2007-08-27T20:48:49 | 0.0 | ; Part of the Gran Campo Nevado - Icefield. Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI "wa | None | 1.37887 | RWTH Aachen University | 0016000000000000905c | MULTIPOLYGON (((-73.04383 -… |
| -1 | 0 | -1 | Dickmann, Niklas | 520 | 0 | okay | 64404 | 0 | Schneider, Christoph | glac_bound | 2008-04-14T13:43:49 | 520 | 0 | 16.91 | G286916E52837S | None | GCN-26 | 4 | 0.0 | exists | Chile | 2007-08-27T20:48:49 | 2007-08-27T20:48:49 | 0.0 | ; Part of the Gran Campo Nevado - Icefield. Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI "wa | None | 16.9229 | RWTH Aachen University | 00160000000000002f6b | MULTIPOLYGON (((-73.12332 -… |
| -1 | 0 | -1 | Dickmann, Niklas | 520 | 0 | okay | 64404 | 0 | Schneider, Christoph | intrnl_rock | 2008-04-14T13:43:49 | 520 | 0 | 16.91 | G286916E52837S | None | GCN-26 | 4 | 0.0 | exists | Chile | 2007-08-27T20:48:49 | 2007-08-27T20:48:49 | 0.0 | ; Part of the Gran Campo Nevado - Icefield. Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI "wa | None | 16.9229 | RWTH Aachen University | 00160000000000002f7b | MULTIPOLYGON (((-73.08332 -… |
| -1 | 0 | -1 | Dickmann, Niklas | 520 | 0 | okay | 64406 | 0 | Schneider, Christoph | glac_bound | 2008-04-14T13:43:49 | 520 | 0 | 0.413 | G287012E52894S | None | GCN28 | 6 | 0.0 | None | Chile | 2007-08-27T20:48:49 | 2007-08-27T20:48:49 | 0.0 | ; Part of the Gran Campo Nevado - Icefield. Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI "wa | None | 0.41368 | RWTH Aachen University | 0016000000000000908a | MULTIPOLYGON (((-73.00038 -… |
| -1 | 0 | -1 | Dickmann, Niklas | 520 | 0 | okay | 64413 | 0 | Schneider, Christoph | glac_bound | 2008-04-14T13:43:49 | 520 | 0 | 1.89 | G286934E52901S | None | GCN-35 | 4 | 0.0 | exists | Chile | 2007-08-27T20:48:49 | 2007-08-27T20:48:49 | 0.0 | ; Part of the Gran Campo Nevado - Icefield. Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI "wa | None | 1.8866 | RWTH Aachen University | 0016000000000000902c | MULTIPOLYGON (((-73.07623 -… |
| -1 | 0 | -1 | Dickmann, Niklas | 520 | 0 | okay | 64408 | 0 | Schneider, Christoph | glac_bound | 2008-04-14T13:43:49 | 520 | 0 | 1.89 | G286964E52878S | None | GCN30 | 6 | 0.0 | exists | Chile | 2007-08-27T20:48:49 | 2007-08-27T20:48:49 | 0.0 | ; Part of the Gran Campo Nevado - Icefield. Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI "wa | None | 1.89139 | RWTH Aachen University | 0016000000000000904e | MULTIPOLYGON (((-73.05357 -… |
| -1 | 0 | -1 | Dickmann, Niklas | 520 | 0 | okay | 64407 | 0 | Schneider, Christoph | glac_bound | 2008-04-14T13:43:49 | 520 | 0 | 2.16 | G286996E52889S | None | GCN-29 | 6 | 0.0 | exists | Chile | 2007-08-27T20:48:49 | 2007-08-27T20:48:49 | 0.0 | ; Part of the Gran Campo Nevado - Icefield. Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI "wa | None | 2.15966 | RWTH Aachen University | 0016000000000000907e | MULTIPOLYGON (((-73.01591 -… |
| -1 | 0 | -1 | Dickmann, Niklas | 520 | 0 | okay | 64410 | 0 | Schneider, Christoph | glac_bound | 2008-04-14T13:43:49 | 520 | 0 | 0.79 | G286949E52892S | None | GCN-33 | 4 | 0.0 | exists | Chile | 2007-08-27T20:48:49 | 2007-08-27T20:48:49 | 0.0 | ; Part of the Gran Campo Nevado - Icefield. Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI "wa | None | 0.789418 | RWTH Aachen University | 00160000000000009031 | MULTIPOLYGON (((-73.05873 -… |
| -1 | 0 | -1 | Dickmann, Niklas | 520 | 0 | okay | 64405 | 0 | Schneider, Christoph | glac_bound | 2008-04-14T13:43:49 | 520 | 0 | 6.071 | G286957E52870S | None | GCN-27 | 6 | 0.0 | exists | Chile | 2007-08-27T20:48:49 | 2007-08-27T20:48:49 | 0.0 | ; Part of the Gran Campo Nevado - Icefield. Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI "wa | None | 6.07346 | RWTH Aachen University | 00160000000000009050 | MULTIPOLYGON (((-73.07798 -… |
| -1 | 0 | -1 | Dickmann, Niklas | 520 | 0 | okay | 64409 | 0 | Schneider, Christoph | glac_bound | 2008-04-14T13:43:49 | 520 | 0 | 0.95 | G286969E52905S | None | GCN-32 | 6 | 0.0 | exists | Chile | 2007-08-27T20:48:49 | 2007-08-27T20:48:49 | 0.0 | ; Part of the Gran Campo Nevado - Icefield. Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI "wa | None | 0.946994 | RWTH Aachen University | 00160000000000009073 | MULTIPOLYGON (((-73.0458 -5… |
| -1 | 0 | -1 | Dickmann, Niklas | 520 | 0 | okay | 64414 | 0 | Schneider, Christoph | glac_bound | 2008-04-14T13:43:49 | 520 | 0 | 1.97 | G286920E52908S | None | GCN-36 | 6 | 0.0 | exists | Chile | 2007-08-27T20:48:49 | 2007-08-27T20:48:49 | 0.0 | ; Part of the Gran Campo Nevado - Icefield. Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI "wa | None | 1.96848 | RWTH Aachen University | 00160000000000008fe8 | MULTIPOLYGON (((-73.09078 -… |
| -1 | 0 | -1 | Dickmann, Niklas | 521 | 0 | okay | 64420 | 0 | Schneider, Christoph | glac_bound | 2008-04-14T13:43:49 | 520 | 0 | 0.375 | G287010E52965S | None | GCN53 | 6 | 0.0 | exists | Chile | 2007-08-27T20:48:49 | 2007-08-27T20:48:49 | 0.0 | Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI “watershed” module (includes uncertainties). | None | 0.375163 | RWTH Aachen University | 001600000000000090a3 | MULTIPOLYGON (((-72.99719 -… |
| -1 | 0 | -1 | Dickmann, Niklas | 521 | 0 | okay | 64425 | 0 | Schneider, Christoph | glac_bound | 2008-04-14T13:43:49 | 520 | 0 | 1.534 | G286977E52949S | None | GCN-58 | 6 | 0.0 | exists | Chile | 2007-08-27T20:48:49 | 2007-08-27T20:48:49 | 0.0 | Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI “watershed” module (includes uncertainties). | None | 1.53517 | RWTH Aachen University | 00160000000000008f36 | MULTIPOLYGON (((-73.04872 -… |
| -1 | 0 | -1 | Dickmann, Niklas | 521 | 0 | okay | 64426 | 0 | Schneider, Christoph | glac_bound | 2008-04-14T13:43:49 | 520 | 0 | 0.419 | G286967E52949S | None | GCN59 | 6 | 0.0 | None | Chile | 2007-08-27T20:48:49 | 2007-08-27T20:48:49 | 0.0 | Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI “watershed” module (includes uncertainties). | None | 0.419303 | RWTH Aachen University | 0016000000000000900d | MULTIPOLYGON (((-73.04468 -… |
| -1 | 0 | -1 | Dickmann, Niklas | 521 | 0 | okay | 64430 | 0 | Schneider, Christoph | glac_bound | 2008-04-14T13:43:49 | 520 | 0 | 1.001 | G286968E52921S | None | GCN-63 | 2 | 0.0 | exists | Chile | 2007-08-27T20:48:49 | 2007-08-27T20:48:49 | 0.0 | Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI “watershed” module (includes uncertainties). | None | 1.00216 | RWTH Aachen University | 0016000000000000901e | MULTIPOLYGON (((-73.0397 -5… |
| -1 | 0 | -1 | Dickmann, Niklas | 521 | 0 | okay | 64429 | 0 | Schneider, Christoph | glac_bound | 2008-04-14T13:43:49 | 520 | 0 | 1.631 | G286981E52940S | None | GCN-62 | 6 | 0.0 | exists | Chile | 2007-08-27T20:48:49 | 2007-08-27T20:48:49 | 0.0 | Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI “watershed” module (includes uncertainties). | None | 1.63227 | RWTH Aachen University | 00160000000000009003 | MULTIPOLYGON (((-73.04221 -… |
| -1 | 0 | -1 | Dickmann, Niklas | 521 | 0 | okay | 64421 | 0 | Schneider, Christoph | glac_bound | 2008-04-14T13:43:49 | 520 | 0 | 2.839 | G286988E52950S | None | GCN-54 | 6 | 0.0 | exists | Chile | 2007-08-27T20:48:49 | 2007-08-27T20:48:49 | 0.0 | Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI “watershed” module (includes uncertainties). | None | 2.8406 | RWTH Aachen University | 00160000000000008f21 | MULTIPOLYGON (((-73.00613 -… |
