R y GEE
El paquete rgee
VE-MS-CC
DataIntelligence12-04-2021
Abstract
Éste informe se basa en la página https://csaybar.github.io/rgee-examples/ que contiene un poco más de 250 ejemplos de códigos rgee. La intención es explorar la información contenida en las imágenees satelitales (que son simplemente bases de datos) y por supuesto, explorar las potencialidades gráficas.
El trabajo se divide en 5 partes. La primera entrega una introducción a las características básicas, la segunda, ejercicios sobre algunos modelos de aprendizaje automático (CART, SVM y KMeans) para pasar luego a revisar el tema de imágenes. La cuarta parte aborda el tema de las colecciones (ImageCollection) y una quinta, Geometry, Feature y FeatureCollection.
Catalogo global Earth Engine:
https://developers.google.com/earth-engine/datasets/catalog
Índice
1. La información contenida en las imágenes
Gee opera a nivel de colleciones de imágenes (escenas) llamadas ImageCollection obtenidas de satélites.
Analicemos por ejemplo la siguiente colección:
USGS Landsat 8 Collection 1 Tier 1 Raw Scenes,
cuyo Earth Engine Snippet (que opera a modo de ID) es:
ee.ImageCollection(“LANDSAT/LC08/C01/T1”)
LANDSAT/LC08/C01/T1 significa es el ID del satélite Landsat 8 lanzado por el servicio geológico de los EE.UU. (USGS). Completa su órbita de 705 km de altura cada 99 minutos, y revisita un mismo punto sobre la superficie de la Tierra cada 16 días con un desfase de 8 días con respecto al satélite Landsat 7, del mismo proyecto. Bajo estas condiciones el satélite adquiere cerca de 650 imágenes diariamente.
1.1 Los niveles
El postfijo T1 hace referencia a los niveles.
El servicio geológico de los EE.UU (USGS) produce datos en 3 niveles (tiers) para cada satélite:
- Nivel 1 (T1): datos que cumplen con los requisitos de calidad geométricos y radiométricos.
- Nivel 2 (T2): datos que no cumplen con los requisitos del Nivel 1.
- Tiempo real (RT): datos que aún no se han evaluado (se necesitan hasta un mes).
LANDSAT/LC08/C01/T1 Landsat 8, Colección 1, Nivel 1 únicamente
LANDSAT/LC08/C01/T2 Landsat 8, Colección 1, Nivel 2 únicamente.
LANDSAT/LC08/C01/T1_RT Landsat 8, Colección 1, Nivel 1 + Tiempo real
Los valores números de datos enteros (DNs) de Tier 1 de Landsat 8 Collection 1, representan la radiancia en el sensor calibrada y escalada.
Las escenas Landsat con la mayor calidad de datos disponible se colocan en el Nivel 1 y se consideran adecuadas para el análisis de procesamiento de series de tiempo. El nivel 1 incluye datos procesados del terreno de precisión de nivel 1 (L1TP) que tienen una radiometría bien caracterizada y están intercalibrados en los diferentes sensores Landsat. El georegistro de escenas de Nivel 1 será consistente y dentro de las tolerancias prescritas [<= 12 m de error cuadrático medio (RMSE)]. Todos los datos de Tier 1 Landsat pueden considerarse consistentes e intercalibrados (independientemente del sensor) en toda la colección.
1.2 Las bandas
En astronomía, una banda espectral designa una parte del espectro electromagnético que deja pasar un filtro estándar. Una banda espectral está determinada por su perfil de transmisión, es decir, la fracción de intensidad luminosa transmitida por una longitud de onda dada.
El Landsat 8 transporta dos instrumentos:
- el generador de imágenes de tierra operativa (OLI), provee acceso a nueve bandas espectrales que cubren el espectro desde los 0.433 μm a los 1.390 μm y
- el sensor infrarrojo térmico (TIRS), que registra de 10.30μm a 12.50μm.
| Nombre | tamaño del pixel | Longitud de onda | Descripción |
|---|---|---|---|
| B1 | 30 metros | 0.43 - 0.45 µm | Aerosol costero |
| B2 | 30 metros | 0.45 - 0.51 µm | Azul |
| B3 | 30 metros | 0.53 - 0.59 µm | Verde |
| B4 | 30 metros | 0.64 - 0.67 µm | rojo |
| B5 | 30 metros | 0.85 - 0.88 µm | Infrarrojo cercano |
| B6 | 30 metros | 1.57 - 1.65 µm | Infrarrojos de onda corta 1 |
| B7 | 30 metros | 2.11 - 2.29 µm | Infrarrojos de onda corta 2 |
| B8 | 15 metros | 0.52 - 0.90 µm | Banda 8 Pancromática |
| B9 | 15 metros | 1.36 - 1.38 µm | Cirro |
| B10 | 30 metros | 10.60 - 11.19 µm | Infrarrojo térmico 1, muestreado de 100 ma 30 m |
| B11 | 30 metros | 11.50 - 12.51 µm | Infrarrojo térmico 2, muestreado de 100 ma 30 m |
| BQA | Máscara de bits de control de calidad de Landsat Collection 1 Landsat) |
1.3 Los datos asociados a una colección de imágenes filtrada: información general
Necesitamos el conjunto de escenas landsat que cubran Chile
El Path y el Row de Landsat. Son parámetros numéricos que permiten identificar una imagen satelital Landsat de forma análoga a los valores de longitud y latitud. Landsat mapea de manera constante las mismas superficies a través de una malla de cuadrículas. Cada cuadrícula presenta de manera constante el mismo Path y Row, por lo que, buscando por estos parámetros, se consiguen todas las imágenes históricas de Landsat para el mismo lugar.
Ahora, cuales son el Path y el Row para Santiago? Encontramos un convertidor automatico en linea: https://landsat.usgs.gov/landsat_acq#convertPathRow
# Realiza una llamada a alguna de las colecciones de Landsat
object <- ee$ImageCollection("LANDSAT/LC08/C01/T1")$
filter(ee$Filter()$eq("WRS_PATH", 233))$
filter(ee$Filter()$eq("WRS_ROW", 83))$
filterMetadata ('CLOUD_COVER', 'Less_Than', 20)$
filterDate("2020-03-01", "2020-04-01")$aside(ee_print)## ------------------------------------------------ Earth Engine ImageCollection --
## ImageCollection Metadata:
## - Class : ee$ImageCollection
## - Number of Images : 2
## - Number of Properties : 38
## - Number of Pixels* : 1415544744
## - Approximate size* : 28.86 GB
## Image Metadata (img_index = 0):
## - ID : LANDSAT/LC08/C01/T1/LC08_233083_20200314
## - system:time_start : 2020-03-14 14:33:32
## - system:time_end : 2020-03-14 14:33:32
## - Number of Bands : 12
## - Bands names : B1 B2 B3 B4 B5 B6 B7 B8 B9 B10 B11 BQA
## - Number of Properties : 119
## - Number of Pixels* : 707772372
## - Approximate size* : 14.43 GB
## Band Metadata (img_band = 'B1'):
## - EPSG (SRID) : WGS 84 / UTM zone 19N (EPSG:32619)
## - proj4string : +proj=utm +zone=19 +datum=WGS84 +units=m +no_defs
## - Geotransform : 30 0 227985 0 -30 -3556485
## - Nominal scale (meters) : 30
## - Dimensions : 7643 7717
## - Number of Pixels : 58981031
## - Data type : INT
## - Approximate size : 1.20 GB
## --------------------------------------------------------------------------------
## NOTE: (*) Properties calculated considering a constant geotransform and data type.# 1.3 Los datos asociados a una colección de imágenes filtrada: información de las bandas.
La tabla rescatada de una imagen posee una serie de 11 conjuntos de datos de 7 columnas cada una que contiene información relativa a las bandas. Son 11 bandas.
first <- object$first()
a_001 <- first$getInfo()
a_001 <- as.data.frame(a_001)
a_001 %>% kbl() %>%
kable_material(c("striped", "hover"), font_size = 12)%>%
scroll_box(width = "100%", height = "200px")| type | bands.id | bands.data_type.type | bands.data_type.precision | bands.data_type.min | bands.data_type.max | bands.dimensions | bands.crs | bands.crs_transform | bands.id.1 | bands.data_type.type.1 | bands.data_type.precision.1 | bands.data_type.min.1 | bands.data_type.max.1 | bands.dimensions.1 | bands.crs.1 | bands.crs_transform.1 | bands.id.2 | bands.data_type.type.2 | bands.data_type.precision.2 | bands.data_type.min.2 | bands.data_type.max.2 | bands.dimensions.2 | bands.crs.2 | bands.crs_transform.2 | bands.id.3 | bands.data_type.type.3 | bands.data_type.precision.3 | bands.data_type.min.3 | bands.data_type.max.3 | bands.dimensions.3 | bands.crs.3 | bands.crs_transform.3 | bands.id.4 | bands.data_type.type.4 | bands.data_type.precision.4 | bands.data_type.min.4 | bands.data_type.max.4 | bands.dimensions.4 | bands.crs.4 | bands.crs_transform.4 | bands.id.5 | bands.data_type.type.5 | bands.data_type.precision.5 | bands.data_type.min.5 | bands.data_type.max.5 | bands.dimensions.5 | bands.crs.5 | bands.crs_transform.5 | bands.id.6 | bands.data_type.type.6 | bands.data_type.precision.6 | bands.data_type.min.6 | bands.data_type.max.6 | bands.dimensions.6 | bands.crs.6 | bands.crs_transform.6 | bands.id.7 | bands.data_type.type.7 | bands.data_type.precision.7 | bands.data_type.min.7 | bands.data_type.max.7 | bands.dimensions.7 | bands.crs.7 | bands.crs_transform.15L | bands.crs_transform.0L | bands.crs_transform.227992.5 | bands.crs_transform.0L.1 | bands.crs_transform..15L | bands.crs_transform..3556492.5 | bands.id.8 | bands.data_type.type.8 | bands.data_type.precision.8 | bands.data_type.min.8 | bands.data_type.max.8 | bands.dimensions.8 | bands.crs.8 | bands.crs_transform.7 | bands.id.9 | bands.data_type.type.9 | bands.data_type.precision.9 | bands.data_type.min.9 | bands.data_type.max.9 | bands.dimensions.9 | bands.crs.9 | bands.crs_transform.8 | bands.id.10 | bands.data_type.type.10 | bands.data_type.precision.10 | bands.data_type.min.10 | bands.data_type.max.10 | bands.dimensions.10 | bands.crs.10 | bands.crs_transform.9 | bands.id.11 | bands.data_type.type.11 | bands.data_type.precision.11 | bands.data_type.min.11 | bands.data_type.max.11 | bands.dimensions.11 | bands.crs.11 | bands.crs_transform.10 | id | version | properties.RADIANCE_MULT_BAND_5 | properties.RADIANCE_MULT_BAND_6 | properties.RADIANCE_MULT_BAND_3 | properties.RADIANCE_MULT_BAND_4 | properties.RADIANCE_MULT_BAND_1 | properties.RADIANCE_MULT_BAND_2 | properties.K2_CONSTANT_BAND_11 | properties.K2_CONSTANT_BAND_10 | properties.system.footprint.type | properties.system.footprint.coordinates.c..71.6959135149003…33.0059378964372. | properties.system.footprint.coordinates.c..71.7318863847827…33.1312388061595. | properties.system.footprint.coordinates.c..71.7908117374045…33.3359154182762. | properties.system.footprint.coordinates.c..71.8683582044524…33.6041280077762. | properties.system.footprint.coordinates.c..71.9124777716106…33.7560471367911. | properties.system.footprint.coordinates.c..71.9339349062747…33.829775367711. | properties.system.footprint.coordinates.c..71.9356987447135…33.8361791821452. | properties.system.footprint.coordinates.c..71.5455053426038…33.9148443298207. | properties.system.footprint.coordinates.c..70.6854706429476…34.0834168578594. | properties.system.footprint.coordinates.c..69.9052530178163…34.2306187877162. | properties.system.footprint.coordinates.c..69.8959384104283…34.2019950853064. | properties.system.footprint.coordinates.c..69.6856899441946…33.4123402109338. | properties.system.footprint.coordinates.c..69.4793373747696…32.6221900876053. | properties.system.footprint.coordinates.c..69.4612194171066…32.5500004218985. | properties.system.footprint.coordinates.c..69.4513225578524…32.5102001573257. | properties.system.footprint.coordinates.c..71.4088930930099…32.1293142151537. | properties.system.footprint.coordinates.c..71.4443396714738…32.1221360647958. | properties.system.footprint.coordinates.c..71.4841366382819…32.2621766095897. | properties.system.footprint.coordinates.c..71.5141106873013…32.367989956654. | properties.system.footprint.coordinates.c..71.5790943258888…32.596968452028. | properties.system.footprint.coordinates.c..71.6499735469383…32.8454094439389. | properties.system.footprint.coordinates.c..71.6959135149003…33.0059378964372..1 | properties.REFLECTIVE_SAMPLES | properties.SUN_AZIMUTH | properties.CPF_NAME | properties.DATE_ACQUIRED | properties.ELLIPSOID | properties.google.registration_offset_x | properties.google.registration_offset_y | properties.STATION_ID | properties.RESAMPLING_OPTION | properties.ORIENTATION | properties.WRS_ROW | properties.RADIANCE_MULT_BAND_9 | properties.TARGET_WRS_ROW | properties.RADIANCE_MULT_BAND_7 | properties.RADIANCE_MULT_BAND_8 | properties.IMAGE_QUALITY_TIRS | properties.TRUNCATION_OLI | properties.CLOUD_COVER | properties.GEOMETRIC_RMSE_VERIFY | properties.COLLECTION_CATEGORY | properties.GRID_CELL_SIZE_REFLECTIVE | properties.CLOUD_COVER_LAND | properties.GEOMETRIC_RMSE_MODEL | properties.COLLECTION_NUMBER | properties.IMAGE_QUALITY_OLI | properties.LANDSAT_SCENE_ID | properties.WRS_PATH | properties.google.registration_count | properties.PANCHROMATIC_SAMPLES | properties.PANCHROMATIC_LINES | properties.GEOMETRIC_RMSE_MODEL_Y | properties.REFLECTIVE_LINES | properties.TIRS_STRAY_LIGHT_CORRECTION_SOURCE | properties.GEOMETRIC_RMSE_MODEL_X | properties.system.asset_size | properties.system.index | properties.REFLECTANCE_ADD_BAND_1 | properties.REFLECTANCE_ADD_BAND_2 | properties.DATUM | properties.REFLECTANCE_ADD_BAND_3 | properties.REFLECTANCE_ADD_BAND_4 | properties.RLUT_FILE_NAME | properties.REFLECTANCE_ADD_BAND_5 | properties.REFLECTANCE_ADD_BAND_6 | properties.REFLECTANCE_ADD_BAND_7 | properties.REFLECTANCE_ADD_BAND_8 | properties.BPF_NAME_TIRS | properties.GROUND_CONTROL_POINTS_VERSION | properties.DATA_TYPE | properties.UTM_ZONE | properties.system.time_end | properties.LANDSAT_PRODUCT_ID | properties.REFLECTANCE_ADD_BAND_9 | properties.google.registration_ratio | properties.GRID_CELL_SIZE_PANCHROMATIC | properties.RADIANCE_ADD_BAND_4 | properties.REFLECTANCE_MULT_BAND_7 | properties.system.time_start | properties.RADIANCE_ADD_BAND_5 | properties.REFLECTANCE_MULT_BAND_6 | properties.RADIANCE_ADD_BAND_6 | properties.REFLECTANCE_MULT_BAND_9 | properties.PROCESSING_SOFTWARE_VERSION | properties.RADIANCE_ADD_BAND_7 | properties.REFLECTANCE_MULT_BAND_8 | properties.RADIANCE_ADD_BAND_1 | properties.RADIANCE_ADD_BAND_2 | properties.RADIANCE_ADD_BAND_3 | properties.REFLECTANCE_MULT_BAND_1 | properties.RADIANCE_ADD_BAND_8 | properties.REFLECTANCE_MULT_BAND_3 | properties.RADIANCE_ADD_BAND_9 | properties.REFLECTANCE_MULT_BAND_2 | properties.REFLECTANCE_MULT_BAND_5 | properties.REFLECTANCE_MULT_BAND_4 | properties.THERMAL_LINES | properties.TIRS_SSM_POSITION_STATUS | properties.GRID_CELL_SIZE_THERMAL | properties.NADIR_OFFNADIR | properties.RADIANCE_ADD_BAND_11 | properties.REQUEST_ID | properties.EARTH_SUN_DISTANCE | properties.TIRS_SSM_MODEL | properties.FILE_DATE | properties.SCENE_CENTER_TIME | properties.SUN_ELEVATION | properties.BPF_NAME_OLI | properties.RADIANCE_ADD_BAND_10 | properties.ROLL_ANGLE | properties.K1_CONSTANT_BAND_10 | properties.SATURATION_BAND_1 | properties.SATURATION_BAND_2 | properties.SATURATION_BAND_3 | properties.SATURATION_BAND_4 | properties.SATURATION_BAND_5 | properties.MAP_PROJECTION | properties.SATURATION_BAND_6 | properties.SENSOR_ID | properties.SATURATION_BAND_7 | properties.K1_CONSTANT_BAND_11 | properties.SATURATION_BAND_8 | properties.SATURATION_BAND_9 | properties.TARGET_WRS_PATH | properties.RADIANCE_MULT_BAND_11 | properties.RADIANCE_MULT_BAND_10 | properties.GROUND_CONTROL_POINTS_MODEL | properties.SPACECRAFT_ID | properties.ELEVATION_SOURCE | properties.THERMAL_SAMPLES | properties.GROUND_CONTROL_POINTS_VERIFY |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Image | B1 | PixelType | int | 0 | 65535 | 7671 | EPSG:32619 | 30 | B2 | PixelType | int | 0 | 65535 | 7671 | EPSG:32619 | 30 | B3 | PixelType | int | 0 | 65535 | 7671 | EPSG:32619 | 30 | B4 | PixelType | int | 0 | 65535 | 7671 | EPSG:32619 | 30 | B5 | PixelType | int | 0 | 65535 | 7671 | EPSG:32619 | 30 | B6 | PixelType | int | 0 | 65535 | 7671 | EPSG:32619 | 30 | B7 | PixelType | int | 0 | 65535 | 7671 | EPSG:32619 | 30 | B8 | PixelType | int | 0 | 65535 | 15341 | EPSG:32619 | 15 | 0 | 227992.5 | 0 | -15 | -3556493 | B9 | PixelType | int | 0 | 65535 | 7671 | EPSG:32619 | 30 | B10 | PixelType | int | 0 | 65535 | 7671 | EPSG:32619 | 30 | B11 | PixelType | int | 0 | 65535 | 7671 | EPSG:32619 | 30 | BQA | PixelType | int | 0 | 65535 | 7671 | EPSG:32619 | 30 | LANDSAT/LC08/C01/T1/LC08_233083_20200314 | -1 | 0.0061836 | 0.0015378 | 0.011983 | 0.010105 | 0.012699 | 0.013004 | 1201.144 | 1321.079 | LinearRing | -71.69591 | -71.73189 | -71.79081 | -71.86836 | -71.91248 | -71.93393 | -71.93570 | -71.54551 | -70.68547 | -69.90525 | -69.89594 | -69.68569 | -69.47934 | -69.46122 | -69.45132 | -71.40889 | -71.44434 | -71.48414 | -71.51411 | -71.57909 | -71.64997 | -71.69591 | 7671 | 53.57328 | LC08CPF_20200101_20200331_01.04 | 2020-03-14 | WGS84 | 0 | 0 | LGN | CUBIC_CONVOLUTION | NORTH_UP | 83 | 0.0024167 | 83 | 0.0005183 | 0.011436 | 9 | UPPER | 2.75 | 3.333 | T1 | 30 | 0.99 | 7.016 | 1 | 9 | LC82330832020074LGN00 | 233 | 0 | 15341 | 15461 | 5.422 | 7731 | TIRS | 4.453 | 1291195701 | LC08_233083_20200314 | -0.1 | -0.1 | WGS84 | -0.1 | -0.1 | LC08RLUT_20150303_20431231_01_12.h5 | -0.1 | -0.1 | -0.1 | -0.1 | LT8BPF20200310060739_20200324104153.01 | 4 | L1TP | 19 | -1 | LC08_L1TP_233083_20200314_20200325_01_T1 | -0.1 | 0 | 15 | -50.5235 | 2e-05 | -1 | -30.91786 | 2e-05 | -7.68899 | 2e-05 | LPGS_13.1.0 | -2.5916 | 2e-05 | -63.49469 | -65.01934 | -59.91476 | 2e-05 | -57.1787 | 2e-05 | -12.0834 | 2e-05 | 2e-05 | 2e-05 | 7731 | ESTIMATED | 30 | NADIR | 0.1 | 0702003256647_00027 | 0.9943464 | FINAL | -1 | 14:33:32.3286510Z | 45.21481 | LO8BPF20200314140125_20200314144715.02 | 0.1 | -0.001 | 774.8853 | N | N | N | N | N | UTM | Y | OLI_TIRS | Y | 480.8883 | N | N | 233 | 0.0003342 | 0.0003342 | 545 | LANDSAT_8 | GLS2000 | 7671 | 144 |
| Image | B1 | PixelType | int | 0 | 65535 | 7731 | EPSG:32619 | 0 | B2 | PixelType | int | 0 | 65535 | 7731 | EPSG:32619 | 0 | B3 | PixelType | int | 0 | 65535 | 7731 | EPSG:32619 | 0 | B4 | PixelType | int | 0 | 65535 | 7731 | EPSG:32619 | 0 | B5 | PixelType | int | 0 | 65535 | 7731 | EPSG:32619 | 0 | B6 | PixelType | int | 0 | 65535 | 7731 | EPSG:32619 | 0 | B7 | PixelType | int | 0 | 65535 | 7731 | EPSG:32619 | 0 | B8 | PixelType | int | 0 | 65535 | 15461 | EPSG:32619 | 15 | 0 | 227992.5 | 0 | -15 | -3556493 | B9 | PixelType | int | 0 | 65535 | 7731 | EPSG:32619 | 0 | B10 | PixelType | int | 0 | 65535 | 7731 | EPSG:32619 | 0 | B11 | PixelType | int | 0 | 65535 | 7731 | EPSG:32619 | 0 | BQA | PixelType | int | 0 | 65535 | 7731 | EPSG:32619 | 0 | LANDSAT/LC08/C01/T1/LC08_233083_20200314 | -1 | 0.0061836 | 0.0015378 | 0.011983 | 0.010105 | 0.012699 | 0.013004 | 1201.144 | 1321.079 | LinearRing | -33.00594 | -33.13124 | -33.33592 | -33.60413 | -33.75605 | -33.82978 | -33.83618 | -33.91484 | -34.08342 | -34.23062 | -34.20200 | -33.41234 | -32.62219 | -32.55000 | -32.51020 | -32.12931 | -32.12214 | -32.26218 | -32.36799 | -32.59697 | -32.84541 | -33.00594 | 7671 | 53.57328 | LC08CPF_20200101_20200331_01.04 | 2020-03-14 | WGS84 | 0 | 0 | LGN | CUBIC_CONVOLUTION | NORTH_UP | 83 | 0.0024167 | 83 | 0.0005183 | 0.011436 | 9 | UPPER | 2.75 | 3.333 | T1 | 30 | 0.99 | 7.016 | 1 | 9 | LC82330832020074LGN00 | 233 | 0 | 15341 | 15461 | 5.422 | 7731 | TIRS | 4.453 | 1291195701 | LC08_233083_20200314 | -0.1 | -0.1 | WGS84 | -0.1 | -0.1 | LC08RLUT_20150303_20431231_01_12.h5 | -0.1 | -0.1 | -0.1 | -0.1 | LT8BPF20200310060739_20200324104153.01 | 4 | L1TP | 19 | -1 | LC08_L1TP_233083_20200314_20200325_01_T1 | -0.1 | 0 | 15 | -50.5235 | 2e-05 | -1 | -30.91786 | 2e-05 | -7.68899 | 2e-05 | LPGS_13.1.0 | -2.5916 | 2e-05 | -63.49469 | -65.01934 | -59.91476 | 2e-05 | -57.1787 | 2e-05 | -12.0834 | 2e-05 | 2e-05 | 2e-05 | 7731 | ESTIMATED | 30 | NADIR | 0.1 | 0702003256647_00027 | 0.9943464 | FINAL | -1 | 14:33:32.3286510Z | 45.21481 | LO8BPF20200314140125_20200314144715.02 | 0.1 | -0.001 | 774.8853 | N | N | N | N | N | UTM | Y | OLI_TIRS | Y | 480.8883 | N | N | 233 | 0.0003342 | 0.0003342 | 545 | LANDSAT_8 | GLS2000 | 7671 | 144 |
| Image | B1 | PixelType | int | 0 | 65535 | 7671 | EPSG:32619 | 227985 | B2 | PixelType | int | 0 | 65535 | 7671 | EPSG:32619 | 227985 | B3 | PixelType | int | 0 | 65535 | 7671 | EPSG:32619 | 227985 | B4 | PixelType | int | 0 | 65535 | 7671 | EPSG:32619 | 227985 | B5 | PixelType | int | 0 | 65535 | 7671 | EPSG:32619 | 227985 | B6 | PixelType | int | 0 | 65535 | 7671 | EPSG:32619 | 227985 | B7 | PixelType | int | 0 | 65535 | 7671 | EPSG:32619 | 227985 | B8 | PixelType | int | 0 | 65535 | 15341 | EPSG:32619 | 15 | 0 | 227992.5 | 0 | -15 | -3556493 | B9 | PixelType | int | 0 | 65535 | 7671 | EPSG:32619 | 227985 | B10 | PixelType | int | 0 | 65535 | 7671 | EPSG:32619 | 227985 | B11 | PixelType | int | 0 | 65535 | 7671 | EPSG:32619 | 227985 | BQA | PixelType | int | 0 | 65535 | 7671 | EPSG:32619 | 227985 | LANDSAT/LC08/C01/T1/LC08_233083_20200314 | -1 | 0.0061836 | 0.0015378 | 0.011983 | 0.010105 | 0.012699 | 0.013004 | 1201.144 | 1321.079 | LinearRing | -71.69591 | -71.73189 | -71.79081 | -71.86836 | -71.91248 | -71.93393 | -71.93570 | -71.54551 | -70.68547 | -69.90525 | -69.89594 | -69.68569 | -69.47934 | -69.46122 | -69.45132 | -71.40889 | -71.44434 | -71.48414 | -71.51411 | -71.57909 | -71.64997 | -71.69591 | 7671 | 53.57328 | LC08CPF_20200101_20200331_01.04 | 2020-03-14 | WGS84 | 0 | 0 | LGN | CUBIC_CONVOLUTION | NORTH_UP | 83 | 0.0024167 | 83 | 0.0005183 | 0.011436 | 9 | UPPER | 2.75 | 3.333 | T1 | 30 | 0.99 | 7.016 | 1 | 9 | LC82330832020074LGN00 | 233 | 0 | 15341 | 15461 | 5.422 | 7731 | TIRS | 4.453 | 1291195701 | LC08_233083_20200314 | -0.1 | -0.1 | WGS84 | -0.1 | -0.1 | LC08RLUT_20150303_20431231_01_12.h5 | -0.1 | -0.1 | -0.1 | -0.1 | LT8BPF20200310060739_20200324104153.01 | 4 | L1TP | 19 | -1 | LC08_L1TP_233083_20200314_20200325_01_T1 | -0.1 | 0 | 15 | -50.5235 | 2e-05 | -1 | -30.91786 | 2e-05 | -7.68899 | 2e-05 | LPGS_13.1.0 | -2.5916 | 2e-05 | -63.49469 | -65.01934 | -59.91476 | 2e-05 | -57.1787 | 2e-05 | -12.0834 | 2e-05 | 2e-05 | 2e-05 | 7731 | ESTIMATED | 30 | NADIR | 0.1 | 0702003256647_00027 | 0.9943464 | FINAL | -1 | 14:33:32.3286510Z | 45.21481 | LO8BPF20200314140125_20200314144715.02 | 0.1 | -0.001 | 774.8853 | N | N | N | N | N | UTM | Y | OLI_TIRS | Y | 480.8883 | N | N | 233 | 0.0003342 | 0.0003342 | 545 | LANDSAT_8 | GLS2000 | 7671 | 144 |
| Image | B1 | PixelType | int | 0 | 65535 | 7731 | EPSG:32619 | 0 | B2 | PixelType | int | 0 | 65535 | 7731 | EPSG:32619 | 0 | B3 | PixelType | int | 0 | 65535 | 7731 | EPSG:32619 | 0 | B4 | PixelType | int | 0 | 65535 | 7731 | EPSG:32619 | 0 | B5 | PixelType | int | 0 | 65535 | 7731 | EPSG:32619 | 0 | B6 | PixelType | int | 0 | 65535 | 7731 | EPSG:32619 | 0 | B7 | PixelType | int | 0 | 65535 | 7731 | EPSG:32619 | 0 | B8 | PixelType | int | 0 | 65535 | 15461 | EPSG:32619 | 15 | 0 | 227992.5 | 0 | -15 | -3556493 | B9 | PixelType | int | 0 | 65535 | 7731 | EPSG:32619 | 0 | B10 | PixelType | int | 0 | 65535 | 7731 | EPSG:32619 | 0 | B11 | PixelType | int | 0 | 65535 | 7731 | EPSG:32619 | 0 | BQA | PixelType | int | 0 | 65535 | 7731 | EPSG:32619 | 0 | LANDSAT/LC08/C01/T1/LC08_233083_20200314 | -1 | 0.0061836 | 0.0015378 | 0.011983 | 0.010105 | 0.012699 | 0.013004 | 1201.144 | 1321.079 | LinearRing | -33.00594 | -33.13124 | -33.33592 | -33.60413 | -33.75605 | -33.82978 | -33.83618 | -33.91484 | -34.08342 | -34.23062 | -34.20200 | -33.41234 | -32.62219 | -32.55000 | -32.51020 | -32.12931 | -32.12214 | -32.26218 | -32.36799 | -32.59697 | -32.84541 | -33.00594 | 7671 | 53.57328 | LC08CPF_20200101_20200331_01.04 | 2020-03-14 | WGS84 | 0 | 0 | LGN | CUBIC_CONVOLUTION | NORTH_UP | 83 | 0.0024167 | 83 | 0.0005183 | 0.011436 | 9 | UPPER | 2.75 | 3.333 | T1 | 30 | 0.99 | 7.016 | 1 | 9 | LC82330832020074LGN00 | 233 | 0 | 15341 | 15461 | 5.422 | 7731 | TIRS | 4.453 | 1291195701 | LC08_233083_20200314 | -0.1 | -0.1 | WGS84 | -0.1 | -0.1 | LC08RLUT_20150303_20431231_01_12.h5 | -0.1 | -0.1 | -0.1 | -0.1 | LT8BPF20200310060739_20200324104153.01 | 4 | L1TP | 19 | -1 | LC08_L1TP_233083_20200314_20200325_01_T1 | -0.1 | 0 | 15 | -50.5235 | 2e-05 | -1 | -30.91786 | 2e-05 | -7.68899 | 2e-05 | LPGS_13.1.0 | -2.5916 | 2e-05 | -63.49469 | -65.01934 | -59.91476 | 2e-05 | -57.1787 | 2e-05 | -12.0834 | 2e-05 | 2e-05 | 2e-05 | 7731 | ESTIMATED | 30 | NADIR | 0.1 | 0702003256647_00027 | 0.9943464 | FINAL | -1 | 14:33:32.3286510Z | 45.21481 | LO8BPF20200314140125_20200314144715.02 | 0.1 | -0.001 | 774.8853 | N | N | N | N | N | UTM | Y | OLI_TIRS | Y | 480.8883 | N | N | 233 | 0.0003342 | 0.0003342 | 545 | LANDSAT_8 | GLS2000 | 7671 | 144 |
| Image | B1 | PixelType | int | 0 | 65535 | 7671 | EPSG:32619 | -30 | B2 | PixelType | int | 0 | 65535 | 7671 | EPSG:32619 | -30 | B3 | PixelType | int | 0 | 65535 | 7671 | EPSG:32619 | -30 | B4 | PixelType | int | 0 | 65535 | 7671 | EPSG:32619 | -30 | B5 | PixelType | int | 0 | 65535 | 7671 | EPSG:32619 | -30 | B6 | PixelType | int | 0 | 65535 | 7671 | EPSG:32619 | -30 | B7 | PixelType | int | 0 | 65535 | 7671 | EPSG:32619 | -30 | B8 | PixelType | int | 0 | 65535 | 15341 | EPSG:32619 | 15 | 0 | 227992.5 | 0 | -15 | -3556493 | B9 | PixelType | int | 0 | 65535 | 7671 | EPSG:32619 | -30 | B10 | PixelType | int | 0 | 65535 | 7671 | EPSG:32619 | -30 | B11 | PixelType | int | 0 | 65535 | 7671 | EPSG:32619 | -30 | BQA | PixelType | int | 0 | 65535 | 7671 | EPSG:32619 | -30 | LANDSAT/LC08/C01/T1/LC08_233083_20200314 | -1 | 0.0061836 | 0.0015378 | 0.011983 | 0.010105 | 0.012699 | 0.013004 | 1201.144 | 1321.079 | LinearRing | -71.69591 | -71.73189 | -71.79081 | -71.86836 | -71.91248 | -71.93393 | -71.93570 | -71.54551 | -70.68547 | -69.90525 | -69.89594 | -69.68569 | -69.47934 | -69.46122 | -69.45132 | -71.40889 | -71.44434 | -71.48414 | -71.51411 | -71.57909 | -71.64997 | -71.69591 | 7671 | 53.57328 | LC08CPF_20200101_20200331_01.04 | 2020-03-14 | WGS84 | 0 | 0 | LGN | CUBIC_CONVOLUTION | NORTH_UP | 83 | 0.0024167 | 83 | 0.0005183 | 0.011436 | 9 | UPPER | 2.75 | 3.333 | T1 | 30 | 0.99 | 7.016 | 1 | 9 | LC82330832020074LGN00 | 233 | 0 | 15341 | 15461 | 5.422 | 7731 | TIRS | 4.453 | 1291195701 | LC08_233083_20200314 | -0.1 | -0.1 | WGS84 | -0.1 | -0.1 | LC08RLUT_20150303_20431231_01_12.h5 | -0.1 | -0.1 | -0.1 | -0.1 | LT8BPF20200310060739_20200324104153.01 | 4 | L1TP | 19 | -1 | LC08_L1TP_233083_20200314_20200325_01_T1 | -0.1 | 0 | 15 | -50.5235 | 2e-05 | -1 | -30.91786 | 2e-05 | -7.68899 | 2e-05 | LPGS_13.1.0 | -2.5916 | 2e-05 | -63.49469 | -65.01934 | -59.91476 | 2e-05 | -57.1787 | 2e-05 | -12.0834 | 2e-05 | 2e-05 | 2e-05 | 7731 | ESTIMATED | 30 | NADIR | 0.1 | 0702003256647_00027 | 0.9943464 | FINAL | -1 | 14:33:32.3286510Z | 45.21481 | LO8BPF20200314140125_20200314144715.02 | 0.1 | -0.001 | 774.8853 | N | N | N | N | N | UTM | Y | OLI_TIRS | Y | 480.8883 | N | N | 233 | 0.0003342 | 0.0003342 | 545 | LANDSAT_8 | GLS2000 | 7671 | 144 |
| Image | B1 | PixelType | int | 0 | 65535 | 7731 | EPSG:32619 | -3556485 | B2 | PixelType | int | 0 | 65535 | 7731 | EPSG:32619 | -3556485 | B3 | PixelType | int | 0 | 65535 | 7731 | EPSG:32619 | -3556485 | B4 | PixelType | int | 0 | 65535 | 7731 | EPSG:32619 | -3556485 | B5 | PixelType | int | 0 | 65535 | 7731 | EPSG:32619 | -3556485 | B6 | PixelType | int | 0 | 65535 | 7731 | EPSG:32619 | -3556485 | B7 | PixelType | int | 0 | 65535 | 7731 | EPSG:32619 | -3556485 | B8 | PixelType | int | 0 | 65535 | 15461 | EPSG:32619 | 15 | 0 | 227992.5 | 0 | -15 | -3556493 | B9 | PixelType | int | 0 | 65535 | 7731 | EPSG:32619 | -3556485 | B10 | PixelType | int | 0 | 65535 | 7731 | EPSG:32619 | -3556485 | B11 | PixelType | int | 0 | 65535 | 7731 | EPSG:32619 | -3556485 | BQA | PixelType | int | 0 | 65535 | 7731 | EPSG:32619 | -3556485 | LANDSAT/LC08/C01/T1/LC08_233083_20200314 | -1 | 0.0061836 | 0.0015378 | 0.011983 | 0.010105 | 0.012699 | 0.013004 | 1201.144 | 1321.079 | LinearRing | -33.00594 | -33.13124 | -33.33592 | -33.60413 | -33.75605 | -33.82978 | -33.83618 | -33.91484 | -34.08342 | -34.23062 | -34.20200 | -33.41234 | -32.62219 | -32.55000 | -32.51020 | -32.12931 | -32.12214 | -32.26218 | -32.36799 | -32.59697 | -32.84541 | -33.00594 | 7671 | 53.57328 | LC08CPF_20200101_20200331_01.04 | 2020-03-14 | WGS84 | 0 | 0 | LGN | CUBIC_CONVOLUTION | NORTH_UP | 83 | 0.0024167 | 83 | 0.0005183 | 0.011436 | 9 | UPPER | 2.75 | 3.333 | T1 | 30 | 0.99 | 7.016 | 1 | 9 | LC82330832020074LGN00 | 233 | 0 | 15341 | 15461 | 5.422 | 7731 | TIRS | 4.453 | 1291195701 | LC08_233083_20200314 | -0.1 | -0.1 | WGS84 | -0.1 | -0.1 | LC08RLUT_20150303_20431231_01_12.h5 | -0.1 | -0.1 | -0.1 | -0.1 | LT8BPF20200310060739_20200324104153.01 | 4 | L1TP | 19 | -1 | LC08_L1TP_233083_20200314_20200325_01_T1 | -0.1 | 0 | 15 | -50.5235 | 2e-05 | -1 | -30.91786 | 2e-05 | -7.68899 | 2e-05 | LPGS_13.1.0 | -2.5916 | 2e-05 | -63.49469 | -65.01934 | -59.91476 | 2e-05 | -57.1787 | 2e-05 | -12.0834 | 2e-05 | 2e-05 | 2e-05 | 7731 | ESTIMATED | 30 | NADIR | 0.1 | 0702003256647_00027 | 0.9943464 | FINAL | -1 | 14:33:32.3286510Z | 45.21481 | LO8BPF20200314140125_20200314144715.02 | 0.1 | -0.001 | 774.8853 | N | N | N | N | N | UTM | Y | OLI_TIRS | Y | 480.8883 | N | N | 233 | 0.0003342 | 0.0003342 | 545 | LANDSAT_8 | GLS2000 | 7671 | 144 |
library(rgee)
library(mapedit) # (OPTIONAL) Interactive editing of vector data
library(raster) # Manipulate raster data
library(scales) # Scale functions for visualization
library(cptcity) # cptcity color gradients!
#library(tmap) # Thematic Map Visualization <3
ee_Initialize()## -- rgee 1.0.9 --------------------------------------- earthengine-api 0.1.259 --
## v email: not_defined
## v Initializing Google Earth Engine:
v Initializing Google Earth Engine: DONE!