| -1 | 0 | -1 | Dickmann, Niklas | 521 | 0 | okay | 64424 | 0 | Schneider, Christoph | glac_bound | 2008-04-14T13:43:49 | 520 | 0 | 1.72 | G286935E52969S | None | GCMG-15 | 6 | 0.0 | exists | Chile | 2007-08-27T20:48:49 | 2007-08-27T20:48:49 | 0.0 | Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI “watershed” module (includes uncertainties). | None | 1.72205 | RWTH Aachen University | 00160000000000008f4a | MULTIPOLYGON (((-73.08997 -… |
| -1 | 0 | -1 | Dickmann, Niklas | 521 | 0 | okay | 64428 | 0 | Schneider, Christoph | glac_bound | 2008-04-14T13:43:49 | 520 | 0 | 0.293 | G286958E52943S | None | GCN61 | 6 | 0.0 | None | Chile | 2007-08-27T20:48:49 | 2007-08-27T20:48:49 | 0.0 | Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI “watershed” module (includes uncertainties). | None | 0.293064 | RWTH Aachen University | 00160000000000009006 | MULTIPOLYGON (((-73.04814 -… |
| -1 | 0 | -1 | Dickmann, Niklas | 521 | 0 | okay | 64417 | 0 | Schneider, Christoph | glac_bound | 2008-04-14T13:43:49 | 520 | 0 | 0.017 | G286998E52932S | None | GCN50 | 6 | 0.0 | None | Chile | 2007-08-27T20:48:49 | 2007-08-27T20:48:49 | 0.0 | Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI “watershed” module (includes uncertainties). | None | 0.01744 | RWTH Aachen University | 00160000000000009099 | MULTIPOLYGON (((-73.00334 -… |
| -1 | 0 | -1 | Dickmann, Niklas | 521 | 0 | okay | 64427 | 0 | Schneider, Christoph | glac_bound | 2008-04-14T13:43:49 | 520 | 0 | 2.806 | G286936E52937S | None | GCN-60 | 2 | 0.0 | exists | Chile | 2007-08-27T20:48:49 | 2007-08-27T20:48:49 | 0.0 | Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI “watershed” module (includes uncertainties). | None | 2.8067 | RWTH Aachen University | 00160000000000008fef | MULTIPOLYGON (((-73.08252 -… |
| -1 | 0 | -1 | Dickmann, Niklas | 521 | 0 | okay | 64422 | 0 | Schneider, Christoph | glac_bound | 2008-04-14T13:43:49 | 520 | 0 | 0.019 | G287000E52969S | None | GCN55 | 5 | 0.0 | None | Chile | 2007-08-27T20:48:49 | 2007-08-27T20:48:49 | 0.0 | Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI “watershed” module (includes uncertainties). | None | 0.160067 | RWTH Aachen University | 00160000000000008f22 | MULTIPOLYGON (((-73.0011 -5… |
| -1 | 0 | -1 | Dickmann, Niklas | 521 | 0 | okay | 64416 | 0 | Schneider, Christoph | glac_bound | 2008-04-14T13:43:49 | 520 | 0 | 3.365 | G286992E52939S | None | GCN-49 | 6 | 0.0 | exists | Chile | 2007-08-27T20:48:49 | 2007-08-27T20:48:49 | 0.0 | Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI “watershed” module (includes uncertainties). | None | 3.36665 | RWTH Aachen University | 00160000000000009016 | MULTIPOLYGON (((-73.02762 -… |
| -1 | 0 | -1 | Dickmann, Niklas | 521 | 0 | okay | 64418 | 0 | Schneider, Christoph | glac_bound | 2008-04-14T13:43:49 | 520 | 0 | 0.78 | G286100E52952S | None | GCN-51 | 6 | 0.0 | exists | Chile | 2007-08-27T20:48:49 | 2007-08-27T20:48:49 | 0.0 | Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI “watershed” module (includes uncertainties). | None | 0.780509 | RWTH Aachen University | 0016000000000000909c | MULTIPOLYGON (((-73.00446 -… |
| -1 | 0 | -1 | Dickmann, Niklas | 521 | 0 | okay | 64423 | 0 | Schneider, Christoph | glac_bound | 2008-04-14T13:43:49 | 520 | 0 | 1.899 | G286980E52958S | None | GCN-56 | 6 | 0.0 | exists | Chile | 2007-08-27T20:48:49 | 2007-08-27T20:48:49 | 0.0 | Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI “watershed” module (includes uncertainties). | None | 1.90017 | RWTH Aachen University | 00160000000000008f32 | MULTIPOLYGON (((-73.04414 -… |
| -1 | 0 | -1 | Dickmann, Niklas | 521 | 0 | okay | 64423 | 0 | Schneider, Christoph | intrnl_rock | 2008-04-14T13:43:49 | 520 | 0 | 1.899 | G286980E52958S | None | GCN-56 | 6 | 0.0 | exists | Chile | 2007-08-27T20:48:49 | 2007-08-27T20:48:49 | 0.0 | Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI “watershed” module (includes uncertainties). | None | 1.90017 | RWTH Aachen University | 00160000000000008f41 | MULTIPOLYGON (((-73.03476 -… |
| -1 | 0 | -1 | Dickmann, Niklas | 522 | 0 | okay | 64435 | 0 | Schneider, Christoph | glac_bound | 2008-04-14T13:43:49 | 520 | 0 | 4.077 | G286972E52994S | None | GCMG-14 | 2 | 0.0 | exists | Chile | 2007-08-27T20:48:49 | 2007-08-27T20:48:49 | 0.0 | Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI “watershed” module (includes uncertainties). | None | 4.07914 | RWTH Aachen University | 00160000000000008efa | MULTIPOLYGON (((-73.04598 -… |
| -1 | 0 | -1 | Dickmann, Niklas | 522 | 0 | okay | 64435 | 0 | Schneider, Christoph | intrnl_rock | 2008-04-14T13:43:49 | 520 | 0 | 4.077 | G286972E52994S | None | GCMG-14 | 2 | 0.0 | exists | Chile | 2007-08-27T20:48:49 | 2007-08-27T20:48:49 | 0.0 | Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI “watershed” module (includes uncertainties). | None | 4.07914 | RWTH Aachen University | 00160000000000008f08 | MULTIPOLYGON (((-73.04297 -… |
| -1 | 0 | -1 | Dickmann, Niklas | 522 | 0 | okay | 64435 | 0 | Schneider, Christoph | intrnl_rock | 2008-04-14T13:43:49 | 520 | 0 | 4.077 | G286972E52994S | None | GCMG-14 | 2 | 0.0 | exists | Chile | 2007-08-27T20:48:49 | 2007-08-27T20:48:49 | 0.0 | Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI “watershed” module (includes uncertainties). | None | 4.07914 | RWTH Aachen University | 00160000000000008f58 | MULTIPOLYGON (((-73.03521 -… |
| -1 | 0 | -1 | Dickmann, Niklas | 522 | 0 | okay | 64433 | 0 | Schneider, Christoph | glac_bound | 2008-04-14T13:43:49 | 520 | 0 | 1.202 | G286828E52958S | None | GCN66 | 6 | 0.0 | exists | Chile | 2007-08-27T20:48:49 | 2007-08-27T20:48:49 | 0.0 | Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI “watershed” module (includes uncertainties). | None | 1.20349 | RWTH Aachen University | 00160000000000008fa3 | MULTIPOLYGON (((-73.18786 -… |
| -1 | 0 | -1 | Dickmann, Niklas | 522 | 0 | okay | 64446 | 0 | Schneider, Christoph | glac_bound | 2008-04-14T13:43:49 | 520 | 0 | 0.696 | G286719E53053S | None | GCN79 | 6 | 0.0 | None | Chile | 2007-08-27T20:48:49 | 2007-08-27T20:48:49 | 0.0 | Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI “watershed” module (includes uncertainties). | None | 0.697138 | RWTH Aachen University | 00160000000000008ebf | MULTIPOLYGON (((-73.28692 -… |
| -1 | 0 | -1 | Dickmann, Niklas | 522 | 0 | okay | 64439 | 0 | Schneider, Christoph | glac_bound | 2008-04-14T13:43:49 | 520 | 0 | 0.449 | G286917E53026S | None | GCMG-12 | 6 | 0.0 | exists | Chile | 2007-08-27T20:48:49 | 2007-08-27T20:48:49 | 0.0 | Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI “watershed” module (includes uncertainties). | None | 0.449925 | RWTH Aachen University | 00160000000000008f81 | MULTIPOLYGON (((-73.0892 -5… |
| -1 | 0 | -1 | Dickmann, Niklas | 522 | 0 | okay | 64437 | 0 | Schneider, Christoph | glac_bound | 2008-04-14T13:43:49 | 520 | 0 | 0.3 | G286916E53002S | None | GCMG-11 | 6 | 0.0 | exists | Chile | 2007-08-27T20:48:49 | 2007-08-27T20:48:49 | 0.0 | Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI “watershed” module (includes uncertainties). | None | 0.300517 | RWTH Aachen University | 00160000000000008f6e | MULTIPOLYGON (((-73.08889 -… |
| -1 | 0 | -1 | Dickmann, Niklas | 522 | 0 | okay | 64434 | 0 | Schneider, Christoph | glac_bound | 2008-04-14T13:43:49 | 520 | 0 | 0.383 | G286809E52951S | None | GCMG-9 | 6 | 0.0 | exists | Chile | 2007-08-27T20:48:49 | 2007-08-27T20:48:49 | 0.0 | Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI “watershed” module (includes uncertainties). | None | 0.384194 | RWTH Aachen University | 00160000000000008fb5 | MULTIPOLYGON (((-73.19486 -… |
| -1 | 0 | -1 | Dickmann, Niklas | 522 | 0 | okay | 64443 | 0 | Schneider, Christoph | glac_bound | 2008-04-14T13:43:49 | 520 | 0 | 0.341 | G286755E53068S | None | GCMG-17 | 6 | 0.0 | exists | Chile | 2007-08-27T20:48:49 | 2007-08-27T20:48:49 | 0.0 | Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI “watershed” module (includes uncertainties). | None | 0.341359 | RWTH Aachen University | 00160000000000008eca | MULTIPOLYGON (((-73.25092 -… |
| -1 | 0 | -1 | Dickmann, Niklas | 522 | 0 | okay | 64445 | 0 | Schneider, Christoph | glac_bound | 2008-04-14T13:43:49 | 520 | 0 | 0.296 | G286712E53050S | None | GCN78 | 6 | 0.0 | exists | Chile | 2007-08-27T20:48:49 | 2007-08-27T20:48:49 | 0.0 | Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI “watershed” module (includes uncertainties). | None | 0.296234 | RWTH Aachen University | 00160000000000008ede | MULTIPOLYGON (((-73.29387 -… |
| -1 | 0 | -1 | Dickmann, Niklas | 522 | 0 | okay | 64431 | 0 | Schneider, Christoph | glac_bound | 2008-04-14T13:43:49 | 520 | 0 | 0.8 | G286865E52935S | None | GCMG-10 | 6 | 0.0 | exists | Chile | 2007-08-27T20:48:49 | 2007-08-27T20:48:49 | 0.0 | Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI “watershed” module (includes uncertainties). | None | 0.801233 | RWTH Aachen University | 00160000000000008fd9 | MULTIPOLYGON (((-73.14414 -… |
| -1 | 0 | -1 | Dickmann, Niklas | 522 | 0 | okay | 64440 | 0 | Schneider, Christoph | glac_bound | 2008-04-14T13:43:49 | 520 | 0 | 0.397 | G286917E53042S | None | GCMG-13 | 6 | 0.0 | exists | Chile | 2007-08-27T20:48:49 | 2007-08-27T20:48:49 | 0.0 | Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI “watershed” module (includes uncertainties). | None | 0.397877 | RWTH Aachen University | 00160000000000008f8c | MULTIPOLYGON (((-73.08835 -… |
| -1 | 0 | -1 | Dickmann, Niklas | 522 | 0 | okay | 64444 | 0 | Schneider, Christoph | glac_bound | 2008-04-14T13:43:49 | 520 | 0 | 0.379 | G286729E53066S | None | GCN77 | 6 | 0.0 | exists | Chile | 2007-08-27T20:48:49 | 2007-08-27T20:48:49 | 0.0 | Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI “watershed” module (includes uncertainties). | None | 0.379809 | RWTH Aachen University | 00160000000000008ed2 | MULTIPOLYGON (((-73.27744 -… |
| -1 | 0 | -1 | Dickmann, Niklas | 522 | 0 | okay | 64432 | 0 | Schneider, Christoph | glac_bound | 2008-04-14T13:43:49 | 520 | 0 | 0.912 | G286844E52957S | None | GCN65 | 6 | 0.0 | None | Chile | 2007-08-27T20:48:49 | 2007-08-27T20:48:49 | 0.0 | Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI “watershed” module (includes uncertainties). | None | 0.912574 | RWTH Aachen University | 00160000000000008fa0 | MULTIPOLYGON (((-73.16533 -… |
| -1 | 0 | -1 | Dickmann, Niklas | 522 | 0 | okay | 64438 | 0 | Schneider, Christoph | glac_bound | 2008-04-14T13:43:49 | 520 | 0 | 1.312 | G286781E53001S | None | GCN71 | 6 | 0.0 | exists | Chile | 2007-08-27T20:48:49 | 2007-08-27T20:48:49 | 0.0 | Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI “watershed” module (includes uncertainties). | None | 1.31345 | RWTH Aachen University | 00160000000000008f95 | MULTIPOLYGON (((-73.23633 -… |
| -1 | 0 | -1 | Dickmann, Niklas | 522 | 0 | okay | 64436 | 0 | Schneider, Christoph | glac_bound | 2008-04-14T13:43:49 | 520 | 0 | 0.31 | G286979E52997S | None | GCN69 | 4 | 0.0 | None | Chile | 2007-08-27T20:48:49 | 2007-08-27T20:48:49 | 0.0 | Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI “watershed” module (includes uncertainties). | None | 0.306822 | RWTH Aachen University | 00160000000000008f17 | MULTIPOLYGON (((-73.02381 -… |
| -1 | 0 | -1 | Dickmann, Niklas | 522 | 0 | okay | 64441 | 0 | Schneider, Christoph | glac_bound | 2008-04-14T13:43:49 | 520 | 0 | 0.146 | G286918E53047S | None | GCN74 | 6 | 0.0 | None | Chile | 2007-08-27T20:48:49 | 2007-08-27T20:48:49 | 0.0 | Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI “watershed” module (includes uncertainties). | None | 0.146884 | RWTH Aachen University | 00160000000000008ee7 | MULTIPOLYGON (((-73.08656 -… |
| -1 | 0 | -1 | Dickmann, Niklas | 522 | 0 | okay | 64442 | 0 | Schneider, Christoph | glac_bound | 2008-04-14T13:43:49 | 520 | 0 | 0.512 | G286746E53058S | None | GCMG-16 | 6 | 0.0 | exists | Chile | 2007-08-27T20:48:49 | 2007-08-27T20:48:49 | 0.0 | Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI “watershed” module (includes uncertainties). | None | 0.513019 | RWTH Aachen University | 00160000000000008ed0 | MULTIPOLYGON (((-73.26003 -… |
| -1 | 0 | -1 | Dickmann, Niklas | 522 | 0 | okay | 64447 | 0 | Schneider, Christoph | glac_bound | 2008-04-14T13:43:49 | 520 | 0 | 0.506 | G286711E53054S | None | GCN80 | 6 | 0.0 | exists | Chile | 2007-08-27T20:48:49 | 2007-08-27T20:48:49 | 0.0 | Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI “watershed” module (includes uncertainties). | None | 0.506526 | RWTH Aachen University | 00160000000000008ed9 | MULTIPOLYGON (((-73.29773 -… |
| -1 | 0 | -1 | Dickmann, Niklas | 524 | 0 | okay | 64468 | 0 | Schneider, Christoph | glac_bound | 2008-04-14T13:43:49 | 520 | 0 | 0.964 | G286784E52878S | None | GCN-45 | 6 | 0.0 | exists | Chile | 2007-08-27T20:48:49 | 2007-08-27T20:48:49 | 0.0 | ; Part of the Gran Campo Nevado - Icefield. Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI "wa | None | 0.964829 | RWTH Aachen University | 00160000000000003055 | MULTIPOLYGON (((-73.20792 -… |
| -1 | 0 | -1 | Dickmann, Niklas | 524 | 0 | okay | 64460 | 0 | Schneider, Christoph | glac_bound | 2008-04-14T13:43:49 | 520 | 0 | 14.37 | G286908E52885S | None | GCN-37 | 4 | 0.0 | exists | Chile | 2007-08-27T20:48:49 | 2007-08-27T20:48:49 | 0.0 | ; Part of the Gran Campo Nevado - Icefield. Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI "wa | 2051 | 14.3785 | RWTH Aachen University | 00160000000000008fd2 | MULTIPOLYGON (((-73.13552 -… |
| -1 | 0 | -1 | Dickmann, Niklas | 524 | 0 | okay | 64473 | 0 | Schneider, Christoph | glac_bound | 2008-04-14T13:43:49 | 520 | 0 | 0.54 | G286827E52760S | None | GCN92 | 4 | 0.0 | None | Chile | 2007-08-27T20:48:49 | 2007-08-27T20:48:49 | 0.0 | ; Part of the Gran Campo Nevado - Icefield. Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI "wa | None | 0.537999 | RWTH Aachen University | 00160000000000003006 | MULTIPOLYGON (((-73.18615 -… |
| -1 | 0 | -1 | Dickmann, Niklas | 524 | 0 | okay | 64474 | 0 | Schneider, Christoph | glac_bound | 2008-04-14T13:43:49 | 520 | 0 | 2.04 | G286809E52861S | None | GCN-93 | 0 | 0.0 | exists | Chile | 2007-08-27T20:48:49 | 2007-08-27T20:48:49 | 0.0 | ; Part of the Gran Campo Nevado - Icefield. Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI "wa | None | 2.04288 | RWTH Aachen University | 00160000000000002fbe | MULTIPOLYGON (((-73.20455 -… |