##
v Earth Engine user: users/tarredwall
## --------------------------------------------------------------------------------object <- ee$ImageCollection("LANDSAT/LC08/C01/T1")$
filter(ee$Filter()$eq("WRS_PATH", 233))$
filter(ee$Filter()$eq("WRS_ROW", 83))$
filterMetadata ('CLOUD_COVER', 'Less_Than', 20)$
filterDate("2020-03-01", "2020-04-01")$aside(ee_print)## ------------------------------------------------ Earth Engine ImageCollection --
## ImageCollection Metadata:
## - Class : ee$ImageCollection
## - Number of Images : 2
## - Number of Properties : 38
## - Number of Pixels* : 1415544744
## - Approximate size* : 28.86 GB
## Image Metadata (img_index = 0):
## - ID : LANDSAT/LC08/C01/T1/LC08_233083_20200314
## - system:time_start : 2020-03-14 14:33:32
## - system:time_end : 2020-03-14 14:33:32
## - Number of Bands : 12
## - Bands names : B1 B2 B3 B4 B5 B6 B7 B8 B9 B10 B11 BQA
## - Number of Properties : 119
## - Number of Pixels* : 707772372
## - Approximate size* : 14.43 GB
## Band Metadata (img_band = 'B1'):
## - EPSG (SRID) : WGS 84 / UTM zone 19N (EPSG:32619)
## - proj4string : +proj=utm +zone=19 +datum=WGS84 +units=m +no_defs
## - Geotransform : 30 0 227985 0 -30 -3556485
## - Nominal scale (meters) : 30
## - Dimensions : 7643 7717
## - Number of Pixels : 58981031
## - Data type : INT
## - Approximate size : 1.20 GB
## --------------------------------------------------------------------------------
## NOTE: (*) Properties calculated considering a constant geotransform and data type.library(kableExtra)
addNDVI <- function(image) {
return(image$addBands(image$normalizedDifference(c("B5", "B4"))))
}
ndviCollection <- object$map(addNDVI)
first <- ndviCollection$first()
a_001 <- first$getInfo()
a_001 <- as.data.frame(a_001)
kbl(a_001[,c(2:9)]) %>%
kable_styling(bootstrap_options = c("striped", "hover")) %>%
kable_paper() %>%
scroll_box(width = "100%", height = "300px")| bands.id | bands.data_type.type | bands.data_type.precision | bands.data_type.min | bands.data_type.max | bands.dimensions | bands.crs | bands.crs_transform |
|---|---|---|---|---|---|---|---|
| B1 | PixelType | int | 0 | 65535 | 7671 | EPSG:32619 | 30 |
| B1 | PixelType | int | 0 | 65535 | 7731 | EPSG:32619 | 0 |
| B1 | PixelType | int | 0 | 65535 | 7671 | EPSG:32619 | 227985 |
| B1 | PixelType | int | 0 | 65535 | 7731 | EPSG:32619 | 0 |
| B1 | PixelType | int | 0 | 65535 | 7671 | EPSG:32619 | -30 |
| B1 | PixelType | int | 0 | 65535 | 7731 | EPSG:32619 | -3556485 |
kbl(a_001[,c(10:17)])%>%
kable_styling(bootstrap_options = c("striped", "hover")) %>%
kable_paper() %>%
scroll_box(width = "100%", height = "300px")| bands.id.1 | bands.data_type.type.1 | bands.data_type.precision.1 | bands.data_type.min.1 | bands.data_type.max.1 | bands.dimensions.1 | bands.crs.1 | bands.crs_transform.1 |
|---|---|---|---|---|---|---|---|
| B2 | PixelType | int | 0 | 65535 | 7671 | EPSG:32619 | 30 |
| B2 | PixelType | int | 0 | 65535 | 7731 | EPSG:32619 | 0 |
| B2 | PixelType | int | 0 | 65535 | 7671 | EPSG:32619 | 227985 |
| B2 | PixelType | int | 0 | 65535 | 7731 | EPSG:32619 | 0 |
| B2 | PixelType | int | 0 | 65535 | 7671 | EPSG:32619 | -30 |
| B2 | PixelType | int | 0 | 65535 | 7731 | EPSG:32619 | -3556485 |
kbl(a_001[,c(18:25)])%>%
kable_styling(bootstrap_options = c("striped", "hover")) %>%
kable_paper() %>%
scroll_box(width = "100%", height = "300px")| bands.id.2 | bands.data_type.type.2 | bands.data_type.precision.2 | bands.data_type.min.2 | bands.data_type.max.2 | bands.dimensions.2 | bands.crs.2 | bands.crs_transform.2 |
|---|---|---|---|---|---|---|---|
| B3 | PixelType | int | 0 | 65535 | 7671 | EPSG:32619 | 30 |
| B3 | PixelType | int | 0 | 65535 | 7731 | EPSG:32619 | 0 |
| B3 | PixelType | int | 0 | 65535 | 7671 | EPSG:32619 | 227985 |
| B3 | PixelType | int | 0 | 65535 | 7731 | EPSG:32619 | 0 |
| B3 | PixelType | int | 0 | 65535 | 7671 | EPSG:32619 | -30 |
| B3 | PixelType | int | 0 | 65535 | 7731 | EPSG:32619 | -3556485 |
kbl(a_001[,c(26:33)])%>%
kable_styling(bootstrap_options = c("striped", "hover")) %>%
kable_paper() %>%
scroll_box(width = "100%", height = "300px")| bands.id.3 | bands.data_type.type.3 | bands.data_type.precision.3 | bands.data_type.min.3 | bands.data_type.max.3 | bands.dimensions.3 | bands.crs.3 | bands.crs_transform.3 |
|---|---|---|---|---|---|---|---|
| B4 | PixelType | int | 0 | 65535 | 7671 | EPSG:32619 | 30 |
| B4 | PixelType | int | 0 | 65535 | 7731 | EPSG:32619 | 0 |
| B4 | PixelType | int | 0 | 65535 | 7671 | EPSG:32619 | 227985 |
| B4 | PixelType | int | 0 | 65535 | 7731 | EPSG:32619 | 0 |
| B4 | PixelType | int | 0 | 65535 | 7671 | EPSG:32619 | -30 |
| B4 | PixelType | int | 0 | 65535 | 7731 | EPSG:32619 | -3556485 |
kbl(a_001[,c(34:41)])%>%
kable_styling(bootstrap_options = c("striped", "hover")) %>%
kable_paper() %>%
scroll_box(width = "100%", height = "300px")| bands.id.4 | bands.data_type.type.4 | bands.data_type.precision.4 | bands.data_type.min.4 | bands.data_type.max.4 | bands.dimensions.4 | bands.crs.4 | bands.crs_transform.4 |
|---|---|---|---|---|---|---|---|
| B5 | PixelType | int | 0 | 65535 | 7671 | EPSG:32619 | 30 |
| B5 | PixelType | int | 0 | 65535 | 7731 | EPSG:32619 | 0 |
| B5 | PixelType | int | 0 | 65535 | 7671 | EPSG:32619 | 227985 |
| B5 | PixelType | int | 0 | 65535 | 7731 | EPSG:32619 | 0 |
| B5 | PixelType | int | 0 | 65535 | 7671 | EPSG:32619 | -30 |
| B5 | PixelType | int | 0 | 65535 | 7731 | EPSG:32619 | -3556485 |
kbl(a_001[,c(42:49)])%>%
kable_styling(bootstrap_options = c("striped", "hover")) %>%
kable_paper() %>%
scroll_box(width = "100%", height = "300px")| bands.id.5 | bands.data_type.type.5 | bands.data_type.precision.5 | bands.data_type.min.5 | bands.data_type.max.5 | bands.dimensions.5 | bands.crs.5 | bands.crs_transform.5 |
|---|---|---|---|---|---|---|---|
| B6 | PixelType | int | 0 | 65535 | 7671 | EPSG:32619 | 30 |
| B6 | PixelType | int | 0 | 65535 | 7731 | EPSG:32619 | 0 |
| B6 | PixelType | int | 0 | 65535 | 7671 | EPSG:32619 | 227985 |
| B6 | PixelType | int | 0 | 65535 | 7731 | EPSG:32619 | 0 |
| B6 | PixelType | int | 0 | 65535 | 7671 | EPSG:32619 | -30 |
| B6 | PixelType | int | 0 | 65535 | 7731 | EPSG:32619 | -3556485 |
kbl(a_001[,c(50:57)])%>%
kable_styling(bootstrap_options = c("striped", "hover")) %>%
kable_paper() %>%
scroll_box(width = "100%", height = "300px")| bands.id.6 | bands.data_type.type.6 | bands.data_type.precision.6 | bands.data_type.min.6 | bands.data_type.max.6 | bands.dimensions.6 | bands.crs.6 | bands.crs_transform.6 |
|---|---|---|---|---|---|---|---|
| B7 | PixelType | int | 0 | 65535 | 7671 | EPSG:32619 | 30 |
| B7 | PixelType | int | 0 | 65535 | 7731 | EPSG:32619 | 0 |
| B7 | PixelType | int | 0 | 65535 | 7671 | EPSG:32619 | 227985 |
| B7 | PixelType | int | 0 | 65535 | 7731 | EPSG:32619 | 0 |
| B7 | PixelType | int | 0 | 65535 | 7671 | EPSG:32619 | -30 |
| B7 | PixelType | int | 0 | 65535 | 7731 | EPSG:32619 | -3556485 |
kbl(a_001[,c(58:70)]) %>%
kable_styling(bootstrap_options = c("striped", "hover")) %>%
kable_paper() %>%
scroll_box(width = "100%", height = "300px")| bands.id.7 | bands.data_type.type.7 | bands.data_type.precision.7 | bands.data_type.min.7 | bands.data_type.max.7 | bands.dimensions.7 | bands.crs.7 | bands.crs_transform.15L | bands.crs_transform.0L | bands.crs_transform.227992.5 | bands.crs_transform.0L.1 | bands.crs_transform..15L | bands.crs_transform..3556492.5 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| B8 | PixelType | int | 0 | 65535 | 15341 | EPSG:32619 | 15 | 0 | 227992.5 | 0 | -15 | -3556493 |
| B8 | PixelType | int | 0 | 65535 | 15461 | EPSG:32619 | 15 | 0 | 227992.5 | 0 | -15 | -3556493 |
| B8 | PixelType | int | 0 | 65535 | 15341 | EPSG:32619 | 15 | 0 | 227992.5 | 0 | -15 | -3556493 |
| B8 | PixelType | int | 0 | 65535 | 15461 | EPSG:32619 | 15 | 0 | 227992.5 | 0 | -15 | -3556493 |
| B8 | PixelType | int | 0 | 65535 | 15341 | EPSG:32619 | 15 | 0 | 227992.5 | 0 | -15 | -3556493 |
| B8 | PixelType | int | 0 | 65535 | 15461 | EPSG:32619 | 15 | 0 | 227992.5 | 0 | -15 | -3556493 |
kbl(a_001[,c(71:78)]) %>%
kable_styling(bootstrap_options = c("striped", "hover")) %>%
kable_paper() %>%
scroll_box(width = "100%", height = "300px")| bands.id.8 | bands.data_type.type.8 | bands.data_type.precision.8 | bands.data_type.min.8 | bands.data_type.max.8 | bands.dimensions.8 | bands.crs.8 | bands.crs_transform.7 |
|---|---|---|---|---|---|---|---|
| B9 | PixelType | int | 0 | 65535 | 7671 | EPSG:32619 | 30 |
| B9 | PixelType | int | 0 | 65535 | 7731 | EPSG:32619 | 0 |
| B9 | PixelType | int | 0 | 65535 | 7671 | EPSG:32619 | 227985 |
| B9 | PixelType | int | 0 | 65535 | 7731 | EPSG:32619 | 0 |
| B9 | PixelType | int | 0 | 65535 | 7671 | EPSG:32619 | -30 |
| B9 | PixelType | int | 0 | 65535 | 7731 | EPSG:32619 | -3556485 |
kbl(a_001[,c(79:86)]) %>%
kable_styling(bootstrap_options = c("striped", "hover")) %>%
kable_paper() %>%
scroll_box(width = "100%", height = "300px")| bands.id.9 | bands.data_type.type.9 | bands.data_type.precision.9 | bands.data_type.min.9 | bands.data_type.max.9 | bands.dimensions.9 | bands.crs.9 | bands.crs_transform.8 |
|---|---|---|---|---|---|---|---|
| B10 | PixelType | int | 0 | 65535 | 7671 | EPSG:32619 | 30 |
| B10 | PixelType | int | 0 | 65535 | 7731 | EPSG:32619 | 0 |
| B10 | PixelType | int | 0 | 65535 | 7671 | EPSG:32619 | 227985 |
| B10 | PixelType | int | 0 | 65535 | 7731 | EPSG:32619 | 0 |
| B10 | PixelType | int | 0 | 65535 | 7671 | EPSG:32619 | -30 |
| B10 | PixelType | int | 0 | 65535 | 7731 | EPSG:32619 | -3556485 |
kbl(a_001[,c(87:110)]) %>%
kable_styling(bootstrap_options = c("striped", "hover")) %>%
kable_paper() %>%
scroll_box(width = "100%", height = "300px")| bands.id.10 | bands.data_type.type.10 | bands.data_type.precision.10 | bands.data_type.min.10 | bands.data_type.max.10 | bands.dimensions.10 | bands.crs.10 | bands.crs_transform.9 | bands.id.11 | bands.data_type.type.11 | bands.data_type.precision.11 | bands.data_type.min.11 | bands.data_type.max.11 | bands.dimensions.11 | bands.crs.11 | bands.crs_transform.10 | bands.id.12 | bands.data_type.type.12 | bands.data_type.precision.12 | bands.data_type.min.12 | bands.data_type.max.12 | bands.dimensions.12 | bands.crs.12 | bands.crs_transform.11 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| B11 | PixelType | int | 0 | 65535 | 7671 | EPSG:32619 | 30 | BQA | PixelType | int | 0 | 65535 | 7671 | EPSG:32619 | 30 | nd | PixelType | float | -1 | 1 | 7671 | EPSG:32619 | 30 |
| B11 | PixelType | int | 0 | 65535 | 7731 | EPSG:32619 | 0 | BQA | PixelType | int | 0 | 65535 | 7731 | EPSG:32619 | 0 | nd | PixelType | float | -1 | 1 | 7731 | EPSG:32619 | 0 |
| B11 | PixelType | int | 0 | 65535 | 7671 | EPSG:32619 | 227985 | BQA | PixelType | int | 0 | 65535 | 7671 | EPSG:32619 | 227985 | nd | PixelType | float | -1 | 1 | 7671 | EPSG:32619 | 227985 |
| B11 | PixelType | int | 0 | 65535 | 7731 | EPSG:32619 | 0 | BQA | PixelType | int | 0 | 65535 | 7731 | EPSG:32619 | 0 | nd | PixelType | float | -1 | 1 | 7731 | EPSG:32619 | 0 |
| B11 | PixelType | int | 0 | 65535 | 7671 | EPSG:32619 | -30 | BQA | PixelType | int | 0 | 65535 | 7671 | EPSG:32619 | -30 | nd | PixelType | float | -1 | 1 | 7671 | EPSG:32619 | -30 |
| B11 | PixelType | int | 0 | 65535 | 7731 | EPSG:32619 | -3556485 | BQA | PixelType | int | 0 | 65535 | 7731 | EPSG:32619 | -3556485 | nd | PixelType | float | -1 | 1 | 7731 | EPSG:32619 | -3556485 |
La columna 111 del dataset nos da la identificación de la scene:
kbl(a_001[,c(111)]) %>%
kable_styling(bootstrap_options = c("striped", "hover")) %>%
kable_paper() %>%
scroll_box(width = "100%", height = "300px")| x |
|---|
| LANDSAT/LC08/C01/T1/LC08_233083_20200314 |
| LANDSAT/LC08/C01/T1/LC08_233083_20200314 |
| LANDSAT/LC08/C01/T1/LC08_233083_20200314 |
| LANDSAT/LC08/C01/T1/LC08_233083_20200314 |
| LANDSAT/LC08/C01/T1/LC08_233083_20200314 |
| LANDSAT/LC08/C01/T1/LC08_233083_20200314 |
1.4 Vamos a analizar la información extraíble de una imagen LANDSAT/LC08/C01/T1.
Propiedades de las imágenes
1.1.1 Descripción general de los datos de una imagen.
Despleguemos las primeras 30 columnas de la base de datos:
a_001 <- ee$Image("LANDSAT/LC08/C01/T1/LC08_044034_20140403") %>% ee$Image$getInfo()
write.csv2(a_001, "a_001.csv")
# saveRDS(g,"g.rds")
a_001 <- as.data.frame(a_001)
head(colnames(a_001),30)## [1] "type" "bands.id"
## [3] "bands.data_type.type" "bands.data_type.precision"
## [5] "bands.data_type.min" "bands.data_type.max"
## [7] "bands.dimensions" "bands.crs"
## [9] "bands.crs_transform" "bands.id.1"
## [11] "bands.data_type.type.1" "bands.data_type.precision.1"
## [13] "bands.data_type.min.1" "bands.data_type.max.1"
## [15] "bands.dimensions.1" "bands.crs.1"
## [17] "bands.crs_transform.1" "bands.id.2"
## [19] "bands.data_type.type.2" "bands.data_type.precision.2"
## [21] "bands.data_type.min.2" "bands.data_type.max.2"
## [23] "bands.dimensions.2" "bands.crs.2"
## [25] "bands.crs_transform.2" "bands.id.3"
## [27] "bands.data_type.type.3" "bands.data_type.precision.3"
## [29] "bands.data_type.min.3" "bands.data_type.max.3"Que se corresponden con las propiedades de las imagenes contenidas en: USGS Landsat 8 Collection 1 Tier 1 Raw Scenes https://developers.google.com/earth-engine/datasets/catalog/LANDSAT_LC08_C01_T1#image-properties
1.5 Obtención de una escena
object <- ee$ImageCollection("LANDSAT/LC08/C01/T1")$
filter(ee$Filter()$eq("WRS_PATH", 233))$
filter(ee$Filter()$eq("WRS_ROW", 83))$
filterMetadata ('CLOUD_COVER', 'Less_Than', 20)$
filterDate("2020-03-01", "2020-04-01")
# Representa la imagen a traves de una composicion RGB
first <- object$first()
vizParams <- list(
bands = c("B5", "B4", "B3"),
min = 5000,
max = 15000,
gamma = 1.3
)
Map$setCenter(lon = -70.64724, lat = -33.47269, zoom = 8)
Map$addLayer(first, vizParams, "Landsat 8")1.6 normalizedDifference
library(rgee)
ee_Initialize()## -- rgee 1.0.9 --------------------------------------- earthengine-api 0.1.259 --
## v email: not_defined
## v Initializing Google Earth Engine:
v Initializing Google Earth Engine: DONE!
##
v Earth Engine user: users/tarredwall
## --------------------------------------------------------------------------------l8 <- ee$ImageCollection("LANDSAT/LC08/C01/T1")
image_2015 <- ee$Algorithms$Landsat$simpleComposite(
collection = l8$filterDate("2015-01-01", "2015-12-31"),
asFloat = TRUE
)
bands <- c( "B5", "B6")
getNDBI <- function(image) {
image$normalizedDifference(c("B5", "B4"))
}
ndbi1 <- getNDBI(image_2015)
ndbiParams <- list(palette = c(
"#000000", "#ff0000", "#ffffff","#0000ff"
))
landMask <- ee$Image("CGIAR/SRTM90_V4")$mask()
maskedDifference <- ndbi1$updateMask(landMask)
Map$setCenter(lon = -70.64724, lat = -33.47269, zoom = 10)
Map$addLayer(maskedDifference, ndbiParams, "NDBI")1.7 Descarga de precipitación desde GEE
https://rpubs.com/Bonilla-Escoto/720385
library(rgee)
library(sf)## Warning: package 'sf' was built under R version 4.0.5## Linking to GEOS 3.9.0, GDAL 3.2.1, PROJ 7.2.1require(tidyverse)## Loading required package: tidyverse## -- Attaching packages --------------------------------------- tidyverse 1.3.0 --## v ggplot2 3.3.2 v purrr 0.3.4
## v tibble 3.0.1 v dplyr 1.0.2
## v tidyr 1.1.0 v stringr 1.4.0
## v readr 1.3.1 v forcats 0.5.0## -- Conflicts ------------------------------------------ tidyverse_conflicts() --
## x readr::col_factor() masks scales::col_factor()
## x purrr::discard() masks scales::discard()
## x tidyr::extract() masks raster::extract()
## x dplyr::filter() masks stats::filter()
## x dplyr::group_rows() masks kableExtra::group_rows()
## x dplyr::lag() masks stats::lag()
## x dplyr::select() masks raster::select()punto <- st_point(c(617175,1428076), dim="XY")
puntoUTM <- st_sfc(punto,crs=32616)
puntoGeo <- st_transform(puntoUTM,4326)
punto_ee <- sf_as_ee(puntoGeo)
gee1 <- ee$ImageCollection("ECMWF/ERA5/MONTHLY")$select("total_precipitation")$
filterDate("2005-01-01", "2020-01-01")
datos_gee1 <- ee_extract(x=gee1,y=punto_ee,scale = 250,sf=T)
st_geometry(datos_gee1) <- NULL
datos_t1 <- as.data.frame(t(datos_gee1[,-1]))
head(datos_t1)## 1
## X200502_total_precipitation 0.0029145
## X200503_total_precipitation 0.0158447
## X200504_total_precipitation 0.0500956
## X200505_total_precipitation 0.1628986
## X200506_total_precipitation 0.2862051
## X200507_total_precipitation 0.1587650sal <- rownames_to_column(datos_t1, var="fecha_apilada")
colnames(sal) <- c("Fecha_apilada","Valores")
Fecha <- seq.Date(from = as.Date("01-01-2005", format="%d-%m-%Y", sep="-"),
to=as.Date("01-12-2019", format="%d-%m-%Y",sep="-"),
by="month")
#sal$Fecha <- Fecha
sal$Valores_mm <- sal$Valores*1000
mensual <- as.data.frame(matrix(sal$Valores_mm, ncol = 12, byrow = T))## Warning in matrix(sal$Valores_mm, ncol = 12, byrow = T): la longitud de los
## datos [179] no es un submúltiplo o múltiplo del número de filas [15] en la
## matrizcolnames(mensual) <- c("Ene","Feb","Mar","Abr","May","Jun","Jul","Ago","Sep","Oct","Nov","Dic")
mensual$Anio <- seq.int(from=2005, to=2019,by=1)
head(mensual)## Ene Feb Mar Abr May Jun Jul Ago
## 1 2.9145 15.8447 50.0956 162.8986 286.2051 158.7650 156.5607 130.7581
## 2 14.5964 7.5814 17.5079 92.0442 180.7454 95.7995 77.7299 99.9864
## 3 5.1926 17.1376 55.7835 193.5994 126.5605 97.5545 176.3386 203.9109
## 4 13.0933 9.3654 16.8935 255.3760 156.1875 162.6278 152.4938 219.4597
## 5 9.9886 7.9723 12.8181 257.8217 223.0067 73.8023 82.5352 109.9282
## 6 24.8376 17.5173 131.0137 431.3926 170.1693 179.8437 423.4943 269.9235
## Sep Oct Nov Dic Anio
## 1 195.7654 101.2689 23.9303 22.9142 2005
## 2 155.8129 43.0326 46.5991 16.9111 2006
## 3 321.9736 49.9877 18.0156 18.9402 2007
## 4 287.7165 33.1901 15.6414 10.3437 2008
## 5 108.7499 42.6289 16.7708 9.9737 2009
## 6 117.7062 61.2735 5.1110 14.4748 2010p<-ggplot(data=mensual, aes(x=Anio, y=Dic)) +
geom_bar(stat="identity", fill="steelblue")+
geom_text(aes(label=Dic), vjust=1.6, color="black", size=3.5)+
theme_minimal()
p
1.8 Obtener los datos de una base de datos Sentinel
Construimos un histograma del Sentinel
Quiero muestrear píxeles aleatoriamente dentro de una imagen que tiene tres bandas, en un conjunto de regiones diferentes. Con esos datos muestreados, quiero crear un gráfico que contenga histogramas para cada región de muestra, para una banda determinada. Entonces tendré tres parcelas (una para cada banda).
En mi caso, una región representa un tipo específico de hábitat dentro de la imagen, por lo que tengo un polígono para cada tipo de hábitat.
La misión Sentinel-1 proporciona datos de un instrumento de radar de apertura sintética (SAR) de banda C de doble polarización. Esta colección incluye las escenas S1 Ground Range Detected (GRD), procesadas con la caja de herramientas Sentinel-1 para generar un producto calibrado y orto-corregido. La colección se actualiza diariamente. Los nuevos activos se ingieren dentro de los dos días posteriores a su disponibilidad.
Esta colección contiene todas las escenas GRD. Cada escena tiene una de 3 resoluciones (10, 25 o 40 metros), 4 combinaciones de bandas (correspondientes a la polarización de la escena) y 3 modos de instrumento. El uso de la colección en un contexto de mosaico probablemente requerirá filtrar hasta un conjunto homogéneo de bandas y parámetros. Consulte este artículo para obtener detalles sobre el uso y preprocesamiento de la colección. Cada escena contiene 1 o 2 de las 4 posibles bandas de polarización, según la configuración de polarización del instrumento. Las combinaciones posibles son VV o HH de banda única y VV + VH y HH + HV de doble banda:
VV: copolarización única, transmisión vertical / recepción vertical
HH: copolarización única, transmisión horizontal / recepción horizontal
VV + VH: polarización cruzada de doble banda, transmisión vertical / recepción horizontal
HH + HV: polarización cruzada de doble banda, transmisión horizontal / recepción verticalCada escena también incluye una banda de ‘ángulo’ adicional que contiene el ángulo de incidencia de visión aproximado en grados en cada punto. Esta banda se genera interpolando la propiedad ‘IncideAngle’ del campo cuadriculado ‘geolocationGridPoint’ proporcionado con cada activo.
Cada escena se preprocesó con Sentinel-1 Toolbox siguiendo los siguientes pasos:
Eliminación de ruido térmico
Calibración radiométrica
Corrección de terreno usando SRTM 30 o ASTER DEM para áreas de más de 60 grados de latitud, donde SRTM no está disponible. Los valores finales corregidos por el terreno se convierten a decibelios mediante una escala logarítmica (10 * log10 (x)).Para obtener más información sobre estos pasos de procesamiento previo, consulte el artículo de procesamiento previo de Sentinel-1. Para obtener más consejos sobre cómo trabajar con imágenes de Sentinel-1, consulte el tutorial de Guido Lemoine sobre conceptos básicos de SAR y el tutorial de Mort Canty sobre detección de cambios de SAR.
Esta colección se calcula sobre la marcha. Si desea utilizar la colección subyacente con valores de potencia sin procesar (que se actualiza más rápido), consulte COPERNICUS / S1_GRD_FLOAT.
No tiene sentido extraer los datos en brutos porque no estan parametrizadso, son numeros que no obedecen a ningun criterio de clasificacion, por lo que lo que se hace es construir un poligono e intersectarlo con la data del satelite, en nuestro ejemplo nos estrega los datos para X0_VH en una cuadricula de 12 x 22.
# importante: para obtener ayuda de R:
ee_help(ee$ImageCollection)
# damos click al link de aqui:
# Representation for an Earth Engine ImageCollection. Documentation obtained from this link.
# selleccionamos una funcion de ImageCollection, digamos :
# ee.ImageCollection.aggregate_histogramdiccionario gee: https://developers.google.cn/earth-engine/apidocs/ee-geometry-bbox-buffer
1.9 Extracción e histograma del valor de la Polarización transmitida (transmitterReceiverPolarisation) VH como promedio del valor de los pixeles del Sentinel entre “2019-03-01” y “2020-03-01” para el polígono del Club Hípico de Santiago.
library(rgee)
library(mapedit) # (OPTIONAL) Interactive editing of vector data
library(raster) # Manipulate raster data
library(scales) # Scale functions for visualization
library(cptcity) # cptcity color gradients!
#library(tmap) # Thematic Map Visualization <3
library(kableExtra)
ee_Initialize() ## -- rgee 1.0.9 --------------------------------------- earthengine-api 0.1.259 --
## v email: not_defined
## v Initializing Google Earth Engine:
v Initializing Google Earth Engine: DONE!
##
v Earth Engine user: users/tarredwall
## --------------------------------------------------------------------------------habitats = ee$FeatureCollection(
list(
ee$Feature(ee$Geometry$Polygon(
# list(
# c(-1.345864517292552, 59.97338078318311),
# c(-1.345864517292552, 59.97237144577356),
# c(-1.3438904114575911, 59.97237144577356),
# c(-1.3438904114575911, 59.97338078318311)
# )
# poligono del parque O'Higgins
list(
c(-70.6712, -33.45812),
c(-70.6712, -33.47018),
c(-70.66493, -33.45812),
c(-70.66493, -33.47018)
)
), list(name = "unimproved"))
)
)
sentinel1 = ee$ImageCollection('COPERNICUS/S1_GRD')$filterDate("2019-03-01", "2020-03-01")
vvvh = sentinel1$filter(ee$Filter$listContains('transmitterReceiverPolarisation', 'VV'))
VH_Ascending_mean <- vvvh$select("VH")$mean()
collection <- ee$ImageCollection$fromImages(list(VH_Ascending_mean))$toBands()ee_help(collection$sampleRegions)collection$sampleRegions: Convierte cada píxel de una imagen (a una escala determinada) que se cruza con una o más regiones en una entidad y los devuelve como una colección de entidades. Cada característica de salida tendrá una propiedad por banda de la imagen de entrada, así como cualquier propiedad especificada copiada de la característica de entrada. Tenga en cuenta que las geometrías se ajustarán a los centros de píxeles.
ee_help(ee$ImageCollection)Select bands from each image in a collection.
mySamples <- collection$sampleRegions(
collection = ee$Feature(habitats$first()),
scale= 10,
geometries=TRUE
)ee_as_sf: Convierte una tabla de Earth Engine en un objeto sf
objeto sf: colección de características simples representadas por un marco de datos
mySamples_sf_batch <- ee_as_sf(mySamples) mySamples_sf_batch <- as.data.frame(mySamples_sf_batch)
mySamples_sf_batch %>%
kbl() %>%
kable_material(c("striped", "hover"), font_size = 12)%>%
scroll_box(width = "100%", height = "1000px")| X0_VH | name | geometry |
|---|---|---|
| -13.538424 | unimproved | POINT (-70.66494 -33.4701) |
| -8.758676 | unimproved | POINT (-70.67114 -33.47001) |
| -12.099405 | unimproved | POINT (-70.66494 -33.47001) |
| -10.893018 | unimproved | POINT (-70.67114 -33.46992) |
| -12.133157 | unimproved | POINT (-70.66503 -33.46992) |
| -11.230521 | unimproved | POINT (-70.66494 -33.46992) |
| -10.853384 | unimproved | POINT (-70.67114 -33.46984) |
| -10.510977 | unimproved | POINT (-70.67105 -33.46984) |
| -12.594003 | unimproved | POINT (-70.66503 -33.46984) |
| -11.984169 | unimproved | POINT (-70.66494 -33.46984) |
| -9.399624 | unimproved | POINT (-70.67114 -33.46975) |
| -8.807556 | unimproved | POINT (-70.67105 -33.46975) |
| -14.620077 | unimproved | POINT (-70.66512 -33.46975) |
| -14.285617 | unimproved | POINT (-70.66503 -33.46975) |
| -13.747770 | unimproved | POINT (-70.66494 -33.46975) |
| -9.275296 | unimproved | POINT (-70.67114 -33.46966) |
| -8.432540 | unimproved | POINT (-70.67105 -33.46966) |
| -8.344182 | unimproved | POINT (-70.67096 -33.46966) |
| -15.594909 | unimproved | POINT (-70.66512 -33.46966) |
| -15.178367 | unimproved | POINT (-70.66503 -33.46966) |
| -14.316292 | unimproved | POINT (-70.66494 -33.46966) |
| -10.727101 | unimproved | POINT (-70.67114 -33.46957) |
| -9.948249 | unimproved | POINT (-70.67105 -33.46957) |
| -9.824674 | unimproved | POINT (-70.67096 -33.46957) |
| -16.401308 | unimproved | POINT (-70.66521 -33.46957) |
| -15.418588 | unimproved | POINT (-70.66512 -33.46957) |
| -14.276152 | unimproved | POINT (-70.66503 -33.46957) |
| -12.883842 | unimproved | POINT (-70.66494 -33.46957) |
| -12.355201 | unimproved | POINT (-70.67114 -33.46948) |
| -12.360394 | unimproved | POINT (-70.67105 -33.46948) |
| -12.040441 | unimproved | POINT (-70.67096 -33.46948) |
| -12.256603 | unimproved | POINT (-70.67087 -33.46948) |
| -16.067085 | unimproved | POINT (-70.66521 -33.46948) |
| -14.762819 | unimproved | POINT (-70.66512 -33.46948) |
| -12.726594 | unimproved | POINT (-70.66503 -33.46948) |
| -11.094074 | unimproved | POINT (-70.66494 -33.46948) |
| -13.419161 | unimproved | POINT (-70.67114 -33.46939) |
| -13.600279 | unimproved | POINT (-70.67105 -33.46939) |
| -13.078051 | unimproved | POINT (-70.67096 -33.46939) |
| -12.751282 | unimproved | POINT (-70.67087 -33.46939) |
| -15.593559 | unimproved | POINT (-70.6653 -33.46939) |
| -15.604306 | unimproved | POINT (-70.66521 -33.46939) |
| -14.613737 | unimproved | POINT (-70.66512 -33.46939) |
| -12.242761 | unimproved | POINT (-70.66503 -33.46939) |
| -10.471284 | unimproved | POINT (-70.66494 -33.46939) |
| -13.067357 | unimproved | POINT (-70.67114 -33.4693) |
| -13.248083 | unimproved | POINT (-70.67105 -33.4693) |
| -12.583514 | unimproved | POINT (-70.67096 -33.4693) |
| -12.311189 | unimproved | POINT (-70.67087 -33.4693) |
| -12.322542 | unimproved | POINT (-70.67078 -33.4693) |
| -15.218971 | unimproved | POINT (-70.6653 -33.4693) |
| -15.441098 | unimproved | POINT (-70.66521 -33.4693) |
| -14.858962 | unimproved | POINT (-70.66512 -33.4693) |
| -12.825403 | unimproved | POINT (-70.66503 -33.4693) |
| -11.225621 | unimproved | POINT (-70.66494 -33.4693) |
| -11.088817 | unimproved | POINT (-70.67114 -33.46921) |
| -12.079716 | unimproved | POINT (-70.67105 -33.46921) |
| -12.079404 | unimproved | POINT (-70.67096 -33.46921) |
| -11.868509 | unimproved | POINT (-70.67087 -33.46921) |
| -11.812367 | unimproved | POINT (-70.67078 -33.46921) |
| -14.772928 | unimproved | POINT (-70.66539 -33.46921) |
| -15.075517 | unimproved | POINT (-70.6653 -33.46921) |
| -15.325094 | unimproved | POINT (-70.66521 -33.46921) |
| -14.953363 | unimproved | POINT (-70.66512 -33.46921) |
| -13.609399 | unimproved | POINT (-70.66503 -33.46921) |
| -12.151138 | unimproved | POINT (-70.66494 -33.46921) |
| -10.380250 | unimproved | POINT (-70.67114 -33.46912) |
| -11.907952 | unimproved | POINT (-70.67105 -33.46912) |
| -12.545636 | unimproved | POINT (-70.67096 -33.46912) |
| -12.391459 | unimproved | POINT (-70.67087 -33.46912) |
| -12.006752 | unimproved | POINT (-70.67078 -33.46912) |
| -12.013726 | unimproved | POINT (-70.67069 -33.46912) |
| -13.960121 | unimproved | POINT (-70.66548 -33.46912) |
| -14.326726 | unimproved | POINT (-70.66539 -33.46912) |
| -14.713468 | unimproved | POINT (-70.6653 -33.46912) |
| -14.930232 | unimproved | POINT (-70.66521 -33.46912) |
| -14.528696 | unimproved | POINT (-70.66512 -33.46912) |
| -13.869083 | unimproved | POINT (-70.66503 -33.46912) |
| -12.607665 | unimproved | POINT (-70.66494 -33.46912) |
| -11.232113 | unimproved | POINT (-70.67114 -33.46903) |
| -12.020628 | unimproved | POINT (-70.67105 -33.46903) |
| -12.498329 | unimproved | POINT (-70.67096 -33.46903) |
| -12.441032 | unimproved | POINT (-70.67087 -33.46903) |
| -12.158475 | unimproved | POINT (-70.67078 -33.46903) |
| -12.375033 | unimproved | POINT (-70.67069 -33.46903) |
| -13.806700 | unimproved | POINT (-70.66548 -33.46903) |
| -14.100596 | unimproved | POINT (-70.66539 -33.46903) |
| -14.701358 | unimproved | POINT (-70.6653 -33.46903) |
| -15.155971 | unimproved | POINT (-70.66521 -33.46903) |
| -14.927886 | unimproved | POINT (-70.66512 -33.46903) |
| -14.607851 | unimproved | POINT (-70.66503 -33.46903) |
| -13.263725 | unimproved | POINT (-70.66494 -33.46903) |
| -12.383717 | unimproved | POINT (-70.67114 -33.46894) |
| -12.658349 | unimproved | POINT (-70.67105 -33.46894) |
| -12.711241 | unimproved | POINT (-70.67096 -33.46894) |
| -12.687677 | unimproved | POINT (-70.67087 -33.46894) |
| -12.382022 | unimproved | POINT (-70.67078 -33.46894) |
| -12.539358 | unimproved | POINT (-70.67069 -33.46894) |
| -13.251368 | unimproved | POINT (-70.6706 -33.46894) |
| -14.789378 | unimproved | POINT (-70.66557 -33.46894) |
| -14.177064 | unimproved | POINT (-70.66548 -33.46894) |
| -14.133977 | unimproved | POINT (-70.66539 -33.46894) |
| -14.719399 | unimproved | POINT (-70.6653 -33.46894) |
| -15.347641 | unimproved | POINT (-70.66521 -33.46894) |
| -15.837135 | unimproved | POINT (-70.66512 -33.46894) |
| -15.444402 | unimproved | POINT (-70.66503 -33.46894) |
| -14.146393 | unimproved | POINT (-70.66494 -33.46894) |
| -13.274309 | unimproved | POINT (-70.67114 -33.46885) |
| -13.698783 | unimproved | POINT (-70.67105 -33.46885) |
| -13.824058 | unimproved | POINT (-70.67096 -33.46885) |
| -13.305157 | unimproved | POINT (-70.67087 -33.46885) |
| -12.105474 | unimproved | POINT (-70.67078 -33.46885) |
| -11.796583 | unimproved | POINT (-70.67069 -33.46885) |
| -12.400555 | unimproved | POINT (-70.6706 -33.46885) |
| -13.350063 | unimproved | POINT (-70.67051 -33.46885) |
| -15.739940 | unimproved | POINT (-70.66557 -33.46885) |
| -15.448506 | unimproved | POINT (-70.66548 -33.46885) |
| -15.102419 | unimproved | POINT (-70.66539 -33.46885) |
| -15.046107 | unimproved | POINT (-70.6653 -33.46885) |
| -15.478934 | unimproved | POINT (-70.66521 -33.46885) |
| -15.906234 | unimproved | POINT (-70.66512 -33.46885) |
| -15.626653 | unimproved | POINT (-70.66503 -33.46885) |
| -15.044165 | unimproved | POINT (-70.66494 -33.46885) |
| -13.255800 | unimproved | POINT (-70.67114 -33.46876) |
| -13.385621 | unimproved | POINT (-70.67105 -33.46876) |
| -13.492395 | unimproved | POINT (-70.67096 -33.46876) |
| -12.465199 | unimproved | POINT (-70.67087 -33.46876) |
| -11.174664 | unimproved | POINT (-70.67078 -33.46876) |
| -10.782443 | unimproved | POINT (-70.67069 -33.46876) |
| -11.440137 | unimproved | POINT (-70.6706 -33.46876) |
| -12.409374 | unimproved | POINT (-70.67051 -33.46876) |
| -16.927326 | unimproved | POINT (-70.66566 -33.46876) |
| -17.185284 | unimproved | POINT (-70.66557 -33.46876) |
| -17.180832 | unimproved | POINT (-70.66548 -33.46876) |
| -16.573731 | unimproved | POINT (-70.66539 -33.46876) |
| -15.912211 | unimproved | POINT (-70.6653 -33.46876) |
| -15.820405 | unimproved | POINT (-70.66521 -33.46876) |
| -15.999853 | unimproved | POINT (-70.66512 -33.46876) |
| -15.547534 | unimproved | POINT (-70.66503 -33.46876) |