| -1 | 0 | -1 | Dickmann, Niklas | 524 | 0 | okay | 64464 | 0 | Schneider, Christoph | glac_bound | 2008-04-14T13:43:49 | 520 | 0 | 2.79 | G286821E52823S | None | GCN-41 | 4 | 0.0 | exists | Chile | 2007-08-27T20:48:49 | 2007-08-27T20:48:49 | 0.0 | ; Part of the Gran Campo Nevado - Icefield. Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI "wa | 2055 | 2.79025 | RWTH Aachen University | 00160000000000002fe4 | MULTIPOLYGON (((-73.19315 -… |
| -1 | 0 | -1 | Dickmann, Niklas | 524 | 0 | okay | 64465 | 0 | Schneider, Christoph | glac_bound | 2008-04-14T13:43:49 | 520 | 0 | 29.32 | G286860E52810S | None | GCN-42 | 4 | 0.0 | exists | Chile | 2007-08-27T20:48:49 | 2007-08-27T20:48:49 | 0.0 | ; Part of the Gran Campo Nevado - Icefield. Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI "wa | 2056 | 29.3337 | RWTH Aachen University | 00160000000000002f72 | MULTIPOLYGON (((-73.20837 -… |
| -1 | 0 | -1 | Dickmann, Niklas | 524 | 0 | okay | 64470 | 0 | Schneider, Christoph | glac_bound | 2008-04-14T13:43:49 | 520 | 0 | 0.873 | G286763E52863S | None | GCN-47 | 6 | 0.0 | exists | Chile | 2007-08-27T20:48:49 | 2007-08-27T20:48:49 | 0.0 | ; Part of the Gran Campo Nevado - Icefield. Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI "wa | None | 0.873477 | RWTH Aachen University | 00160000000000003041 | MULTIPOLYGON (((-73.24809 -… |
| -1 | 0 | -1 | Dickmann, Niklas | 524 | 0 | okay | 64463 | 0 | Schneider, Christoph | glac_bound | 2008-04-14T13:43:49 | 520 | 0 | 13.97 | G286813E52846S | None | GCN-40 | 4 | 0.0 | exists | Chile | 2007-08-27T20:48:49 | 2007-08-27T20:48:49 | 0.0 | ; Part of the Gran Campo Nevado - Icefield. Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI "wa | 2054 | 13.9767 | RWTH Aachen University | 00160000000000002fa7 | MULTIPOLYGON (((-73.24513 -… |
| -1 | 0 | -1 | Dickmann, Niklas | 524 | 0 | okay | 64467 | 0 | Schneider, Christoph | glac_bound | 2008-04-14T13:43:49 | 520 | 0 | 2.397 | G286774E52860S | None | GCN-44 | 6 | 0.0 | exists | Chile | 2007-08-27T20:48:49 | 2007-08-27T20:48:49 | 0.0 | ; Part of the Gran Campo Nevado - Icefield. Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI "wa | None | 2.39847 | RWTH Aachen University | 00160000000000003035 | MULTIPOLYGON (((-73.2384 -5… |
| -1 | 0 | -1 | Dickmann, Niklas | 524 | 0 | okay | 64471 | 0 | Schneider, Christoph | glac_bound | 2008-04-14T13:43:49 | 520 | 0 | 0.639 | G286698E52880S | None | GCMG-8 | 6 | 0.0 | exists | Chile | 2007-08-27T20:48:49 | 2007-08-27T20:48:49 | 0.0 | ; Part of the Gran Campo Nevado - Icefield. Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI "wa | None | 0.640409 | RWTH Aachen University | 00160000000000003065 | MULTIPOLYGON (((-73.31003 -… |
| -1 | 0 | -1 | Dickmann, Niklas | 524 | 0 | okay | 64462 | 0 | Schneider, Christoph | glac_bound | 2008-04-14T13:43:49 | 520 | 0 | 6.266 | G286858E52858S | None | GCN-39 | 4 | 0.0 | exists | Chile | 2007-08-27T20:48:49 | 2007-08-27T20:48:49 | 0.0 | ; Part of the Gran Campo Nevado - Icefield. Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI "wa | None | 6.47308 | RWTH Aachen University | 00160000000000002faf | MULTIPOLYGON (((-73.1892 -5… |
| -1 | 0 | -1 | Dickmann, Niklas | 524 | 0 | okay | 64469 | 0 | Schneider, Christoph | glac_bound | 2008-04-14T13:43:49 | 520 | 0 | 0.871 | G286769E52870S | None | GCN-46 | 6 | 0.0 | exists | Chile | 2007-08-27T20:48:49 | 2007-08-27T20:48:49 | 0.0 | ; Part of the Gran Campo Nevado - Icefield. Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI "wa | None | 0.871535 | RWTH Aachen University | 00160000000000003044 | MULTIPOLYGON (((-73.2414 -5… |
| -1 | 0 | -1 | Dickmann, Niklas | 524 | 0 | okay | 64466 | 0 | Schneider, Christoph | glac_bound | 2008-04-14T13:43:49 | 520 | 0 | 0.438 | G286836E52765S | None | GCN43 | 4 | 0.0 | exists | Chile | 2007-08-27T20:48:49 | 2007-08-27T20:48:49 | 0.0 | ; Part of the Gran Campo Nevado - Icefield. Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI "wa | None | 0.43834 | RWTH Aachen University | 00160000000000003004 | MULTIPOLYGON (((-73.16923 -… |
| -1 | 0 | -1 | Dickmann, Niklas | 524 | 0 | okay | 64472 | 0 | Schneider, Christoph | glac_bound | 2008-04-14T13:43:49 | 520 | 0 | 1.74 | G286848E52775S | None | GCN-91 | 4 | 0.0 | exists | Chile | 2007-08-27T20:48:49 | 2007-08-27T20:48:49 | 0.0 | ; Part of the Gran Campo Nevado - Icefield. Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI "wa | None | 1.74165 | RWTH Aachen University | 00160000000000002ffc | MULTIPOLYGON (((-73.16887 -… |
| -1 | 0 | -1 | Dickmann, Niklas | 524 | 0 | okay | 64461 | 0 | Schneider, Christoph | glac_bound | 2008-04-14T13:43:49 | 520 | 0 | 9.221 | G286874E52868S | None | GCN-38 | 4 | 0.0 | exists | Chile | 2007-08-27T20:48:49 | 2007-08-27T20:48:49 | 0.0 | ; Part of the Gran Campo Nevado - Icefield. Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI "wa | 2052 | 9.22558 | RWTH Aachen University | 00160000000000008fc6 | MULTIPOLYGON (((-73.15644 -… |
ta <- ice %>% st_set_geometry(NULL)
kbl(diagnose(ta)) %>%
kable_styling(bootstrap_options = c("striped", "hover")) %>%
kable_paper() %>%
scroll_box(width = "100%", height = "300px")| variables | types | missing_count | missing_percent | unique_count | unique_rate |
|---|---|---|---|---|---|
| tessellate | numeric | 0 | 0 | 1 | 0.0108696 |
| extrude | numeric | 0 | 0 | 1 | 0.0108696 |
| visibility | numeric | 0 | 0 | 1 | 0.0108696 |
| analysts | character | 0 | 0 | 1 | 0.0108696 |
| subm_id | character | 0 | 0 | 7 | 0.0760870 |
| mean_elev | character | 0 | 0 | 1 | 0.0108696 |
| rec_status | character | 0 | 0 | 1 | 0.0108696 |
| anlys_id | character | 0 | 0 | 81 | 0.8804348 |
| min_elev | character | 0 | 0 | 1 | 0.0108696 |
| submitters | character | 0 | 0 | 1 | 0.0108696 |
| line_type | character | 0 | 0 | 2 | 0.0217391 |
| release_dt | character | 0 | 0 | 1 | 0.0108696 |
| rc_id | character | 0 | 0 | 1 | 0.0108696 |
| max_elev | character | 0 | 0 | 1 | 0.0108696 |
| area | character | 0 | 0 | 79 | 0.8586957 |
| glac_id | character | 0 | 0 | 81 | 0.8804348 |
| glac_name | character | 0 | 0 | 3 | 0.0326087 |
| local_id | character | 0 | 0 | 80 | 0.8695652 |
| primeclass | character | 0 | 0 | 5 | 0.0543478 |
| length | character | 0 | 0 | 1 | 0.0108696 |
| glac_stat | character | 0 | 0 | 2 | 0.0217391 |
| geog_area | character | 0 | 0 | 1 | 0.0108696 |
| anlys_time | character | 0 | 0 | 1 | 0.0108696 |
| src_date | character | 0 | 0 | 1 | 0.0108696 |
| width | character | 0 | 0 | 1 | 0.0108696 |
| proc_desc | character | 0 | 0 | 2 | 0.0217391 |
| wgms_id | character | 0 | 0 | 11 | 0.1195652 |
| db_area | character | 0 | 0 | 81 | 0.8804348 |
| chief_affl | character | 0 | 0 | 1 | 0.0108696 |
| system_ind | character | 0 | 0 | 92 | 1.0000000 |
Vamos a eliminar los registros donde unique_count solo sea 1 utilizamos la función pull para crear un vector con el resultado del filtro
borrar <- diagnose(ta) %>%
filter(unique_count==1) %>% pull(variables)#<- selecciona variables con valores no necesarios
borrar## [1] "tessellate" "extrude" "visibility" "analysts" "mean_elev"
## [6] "rec_status" "min_elev" "submitters" "release_dt" "rc_id"
## [11] "max_elev" "length" "geog_area" "anlys_time" "src_date"
## [16] "width" "chief_affl"Utilizamos la función select para omitir los registros del vector creado anteriormente
ice2 <- ice
ice2 <- ice2 %>% dplyr::select(-c(borrar)) #<- elimina variables con valores no necesarios## Note: Using an external vector in selections is ambiguous.
## i Use `all_of(borrar)` instead of `borrar` to silence this message.
## i See <https://tidyselect.r-lib.org/reference/faq-external-vector.html>.
## This message is displayed once per session.kbl(ice2) %>%
kable_styling(bootstrap_options = c("striped", "hover")) %>%
kable_paper() %>%
scroll_box(width = "100%", height = "300px")| subm_id | anlys_id | line_type | area | glac_id | glac_name | local_id | primeclass | glac_stat | proc_desc | wgms_id | db_area | system_ind | geometry |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 517 | 64375 | glac_bound | 3.78 | G286945E52709S | None | GCMG-7 | 6 | exists | Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI “watershed” module (includes uncertainties). | None | 3.77808 | 00160000000000002ec4 | MULTIPOLYGON (((-73.07857 -… |
| 517 | 64375 | intrnl_rock | 3.78 | G286945E52709S | None | GCMG-7 | 6 | exists | Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI “watershed” module (includes uncertainties). | None | 3.77808 | 00160000000000002ee1 | MULTIPOLYGON (((-73.05761 -… |
| 517 | 64375 | intrnl_rock | 3.78 | G286945E52709S | None | GCMG-7 | 6 | exists | Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI “watershed” module (includes uncertainties). | None | 3.77808 | 00160000000000002ee2 | MULTIPOLYGON (((-73.05074 -… |
| 517 | 64377 | glac_bound | 0.49 | G286952E52654S | None | GCMG-3 | 6 | exists | Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI “watershed” module (includes uncertainties). | None | 0.485329 | 00160000000000002dcf | MULTIPOLYGON (((-73.05527 -… |
| 517 | 64380 | glac_bound | 0.475 | G287045E52664S | None | GCMG-4 | 6 | exists | Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI “watershed” module (includes uncertainties). | None | 0.475244 | 00160000000000002d8b | MULTIPOLYGON (((-72.96052 -… |
| 517 | 64378 | glac_bound | 0.872 | G286956E52645S | None | GCMG-1 | 6 | exists | Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI “watershed” module (includes uncertainties). | None | 0.872625 | 00160000000000002de0 | MULTIPOLYGON (((-73.05029 -… |
| 517 | 64381 | glac_bound | 0.151 | G287038E52660S | None | GCMG-5 | 6 | exists | Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI “watershed” module (includes uncertainties). | None | 0.151266 | 00160000000000002d96 | MULTIPOLYGON (((-72.96555 -… |
| 517 | 64379 | glac_bound | 0.05 | G286968E52646S | None | GCN-03 | 4 | exists | Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI “watershed” module (includes uncertainties). | None | 0.047079 | 00160000000000002df0 | MULTIPOLYGON (((-73.03561 -… |
| 517 | 64376 | glac_bound | 6.911 | G286975E52672S | None | GCMG-2 | 6 | exists | Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI “watershed” module (includes uncertainties). | None | 6.91332 | 00160000000000002da5 | MULTIPOLYGON (((-73.05491 -… |
| 517 | 64374 | glac_bound | 2.543 | G286895E52693S | None | GCMG-6 | 6 | exists | Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI “watershed” module (includes uncertainties). | None | 2.5444 | 00160000000000002e22 | MULTIPOLYGON (((-73.12318 -… |
| 518 | 64388 | glac_bound | 6.734 | G286959E52797S | None | GCN-15 | 4 | exists | ; Part of the Gran Campo Nevado - Icefield. Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI "wa | None | 6.73748 | 00160000000000002e9a | MULTIPOLYGON (((-73.06604 -… |
| 518 | 64382 | intrnl_rock | 49.72 | G286886E52763S | None | GCN-09 | 4 | exists | ; Part of the Gran Campo Nevado - Icefield. Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI "wa | 2024 | 49.7493 | 00160000000000002e4f | MULTIPOLYGON (((-73.12426 -… |
| 518 | 64382 | intrnl_rock | 49.72 | G286886E52763S | None | GCN-09 | 4 | exists | ; Part of the Gran Campo Nevado - Icefield. Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI "wa | 2024 | 49.7493 | 00160000000000002e58 | MULTIPOLYGON (((-73.08965 -… |
| 518 | 64382 | intrnl_rock | 49.72 | G286886E52763S | None | GCN-09 | 4 | exists | ; Part of the Gran Campo Nevado - Icefield. Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI "wa | 2024 | 49.7493 | 00160000000000002e5f | MULTIPOLYGON (((-73.07578 -… |
| 518 | 64382 | intrnl_rock | 49.72 | G286886E52763S | None | GCN-09 | 4 | exists | ; Part of the Gran Campo Nevado - Icefield. Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI "wa | 2024 | 49.7493 | 0016000000000000300e | MULTIPOLYGON (((-73.15128 -… |
| 518 | 64386 | glac_bound | 1.162 | G286961E52766S | None | GCN13 | 4 | None | ; Part of the Gran Campo Nevado - Icefield. Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI "wa | 2028 | 1.1635 | 00160000000000002e8b | MULTIPOLYGON (((-73.04333 -… |
| 518 | 64384 | glac_bound | 0.086 | G286961E52752S | None | GCN11 | 4 | None | ; Part of the Gran Campo Nevado - Icefield. Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI "wa | None | 0.086354 | 00160000000000002e89 | MULTIPOLYGON (((-73.04145 -… |
| 518 | 64383 | glac_bound | 5.63 | G286951E52763S | None | GCN-10 | 4 | exists | ; Part of the Gran Campo Nevado - Icefield. Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI "wa | None | 5.63079 | 00160000000000002e79 | MULTIPOLYGON (((-73.06331 -… |
| 518 | 64390 | glac_bound | 0.775 | G286983E52768S | None | GCN94 | 6 | None | ; Part of the Gran Campo Nevado - Icefield. Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI "wa | None | 0.776097 | 00160000000000002ea7 | MULTIPOLYGON (((-73.02547 -… |
| 519 | 64399 | glac_bound | 2.75 | G286954E52833S | None | GCN24 | 4 | None | ; Part of the Gran Campo Nevado - Icefield. Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI "wa | None | 2.74616 | 00160000000000002f69 | MULTIPOLYGON (((-73.0585 -5… |
| 519 | 64396 | glac_bound | 0.18 | G286976E52838S | None | GCN-22 | 4 | exists | ; Part of the Gran Campo Nevado - Icefield. Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI "wa | 2036 | 0.175501 | 00160000000000002f34 | MULTIPOLYGON (((-73.02879 -… |
| 519 | 64395 | glac_bound | 1.2 | G286963E52820S | None | GCN-20 | 4 | exists | ; Part of the Gran Campo Nevado - Icefield. Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI "wa | None | 1.20293 | 00160000000000002f3e | MULTIPOLYGON (((-73.04464 -… |
| 519 | 64397 | glac_bound | 1.2 | G286966E52828S | None | GCN21 | 4 | None | ; Part of the Gran Campo Nevado - Icefield. Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI "wa | None | 1.20403 | 00160000000000002f86 | MULTIPOLYGON (((-73.0441 -5… |
| 519 | 64391 | glac_bound | 0.264 | G287012E52793S | None | GCN16 | 6 | None | ; Part of the Gran Campo Nevado - Icefield. Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI "wa | None | 0.264626 | 00160000000000002f45 | MULTIPOLYGON (((-72.99253 -… |
| 519 | 64400 | glac_bound | 1.27 | G286938E52837S | None | GCN25 | 4 | None | ; Part of the Gran Campo Nevado - Icefield. Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI "wa | None | 1.26626 | 00160000000000002f7e | MULTIPOLYGON (((-73.06811 -… |
| 519 | 64401 | glac_bound | 6.39 | G286979E52802S | Galeria | None | 4 | None | ; Part of the Gran Campo Nevado - Icefield. Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI "wa | 2031 | 6.39021 | 00160000000000002eb8 | MULTIPOLYGON (((-73.03548 -… |
| 519 | 64401 | intrnl_rock | 6.39 | G286979E52802S | Galeria | None | 4 | None | ; Part of the Gran Campo Nevado - Icefield. Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI "wa | 2031 | 6.39021 | 00160000000000002f4b | MULTIPOLYGON (((-73.01151 -… |
| 519 | 64401 | intrnl_rock | 6.39 | G286979E52802S | Galeria | None | 4 | None | ; Part of the Gran Campo Nevado - Icefield. Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI "wa | 2031 | 6.39021 | 00160000000000002f60 | MULTIPOLYGON (((-73.02601 -… |
| 519 | 64393 | glac_bound | 0.191 | G287009E52800S | None | GCN18 | 6 | None | ; Part of the Gran Campo Nevado - Icefield. Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI "wa | None | 0.191162 | 00160000000000002f43 | MULTIPOLYGON (((-72.99526 -… |
| 519 | 64398 | glac_bound | 0.37 | G286970E52841S | None | GCN23 | 4 | None | ; Part of the Gran Campo Nevado - Icefield. Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI "wa | None | 0.365592 | 00160000000000002f8b | MULTIPOLYGON (((-73.03454 -… |
| 519 | 64392 | glac_bound | 0.161 | G287014E52797S | None | GCN17 | 6 | None | ; Part of the Gran Campo Nevado - Icefield. Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI "wa | None | 0.162022 | 00160000000000002f47 | MULTIPOLYGON (((-72.99167 -… |