| -14.996234 | unimproved | POINT (-70.66494 -33.46876) |
| -11.697381 | unimproved | POINT (-70.67114 -33.46867) |
| -12.453976 | unimproved | POINT (-70.67105 -33.46867) |
| -12.299475 | unimproved | POINT (-70.67096 -33.46867) |
| -11.404258 | unimproved | POINT (-70.67087 -33.46867) |
| -10.530939 | unimproved | POINT (-70.67078 -33.46867) |
| -10.467125 | unimproved | POINT (-70.67069 -33.46867) |
| -11.158110 | unimproved | POINT (-70.6706 -33.46867) |
| -11.744446 | unimproved | POINT (-70.67051 -33.46867) |
| -12.112138 | unimproved | POINT (-70.67042 -33.46867) |
| -18.571358 | unimproved | POINT (-70.66566 -33.46867) |
| -18.337646 | unimproved | POINT (-70.66557 -33.46867) |
| -17.661932 | unimproved | POINT (-70.66548 -33.46867) |
| -17.155761 | unimproved | POINT (-70.66539 -33.46867) |
| -16.689591 | unimproved | POINT (-70.6653 -33.46867) |
| -16.300805 | unimproved | POINT (-70.66521 -33.46867) |
| -15.730671 | unimproved | POINT (-70.66512 -33.46867) |
| -14.920385 | unimproved | POINT (-70.66503 -33.46867) |
| -14.156376 | unimproved | POINT (-70.66494 -33.46867) |
| -9.153121 | unimproved | POINT (-70.67114 -33.46858) |
| -11.825537 | unimproved | POINT (-70.67105 -33.46858) |
| -11.997481 | unimproved | POINT (-70.67096 -33.46858) |
| -11.391617 | unimproved | POINT (-70.67087 -33.46858) |
| -10.459696 | unimproved | POINT (-70.67078 -33.46858) |
| -10.390868 | unimproved | POINT (-70.67069 -33.46858) |
| -11.109231 | unimproved | POINT (-70.6706 -33.46858) |
| -11.107316 | unimproved | POINT (-70.67051 -33.46858) |
| -10.655158 | unimproved | POINT (-70.67042 -33.46858) |
| -19.449419 | unimproved | POINT (-70.66575 -33.46858) |
| -19.495785 | unimproved | POINT (-70.66566 -33.46858) |
| -18.621712 | unimproved | POINT (-70.66557 -33.46858) |
| -17.290225 | unimproved | POINT (-70.66548 -33.46858) |
| -17.000419 | unimproved | POINT (-70.66539 -33.46858) |
| -16.850034 | unimproved | POINT (-70.6653 -33.46858) |
| -16.462222 | unimproved | POINT (-70.66521 -33.46858) |
| -15.474922 | unimproved | POINT (-70.66512 -33.46858) |
| -14.404720 | unimproved | POINT (-70.66503 -33.46858) |
| -13.459312 | unimproved | POINT (-70.66494 -33.46858) |
| -8.620934 | unimproved | POINT (-70.67114 -33.46849) |
| -11.751615 | unimproved | POINT (-70.67105 -33.46849) |
| -12.260374 | unimproved | POINT (-70.67096 -33.46849) |
| -11.932645 | unimproved | POINT (-70.67087 -33.46849) |
| -10.760253 | unimproved | POINT (-70.67078 -33.46849) |
| -10.369137 | unimproved | POINT (-70.67069 -33.46849) |
| -10.705387 | unimproved | POINT (-70.6706 -33.46849) |
| -10.317328 | unimproved | POINT (-70.67051 -33.46849) |
| -9.401490 | unimproved | POINT (-70.67042 -33.46849) |
| -9.370286 | unimproved | POINT (-70.67033 -33.46849) |
| -20.428896 | unimproved | POINT (-70.66575 -33.46849) |
| -19.999211 | unimproved | POINT (-70.66566 -33.46849) |
| -18.787462 | unimproved | POINT (-70.66557 -33.46849) |
| -17.350662 | unimproved | POINT (-70.66548 -33.46849) |
| -17.088501 | unimproved | POINT (-70.66539 -33.46849) |
| -17.254326 | unimproved | POINT (-70.6653 -33.46849) |
| -16.647792 | unimproved | POINT (-70.66521 -33.46849) |
| -15.836367 | unimproved | POINT (-70.66512 -33.46849) |
| -14.807244 | unimproved | POINT (-70.66503 -33.46849) |
| -13.151121 | unimproved | POINT (-70.66494 -33.46849) |
| -10.560248 | unimproved | POINT (-70.67114 -33.4684) |
| -12.838193 | unimproved | POINT (-70.67105 -33.4684) |
| -13.328759 | unimproved | POINT (-70.67096 -33.4684) |
| -12.965105 | unimproved | POINT (-70.67087 -33.4684) |
| -11.858749 | unimproved | POINT (-70.67078 -33.4684) |
| -11.287859 | unimproved | POINT (-70.67069 -33.4684) |
| -11.309405 | unimproved | POINT (-70.6706 -33.4684) |
| -10.802570 | unimproved | POINT (-70.67051 -33.4684) |
| -9.430339 | unimproved | POINT (-70.67042 -33.4684) |
| -8.803994 | unimproved | POINT (-70.67033 -33.4684) |
| -22.068459 | unimproved | POINT (-70.66584 -33.4684) |
| -21.040869 | unimproved | POINT (-70.66575 -33.4684) |
| -19.927873 | unimproved | POINT (-70.66566 -33.4684) |
| -19.133408 | unimproved | POINT (-70.66557 -33.4684) |
| -18.019661 | unimproved | POINT (-70.66548 -33.4684) |
| -17.317382 | unimproved | POINT (-70.66539 -33.4684) |
| -16.956243 | unimproved | POINT (-70.6653 -33.4684) |
| -16.530662 | unimproved | POINT (-70.66521 -33.4684) |
| -16.476743 | unimproved | POINT (-70.66512 -33.4684) |
| -15.649598 | unimproved | POINT (-70.66503 -33.4684) |
| -12.979853 | unimproved | POINT (-70.66494 -33.4684) |
| -12.464952 | unimproved | POINT (-70.67114 -33.46831) |
| -13.080031 | unimproved | POINT (-70.67105 -33.46831) |
| -13.825201 | unimproved | POINT (-70.67096 -33.46831) |
| -13.975550 | unimproved | POINT (-70.67087 -33.46831) |
| -13.572223 | unimproved | POINT (-70.67078 -33.46831) |
| -13.203055 | unimproved | POINT (-70.67069 -33.46831) |
| -12.829544 | unimproved | POINT (-70.6706 -33.46831) |
| -12.132038 | unimproved | POINT (-70.67051 -33.46831) |
| -10.357661 | unimproved | POINT (-70.67042 -33.46831) |
| -9.351227 | unimproved | POINT (-70.67033 -33.46831) |
| -10.016683 | unimproved | POINT (-70.67024 -33.46831) |
| -22.505618 | unimproved | POINT (-70.66584 -33.46831) |
| -21.396004 | unimproved | POINT (-70.66575 -33.46831) |
| -20.085458 | unimproved | POINT (-70.66566 -33.46831) |
| -19.459429 | unimproved | POINT (-70.66557 -33.46831) |
| -18.347243 | unimproved | POINT (-70.66548 -33.46831) |
| -17.109220 | unimproved | POINT (-70.66539 -33.46831) |
| -16.321514 | unimproved | POINT (-70.6653 -33.46831) |
| -16.240384 | unimproved | POINT (-70.66521 -33.46831) |
| -16.932235 | unimproved | POINT (-70.66512 -33.46831) |
| -16.406311 | unimproved | POINT (-70.66503 -33.46831) |
| -13.312416 | unimproved | POINT (-70.66494 -33.46831) |
| -11.548536 | unimproved | POINT (-70.67114 -33.46822) |
| -11.556779 | unimproved | POINT (-70.67105 -33.46822) |
| -12.472109 | unimproved | POINT (-70.67096 -33.46822) |
| -13.752996 | unimproved | POINT (-70.67087 -33.46822) |
| -14.398687 | unimproved | POINT (-70.67078 -33.46822) |
| -14.269586 | unimproved | POINT (-70.67069 -33.46822) |
| -13.059154 | unimproved | POINT (-70.6706 -33.46822) |
| -11.545495 | unimproved | POINT (-70.67051 -33.46822) |
| -10.128204 | unimproved | POINT (-70.67042 -33.46822) |
| -10.198010 | unimproved | POINT (-70.67033 -33.46822) |
| -10.914787 | unimproved | POINT (-70.67024 -33.46822) |
| -22.798254 | unimproved | POINT (-70.66593 -33.46822) |
| -22.246675 | unimproved | POINT (-70.66584 -33.46822) |
| -21.286882 | unimproved | POINT (-70.66575 -33.46822) |
| -20.000477 | unimproved | POINT (-70.66566 -33.46822) |
| -19.047823 | unimproved | POINT (-70.66557 -33.46822) |
| -18.218458 | unimproved | POINT (-70.66548 -33.46822) |
| -16.970919 | unimproved | POINT (-70.66539 -33.46822) |
| -16.453307 | unimproved | POINT (-70.6653 -33.46822) |
| -16.565039 | unimproved | POINT (-70.66521 -33.46822) |
| -17.166991 | unimproved | POINT (-70.66512 -33.46822) |
| -16.154907 | unimproved | POINT (-70.66503 -33.46822) |
| -13.427196 | unimproved | POINT (-70.66494 -33.46822) |
| -10.439433 | unimproved | POINT (-70.67114 -33.46813) |
| -10.420247 | unimproved | POINT (-70.67105 -33.46813) |
| -11.475870 | unimproved | POINT (-70.67096 -33.46813) |
| -12.919760 | unimproved | POINT (-70.67087 -33.46813) |
| -13.845696 | unimproved | POINT (-70.67078 -33.46813) |
| -13.844027 | unimproved | POINT (-70.67069 -33.46813) |
| -12.046406 | unimproved | POINT (-70.6706 -33.46813) |
| -9.763220 | unimproved | POINT (-70.67051 -33.46813) |
| -8.709941 | unimproved | POINT (-70.67042 -33.46813) |
| -10.194559 | unimproved | POINT (-70.67033 -33.46813) |
| -12.466175 | unimproved | POINT (-70.67024 -33.46813) |
| -14.330842 | unimproved | POINT (-70.67015 -33.46813) |
| -21.597952 | unimproved | POINT (-70.66593 -33.46813) |
| -21.216997 | unimproved | POINT (-70.66584 -33.46813) |
| -20.696865 | unimproved | POINT (-70.66575 -33.46813) |
| -19.536648 | unimproved | POINT (-70.66566 -33.46813) |
| -18.213081 | unimproved | POINT (-70.66557 -33.46813) |
| -17.023140 | unimproved | POINT (-70.66548 -33.46813) |
| -16.298102 | unimproved | POINT (-70.66539 -33.46813) |
| -16.049665 | unimproved | POINT (-70.6653 -33.46813) |
| -16.547215 | unimproved | POINT (-70.66521 -33.46813) |
| -16.169549 | unimproved | POINT (-70.66512 -33.46813) |
| -13.823474 | unimproved | POINT (-70.66503 -33.46813) |
| -10.852466 | unimproved | POINT (-70.66494 -33.46813) |
| -11.209706 | unimproved | POINT (-70.67114 -33.46804) |
| -11.395723 | unimproved | POINT (-70.67105 -33.46804) |
| -12.237588 | unimproved | POINT (-70.67096 -33.46804) |
| -12.987278 | unimproved | POINT (-70.67087 -33.46804) |
| -13.746210 | unimproved | POINT (-70.67078 -33.46804) |
| -13.969060 | unimproved | POINT (-70.67069 -33.46804) |
| -12.313064 | unimproved | POINT (-70.6706 -33.46804) |
| -9.953549 | unimproved | POINT (-70.67051 -33.46804) |
| -9.052891 | unimproved | POINT (-70.67042 -33.46804) |
| -10.643329 | unimproved | POINT (-70.67033 -33.46804) |
| -13.231882 | unimproved | POINT (-70.67024 -33.46804) |
| -15.245872 | unimproved | POINT (-70.67015 -33.46804) |
| -20.870243 | unimproved | POINT (-70.66602 -33.46804) |
| -20.707345 | unimproved | POINT (-70.66593 -33.46804) |
| -20.570322 | unimproved | POINT (-70.66584 -33.46804) |
| -20.180119 | unimproved | POINT (-70.66575 -33.46804) |
| -19.153451 | unimproved | POINT (-70.66566 -33.46804) |
| -17.675344 | unimproved | POINT (-70.66557 -33.46804) |
| -16.150738 | unimproved | POINT (-70.66548 -33.46804) |
| -15.544478 | unimproved | POINT (-70.66539 -33.46804) |
| -15.406745 | unimproved | POINT (-70.6653 -33.46804) |
| -15.164269 | unimproved | POINT (-70.66521 -33.46804) |
| -13.474038 | unimproved | POINT (-70.66512 -33.46804) |
| -10.181128 | unimproved | POINT (-70.66503 -33.46804) |
| -7.164089 | unimproved | POINT (-70.66494 -33.46804) |
| -12.171282 | unimproved | POINT (-70.67114 -33.46795) |
| -12.701066 | unimproved | POINT (-70.67105 -33.46795) |
| -13.712544 | unimproved | POINT (-70.67096 -33.46795) |
| -14.203075 | unimproved | POINT (-70.67087 -33.46795) |
| -14.538921 | unimproved | POINT (-70.67078 -33.46795) |
| -14.777461 | unimproved | POINT (-70.67069 -33.46795) |
| -13.485927 | unimproved | POINT (-70.6706 -33.46795) |
| -11.814632 | unimproved | POINT (-70.67051 -33.46795) |
| -11.676671 | unimproved | POINT (-70.67042 -33.46795) |
| -12.885730 | unimproved | POINT (-70.67033 -33.46795) |
| -14.356647 | unimproved | POINT (-70.67024 -33.46795) |
| -15.560716 | unimproved | POINT (-70.67015 -33.46795) |
| -16.621645 | unimproved | POINT (-70.67006 -33.46795) |
| -20.811414 | unimproved | POINT (-70.66602 -33.46795) |
| -20.460539 | unimproved | POINT (-70.66593 -33.46795) |
| -20.460826 | unimproved | POINT (-70.66584 -33.46795) |
| -20.172786 | unimproved | POINT (-70.66575 -33.46795) |
| -19.355202 | unimproved | POINT (-70.66566 -33.46795) |
| -17.830601 | unimproved | POINT (-70.66557 -33.46795) |
| -16.173450 | unimproved | POINT (-70.66548 -33.46795) |
| -15.268706 | unimproved | POINT (-70.66539 -33.46795) |
| -14.981169 | unimproved | POINT (-70.6653 -33.46795) |
| -14.275275 | unimproved | POINT (-70.66521 -33.46795) |
| -12.001051 | unimproved | POINT (-70.66512 -33.46795) |
| -8.298956 | unimproved | POINT (-70.66503 -33.46795) |
| -5.266989 | unimproved | POINT (-70.66494 -33.46795) |
| -11.072049 | unimproved | POINT (-70.67114 -33.46786) |
| -11.996962 | unimproved | POINT (-70.67105 -33.46786) |
| -13.105135 | unimproved | POINT (-70.67096 -33.46786) |
| -14.359399 | unimproved | POINT (-70.67087 -33.46786) |
| -14.787674 | unimproved | POINT (-70.67078 -33.46786) |
| -14.923741 | unimproved | POINT (-70.67069 -33.46786) |
| -14.192204 | unimproved | POINT (-70.6706 -33.46786) |
| -13.701888 | unimproved | POINT (-70.67051 -33.46786) |
| -14.436589 | unimproved | POINT (-70.67042 -33.46786) |
| -15.035144 | unimproved | POINT (-70.67033 -33.46786) |
| -15.487187 | unimproved | POINT (-70.67024 -33.46786) |
| -15.957949 | unimproved | POINT (-70.67015 -33.46786) |
| -16.558497 | unimproved | POINT (-70.67006 -33.46786) |
| -20.686892 | unimproved | POINT (-70.66611 -33.46786) |
| -20.736070 | unimproved | POINT (-70.66602 -33.46786) |
| -20.582659 | unimproved | POINT (-70.66593 -33.46786) |
| -20.569646 | unimproved | POINT (-70.66584 -33.46786) |
| -20.151366 | unimproved | POINT (-70.66575 -33.46786) |
| -19.530806 | unimproved | POINT (-70.66566 -33.46786) |
| -18.071554 | unimproved | POINT (-70.66557 -33.46786) |
| -16.372088 | unimproved | POINT (-70.66548 -33.46786) |
| -15.306951 | unimproved | POINT (-70.66539 -33.46786) |
| -14.803682 | unimproved | POINT (-70.6653 -33.46786) |
| -14.473364 | unimproved | POINT (-70.66521 -33.46786) |
| -13.101440 | unimproved | POINT (-70.66512 -33.46786) |
| -9.748245 | unimproved | POINT (-70.66503 -33.46786) |
| -6.397817 | unimproved | POINT (-70.66494 -33.46786) |
| -8.160579 | unimproved | POINT (-70.67114 -33.46777) |
| -9.669527 | unimproved | POINT (-70.67105 -33.46777) |
| -11.036967 | unimproved | POINT (-70.67096 -33.46777) |
| -13.285843 | unimproved | POINT (-70.67087 -33.46777) |
| -14.270266 | unimproved | POINT (-70.67078 -33.46777) |
| -14.624275 | unimproved | POINT (-70.67069 -33.46777) |
| -15.027298 | unimproved | POINT (-70.6706 -33.46777) |
| -15.521931 | unimproved | POINT (-70.67051 -33.46777) |
| -16.269095 | unimproved | POINT (-70.67042 -33.46777) |
| -16.108101 | unimproved | POINT (-70.67033 -33.46777) |
| -15.996560 | unimproved | POINT (-70.67024 -33.46777) |
| -16.206891 | unimproved | POINT (-70.67015 -33.46777) |
| -17.082396 | unimproved | POINT (-70.67006 -33.46777) |
| -18.207066 | unimproved | POINT (-70.66997 -33.46777) |
| -20.075921 | unimproved | POINT (-70.66611 -33.46777) |
| -20.215481 | unimproved | POINT (-70.66602 -33.46777) |
| -20.253945 | unimproved | POINT (-70.66593 -33.46777) |
| -20.229215 | unimproved | POINT (-70.66584 -33.46777) |
| -20.058045 | unimproved | POINT (-70.66575 -33.46777) |
| -19.596880 | unimproved | POINT (-70.66566 -33.46777) |
| -18.138744 | unimproved | POINT (-70.66557 -33.46777) |
| -16.424522 | unimproved | POINT (-70.66548 -33.46777) |
| -15.493597 | unimproved | POINT (-70.66539 -33.46777) |
| -15.277292 | unimproved | POINT (-70.6653 -33.46777) |
| -15.623651 | unimproved | POINT (-70.66521 -33.46777) |
| -15.360117 | unimproved | POINT (-70.66512 -33.46777) |
| -12.749197 | unimproved | POINT (-70.66503 -33.46777) |
| -9.031842 | unimproved | POINT (-70.66494 -33.46777) |
| -6.698528 | unimproved | POINT (-70.67114 -33.46768) |
| -8.511973 | unimproved | POINT (-70.67105 -33.46768) |
| -10.426507 | unimproved | POINT (-70.67096 -33.46768) |
| -12.840588 | unimproved | POINT (-70.67087 -33.46768) |
| -14.332655 | unimproved | POINT (-70.67078 -33.46768) |
| -15.076046 | unimproved | POINT (-70.67069 -33.46768) |
| -16.213799 | unimproved | POINT (-70.6706 -33.46768) |
| -17.064238 | unimproved | POINT (-70.67051 -33.46768) |
| -17.030657 | unimproved | POINT (-70.67042 -33.46768) |
| -16.487565 | unimproved | POINT (-70.67033 -33.46768) |
| -16.333256 | unimproved | POINT (-70.67024 -33.46768) |
| -16.791595 | unimproved | POINT (-70.67015 -33.46768) |
| -18.048225 | unimproved | POINT (-70.67006 -33.46768) |
| -19.525236 | unimproved | POINT (-70.66997 -33.46768) |
| -20.392564 | unimproved | POINT (-70.6662 -33.46768) |
| -20.001973 | unimproved | POINT (-70.66611 -33.46768) |
| -20.200904 | unimproved | POINT (-70.66602 -33.46768) |
| -20.133040 | unimproved | POINT (-70.66593 -33.46768) |
| -20.218798 | unimproved | POINT (-70.66584 -33.46768) |
| -20.074725 | unimproved | POINT (-70.66575 -33.46768) |
| -19.136757 | unimproved | POINT (-70.66566 -33.46768) |
| -17.565354 | unimproved | POINT (-70.66557 -33.46768) |
| -16.189569 | unimproved | POINT (-70.66548 -33.46768) |
| -15.885834 | unimproved | POINT (-70.66539 -33.46768) |
| -16.274570 | unimproved | POINT (-70.6653 -33.46768) |
| -16.478900 | unimproved | POINT (-70.66521 -33.46768) |
| -15.713581 | unimproved | POINT (-70.66512 -33.46768) |
| -12.491304 | unimproved | POINT (-70.66503 -33.46768) |
| -8.592258 | unimproved | POINT (-70.66494 -33.46768) |
| -7.687386 | unimproved | POINT (-70.67114 -33.46759) |
| -9.201534 | unimproved | POINT (-70.67105 -33.46759) |
| -11.130919 | unimproved | POINT (-70.67096 -33.46759) |
| -13.530541 | unimproved | POINT (-70.67087 -33.46759) |
| -14.882772 | unimproved | POINT (-70.67078 -33.46759) |
| -15.930574 | unimproved | POINT (-70.67069 -33.46759) |
| -17.008101 | unimproved | POINT (-70.6706 -33.46759) |
| -17.572826 | unimproved | POINT (-70.67051 -33.46759) |
| -17.114728 | unimproved | POINT (-70.67042 -33.46759) |
| -16.892771 | unimproved | POINT (-70.67033 -33.46759) |
| -17.164996 | unimproved | POINT (-70.67024 -33.46759) |
| -17.979122 | unimproved | POINT (-70.67015 -33.46759) |
| -19.260623 | unimproved | POINT (-70.67006 -33.46759) |
| -20.474439 | unimproved | POINT (-70.66997 -33.46759) |
| -20.486432 | unimproved | POINT (-70.66988 -33.46759) |
| -20.673411 | unimproved | POINT (-70.6662 -33.46759) |
| -20.283729 | unimproved | POINT (-70.66611 -33.46759) |
| -20.159589 | unimproved | POINT (-70.66602 -33.46759) |
| -19.861971 | unimproved | POINT (-70.66593 -33.46759) |
| -19.813800 | unimproved | POINT (-70.66584 -33.46759) |
| -19.604550 | unimproved | POINT (-70.66575 -33.46759) |
| -18.470292 | unimproved | POINT (-70.66566 -33.46759) |
| -16.649827 | unimproved | POINT (-70.66557 -33.46759) |
| -15.563991 | unimproved | POINT (-70.66548 -33.46759) |
| -15.639427 | unimproved | POINT (-70.66539 -33.46759) |
| -16.449307 | unimproved | POINT (-70.6653 -33.46759) |
| -16.661753 | unimproved | POINT (-70.66521 -33.46759) |
| -15.012600 | unimproved | POINT (-70.66512 -33.46759) |
| -11.748660 | unimproved | POINT (-70.66503 -33.46759) |
| -7.883797 | unimproved | POINT (-70.66494 -33.46759) |
| -10.506094 | unimproved | POINT (-70.67114 -33.4675) |
| -11.401310 | unimproved | POINT (-70.67105 -33.4675) |
| -13.079868 | unimproved | POINT (-70.67096 -33.4675) |
| -15.038828 | unimproved | POINT (-70.67087 -33.4675) |
| -16.103512 | unimproved | POINT (-70.67078 -33.4675) |
| -16.984797 | unimproved | POINT (-70.67069 -33.4675) |
| -17.645345 | unimproved | POINT (-70.6706 -33.4675) |
| -17.472613 | unimproved | POINT (-70.67051 -33.4675) |
| -17.061013 | unimproved | POINT (-70.67042 -33.4675) |
| -17.319609 | unimproved | POINT (-70.67033 -33.4675) |
| -18.022522 | unimproved | POINT (-70.67024 -33.4675) |
| -19.032217 | unimproved | POINT (-70.67015 -33.4675) |
| -20.166833 | unimproved | POINT (-70.67006 -33.4675) |
| -20.662016 | unimproved | POINT (-70.66997 -33.4675) |
| -20.358492 | unimproved | POINT (-70.66988 -33.4675) |
| -20.732496 | unimproved | POINT (-70.66629 -33.4675) |
| -21.094657 | unimproved | POINT (-70.6662 -33.4675) |
| -21.106577 | unimproved | POINT (-70.66611 -33.4675) |
| -20.545018 | unimproved | POINT (-70.66602 -33.4675) |
| -20.090575 | unimproved | POINT (-70.66593 -33.4675) |
| -19.610516 | unimproved | POINT (-70.66584 -33.4675) |
| -18.797696 | unimproved | POINT (-70.66575 -33.4675) |
| -17.472275 | unimproved | POINT (-70.66566 -33.4675) |
| -16.084547 | unimproved | POINT (-70.66557 -33.4675) |
| -15.462744 | unimproved | POINT (-70.66548 -33.4675) |
| -15.632404 | unimproved | POINT (-70.66539 -33.4675) |
| -16.558693 | unimproved | POINT (-70.6653 -33.4675) |
| -16.822595 | unimproved | POINT (-70.66521 -33.4675) |
| -15.331302 | unimproved | POINT (-70.66512 -33.4675) |
| -12.919841 | unimproved | POINT (-70.66503 -33.4675) |
| -9.402056 | unimproved | POINT (-70.66494 -33.4675) |
| -13.568469 | unimproved | POINT (-70.67114 -33.46741) |
| -14.120737 | unimproved | POINT (-70.67105 -33.46741) |
| -15.217124 | unimproved | POINT (-70.67096 -33.46741) |
| -16.601891 | unimproved | POINT (-70.67087 -33.46741) |
| -17.359928 | unimproved | POINT (-70.67078 -33.46741) |
| -18.008446 | unimproved | POINT (-70.67069 -33.46741) |
| -18.172576 | unimproved | POINT (-70.6706 -33.46741) |
| -17.561702 | unimproved | POINT (-70.67051 -33.46741) |
| -17.307344 | unimproved | POINT (-70.67042 -33.46741) |
| -18.030084 | unimproved | POINT (-70.67033 -33.46741) |
| -18.992085 | unimproved | POINT (-70.67024 -33.46741) |
| -19.974458 | unimproved | POINT (-70.67015 -33.46741) |
| -20.350396 | unimproved | POINT (-70.67006 -33.46741) |
| -20.249350 | unimproved | POINT (-70.66997 -33.46741) |
| -20.070328 | unimproved | POINT (-70.66988 -33.46741) |
| -19.899611 | unimproved | POINT (-70.66979 -33.46741) |
| -20.306046 | unimproved | POINT (-70.66629 -33.46741) |
| -20.429007 | unimproved | POINT (-70.6662 -33.46741) |
| -20.497860 | unimproved | POINT (-70.66611 -33.46741) |
| -20.378010 | unimproved | POINT (-70.66602 -33.46741) |
| -19.647425 | unimproved | POINT (-70.66593 -33.46741) |
| -18.701689 | unimproved | POINT (-70.66584 -33.46741) |
| -17.410780 | unimproved | POINT (-70.66575 -33.46741) |
| -16.437973 | unimproved | POINT (-70.66566 -33.46741) |
| -15.698737 | unimproved | POINT (-70.66557 -33.46741) |
| -15.569817 | unimproved | POINT (-70.66548 -33.46741) |
| -16.275409 | unimproved | POINT (-70.66539 -33.46741) |
| -17.053319 | unimproved | POINT (-70.6653 -33.46741) |
| -17.005752 | unimproved | POINT (-70.66521 -33.46741) |
| -16.121627 | unimproved | POINT (-70.66512 -33.46741) |
| -14.553509 | unimproved | POINT (-70.66503 -33.46741) |
| -12.218984 | unimproved | POINT (-70.66494 -33.46741) |
| -14.586635 | unimproved | POINT (-70.67114 -33.46732) |
| -15.504258 | unimproved | POINT (-70.67105 -33.46732) |
| -16.454602 | unimproved | POINT (-70.67096 -33.46732) |
| -17.417530 | unimproved | POINT (-70.67087 -33.46732) |
| -18.044342 | unimproved | POINT (-70.67078 -33.46732) |
| -18.333590 | unimproved | POINT (-70.67069 -33.46732) |
| -18.352414 | unimproved | POINT (-70.6706 -33.46732) |
| -18.252970 | unimproved | POINT (-70.67051 -33.46732) |
| -18.371175 | unimproved | POINT (-70.67042 -33.46732) |
| -19.181072 | unimproved | POINT (-70.67033 -33.46732) |
| -19.965105 | unimproved | POINT (-70.67024 -33.46732) |
| -20.440484 | unimproved | POINT (-70.67015 -33.46732) |
| -20.142878 | unimproved | POINT (-70.67006 -33.46732) |
| -19.746152 | unimproved | POINT (-70.66997 -33.46732) |
| -19.527719 | unimproved | POINT (-70.66988 -33.46732) |
| -19.455873 | unimproved | POINT (-70.66979 -33.46732) |
| -20.007364 | unimproved | POINT (-70.66638 -33.46732) |
| -19.901012 | unimproved | POINT (-70.66629 -33.46732) |
| -19.681274 | unimproved | POINT (-70.6662 -33.46732) |
| -19.726262 | unimproved | POINT (-70.66611 -33.46732) |
| -19.726315 | unimproved | POINT (-70.66602 -33.46732) |
| -18.454522 | unimproved | POINT (-70.66593 -33.46732) |
| -17.103589 | unimproved | POINT (-70.66584 -33.46732) |
| -15.957919 | unimproved | POINT (-70.66575 -33.46732) |
| -15.574375 | unimproved | POINT (-70.66566 -33.46732) |
| -15.719087 | unimproved | POINT (-70.66557 -33.46732) |
| -16.057106 | unimproved | POINT (-70.66548 -33.46732) |
| -16.351488 | unimproved | POINT (-70.66539 -33.46732) |
| -16.767374 | unimproved | POINT (-70.6653 -33.46732) |
| -17.008179 | unimproved | POINT (-70.66521 -33.46732) |
| -16.633282 | unimproved | POINT (-70.66512 -33.46732) |
| -15.730554 | unimproved | POINT (-70.66503 -33.46732) |
| -13.845824 | unimproved | POINT (-70.66494 -33.46732) |
| -15.480858 | unimproved | POINT (-70.67114 -33.46723) |
| -16.601552 | unimproved | POINT (-70.67105 -33.46723) |
| -17.510562 | unimproved | POINT (-70.67096 -33.46723) |
| -18.189594 | unimproved | POINT (-70.67087 -33.46723) |
| -18.496877 | unimproved | POINT (-70.67078 -33.46723) |
| -18.605826 | unimproved | POINT (-70.67069 -33.46723) |
| -18.755716 | unimproved | POINT (-70.6706 -33.46723) |
| -19.299500 | unimproved | POINT (-70.67051 -33.46723) |
| -19.697181 | unimproved | POINT (-70.67042 -33.46723) |
| -20.224345 | unimproved | POINT (-70.67033 -33.46723) |
| -20.303216 | unimproved | POINT (-70.67024 -33.46723) |
| -20.083922 | unimproved | POINT (-70.67015 -33.46723) |
| -19.667917 | unimproved | POINT (-70.67006 -33.46723) |
| -19.250254 | unimproved | POINT (-70.66997 -33.46723) |
| -19.086476 | unimproved | POINT (-70.66988 -33.46723) |
| -19.127653 | unimproved | POINT (-70.66979 -33.46723) |
| -19.749547 | unimproved | POINT (-70.6697 -33.46723) |
| -20.040514 | unimproved | POINT (-70.66638 -33.46723) |
| -20.039500 | unimproved | POINT (-70.66629 -33.46723) |
| -19.547629 | unimproved | POINT (-70.6662 -33.46723) |
| -19.418871 | unimproved | POINT (-70.66611 -33.46723) |
| -19.076025 | unimproved | POINT (-70.66602 -33.46723) |
| -17.642319 | unimproved | POINT (-70.66593 -33.46723) |
| -16.049477 | unimproved | POINT (-70.66584 -33.46723) |
| -15.239655 | unimproved | POINT (-70.66575 -33.46723) |
| -15.283792 | unimproved | POINT (-70.66566 -33.46723) |
| -16.188434 | unimproved | POINT (-70.66557 -33.46723) |
| -16.522716 | unimproved | POINT (-70.66548 -33.46723) |
| -16.039870 | unimproved | POINT (-70.66539 -33.46723) |
| -15.926617 | unimproved | POINT (-70.6653 -33.46723) |
| -16.610687 | unimproved | POINT (-70.66521 -33.46723) |
| -16.599738 | unimproved | POINT (-70.66512 -33.46723) |
| -15.848928 | unimproved | POINT (-70.66503 -33.46723) |
| -13.784092 | unimproved | POINT (-70.66494 -33.46723) |
| -16.705330 | unimproved | POINT (-70.67114 -33.46714) |
| -17.713153 | unimproved | POINT (-70.67105 -33.46714) |
| -18.317411 | unimproved | POINT (-70.67096 -33.46714) |
| -18.705380 | unimproved | POINT (-70.67087 -33.46714) |
| -18.748664 | unimproved | POINT (-70.67078 -33.46714) |
| -18.779582 | unimproved | POINT (-70.67069 -33.46714) |
| -19.024371 | unimproved | POINT (-70.6706 -33.46714) |
| -19.719378 | unimproved | POINT (-70.67051 -33.46714) |
| -20.141476 | unimproved | POINT (-70.67042 -33.46714) |
| -20.385875 | unimproved | POINT (-70.67033 -33.46714) |
| -20.071017 | unimproved | POINT (-70.67024 -33.46714) |
| -19.723854 | unimproved | POINT (-70.67015 -33.46714) |
| -19.427125 | unimproved | POINT (-70.67006 -33.46714) |
| -19.316743 | unimproved | POINT (-70.66997 -33.46714) |
| -19.383797 | unimproved | POINT (-70.66988 -33.46714) |
| -19.629129 | unimproved | POINT (-70.66979 -33.46714) |
| -20.227601 | unimproved | POINT (-70.6697 -33.46714) |
| -20.038133 | unimproved | POINT (-70.66647 -33.46714) |
| -20.236710 | unimproved | POINT (-70.66638 -33.46714) |
| -20.148573 | unimproved | POINT (-70.66629 -33.46714) |
| -19.894495 | unimproved | POINT (-70.6662 -33.46714) |
| -19.355407 | unimproved | POINT (-70.66611 -33.46714) |
| -18.486643 | unimproved | POINT (-70.66602 -33.46714) |
| -16.910371 | unimproved | POINT (-70.66593 -33.46714) |
| -15.830955 | unimproved | POINT (-70.66584 -33.46714) |
| -15.321321 | unimproved | POINT (-70.66575 -33.46714) |
| -15.556546 | unimproved | POINT (-70.66566 -33.46714) |
| -16.313598 | unimproved | POINT (-70.66557 -33.46714) |
| -15.861689 | unimproved | POINT (-70.66548 -33.46714) |
| -14.994816 | unimproved | POINT (-70.66539 -33.46714) |
| -14.636449 | unimproved | POINT (-70.6653 -33.46714) |
| -15.187102 | unimproved | POINT (-70.66521 -33.46714) |
| -15.728611 | unimproved | POINT (-70.66512 -33.46714) |
| -15.151854 | unimproved | POINT (-70.66503 -33.46714) |
| -13.547125 | unimproved | POINT (-70.66494 -33.46714) |
| -17.429227 | unimproved | POINT (-70.67114 -33.46705) |
| -18.203925 | unimproved | POINT (-70.67105 -33.46705) |
| -18.231467 | unimproved | POINT (-70.67096 -33.46705) |
| -18.239990 | unimproved | POINT (-70.67087 -33.46705) |
| -18.288321 | unimproved | POINT (-70.67078 -33.46705) |
| -18.620004 | unimproved | POINT (-70.67069 -33.46705) |
| -19.219965 | unimproved | POINT (-70.6706 -33.46705) |
| -20.022533 | unimproved | POINT (-70.67051 -33.46705) |
| -20.429420 | unimproved | POINT (-70.67042 -33.46705) |
| -20.325448 | unimproved | POINT (-70.67033 -33.46705) |
| -19.879831 | unimproved | POINT (-70.67024 -33.46705) |
| -19.487980 | unimproved | POINT (-70.67015 -33.46705) |
| -19.484565 | unimproved | POINT (-70.67006 -33.46705) |
| -19.684448 | unimproved | POINT (-70.66997 -33.46705) |
| -20.305563 | unimproved | POINT (-70.66988 -33.46705) |
| -20.817512 | unimproved | POINT (-70.66979 -33.46705) |
| -21.137249 | unimproved | POINT (-70.6697 -33.46705) |
| -21.438265 | unimproved | POINT (-70.66961 -33.46705) |
| -20.040860 | unimproved | POINT (-70.66647 -33.46705) |
| -20.036394 | unimproved | POINT (-70.66638 -33.46705) |
| -19.968595 | unimproved | POINT (-70.66629 -33.46705) |
| -19.763640 | unimproved | POINT (-70.6662 -33.46705) |
| -19.202035 | unimproved | POINT (-70.66611 -33.46705) |
| -18.151228 | unimproved | POINT (-70.66602 -33.46705) |
| -16.853299 | unimproved | POINT (-70.66593 -33.46705) |
| -15.897304 | unimproved | POINT (-70.66584 -33.46705) |
| -15.559917 | unimproved | POINT (-70.66575 -33.46705) |
| -15.677561 | unimproved | POINT (-70.66566 -33.46705) |
| -15.632430 | unimproved | POINT (-70.66557 -33.46705) |
| -14.489651 | unimproved | POINT (-70.66548 -33.46705) |
| -13.549194 | unimproved | POINT (-70.66539 -33.46705) |
| -13.006165 | unimproved | POINT (-70.6653 -33.46705) |
| -13.302411 | unimproved | POINT (-70.66521 -33.46705) |
| -14.143915 | unimproved | POINT (-70.66512 -33.46705) |
| -14.054049 | unimproved | POINT (-70.66503 -33.46705) |
| -13.078920 | unimproved | POINT (-70.66494 -33.46705) |
| -16.565949 | unimproved | POINT (-70.67114 -33.46696) |
| -17.275236 | unimproved | POINT (-70.67105 -33.46696) |
| -17.746431 | unimproved | POINT (-70.67096 -33.46696) |
| -17.785273 | unimproved | POINT (-70.67087 -33.46696) |
| -18.151252 | unimproved | POINT (-70.67078 -33.46696) |
| -18.893616 | unimproved | POINT (-70.67069 -33.46696) |
| -19.789647 | unimproved | POINT (-70.6706 -33.46696) |
| -20.230281 | unimproved | POINT (-70.67051 -33.46696) |
| -20.059183 | unimproved | POINT (-70.67042 -33.46696) |
| -19.710445 | unimproved | POINT (-70.67033 -33.46696) |
| -19.463329 | unimproved | POINT (-70.67024 -33.46696) |
| -19.513201 | unimproved | POINT (-70.67015 -33.46696) |
| -19.736025 | unimproved | POINT (-70.67006 -33.46696) |
| -19.989740 | unimproved | POINT (-70.66997 -33.46696) |
| -20.778843 | unimproved | POINT (-70.66988 -33.46696) |
| -21.586254 | unimproved | POINT (-70.66979 -33.46696) |
| -21.500778 | unimproved | POINT (-70.6697 -33.46696) |
| -21.172927 | unimproved | POINT (-70.66961 -33.46696) |
| -19.841896 | unimproved | POINT (-70.66656 -33.46696) |
| -20.236762 | unimproved | POINT (-70.66647 -33.46696) |
| -20.296995 | unimproved | POINT (-70.66638 -33.46696) |
| -20.090973 | unimproved | POINT (-70.66629 -33.46696) |
| -19.780394 | unimproved | POINT (-70.6662 -33.46696) |
| -19.265530 | unimproved | POINT (-70.66611 -33.46696) |
| -18.177372 | unimproved | POINT (-70.66602 -33.46696) |
| -17.092722 | unimproved | POINT (-70.66593 -33.46696) |
| -16.151347 | unimproved | POINT (-70.66584 -33.46696) |
| -15.767010 | unimproved | POINT (-70.66575 -33.46696) |
| -15.902496 | unimproved | POINT (-70.66566 -33.46696) |
| -15.676739 | unimproved | POINT (-70.66557 -33.46696) |
| -14.171687 | unimproved | POINT (-70.66548 -33.46696) |
| -12.856390 | unimproved | POINT (-70.66539 -33.46696) |
| -12.058153 | unimproved | POINT (-70.6653 -33.46696) |
| -12.100207 | unimproved | POINT (-70.66521 -33.46696) |
| -12.809762 | unimproved | POINT (-70.66512 -33.46696) |
| -13.149446 | unimproved | POINT (-70.66503 -33.46696) |
| -12.858594 | unimproved | POINT (-70.66494 -33.46696) |
| -15.398630 | unimproved | POINT (-70.67114 -33.46687) |
| -15.751888 | unimproved | POINT (-70.67105 -33.46687) |
| -16.495019 | unimproved | POINT (-70.67096 -33.46687) |
| -17.313459 | unimproved | POINT (-70.67087 -33.46687) |
| -18.206897 | unimproved | POINT (-70.67078 -33.46687) |
| -19.218120 | unimproved | POINT (-70.67069 -33.46687) |
| -20.199970 | unimproved | POINT (-70.6706 -33.46687) |
| -20.199025 | unimproved | POINT (-70.67051 -33.46687) |
| -19.737795 | unimproved | POINT (-70.67042 -33.46687) |
| -19.202718 | unimproved | POINT (-70.67033 -33.46687) |
| -19.385820 | unimproved | POINT (-70.67024 -33.46687) |
| -19.541684 | unimproved | POINT (-70.67015 -33.46687) |
| -20.053788 | unimproved | POINT (-70.67006 -33.46687) |
| -20.789906 | unimproved | POINT (-70.66997 -33.46687) |
| -21.249709 | unimproved | POINT (-70.66988 -33.46687) |
| -21.171806 | unimproved | POINT (-70.66979 -33.46687) |
| -21.038161 | unimproved | POINT (-70.6697 -33.46687) |
| -21.182945 | unimproved | POINT (-70.66961 -33.46687) |
| -21.442094 | unimproved | POINT (-70.66952 -33.46687) |
| -19.733005 | unimproved | POINT (-70.66665 -33.46687) |
| -19.648013 | unimproved | POINT (-70.66656 -33.46687) |
| -20.212871 | unimproved | POINT (-70.66647 -33.46687) |
| -20.430666 | unimproved | POINT (-70.66638 -33.46687) |
| -20.153700 | unimproved | POINT (-70.66629 -33.46687) |
| -19.798061 | unimproved | POINT (-70.6662 -33.46687) |
| -19.449423 | unimproved | POINT (-70.66611 -33.46687) |
| -18.511020 | unimproved | POINT (-70.66602 -33.46687) |
| -17.359337 | unimproved | POINT (-70.66593 -33.46687) |
| -16.503976 | unimproved | POINT (-70.66584 -33.46687) |
| -15.861939 | unimproved | POINT (-70.66575 -33.46687) |
| -16.082176 | unimproved | POINT (-70.66566 -33.46687) |
| -16.335719 | unimproved | POINT (-70.66557 -33.46687) |
| -14.931260 | unimproved | POINT (-70.66548 -33.46687) |
| -13.402679 | unimproved | POINT (-70.66539 -33.46687) |
| -12.326594 | unimproved | POINT (-70.6653 -33.46687) |
| -12.149498 | unimproved | POINT (-70.66521 -33.46687) |
| -12.498166 | unimproved | POINT (-70.66512 -33.46687) |
| -12.724019 | unimproved | POINT (-70.66503 -33.46687) |
| -12.700786 | unimproved | POINT (-70.66494 -33.46687) |
| -14.550930 | unimproved | POINT (-70.67114 -33.46678) |
| -14.559898 | unimproved | POINT (-70.67105 -33.46678) |
| -15.420457 | unimproved | POINT (-70.67096 -33.46678) |
| -16.903803 | unimproved | POINT (-70.67087 -33.46678) |
| -18.403717 | unimproved | POINT (-70.67078 -33.46678) |
| -19.323242 | unimproved | POINT (-70.67069 -33.46678) |
| -19.966864 | unimproved | POINT (-70.6706 -33.46678) |
| -19.818483 | unimproved | POINT (-70.67051 -33.46678) |
| -19.444528 | unimproved | POINT (-70.67042 -33.46678) |
| -19.084211 | unimproved | POINT (-70.67033 -33.46678) |
| -19.188690 | unimproved | POINT (-70.67024 -33.46678) |
| -19.705237 | unimproved | POINT (-70.67015 -33.46678) |
| -20.221691 | unimproved | POINT (-70.67006 -33.46678) |
| -20.792531 | unimproved | POINT (-70.66997 -33.46678) |
| -21.134912 | unimproved | POINT (-70.66988 -33.46678) |
| -21.011012 | unimproved | POINT (-70.66979 -33.46678) |
| -21.033904 | unimproved | POINT (-70.6697 -33.46678) |
| -21.369572 | unimproved | POINT (-70.66961 -33.46678) |
| -21.687877 | unimproved | POINT (-70.66952 -33.46678) |
| -19.629618 | unimproved | POINT (-70.66665 -33.46678) |
| -19.628974 | unimproved | POINT (-70.66656 -33.46678) |
| -19.978171 | unimproved | POINT (-70.66647 -33.46678) |
| -20.327599 | unimproved | POINT (-70.66638 -33.46678) |
| -20.014314 | unimproved | POINT (-70.66629 -33.46678) |
| -19.660281 | unimproved | POINT (-70.6662 -33.46678) |
| -19.397787 | unimproved | POINT (-70.66611 -33.46678) |
| -18.565476 | unimproved | POINT (-70.66602 -33.46678) |
| -17.199805 | unimproved | POINT (-70.66593 -33.46678) |
| -15.948663 | unimproved | POINT (-70.66584 -33.46678) |
| -15.235357 | unimproved | POINT (-70.66575 -33.46678) |
| -15.538139 | unimproved | POINT (-70.66566 -33.46678) |
| -16.137266 | unimproved | POINT (-70.66557 -33.46678) |
| -14.736353 | unimproved | POINT (-70.66548 -33.46678) |
| -12.892931 | unimproved | POINT (-70.66539 -33.46678) |
| -12.010042 | unimproved | POINT (-70.6653 -33.46678) |
| -12.300040 | unimproved | POINT (-70.66521 -33.46678) |
| -12.702790 | unimproved | POINT (-70.66512 -33.46678) |
| -12.309792 | unimproved | POINT (-70.66503 -33.46678) |
| -11.876846 | unimproved | POINT (-70.66494 -33.46678) |
| -14.280727 | unimproved | POINT (-70.67114 -33.46669) |
| -14.333397 | unimproved | POINT (-70.67105 -33.46669) |
| -15.457669 | unimproved | POINT (-70.67096 -33.46669) |
| -17.145536 | unimproved | POINT (-70.67087 -33.46669) |
| -18.985151 | unimproved | POINT (-70.67078 -33.46669) |
| -20.028460 | unimproved | POINT (-70.67069 -33.46669) |
| -20.324702 | unimproved | POINT (-70.6706 -33.46669) |
| -19.917817 | unimproved | POINT (-70.67051 -33.46669) |
| -19.499722 | unimproved | POINT (-70.67042 -33.46669) |
| -19.459924 | unimproved | POINT (-70.67033 -33.46669) |
| -19.540967 | unimproved | POINT (-70.67024 -33.46669) |
| -19.731653 | unimproved | POINT (-70.67015 -33.46669) |
| -20.602894 | unimproved | POINT (-70.67006 -33.46669) |
| -20.895387 | unimproved | POINT (-70.66997 -33.46669) |
| -21.310527 | unimproved | POINT (-70.66988 -33.46669) |
| -21.362965 | unimproved | POINT (-70.66979 -33.46669) |
| -21.818925 | unimproved | POINT (-70.6697 -33.46669) |
| -22.206543 | unimproved | POINT (-70.66961 -33.46669) |
| -22.196527 | unimproved | POINT (-70.66952 -33.46669) |
| -22.325321 | unimproved | POINT (-70.66943 -33.46669) |
| -19.798066 | unimproved | POINT (-70.66674 -33.46669) |
| -19.621043 | unimproved | POINT (-70.66665 -33.46669) |
| -19.520601 | unimproved | POINT (-70.66656 -33.46669) |
| -19.464187 | unimproved | POINT (-70.66647 -33.46669) |
| -19.799487 | unimproved | POINT (-70.66638 -33.46669) |
| -19.702726 | unimproved | POINT (-70.66629 -33.46669) |
| -19.538336 | unimproved | POINT (-70.6662 -33.46669) |
| -19.248068 | unimproved | POINT (-70.66611 -33.46669) |
| -18.138033 | unimproved | POINT (-70.66602 -33.46669) |
| -16.847820 | unimproved | POINT (-70.66593 -33.46669) |
| -15.353846 | unimproved | POINT (-70.66584 -33.46669) |
| -14.736574 | unimproved | POINT (-70.66575 -33.46669) |
| -15.077198 | unimproved | POINT (-70.66566 -33.46669) |
| -15.807612 | unimproved | POINT (-70.66557 -33.46669) |
| -14.454621 | unimproved | POINT (-70.66548 -33.46669) |
| -12.244793 | unimproved | POINT (-70.66539 -33.46669) |
| -11.518561 | unimproved | POINT (-70.6653 -33.46669) |
| -12.270697 | unimproved | POINT (-70.66521 -33.46669) |
| -12.958835 | unimproved | POINT (-70.66512 -33.46669) |
| -11.985843 | unimproved | POINT (-70.66503 -33.46669) |
| -10.952639 | unimproved | POINT (-70.66494 -33.46669) |
| -14.161422 | unimproved | POINT (-70.67114 -33.4666) |
| -14.878620 | unimproved | POINT (-70.67105 -33.4666) |
| -16.320155 | unimproved | POINT (-70.67096 -33.4666) |
| -18.145314 | unimproved | POINT (-70.67087 -33.4666) |
| -19.545957 | unimproved | POINT (-70.67078 -33.4666) |
| -20.087380 | unimproved | POINT (-70.67069 -33.4666) |
| -19.835363 | unimproved | POINT (-70.6706 -33.4666) |
| -19.513232 | unimproved | POINT (-70.67051 -33.4666) |
| -19.370225 | unimproved | POINT (-70.67042 -33.4666) |
| -19.553161 | unimproved | POINT (-70.67033 -33.4666) |
| -19.947710 | unimproved | POINT (-70.67024 -33.4666) |
| -20.216108 | unimproved | POINT (-70.67015 -33.4666) |
| -20.705492 | unimproved | POINT (-70.67006 -33.4666) |
| -21.233506 | unimproved | POINT (-70.66997 -33.4666) |
| -21.820103 | unimproved | POINT (-70.66988 -33.4666) |
| -21.931636 | unimproved | POINT (-70.66979 -33.4666) |
| -22.004487 | unimproved | POINT (-70.6697 -33.4666) |
| -22.373108 | unimproved | POINT (-70.66961 -33.4666) |
| -22.363610 | unimproved | POINT (-70.66952 -33.4666) |
| -21.896186 | unimproved | POINT (-70.66943 -33.4666) |
| -21.668677 | unimproved | POINT (-70.66934 -33.4666) |
| -19.958278 | unimproved | POINT (-70.66674 -33.4666) |
| -19.645035 | unimproved | POINT (-70.66665 -33.4666) |
| -19.439470 | unimproved | POINT (-70.66656 -33.4666) |
| -19.318235 | unimproved | POINT (-70.66647 -33.4666) |
| -19.672439 | unimproved | POINT (-70.66638 -33.4666) |
| -19.715169 | unimproved | POINT (-70.66629 -33.4666) |
| -19.546639 | unimproved | POINT (-70.6662 -33.4666) |
| -19.052697 | unimproved | POINT (-70.66611 -33.4666) |
| -17.777907 | unimproved | POINT (-70.66602 -33.4666) |
| -16.591020 | unimproved | POINT (-70.66593 -33.4666) |
| -15.403251 | unimproved | POINT (-70.66584 -33.4666) |
| -15.057184 | unimproved | POINT (-70.66575 -33.4666) |
| -15.565048 | unimproved | POINT (-70.66566 -33.4666) |
| -16.019462 | unimproved | POINT (-70.66557 -33.4666) |
| -14.759192 | unimproved | POINT (-70.66548 -33.4666) |
| -13.108485 | unimproved | POINT (-70.66539 -33.4666) |
| -12.570173 | unimproved | POINT (-70.6653 -33.4666) |
| -13.402594 | unimproved | POINT (-70.66521 -33.4666) |
| -13.859751 | unimproved | POINT (-70.66512 -33.4666) |
| -12.570175 | unimproved | POINT (-70.66503 -33.4666) |
| -11.253295 | unimproved | POINT (-70.66494 -33.4666) |
| -14.746451 | unimproved | POINT (-70.67114 -33.46651) |
| -15.956306 | unimproved | POINT (-70.67105 -33.46651) |
| -17.433884 | unimproved | POINT (-70.67096 -33.46651) |
| -18.823107 | unimproved | POINT (-70.67087 -33.46651) |
| -20.110478 | unimproved | POINT (-70.67078 -33.46651) |
| -20.042748 | unimproved | POINT (-70.67069 -33.46651) |
| -19.491587 | unimproved | POINT (-70.6706 -33.46651) |
| -19.311007 | unimproved | POINT (-70.67051 -33.46651) |
| -19.327509 | unimproved | POINT (-70.67042 -33.46651) |
| -19.461277 | unimproved | POINT (-70.67033 -33.46651) |
| -19.970969 | unimproved | POINT (-70.67024 -33.46651) |
| -20.434699 | unimproved | POINT (-70.67015 -33.46651) |
| -20.720569 | unimproved | POINT (-70.67006 -33.46651) |
| -21.067317 | unimproved | POINT (-70.66997 -33.46651) |
| -21.651057 | unimproved | POINT (-70.66988 -33.46651) |
| -21.948441 | unimproved | POINT (-70.66979 -33.46651) |
| -22.271240 | unimproved | POINT (-70.6697 -33.46651) |
| -22.379658 | unimproved | POINT (-70.66961 -33.46651) |
| -21.954022 | unimproved | POINT (-70.66952 -33.46651) |
| -21.575631 | unimproved | POINT (-70.66943 -33.46651) |
| -21.536188 | unimproved | POINT (-70.66934 -33.46651) |
| -20.630098 | unimproved | POINT (-70.66683 -33.46651) |
| -20.151943 | unimproved | POINT (-70.66674 -33.46651) |
| -19.988775 | unimproved | POINT (-70.66665 -33.46651) |
| -19.697657 | unimproved | POINT (-70.66656 -33.46651) |
| -19.678111 | unimproved | POINT (-70.66647 -33.46651) |
| -19.900040 | unimproved | POINT (-70.66638 -33.46651) |
| -19.906733 | unimproved | POINT (-70.66629 -33.46651) |
| -19.571426 | unimproved | POINT (-70.6662 -33.46651) |
| -18.818740 | unimproved | POINT (-70.66611 -33.46651) |
| -17.749551 | unimproved | POINT (-70.66602 -33.46651) |
| -16.810245 | unimproved | POINT (-70.66593 -33.46651) |
| -15.770513 | unimproved | POINT (-70.66584 -33.46651) |
| -15.606857 | unimproved | POINT (-70.66575 -33.46651) |
| -16.114601 | unimproved | POINT (-70.66566 -33.46651) |
| -16.498135 | unimproved | POINT (-70.66557 -33.46651) |
| -15.372415 | unimproved | POINT (-70.66548 -33.46651) |
| -14.088365 | unimproved | POINT (-70.66539 -33.46651) |
| -13.785747 | unimproved | POINT (-70.6653 -33.46651) |
| -14.604982 | unimproved | POINT (-70.66521 -33.46651) |
| -14.904967 | unimproved | POINT (-70.66512 -33.46651) |
| -13.844095 | unimproved | POINT (-70.66503 -33.46651) |
| -12.391917 | unimproved | POINT (-70.66494 -33.46651) |
| -16.139203 | unimproved | POINT (-70.67114 -33.46642) |
| -17.086985 | unimproved | POINT (-70.67105 -33.46642) |
| -18.232409 | unimproved | POINT (-70.67096 -33.46642) |
| -19.426485 | unimproved | POINT (-70.67087 -33.46642) |
| -20.092146 | unimproved | POINT (-70.67078 -33.46642) |
| -19.729399 | unimproved | POINT (-70.67069 -33.46642) |
| -19.530941 | unimproved | POINT (-70.6706 -33.46642) |
| -19.676932 | unimproved | POINT (-70.67051 -33.46642) |
| -19.955766 | unimproved | POINT (-70.67042 -33.46642) |
| -19.824839 | unimproved | POINT (-70.67033 -33.46642) |
| -20.193525 | unimproved | POINT (-70.67024 -33.46642) |
| -20.313715 | unimproved | POINT (-70.67015 -33.46642) |
| -20.794687 | unimproved | POINT (-70.67006 -33.46642) |
| -21.146633 | unimproved | POINT (-70.66997 -33.46642) |
| -21.475868 | unimproved | POINT (-70.66988 -33.46642) |
| -21.571692 | unimproved | POINT (-70.66979 -33.46642) |
| -22.158139 | unimproved | POINT (-70.6697 -33.46642) |
| -22.245667 | unimproved | POINT (-70.66961 -33.46642) |
| -21.743201 | unimproved | POINT (-70.66952 -33.46642) |
| -21.478742 | unimproved | POINT (-70.66943 -33.46642) |
| -21.668323 | unimproved | POINT (-70.66934 -33.46642) |
| -21.620421 | unimproved | POINT (-70.66925 -33.46642) |
| -20.431605 | unimproved | POINT (-70.66683 -33.46642) |
| -19.954245 | unimproved | POINT (-70.66674 -33.46642) |
| -20.004963 | unimproved | POINT (-70.66665 -33.46642) |
| -19.619195 | unimproved | POINT (-70.66656 -33.46642) |
| -19.500568 | unimproved | POINT (-70.66647 -33.46642) |
| -19.504489 | unimproved | POINT (-70.66638 -33.46642) |
| -19.488167 | unimproved | POINT (-70.66629 -33.46642) |
| -19.398852 | unimproved | POINT (-70.6662 -33.46642) |
| -18.566823 | unimproved | POINT (-70.66611 -33.46642) |
| -17.812513 | unimproved | POINT (-70.66602 -33.46642) |
| -16.982388 | unimproved | POINT (-70.66593 -33.46642) |
| -16.156814 | unimproved | POINT (-70.66584 -33.46642) |
| -15.944520 | unimproved | POINT (-70.66575 -33.46642) |
| -16.177664 | unimproved | POINT (-70.66566 -33.46642) |
| -16.482770 | unimproved | POINT (-70.66557 -33.46642) |
| -15.669200 | unimproved | POINT (-70.66548 -33.46642) |
| -14.591643 | unimproved | POINT (-70.66539 -33.46642) |
| -14.083063 | unimproved | POINT (-70.6653 -33.46642) |
| -14.512306 | unimproved | POINT (-70.66521 -33.46642) |
| -14.895742 | unimproved | POINT (-70.66512 -33.46642) |
| -14.526812 | unimproved | POINT (-70.66503 -33.46642) |
| -13.585219 | unimproved | POINT (-70.66494 -33.46642) |
| -17.255310 | unimproved | POINT (-70.67114 -33.46633) |
| -18.253314 | unimproved | POINT (-70.67105 -33.46633) |
| -19.129926 | unimproved | POINT (-70.67096 -33.46633) |
| -19.806885 | unimproved | POINT (-70.67087 -33.46633) |
| -20.055872 | unimproved | POINT (-70.67078 -33.46633) |
| -19.548790 | unimproved | POINT (-70.67069 -33.46633) |
| -19.600641 | unimproved | POINT (-70.6706 -33.46633) |
| -19.995286 | unimproved | POINT (-70.67051 -33.46633) |
| -20.300297 | unimproved | POINT (-70.67042 -33.46633) |
| -20.641930 | unimproved | POINT (-70.67033 -33.46633) |
| -20.776539 | unimproved | POINT (-70.67024 -33.46633) |
| -20.726039 | unimproved | POINT (-70.67015 -33.46633) |
| -21.258223 | unimproved | POINT (-70.67006 -33.46633) |
| -21.571426 | unimproved | POINT (-70.66997 -33.46633) |
| -21.373644 | unimproved | POINT (-70.66988 -33.46633) |
| -21.187406 | unimproved | POINT (-70.66979 -33.46633) |
| -21.526422 | unimproved | POINT (-70.6697 -33.46633) |
| -21.433488 | unimproved | POINT (-70.66961 -33.46633) |
| -21.462442 | unimproved | POINT (-70.66952 -33.46633) |
| -21.854060 | unimproved | POINT (-70.66943 -33.46633) |
| -21.862378 | unimproved | POINT (-70.66934 -33.46633) |
| -21.833641 | unimproved | POINT (-70.66925 -33.46633) |
| -21.054053 | unimproved | POINT (-70.66692 -33.46633) |
| -20.228998 | unimproved | POINT (-70.66683 -33.46633) |
| -19.923348 | unimproved | POINT (-70.66674 -33.46633) |
| -19.695701 | unimproved | POINT (-70.66665 -33.46633) |
| -19.523524 | unimproved | POINT (-70.66656 -33.46633) |
| -19.312985 | unimproved | POINT (-70.66647 -33.46633) |
| -19.165044 | unimproved | POINT (-70.66638 -33.46633) |
| -19.165110 | unimproved | POINT (-70.66629 -33.46633) |
| -19.196948 | unimproved | POINT (-70.6662 -33.46633) |
| -18.594896 | unimproved | POINT (-70.66611 -33.46633) |
| -17.900212 | unimproved | POINT (-70.66602 -33.46633) |
| -16.988531 | unimproved | POINT (-70.66593 -33.46633) |
| -16.362880 | unimproved | POINT (-70.66584 -33.46633) |
| -16.068165 | unimproved | POINT (-70.66575 -33.46633) |
| -16.049432 | unimproved | POINT (-70.66566 -33.46633) |
| -15.675428 | unimproved | POINT (-70.66557 -33.46633) |
| -14.814009 | unimproved | POINT (-70.66548 -33.46633) |
| -14.175741 | unimproved | POINT (-70.66539 -33.46633) |
| -13.999697 | unimproved | POINT (-70.6653 -33.46633) |
| -14.183398 | unimproved | POINT (-70.66521 -33.46633) |
| -13.994721 | unimproved | POINT (-70.66512 -33.46633) |
| -13.911619 | unimproved | POINT (-70.66503 -33.46633) |
| -13.652766 | unimproved | POINT (-70.66494 -33.46633) |
| -18.020954 | unimproved | POINT (-70.67114 -33.46624) |
| -19.175089 | unimproved | POINT (-70.67105 -33.46624) |
| -19.882946 | unimproved | POINT (-70.67096 -33.46624) |
| -20.022113 | unimproved | POINT (-70.67087 -33.46624) |
| -20.043840 | unimproved | POINT (-70.67078 -33.46624) |
| -19.609805 | unimproved | POINT (-70.67069 -33.46624) |
| -19.674635 | unimproved | POINT (-70.6706 -33.46624) |
| -20.059570 | unimproved | POINT (-70.67051 -33.46624) |
| -20.670079 | unimproved | POINT (-70.67042 -33.46624) |
| -21.213090 | unimproved | POINT (-70.67033 -33.46624) |
| -21.465850 | unimproved | POINT (-70.67024 -33.46624) |
| -21.394577 | unimproved | POINT (-70.67015 -33.46624) |
| -21.690382 | unimproved | POINT (-70.67006 -33.46624) |
| -21.590985 | unimproved | POINT (-70.66997 -33.46624) |
| -21.387191 | unimproved | POINT (-70.66988 -33.46624) |
| -21.269511 | unimproved | POINT (-70.66979 -33.46624) |
| -21.361640 | unimproved | POINT (-70.6697 -33.46624) |
| -21.346170 | unimproved | POINT (-70.66961 -33.46624) |
| -21.329206 | unimproved | POINT (-70.66952 -33.46624) |
| -21.865625 | unimproved | POINT (-70.66943 -33.46624) |
| -21.767364 | unimproved | POINT (-70.66934 -33.46624) |
| -21.633411 | unimproved | POINT (-70.66925 -33.46624) |
| -21.351507 | unimproved | POINT (-70.66916 -33.46624) |
| -21.050585 | unimproved | POINT (-70.66692 -33.46624) |
| -20.457427 | unimproved | POINT (-70.66683 -33.46624) |
| -20.285276 | unimproved | POINT (-70.66674 -33.46624) |
| -20.072158 | unimproved | POINT (-70.66665 -33.46624) |
| -19.817325 | unimproved | POINT (-70.66656 -33.46624) |
| -19.576210 | unimproved | POINT (-70.66647 -33.46624) |
| -19.323676 | unimproved | POINT (-70.66638 -33.46624) |
| -19.307015 | unimproved | POINT (-70.66629 -33.46624) |
| -19.260278 | unimproved | POINT (-70.6662 -33.46624) |
| -18.594450 | unimproved | POINT (-70.66611 -33.46624) |
| -17.693884 | unimproved | POINT (-70.66602 -33.46624) |
| -16.790404 | unimproved | POINT (-70.66593 -33.46624) |
| -16.093438 | unimproved | POINT (-70.66584 -33.46624) |
| -15.827457 | unimproved | POINT (-70.66575 -33.46624) |
| -15.826840 | unimproved | POINT (-70.66566 -33.46624) |
| -15.003189 | unimproved | POINT (-70.66557 -33.46624) |
| -14.134787 | unimproved | POINT (-70.66548 -33.46624) |
| -13.823533 | unimproved | POINT (-70.66539 -33.46624) |
| -14.114704 | unimproved | POINT (-70.6653 -33.46624) |
| -14.112624 | unimproved | POINT (-70.66521 -33.46624) |
| -13.485498 | unimproved | POINT (-70.66512 -33.46624) |
| -13.158623 | unimproved | POINT (-70.66503 -33.46624) |
| -12.875056 | unimproved | POINT (-70.66494 -33.46624) |
| -18.155540 | unimproved | POINT (-70.67114 -33.46615) |
| -19.296983 | unimproved | POINT (-70.67105 -33.46615) |
| -19.954002 | unimproved | POINT (-70.67096 -33.46615) |
| -19.711909 | unimproved | POINT (-70.67087 -33.46615) |
| -19.554600 | unimproved | POINT (-70.67078 -33.46615) |
| -19.694212 | unimproved | POINT (-70.67069 -33.46615) |
| -20.065319 | unimproved | POINT (-70.6706 -33.46615) |
| -20.421207 | unimproved | POINT (-70.67051 -33.46615) |
| -20.846885 | unimproved | POINT (-70.67042 -33.46615) |
| -21.019238 | unimproved | POINT (-70.67033 -33.46615) |
| -21.192905 | unimproved | POINT (-70.67024 -33.46615) |
| -21.378039 | unimproved | POINT (-70.67015 -33.46615) |
| -21.564482 | unimproved | POINT (-70.67006 -33.46615) |
| -21.314179 | unimproved | POINT (-70.66997 -33.46615) |
| -21.347002 | unimproved | POINT (-70.66988 -33.46615) |
| -21.116569 | unimproved | POINT (-70.66979 -33.46615) |
| -21.219203 | unimproved | POINT (-70.6697 -33.46615) |
| -21.306322 | unimproved | POINT (-70.66961 -33.46615) |
| -21.705512 | unimproved | POINT (-70.66952 -33.46615) |
| -21.857093 | unimproved | POINT (-70.66943 -33.46615) |
| -21.505183 | unimproved | POINT (-70.66934 -33.46615) |
| -21.384937 | unimproved | POINT (-70.66925 -33.46615) |
| -21.451647 | unimproved | POINT (-70.66916 -33.46615) |
| -21.198519 | unimproved | POINT (-70.667 -33.46615) |
| -21.340232 | unimproved | POINT (-70.66692 -33.46615) |
| -20.995938 | unimproved | POINT (-70.66683 -33.46615) |
| -20.719099 | unimproved | POINT (-70.66674 -33.46615) |
| -20.353412 | unimproved | POINT (-70.66665 -33.46615) |
| -19.962425 | unimproved | POINT (-70.66656 -33.46615) |
| -19.944961 | unimproved | POINT (-70.66647 -33.46615) |
| -19.673903 | unimproved | POINT (-70.66638 -33.46615) |
| -19.706775 | unimproved | POINT (-70.66629 -33.46615) |
| -19.493674 | unimproved | POINT (-70.6662 -33.46615) |
| -18.748379 | unimproved | POINT (-70.66611 -33.46615) |
| -17.774647 | unimproved | POINT (-70.66602 -33.46615) |
| -16.904100 | unimproved | POINT (-70.66593 -33.46615) |
| -16.118319 | unimproved | POINT (-70.66584 -33.46615) |
| -15.782741 | unimproved | POINT (-70.66575 -33.46615) |
| -15.576694 | unimproved | POINT (-70.66566 -33.46615) |
| -14.833358 | unimproved | POINT (-70.66557 -33.46615) |
| -14.407192 | unimproved | POINT (-70.66548 -33.46615) |
| -14.475124 | unimproved | POINT (-70.66539 -33.46615) |
| -14.947672 | unimproved | POINT (-70.6653 -33.46615) |
| -14.695927 | unimproved | POINT (-70.66521 -33.46615) |
| -14.053125 | unimproved | POINT (-70.66512 -33.46615) |
| -13.185134 | unimproved | POINT (-70.66503 -33.46615) |
| -12.239686 | unimproved | POINT (-70.66494 -33.46615) |
| -17.570021 | unimproved | POINT (-70.67114 -33.46606) |
| -18.844745 | unimproved | POINT (-70.67105 -33.46606) |
| -19.585101 | unimproved | POINT (-70.67096 -33.46606) |
| -19.347260 | unimproved | POINT (-70.67087 -33.46606) |
| -19.342636 | unimproved | POINT (-70.67078 -33.46606) |
| -19.746741 | unimproved | POINT (-70.67069 -33.46606) |
| -20.177293 | unimproved | POINT (-70.6706 -33.46606) |
| -20.727508 | unimproved | POINT (-70.67051 -33.46606) |
| -20.673174 | unimproved | POINT (-70.67042 -33.46606) |
| -20.441894 | unimproved | POINT (-70.67033 -33.46606) |
| -20.784273 | unimproved | POINT (-70.67024 -33.46606) |
| -20.970367 | unimproved | POINT (-70.67015 -33.46606) |
| -20.848623 | unimproved | POINT (-70.67006 -33.46606) |
| -20.718324 | unimproved | POINT (-70.66997 -33.46606) |
| -20.710977 | unimproved | POINT (-70.66988 -33.46606) |
| -20.691945 | unimproved | POINT (-70.66979 -33.46606) |
| -20.777867 | unimproved | POINT (-70.6697 -33.46606) |
| -20.947427 | unimproved | POINT (-70.66961 -33.46606) |
| -21.544000 | unimproved | POINT (-70.66952 -33.46606) |
| -21.924064 | unimproved | POINT (-70.66943 -33.46606) |
| -21.576241 | unimproved | POINT (-70.66934 -33.46606) |
| -21.305280 | unimproved | POINT (-70.66925 -33.46606) |
| -21.323822 | unimproved | POINT (-70.66916 -33.46606) |
| -21.541714 | unimproved | POINT (-70.66907 -33.46606) |
| -21.240086 | unimproved | POINT (-70.667 -33.46606) |
| -21.731822 | unimproved | POINT (-70.66692 -33.46606) |
| -21.499125 | unimproved | POINT (-70.66683 -33.46606) |
| -21.255065 | unimproved | POINT (-70.66674 -33.46606) |
| -21.026953 | unimproved | POINT (-70.66665 -33.46606) |
| -20.690660 | unimproved | POINT (-70.66656 -33.46606) |
| -20.534573 | unimproved | POINT (-70.66647 -33.46606) |
| -20.161714 | unimproved | POINT (-70.66638 -33.46606) |
| -20.042154 | unimproved | POINT (-70.66629 -33.46606) |
| -19.872895 | unimproved | POINT (-70.6662 -33.46606) |
| -19.085938 | unimproved | POINT (-70.66611 -33.46606) |
| -18.077291 | unimproved | POINT (-70.66602 -33.46606) |
| -17.219030 | unimproved | POINT (-70.66593 -33.46606) |
| -16.632544 | unimproved | POINT (-70.66584 -33.46606) |
| -16.297021 | unimproved | POINT (-70.66575 -33.46606) |
| -15.748818 | unimproved | POINT (-70.66566 -33.46606) |
| -15.149370 | unimproved | POINT (-70.66557 -33.46606) |
| -14.755914 | unimproved | POINT (-70.66548 -33.46606) |
| -14.849540 | unimproved | POINT (-70.66539 -33.46606) |
| -15.031400 | unimproved | POINT (-70.6653 -33.46606) |
| -14.923826 | unimproved | POINT (-70.66521 -33.46606) |
| -14.686119 | unimproved | POINT (-70.66512 -33.46606) |
| -13.542074 | unimproved | POINT (-70.66503 -33.46606) |
| -12.031401 | unimproved | POINT (-70.66494 -33.46606) |
| -17.006093 | unimproved | POINT (-70.67114 -33.46597) |
| -18.507248 | unimproved | POINT (-70.67105 -33.46597) |
| -19.269021 | unimproved | POINT (-70.67096 -33.46597) |
| -19.187544 | unimproved | POINT (-70.67087 -33.46597) |
| -19.592896 | unimproved | POINT (-70.67078 -33.46597) |
| -20.551581 | unimproved | POINT (-70.67069 -33.46597) |
| -20.958363 | unimproved | POINT (-70.6706 -33.46597) |
| -21.239530 | unimproved | POINT (-70.67051 -33.46597) |
| -20.718088 | unimproved | POINT (-70.67042 -33.46597) |
| -20.445293 | unimproved | POINT (-70.67033 -33.46597) |
| -20.764448 | unimproved | POINT (-70.67024 -33.46597) |
| -20.802569 | unimproved | POINT (-70.67015 -33.46597) |
| -20.600988 | unimproved | POINT (-70.67006 -33.46597) |
| -20.147777 | unimproved | POINT (-70.66997 -33.46597) |
| -20.200396 | unimproved | POINT (-70.66988 -33.46597) |
| -20.418799 | unimproved | POINT (-70.66979 -33.46597) |
| -20.727259 | unimproved | POINT (-70.6697 -33.46597) |
| -20.861667 | unimproved | POINT (-70.66961 -33.46597) |
| -20.821790 | unimproved | POINT (-70.66952 -33.46597) |
| -21.001811 | unimproved | POINT (-70.66943 -33.46597) |
| -21.049560 | unimproved | POINT (-70.66934 -33.46597) |
| -20.679707 | unimproved | POINT (-70.66925 -33.46597) |
| -20.781416 | unimproved | POINT (-70.66916 -33.46597) |
| -21.178673 | unimproved | POINT (-70.66907 -33.46597) |
| -20.662419 | unimproved | POINT (-70.66709 -33.46597) |
| -20.884450 | unimproved | POINT (-70.667 -33.46597) |
| -21.550902 | unimproved | POINT (-70.66692 -33.46597) |
| -21.921870 | unimproved | POINT (-70.66683 -33.46597) |
| -21.768310 | unimproved | POINT (-70.66674 -33.46597) |
| -21.648649 | unimproved | POINT (-70.66665 -33.46597) |
| -21.169111 | unimproved | POINT (-70.66656 -33.46597) |
| -20.583066 | unimproved | POINT (-70.66647 -33.46597) |
| -19.983376 | unimproved | POINT (-70.66638 -33.46597) |
| -20.090484 | unimproved | POINT (-70.66629 -33.46597) |
| -19.898168 | unimproved | POINT (-70.6662 -33.46597) |
| -19.015498 | unimproved | POINT (-70.66611 -33.46597) |
| -18.379464 | unimproved | POINT (-70.66602 -33.46597) |
| -17.498835 | unimproved | POINT (-70.66593 -33.46597) |
| -16.907945 | unimproved | POINT (-70.66584 -33.46597) |
| -16.571737 | unimproved | POINT (-70.66575 -33.46597) |
| -16.145321 | unimproved | POINT (-70.66566 -33.46597) |
| -15.388678 | unimproved | POINT (-70.66557 -33.46597) |
| -14.811094 | unimproved | POINT (-70.66548 -33.46597) |
| -14.273229 | unimproved | POINT (-70.66539 -33.46597) |
| -13.984039 | unimproved | POINT (-70.6653 -33.46597) |
| -14.564036 | unimproved | POINT (-70.66521 -33.46597) |
| -15.031811 | unimproved | POINT (-70.66512 -33.46597) |
| -14.113562 | unimproved | POINT (-70.66503 -33.46597) |
| -12.347833 | unimproved | POINT (-70.66494 -33.46597) |
| -17.621778 | unimproved | POINT (-70.67114 -33.46588) |
| -18.934185 | unimproved | POINT (-70.67105 -33.46588) |
| -19.312699 | unimproved | POINT (-70.67096 -33.46588) |
| -19.453044 | unimproved | POINT (-70.67087 -33.46588) |
| -20.160817 | unimproved | POINT (-70.67078 -33.46588) |
| -21.280001 | unimproved | POINT (-70.67069 -33.46588) |
| -21.546286 | unimproved | POINT (-70.6706 -33.46588) |
| -21.601527 | unimproved | POINT (-70.67051 -33.46588) |
| -21.122254 | unimproved | POINT (-70.67042 -33.46588) |
| -20.911263 | unimproved | POINT (-70.67033 -33.46588) |
| -21.099685 | unimproved | POINT (-70.67024 -33.46588) |
| -20.650227 | unimproved | POINT (-70.67015 -33.46588) |
| -20.183942 | unimproved | POINT (-70.67006 -33.46588) |
| -19.914296 | unimproved | POINT (-70.66997 -33.46588) |
| -20.061253 | unimproved | POINT (-70.66988 -33.46588) |
| -20.327151 | unimproved | POINT (-70.66979 -33.46588) |
| -20.538567 | unimproved | POINT (-70.6697 -33.46588) |
| -20.592673 | unimproved | POINT (-70.66961 -33.46588) |
| -20.196555 | unimproved | POINT (-70.66952 -33.46588) |
| -20.072076 | unimproved | POINT (-70.66943 -33.46588) |
| -20.121483 | unimproved | POINT (-70.66934 -33.46588) |
| -20.011155 | unimproved | POINT (-70.66925 -33.46588) |
| -20.068023 | unimproved | POINT (-70.66916 -33.46588) |
| -20.683573 | unimproved | POINT (-70.66907 -33.46588) |
| -21.556326 | unimproved | POINT (-70.66898 -33.46588) |
| -20.995647 | unimproved | POINT (-70.66709 -33.46588) |
| -21.302814 | unimproved | POINT (-70.667 -33.46588) |
| -21.343957 | unimproved | POINT (-70.66692 -33.46588) |
| -21.804358 | unimproved | POINT (-70.66683 -33.46588) |
| -21.945530 | unimproved | POINT (-70.66674 -33.46588) |
| -22.061641 | unimproved | POINT (-70.66665 -33.46588) |
| -21.370973 | unimproved | POINT (-70.66656 -33.46588) |
| -20.594621 | unimproved | POINT (-70.66647 -33.46588) |
| -19.765555 | unimproved | POINT (-70.66638 -33.46588) |
| -19.650945 | unimproved | POINT (-70.66629 -33.46588) |
| -19.506680 | unimproved | POINT (-70.6662 -33.46588) |
| -18.985331 | unimproved | POINT (-70.66611 -33.46588) |
| -18.274330 | unimproved | POINT (-70.66602 -33.46588) |
| -17.441942 | unimproved | POINT (-70.66593 -33.46588) |
| -16.684848 | unimproved | POINT (-70.66584 -33.46588) |
| -16.096697 | unimproved | POINT (-70.66575 -33.46588) |
| -15.706960 | unimproved | POINT (-70.66566 -33.46588) |
| -15.078075 | unimproved | POINT (-70.66557 -33.46588) |
| -14.297301 | unimproved | POINT (-70.66548 -33.46588) |
| -13.124545 | unimproved | POINT (-70.66539 -33.46588) |
| -12.780940 | unimproved | POINT (-70.6653 -33.46588) |
| -13.578732 | unimproved | POINT (-70.66521 -33.46588) |
| -14.756695 | unimproved | POINT (-70.66512 -33.46588) |
| -14.439971 | unimproved | POINT (-70.66503 -33.46588) |
| -12.603465 | unimproved | POINT (-70.66494 -33.46588) |
| -18.378249 | unimproved | POINT (-70.67114 -33.46579) |
| -19.065003 | unimproved | POINT (-70.67105 -33.46579) |
| -19.324984 | unimproved | POINT (-70.67096 -33.46579) |
| -19.826095 | unimproved | POINT (-70.67087 -33.46579) |
| -20.291684 | unimproved | POINT (-70.67078 -33.46579) |
| -21.261704 | unimproved | POINT (-70.67069 -33.46579) |
| -21.128819 | unimproved | POINT (-70.6706 -33.46579) |
| -20.840669 | unimproved | POINT (-70.67051 -33.46579) |
| -20.758378 | unimproved | POINT (-70.67042 -33.46579) |
| -20.824804 | unimproved | POINT (-70.67033 -33.46579) |
| -20.879973 | unimproved | POINT (-70.67024 -33.46579) |
| -20.084398 | unimproved | POINT (-70.67015 -33.46579) |
| -19.623395 | unimproved | POINT (-70.67006 -33.46579) |
| -19.607410 | unimproved | POINT (-70.66997 -33.46579) |
| -19.770325 | unimproved | POINT (-70.66988 -33.46579) |
| -20.029211 | unimproved | POINT (-70.66979 -33.46579) |
| -20.163056 | unimproved | POINT (-70.6697 -33.46579) |
| -19.951353 | unimproved | POINT (-70.66961 -33.46579) |
| -19.652400 | unimproved | POINT (-70.66952 -33.46579) |
| -19.476924 | unimproved | POINT (-70.66943 -33.46579) |
| -19.539726 | unimproved | POINT (-70.66934 -33.46579) |
| -19.438567 | unimproved | POINT (-70.66925 -33.46579) |
| -19.409683 | unimproved | POINT (-70.66916 -33.46579) |
| -19.750340 | unimproved | POINT (-70.66907 -33.46579) |
| -20.413818 | unimproved | POINT (-70.66898 -33.46579) |
| -20.301918 | unimproved | POINT (-70.66718 -33.46579) |
| -20.499415 | unimproved | POINT (-70.66709 -33.46579) |
| -20.569452 | unimproved | POINT (-70.667 -33.46579) |
| -20.945057 | unimproved | POINT (-70.66692 -33.46579) |
| -21.388650 | unimproved | POINT (-70.66683 -33.46579) |
| -21.791178 | unimproved | POINT (-70.66674 -33.46579) |
| -21.714554 | unimproved | POINT (-70.66665 -33.46579) |
| -21.266073 | unimproved | POINT (-70.66656 -33.46579) |
| -20.498586 | unimproved | POINT (-70.66647 -33.46579) |
| -19.552486 | unimproved | POINT (-70.66638 -33.46579) |
| -19.426834 | unimproved | POINT (-70.66629 -33.46579) |
| -19.367846 | unimproved | POINT (-70.6662 -33.46579) |
| -18.931709 | unimproved | POINT (-70.66611 -33.46579) |
| -17.887727 | unimproved | POINT (-70.66602 -33.46579) |