| 519 | 64402 | glac_bound | 3.043 | G286982E52818S | Lengua | None | 4 | None | ; Part of the Gran Campo Nevado - Icefield. Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI "wa | 2034 | 3.04372 | 00160000000000002f3c | MULTIPOLYGON (((-73.02879 -… |
| 520 | 64412 | glac_bound | 1.38 | G286965E52887S | None | GCN-31 | 4 | exists | ; Part of the Gran Campo Nevado - Icefield. Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI "wa | None | 1.37887 | 0016000000000000905c | MULTIPOLYGON (((-73.04383 -… |
| 520 | 64404 | glac_bound | 16.91 | G286916E52837S | None | GCN-26 | 4 | exists | ; Part of the Gran Campo Nevado - Icefield. Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI "wa | None | 16.9229 | 00160000000000002f6b | MULTIPOLYGON (((-73.12332 -… |
| 520 | 64404 | intrnl_rock | 16.91 | G286916E52837S | None | GCN-26 | 4 | exists | ; Part of the Gran Campo Nevado - Icefield. Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI "wa | None | 16.9229 | 00160000000000002f7b | MULTIPOLYGON (((-73.08332 -… |
| 520 | 64406 | glac_bound | 0.413 | G287012E52894S | None | GCN28 | 6 | None | ; Part of the Gran Campo Nevado - Icefield. Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI "wa | None | 0.41368 | 0016000000000000908a | MULTIPOLYGON (((-73.00038 -… |
| 520 | 64413 | glac_bound | 1.89 | G286934E52901S | None | GCN-35 | 4 | exists | ; Part of the Gran Campo Nevado - Icefield. Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI "wa | None | 1.8866 | 0016000000000000902c | MULTIPOLYGON (((-73.07623 -… |
| 520 | 64408 | glac_bound | 1.89 | G286964E52878S | None | GCN30 | 6 | exists | ; Part of the Gran Campo Nevado - Icefield. Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI "wa | None | 1.89139 | 0016000000000000904e | MULTIPOLYGON (((-73.05357 -… |
| 520 | 64407 | glac_bound | 2.16 | G286996E52889S | None | GCN-29 | 6 | exists | ; Part of the Gran Campo Nevado - Icefield. Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI "wa | None | 2.15966 | 0016000000000000907e | MULTIPOLYGON (((-73.01591 -… |
| 520 | 64410 | glac_bound | 0.79 | G286949E52892S | None | GCN-33 | 4 | exists | ; Part of the Gran Campo Nevado - Icefield. Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI "wa | None | 0.789418 | 00160000000000009031 | MULTIPOLYGON (((-73.05873 -… |
| 520 | 64405 | glac_bound | 6.071 | G286957E52870S | None | GCN-27 | 6 | exists | ; Part of the Gran Campo Nevado - Icefield. Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI "wa | None | 6.07346 | 00160000000000009050 | MULTIPOLYGON (((-73.07798 -… |
| 520 | 64409 | glac_bound | 0.95 | G286969E52905S | None | GCN-32 | 6 | exists | ; Part of the Gran Campo Nevado - Icefield. Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI "wa | None | 0.946994 | 00160000000000009073 | MULTIPOLYGON (((-73.0458 -5… |
| 520 | 64414 | glac_bound | 1.97 | G286920E52908S | None | GCN-36 | 6 | exists | ; Part of the Gran Campo Nevado - Icefield. Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI "wa | None | 1.96848 | 00160000000000008fe8 | MULTIPOLYGON (((-73.09078 -… |
| 521 | 64420 | glac_bound | 0.375 | G287010E52965S | None | GCN53 | 6 | exists | Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI “watershed” module (includes uncertainties). | None | 0.375163 | 001600000000000090a3 | MULTIPOLYGON (((-72.99719 -… |
| 521 | 64425 | glac_bound | 1.534 | G286977E52949S | None | GCN-58 | 6 | exists | Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI “watershed” module (includes uncertainties). | None | 1.53517 | 00160000000000008f36 | MULTIPOLYGON (((-73.04872 -… |
| 521 | 64426 | glac_bound | 0.419 | G286967E52949S | None | GCN59 | 6 | None | Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI “watershed” module (includes uncertainties). | None | 0.419303 | 0016000000000000900d | MULTIPOLYGON (((-73.04468 -… |
| 521 | 64430 | glac_bound | 1.001 | G286968E52921S | None | GCN-63 | 2 | exists | Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI “watershed” module (includes uncertainties). | None | 1.00216 | 0016000000000000901e | MULTIPOLYGON (((-73.0397 -5… |
| 521 | 64429 | glac_bound | 1.631 | G286981E52940S | None | GCN-62 | 6 | exists | Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI “watershed” module (includes uncertainties). | None | 1.63227 | 00160000000000009003 | MULTIPOLYGON (((-73.04221 -… |
| 521 | 64421 | glac_bound | 2.839 | G286988E52950S | None | GCN-54 | 6 | exists | Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI “watershed” module (includes uncertainties). | None | 2.8406 | 00160000000000008f21 | MULTIPOLYGON (((-73.00613 -… |
| 521 | 64424 | glac_bound | 1.72 | G286935E52969S | None | GCMG-15 | 6 | exists | Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI “watershed” module (includes uncertainties). | None | 1.72205 | 00160000000000008f4a | MULTIPOLYGON (((-73.08997 -… |
| 521 | 64428 | glac_bound | 0.293 | G286958E52943S | None | GCN61 | 6 | None | Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI “watershed” module (includes uncertainties). | None | 0.293064 | 00160000000000009006 | MULTIPOLYGON (((-73.04814 -… |
| 521 | 64417 | glac_bound | 0.017 | G286998E52932S | None | GCN50 | 6 | None | Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI “watershed” module (includes uncertainties). | None | 0.01744 | 00160000000000009099 | MULTIPOLYGON (((-73.00334 -… |
| 521 | 64427 | glac_bound | 2.806 | G286936E52937S | None | GCN-60 | 2 | exists | Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI “watershed” module (includes uncertainties). | None | 2.8067 | 00160000000000008fef | MULTIPOLYGON (((-73.08252 -… |
| 521 | 64422 | glac_bound | 0.019 | G287000E52969S | None | GCN55 | 5 | None | Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI “watershed” module (includes uncertainties). | None | 0.160067 | 00160000000000008f22 | MULTIPOLYGON (((-73.0011 -5… |
| 521 | 64416 | glac_bound | 3.365 | G286992E52939S | None | GCN-49 | 6 | exists | Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI “watershed” module (includes uncertainties). | None | 3.36665 | 00160000000000009016 | MULTIPOLYGON (((-73.02762 -… |
| 521 | 64418 | glac_bound | 0.78 | G286100E52952S | None | GCN-51 | 6 | exists | Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI “watershed” module (includes uncertainties). | None | 0.780509 | 0016000000000000909c | MULTIPOLYGON (((-73.00446 -… |
| 521 | 64423 | glac_bound | 1.899 | G286980E52958S | None | GCN-56 | 6 | exists | Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI “watershed” module (includes uncertainties). | None | 1.90017 | 00160000000000008f32 | MULTIPOLYGON (((-73.04414 -… |
| 521 | 64423 | intrnl_rock | 1.899 | G286980E52958S | None | GCN-56 | 6 | exists | Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI “watershed” module (includes uncertainties). | None | 1.90017 | 00160000000000008f41 | MULTIPOLYGON (((-73.03476 -… |
| 522 | 64435 | glac_bound | 4.077 | G286972E52994S | None | GCMG-14 | 2 | exists | Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI “watershed” module (includes uncertainties). | None | 4.07914 | 00160000000000008efa | MULTIPOLYGON (((-73.04598 -… |
| 522 | 64435 | intrnl_rock | 4.077 | G286972E52994S | None | GCMG-14 | 2 | exists | Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI “watershed” module (includes uncertainties). | None | 4.07914 | 00160000000000008f08 | MULTIPOLYGON (((-73.04297 -… |
| 522 | 64435 | intrnl_rock | 4.077 | G286972E52994S | None | GCMG-14 | 2 | exists | Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI “watershed” module (includes uncertainties). | None | 4.07914 | 00160000000000008f58 | MULTIPOLYGON (((-73.03521 -… |
| 522 | 64433 | glac_bound | 1.202 | G286828E52958S | None | GCN66 | 6 | exists | Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI “watershed” module (includes uncertainties). | None | 1.20349 | 00160000000000008fa3 | MULTIPOLYGON (((-73.18786 -… |
| 522 | 64446 | glac_bound | 0.696 | G286719E53053S | None | GCN79 | 6 | None | Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI “watershed” module (includes uncertainties). | None | 0.697138 | 00160000000000008ebf | MULTIPOLYGON (((-73.28692 -… |
| 522 | 64439 | glac_bound | 0.449 | G286917E53026S | None | GCMG-12 | 6 | exists | Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI “watershed” module (includes uncertainties). | None | 0.449925 | 00160000000000008f81 | MULTIPOLYGON (((-73.0892 -5… |