| -16.930177 | unimproved | POINT (-70.66593 -33.46579) |
| -16.152945 | unimproved | POINT (-70.66584 -33.46579) |
| -15.444685 | unimproved | POINT (-70.66575 -33.46579) |
| -15.355821 | unimproved | POINT (-70.66566 -33.46579) |
| -15.102822 | unimproved | POINT (-70.66557 -33.46579) |
| -14.281835 | unimproved | POINT (-70.66548 -33.46579) |
| -13.221378 | unimproved | POINT (-70.66539 -33.46579) |
| -12.946097 | unimproved | POINT (-70.6653 -33.46579) |
| -13.594444 | unimproved | POINT (-70.66521 -33.46579) |
| -14.786711 | unimproved | POINT (-70.66512 -33.46579) |
| -14.294999 | unimproved | POINT (-70.66503 -33.46579) |
| -12.600180 | unimproved | POINT (-70.66494 -33.46579) |
| -19.115789 | unimproved | POINT (-70.67114 -33.4657) |
| -19.357597 | unimproved | POINT (-70.67105 -33.4657) |
| -19.593755 | unimproved | POINT (-70.67096 -33.4657) |
| -19.988916 | unimproved | POINT (-70.67087 -33.4657) |
| -20.341175 | unimproved | POINT (-70.67078 -33.4657) |
| -20.765214 | unimproved | POINT (-70.67069 -33.4657) |
| -20.424564 | unimproved | POINT (-70.6706 -33.4657) |
| -20.119937 | unimproved | POINT (-70.67051 -33.4657) |
| -20.173844 | unimproved | POINT (-70.67042 -33.4657) |
| -20.354771 | unimproved | POINT (-70.67033 -33.4657) |
| -20.206897 | unimproved | POINT (-70.67024 -33.4657) |
| -19.655732 | unimproved | POINT (-70.67015 -33.4657) |
| -19.307408 | unimproved | POINT (-70.67006 -33.4657) |
| -19.386063 | unimproved | POINT (-70.66997 -33.4657) |
| -19.513386 | unimproved | POINT (-70.66988 -33.4657) |
| -19.466984 | unimproved | POINT (-70.66979 -33.4657) |
| -19.518534 | unimproved | POINT (-70.6697 -33.4657) |
| -19.376964 | unimproved | POINT (-70.66961 -33.4657) |
| -19.239511 | unimproved | POINT (-70.66952 -33.4657) |
| -19.267064 | unimproved | POINT (-70.66943 -33.4657) |
| -19.316287 | unimproved | POINT (-70.66934 -33.4657) |
| -19.102821 | unimproved | POINT (-70.66925 -33.4657) |
| -19.152987 | unimproved | POINT (-70.66916 -33.4657) |
| -19.340568 | unimproved | POINT (-70.66907 -33.4657) |
| -19.622190 | unimproved | POINT (-70.66898 -33.4657) |
| -20.089985 | unimproved | POINT (-70.66889 -33.4657) |
| -20.245781 | unimproved | POINT (-70.66718 -33.4657) |
| -19.632469 | unimproved | POINT (-70.66709 -33.4657) |
| -19.492168 | unimproved | POINT (-70.667 -33.4657) |
| -20.027736 | unimproved | POINT (-70.66692 -33.4657) |
| -20.695391 | unimproved | POINT (-70.66683 -33.4657) |
| -21.100901 | unimproved | POINT (-70.66674 -33.4657) |
| -21.184065 | unimproved | POINT (-70.66665 -33.4657) |
| -20.879755 | unimproved | POINT (-70.66656 -33.4657) |
| -20.095202 | unimproved | POINT (-70.66647 -33.4657) |
| -19.215395 | unimproved | POINT (-70.66638 -33.4657) |
| -18.887346 | unimproved | POINT (-70.66629 -33.4657) |
| -18.990747 | unimproved | POINT (-70.6662 -33.4657) |
| -18.381596 | unimproved | POINT (-70.66611 -33.4657) |
| -17.261293 | unimproved | POINT (-70.66602 -33.4657) |
| -16.345495 | unimproved | POINT (-70.66593 -33.4657) |
| -15.673499 | unimproved | POINT (-70.66584 -33.4657) |
| -15.114087 | unimproved | POINT (-70.66575 -33.4657) |
| -15.552189 | unimproved | POINT (-70.66566 -33.4657) |
| -15.779941 | unimproved | POINT (-70.66557 -33.4657) |
| -15.191073 | unimproved | POINT (-70.66548 -33.4657) |
| -14.405542 | unimproved | POINT (-70.66539 -33.4657) |
| -14.129019 | unimproved | POINT (-70.6653 -33.4657) |
| -14.479150 | unimproved | POINT (-70.66521 -33.4657) |
| -14.976768 | unimproved | POINT (-70.66512 -33.4657) |
| -14.223906 | unimproved | POINT (-70.66503 -33.4657) |
| -12.615354 | unimproved | POINT (-70.66494 -33.4657) |
| -19.710190 | unimproved | POINT (-70.67114 -33.46561) |
| -19.837633 | unimproved | POINT (-70.67105 -33.46561) |
| -19.584519 | unimproved | POINT (-70.67096 -33.46561) |
| -20.275687 | unimproved | POINT (-70.67087 -33.46561) |
| -20.748863 | unimproved | POINT (-70.67078 -33.46561) |
| -20.975308 | unimproved | POINT (-70.67069 -33.46561) |
| -20.491327 | unimproved | POINT (-70.6706 -33.46561) |
| -20.002938 | unimproved | POINT (-70.67051 -33.46561) |
| -20.227187 | unimproved | POINT (-70.67042 -33.46561) |
| -20.404200 | unimproved | POINT (-70.67033 -33.46561) |
| -19.947067 | unimproved | POINT (-70.67024 -33.46561) |
| -19.463685 | unimproved | POINT (-70.67015 -33.46561) |
| -19.359808 | unimproved | POINT (-70.67006 -33.46561) |
| -19.359908 | unimproved | POINT (-70.66997 -33.46561) |
| -19.375092 | unimproved | POINT (-70.66988 -33.46561) |
| -19.250328 | unimproved | POINT (-70.66979 -33.46561) |
| -19.446634 | unimproved | POINT (-70.6697 -33.46561) |
| -19.541996 | unimproved | POINT (-70.66961 -33.46561) |
| -19.694381 | unimproved | POINT (-70.66952 -33.46561) |
| -19.680473 | unimproved | POINT (-70.66943 -33.46561) |
| -19.739332 | unimproved | POINT (-70.66934 -33.46561) |
| -19.405423 | unimproved | POINT (-70.66925 -33.46561) |
| -19.319037 | unimproved | POINT (-70.66916 -33.46561) |
| -19.098118 | unimproved | POINT (-70.66907 -33.46561) |
| -19.265914 | unimproved | POINT (-70.66898 -33.46561) |
| -19.403534 | unimproved | POINT (-70.66889 -33.46561) |
| -21.361098 | unimproved | POINT (-70.66727 -33.46561) |
| -20.286134 | unimproved | POINT (-70.66718 -33.46561) |
| -19.194531 | unimproved | POINT (-70.66709 -33.46561) |
| -18.730069 | unimproved | POINT (-70.667 -33.46561) |
| -19.030512 | unimproved | POINT (-70.66692 -33.46561) |
| -20.023509 | unimproved | POINT (-70.66683 -33.46561) |
| -20.489431 | unimproved | POINT (-70.66674 -33.46561) |
| -20.815378 | unimproved | POINT (-70.66665 -33.46561) |
| -20.678387 | unimproved | POINT (-70.66656 -33.46561) |
| -20.117872 | unimproved | POINT (-70.66647 -33.46561) |
| -19.378066 | unimproved | POINT (-70.66638 -33.46561) |
| -18.788749 | unimproved | POINT (-70.66629 -33.46561) |
| -18.795976 | unimproved | POINT (-70.6662 -33.46561) |
| -18.298122 | unimproved | POINT (-70.66611 -33.46561) |
| -17.489353 | unimproved | POINT (-70.66602 -33.46561) |
| -16.308055 | unimproved | POINT (-70.66593 -33.46561) |
| -15.491843 | unimproved | POINT (-70.66584 -33.46561) |
| -15.153983 | unimproved | POINT (-70.66575 -33.46561) |
| -15.614989 | unimproved | POINT (-70.66566 -33.46561) |
| -16.293337 | unimproved | POINT (-70.66557 -33.46561) |
| -15.840740 | unimproved | POINT (-70.66548 -33.46561) |
| -15.008263 | unimproved | POINT (-70.66539 -33.46561) |
| -14.323894 | unimproved | POINT (-70.6653 -33.46561) |
| -14.061725 | unimproved | POINT (-70.66521 -33.46561) |
| -14.651272 | unimproved | POINT (-70.66512 -33.46561) |
| -14.303148 | unimproved | POINT (-70.66503 -33.46561) |
| -12.861239 | unimproved | POINT (-70.66494 -33.46561) |
| -19.556643 | unimproved | POINT (-70.67114 -33.46552) |
| -19.690588 | unimproved | POINT (-70.67105 -33.46552) |
| -19.576811 | unimproved | POINT (-70.67096 -33.46552) |
| -20.187850 | unimproved | POINT (-70.67087 -33.46552) |
| -20.920326 | unimproved | POINT (-70.67078 -33.46552) |
| -20.944366 | unimproved | POINT (-70.67069 -33.46552) |
| -20.633377 | unimproved | POINT (-70.6706 -33.46552) |
| -20.587409 | unimproved | POINT (-70.67051 -33.46552) |
| -20.480907 | unimproved | POINT (-70.67042 -33.46552) |
| -20.327207 | unimproved | POINT (-70.67033 -33.46552) |
| -19.686041 | unimproved | POINT (-70.67024 -33.46552) |
| -19.428724 | unimproved | POINT (-70.67015 -33.46552) |
| -19.500864 | unimproved | POINT (-70.67006 -33.46552) |
| -19.316320 | unimproved | POINT (-70.66997 -33.46552) |
| -19.157306 | unimproved | POINT (-70.66988 -33.46552) |
| -19.298510 | unimproved | POINT (-70.66979 -33.46552) |
| -19.899551 | unimproved | POINT (-70.6697 -33.46552) |
| -20.119258 | unimproved | POINT (-70.66961 -33.46552) |
| -19.995000 | unimproved | POINT (-70.66952 -33.46552) |
| -19.716710 | unimproved | POINT (-70.66943 -33.46552) |
| -19.867923 | unimproved | POINT (-70.66934 -33.46552) |
| -19.614297 | unimproved | POINT (-70.66925 -33.46552) |
| -19.405403 | unimproved | POINT (-70.66916 -33.46552) |
| -19.082831 | unimproved | POINT (-70.66907 -33.46552) |
| -19.245942 | unimproved | POINT (-70.66898 -33.46552) |
| -19.575446 | unimproved | POINT (-70.66889 -33.46552) |
| -20.155222 | unimproved | POINT (-70.6688 -33.46552) |
| -21.489260 | unimproved | POINT (-70.66727 -33.46552) |
| -20.405237 | unimproved | POINT (-70.66718 -33.46552) |
| -19.325979 | unimproved | POINT (-70.66709 -33.46552) |
| -18.553363 | unimproved | POINT (-70.667 -33.46552) |
| -18.457003 | unimproved | POINT (-70.66692 -33.46552) |
| -19.222720 | unimproved | POINT (-70.66683 -33.46552) |
| -20.013095 | unimproved | POINT (-70.66674 -33.46552) |
| -20.803282 | unimproved | POINT (-70.66665 -33.46552) |
| -20.830804 | unimproved | POINT (-70.66656 -33.46552) |
| -20.165451 | unimproved | POINT (-70.66647 -33.46552) |
| -19.341618 | unimproved | POINT (-70.66638 -33.46552) |
| -18.713241 | unimproved | POINT (-70.66629 -33.46552) |
| -18.956398 | unimproved | POINT (-70.6662 -33.46552) |
| -18.681048 | unimproved | POINT (-70.66611 -33.46552) |
| -17.882655 | unimproved | POINT (-70.66602 -33.46552) |
| -16.596920 | unimproved | POINT (-70.66593 -33.46552) |
| -15.575478 | unimproved | POINT (-70.66584 -33.46552) |
| -15.452296 | unimproved | POINT (-70.66575 -33.46552) |
| -15.876024 | unimproved | POINT (-70.66566 -33.46552) |
| -16.302262 | unimproved | POINT (-70.66557 -33.46552) |
| -15.470212 | unimproved | POINT (-70.66548 -33.46552) |
| -14.535064 | unimproved | POINT (-70.66539 -33.46552) |
| -13.839663 | unimproved | POINT (-70.6653 -33.46552) |
| -13.824957 | unimproved | POINT (-70.66521 -33.46552) |
| -14.737696 | unimproved | POINT (-70.66512 -33.46552) |
| -14.680191 | unimproved | POINT (-70.66503 -33.46552) |
| -13.247466 | unimproved | POINT (-70.66494 -33.46552) |
| -19.608332 | unimproved | POINT (-70.67114 -33.46543) |
| -19.828464 | unimproved | POINT (-70.67105 -33.46543) |
| -19.657167 | unimproved | POINT (-70.67096 -33.46543) |
| -19.852762 | unimproved | POINT (-70.67087 -33.46543) |
| -20.379761 | unimproved | POINT (-70.67078 -33.46543) |
| -20.394495 | unimproved | POINT (-70.67069 -33.46543) |
| -20.336122 | unimproved | POINT (-70.6706 -33.46543) |
| -20.693703 | unimproved | POINT (-70.67051 -33.46543) |
| -20.645390 | unimproved | POINT (-70.67042 -33.46543) |
| -20.239544 | unimproved | POINT (-70.67033 -33.46543) |
| -19.682112 | unimproved | POINT (-70.67024 -33.46543) |
| -19.499244 | unimproved | POINT (-70.67015 -33.46543) |
| -19.213110 | unimproved | POINT (-70.67006 -33.46543) |
| -19.067475 | unimproved | POINT (-70.66997 -33.46543) |
| -19.039205 | unimproved | POINT (-70.66988 -33.46543) |
| -19.189825 | unimproved | POINT (-70.66979 -33.46543) |
| -19.760667 | unimproved | POINT (-70.6697 -33.46543) |
| -19.938938 | unimproved | POINT (-70.66961 -33.46543) |
| -19.392147 | unimproved | POINT (-70.66952 -33.46543) |
| -19.253677 | unimproved | POINT (-70.66943 -33.46543) |
| -19.325976 | unimproved | POINT (-70.66934 -33.46543) |
| -19.280038 | unimproved | POINT (-70.66925 -33.46543) |
| -19.318949 | unimproved | POINT (-70.66916 -33.46543) |
| -19.330510 | unimproved | POINT (-70.66907 -33.46543) |
| -19.750213 | unimproved | POINT (-70.66898 -33.46543) |
| -20.006466 | unimproved | POINT (-70.66889 -33.46543) |
| -20.371655 | unimproved | POINT (-70.6688 -33.46543) |
| -21.872672 | unimproved | POINT (-70.66736 -33.46543) |
| -21.539323 | unimproved | POINT (-70.66727 -33.46543) |
| -20.795179 | unimproved | POINT (-70.66718 -33.46543) |
| -19.892597 | unimproved | POINT (-70.66709 -33.46543) |
| -19.106995 | unimproved | POINT (-70.667 -33.46543) |
| -18.405660 | unimproved | POINT (-70.66692 -33.46543) |
| -18.596180 | unimproved | POINT (-70.66683 -33.46543) |
| -19.453073 | unimproved | POINT (-70.66674 -33.46543) |
| -20.494741 | unimproved | POINT (-70.66665 -33.46543) |
| -20.848976 | unimproved | POINT (-70.66656 -33.46543) |
| -20.359224 | unimproved | POINT (-70.66647 -33.46543) |
| -19.762681 | unimproved | POINT (-70.66638 -33.46543) |
| -19.365638 | unimproved | POINT (-70.66629 -33.46543) |
| -19.320537 | unimproved | POINT (-70.6662 -33.46543) |
| -19.069521 | unimproved | POINT (-70.66611 -33.46543) |
| -18.112488 | unimproved | POINT (-70.66602 -33.46543) |
| -16.645895 | unimproved | POINT (-70.66593 -33.46543) |
| -15.391123 | unimproved | POINT (-70.66584 -33.46543) |
| -15.279600 | unimproved | POINT (-70.66575 -33.46543) |
| -15.835521 | unimproved | POINT (-70.66566 -33.46543) |
| -15.676218 | unimproved | POINT (-70.66557 -33.46543) |
| -14.696272 | unimproved | POINT (-70.66548 -33.46543) |
| -13.750812 | unimproved | POINT (-70.66539 -33.46543) |
| -13.444111 | unimproved | POINT (-70.6653 -33.46543) |
| -14.263417 | unimproved | POINT (-70.66521 -33.46543) |
| -15.201009 | unimproved | POINT (-70.66512 -33.46543) |
| -14.960235 | unimproved | POINT (-70.66503 -33.46543) |
| -13.490986 | unimproved | POINT (-70.66494 -33.46543) |
| -19.628464 | unimproved | POINT (-70.67114 -33.46534) |
| -20.037264 | unimproved | POINT (-70.67105 -33.46534) |
| -19.988343 | unimproved | POINT (-70.67096 -33.46534) |
| -20.269933 | unimproved | POINT (-70.67087 -33.46534) |
| -20.605399 | unimproved | POINT (-70.67078 -33.46534) |
| -20.587060 | unimproved | POINT (-70.67069 -33.46534) |
| -20.415756 | unimproved | POINT (-70.6706 -33.46534) |
| -20.573563 | unimproved | POINT (-70.67051 -33.46534) |
| -20.228934 | unimproved | POINT (-70.67042 -33.46534) |
| -19.873809 | unimproved | POINT (-70.67033 -33.46534) |
| -19.703427 | unimproved | POINT (-70.67024 -33.46534) |
| -19.218673 | unimproved | POINT (-70.67015 -33.46534) |
| -18.901622 | unimproved | POINT (-70.67006 -33.46534) |
| -18.935438 | unimproved | POINT (-70.66997 -33.46534) |
| -19.161617 | unimproved | POINT (-70.66988 -33.46534) |
| -19.145049 | unimproved | POINT (-70.66979 -33.46534) |
| -19.390161 | unimproved | POINT (-70.6697 -33.46534) |
| -19.159969 | unimproved | POINT (-70.66961 -33.46534) |
| -18.854486 | unimproved | POINT (-70.66952 -33.46534) |
| -18.791895 | unimproved | POINT (-70.66943 -33.46534) |
| -18.717794 | unimproved | POINT (-70.66934 -33.46534) |
| -19.065079 | unimproved | POINT (-70.66925 -33.46534) |
| -19.556454 | unimproved | POINT (-70.66916 -33.46534) |
| -19.950505 | unimproved | POINT (-70.66907 -33.46534) |
| -20.026745 | unimproved | POINT (-70.66898 -33.46534) |
| -20.187609 | unimproved | POINT (-70.66889 -33.46534) |
| -20.523285 | unimproved | POINT (-70.6688 -33.46534) |
| -21.016993 | unimproved | POINT (-70.66871 -33.46534) |
| -21.464587 | unimproved | POINT (-70.66736 -33.46534) |
| -21.475910 | unimproved | POINT (-70.66727 -33.46534) |
| -21.292347 | unimproved | POINT (-70.66718 -33.46534) |
| -21.267573 | unimproved | POINT (-70.66709 -33.46534) |
| -20.279336 | unimproved | POINT (-70.667 -33.46534) |
| -19.251442 | unimproved | POINT (-70.66692 -33.46534) |
| -19.019377 | unimproved | POINT (-70.66683 -33.46534) |
| -19.611274 | unimproved | POINT (-70.66674 -33.46534) |
| -20.390270 | unimproved | POINT (-70.66665 -33.46534) |
| -20.921962 | unimproved | POINT (-70.66656 -33.46534) |
| -20.673303 | unimproved | POINT (-70.66647 -33.46534) |
| -20.374582 | unimproved | POINT (-70.66638 -33.46534) |
| -20.194186 | unimproved | POINT (-70.66629 -33.46534) |
| -19.753086 | unimproved | POINT (-70.6662 -33.46534) |
| -19.301820 | unimproved | POINT (-70.66611 -33.46534) |
| -18.199341 | unimproved | POINT (-70.66602 -33.46534) |
| -16.668145 | unimproved | POINT (-70.66593 -33.46534) |
| -15.291283 | unimproved | POINT (-70.66584 -33.46534) |
| -15.223873 | unimproved | POINT (-70.66575 -33.46534) |
| -15.618501 | unimproved | POINT (-70.66566 -33.46534) |
| -15.411229 | unimproved | POINT (-70.66557 -33.46534) |
| -14.473410 | unimproved | POINT (-70.66548 -33.46534) |
| -13.953566 | unimproved | POINT (-70.66539 -33.46534) |
| -14.017629 | unimproved | POINT (-70.6653 -33.46534) |
| -14.851490 | unimproved | POINT (-70.66521 -33.46534) |
| -15.640911 | unimproved | POINT (-70.66512 -33.46534) |
| -15.225714 | unimproved | POINT (-70.66503 -33.46534) |
| -13.898697 | unimproved | POINT (-70.66494 -33.46534) |
| -19.816497 | unimproved | POINT (-70.67114 -33.46525) |
| -20.155146 | unimproved | POINT (-70.67105 -33.46525) |
| -20.259120 | unimproved | POINT (-70.67096 -33.46525) |
| -20.400528 | unimproved | POINT (-70.67087 -33.46525) |
| -20.848894 | unimproved | POINT (-70.67078 -33.46525) |
| -20.650962 | unimproved | POINT (-70.67069 -33.46525) |
| -20.518411 | unimproved | POINT (-70.6706 -33.46525) |
| -20.578758 | unimproved | POINT (-70.67051 -33.46525) |
| -20.376075 | unimproved | POINT (-70.67042 -33.46525) |
| -19.844388 | unimproved | POINT (-70.67033 -33.46525) |
| -19.457769 | unimproved | POINT (-70.67024 -33.46525) |
| -18.888267 | unimproved | POINT (-70.67015 -33.46525) |
| -18.756923 | unimproved | POINT (-70.67006 -33.46525) |
| -18.750793 | unimproved | POINT (-70.66997 -33.46525) |
| -18.989993 | unimproved | POINT (-70.66988 -33.46525) |
| -18.849538 | unimproved | POINT (-70.66979 -33.46525) |
| -18.766571 | unimproved | POINT (-70.6697 -33.46525) |
| -18.808693 | unimproved | POINT (-70.66961 -33.46525) |
| -18.882624 | unimproved | POINT (-70.66952 -33.46525) |
| -19.055684 | unimproved | POINT (-70.66943 -33.46525) |
| -19.162568 | unimproved | POINT (-70.66934 -33.46525) |
| -19.442203 | unimproved | POINT (-70.66925 -33.46525) |
| -20.204539 | unimproved | POINT (-70.66916 -33.46525) |
| -20.550503 | unimproved | POINT (-70.66907 -33.46525) |
| -20.552176 | unimproved | POINT (-70.66898 -33.46525) |
| -20.805129 | unimproved | POINT (-70.66889 -33.46525) |
| -21.415663 | unimproved | POINT (-70.6688 -33.46525) |
| -21.818212 | unimproved | POINT (-70.66871 -33.46525) |
| -20.803529 | unimproved | POINT (-70.66745 -33.46525) |
| -21.510945 | unimproved | POINT (-70.66736 -33.46525) |
| -21.935221 | unimproved | POINT (-70.66727 -33.46525) |
| -21.996811 | unimproved | POINT (-70.66718 -33.46525) |
| -22.125963 | unimproved | POINT (-70.66709 -33.46525) |
| -21.086021 | unimproved | POINT (-70.667 -33.46525) |
| -20.176786 | unimproved | POINT (-70.66692 -33.46525) |
| -19.741689 | unimproved | POINT (-70.66683 -33.46525) |
| -20.405501 | unimproved | POINT (-70.66674 -33.46525) |
| -21.110467 | unimproved | POINT (-70.66665 -33.46525) |
| -21.424327 | unimproved | POINT (-70.66656 -33.46525) |
| -21.096180 | unimproved | POINT (-70.66647 -33.46525) |
| -20.805017 | unimproved | POINT (-70.66638 -33.46525) |
| -20.421938 | unimproved | POINT (-70.66629 -33.46525) |
| -19.954298 | unimproved | POINT (-70.6662 -33.46525) |
| -19.438107 | unimproved | POINT (-70.66611 -33.46525) |
| -18.199573 | unimproved | POINT (-70.66602 -33.46525) |
| -16.739390 | unimproved | POINT (-70.66593 -33.46525) |
| -15.459474 | unimproved | POINT (-70.66584 -33.46525) |
| -15.242071 | unimproved | POINT (-70.66575 -33.46525) |
| -15.531674 | unimproved | POINT (-70.66566 -33.46525) |
| -15.861192 | unimproved | POINT (-70.66557 -33.46525) |
| -15.204977 | unimproved | POINT (-70.66548 -33.46525) |
| -14.357578 | unimproved | POINT (-70.66539 -33.46525) |
| -14.175527 | unimproved | POINT (-70.6653 -33.46525) |
| -14.874738 | unimproved | POINT (-70.66521 -33.46525) |
| -15.300450 | unimproved | POINT (-70.66512 -33.46525) |
| -14.641373 | unimproved | POINT (-70.66503 -33.46525) |
| -13.610443 | unimproved | POINT (-70.66494 -33.46525) |
| -20.028582 | unimproved | POINT (-70.67114 -33.46516) |
| -19.995354 | unimproved | POINT (-70.67105 -33.46516) |
| -19.986273 | unimproved | POINT (-70.67096 -33.46516) |
| -20.119948 | unimproved | POINT (-70.67087 -33.46516) |
| -20.503201 | unimproved | POINT (-70.67078 -33.46516) |
| -20.577510 | unimproved | POINT (-70.67069 -33.46516) |
| -20.534334 | unimproved | POINT (-70.6706 -33.46516) |
| -20.818766 | unimproved | POINT (-70.67051 -33.46516) |
| -20.643747 | unimproved | POINT (-70.67042 -33.46516) |
| -19.801747 | unimproved | POINT (-70.67033 -33.46516) |
| -19.100677 | unimproved | POINT (-70.67024 -33.46516) |
| -18.570448 | unimproved | POINT (-70.67015 -33.46516) |
| -18.716222 | unimproved | POINT (-70.67006 -33.46516) |
| -18.692856 | unimproved | POINT (-70.66997 -33.46516) |
| -18.688901 | unimproved | POINT (-70.66988 -33.46516) |
| -18.506770 | unimproved | POINT (-70.66979 -33.46516) |
| -18.494584 | unimproved | POINT (-70.6697 -33.46516) |
| -18.795995 | unimproved | POINT (-70.66961 -33.46516) |
| -19.232694 | unimproved | POINT (-70.66952 -33.46516) |
| -19.839696 | unimproved | POINT (-70.66943 -33.46516) |
| -20.070502 | unimproved | POINT (-70.66934 -33.46516) |
| -20.465333 | unimproved | POINT (-70.66925 -33.46516) |
| -21.072475 | unimproved | POINT (-70.66916 -33.46516) |
| -21.529607 | unimproved | POINT (-70.66907 -33.46516) |
| -21.935315 | unimproved | POINT (-70.66898 -33.46516) |
| -22.237070 | unimproved | POINT (-70.66889 -33.46516) |
| -22.435951 | unimproved | POINT (-70.6688 -33.46516) |
| -22.409023 | unimproved | POINT (-70.66871 -33.46516) |
| -22.617739 | unimproved | POINT (-70.66862 -33.46516) |
| -21.348273 | unimproved | POINT (-70.66745 -33.46516) |
| -21.823834 | unimproved | POINT (-70.66736 -33.46516) |
| -22.522068 | unimproved | POINT (-70.66727 -33.46516) |
| -22.636000 | unimproved | POINT (-70.66718 -33.46516) |
| -22.738828 | unimproved | POINT (-70.66709 -33.46516) |
| -21.641408 | unimproved | POINT (-70.667 -33.46516) |
| -20.373261 | unimproved | POINT (-70.66692 -33.46516) |
| -19.741422 | unimproved | POINT (-70.66683 -33.46516) |
| -20.293780 | unimproved | POINT (-70.66674 -33.46516) |
| -21.337754 | unimproved | POINT (-70.66665 -33.46516) |
| -21.637145 | unimproved | POINT (-70.66656 -33.46516) |
| -21.244019 | unimproved | POINT (-70.66647 -33.46516) |
| -20.555042 | unimproved | POINT (-70.66638 -33.46516) |
| -20.080489 | unimproved | POINT (-70.66629 -33.46516) |
| -19.894533 | unimproved | POINT (-70.6662 -33.46516) |
| -19.434375 | unimproved | POINT (-70.66611 -33.46516) |
| -18.299993 | unimproved | POINT (-70.66602 -33.46516) |
| -16.911390 | unimproved | POINT (-70.66593 -33.46516) |
| -15.615441 | unimproved | POINT (-70.66584 -33.46516) |
| -15.127822 | unimproved | POINT (-70.66575 -33.46516) |
| -15.560586 | unimproved | POINT (-70.66566 -33.46516) |
| -15.729307 | unimproved | POINT (-70.66557 -33.46516) |
| -14.747490 | unimproved | POINT (-70.66548 -33.46516) |
| -13.297252 | unimproved | POINT (-70.66539 -33.46516) |
| -12.477892 | unimproved | POINT (-70.6653 -33.46516) |
| -12.845457 | unimproved | POINT (-70.66521 -33.46516) |
| -13.067607 | unimproved | POINT (-70.66512 -33.46516) |
| -12.431982 | unimproved | POINT (-70.66503 -33.46516) |
| -11.840021 | unimproved | POINT (-70.66494 -33.46516) |
| -19.862425 | unimproved | POINT (-70.67114 -33.46507) |
| -20.035441 | unimproved | POINT (-70.67105 -33.46507) |
| -20.060064 | unimproved | POINT (-70.67096 -33.46507) |
| -20.285856 | unimproved | POINT (-70.67087 -33.46507) |
| -20.587435 | unimproved | POINT (-70.67078 -33.46507) |
| -20.922879 | unimproved | POINT (-70.67069 -33.46507) |
| -20.819304 | unimproved | POINT (-70.6706 -33.46507) |
| -21.102113 | unimproved | POINT (-70.67051 -33.46507) |
| -20.920949 | unimproved | POINT (-70.67042 -33.46507) |
| -19.957023 | unimproved | POINT (-70.67033 -33.46507) |
| -19.397426 | unimproved | POINT (-70.67024 -33.46507) |
| -19.199884 | unimproved | POINT (-70.67015 -33.46507) |
| -19.374034 | unimproved | POINT (-70.67006 -33.46507) |
| -19.214559 | unimproved | POINT (-70.66997 -33.46507) |
| -18.707434 | unimproved | POINT (-70.66988 -33.46507) |
| -18.540147 | unimproved | POINT (-70.66979 -33.46507) |
| -18.849047 | unimproved | POINT (-70.6697 -33.46507) |
| -19.517201 | unimproved | POINT (-70.66961 -33.46507) |
| -20.191110 | unimproved | POINT (-70.66952 -33.46507) |
| -21.037167 | unimproved | POINT (-70.66943 -33.46507) |
| -21.494820 | unimproved | POINT (-70.66934 -33.46507) |
| -22.042555 | unimproved | POINT (-70.66925 -33.46507) |
| -22.594312 | unimproved | POINT (-70.66916 -33.46507) |
| -23.018539 | unimproved | POINT (-70.66907 -33.46507) |
| -23.223591 | unimproved | POINT (-70.66898 -33.46507) |
| -23.242410 | unimproved | POINT (-70.66889 -33.46507) |
| -22.735047 | unimproved | POINT (-70.6688 -33.46507) |
| -22.694185 | unimproved | POINT (-70.66871 -33.46507) |
| -22.543899 | unimproved | POINT (-70.66862 -33.46507) |
| -22.206544 | unimproved | POINT (-70.66754 -33.46507) |
| -22.133536 | unimproved | POINT (-70.66745 -33.46507) |
| -22.497557 | unimproved | POINT (-70.66736 -33.46507) |
| -22.904462 | unimproved | POINT (-70.66727 -33.46507) |
| -22.768872 | unimproved | POINT (-70.66718 -33.46507) |
| -22.839720 | unimproved | POINT (-70.66709 -33.46507) |
| -21.882006 | unimproved | POINT (-70.667 -33.46507) |
| -20.690236 | unimproved | POINT (-70.66692 -33.46507) |
| -20.209314 | unimproved | POINT (-70.66683 -33.46507) |
| -20.427600 | unimproved | POINT (-70.66674 -33.46507) |
| -21.249162 | unimproved | POINT (-70.66665 -33.46507) |
| -21.603702 | unimproved | POINT (-70.66656 -33.46507) |
| -21.291851 | unimproved | POINT (-70.66647 -33.46507) |
| -20.676282 | unimproved | POINT (-70.66638 -33.46507) |
| -20.123058 | unimproved | POINT (-70.66629 -33.46507) |
| -19.609417 | unimproved | POINT (-70.6662 -33.46507) |
| -19.145451 | unimproved | POINT (-70.66611 -33.46507) |
| -17.720883 | unimproved | POINT (-70.66602 -33.46507) |
| -16.344119 | unimproved | POINT (-70.66593 -33.46507) |
| -15.121045 | unimproved | POINT (-70.66584 -33.46507) |
| -14.877044 | unimproved | POINT (-70.66575 -33.46507) |
| -15.642997 | unimproved | POINT (-70.66566 -33.46507) |
| -15.248668 | unimproved | POINT (-70.66557 -33.46507) |
| -13.212875 | unimproved | POINT (-70.66548 -33.46507) |
| -11.311350 | unimproved | POINT (-70.66539 -33.46507) |
| -10.592674 | unimproved | POINT (-70.6653 -33.46507) |
| -11.333976 | unimproved | POINT (-70.66521 -33.46507) |
| -11.620745 | unimproved | POINT (-70.66512 -33.46507) |
| -10.823111 | unimproved | POINT (-70.66503 -33.46507) |
| -10.187478 | unimproved | POINT (-70.66494 -33.46507) |
| -19.759240 | unimproved | POINT (-70.67114 -33.46498) |
| -20.242005 | unimproved | POINT (-70.67105 -33.46498) |
| -20.318566 | unimproved | POINT (-70.67096 -33.46498) |
| -20.650496 | unimproved | POINT (-70.67087 -33.46498) |
| -20.812552 | unimproved | POINT (-70.67078 -33.46498) |
| -20.742291 | unimproved | POINT (-70.67069 -33.46498) |
| -20.823902 | unimproved | POINT (-70.6706 -33.46498) |
| -21.058434 | unimproved | POINT (-70.67051 -33.46498) |
| -20.789599 | unimproved | POINT (-70.67042 -33.46498) |
| -19.853007 | unimproved | POINT (-70.67033 -33.46498) |
| -19.468082 | unimproved | POINT (-70.67024 -33.46498) |
| -19.489657 | unimproved | POINT (-70.67015 -33.46498) |
| -19.921997 | unimproved | POINT (-70.67006 -33.46498) |
| -19.701664 | unimproved | POINT (-70.66997 -33.46498) |
| -19.340957 | unimproved | POINT (-70.66988 -33.46498) |
| -19.280898 | unimproved | POINT (-70.66979 -33.46498) |
| -19.798942 | unimproved | POINT (-70.6697 -33.46498) |
| -20.839891 | unimproved | POINT (-70.66961 -33.46498) |
| -21.670870 | unimproved | POINT (-70.66952 -33.46498) |
| -22.338403 | unimproved | POINT (-70.66943 -33.46498) |
| -22.743231 | unimproved | POINT (-70.66934 -33.46498) |
| -22.697818 | unimproved | POINT (-70.66925 -33.46498) |
| -22.795592 | unimproved | POINT (-70.66916 -33.46498) |
| -22.603223 | unimproved | POINT (-70.66907 -33.46498) |
| -22.669791 | unimproved | POINT (-70.66898 -33.46498) |
| -22.825774 | unimproved | POINT (-70.66889 -33.46498) |
| -22.436576 | unimproved | POINT (-70.6688 -33.46498) |
| -22.252588 | unimproved | POINT (-70.66871 -33.46498) |
| -22.008018 | unimproved | POINT (-70.66862 -33.46498) |
| -21.981227 | unimproved | POINT (-70.66853 -33.46498) |
| -22.611479 | unimproved | POINT (-70.66754 -33.46498) |
| -22.690148 | unimproved | POINT (-70.66745 -33.46498) |
| -22.628645 | unimproved | POINT (-70.66736 -33.46498) |
| -22.695146 | unimproved | POINT (-70.66727 -33.46498) |
| -22.907261 | unimproved | POINT (-70.66718 -33.46498) |
| -22.617469 | unimproved | POINT (-70.66709 -33.46498) |
| -22.267060 | unimproved | POINT (-70.667 -33.46498) |
| -21.370200 | unimproved | POINT (-70.66692 -33.46498) |
| -21.198165 | unimproved | POINT (-70.66683 -33.46498) |
| -21.380802 | unimproved | POINT (-70.66674 -33.46498) |
| -21.801778 | unimproved | POINT (-70.66665 -33.46498) |
| -22.153509 | unimproved | POINT (-70.66656 -33.46498) |
| -21.585547 | unimproved | POINT (-70.66647 -33.46498) |
| -20.715823 | unimproved | POINT (-70.66638 -33.46498) |
| -20.309849 | unimproved | POINT (-70.66629 -33.46498) |
| -19.693592 | unimproved | POINT (-70.6662 -33.46498) |
| -18.854568 | unimproved | POINT (-70.66611 -33.46498) |
| -17.344501 | unimproved | POINT (-70.66602 -33.46498) |
| -15.923182 | unimproved | POINT (-70.66593 -33.46498) |
| -14.546756 | unimproved | POINT (-70.66584 -33.46498) |
| -14.235665 | unimproved | POINT (-70.66575 -33.46498) |
| -14.885371 | unimproved | POINT (-70.66566 -33.46498) |
| -14.716897 | unimproved | POINT (-70.66557 -33.46498) |
| -12.899335 | unimproved | POINT (-70.66548 -33.46498) |
| -11.118484 | unimproved | POINT (-70.66539 -33.46498) |
| -10.675146 | unimproved | POINT (-70.6653 -33.46498) |
| -11.495912 | unimproved | POINT (-70.66521 -33.46498) |
| -11.841461 | unimproved | POINT (-70.66512 -33.46498) |
| -11.247427 | unimproved | POINT (-70.66503 -33.46498) |
| -10.136709 | unimproved | POINT (-70.66494 -33.46498) |
| -19.933004 | unimproved | POINT (-70.67114 -33.46489) |
| -20.230284 | unimproved | POINT (-70.67105 -33.46489) |
| -20.410669 | unimproved | POINT (-70.67096 -33.46489) |
| -20.855689 | unimproved | POINT (-70.67087 -33.46489) |
| -20.984833 | unimproved | POINT (-70.67078 -33.46489) |
| -20.988371 | unimproved | POINT (-70.67069 -33.46489) |
| -20.560290 | unimproved | POINT (-70.6706 -33.46489) |
| -20.494853 | unimproved | POINT (-70.67051 -33.46489) |
| -20.167185 | unimproved | POINT (-70.67042 -33.46489) |
| -19.297678 | unimproved | POINT (-70.67033 -33.46489) |
| -19.158685 | unimproved | POINT (-70.67024 -33.46489) |
| -19.568689 | unimproved | POINT (-70.67015 -33.46489) |
| -20.123515 | unimproved | POINT (-70.67006 -33.46489) |
| -20.377553 | unimproved | POINT (-70.66997 -33.46489) |
| -20.218560 | unimproved | POINT (-70.66988 -33.46489) |
| -20.491600 | unimproved | POINT (-70.66979 -33.46489) |
| -21.223069 | unimproved | POINT (-70.6697 -33.46489) |
| -21.937041 | unimproved | POINT (-70.66961 -33.46489) |
| -22.681156 | unimproved | POINT (-70.66952 -33.46489) |
| -22.797335 | unimproved | POINT (-70.66943 -33.46489) |
| -23.248808 | unimproved | POINT (-70.66934 -33.46489) |
| -22.391421 | unimproved | POINT (-70.66925 -33.46489) |
| -22.095487 | unimproved | POINT (-70.66916 -33.46489) |
| -21.807666 | unimproved | POINT (-70.66907 -33.46489) |
| -21.455405 | unimproved | POINT (-70.66898 -33.46489) |
| -22.049585 | unimproved | POINT (-70.66889 -33.46489) |
| -21.649824 | unimproved | POINT (-70.6688 -33.46489) |
| -21.428441 | unimproved | POINT (-70.66871 -33.46489) |
| -21.532015 | unimproved | POINT (-70.66862 -33.46489) |
| -21.458509 | unimproved | POINT (-70.66853 -33.46489) |
| -23.099949 | unimproved | POINT (-70.66763 -33.46489) |
| -22.789152 | unimproved | POINT (-70.66754 -33.46489) |
| -22.880098 | unimproved | POINT (-70.66745 -33.46489) |
| -22.663350 | unimproved | POINT (-70.66736 -33.46489) |
| -22.819975 | unimproved | POINT (-70.66727 -33.46489) |
| -23.007902 | unimproved | POINT (-70.66718 -33.46489) |
| -22.700659 | unimproved | POINT (-70.66709 -33.46489) |
| -22.603589 | unimproved | POINT (-70.667 -33.46489) |
| -22.008112 | unimproved | POINT (-70.66692 -33.46489) |
| -22.023376 | unimproved | POINT (-70.66683 -33.46489) |
| -22.073844 | unimproved | POINT (-70.66674 -33.46489) |
| -22.330558 | unimproved | POINT (-70.66665 -33.46489) |
| -22.173908 | unimproved | POINT (-70.66656 -33.46489) |
| -21.233702 | unimproved | POINT (-70.66647 -33.46489) |
| -20.434907 | unimproved | POINT (-70.66638 -33.46489) |
| -19.800337 | unimproved | POINT (-70.66629 -33.46489) |
| -19.191664 | unimproved | POINT (-70.6662 -33.46489) |
| -18.560906 | unimproved | POINT (-70.66611 -33.46489) |
| -17.020895 | unimproved | POINT (-70.66602 -33.46489) |
| -15.737859 | unimproved | POINT (-70.66593 -33.46489) |
| -14.136041 | unimproved | POINT (-70.66584 -33.46489) |
| -13.378902 | unimproved | POINT (-70.66575 -33.46489) |
| -13.580314 | unimproved | POINT (-70.66566 -33.46489) |
| -14.044996 | unimproved | POINT (-70.66557 -33.46489) |
| -13.706472 | unimproved | POINT (-70.66548 -33.46489) |
| -12.949229 | unimproved | POINT (-70.66539 -33.46489) |
| -12.282780 | unimproved | POINT (-70.6653 -33.46489) |
| -12.391401 | unimproved | POINT (-70.66521 -33.46489) |
| -12.707422 | unimproved | POINT (-70.66512 -33.46489) |
| -12.507120 | unimproved | POINT (-70.66503 -33.46489) |
| -11.340834 | unimproved | POINT (-70.66494 -33.46489) |
| -20.125250 | unimproved | POINT (-70.67114 -33.4648) |
| -20.267995 | unimproved | POINT (-70.67105 -33.4648) |
| -20.335677 | unimproved | POINT (-70.67096 -33.4648) |
| -20.723789 | unimproved | POINT (-70.67087 -33.4648) |
| -20.884486 | unimproved | POINT (-70.67078 -33.4648) |
| -20.552971 | unimproved | POINT (-70.67069 -33.4648) |
| -20.256254 | unimproved | POINT (-70.6706 -33.4648) |
| -19.910955 | unimproved | POINT (-70.67051 -33.4648) |
| -19.653243 | unimproved | POINT (-70.67042 -33.4648) |
| -19.199055 | unimproved | POINT (-70.67033 -33.4648) |
| -19.334409 | unimproved | POINT (-70.67024 -33.4648) |
| -19.948557 | unimproved | POINT (-70.67015 -33.4648) |
| -20.571517 | unimproved | POINT (-70.67006 -33.4648) |
| -21.132140 | unimproved | POINT (-70.66997 -33.4648) |
| -21.188759 | unimproved | POINT (-70.66988 -33.4648) |
| -21.339298 | unimproved | POINT (-70.66979 -33.4648) |
| -22.233697 | unimproved | POINT (-70.6697 -33.4648) |
| -22.247583 | unimproved | POINT (-70.66961 -33.4648) |
| -22.488488 | unimproved | POINT (-70.66952 -33.4648) |
| -22.325678 | unimproved | POINT (-70.66943 -33.4648) |
| -22.269105 | unimproved | POINT (-70.66934 -33.4648) |
| -21.876502 | unimproved | POINT (-70.66925 -33.4648) |
| -21.679235 | unimproved | POINT (-70.66916 -33.4648) |
| -21.458057 | unimproved | POINT (-70.66907 -33.4648) |
| -21.355292 | unimproved | POINT (-70.66898 -33.4648) |
| -21.681786 | unimproved | POINT (-70.66889 -33.4648) |
| -21.793923 | unimproved | POINT (-70.6688 -33.4648) |
| -21.444682 | unimproved | POINT (-70.66871 -33.4648) |
| -21.382561 | unimproved | POINT (-70.66862 -33.4648) |
| -21.500580 | unimproved | POINT (-70.66853 -33.4648) |
| -21.690718 | unimproved | POINT (-70.66844 -33.4648) |
| -22.805055 | unimproved | POINT (-70.66763 -33.4648) |
| -22.887693 | unimproved | POINT (-70.66754 -33.4648) |
| -22.973636 | unimproved | POINT (-70.66745 -33.4648) |
| -23.041927 | unimproved | POINT (-70.66736 -33.4648) |
| -23.221553 | unimproved | POINT (-70.66727 -33.4648) |
| -23.225048 | unimproved | POINT (-70.66718 -33.4648) |
| -23.039261 | unimproved | POINT (-70.66709 -33.4648) |
| -22.740398 | unimproved | POINT (-70.667 -33.4648) |
| -22.410865 | unimproved | POINT (-70.66692 -33.4648) |
| -22.351878 | unimproved | POINT (-70.66683 -33.4648) |
| -22.244219 | unimproved | POINT (-70.66674 -33.4648) |
| -21.991043 | unimproved | POINT (-70.66665 -33.4648) |
| -21.689867 | unimproved | POINT (-70.66656 -33.4648) |
| -20.959893 | unimproved | POINT (-70.66647 -33.4648) |
| -20.061469 | unimproved | POINT (-70.66638 -33.4648) |
| -19.699695 | unimproved | POINT (-70.66629 -33.4648) |
| -19.173511 | unimproved | POINT (-70.6662 -33.4648) |
| -18.277013 | unimproved | POINT (-70.66611 -33.4648) |
| -16.801373 | unimproved | POINT (-70.66602 -33.4648) |
| -15.489590 | unimproved | POINT (-70.66593 -33.4648) |
| -13.914181 | unimproved | POINT (-70.66584 -33.4648) |
| -12.779144 | unimproved | POINT (-70.66575 -33.4648) |
| -12.880821 | unimproved | POINT (-70.66566 -33.4648) |
| -13.534462 | unimproved | POINT (-70.66557 -33.4648) |
| -13.809769 | unimproved | POINT (-70.66548 -33.4648) |
| -13.385978 | unimproved | POINT (-70.66539 -33.4648) |
| -13.024213 | unimproved | POINT (-70.6653 -33.4648) |
| -12.991984 | unimproved | POINT (-70.66521 -33.4648) |
| -13.192057 | unimproved | POINT (-70.66512 -33.4648) |
| -13.338945 | unimproved | POINT (-70.66503 -33.4648) |
| -12.858090 | unimproved | POINT (-70.66494 -33.4648) |
| -20.066071 | unimproved | POINT (-70.67114 -33.46471) |
| -20.316240 | unimproved | POINT (-70.67105 -33.46471) |
| -20.388661 | unimproved | POINT (-70.67096 -33.46471) |
| -20.918139 | unimproved | POINT (-70.67087 -33.46471) |
| -21.015900 | unimproved | POINT (-70.67078 -33.46471) |
| -20.555492 | unimproved | POINT (-70.67069 -33.46471) |
| -20.096918 | unimproved | POINT (-70.6706 -33.46471) |
| -19.774325 | unimproved | POINT (-70.67051 -33.46471) |
| -19.432888 | unimproved | POINT (-70.67042 -33.46471) |
| -19.258090 | unimproved | POINT (-70.67033 -33.46471) |
| -19.402005 | unimproved | POINT (-70.67024 -33.46471) |
| -19.818890 | unimproved | POINT (-70.67015 -33.46471) |
| -20.519964 | unimproved | POINT (-70.67006 -33.46471) |
| -21.101100 | unimproved | POINT (-70.66997 -33.46471) |
| -20.879337 | unimproved | POINT (-70.66988 -33.46471) |
| -21.203814 | unimproved | POINT (-70.66979 -33.46471) |
| -21.986082 | unimproved | POINT (-70.6697 -33.46471) |
| -21.712596 | unimproved | POINT (-70.66961 -33.46471) |
| -21.642761 | unimproved | POINT (-70.66952 -33.46471) |
| -21.481934 | unimproved | POINT (-70.66943 -33.46471) |
| -21.393881 | unimproved | POINT (-70.66934 -33.46471) |
| -21.533477 | unimproved | POINT (-70.66925 -33.46471) |
| -21.482410 | unimproved | POINT (-70.66916 -33.46471) |
| -21.398174 | unimproved | POINT (-70.66907 -33.46471) |
| -21.356871 | unimproved | POINT (-70.66898 -33.46471) |
| -21.585541 | unimproved | POINT (-70.66889 -33.46471) |
| -21.784819 | unimproved | POINT (-70.6688 -33.46471) |
| -21.765494 | unimproved | POINT (-70.66871 -33.46471) |
| -21.673597 | unimproved | POINT (-70.66862 -33.46471) |
| -21.963700 | unimproved | POINT (-70.66853 -33.46471) |
| -21.884842 | unimproved | POINT (-70.66844 -33.46471) |
| -22.136086 | unimproved | POINT (-70.66772 -33.46471) |
| -22.415215 | unimproved | POINT (-70.66763 -33.46471) |
| -22.264079 | unimproved | POINT (-70.66754 -33.46471) |
| -22.454957 | unimproved | POINT (-70.66745 -33.46471) |
| -22.921711 | unimproved | POINT (-70.66736 -33.46471) |
| -22.991111 | unimproved | POINT (-70.66727 -33.46471) |
| -23.333640 | unimproved | POINT (-70.66718 -33.46471) |
| -23.058603 | unimproved | POINT (-70.66709 -33.46471) |
| -22.459146 | unimproved | POINT (-70.667 -33.46471) |
| -21.846005 | unimproved | POINT (-70.66692 -33.46471) |
| -21.689959 | unimproved | POINT (-70.66683 -33.46471) |
| -21.531730 | unimproved | POINT (-70.66674 -33.46471) |
| -21.342680 | unimproved | POINT (-70.66665 -33.46471) |
| -21.514850 | unimproved | POINT (-70.66656 -33.46471) |
| -20.889302 | unimproved | POINT (-70.66647 -33.46471) |
| -19.862731 | unimproved | POINT (-70.66638 -33.46471) |
| -19.722509 | unimproved | POINT (-70.66629 -33.46471) |
| -19.004316 | unimproved | POINT (-70.6662 -33.46471) |
| -17.948329 | unimproved | POINT (-70.66611 -33.46471) |
| -16.909555 | unimproved | POINT (-70.66602 -33.46471) |
| -15.948437 | unimproved | POINT (-70.66593 -33.46471) |
| -14.675490 | unimproved | POINT (-70.66584 -33.46471) |
| -13.443725 | unimproved | POINT (-70.66575 -33.46471) |
| -13.473034 | unimproved | POINT (-70.66566 -33.46471) |
| -13.167640 | unimproved | POINT (-70.66557 -33.46471) |
| -12.115531 | unimproved | POINT (-70.66548 -33.46471) |
| -11.181491 | unimproved | POINT (-70.66539 -33.46471) |
| -11.439027 | unimproved | POINT (-70.6653 -33.46471) |
| -12.616083 | unimproved | POINT (-70.66521 -33.46471) |
| -13.567365 | unimproved | POINT (-70.66512 -33.46471) |
| -13.730463 | unimproved | POINT (-70.66503 -33.46471) |
| -13.505823 | unimproved | POINT (-70.66494 -33.46471) |
| -19.522655 | unimproved | POINT (-70.67114 -33.46462) |
| -19.837117 | unimproved | POINT (-70.67105 -33.46462) |
| -20.502315 | unimproved | POINT (-70.67096 -33.46462) |
| -20.946567 | unimproved | POINT (-70.67087 -33.46462) |
| -21.060406 | unimproved | POINT (-70.67078 -33.46462) |
| -20.717895 | unimproved | POINT (-70.67069 -33.46462) |
| -20.293155 | unimproved | POINT (-70.6706 -33.46462) |
| -19.656275 | unimproved | POINT (-70.67051 -33.46462) |
| -19.146410 | unimproved | POINT (-70.67042 -33.46462) |
| -18.887088 | unimproved | POINT (-70.67033 -33.46462) |
| -19.123516 | unimproved | POINT (-70.67024 -33.46462) |
| -19.893749 | unimproved | POINT (-70.67015 -33.46462) |
| -20.316874 | unimproved | POINT (-70.67006 -33.46462) |
| -21.121999 | unimproved | POINT (-70.66997 -33.46462) |
| -20.997186 | unimproved | POINT (-70.66988 -33.46462) |
| -21.124627 | unimproved | POINT (-70.66979 -33.46462) |
| -21.853566 | unimproved | POINT (-70.6697 -33.46462) |
| -21.735085 | unimproved | POINT (-70.66961 -33.46462) |
| -21.664409 | unimproved | POINT (-70.66952 -33.46462) |
| -21.462946 | unimproved | POINT (-70.66943 -33.46462) |
| -21.576575 | unimproved | POINT (-70.66934 -33.46462) |
| -21.540798 | unimproved | POINT (-70.66925 -33.46462) |
| -21.540664 | unimproved | POINT (-70.66916 -33.46462) |
| -21.394473 | unimproved | POINT (-70.66907 -33.46462) |
| -21.397106 | unimproved | POINT (-70.66898 -33.46462) |
| -21.543457 | unimproved | POINT (-70.66889 -33.46462) |
| -21.449991 | unimproved | POINT (-70.6688 -33.46462) |
| -21.356249 | unimproved | POINT (-70.66871 -33.46462) |
| -21.393793 | unimproved | POINT (-70.66862 -33.46462) |
| -22.080005 | unimproved | POINT (-70.66853 -33.46462) |
| -21.786874 | unimproved | POINT (-70.66844 -33.46462) |
| -21.259191 | unimproved | POINT (-70.66835 -33.46462) |
| -21.880616 | unimproved | POINT (-70.66781 -33.46462) |
| -21.980620 | unimproved | POINT (-70.66772 -33.46462) |
| -22.235683 | unimproved | POINT (-70.66763 -33.46462) |
| -21.934908 | unimproved | POINT (-70.66754 -33.46462) |
| -22.181414 | unimproved | POINT (-70.66745 -33.46462) |
| -22.573150 | unimproved | POINT (-70.66736 -33.46462) |
| -22.510998 | unimproved | POINT (-70.66727 -33.46462) |
| -22.914609 | unimproved | POINT (-70.66718 -33.46462) |
| -22.733867 | unimproved | POINT (-70.66709 -33.46462) |
| -22.472729 | unimproved | POINT (-70.667 -33.46462) |
| -22.067117 | unimproved | POINT (-70.66692 -33.46462) |
| -21.722667 | unimproved | POINT (-70.66683 -33.46462) |
| -21.401251 | unimproved | POINT (-70.66674 -33.46462) |
| -21.278144 | unimproved | POINT (-70.66665 -33.46462) |
| -21.408905 | unimproved | POINT (-70.66656 -33.46462) |
| -20.767525 | unimproved | POINT (-70.66647 -33.46462) |
| -19.736248 | unimproved | POINT (-70.66638 -33.46462) |
| -19.445911 | unimproved | POINT (-70.66629 -33.46462) |
| -18.772958 | unimproved | POINT (-70.6662 -33.46462) |
| -17.791110 | unimproved | POINT (-70.66611 -33.46462) |
| -17.052593 | unimproved | POINT (-70.66602 -33.46462) |
| -16.423476 | unimproved | POINT (-70.66593 -33.46462) |
| -15.819375 | unimproved | POINT (-70.66584 -33.46462) |
| -14.833532 | unimproved | POINT (-70.66575 -33.46462) |
| -14.164812 | unimproved | POINT (-70.66566 -33.46462) |
| -12.614847 | unimproved | POINT (-70.66557 -33.46462) |
| -10.740741 | unimproved | POINT (-70.66548 -33.46462) |
| -9.727509 | unimproved | POINT (-70.66539 -33.46462) |
| -10.500303 | unimproved | POINT (-70.6653 -33.46462) |
| -12.492673 | unimproved | POINT (-70.66521 -33.46462) |
| -13.924263 | unimproved | POINT (-70.66512 -33.46462) |
| -14.063417 | unimproved | POINT (-70.66503 -33.46462) |
| -13.612043 | unimproved | POINT (-70.66494 -33.46462) |
| -18.973260 | unimproved | POINT (-70.67114 -33.46453) |
| -19.245479 | unimproved | POINT (-70.67105 -33.46453) |
| -20.059790 | unimproved | POINT (-70.67096 -33.46453) |
| -20.322541 | unimproved | POINT (-70.67087 -33.46453) |
| -20.642164 | unimproved | POINT (-70.67078 -33.46453) |
| -20.230784 | unimproved | POINT (-70.67069 -33.46453) |
| -20.219264 | unimproved | POINT (-70.6706 -33.46453) |
| -19.594032 | unimproved | POINT (-70.67051 -33.46453) |
| -18.880148 | unimproved | POINT (-70.67042 -33.46453) |
| -18.708008 | unimproved | POINT (-70.67033 -33.46453) |
| -19.431582 | unimproved | POINT (-70.67024 -33.46453) |
| -20.485674 | unimproved | POINT (-70.67015 -33.46453) |
| -20.824000 | unimproved | POINT (-70.67006 -33.46453) |
| -21.328746 | unimproved | POINT (-70.66997 -33.46453) |
| -21.579490 | unimproved | POINT (-70.66988 -33.46453) |
| -21.913452 | unimproved | POINT (-70.66979 -33.46453) |
| -21.722683 | unimproved | POINT (-70.6697 -33.46453) |
| -21.687064 | unimproved | POINT (-70.66961 -33.46453) |
| -21.705752 | unimproved | POINT (-70.66952 -33.46453) |
| -21.697272 | unimproved | POINT (-70.66943 -33.46453) |
| -22.080453 | unimproved | POINT (-70.66934 -33.46453) |
| -21.997323 | unimproved | POINT (-70.66925 -33.46453) |
| -22.010696 | unimproved | POINT (-70.66916 -33.46453) |
| -21.667418 | unimproved | POINT (-70.66907 -33.46453) |
| -21.435109 | unimproved | POINT (-70.66898 -33.46453) |
| -21.467898 | unimproved | POINT (-70.66889 -33.46453) |
| -20.700239 | unimproved | POINT (-70.6688 -33.46453) |
| -20.223977 | unimproved | POINT (-70.66871 -33.46453) |
| -20.613281 | unimproved | POINT (-70.66862 -33.46453) |
| -21.261923 | unimproved | POINT (-70.66853 -33.46453) |
| -21.105714 | unimproved | POINT (-70.66844 -33.46453) |
| -21.062194 | unimproved | POINT (-70.66835 -33.46453) |
| -22.132439 | unimproved | POINT (-70.66781 -33.46453) |
| -22.284198 | unimproved | POINT (-70.66772 -33.46453) |
| -22.589622 | unimproved | POINT (-70.66763 -33.46453) |
| -22.173211 | unimproved | POINT (-70.66754 -33.46453) |
| -21.797088 | unimproved | POINT (-70.66745 -33.46453) |
| -21.750364 | unimproved | POINT (-70.66736 -33.46453) |
| -21.784374 | unimproved | POINT (-70.66727 -33.46453) |
| -22.031675 | unimproved | POINT (-70.66718 -33.46453) |
| -22.314344 | unimproved | POINT (-70.66709 -33.46453) |
| -22.899211 | unimproved | POINT (-70.667 -33.46453) |
| -22.678643 | unimproved | POINT (-70.66692 -33.46453) |
| -22.260096 | unimproved | POINT (-70.66683 -33.46453) |
| -21.512266 | unimproved | POINT (-70.66674 -33.46453) |
| -21.386740 | unimproved | POINT (-70.66665 -33.46453) |
| -21.399529 | unimproved | POINT (-70.66656 -33.46453) |
| -20.704509 | unimproved | POINT (-70.66647 -33.46453) |
| -19.499650 | unimproved | POINT (-70.66638 -33.46453) |
| -19.410705 | unimproved | POINT (-70.66629 -33.46453) |
| -18.857041 | unimproved | POINT (-70.6662 -33.46453) |
| -18.107029 | unimproved | POINT (-70.66611 -33.46453) |
| -17.305663 | unimproved | POINT (-70.66602 -33.46453) |
| -16.582017 | unimproved | POINT (-70.66593 -33.46453) |
| -16.111050 | unimproved | POINT (-70.66584 -33.46453) |
| -15.886407 | unimproved | POINT (-70.66575 -33.46453) |
| -14.476916 | unimproved | POINT (-70.66566 -33.46453) |
| -12.199770 | unimproved | POINT (-70.66557 -33.46453) |
| -10.959312 | unimproved | POINT (-70.66548 -33.46453) |
| -10.287231 | unimproved | POINT (-70.66539 -33.46453) |
| -11.031754 | unimproved | POINT (-70.6653 -33.46453) |
| -12.930353 | unimproved | POINT (-70.66521 -33.46453) |
| -14.066146 | unimproved | POINT (-70.66512 -33.46453) |
| -14.092714 | unimproved | POINT (-70.66503 -33.46453) |
| -13.764188 | unimproved | POINT (-70.66494 -33.46453) |
| -18.060010 | unimproved | POINT (-70.67114 -33.46445) |
| -18.485181 | unimproved | POINT (-70.67105 -33.46445) |
| -19.168977 | unimproved | POINT (-70.67096 -33.46445) |
| -19.725875 | unimproved | POINT (-70.67087 -33.46445) |
| -20.345536 | unimproved | POINT (-70.67078 -33.46445) |
| -20.151637 | unimproved | POINT (-70.67069 -33.46445) |
| -20.158116 | unimproved | POINT (-70.6706 -33.46445) |
| -20.029456 | unimproved | POINT (-70.67051 -33.46445) |
| -19.165381 | unimproved | POINT (-70.67042 -33.46445) |
| -19.253444 | unimproved | POINT (-70.67033 -33.46445) |
| -20.249248 | unimproved | POINT (-70.67024 -33.46445) |
| -20.933735 | unimproved | POINT (-70.67015 -33.46445) |
| -21.042579 | unimproved | POINT (-70.67006 -33.46445) |
| -21.278951 | unimproved | POINT (-70.66997 -33.46445) |
| -21.690218 | unimproved | POINT (-70.66988 -33.46445) |
| -22.115459 | unimproved | POINT (-70.66979 -33.46445) |
| -21.985892 | unimproved | POINT (-70.6697 -33.46445) |
| -21.626194 | unimproved | POINT (-70.66961 -33.46445) |
| -21.628398 | unimproved | POINT (-70.66952 -33.46445) |
| -21.791826 | unimproved | POINT (-70.66943 -33.46445) |
| -22.032266 | unimproved | POINT (-70.66934 -33.46445) |
| -22.043781 | unimproved | POINT (-70.66925 -33.46445) |
| -22.079914 | unimproved | POINT (-70.66916 -33.46445) |
| -21.519103 | unimproved | POINT (-70.66907 -33.46445) |
| -20.961125 | unimproved | POINT (-70.66898 -33.46445) |
| -20.617149 | unimproved | POINT (-70.66889 -33.46445) |
| -19.837471 | unimproved | POINT (-70.6688 -33.46445) |
| -19.573352 | unimproved | POINT (-70.66871 -33.46445) |
| -19.900907 | unimproved | POINT (-70.66862 -33.46445) |
| -20.214199 | unimproved | POINT (-70.66853 -33.46445) |
| -19.981429 | unimproved | POINT (-70.66844 -33.46445) |
| -20.356915 | unimproved | POINT (-70.66835 -33.46445) |
| -20.480522 | unimproved | POINT (-70.66826 -33.46445) |
| -21.293468 | unimproved | POINT (-70.6679 -33.46445) |
| -21.745691 | unimproved | POINT (-70.66781 -33.46445) |
| -22.157609 | unimproved | POINT (-70.66772 -33.46445) |
| -22.527244 | unimproved | POINT (-70.66763 -33.46445) |
| -22.175231 | unimproved | POINT (-70.66754 -33.46445) |
| -21.710567 | unimproved | POINT (-70.66745 -33.46445) |
| -22.002849 | unimproved | POINT (-70.66736 -33.46445) |
| -22.003969 | unimproved | POINT (-70.66727 -33.46445) |
| -21.823805 | unimproved | POINT (-70.66718 -33.46445) |
| -22.176819 | unimproved | POINT (-70.66709 -33.46445) |
| -22.588676 | unimproved | POINT (-70.667 -33.46445) |
| -22.688244 | unimproved | POINT (-70.66692 -33.46445) |
| -22.103077 | unimproved | POINT (-70.66683 -33.46445) |
| -21.612812 | unimproved | POINT (-70.66674 -33.46445) |
| -21.725678 | unimproved | POINT (-70.66665 -33.46445) |
| -21.823495 | unimproved | POINT (-70.66656 -33.46445) |
| -20.791417 | unimproved | POINT (-70.66647 -33.46445) |
| -19.680178 | unimproved | POINT (-70.66638 -33.46445) |
| -19.439991 | unimproved | POINT (-70.66629 -33.46445) |
| -19.053679 | unimproved | POINT (-70.6662 -33.46445) |
| -18.494508 | unimproved | POINT (-70.66611 -33.46445) |
| -17.349669 | unimproved | POINT (-70.66602 -33.46445) |
| -16.401099 | unimproved | POINT (-70.66593 -33.46445) |
| -16.160400 | unimproved | POINT (-70.66584 -33.46445) |
| -16.009555 | unimproved | POINT (-70.66575 -33.46445) |
| -14.995411 | unimproved | POINT (-70.66566 -33.46445) |
| -13.223139 | unimproved | POINT (-70.66557 -33.46445) |
| -12.528858 | unimproved | POINT (-70.66548 -33.46445) |
| -12.153782 | unimproved | POINT (-70.66539 -33.46445) |
| -12.646328 | unimproved | POINT (-70.6653 -33.46445) |
| -13.596341 | unimproved | POINT (-70.66521 -33.46445) |
| -14.342614 | unimproved | POINT (-70.66512 -33.46445) |
| -14.209575 | unimproved | POINT (-70.66503 -33.46445) |
| -13.721014 | unimproved | POINT (-70.66494 -33.46445) |
| -17.178200 | unimproved | POINT (-70.67114 -33.46436) |
| -17.684586 | unimproved | POINT (-70.67105 -33.46436) |
| -18.794325 | unimproved | POINT (-70.67096 -33.46436) |
| -19.476956 | unimproved | POINT (-70.67087 -33.46436) |
| -20.515458 | unimproved | POINT (-70.67078 -33.46436) |
| -20.612447 | unimproved | POINT (-70.67069 -33.46436) |
| -20.525478 | unimproved | POINT (-70.6706 -33.46436) |
| -20.757082 | unimproved | POINT (-70.67051 -33.46436) |
| -20.117384 | unimproved | POINT (-70.67042 -33.46436) |
| -20.128759 | unimproved | POINT (-70.67033 -33.46436) |
| -20.977100 | unimproved | POINT (-70.67024 -33.46436) |
| -21.568735 | unimproved | POINT (-70.67015 -33.46436) |
| -21.485235 | unimproved | POINT (-70.67006 -33.46436) |
| -21.479246 | unimproved | POINT (-70.66997 -33.46436) |
| -21.862963 | unimproved | POINT (-70.66988 -33.46436) |
| -22.182036 | unimproved | POINT (-70.66979 -33.46436) |
| -21.922511 | unimproved | POINT (-70.6697 -33.46436) |
| -21.629663 | unimproved | POINT (-70.66961 -33.46436) |
| -22.121074 | unimproved | POINT (-70.66952 -33.46436) |
| -22.036517 | unimproved | POINT (-70.66943 -33.46436) |
| -21.590431 | unimproved | POINT (-70.66934 -33.46436) |
| -21.296494 | unimproved | POINT (-70.66925 -33.46436) |
| -20.955034 | unimproved | POINT (-70.66916 -33.46436) |
| -20.631460 | unimproved | POINT (-70.66907 -33.46436) |
| -20.108100 | unimproved | POINT (-70.66898 -33.46436) |
| -19.930363 | unimproved | POINT (-70.66889 -33.46436) |
| -19.588284 | unimproved | POINT (-70.6688 -33.46436) |
| -19.375947 | unimproved | POINT (-70.66871 -33.46436) |
| -19.394853 | unimproved | POINT (-70.66862 -33.46436) |
| -19.295837 | unimproved | POINT (-70.66853 -33.46436) |
| -19.151095 | unimproved | POINT (-70.66844 -33.46436) |
| -19.536556 | unimproved | POINT (-70.66835 -33.46436) |
| -19.637669 | unimproved | POINT (-70.66826 -33.46436) |
| -20.846866 | unimproved | POINT (-70.6679 -33.46436) |
| -21.066922 | unimproved | POINT (-70.66781 -33.46436) |
| -21.620765 | unimproved | POINT (-70.66772 -33.46436) |
| -21.895920 | unimproved | POINT (-70.66763 -33.46436) |
| -21.910825 | unimproved | POINT (-70.66754 -33.46436) |
| -22.068943 | unimproved | POINT (-70.66745 -33.46436) |
| -22.149840 | unimproved | POINT (-70.66736 -33.46436) |
| -22.131589 | unimproved | POINT (-70.66727 -33.46436) |
| -22.169288 | unimproved | POINT (-70.66718 -33.46436) |
| -22.097299 | unimproved | POINT (-70.66709 -33.46436) |
| -22.065801 | unimproved | POINT (-70.667 -33.46436) |
| -22.136088 | unimproved | POINT (-70.66692 -33.46436) |
| -22.286915 | unimproved | POINT (-70.66683 -33.46436) |
| -22.137974 | unimproved | POINT (-70.66674 -33.46436) |
| -22.466554 | unimproved | POINT (-70.66665 -33.46436) |
| -22.069086 | unimproved | POINT (-70.66656 -33.46436) |
| -20.733933 | unimproved | POINT (-70.66647 -33.46436) |
| -19.863789 | unimproved | POINT (-70.66638 -33.46436) |
| -19.412855 | unimproved | POINT (-70.66629 -33.46436) |
| -19.106534 | unimproved | POINT (-70.6662 -33.46436) |
| -18.321452 | unimproved | POINT (-70.66611 -33.46436) |
| -17.004339 | unimproved | POINT (-70.66602 -33.46436) |
| -15.925519 | unimproved | POINT (-70.66593 -33.46436) |
| -15.623770 | unimproved | POINT (-70.66584 -33.46436) |
| -15.561559 | unimproved | POINT (-70.66575 -33.46436) |
| -15.454805 | unimproved | POINT (-70.66566 -33.46436) |
| -15.096826 | unimproved | POINT (-70.66557 -33.46436) |
| -14.374988 | unimproved | POINT (-70.66548 -33.46436) |
| -13.735596 | unimproved | POINT (-70.66539 -33.46436) |
| -13.923053 | unimproved | POINT (-70.6653 -33.46436) |
| -14.155148 | unimproved | POINT (-70.66521 -33.46436) |
| -14.242066 | unimproved | POINT (-70.66512 -33.46436) |
| -13.715528 | unimproved | POINT (-70.66503 -33.46436) |
| -13.324507 | unimproved | POINT (-70.66494 -33.46436) |
| -17.077152 | unimproved | POINT (-70.67114 -33.46427) |
| -17.612275 | unimproved | POINT (-70.67105 -33.46427) |
| -19.054063 | unimproved | POINT (-70.67096 -33.46427) |
| -19.729789 | unimproved | POINT (-70.67087 -33.46427) |
| -20.508260 | unimproved | POINT (-70.67078 -33.46427) |
| -21.029639 | unimproved | POINT (-70.67069 -33.46427) |
| -20.945955 | unimproved | POINT (-70.6706 -33.46427) |
| -21.101735 | unimproved | POINT (-70.67051 -33.46427) |
| -20.977178 | unimproved | POINT (-70.67042 -33.46427) |
| -21.417439 | unimproved | POINT (-70.67033 -33.46427) |
| -21.437342 | unimproved | POINT (-70.67024 -33.46427) |
| -21.503351 | unimproved | POINT (-70.67015 -33.46427) |
| -21.468683 | unimproved | POINT (-70.67006 -33.46427) |
| -21.585350 | unimproved | POINT (-70.66997 -33.46427) |
| -21.797193 | unimproved | POINT (-70.66988 -33.46427) |
| -21.782427 | unimproved | POINT (-70.66979 -33.46427) |
| -21.645470 | unimproved | POINT (-70.6697 -33.46427) |
| -21.480623 | unimproved | POINT (-70.66961 -33.46427) |
| -21.480197 | unimproved | POINT (-70.66952 -33.46427) |
| -21.106014 | unimproved | POINT (-70.66943 -33.46427) |
| -20.871377 | unimproved | POINT (-70.66934 -33.46427) |
| -20.628077 | unimproved | POINT (-70.66925 -33.46427) |
| -20.239692 | unimproved | POINT (-70.66916 -33.46427) |
| -19.952882 | unimproved | POINT (-70.66907 -33.46427) |
| -19.525661 | unimproved | POINT (-70.66898 -33.46427) |
| -19.657494 | unimproved | POINT (-70.66889 -33.46427) |
| -19.497556 | unimproved | POINT (-70.6688 -33.46427) |
| -19.631339 | unimproved | POINT (-70.66871 -33.46427) |
| -19.329270 | unimproved | POINT (-70.66862 -33.46427) |
| -19.042237 | unimproved | POINT (-70.66853 -33.46427) |
| -18.884092 | unimproved | POINT (-70.66844 -33.46427) |
| -19.074973 | unimproved | POINT (-70.66835 -33.46427) |
| -19.281813 | unimproved | POINT (-70.66826 -33.46427) |
| -19.516036 | unimproved | POINT (-70.66817 -33.46427) |
| -20.556752 | unimproved | POINT (-70.66799 -33.46427) |
| -21.152707 | unimproved | POINT (-70.6679 -33.46427) |
| -21.089434 | unimproved | POINT (-70.66781 -33.46427) |
| -21.218068 | unimproved | POINT (-70.66772 -33.46427) |
| -21.545324 | unimproved | POINT (-70.66763 -33.46427) |
| -21.782162 | unimproved | POINT (-70.66754 -33.46427) |
| -22.090241 | unimproved | POINT (-70.66745 -33.46427) |
| -22.313302 | unimproved | POINT (-70.66736 -33.46427) |
| -21.951426 | unimproved | POINT (-70.66727 -33.46427) |
| -21.746250 | unimproved | POINT (-70.66718 -33.46427) |
| -21.485072 | unimproved | POINT (-70.66709 -33.46427) |
| -21.164234 | unimproved | POINT (-70.667 -33.46427) |
| -21.526156 | unimproved | POINT (-70.66692 -33.46427) |
| -21.993425 | unimproved | POINT (-70.66683 -33.46427) |
| -22.369015 | unimproved | POINT (-70.66674 -33.46427) |
| -22.392243 | unimproved | POINT (-70.66665 -33.46427) |
| -21.597228 | unimproved | POINT (-70.66656 -33.46427) |
| -20.532822 | unimproved | POINT (-70.66647 -33.46427) |
| -19.653786 | unimproved | POINT (-70.66638 -33.46427) |
| -19.203725 | unimproved | POINT (-70.66629 -33.46427) |
| -18.870618 | unimproved | POINT (-70.6662 -33.46427) |
| -18.032579 | unimproved | POINT (-70.66611 -33.46427) |
| -16.685846 | unimproved | POINT (-70.66602 -33.46427) |
| -15.650131 | unimproved | POINT (-70.66593 -33.46427) |
| -14.825001 | unimproved | POINT (-70.66584 -33.46427) |
| -14.229963 | unimproved | POINT (-70.66575 -33.46427) |
| -14.265868 | unimproved | POINT (-70.66566 -33.46427) |
| -14.622257 | unimproved | POINT (-70.66557 -33.46427) |
| -14.154581 | unimproved | POINT (-70.66548 -33.46427) |
| -13.708035 | unimproved | POINT (-70.66539 -33.46427) |
| -13.802666 | unimproved | POINT (-70.6653 -33.46427) |
| -13.562446 | unimproved | POINT (-70.66521 -33.46427) |
| -13.136196 | unimproved | POINT (-70.66512 -33.46427) |
| -12.063140 | unimproved | POINT (-70.66503 -33.46427) |
| -11.375384 | unimproved | POINT (-70.66494 -33.46427) |
| -16.704034 | unimproved | POINT (-70.67114 -33.46418) |
| -17.577258 | unimproved | POINT (-70.67105 -33.46418) |
| -19.301505 | unimproved | POINT (-70.67096 -33.46418) |
| -20.033887 | unimproved | POINT (-70.67087 -33.46418) |
| -20.538883 | unimproved | POINT (-70.67078 -33.46418) |
| -20.693539 | unimproved | POINT (-70.67069 -33.46418) |
| -20.792752 | unimproved | POINT (-70.6706 -33.46418) |
| -20.909338 | unimproved | POINT (-70.67051 -33.46418) |
| -21.217014 | unimproved | POINT (-70.67042 -33.46418) |
| -21.942238 | unimproved | POINT (-70.67033 -33.46418) |
| -21.992321 | unimproved | POINT (-70.67024 -33.46418) |
| -21.522780 | unimproved | POINT (-70.67015 -33.46418) |
| -21.526221 | unimproved | POINT (-70.67006 -33.46418) |
| -21.675888 | unimproved | POINT (-70.66997 -33.46418) |
| -21.772651 | unimproved | POINT (-70.66988 -33.46418) |
| -21.518453 | unimproved | POINT (-70.66979 -33.46418) |
| -21.551857 | unimproved | POINT (-70.6697 -33.46418) |
| -21.276054 | unimproved | POINT (-70.66961 -33.46418) |
| -20.909347 | unimproved | POINT (-70.66952 -33.46418) |
| -20.493596 | unimproved | POINT (-70.66943 -33.46418) |
| -20.278973 | unimproved | POINT (-70.66934 -33.46418) |
| -20.081645 | unimproved | POINT (-70.66925 -33.46418) |
| -19.977843 | unimproved | POINT (-70.66916 -33.46418) |
| -19.594549 | unimproved | POINT (-70.66907 -33.46418) |
| -19.098650 | unimproved | POINT (-70.66898 -33.46418) |
| -18.719078 | unimproved | POINT (-70.66889 -33.46418) |
| -18.741639 | unimproved | POINT (-70.6688 -33.46418) |
| -19.179140 | unimproved | POINT (-70.66871 -33.46418) |
| -19.191448 | unimproved | POINT (-70.66862 -33.46418) |
| -18.863807 | unimproved | POINT (-70.66853 -33.46418) |
| -18.761904 | unimproved | POINT (-70.66844 -33.46418) |
| -18.970926 | unimproved | POINT (-70.66835 -33.46418) |
| -19.221884 | unimproved | POINT (-70.66826 -33.46418) |
| -19.273028 | unimproved | POINT (-70.66817 -33.46418) |
| -19.769567 | unimproved | POINT (-70.66808 -33.46418) |
| -20.300778 | unimproved | POINT (-70.66799 -33.46418) |
| -20.893630 | unimproved | POINT (-70.6679 -33.46418) |
| -21.227963 | unimproved | POINT (-70.66781 -33.46418) |
| -21.202939 | unimproved | POINT (-70.66772 -33.46418) |
| -21.434781 | unimproved | POINT (-70.66763 -33.46418) |
| -21.508531 | unimproved | POINT (-70.66754 -33.46418) |
| -22.040539 | unimproved | POINT (-70.66745 -33.46418) |
| -21.705355 | unimproved | POINT (-70.66736 -33.46418) |
| -21.211123 | unimproved | POINT (-70.66727 -33.46418) |
| -21.117124 | unimproved | POINT (-70.66718 -33.46418) |
| -21.293008 | unimproved | POINT (-70.66709 -33.46418) |
| -21.047134 | unimproved | POINT (-70.667 -33.46418) |
| -21.326873 | unimproved | POINT (-70.66692 -33.46418) |
| -21.933890 | unimproved | POINT (-70.66683 -33.46418) |
| -22.477019 | unimproved | POINT (-70.66674 -33.46418) |
| -22.540635 | unimproved | POINT (-70.66665 -33.46418) |
| -21.668004 | unimproved | POINT (-70.66656 -33.46418) |
| -20.501117 | unimproved | POINT (-70.66647 -33.46418) |
| -19.639391 | unimproved | POINT (-70.66638 -33.46418) |
| -19.040888 | unimproved | POINT (-70.66629 -33.46418) |
| -19.051126 | unimproved | POINT (-70.6662 -33.46418) |
| -18.067959 | unimproved | POINT (-70.66611 -33.46418) |
| -16.598215 | unimproved | POINT (-70.66602 -33.46418) |
| -15.356076 | unimproved | POINT (-70.66593 -33.46418) |
| -14.492715 | unimproved | POINT (-70.66584 -33.46418) |
| -13.973581 | unimproved | POINT (-70.66575 -33.46418) |
| -13.946642 | unimproved | POINT (-70.66566 -33.46418) |
| -13.675231 | unimproved | POINT (-70.66557 -33.46418) |
| -12.707941 | unimproved | POINT (-70.66548 -33.46418) |
| -12.295273 | unimproved | POINT (-70.66539 -33.46418) |
| -12.865156 | unimproved | POINT (-70.6653 -33.46418) |
| -12.933769 | unimproved | POINT (-70.66521 -33.46418) |
| -12.066304 | unimproved | POINT (-70.66512 -33.46418) |
| -10.216999 | unimproved | POINT (-70.66503 -33.46418) |
| -7.875804 | unimproved | POINT (-70.66494 -33.46418) |
| -16.663268 | unimproved | POINT (-70.67114 -33.46409) |
| -18.072566 | unimproved | POINT (-70.67105 -33.46409) |
| -19.634731 | unimproved | POINT (-70.67096 -33.46409) |
| -20.706504 | unimproved | POINT (-70.67087 -33.46409) |
| -20.816458 | unimproved | POINT (-70.67078 -33.46409) |
| -20.857800 | unimproved | POINT (-70.67069 -33.46409) |
| -20.808457 | unimproved | POINT (-70.6706 -33.46409) |
| -20.790469 | unimproved | POINT (-70.67051 -33.46409) |
| -21.192844 | unimproved | POINT (-70.67042 -33.46409) |
| -22.142660 | unimproved | POINT (-70.67033 -33.46409) |
| -22.129341 | unimproved | POINT (-70.67024 -33.46409) |
| -21.931699 | unimproved | POINT (-70.67015 -33.46409) |
| -21.801318 | unimproved | POINT (-70.67006 -33.46409) |
| -21.588871 | unimproved | POINT (-70.66997 -33.46409) |
| -21.734863 | unimproved | POINT (-70.66988 -33.46409) |
| -21.265325 | unimproved | POINT (-70.66979 -33.46409) |
| -21.096827 | unimproved | POINT (-70.6697 -33.46409) |