| 522 | 64437 | glac_bound | 0.3 | G286916E53002S | None | GCMG-11 | 6 | exists | Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI “watershed” module (includes uncertainties). | None | 0.300517 | 00160000000000008f6e | MULTIPOLYGON (((-73.08889 -… |
| 522 | 64434 | glac_bound | 0.383 | G286809E52951S | None | GCMG-9 | 6 | exists | Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI “watershed” module (includes uncertainties). | None | 0.384194 | 00160000000000008fb5 | MULTIPOLYGON (((-73.19486 -… |
| 522 | 64443 | glac_bound | 0.341 | G286755E53068S | None | GCMG-17 | 6 | exists | Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI “watershed” module (includes uncertainties). | None | 0.341359 | 00160000000000008eca | MULTIPOLYGON (((-73.25092 -… |
| 522 | 64445 | glac_bound | 0.296 | G286712E53050S | None | GCN78 | 6 | exists | Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI “watershed” module (includes uncertainties). | None | 0.296234 | 00160000000000008ede | MULTIPOLYGON (((-73.29387 -… |
| 522 | 64431 | glac_bound | 0.8 | G286865E52935S | None | GCMG-10 | 6 | exists | Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI “watershed” module (includes uncertainties). | None | 0.801233 | 00160000000000008fd9 | MULTIPOLYGON (((-73.14414 -… |
| 522 | 64440 | glac_bound | 0.397 | G286917E53042S | None | GCMG-13 | 6 | exists | Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI “watershed” module (includes uncertainties). | None | 0.397877 | 00160000000000008f8c | MULTIPOLYGON (((-73.08835 -… |
| 522 | 64444 | glac_bound | 0.379 | G286729E53066S | None | GCN77 | 6 | exists | Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI “watershed” module (includes uncertainties). | None | 0.379809 | 00160000000000008ed2 | MULTIPOLYGON (((-73.27744 -… |
| 522 | 64432 | glac_bound | 0.912 | G286844E52957S | None | GCN65 | 6 | None | Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI “watershed” module (includes uncertainties). | None | 0.912574 | 00160000000000008fa0 | MULTIPOLYGON (((-73.16533 -… |
| 522 | 64438 | glac_bound | 1.312 | G286781E53001S | None | GCN71 | 6 | exists | Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI “watershed” module (includes uncertainties). | None | 1.31345 | 00160000000000008f95 | MULTIPOLYGON (((-73.23633 -… |
| 522 | 64436 | glac_bound | 0.31 | G286979E52997S | None | GCN69 | 4 | None | Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI “watershed” module (includes uncertainties). | None | 0.306822 | 00160000000000008f17 | MULTIPOLYGON (((-73.02381 -… |
| 522 | 64441 | glac_bound | 0.146 | G286918E53047S | None | GCN74 | 6 | None | Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI “watershed” module (includes uncertainties). | None | 0.146884 | 00160000000000008ee7 | MULTIPOLYGON (((-73.08656 -… |
| 522 | 64442 | glac_bound | 0.512 | G286746E53058S | None | GCMG-16 | 6 | exists | Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI “watershed” module (includes uncertainties). | None | 0.513019 | 00160000000000008ed0 | MULTIPOLYGON (((-73.26003 -… |
| 522 | 64447 | glac_bound | 0.506 | G286711E53054S | None | GCN80 | 6 | exists | Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI “watershed” module (includes uncertainties). | None | 0.506526 | 00160000000000008ed9 | MULTIPOLYGON (((-73.29773 -… |
| 524 | 64468 | glac_bound | 0.964 | G286784E52878S | None | GCN-45 | 6 | exists | ; Part of the Gran Campo Nevado - Icefield. Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI "wa | None | 0.964829 | 00160000000000003055 | MULTIPOLYGON (((-73.20792 -… |
| 524 | 64460 | glac_bound | 14.37 | G286908E52885S | None | GCN-37 | 4 | exists | ; Part of the Gran Campo Nevado - Icefield. Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI "wa | 2051 | 14.3785 | 00160000000000008fd2 | MULTIPOLYGON (((-73.13552 -… |
| 524 | 64473 | glac_bound | 0.54 | G286827E52760S | None | GCN92 | 4 | None | ; Part of the Gran Campo Nevado - Icefield. Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI "wa | None | 0.537999 | 00160000000000003006 | MULTIPOLYGON (((-73.18615 -… |
| 524 | 64474 | glac_bound | 2.04 | G286809E52861S | None | GCN-93 | 0 | exists | ; Part of the Gran Campo Nevado - Icefield. Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI "wa | None | 2.04288 | 00160000000000002fbe | MULTIPOLYGON (((-73.20455 -… |
| 524 | 64464 | glac_bound | 2.79 | G286821E52823S | None | GCN-41 | 4 | exists | ; Part of the Gran Campo Nevado - Icefield. Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI "wa | 2055 | 2.79025 | 00160000000000002fe4 | MULTIPOLYGON (((-73.19315 -… |
| 524 | 64465 | glac_bound | 29.32 | G286860E52810S | None | GCN-42 | 4 | exists | ; Part of the Gran Campo Nevado - Icefield. Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI "wa | 2056 | 29.3337 | 00160000000000002f72 | MULTIPOLYGON (((-73.20837 -… |
| 524 | 64470 | glac_bound | 0.873 | G286763E52863S | None | GCN-47 | 6 | exists | ; Part of the Gran Campo Nevado - Icefield. Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI "wa | None | 0.873477 | 00160000000000003041 | MULTIPOLYGON (((-73.24809 -… |
| 524 | 64463 | glac_bound | 13.97 | G286813E52846S | None | GCN-40 | 4 | exists | ; Part of the Gran Campo Nevado - Icefield. Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI "wa | 2054 | 13.9767 | 00160000000000002fa7 | MULTIPOLYGON (((-73.24513 -… |
| 524 | 64467 | glac_bound | 2.397 | G286774E52860S | None | GCN-44 | 6 | exists | ; Part of the Gran Campo Nevado - Icefield. Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI "wa | None | 2.39847 | 00160000000000003035 | MULTIPOLYGON (((-73.2384 -5… |
| 524 | 64471 | glac_bound | 0.639 | G286698E52880S | None | GCMG-8 | 6 | exists | ; Part of the Gran Campo Nevado - Icefield. Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI "wa | None | 0.640409 | 00160000000000003065 | MULTIPOLYGON (((-73.31003 -… |
| 524 | 64462 | glac_bound | 6.266 | G286858E52858S | None | GCN-39 | 4 | exists | ; Part of the Gran Campo Nevado - Icefield. Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI "wa | None | 6.47308 | 00160000000000002faf | MULTIPOLYGON (((-73.1892 -5… |
| 524 | 64469 | glac_bound | 0.871 | G286769E52870S | None | GCN-46 | 6 | exists | ; Part of the Gran Campo Nevado - Icefield. Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI "wa | None | 0.871535 | 00160000000000003044 | MULTIPOLYGON (((-73.2414 -5… |
| 524 | 64466 | glac_bound | 0.438 | G286836E52765S | None | GCN43 | 4 | exists | ; Part of the Gran Campo Nevado - Icefield. Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI "wa | None | 0.43834 | 00160000000000003004 | MULTIPOLYGON (((-73.16923 -… |
| 524 | 64472 | glac_bound | 1.74 | G286848E52775S | None | GCN-91 | 4 | exists | ; Part of the Gran Campo Nevado - Icefield. Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI "wa | None | 1.74165 | 00160000000000002ffc | MULTIPOLYGON (((-73.16887 -… |
| 524 | 64461 | glac_bound | 9.221 | G286874E52868S | None | GCN-38 | 4 | exists | ; Part of the Gran Campo Nevado - Icefield. Glacier outlines created manually in Arc View based on orthorectified ASTER Image in WGS84 Projection, UTM Zone 18S. Borders between Glaciers were assumed from Inventory 1998. They are produced with IDRISI "wa | 2052 | 9.22558 | 00160000000000008fc6 | MULTIPOLYGON (((-73.15644 -… |
4 cambiar coordenadas shp
librerias “tidyverse”,“sf”,“janitor”,“dlookr”,“magrittr”
Leemos el shp
congui <- read_sf("4/conguillio.shp")
congui2 <-congui
congui2 <- dplyr::select(congui2[-c(1:29)])
congui2## Simple feature collection with 1 feature and 0 fields
## Geometry type: POLYGON
## Dimension: XY
## Bounding box: xmin: -71.89065 ymin: -38.81194 xmax: -71.49166 ymax: -38.49524
## Geodetic CRS: WGS 84
## # A tibble: 1 x 1
## geometry
## <POLYGON [°]>
## 1 ((-71.5587 -38.51745, -71.55922 -38.51922, -71.55927 -38.5194, -71.55932 -38.~#mapview(congui)Para cambiar el formato de coordenadas del shp utilizamos la función st_transform y colocamos el nuevo formato que queramos
congui <- read_sf("4/conguillio.shp") %>%
st_transform(crs = "+proj=utm +zone=19 +south +ellps=WGS84 +datum=WGS84 +units=m +no_defs")
congui2 <-congui
congui2 <- dplyr::select(congui2[-c(1:29)])
congui2## Simple feature collection with 1 feature and 0 fields