| -20.902004 | unimproved | POINT (-70.66961 -33.46409) |
| -20.666639 | unimproved | POINT (-70.66952 -33.46409) |
| -20.433239 | unimproved | POINT (-70.66943 -33.46409) |
| -20.405724 | unimproved | POINT (-70.66934 -33.46409) |
| -20.123604 | unimproved | POINT (-70.66925 -33.46409) |
| -19.878929 | unimproved | POINT (-70.66916 -33.46409) |
| -18.740267 | unimproved | POINT (-70.66907 -33.46409) |
| -17.909977 | unimproved | POINT (-70.66898 -33.46409) |
| -17.372324 | unimproved | POINT (-70.66889 -33.46409) |
| -17.431978 | unimproved | POINT (-70.6688 -33.46409) |
| -18.315740 | unimproved | POINT (-70.66871 -33.46409) |
| -18.873733 | unimproved | POINT (-70.66862 -33.46409) |
| -18.759087 | unimproved | POINT (-70.66853 -33.46409) |
| -18.810878 | unimproved | POINT (-70.66844 -33.46409) |
| -18.889782 | unimproved | POINT (-70.66835 -33.46409) |
| -19.040741 | unimproved | POINT (-70.66826 -33.46409) |
| -19.297373 | unimproved | POINT (-70.66817 -33.46409) |
| -19.788380 | unimproved | POINT (-70.66799 -33.46409) |
| -20.457518 | unimproved | POINT (-70.6679 -33.46409) |
| -21.068235 | unimproved | POINT (-70.66781 -33.46409) |
| -20.836135 | unimproved | POINT (-70.66772 -33.46409) |
| -20.623573 | unimproved | POINT (-70.66763 -33.46409) |
| -20.500406 | unimproved | POINT (-70.66754 -33.46409) |
| -20.978964 | unimproved | POINT (-70.66745 -33.46409) |
| -21.156359 | unimproved | POINT (-70.66736 -33.46409) |
| -21.193534 | unimproved | POINT (-70.66727 -33.46409) |
| -21.377281 | unimproved | POINT (-70.66718 -33.46409) |
| -21.580909 | unimproved | POINT (-70.66709 -33.46409) |
| -21.549234 | unimproved | POINT (-70.667 -33.46409) |
| -21.938857 | unimproved | POINT (-70.66692 -33.46409) |
| -22.255840 | unimproved | POINT (-70.66683 -33.46409) |
| -22.391113 | unimproved | POINT (-70.66674 -33.46409) |
| -22.219632 | unimproved | POINT (-70.66665 -33.46409) |
| -21.697707 | unimproved | POINT (-70.66656 -33.46409) |
| -20.310666 | unimproved | POINT (-70.66647 -33.46409) |
| -19.465598 | unimproved | POINT (-70.66638 -33.46409) |
| -19.051918 | unimproved | POINT (-70.66629 -33.46409) |
| -18.949764 | unimproved | POINT (-70.6662 -33.46409) |
| -18.091726 | unimproved | POINT (-70.66611 -33.46409) |
| -16.606480 | unimproved | POINT (-70.66602 -33.46409) |
| -15.183565 | unimproved | POINT (-70.66593 -33.46409) |
| -14.177163 | unimproved | POINT (-70.66584 -33.46409) |
| -14.310812 | unimproved | POINT (-70.66575 -33.46409) |
| -14.592130 | unimproved | POINT (-70.66566 -33.46409) |
| -13.880427 | unimproved | POINT (-70.66557 -33.46409) |
| -12.707230 | unimproved | POINT (-70.66548 -33.46409) |
| -12.302913 | unimproved | POINT (-70.66539 -33.46409) |
| -12.898199 | unimproved | POINT (-70.6653 -33.46409) |
| -13.286552 | unimproved | POINT (-70.66521 -33.46409) |
| -12.461410 | unimproved | POINT (-70.66512 -33.46409) |
| -9.844920 | unimproved | POINT (-70.66503 -33.46409) |
| -6.438565 | unimproved | POINT (-70.66494 -33.46409) |
| -17.617065 | unimproved | POINT (-70.67114 -33.464) |
| -18.876040 | unimproved | POINT (-70.67105 -33.464) |
| -19.783683 | unimproved | POINT (-70.67096 -33.464) |
| -20.635685 | unimproved | POINT (-70.67087 -33.464) |
| -20.931656 | unimproved | POINT (-70.67078 -33.464) |
| -20.795132 | unimproved | POINT (-70.67069 -33.464) |
| -20.868675 | unimproved | POINT (-70.6706 -33.464) |
| -21.013059 | unimproved | POINT (-70.67051 -33.464) |
| -21.504961 | unimproved | POINT (-70.67042 -33.464) |
| -21.932398 | unimproved | POINT (-70.67033 -33.464) |
| -21.730542 | unimproved | POINT (-70.67024 -33.464) |
| -21.760751 | unimproved | POINT (-70.67015 -33.464) |
| -21.810145 | unimproved | POINT (-70.67006 -33.464) |
| -21.679526 | unimproved | POINT (-70.66997 -33.464) |
| -21.412725 | unimproved | POINT (-70.66988 -33.464) |
| -21.114387 | unimproved | POINT (-70.66979 -33.464) |
| -20.818535 | unimproved | POINT (-70.6697 -33.464) |
| -20.705702 | unimproved | POINT (-70.66961 -33.464) |
| -20.551954 | unimproved | POINT (-70.66952 -33.464) |
| -20.557832 | unimproved | POINT (-70.66943 -33.464) |
| -20.743201 | unimproved | POINT (-70.66934 -33.464) |
| -20.485636 | unimproved | POINT (-70.66925 -33.464) |
| -19.789465 | unimproved | POINT (-70.66916 -33.464) |
| -18.448475 | unimproved | POINT (-70.66907 -33.464) |
| -17.438788 | unimproved | POINT (-70.66898 -33.464) |
| -16.734034 | unimproved | POINT (-70.66889 -33.464) |
| -16.950461 | unimproved | POINT (-70.6688 -33.464) |
| -17.923431 | unimproved | POINT (-70.66871 -33.464) |
| -18.836592 | unimproved | POINT (-70.66862 -33.464) |
| -19.255318 | unimproved | POINT (-70.66853 -33.464) |
| -19.161799 | unimproved | POINT (-70.66844 -33.464) |
| -19.263212 | unimproved | POINT (-70.66835 -33.464) |
| -19.189507 | unimproved | POINT (-70.66826 -33.464) |
| -19.168505 | unimproved | POINT (-70.66817 -33.464) |
| -19.743453 | unimproved | POINT (-70.6679 -33.464) |
| -20.139878 | unimproved | POINT (-70.66781 -33.464) |
| -20.540237 | unimproved | POINT (-70.66772 -33.464) |
| -20.294805 | unimproved | POINT (-70.66763 -33.464) |
| -20.086033 | unimproved | POINT (-70.66754 -33.464) |
| -20.122310 | unimproved | POINT (-70.66745 -33.464) |
| -20.591183 | unimproved | POINT (-70.66736 -33.464) |
| -20.947647 | unimproved | POINT (-70.66727 -33.464) |
| -21.370384 | unimproved | POINT (-70.66718 -33.464) |
| -21.813854 | unimproved | POINT (-70.66709 -33.464) |
| -21.465880 | unimproved | POINT (-70.667 -33.464) |
| -21.573959 | unimproved | POINT (-70.66692 -33.464) |
| -21.517987 | unimproved | POINT (-70.66683 -33.464) |
| -21.478919 | unimproved | POINT (-70.66674 -33.464) |
| -21.653200 | unimproved | POINT (-70.66665 -33.464) |
| -21.288049 | unimproved | POINT (-70.66656 -33.464) |
| -20.073821 | unimproved | POINT (-70.66647 -33.464) |
| -19.183659 | unimproved | POINT (-70.66638 -33.464) |
| -18.962866 | unimproved | POINT (-70.66629 -33.464) |
| -19.027071 | unimproved | POINT (-70.6662 -33.464) |
| -18.344670 | unimproved | POINT (-70.66611 -33.464) |
| -16.960618 | unimproved | POINT (-70.66602 -33.464) |
| -15.262990 | unimproved | POINT (-70.66593 -33.464) |
| -14.103031 | unimproved | POINT (-70.66584 -33.464) |
| -14.289546 | unimproved | POINT (-70.66575 -33.464) |
| -14.525298 | unimproved | POINT (-70.66566 -33.464) |
| -13.861388 | unimproved | POINT (-70.66557 -33.464) |
| -13.074871 | unimproved | POINT (-70.66548 -33.464) |
| -13.238350 | unimproved | POINT (-70.66539 -33.464) |
| -13.623491 | unimproved | POINT (-70.6653 -33.464) |
| -13.985461 | unimproved | POINT (-70.66521 -33.464) |
| -13.662564 | unimproved | POINT (-70.66512 -33.464) |
| -11.404751 | unimproved | POINT (-70.66503 -33.464) |
| -7.614587 | unimproved | POINT (-70.66494 -33.464) |
| -18.656470 | unimproved | POINT (-70.67114 -33.46391) |
| -19.350422 | unimproved | POINT (-70.67105 -33.46391) |
| -19.950451 | unimproved | POINT (-70.67096 -33.46391) |
| -20.425572 | unimproved | POINT (-70.67087 -33.46391) |
| -20.682042 | unimproved | POINT (-70.67078 -33.46391) |
| -20.733431 | unimproved | POINT (-70.67069 -33.46391) |
| -21.080681 | unimproved | POINT (-70.6706 -33.46391) |
| -21.435978 | unimproved | POINT (-70.67051 -33.46391) |
| -21.875504 | unimproved | POINT (-70.67042 -33.46391) |
| -21.766247 | unimproved | POINT (-70.67033 -33.46391) |
| -21.506139 | unimproved | POINT (-70.67024 -33.46391) |
| -21.724151 | unimproved | POINT (-70.67015 -33.46391) |
| -21.952343 | unimproved | POINT (-70.67006 -33.46391) |
| -21.582413 | unimproved | POINT (-70.66997 -33.46391) |
| -21.229781 | unimproved | POINT (-70.66988 -33.46391) |
| -21.078983 | unimproved | POINT (-70.66979 -33.46391) |
| -20.903482 | unimproved | POINT (-70.6697 -33.46391) |
| -20.564799 | unimproved | POINT (-70.66961 -33.46391) |
| -20.377090 | unimproved | POINT (-70.66952 -33.46391) |
| -20.335263 | unimproved | POINT (-70.66943 -33.46391) |
| -20.527564 | unimproved | POINT (-70.66934 -33.46391) |
| -20.494421 | unimproved | POINT (-70.66925 -33.46391) |
| -19.960321 | unimproved | POINT (-70.66916 -33.46391) |
| -19.228026 | unimproved | POINT (-70.66907 -33.46391) |
| -18.500837 | unimproved | POINT (-70.66898 -33.46391) |
| -17.722577 | unimproved | POINT (-70.66889 -33.46391) |
| -17.804391 | unimproved | POINT (-70.6688 -33.46391) |
| -18.470573 | unimproved | POINT (-70.66871 -33.46391) |
| -19.089575 | unimproved | POINT (-70.66862 -33.46391) |
| -19.399273 | unimproved | POINT (-70.66853 -33.46391) |
| -19.322215 | unimproved | POINT (-70.66844 -33.46391) |
| -19.378808 | unimproved | POINT (-70.66835 -33.46391) |
| -19.447252 | unimproved | POINT (-70.66826 -33.46391) |
| -19.468042 | unimproved | POINT (-70.6679 -33.46391) |
| -19.592109 | unimproved | POINT (-70.66781 -33.46391) |
| -20.077872 | unimproved | POINT (-70.66772 -33.46391) |
| -20.039745 | unimproved | POINT (-70.66763 -33.46391) |
| -19.960593 | unimproved | POINT (-70.66754 -33.46391) |
| -19.851893 | unimproved | POINT (-70.66745 -33.46391) |
| -20.307843 | unimproved | POINT (-70.66736 -33.46391) |
| -20.649889 | unimproved | POINT (-70.66727 -33.46391) |
| -21.053900 | unimproved | POINT (-70.66718 -33.46391) |
| -21.398948 | unimproved | POINT (-70.66709 -33.46391) |
| -21.081053 | unimproved | POINT (-70.667 -33.46391) |
| -20.797612 | unimproved | POINT (-70.66692 -33.46391) |
| -20.593188 | unimproved | POINT (-70.66683 -33.46391) |
| -20.731251 | unimproved | POINT (-70.66674 -33.46391) |
| -21.423177 | unimproved | POINT (-70.66665 -33.46391) |
| -21.176415 | unimproved | POINT (-70.66656 -33.46391) |
| -20.036515 | unimproved | POINT (-70.66647 -33.46391) |
| -19.352969 | unimproved | POINT (-70.66638 -33.46391) |
| -18.951825 | unimproved | POINT (-70.66629 -33.46391) |
| -19.024218 | unimproved | POINT (-70.6662 -33.46391) |
| -18.676397 | unimproved | POINT (-70.66611 -33.46391) |
| -17.333472 | unimproved | POINT (-70.66602 -33.46391) |
| -15.429439 | unimproved | POINT (-70.66593 -33.46391) |
| -14.548166 | unimproved | POINT (-70.66584 -33.46391) |
| -14.585205 | unimproved | POINT (-70.66575 -33.46391) |
| -14.543451 | unimproved | POINT (-70.66566 -33.46391) |
| -13.625027 | unimproved | POINT (-70.66557 -33.46391) |
| -13.061533 | unimproved | POINT (-70.66548 -33.46391) |
| -13.453272 | unimproved | POINT (-70.66539 -33.46391) |
| -14.133064 | unimproved | POINT (-70.6653 -33.46391) |
| -14.640710 | unimproved | POINT (-70.66521 -33.46391) |
| -15.140470 | unimproved | POINT (-70.66512 -33.46391) |
| -14.228408 | unimproved | POINT (-70.66503 -33.46391) |
| -11.525587 | unimproved | POINT (-70.66494 -33.46391) |
| -19.254773 | unimproved | POINT (-70.67114 -33.46382) |
| -19.556449 | unimproved | POINT (-70.67105 -33.46382) |
| -19.972817 | unimproved | POINT (-70.67096 -33.46382) |
| -20.343577 | unimproved | POINT (-70.67087 -33.46382) |
| -20.669927 | unimproved | POINT (-70.67078 -33.46382) |
| -20.741849 | unimproved | POINT (-70.67069 -33.46382) |
| -20.995649 | unimproved | POINT (-70.6706 -33.46382) |
| -21.430818 | unimproved | POINT (-70.67051 -33.46382) |
| -21.572775 | unimproved | POINT (-70.67042 -33.46382) |
| -21.338764 | unimproved | POINT (-70.67033 -33.46382) |
| -21.450056 | unimproved | POINT (-70.67024 -33.46382) |
| -22.112726 | unimproved | POINT (-70.67015 -33.46382) |
| -22.261203 | unimproved | POINT (-70.67006 -33.46382) |
| -21.623220 | unimproved | POINT (-70.66997 -33.46382) |
| -21.041106 | unimproved | POINT (-70.66988 -33.46382) |
| -20.861214 | unimproved | POINT (-70.66979 -33.46382) |
| -20.717534 | unimproved | POINT (-70.6697 -33.46382) |
| -20.525348 | unimproved | POINT (-70.66961 -33.46382) |
| -20.621329 | unimproved | POINT (-70.66952 -33.46382) |
| -20.665775 | unimproved | POINT (-70.66943 -33.46382) |
| -20.561997 | unimproved | POINT (-70.66934 -33.46382) |
| -20.538305 | unimproved | POINT (-70.66925 -33.46382) |
| -20.407392 | unimproved | POINT (-70.66916 -33.46382) |
| -20.152106 | unimproved | POINT (-70.66907 -33.46382) |
| -19.752802 | unimproved | POINT (-70.66898 -33.46382) |
| -18.983905 | unimproved | POINT (-70.66889 -33.46382) |
| -19.072644 | unimproved | POINT (-70.6688 -33.46382) |
| -19.328316 | unimproved | POINT (-70.66871 -33.46382) |
| -19.384612 | unimproved | POINT (-70.66862 -33.46382) |
| -19.446381 | unimproved | POINT (-70.66853 -33.46382) |
| -19.231761 | unimproved | POINT (-70.66844 -33.46382) |
| -19.264708 | unimproved | POINT (-70.66835 -33.46382) |
| -19.249471 | unimproved | POINT (-70.66826 -33.46382) |
| -19.373220 | unimproved | POINT (-70.66781 -33.46382) |
| -19.674949 | unimproved | POINT (-70.66772 -33.46382) |
| -19.578916 | unimproved | POINT (-70.66763 -33.46382) |
| -19.501587 | unimproved | POINT (-70.66754 -33.46382) |
| -19.587063 | unimproved | POINT (-70.66745 -33.46382) |
| -19.920368 | unimproved | POINT (-70.66736 -33.46382) |
| -20.561514 | unimproved | POINT (-70.66727 -33.46382) |
| -21.014616 | unimproved | POINT (-70.66718 -33.46382) |
| -21.051551 | unimproved | POINT (-70.66709 -33.46382) |
| -20.985479 | unimproved | POINT (-70.667 -33.46382) |
| -20.780179 | unimproved | POINT (-70.66692 -33.46382) |
| -20.483959 | unimproved | POINT (-70.66683 -33.46382) |
| -20.857563 | unimproved | POINT (-70.66674 -33.46382) |
| -21.608227 | unimproved | POINT (-70.66665 -33.46382) |
| -21.386538 | unimproved | POINT (-70.66656 -33.46382) |
| -20.635243 | unimproved | POINT (-70.66647 -33.46382) |
| -19.913472 | unimproved | POINT (-70.66638 -33.46382) |
| -19.314183 | unimproved | POINT (-70.66629 -33.46382) |
| -19.134960 | unimproved | POINT (-70.6662 -33.46382) |
| -18.624086 | unimproved | POINT (-70.66611 -33.46382) |
| -17.276422 | unimproved | POINT (-70.66602 -33.46382) |
| -15.623021 | unimproved | POINT (-70.66593 -33.46382) |
| -14.906301 | unimproved | POINT (-70.66584 -33.46382) |
| -15.130093 | unimproved | POINT (-70.66575 -33.46382) |
| -15.180059 | unimproved | POINT (-70.66566 -33.46382) |
| -14.042639 | unimproved | POINT (-70.66557 -33.46382) |
| -13.194255 | unimproved | POINT (-70.66548 -33.46382) |
| -13.442737 | unimproved | POINT (-70.66539 -33.46382) |
| -14.237930 | unimproved | POINT (-70.6653 -33.46382) |
| -14.957605 | unimproved | POINT (-70.66521 -33.46382) |
| -15.928076 | unimproved | POINT (-70.66512 -33.46382) |
| -16.130546 | unimproved | POINT (-70.66503 -33.46382) |
| -15.211598 | unimproved | POINT (-70.66494 -33.46382) |
| -19.424446 | unimproved | POINT (-70.67114 -33.46373) |
| -19.530936 | unimproved | POINT (-70.67105 -33.46373) |
| -19.620960 | unimproved | POINT (-70.67096 -33.46373) |
| -20.018618 | unimproved | POINT (-70.67087 -33.46373) |
| -20.322324 | unimproved | POINT (-70.67078 -33.46373) |
| -20.850047 | unimproved | POINT (-70.67069 -33.46373) |
| -21.443304 | unimproved | POINT (-70.6706 -33.46373) |
| -21.908400 | unimproved | POINT (-70.67051 -33.46373) |
| -21.492091 | unimproved | POINT (-70.67042 -33.46373) |
| -21.544432 | unimproved | POINT (-70.67033 -33.46373) |
| -21.601029 | unimproved | POINT (-70.67024 -33.46373) |
| -22.004277 | unimproved | POINT (-70.67015 -33.46373) |
| -22.173268 | unimproved | POINT (-70.67006 -33.46373) |
| -21.754286 | unimproved | POINT (-70.66997 -33.46373) |
| -21.221804 | unimproved | POINT (-70.66988 -33.46373) |
| -21.055733 | unimproved | POINT (-70.66979 -33.46373) |
| -20.803840 | unimproved | POINT (-70.6697 -33.46373) |
| -21.139836 | unimproved | POINT (-70.66961 -33.46373) |
| -21.084264 | unimproved | POINT (-70.66952 -33.46373) |
| -21.419154 | unimproved | POINT (-70.66943 -33.46373) |
| -20.999878 | unimproved | POINT (-70.66934 -33.46373) |
| -20.875250 | unimproved | POINT (-70.66925 -33.46373) |
| -20.658164 | unimproved | POINT (-70.66916 -33.46373) |
| -20.245161 | unimproved | POINT (-70.66907 -33.46373) |
| -20.061806 | unimproved | POINT (-70.66898 -33.46373) |
| -19.475974 | unimproved | POINT (-70.66889 -33.46373) |
| -19.312334 | unimproved | POINT (-70.6688 -33.46373) |
| -19.408553 | unimproved | POINT (-70.66871 -33.46373) |
| -19.670933 | unimproved | POINT (-70.66862 -33.46373) |
| -19.775892 | unimproved | POINT (-70.66853 -33.46373) |
| -19.560838 | unimproved | POINT (-70.66844 -33.46373) |
| -19.469383 | unimproved | POINT (-70.66835 -33.46373) |
| -19.161494 | unimproved | POINT (-70.66781 -33.46373) |
| -19.330074 | unimproved | POINT (-70.66772 -33.46373) |
| -19.340601 | unimproved | POINT (-70.66763 -33.46373) |
| -19.365289 | unimproved | POINT (-70.66754 -33.46373) |
| -19.403107 | unimproved | POINT (-70.66745 -33.46373) |
| -19.493495 | unimproved | POINT (-70.66736 -33.46373) |
| -20.063145 | unimproved | POINT (-70.66727 -33.46373) |
| -20.780978 | unimproved | POINT (-70.66718 -33.46373) |
| -21.158423 | unimproved | POINT (-70.66709 -33.46373) |
| -21.233762 | unimproved | POINT (-70.667 -33.46373) |
| -21.296337 | unimproved | POINT (-70.66692 -33.46373) |
| -21.122430 | unimproved | POINT (-70.66683 -33.46373) |
| -21.559841 | unimproved | POINT (-70.66674 -33.46373) |
| -21.707966 | unimproved | POINT (-70.66665 -33.46373) |
| -21.211608 | unimproved | POINT (-70.66656 -33.46373) |
| -20.444815 | unimproved | POINT (-70.66647 -33.46373) |
| -19.973602 | unimproved | POINT (-70.66638 -33.46373) |
| -19.414329 | unimproved | POINT (-70.66629 -33.46373) |
| -19.200713 | unimproved | POINT (-70.6662 -33.46373) |
| -18.774909 | unimproved | POINT (-70.66611 -33.46373) |
| -17.221293 | unimproved | POINT (-70.66602 -33.46373) |
| -15.511964 | unimproved | POINT (-70.66593 -33.46373) |
| -14.920511 | unimproved | POINT (-70.66584 -33.46373) |
| -15.437076 | unimproved | POINT (-70.66575 -33.46373) |
| -15.759559 | unimproved | POINT (-70.66566 -33.46373) |
| -14.694164 | unimproved | POINT (-70.66557 -33.46373) |
| -13.651017 | unimproved | POINT (-70.66548 -33.46373) |
| -13.597147 | unimproved | POINT (-70.66539 -33.46373) |
| -14.038522 | unimproved | POINT (-70.6653 -33.46373) |
| -14.414566 | unimproved | POINT (-70.66521 -33.46373) |
| -15.084070 | unimproved | POINT (-70.66512 -33.46373) |
| -15.141975 | unimproved | POINT (-70.66503 -33.46373) |
| -15.097643 | unimproved | POINT (-70.66494 -33.46373) |
| -19.403032 | unimproved | POINT (-70.67114 -33.46364) |
| -19.722000 | unimproved | POINT (-70.67105 -33.46364) |
| -19.669992 | unimproved | POINT (-70.67096 -33.46364) |
| -19.857073 | unimproved | POINT (-70.67087 -33.46364) |
| -20.159194 | unimproved | POINT (-70.67078 -33.46364) |
| -20.904676 | unimproved | POINT (-70.67069 -33.46364) |
| -21.308166 | unimproved | POINT (-70.6706 -33.46364) |
| -21.792042 | unimproved | POINT (-70.67051 -33.46364) |
| -21.572381 | unimproved | POINT (-70.67042 -33.46364) |
| -21.579483 | unimproved | POINT (-70.67033 -33.46364) |
| -21.526904 | unimproved | POINT (-70.67024 -33.46364) |
| -21.719773 | unimproved | POINT (-70.67015 -33.46364) |
| -21.896948 | unimproved | POINT (-70.67006 -33.46364) |
| -21.764168 | unimproved | POINT (-70.66997 -33.46364) |
| -21.549443 | unimproved | POINT (-70.66988 -33.46364) |
| -21.174825 | unimproved | POINT (-70.66979 -33.46364) |
| -21.169170 | unimproved | POINT (-70.6697 -33.46364) |
| -21.690419 | unimproved | POINT (-70.66961 -33.46364) |
| -21.395398 | unimproved | POINT (-70.66952 -33.46364) |
| -21.412307 | unimproved | POINT (-70.66943 -33.46364) |
| -21.153120 | unimproved | POINT (-70.66934 -33.46364) |
| -21.125799 | unimproved | POINT (-70.66925 -33.46364) |
| -20.906415 | unimproved | POINT (-70.66916 -33.46364) |
| -20.476466 | unimproved | POINT (-70.66907 -33.46364) |
| -19.921063 | unimproved | POINT (-70.66898 -33.46364) |
| -19.493411 | unimproved | POINT (-70.66889 -33.46364) |
| -19.342828 | unimproved | POINT (-70.6688 -33.46364) |
| -19.673482 | unimproved | POINT (-70.66871 -33.46364) |
| -19.997206 | unimproved | POINT (-70.66862 -33.46364) |
| -20.078910 | unimproved | POINT (-70.66853 -33.46364) |
| -19.886694 | unimproved | POINT (-70.66844 -33.46364) |
| -19.828261 | unimproved | POINT (-70.66835 -33.46364) |
| -19.307963 | unimproved | POINT (-70.66772 -33.46364) |
| -19.309586 | unimproved | POINT (-70.66763 -33.46364) |
| -19.307456 | unimproved | POINT (-70.66754 -33.46364) |
| -19.001178 | unimproved | POINT (-70.66745 -33.46364) |
| -19.061710 | unimproved | POINT (-70.66736 -33.46364) |
| -19.624435 | unimproved | POINT (-70.66727 -33.46364) |
| -20.594480 | unimproved | POINT (-70.66718 -33.46364) |
| -21.505606 | unimproved | POINT (-70.66709 -33.46364) |
| -21.498944 | unimproved | POINT (-70.667 -33.46364) |
| -21.302482 | unimproved | POINT (-70.66692 -33.46364) |
| -21.529570 | unimproved | POINT (-70.66683 -33.46364) |
| -21.808432 | unimproved | POINT (-70.66674 -33.46364) |
| -21.708911 | unimproved | POINT (-70.66665 -33.46364) |
| -21.015714 | unimproved | POINT (-70.66656 -33.46364) |
| -20.175239 | unimproved | POINT (-70.66647 -33.46364) |
| -19.734931 | unimproved | POINT (-70.66638 -33.46364) |
| -19.279998 | unimproved | POINT (-70.66629 -33.46364) |
| -19.055103 | unimproved | POINT (-70.6662 -33.46364) |
| -18.637540 | unimproved | POINT (-70.66611 -33.46364) |
| -17.228238 | unimproved | POINT (-70.66602 -33.46364) |
| -15.399133 | unimproved | POINT (-70.66593 -33.46364) |
| -14.640975 | unimproved | POINT (-70.66584 -33.46364) |
| -15.191420 | unimproved | POINT (-70.66575 -33.46364) |
| -15.926250 | unimproved | POINT (-70.66566 -33.46364) |
| -15.173193 | unimproved | POINT (-70.66557 -33.46364) |
| -14.260157 | unimproved | POINT (-70.66548 -33.46364) |
| -13.987186 | unimproved | POINT (-70.66539 -33.46364) |
| -13.696868 | unimproved | POINT (-70.6653 -33.46364) |
| -13.244818 | unimproved | POINT (-70.66521 -33.46364) |
| -13.556374 | unimproved | POINT (-70.66512 -33.46364) |
| -13.915610 | unimproved | POINT (-70.66503 -33.46364) |
| -13.965725 | unimproved | POINT (-70.66494 -33.46364) |
| -19.653036 | unimproved | POINT (-70.67114 -33.46355) |
| -19.996687 | unimproved | POINT (-70.67105 -33.46355) |
| -20.057311 | unimproved | POINT (-70.67096 -33.46355) |
| -20.092697 | unimproved | POINT (-70.67087 -33.46355) |
| -20.292241 | unimproved | POINT (-70.67078 -33.46355) |
| -20.773199 | unimproved | POINT (-70.67069 -33.46355) |
| -21.190914 | unimproved | POINT (-70.6706 -33.46355) |
| -21.950997 | unimproved | POINT (-70.67051 -33.46355) |
| -21.789618 | unimproved | POINT (-70.67042 -33.46355) |
| -21.436930 | unimproved | POINT (-70.67033 -33.46355) |
| -21.641261 | unimproved | POINT (-70.67024 -33.46355) |
| -21.814471 | unimproved | POINT (-70.67015 -33.46355) |
| -22.148555 | unimproved | POINT (-70.67006 -33.46355) |
| -21.965148 | unimproved | POINT (-70.66997 -33.46355) |
| -21.487990 | unimproved | POINT (-70.66988 -33.46355) |
| -21.188406 | unimproved | POINT (-70.66979 -33.46355) |
| -20.828919 | unimproved | POINT (-70.6697 -33.46355) |
| -21.038676 | unimproved | POINT (-70.66961 -33.46355) |
| -21.199154 | unimproved | POINT (-70.66952 -33.46355) |
| -21.250363 | unimproved | POINT (-70.66943 -33.46355) |
| -21.313488 | unimproved | POINT (-70.66934 -33.46355) |
| -21.582084 | unimproved | POINT (-70.66925 -33.46355) |
| -21.312851 | unimproved | POINT (-70.66916 -33.46355) |
| -20.839194 | unimproved | POINT (-70.66907 -33.46355) |
| -20.133848 | unimproved | POINT (-70.66898 -33.46355) |
| -19.569317 | unimproved | POINT (-70.66889 -33.46355) |
| -19.550082 | unimproved | POINT (-70.6688 -33.46355) |
| -19.874057 | unimproved | POINT (-70.66871 -33.46355) |
| -20.457540 | unimproved | POINT (-70.66862 -33.46355) |
| -20.317797 | unimproved | POINT (-70.66853 -33.46355) |
| -20.243147 | unimproved | POINT (-70.66844 -33.46355) |
| -19.396887 | unimproved | POINT (-70.66772 -33.46355) |
| -19.466607 | unimproved | POINT (-70.66763 -33.46355) |
| -19.309249 | unimproved | POINT (-70.66754 -33.46355) |
| -19.134566 | unimproved | POINT (-70.66745 -33.46355) |
| -19.265895 | unimproved | POINT (-70.66736 -33.46355) |
| -19.844053 | unimproved | POINT (-70.66727 -33.46355) |
| -20.722996 | unimproved | POINT (-70.66718 -33.46355) |
| -21.934308 | unimproved | POINT (-70.66709 -33.46355) |
| -22.090809 | unimproved | POINT (-70.667 -33.46355) |
| -21.825754 | unimproved | POINT (-70.66692 -33.46355) |
| -21.877043 | unimproved | POINT (-70.66683 -33.46355) |
| -21.676988 | unimproved | POINT (-70.66674 -33.46355) |
| -21.494912 | unimproved | POINT (-70.66665 -33.46355) |
| -20.917308 | unimproved | POINT (-70.66656 -33.46355) |
| -20.264341 | unimproved | POINT (-70.66647 -33.46355) |
| -19.952825 | unimproved | POINT (-70.66638 -33.46355) |
| -19.558655 | unimproved | POINT (-70.66629 -33.46355) |
| -19.302229 | unimproved | POINT (-70.6662 -33.46355) |
| -18.658071 | unimproved | POINT (-70.66611 -33.46355) |
| -17.443337 | unimproved | POINT (-70.66602 -33.46355) |
| -15.723910 | unimproved | POINT (-70.66593 -33.46355) |
| -14.849770 | unimproved | POINT (-70.66584 -33.46355) |
| -15.082928 | unimproved | POINT (-70.66575 -33.46355) |
| -15.839586 | unimproved | POINT (-70.66566 -33.46355) |
| -15.119150 | unimproved | POINT (-70.66557 -33.46355) |
| -13.851193 | unimproved | POINT (-70.66548 -33.46355) |
| -12.862376 | unimproved | POINT (-70.66539 -33.46355) |
| -11.684938 | unimproved | POINT (-70.6653 -33.46355) |
| -11.083209 | unimproved | POINT (-70.66521 -33.46355) |
| -11.882236 | unimproved | POINT (-70.66512 -33.46355) |
| -13.162609 | unimproved | POINT (-70.66503 -33.46355) |
| -13.131791 | unimproved | POINT (-70.66494 -33.46355) |
| -19.356576 | unimproved | POINT (-70.67114 -33.46346) |
| -19.546942 | unimproved | POINT (-70.67105 -33.46346) |
| -19.822849 | unimproved | POINT (-70.67096 -33.46346) |
| -20.033272 | unimproved | POINT (-70.67087 -33.46346) |
| -20.423384 | unimproved | POINT (-70.67078 -33.46346) |
| -20.538789 | unimproved | POINT (-70.67069 -33.46346) |
| -21.425449 | unimproved | POINT (-70.6706 -33.46346) |
| -21.762375 | unimproved | POINT (-70.67051 -33.46346) |
| -21.598339 | unimproved | POINT (-70.67042 -33.46346) |
| -21.300114 | unimproved | POINT (-70.67033 -33.46346) |
| -21.541922 | unimproved | POINT (-70.67024 -33.46346) |
| -22.049900 | unimproved | POINT (-70.67015 -33.46346) |
| -22.111081 | unimproved | POINT (-70.67006 -33.46346) |
| -21.737256 | unimproved | POINT (-70.66997 -33.46346) |
| -21.320598 | unimproved | POINT (-70.66988 -33.46346) |
| -20.706935 | unimproved | POINT (-70.66979 -33.46346) |
| -20.570790 | unimproved | POINT (-70.6697 -33.46346) |
| -20.861298 | unimproved | POINT (-70.66961 -33.46346) |
| -20.907411 | unimproved | POINT (-70.66952 -33.46346) |
| -21.160747 | unimproved | POINT (-70.66943 -33.46346) |
| -21.150308 | unimproved | POINT (-70.66934 -33.46346) |
| -21.732302 | unimproved | POINT (-70.66925 -33.46346) |
| -21.887148 | unimproved | POINT (-70.66916 -33.46346) |
| -21.019921 | unimproved | POINT (-70.66907 -33.46346) |
| -20.316833 | unimproved | POINT (-70.66898 -33.46346) |
| -19.765176 | unimproved | POINT (-70.66889 -33.46346) |
| -19.616292 | unimproved | POINT (-70.6688 -33.46346) |
| -19.865275 | unimproved | POINT (-70.66871 -33.46346) |
| -20.280572 | unimproved | POINT (-70.66862 -33.46346) |
| -20.228605 | unimproved | POINT (-70.66853 -33.46346) |
| -20.143599 | unimproved | POINT (-70.66844 -33.46346) |
| -19.504108 | unimproved | POINT (-70.66763 -33.46346) |
| -19.222290 | unimproved | POINT (-70.66754 -33.46346) |
| -19.075953 | unimproved | POINT (-70.66745 -33.46346) |
| -19.360754 | unimproved | POINT (-70.66736 -33.46346) |
| -19.801636 | unimproved | POINT (-70.66727 -33.46346) |
| -20.897616 | unimproved | POINT (-70.66718 -33.46346) |
| -21.776378 | unimproved | POINT (-70.66709 -33.46346) |
| -22.174805 | unimproved | POINT (-70.667 -33.46346) |
| -22.145119 | unimproved | POINT (-70.66692 -33.46346) |
| -21.658776 | unimproved | POINT (-70.66683 -33.46346) |
| -21.364695 | unimproved | POINT (-70.66674 -33.46346) |
| -21.204744 | unimproved | POINT (-70.66665 -33.46346) |
| -20.601289 | unimproved | POINT (-70.66656 -33.46346) |
| -20.049143 | unimproved | POINT (-70.66647 -33.46346) |
| -20.163424 | unimproved | POINT (-70.66638 -33.46346) |
| -20.130268 | unimproved | POINT (-70.66629 -33.46346) |
| -19.934527 | unimproved | POINT (-70.6662 -33.46346) |
| -19.138234 | unimproved | POINT (-70.66611 -33.46346) |
| -18.115932 | unimproved | POINT (-70.66602 -33.46346) |
| -16.326350 | unimproved | POINT (-70.66593 -33.46346) |
| -15.344527 | unimproved | POINT (-70.66584 -33.46346) |
| -15.285644 | unimproved | POINT (-70.66575 -33.46346) |
| -15.535111 | unimproved | POINT (-70.66566 -33.46346) |
| -14.026642 | unimproved | POINT (-70.66557 -33.46346) |
| -11.828511 | unimproved | POINT (-70.66548 -33.46346) |
| -10.196322 | unimproved | POINT (-70.66539 -33.46346) |
| -9.244880 | unimproved | POINT (-70.6653 -33.46346) |
| -9.138720 | unimproved | POINT (-70.66521 -33.46346) |
| -10.501095 | unimproved | POINT (-70.66512 -33.46346) |
| -12.293460 | unimproved | POINT (-70.66503 -33.46346) |
| -11.934941 | unimproved | POINT (-70.66494 -33.46346) |
| -18.076823 | unimproved | POINT (-70.67114 -33.46337) |
| -18.237290 | unimproved | POINT (-70.67105 -33.46337) |
| -18.882106 | unimproved | POINT (-70.67096 -33.46337) |
| -19.182362 | unimproved | POINT (-70.67087 -33.46337) |
| -19.816454 | unimproved | POINT (-70.67078 -33.46337) |
| -20.075422 | unimproved | POINT (-70.67069 -33.46337) |
| -21.137926 | unimproved | POINT (-70.6706 -33.46337) |
| -21.626192 | unimproved | POINT (-70.67051 -33.46337) |
| -21.333601 | unimproved | POINT (-70.67042 -33.46337) |
| -21.148293 | unimproved | POINT (-70.67033 -33.46337) |
| -21.242946 | unimproved | POINT (-70.67024 -33.46337) |
| -21.792420 | unimproved | POINT (-70.67015 -33.46337) |
| -22.229565 | unimproved | POINT (-70.67006 -33.46337) |
| -21.864591 | unimproved | POINT (-70.66997 -33.46337) |
| -21.541827 | unimproved | POINT (-70.66988 -33.46337) |
| -20.829085 | unimproved | POINT (-70.66979 -33.46337) |
| -20.629328 | unimproved | POINT (-70.6697 -33.46337) |
| -20.676934 | unimproved | POINT (-70.66961 -33.46337) |
| -20.912052 | unimproved | POINT (-70.66952 -33.46337) |
| -21.087104 | unimproved | POINT (-70.66943 -33.46337) |
| -21.199008 | unimproved | POINT (-70.66934 -33.46337) |
| -21.713096 | unimproved | POINT (-70.66925 -33.46337) |
| -21.866597 | unimproved | POINT (-70.66916 -33.46337) |
| -20.872962 | unimproved | POINT (-70.66907 -33.46337) |
| -20.210927 | unimproved | POINT (-70.66898 -33.46337) |
| -19.637566 | unimproved | POINT (-70.66889 -33.46337) |
| -19.693990 | unimproved | POINT (-70.6688 -33.46337) |
| -19.733702 | unimproved | POINT (-70.66871 -33.46337) |
| -20.091177 | unimproved | POINT (-70.66862 -33.46337) |
| -20.049293 | unimproved | POINT (-70.66853 -33.46337) |
| -19.522729 | unimproved | POINT (-70.66763 -33.46337) |
| -19.047740 | unimproved | POINT (-70.66754 -33.46337) |
| -18.991528 | unimproved | POINT (-70.66745 -33.46337) |
| -19.303774 | unimproved | POINT (-70.66736 -33.46337) |
| -19.843485 | unimproved | POINT (-70.66727 -33.46337) |
| -20.691350 | unimproved | POINT (-70.66718 -33.46337) |
| -21.327700 | unimproved | POINT (-70.66709 -33.46337) |
| -21.686187 | unimproved | POINT (-70.667 -33.46337) |
| -21.750936 | unimproved | POINT (-70.66692 -33.46337) |
| -21.581958 | unimproved | POINT (-70.66683 -33.46337) |
| -21.436722 | unimproved | POINT (-70.66674 -33.46337) |
| -21.155788 | unimproved | POINT (-70.66665 -33.46337) |
| -20.852302 | unimproved | POINT (-70.66656 -33.46337) |
| -20.584151 | unimproved | POINT (-70.66647 -33.46337) |
| -20.984345 | unimproved | POINT (-70.66638 -33.46337) |
| -21.058721 | unimproved | POINT (-70.66629 -33.46337) |
| -20.730875 | unimproved | POINT (-70.6662 -33.46337) |
| -19.687128 | unimproved | POINT (-70.66611 -33.46337) |
| -18.318093 | unimproved | POINT (-70.66602 -33.46337) |
| -16.775856 | unimproved | POINT (-70.66593 -33.46337) |
| -15.362446 | unimproved | POINT (-70.66584 -33.46337) |
| -15.008556 | unimproved | POINT (-70.66575 -33.46337) |
| -15.171881 | unimproved | POINT (-70.66566 -33.46337) |
| -13.560098 | unimproved | POINT (-70.66557 -33.46337) |
| -11.029650 | unimproved | POINT (-70.66548 -33.46337) |
| -9.368496 | unimproved | POINT (-70.66539 -33.46337) |