## Geometry type: POLYGON
## Dimension: XY
## Bounding box: xmin: 248684.1 ymin: 5700372 xmax: 283207.3 ymax: 5736112
## CRS: +proj=utm +zone=19 +south +ellps=WGS84 +datum=WGS84 +units=m +no_defs
## # A tibble: 1 x 1
## geometry
## <POLYGON [m]>
## 1 ((276923.5 5733667, 276884.1 5733470, 276880.3 5733450, 276875.5 5733453, 276~#mapview(congui)snippets
# st_transform(crs = "+proj=utm +zone=19 +south +ellps=WGS84 +datum=WGS84 +units=m +no_defs")#<- snippets ---------------------------------------------------------------filtros shp
librerias “tidyverse”,“sf”,“janitor”
Leemos y aplicamos la funcion clean_names al shp
ap <- read_sf("5/snaspe.shp") %>%
clean_names()
head(ap)## Simple feature collection with 6 features and 7 fields
## Geometry type: MULTIPOLYGON
## Dimension: XY
## Bounding box: xmin: -7953760 ymin: -7554436 xmax: -7465598 ymax: -7161411
## Projected CRS: WGS 84 / Pseudo-Mercator
## # A tibble: 6 x 8
## objectid st_area_sh st_length nombre tipo_snasp region cod_region
## <dbl> <dbl> <dbl> <chr> <chr> <chr> <int>
## 1 10921 1970655770. 1388746. P.N.Cabo~ Parque Región de Maga~ 12
## 2 10150 266. 214. <NA> <NA> Región de Maga~ 12
## 3 10142 31431. 917. <NA> <NA> Región de Maga~ 12
## 4 10129 45581. 856. <NA> <NA> Región de Maga~ 12
## 5 10126 302596. 2332. <NA> <NA> Región de Maga~ 12
## 6 9620 302596. 2332. <NA> <NA> Región de Maga~ 12
## # ... with 1 more variable: geometry <MULTIPOLYGON [m]>filtramos por cod_region donde sea 12 dado a Magallanes
magallanes <- ap %>%
filter(cod_region ==12) #<- selecciona region
plot(magallanes[,6])
Ahora vamos a filtrar por tipo_snasp que sea parque donde este el parque de mayor área para lo que utilizamos la función st_area_sh
pa <- ap %>%
filter(tipo_snasp =="Parque" &
cod_region ==10) %>% #<- filtra region, parques y el que tenga la region mas grande
slice_max(st_area_sh, n=1)
# mapview(pa)Para guardar el shp utilizamos la siguiente línea de codigo:
# write_sf(pa, "corcovado.shp")Unir varios shp
librerias “tidyverse”,“sf”,“raster”
Leemos el conjunto de shp que están dentro de nuestra carpeta de trabajo y se unen con la función bind_rows
path_shp <- list.files(path = "6/", full.names = T, pattern = "shp")
shp <- path_shp %>% map(read_sf)
shp_final <- bind_rows(shp)
# mapview(shp_final)datos vectoriales de paises
librerias “tidyverse”,“sf”,“raster”
Extraemos una tabla con los nombres de los países con su codigo
kbl(getData("ISO3")) %>%
kable_styling(bootstrap_options = c("striped", "hover")) %>%
kable_paper() %>%
scroll_box(width = "100%", height = "500px")| ISO3 | NAME |
|---|---|
| AFG | Afghanistan |
| XAD | Akrotiri and Dhekelia |
| ALA | Åland |
| ALB | Albania |
| DZA | Algeria |
| ASM | American Samoa |
| AND | Andorra |
| AGO | Angola |
| AIA | Anguilla |
| ATA | Antarctica |
| ATG | Antigua and Barbuda |
| ARG | Argentina |
| ARM | Armenia |
| ABW | Aruba |
| AUS | Australia |
| AUT | Austria |
| AZE | Azerbaijan |
| BHS | Bahamas |
| BHR | Bahrain |
| BGD | Bangladesh |
| BRB | Barbados |
| BLR | Belarus |
| BEL | Belgium |
| BLZ | Belize |
| BEN | Benin |
| BMU | Bermuda |
| BTN | Bhutan |
| BOL | Bolivia |
| BES | Bonaire, Saint Eustatius and Saba |
| BIH | Bosnia and Herzegovina |
| BWA | Botswana |
| BVT | Bouvet Island |
| BRA | Brazil |
| IOT | British Indian Ocean Territory |
| VGB | British Virgin Islands |
| BRN | Brunei |
| BGR | Bulgaria |
| BFA | Burkina Faso |
| BDI | Burundi |
| KHM | Cambodia |
| CMR | Cameroon |
| CAN | Canada |
| CPV | Cape Verde |
| XCA | Caspian Sea |
| CYM | Cayman Islands |
| CAF | Central African Republic |
| TCD | Chad |
| CHL | Chile |
| CHN | China |
| CXR | Christmas Island |
| XCL | Clipperton Island |
| CCK | Cocos Islands |
| COL | Colombia |
| COM | Comoros |
| COK | Cook Islands |
| CRI | Costa Rica |
| CIV | Côte d’Ivoire |
| HRV | Croatia |
| CUB | Cuba |
| CUW | Curaçao |
| CYP | Cyprus |
| CZE | Czech Republic |
| COD | Democratic Republic of the Congo |
| DNK | Denmark |
| DJI | Djibouti |
| DOM | Dominican Republic |
| DMA | Dominica |
| ECU | Ecuador |
| EGY | Egypt |
| SLV | El Salvador |
| GNQ | Equatorial Guinea |
| ERI | Eritrea |
| EST | Estonia |
| ETH | Ethiopia |
| FLK | Falkland Islands |
| FRO | Faroe Islands |
| FJI | Fiji |
| FIN | Finland |
| FRA | France |
| GUF | French Guiana |
| PYF | French Polynesia |
| ATF | French Southern Territories |
| GAB | Gabon |
| GMB | Gambia |
| GEO | Georgia |
| DEU | Germany |
| GHA | Ghana |
| GIB | Gibraltar |
| GRC | Greece |
| GRL | Greenland |
| GRD | Grenada |
| GLP | Guadeloupe |
| GUM | Guam |
| GTM | Guatemala |
| GGY | Guernsey |
| GNB | Guinea-Bissau |
| GIN | Guinea |
| GUY | Guyana |
| HTI | Haiti |
| HMD | Heard Island and McDonald Islands |
| HND | Honduras |
| HKG | Hong Kong |
| HUN | Hungary |
| ISL | Iceland |
| IND | India |
| IDN | Indonesia |
| IRN | Iran |
| IRQ | Iraq |
| IRL | Ireland |
| IMN | Isle of Man |
| ISR | Israel |
| ITA | Italy |
| JAM | Jamaica |
| JPN | Japan |
| JEY | Jersey |
| JOR | Jordan |
| KAZ | Kazakhstan |
| KEN | Kenya |
| KIR | Kiribati |
| XKO | Kosovo |
| KWT | Kuwait |
| KGZ | Kyrgyzstan |
| LAO | Laos |
| LVA | Latvia |
| LBN | Lebanon |
| LSO | Lesotho |
| LBR | Liberia |
| LBY | Libya |
| LIE | Liechtenstein |
| LTU | Lithuania |
| LUX | Luxembourg |
| MAC | Macao |
| MKD | Macedonia |
| MDG | Madagascar |
| MWI | Malawi |
| MYS | Malaysia |
| MDV | Maldives |
| MLI | Mali |
| MLT | Malta |
| MHL | Marshall Islands |
| MTQ | Martinique |
| MRT | Mauritania |
| MUS | Mauritius |
| MYT | Mayotte |
| MEX | Mexico |
| FSM | Micronesia |
| MDA | Moldova |
| MCO | Monaco |
| MNG | Mongolia |
| MNE | Montenegro |
| MSR | Montserrat |
| MAR | Morocco |
| MOZ | Mozambique |
| MMR | Myanmar |
| NAM | Namibia |
| NRU | Nauru |
| NPL | Nepal |
| NLD | Netherlands |
| NCL | New Caledonia |
| NZL | New Zealand |
| NIC | Nicaragua |
| NER | Niger |
| NGA | Nigeria |
| NIU | Niue |
| NFK | Norfolk Island |
| PRK | North Korea |
| XNC | Northern Cyprus |
| MNP | Northern Mariana Islands |
| NOR | Norway |
| OMN | Oman |
| PAK | Pakistan |
| PLW | Palau |
| PSE | Palestina |
| PAN | Panama |
| PNG | Papua New Guinea |
| XPI | Paracel Islands |
| PRY | Paraguay |
| PER | Peru |
| PHL | Philippines |
| PCN | Pitcairn Islands |
| POL | Poland |
| PRT | Portugal |
| PRI | Puerto Rico |
| QAT | Qatar |
| COG | Republic of Congo |
| REU | Reunion |
| ROU | Romania |
| RUS | Russia |
| RWA | Rwanda |
| BLM | Saint-Barthélemy |
| MAF | Saint-Martin |
| SHN | Saint Helena |
| KNA | Saint Kitts and Nevis |
| LCA | Saint Lucia |
| SPM | Saint Pierre and Miquelon |
| VCT | Saint Vincent and the Grenadines |
| WSM | Samoa |
| SMR | San Marino |
| STP | Sao Tome and Principe |
| SAU | Saudi Arabia |
| SEN | Senegal |
| SRB | Serbia |
| SYC | Seychelles |
| SLE | Sierra Leone |
| SGP | Singapore |
| SXM | Sint Maarten |
| SVK | Slovakia |
| SVN | Slovenia |
| SLB | Solomon Islands |
| SOM | Somalia |
| ZAF | South Africa |
| SGS | South Georgia and the South Sandwich Islands |
| KOR | South Korea |
| SSD | South Sudan |
| ESP | Spain |
| XSP | Spratly Islands |
| LKA | Sri Lanka |
| SDN | Sudan |
| SUR | Suriname |
| SJM | Svalbard and Jan Mayen |
| SWZ | Swaziland |
| SWE | Sweden |
| CHE | Switzerland |
| SYR | Syria |
| TWN | Taiwan |
| TJK | Tajikistan |
| TZA | Tanzania |
| THA | Thailand |
| TLS | East Timor |
| TGO | Togo |
| TKL | Tokelau |
| TON | Tonga |
| TTO | Trinidad and Tobago |
| TUN | Tunisia |
| TUR | Turkey |
| TKM | Turkmenistan |
| TCA | Turks and Caicos Islands |
| TUV | Tuvalu |
| UGA | Uganda |
| UKR | Ukraine |
| ARE | United Arab Emirates |
| GBR | United Kingdom |
| UMI | United States Minor Outlying Islands |
| USA | United States |
| URY | Uruguay |
| UZB | Uzbekistan |
| VUT | Vanuatu |
| VAT | Vatican City |
| VEN | Venezuela |
| VNM | Vietnam |
| VIR | Virgin Islands, U.S. |
| WLF | Wallis and Futuna |
| ESH | Western Sahara |
| YEM | Yemen |
| ZMB | Zambia |
| ZWE | Zimbabwe |
Con la función getData vamos a poder descargar los shp, en el parámetro level vamos a colocar o solo para extraer los límites del país
honduras <- getData(name = "GADM", country = "HND", level = 0) %>% st_as_sf
plot(honduras)
Para extraer la división política colocamos 1
honduras2 <- getData(name = "GADM", country = "HND", level = 1) %>% st_as_sf
plot(honduras2)## Warning: plotting the first 9 out of 10 attributes; use max.plot = 10 to plot
## all
dibujar geometrias
librerias “tidyverse”,“sf”,“mapedit”, “mapview”
Desplegamos un mapa por defecto con las funciones mapview y editMap
# poli <- mapview() %>%
# editMap()Utilizamos el parámetro draw para poder visualizar el polígono
# mapview(poli$drawn)