| -8.711161 | unimproved | POINT (-70.6653 -33.46337) |
| -9.032170 | unimproved | POINT (-70.66521 -33.46337) |
| -10.463862 | unimproved | POINT (-70.66512 -33.46337) |
| -11.770608 | unimproved | POINT (-70.66503 -33.46337) |
| -10.757266 | unimproved | POINT (-70.66494 -33.46337) |
| -16.579884 | unimproved | POINT (-70.67114 -33.46328) |
| -17.121160 | unimproved | POINT (-70.67105 -33.46328) |
| -18.189266 | unimproved | POINT (-70.67096 -33.46328) |
| -18.781585 | unimproved | POINT (-70.67087 -33.46328) |
| -19.430610 | unimproved | POINT (-70.67078 -33.46328) |
| -19.807561 | unimproved | POINT (-70.67069 -33.46328) |
| -20.526093 | unimproved | POINT (-70.6706 -33.46328) |
| -21.141161 | unimproved | POINT (-70.67051 -33.46328) |
| -21.184568 | unimproved | POINT (-70.67042 -33.46328) |
| -21.138440 | unimproved | POINT (-70.67033 -33.46328) |
| -21.162476 | unimproved | POINT (-70.67024 -33.46328) |
| -21.752786 | unimproved | POINT (-70.67015 -33.46328) |
| -22.626989 | unimproved | POINT (-70.67006 -33.46328) |
| -22.658180 | unimproved | POINT (-70.66997 -33.46328) |
| -22.432543 | unimproved | POINT (-70.66988 -33.46328) |
| -21.681321 | unimproved | POINT (-70.66979 -33.46328) |
| -21.214609 | unimproved | POINT (-70.6697 -33.46328) |
| -21.103498 | unimproved | POINT (-70.66961 -33.46328) |
| -21.110188 | unimproved | POINT (-70.66952 -33.46328) |
| -21.115161 | unimproved | POINT (-70.66943 -33.46328) |
| -20.955376 | unimproved | POINT (-70.66934 -33.46328) |
| -21.036584 | unimproved | POINT (-70.66925 -33.46328) |
| -21.219380 | unimproved | POINT (-70.66916 -33.46328) |
| -20.806694 | unimproved | POINT (-70.66907 -33.46328) |
| -20.318297 | unimproved | POINT (-70.66898 -33.46328) |
| -19.705671 | unimproved | POINT (-70.66889 -33.46328) |
| -19.495225 | unimproved | POINT (-70.6688 -33.46328) |
| -19.487552 | unimproved | POINT (-70.66871 -33.46328) |
| -19.498848 | unimproved | POINT (-70.66862 -33.46328) |
| -19.515006 | unimproved | POINT (-70.66853 -33.46328) |
| -19.026805 | unimproved | POINT (-70.66754 -33.46328) |
| -18.922034 | unimproved | POINT (-70.66745 -33.46328) |
| -19.065373 | unimproved | POINT (-70.66736 -33.46328) |
| -19.626053 | unimproved | POINT (-70.66727 -33.46328) |
| -20.374772 | unimproved | POINT (-70.66718 -33.46328) |
| -21.128939 | unimproved | POINT (-70.66709 -33.46328) |
| -21.677927 | unimproved | POINT (-70.667 -33.46328) |
| -21.941902 | unimproved | POINT (-70.66692 -33.46328) |
| -21.625803 | unimproved | POINT (-70.66683 -33.46328) |
| -21.280958 | unimproved | POINT (-70.66674 -33.46328) |
| -21.158816 | unimproved | POINT (-70.66665 -33.46328) |
| -21.225900 | unimproved | POINT (-70.66656 -33.46328) |
| -21.207735 | unimproved | POINT (-70.66647 -33.46328) |
| -21.479347 | unimproved | POINT (-70.66638 -33.46328) |
| -21.581900 | unimproved | POINT (-70.66629 -33.46328) |
| -20.542187 | unimproved | POINT (-70.6662 -33.46328) |
| -19.281036 | unimproved | POINT (-70.66611 -33.46328) |
| -17.656577 | unimproved | POINT (-70.66602 -33.46328) |
| -16.076168 | unimproved | POINT (-70.66593 -33.46328) |
| -15.142869 | unimproved | POINT (-70.66584 -33.46328) |
| -14.948689 | unimproved | POINT (-70.66575 -33.46328) |
| -14.950849 | unimproved | POINT (-70.66566 -33.46328) |
| -13.838713 | unimproved | POINT (-70.66557 -33.46328) |
| -11.756856 | unimproved | POINT (-70.66548 -33.46328) |
| -10.554270 | unimproved | POINT (-70.66539 -33.46328) |
| -10.192495 | unimproved | POINT (-70.6653 -33.46328) |
| -10.572766 | unimproved | POINT (-70.66521 -33.46328) |
| -11.736700 | unimproved | POINT (-70.66512 -33.46328) |
| -12.209333 | unimproved | POINT (-70.66503 -33.46328) |
| -10.522983 | unimproved | POINT (-70.66494 -33.46328) |
| -15.331526 | unimproved | POINT (-70.67114 -33.46319) |
| -16.608391 | unimproved | POINT (-70.67105 -33.46319) |
| -17.861953 | unimproved | POINT (-70.67096 -33.46319) |
| -18.773069 | unimproved | POINT (-70.67087 -33.46319) |
| -19.533733 | unimproved | POINT (-70.67078 -33.46319) |
| -20.058576 | unimproved | POINT (-70.67069 -33.46319) |
| -20.419887 | unimproved | POINT (-70.6706 -33.46319) |
| -20.654723 | unimproved | POINT (-70.67051 -33.46319) |
| -21.369705 | unimproved | POINT (-70.67042 -33.46319) |
| -21.516801 | unimproved | POINT (-70.67033 -33.46319) |
| -21.554117 | unimproved | POINT (-70.67024 -33.46319) |
| -21.998470 | unimproved | POINT (-70.67015 -33.46319) |
| -22.662303 | unimproved | POINT (-70.67006 -33.46319) |
| -22.701274 | unimproved | POINT (-70.66997 -33.46319) |
| -22.641167 | unimproved | POINT (-70.66988 -33.46319) |
| -21.997245 | unimproved | POINT (-70.66979 -33.46319) |
| -21.646415 | unimproved | POINT (-70.6697 -33.46319) |
| -21.636979 | unimproved | POINT (-70.66961 -33.46319) |
| -21.412015 | unimproved | POINT (-70.66952 -33.46319) |
| -20.881510 | unimproved | POINT (-70.66943 -33.46319) |
| -20.501419 | unimproved | POINT (-70.66934 -33.46319) |
| -20.254316 | unimproved | POINT (-70.66925 -33.46319) |
| -20.392605 | unimproved | POINT (-70.66916 -33.46319) |
| -20.210963 | unimproved | POINT (-70.66907 -33.46319) |
| -20.139453 | unimproved | POINT (-70.66898 -33.46319) |
| -19.591812 | unimproved | POINT (-70.66889 -33.46319) |
| -19.414137 | unimproved | POINT (-70.6688 -33.46319) |
| -19.298219 | unimproved | POINT (-70.66871 -33.46319) |
| -19.201203 | unimproved | POINT (-70.66862 -33.46319) |
| -18.497906 | unimproved | POINT (-70.66754 -33.46319) |
| -18.480823 | unimproved | POINT (-70.66745 -33.46319) |
| -18.858088 | unimproved | POINT (-70.66736 -33.46319) |
| -19.430709 | unimproved | POINT (-70.66727 -33.46319) |
| -20.306275 | unimproved | POINT (-70.66718 -33.46319) |
| -21.395576 | unimproved | POINT (-70.66709 -33.46319) |
| -22.095032 | unimproved | POINT (-70.667 -33.46319) |
| -22.273015 | unimproved | POINT (-70.66692 -33.46319) |
| -22.071783 | unimproved | POINT (-70.66683 -33.46319) |
| -21.423009 | unimproved | POINT (-70.66674 -33.46319) |
| -21.328432 | unimproved | POINT (-70.66665 -33.46319) |
| -21.049887 | unimproved | POINT (-70.66656 -33.46319) |
| -20.740727 | unimproved | POINT (-70.66647 -33.46319) |
| -20.768048 | unimproved | POINT (-70.66638 -33.46319) |
| -20.461896 | unimproved | POINT (-70.66629 -33.46319) |
| -19.524407 | unimproved | POINT (-70.6662 -33.46319) |
| -18.322108 | unimproved | POINT (-70.66611 -33.46319) |
| -16.717138 | unimproved | POINT (-70.66602 -33.46319) |
| -15.174513 | unimproved | POINT (-70.66593 -33.46319) |
| -14.694649 | unimproved | POINT (-70.66584 -33.46319) |
| -14.539308 | unimproved | POINT (-70.66575 -33.46319) |
| -14.142626 | unimproved | POINT (-70.66566 -33.46319) |
| -13.522222 | unimproved | POINT (-70.66557 -33.46319) |
| -12.769232 | unimproved | POINT (-70.66548 -33.46319) |
| -12.381835 | unimproved | POINT (-70.66539 -33.46319) |
| -12.218419 | unimproved | POINT (-70.6653 -33.46319) |
| -12.407300 | unimproved | POINT (-70.66521 -33.46319) |
| -12.969990 | unimproved | POINT (-70.66512 -33.46319) |
| -12.596153 | unimproved | POINT (-70.66503 -33.46319) |
| -10.596273 | unimproved | POINT (-70.66494 -33.46319) |
| -14.539387 | unimproved | POINT (-70.67114 -33.4631) |
| -16.609113 | unimproved | POINT (-70.67105 -33.4631) |
| -18.142125 | unimproved | POINT (-70.67096 -33.4631) |
| -18.917696 | unimproved | POINT (-70.67087 -33.4631) |
| -19.461053 | unimproved | POINT (-70.67078 -33.4631) |
| -20.110644 | unimproved | POINT (-70.67069 -33.4631) |
| -20.224438 | unimproved | POINT (-70.6706 -33.4631) |
| -20.821586 | unimproved | POINT (-70.67051 -33.4631) |
| -21.367416 | unimproved | POINT (-70.67042 -33.4631) |
| -22.130578 | unimproved | POINT (-70.67033 -33.4631) |
| -21.863769 | unimproved | POINT (-70.67024 -33.4631) |
| -22.147190 | unimproved | POINT (-70.67015 -33.4631) |
| -22.511298 | unimproved | POINT (-70.67006 -33.4631) |
| -22.903744 | unimproved | POINT (-70.66997 -33.4631) |
| -22.919357 | unimproved | POINT (-70.66988 -33.4631) |
| -22.563916 | unimproved | POINT (-70.66979 -33.4631) |
| -22.464084 | unimproved | POINT (-70.6697 -33.4631) |
| -21.886010 | unimproved | POINT (-70.66961 -33.4631) |
| -21.263913 | unimproved | POINT (-70.66952 -33.4631) |
| -20.750727 | unimproved | POINT (-70.66943 -33.4631) |
| -20.380682 | unimproved | POINT (-70.66934 -33.4631) |
| -19.968769 | unimproved | POINT (-70.66925 -33.4631) |
| -19.838911 | unimproved | POINT (-70.66916 -33.4631) |
| -19.756228 | unimproved | POINT (-70.66907 -33.4631) |
| -19.724123 | unimproved | POINT (-70.66898 -33.4631) |
| -19.467123 | unimproved | POINT (-70.66889 -33.4631) |
| -19.349766 | unimproved | POINT (-70.6688 -33.4631) |
| -19.243724 | unimproved | POINT (-70.66871 -33.4631) |
| -19.253056 | unimproved | POINT (-70.66862 -33.4631) |
| -18.436613 | unimproved | POINT (-70.66745 -33.4631) |
| -19.005652 | unimproved | POINT (-70.66736 -33.4631) |
| -19.736057 | unimproved | POINT (-70.66727 -33.4631) |
| -20.593095 | unimproved | POINT (-70.66718 -33.4631) |
| -21.886173 | unimproved | POINT (-70.66709 -33.4631) |
| -22.616668 | unimproved | POINT (-70.667 -33.4631) |
| -22.667447 | unimproved | POINT (-70.66692 -33.4631) |
| -22.354844 | unimproved | POINT (-70.66683 -33.4631) |
| -21.537060 | unimproved | POINT (-70.66674 -33.4631) |
| -20.964676 | unimproved | POINT (-70.66665 -33.4631) |
| -20.403531 | unimproved | POINT (-70.66656 -33.4631) |
| -19.861283 | unimproved | POINT (-70.66647 -33.4631) |
| -19.749090 | unimproved | POINT (-70.66638 -33.4631) |
| -19.804925 | unimproved | POINT (-70.66629 -33.4631) |
| -19.019381 | unimproved | POINT (-70.6662 -33.4631) |
| -17.976187 | unimproved | POINT (-70.66611 -33.4631) |
| -16.532790 | unimproved | POINT (-70.66602 -33.4631) |
| -15.227523 | unimproved | POINT (-70.66593 -33.4631) |
| -14.558160 | unimproved | POINT (-70.66584 -33.4631) |
| -13.865201 | unimproved | POINT (-70.66575 -33.4631) |
| -12.910616 | unimproved | POINT (-70.66566 -33.4631) |
| -12.407550 | unimproved | POINT (-70.66557 -33.4631) |
| -12.536371 | unimproved | POINT (-70.66548 -33.4631) |
| -13.189335 | unimproved | POINT (-70.66539 -33.4631) |
| -13.557922 | unimproved | POINT (-70.6653 -33.4631) |
| -13.433742 | unimproved | POINT (-70.66521 -33.4631) |
| -12.736597 | unimproved | POINT (-70.66512 -33.4631) |
| -11.176112 | unimproved | POINT (-70.66503 -33.4631) |
| -8.985374 | unimproved | POINT (-70.66494 -33.4631) |
| -13.975490 | unimproved | POINT (-70.67114 -33.46301) |
| -16.185077 | unimproved | POINT (-70.67105 -33.46301) |
| -18.053608 | unimproved | POINT (-70.67096 -33.46301) |
| -18.854533 | unimproved | POINT (-70.67087 -33.46301) |
| -19.571932 | unimproved | POINT (-70.67078 -33.46301) |
| -20.037998 | unimproved | POINT (-70.67069 -33.46301) |
| -20.174283 | unimproved | POINT (-70.6706 -33.46301) |
| -20.611238 | unimproved | POINT (-70.67051 -33.46301) |
| -21.237082 | unimproved | POINT (-70.67042 -33.46301) |
| -21.632407 | unimproved | POINT (-70.67033 -33.46301) |
| -21.522039 | unimproved | POINT (-70.67024 -33.46301) |
| -21.799530 | unimproved | POINT (-70.67015 -33.46301) |
| -22.371662 | unimproved | POINT (-70.67006 -33.46301) |
| -22.877750 | unimproved | POINT (-70.66997 -33.46301) |
| -23.194585 | unimproved | POINT (-70.66988 -33.46301) |
| -22.876464 | unimproved | POINT (-70.66979 -33.46301) |
| -22.312516 | unimproved | POINT (-70.6697 -33.46301) |
| -21.975915 | unimproved | POINT (-70.66961 -33.46301) |
| -21.120960 | unimproved | POINT (-70.66952 -33.46301) |
| -20.624301 | unimproved | POINT (-70.66943 -33.46301) |
| -20.244137 | unimproved | POINT (-70.66934 -33.46301) |
| -19.867719 | unimproved | POINT (-70.66925 -33.46301) |
| -19.628443 | unimproved | POINT (-70.66916 -33.46301) |
| -19.517675 | unimproved | POINT (-70.66907 -33.46301) |
| -19.403936 | unimproved | POINT (-70.66898 -33.46301) |
| -19.335108 | unimproved | POINT (-70.66889 -33.46301) |
| -19.242856 | unimproved | POINT (-70.6688 -33.46301) |
| -19.299717 | unimproved | POINT (-70.66871 -33.46301) |
| -18.628830 | unimproved | POINT (-70.66745 -33.46301) |
| -19.148856 | unimproved | POINT (-70.66736 -33.46301) |
| -19.959033 | unimproved | POINT (-70.66727 -33.46301) |
| -20.769680 | unimproved | POINT (-70.66718 -33.46301) |
| -22.158525 | unimproved | POINT (-70.66709 -33.46301) |
| -23.302652 | unimproved | POINT (-70.667 -33.46301) |
| -23.177315 | unimproved | POINT (-70.66692 -33.46301) |
| -22.676138 | unimproved | POINT (-70.66683 -33.46301) |
| -21.598781 | unimproved | POINT (-70.66674 -33.46301) |
| -20.936761 | unimproved | POINT (-70.66665 -33.46301) |
| -20.537614 | unimproved | POINT (-70.66656 -33.46301) |
| -19.859818 | unimproved | POINT (-70.66647 -33.46301) |
| -19.633918 | unimproved | POINT (-70.66638 -33.46301) |
| -19.535434 | unimproved | POINT (-70.66629 -33.46301) |
| -18.966847 | unimproved | POINT (-70.6662 -33.46301) |
| -17.980515 | unimproved | POINT (-70.66611 -33.46301) |
| -17.045584 | unimproved | POINT (-70.66602 -33.46301) |
| -15.800598 | unimproved | POINT (-70.66593 -33.46301) |
| -14.959901 | unimproved | POINT (-70.66584 -33.46301) |
| -13.813200 | unimproved | POINT (-70.66575 -33.46301) |
| -12.368238 | unimproved | POINT (-70.66566 -33.46301) |
| -11.496139 | unimproved | POINT (-70.66557 -33.46301) |
| -11.601979 | unimproved | POINT (-70.66548 -33.46301) |
| -12.984601 | unimproved | POINT (-70.66539 -33.46301) |
| -13.830143 | unimproved | POINT (-70.6653 -33.46301) |
| -13.448475 | unimproved | POINT (-70.66521 -33.46301) |
| -12.255466 | unimproved | POINT (-70.66512 -33.46301) |
| -10.422229 | unimproved | POINT (-70.66503 -33.46301) |
| -7.789313 | unimproved | POINT (-70.66494 -33.46301) |
| -14.163973 | unimproved | POINT (-70.67114 -33.46292) |
| -15.806893 | unimproved | POINT (-70.67105 -33.46292) |
| -17.573491 | unimproved | POINT (-70.67096 -33.46292) |
| -18.777925 | unimproved | POINT (-70.67087 -33.46292) |
| -19.743398 | unimproved | POINT (-70.67078 -33.46292) |
| -20.223570 | unimproved | POINT (-70.67069 -33.46292) |
| -20.397511 | unimproved | POINT (-70.6706 -33.46292) |
| -20.684316 | unimproved | POINT (-70.67051 -33.46292) |
| -20.770665 | unimproved | POINT (-70.67042 -33.46292) |
| -21.403477 | unimproved | POINT (-70.67033 -33.46292) |
| -21.355694 | unimproved | POINT (-70.67024 -33.46292) |
| -21.486087 | unimproved | POINT (-70.67015 -33.46292) |
| -21.996087 | unimproved | POINT (-70.67006 -33.46292) |
| -22.955884 | unimproved | POINT (-70.66997 -33.46292) |
| -23.436892 | unimproved | POINT (-70.66988 -33.46292) |
| -22.933666 | unimproved | POINT (-70.66979 -33.46292) |
| -22.420168 | unimproved | POINT (-70.6697 -33.46292) |
| -21.952829 | unimproved | POINT (-70.66961 -33.46292) |
| -21.346664 | unimproved | POINT (-70.66952 -33.46292) |
| -20.679355 | unimproved | POINT (-70.66943 -33.46292) |
| -20.483482 | unimproved | POINT (-70.66934 -33.46292) |
| -20.153047 | unimproved | POINT (-70.66925 -33.46292) |
| -19.705877 | unimproved | POINT (-70.66916 -33.46292) |
| -19.595060 | unimproved | POINT (-70.66907 -33.46292) |
| -19.456707 | unimproved | POINT (-70.66898 -33.46292) |
| -19.516241 | unimproved | POINT (-70.66889 -33.46292) |
| -19.553585 | unimproved | POINT (-70.6688 -33.46292) |
| -19.661969 | unimproved | POINT (-70.66871 -33.46292) |
| -18.838154 | unimproved | POINT (-70.66736 -33.46292) |
| -19.894940 | unimproved | POINT (-70.66727 -33.46292) |
| -21.013364 | unimproved | POINT (-70.66718 -33.46292) |
| -22.174367 | unimproved | POINT (-70.66709 -33.46292) |
| -23.095860 | unimproved | POINT (-70.667 -33.46292) |
| -23.315714 | unimproved | POINT (-70.66692 -33.46292) |
| -22.599263 | unimproved | POINT (-70.66683 -33.46292) |
| -21.858968 | unimproved | POINT (-70.66674 -33.46292) |
| -21.750745 | unimproved | POINT (-70.66665 -33.46292) |
| -20.943139 | unimproved | POINT (-70.66656 -33.46292) |
| -19.817145 | unimproved | POINT (-70.66647 -33.46292) |
| -19.342494 | unimproved | POINT (-70.66638 -33.46292) |
| -19.246399 | unimproved | POINT (-70.66629 -33.46292) |
| -18.816227 | unimproved | POINT (-70.6662 -33.46292) |
| -17.934912 | unimproved | POINT (-70.66611 -33.46292) |
| -17.051509 | unimproved | POINT (-70.66602 -33.46292) |
| -15.880877 | unimproved | POINT (-70.66593 -33.46292) |
| -15.220207 | unimproved | POINT (-70.66584 -33.46292) |
| -14.603100 | unimproved | POINT (-70.66575 -33.46292) |
| -13.450742 | unimproved | POINT (-70.66566 -33.46292) |
| -12.165406 | unimproved | POINT (-70.66557 -33.46292) |
| -11.845532 | unimproved | POINT (-70.66548 -33.46292) |
| -12.912472 | unimproved | POINT (-70.66539 -33.46292) |
| -13.722398 | unimproved | POINT (-70.6653 -33.46292) |
| -13.794479 | unimproved | POINT (-70.66521 -33.46292) |
| -13.244831 | unimproved | POINT (-70.66512 -33.46292) |
| -12.029852 | unimproved | POINT (-70.66503 -33.46292) |
| -9.628958 | unimproved | POINT (-70.66494 -33.46292) |
| -15.360357 | unimproved | POINT (-70.67114 -33.46283) |
| -16.424389 | unimproved | POINT (-70.67105 -33.46283) |
| -17.778147 | unimproved | POINT (-70.67096 -33.46283) |
| -18.863631 | unimproved | POINT (-70.67087 -33.46283) |
| -19.720515 | unimproved | POINT (-70.67078 -33.46283) |
| -20.289720 | unimproved | POINT (-70.67069 -33.46283) |
| -20.382926 | unimproved | POINT (-70.6706 -33.46283) |
| -20.572692 | unimproved | POINT (-70.67051 -33.46283) |
| -20.706541 | unimproved | POINT (-70.67042 -33.46283) |
| -21.252727 | unimproved | POINT (-70.67033 -33.46283) |
| -21.232221 | unimproved | POINT (-70.67024 -33.46283) |
| -21.255395 | unimproved | POINT (-70.67015 -33.46283) |
| -21.666401 | unimproved | POINT (-70.67006 -33.46283) |
| -22.685899 | unimproved | POINT (-70.66997 -33.46283) |
| -23.099947 | unimproved | POINT (-70.66988 -33.46283) |
| -23.205622 | unimproved | POINT (-70.66979 -33.46283) |
| -22.914769 | unimproved | POINT (-70.6697 -33.46283) |
| -22.273343 | unimproved | POINT (-70.66961 -33.46283) |
| -21.623331 | unimproved | POINT (-70.66952 -33.46283) |
| -20.974255 | unimproved | POINT (-70.66943 -33.46283) |
| -20.576882 | unimproved | POINT (-70.66934 -33.46283) |
| -20.271473 | unimproved | POINT (-70.66925 -33.46283) |
| -19.908637 | unimproved | POINT (-70.66916 -33.46283) |
| -19.901373 | unimproved | POINT (-70.66907 -33.46283) |
| -19.657158 | unimproved | POINT (-70.66898 -33.46283) |
| -19.789939 | unimproved | POINT (-70.66889 -33.46283) |
| -19.798598 | unimproved | POINT (-70.6688 -33.46283) |
| -18.790991 | unimproved | POINT (-70.66736 -33.46283) |
| -19.865878 | unimproved | POINT (-70.66727 -33.46283) |
| -21.129643 | unimproved | POINT (-70.66718 -33.46283) |
| -22.005526 | unimproved | POINT (-70.66709 -33.46283) |
| -22.614441 | unimproved | POINT (-70.667 -33.46283) |
| -22.815675 | unimproved | POINT (-70.66692 -33.46283) |
| -22.402270 | unimproved | POINT (-70.66683 -33.46283) |
| -21.900637 | unimproved | POINT (-70.66674 -33.46283) |
| -21.926261 | unimproved | POINT (-70.66665 -33.46283) |
| -20.970454 | unimproved | POINT (-70.66656 -33.46283) |
| -19.831082 | unimproved | POINT (-70.66647 -33.46283) |
| -19.303018 | unimproved | POINT (-70.66638 -33.46283) |
| -19.230238 | unimproved | POINT (-70.66629 -33.46283) |
| -18.664985 | unimproved | POINT (-70.6662 -33.46283) |
| -17.784196 | unimproved | POINT (-70.66611 -33.46283) |
| -16.670166 | unimproved | POINT (-70.66602 -33.46283) |
| -15.464446 | unimproved | POINT (-70.66593 -33.46283) |
| -14.993963 | unimproved | POINT (-70.66584 -33.46283) |
| -15.040293 | unimproved | POINT (-70.66575 -33.46283) |
| -14.991530 | unimproved | POINT (-70.66566 -33.46283) |
| -14.174405 | unimproved | POINT (-70.66557 -33.46283) |
| -13.688611 | unimproved | POINT (-70.66548 -33.46283) |
| -14.121502 | unimproved | POINT (-70.66539 -33.46283) |
| -14.656117 | unimproved | POINT (-70.6653 -33.46283) |
| -15.164377 | unimproved | POINT (-70.66521 -33.46283) |
| -15.320158 | unimproved | POINT (-70.66512 -33.46283) |
| -14.423695 | unimproved | POINT (-70.66503 -33.46283) |
| -13.341529 | unimproved | POINT (-70.66494 -33.46283) |
| -17.391385 | unimproved | POINT (-70.67114 -33.46274) |
| -18.112512 | unimproved | POINT (-70.67105 -33.46274) |
| -18.806868 | unimproved | POINT (-70.67096 -33.46274) |
| -19.428668 | unimproved | POINT (-70.67087 -33.46274) |
| -19.660200 | unimproved | POINT (-70.67078 -33.46274) |
| -20.031381 | unimproved | POINT (-70.67069 -33.46274) |
| -20.354765 | unimproved | POINT (-70.6706 -33.46274) |
| -20.636676 | unimproved | POINT (-70.67051 -33.46274) |
| -20.596699 | unimproved | POINT (-70.67042 -33.46274) |
| -20.955906 | unimproved | POINT (-70.67033 -33.46274) |
| -21.012028 | unimproved | POINT (-70.67024 -33.46274) |
| -20.909869 | unimproved | POINT (-70.67015 -33.46274) |
| -21.177605 | unimproved | POINT (-70.67006 -33.46274) |
| -22.156975 | unimproved | POINT (-70.66997 -33.46274) |
| -22.660506 | unimproved | POINT (-70.66988 -33.46274) |
| -22.910291 | unimproved | POINT (-70.66979 -33.46274) |
| -22.710109 | unimproved | POINT (-70.6697 -33.46274) |
| -22.718512 | unimproved | POINT (-70.66961 -33.46274) |
| -21.702396 | unimproved | POINT (-70.66952 -33.46274) |
| -21.228079 | unimproved | POINT (-70.66943 -33.46274) |
| -20.941684 | unimproved | POINT (-70.66934 -33.46274) |
| -20.437792 | unimproved | POINT (-70.66925 -33.46274) |
| -20.042493 | unimproved | POINT (-70.66916 -33.46274) |
| -19.835253 | unimproved | POINT (-70.66907 -33.46274) |
| -19.628314 | unimproved | POINT (-70.66898 -33.46274) |
| -19.513825 | unimproved | POINT (-70.66889 -33.46274) |
| -19.310866 | unimproved | POINT (-70.6688 -33.46274) |
| -20.125294 | unimproved | POINT (-70.66727 -33.46274) |
| -21.564044 | unimproved | POINT (-70.66718 -33.46274) |
| -22.189889 | unimproved | POINT (-70.66709 -33.46274) |
| -22.543368 | unimproved | POINT (-70.667 -33.46274) |
| -22.787604 | unimproved | POINT (-70.66692 -33.46274) |
| -22.478079 | unimproved | POINT (-70.66683 -33.46274) |
| -22.086273 | unimproved | POINT (-70.66674 -33.46274) |
| -21.745718 | unimproved | POINT (-70.66665 -33.46274) |
| -20.789380 | unimproved | POINT (-70.66656 -33.46274) |
| -19.991990 | unimproved | POINT (-70.66647 -33.46274) |
| -19.374472 | unimproved | POINT (-70.66638 -33.46274) |
| -19.264481 | unimproved | POINT (-70.66629 -33.46274) |
| -18.802113 | unimproved | POINT (-70.6662 -33.46274) |
| -17.885689 | unimproved | POINT (-70.66611 -33.46274) |
| -16.259882 | unimproved | POINT (-70.66602 -33.46274) |
| -14.850728 | unimproved | POINT (-70.66593 -33.46274) |
| -14.194248 | unimproved | POINT (-70.66584 -33.46274) |
| -14.220061 | unimproved | POINT (-70.66575 -33.46274) |
| -14.676598 | unimproved | POINT (-70.66566 -33.46274) |
| -14.888811 | unimproved | POINT (-70.66557 -33.46274) |
| -14.895824 | unimproved | POINT (-70.66548 -33.46274) |
| -15.139198 | unimproved | POINT (-70.66539 -33.46274) |
| -15.515279 | unimproved | POINT (-70.6653 -33.46274) |
| -15.637716 | unimproved | POINT (-70.66521 -33.46274) |
| -15.548965 | unimproved | POINT (-70.66512 -33.46274) |
| -14.493563 | unimproved | POINT (-70.66503 -33.46274) |
| -13.526767 | unimproved | POINT (-70.66494 -33.46274) |
| -18.454766 | unimproved | POINT (-70.67114 -33.46265) |
| -19.119374 | unimproved | POINT (-70.67105 -33.46265) |
| -19.788429 | unimproved | POINT (-70.67096 -33.46265) |
| -19.981147 | unimproved | POINT (-70.67087 -33.46265) |
| -19.744131 | unimproved | POINT (-70.67078 -33.46265) |
| -20.007593 | unimproved | POINT (-70.67069 -33.46265) |
| -20.479998 | unimproved | POINT (-70.6706 -33.46265) |
| -20.748167 | unimproved | POINT (-70.67051 -33.46265) |
| -20.883013 | unimproved | POINT (-70.67042 -33.46265) |
| -21.000887 | unimproved | POINT (-70.67033 -33.46265) |
| -21.163798 | unimproved | POINT (-70.67024 -33.46265) |
| -21.047617 | unimproved | POINT (-70.67015 -33.46265) |
| -21.241756 | unimproved | POINT (-70.67006 -33.46265) |
| -22.155854 | unimproved | POINT (-70.66997 -33.46265) |
| -23.041928 | unimproved | POINT (-70.66988 -33.46265) |
| -23.066881 | unimproved | POINT (-70.66979 -33.46265) |
| -22.673414 | unimproved | POINT (-70.6697 -33.46265) |
| -22.475068 | unimproved | POINT (-70.66961 -33.46265) |
| -21.840767 | unimproved | POINT (-70.66952 -33.46265) |
| -21.494801 | unimproved | POINT (-70.66943 -33.46265) |
| -21.332433 | unimproved | POINT (-70.66934 -33.46265) |
| -20.574441 | unimproved | POINT (-70.66925 -33.46265) |
| -20.020324 | unimproved | POINT (-70.66916 -33.46265) |
| -19.753775 | unimproved | POINT (-70.66907 -33.46265) |
| -19.431050 | unimproved | POINT (-70.66898 -33.46265) |
| -19.095959 | unimproved | POINT (-70.66889 -33.46265) |
| -20.587488 | unimproved | POINT (-70.66727 -33.46265) |
| -21.732633 | unimproved | POINT (-70.66718 -33.46265) |
| -22.097079 | unimproved | POINT (-70.66709 -33.46265) |
| -22.551728 | unimproved | POINT (-70.667 -33.46265) |
| -22.615069 | unimproved | POINT (-70.66692 -33.46265) |
| -22.427251 | unimproved | POINT (-70.66683 -33.46265) |
| -22.140957 | unimproved | POINT (-70.66674 -33.46265) |
| -21.677130 | unimproved | POINT (-70.66665 -33.46265) |
| -21.068176 | unimproved | POINT (-70.66656 -33.46265) |
| -20.156930 | unimproved | POINT (-70.66647 -33.46265) |
| -19.526689 | unimproved | POINT (-70.66638 -33.46265) |
| -19.335080 | unimproved | POINT (-70.66629 -33.46265) |
| -18.762555 | unimproved | POINT (-70.6662 -33.46265) |
| -17.584629 | unimproved | POINT (-70.66611 -33.46265) |
| -15.968735 | unimproved | POINT (-70.66602 -33.46265) |
| -14.562758 | unimproved | POINT (-70.66593 -33.46265) |
| -13.836338 | unimproved | POINT (-70.66584 -33.46265) |
| -13.549901 | unimproved | POINT (-70.66575 -33.46265) |
| -13.487796 | unimproved | POINT (-70.66566 -33.46265) |
| -13.616279 | unimproved | POINT (-70.66557 -33.46265) |
| -14.125463 | unimproved | POINT (-70.66548 -33.46265) |
| -14.844682 | unimproved | POINT (-70.66539 -33.46265) |
| -14.888548 | unimproved | POINT (-70.6653 -33.46265) |
| -14.623886 | unimproved | POINT (-70.66521 -33.46265) |
| -14.274818 | unimproved | POINT (-70.66512 -33.46265) |
| -13.291559 | unimproved | POINT (-70.66503 -33.46265) |
| -12.034337 | unimproved | POINT (-70.66494 -33.46265) |
| -18.475502 | unimproved | POINT (-70.67114 -33.46256) |
| -19.697513 | unimproved | POINT (-70.67105 -33.46256) |
| -20.491322 | unimproved | POINT (-70.67096 -33.46256) |
| -20.326859 | unimproved | POINT (-70.67087 -33.46256) |
| -19.998580 | unimproved | POINT (-70.67078 -33.46256) |
| -20.361300 | unimproved | POINT (-70.67069 -33.46256) |
| -20.981845 | unimproved | POINT (-70.6706 -33.46256) |
| -21.140621 | unimproved | POINT (-70.67051 -33.46256) |
| -21.117669 | unimproved | POINT (-70.67042 -33.46256) |
| -21.426752 | unimproved | POINT (-70.67033 -33.46256) |
| -21.704316 | unimproved | POINT (-70.67024 -33.46256) |
| -21.307883 | unimproved | POINT (-70.67015 -33.46256) |
| -21.576285 | unimproved | POINT (-70.67006 -33.46256) |
| -22.190226 | unimproved | POINT (-70.66997 -33.46256) |
| -22.984184 | unimproved | POINT (-70.66988 -33.46256) |
| -23.082182 | unimproved | POINT (-70.66979 -33.46256) |
| -22.474458 | unimproved | POINT (-70.6697 -33.46256) |
| -22.557474 | unimproved | POINT (-70.66961 -33.46256) |
| -22.120672 | unimproved | POINT (-70.66952 -33.46256) |
| -21.779965 | unimproved | POINT (-70.66943 -33.46256) |
| -21.367370 | unimproved | POINT (-70.66934 -33.46256) |
| -20.963403 | unimproved | POINT (-70.66925 -33.46256) |
| -20.318693 | unimproved | POINT (-70.66916 -33.46256) |
| -19.473946 | unimproved | POINT (-70.66907 -33.46256) |
| -19.108307 | unimproved | POINT (-70.66898 -33.46256) |
| -21.100840 | unimproved | POINT (-70.66718 -33.46256) |
| -21.759741 | unimproved | POINT (-70.66709 -33.46256) |
| -22.335988 | unimproved | POINT (-70.667 -33.46256) |
| -22.370088 | unimproved | POINT (-70.66692 -33.46256) |
| -22.081136 | unimproved | POINT (-70.66683 -33.46256) |
| -22.060151 | unimproved | POINT (-70.66674 -33.46256) |
| -21.405308 | unimproved | POINT (-70.66665 -33.46256) |
| -21.168366 | unimproved | POINT (-70.66656 -33.46256) |
| -20.030852 | unimproved | POINT (-70.66647 -33.46256) |
| -19.309317 | unimproved | POINT (-70.66638 -33.46256) |
| -19.056120 | unimproved | POINT (-70.66629 -33.46256) |
| -18.570009 | unimproved | POINT (-70.6662 -33.46256) |
| -17.484141 | unimproved | POINT (-70.66611 -33.46256) |
| -16.174126 | unimproved | POINT (-70.66602 -33.46256) |
| -15.178150 | unimproved | POINT (-70.66593 -33.46256) |
| -14.211357 | unimproved | POINT (-70.66584 -33.46256) |
| -13.569591 | unimproved | POINT (-70.66575 -33.46256) |
| -12.724933 | unimproved | POINT (-70.66566 -33.46256) |
| -12.280933 | unimproved | POINT (-70.66557 -33.46256) |
| -12.785421 | unimproved | POINT (-70.66548 -33.46256) |
| -13.477388 | unimproved | POINT (-70.66539 -33.46256) |
| -13.598420 | unimproved | POINT (-70.6653 -33.46256) |
| -13.701838 | unimproved | POINT (-70.66521 -33.46256) |
| -13.925360 | unimproved | POINT (-70.66512 -33.46256) |
| -13.121256 | unimproved | POINT (-70.66503 -33.46256) |
| -11.715364 | unimproved | POINT (-70.66494 -33.46256) |
| -18.992332 | unimproved | POINT (-70.67114 -33.46247) |
| -20.135804 | unimproved | POINT (-70.67105 -33.46247) |
| -20.968766 | unimproved | POINT (-70.67096 -33.46247) |
| -20.642197 | unimproved | POINT (-70.67087 -33.46247) |
| -20.367548 | unimproved | POINT (-70.67078 -33.46247) |
| -20.576810 | unimproved | POINT (-70.67069 -33.46247) |
| -21.323516 | unimproved | POINT (-70.6706 -33.46247) |
| -21.487865 | unimproved | POINT (-70.67051 -33.46247) |
| -21.535265 | unimproved | POINT (-70.67042 -33.46247) |
| -21.577278 | unimproved | POINT (-70.67033 -33.46247) |
| -21.694094 | unimproved | POINT (-70.67024 -33.46247) |
| -21.824175 | unimproved | POINT (-70.67015 -33.46247) |
| -21.908228 | unimproved | POINT (-70.67006 -33.46247) |
| -22.158584 | unimproved | POINT (-70.66997 -33.46247) |
| -22.635289 | unimproved | POINT (-70.66988 -33.46247) |
| -22.684086 | unimproved | POINT (-70.66979 -33.46247) |
| -22.656861 | unimproved | POINT (-70.6697 -33.46247) |
| -22.792797 | unimproved | POINT (-70.66961 -33.46247) |
| -22.501885 | unimproved | POINT (-70.66952 -33.46247) |
| -21.894525 | unimproved | POINT (-70.66943 -33.46247) |
| -21.747916 | unimproved | POINT (-70.66934 -33.46247) |
| -21.211329 | unimproved | POINT (-70.66925 -33.46247) |
| -20.271016 | unimproved | POINT (-70.66916 -33.46247) |
| -19.322776 | unimproved | POINT (-70.66907 -33.46247) |
| -18.955374 | unimproved | POINT (-70.66898 -33.46247) |
| -20.939568 | unimproved | POINT (-70.66718 -33.46247) |
| -22.078938 | unimproved | POINT (-70.66709 -33.46247) |
| -22.562524 | unimproved | POINT (-70.667 -33.46247) |
| -22.257517 | unimproved | POINT (-70.66692 -33.46247) |
| -21.874316 | unimproved | POINT (-70.66683 -33.46247) |
| -21.676554 | unimproved | POINT (-70.66674 -33.46247) |
| -21.536005 | unimproved | POINT (-70.66665 -33.46247) |
| -21.148145 | unimproved | POINT (-70.66656 -33.46247) |
| -19.929221 | unimproved | POINT (-70.66647 -33.46247) |
| -19.097913 | unimproved | POINT (-70.66638 -33.46247) |
| -18.739146 | unimproved | POINT (-70.66629 -33.46247) |
| -18.561229 | unimproved | POINT (-70.6662 -33.46247) |
| -17.695460 | unimproved | POINT (-70.66611 -33.46247) |
| -16.730060 | unimproved | POINT (-70.66602 -33.46247) |
| -16.152031 | unimproved | POINT (-70.66593 -33.46247) |
| -15.197972 | unimproved | POINT (-70.66584 -33.46247) |
| -14.192812 | unimproved | POINT (-70.66575 -33.46247) |
| -12.878907 | unimproved | POINT (-70.66566 -33.46247) |
| -12.003946 | unimproved | POINT (-70.66557 -33.46247) |
| -12.145853 | unimproved | POINT (-70.66548 -33.46247) |
| -12.471267 | unimproved | POINT (-70.66539 -33.46247) |
| -12.697296 | unimproved | POINT (-70.6653 -33.46247) |
| -13.316695 | unimproved | POINT (-70.66521 -33.46247) |
| -14.426274 | unimproved | POINT (-70.66512 -33.46247) |
| -14.371892 | unimproved | POINT (-70.66503 -33.46247) |
| -12.847721 | unimproved | POINT (-70.66494 -33.46247) |
| -19.726457 | unimproved | POINT (-70.67114 -33.46238) |
| -20.544866 | unimproved | POINT (-70.67105 -33.46238) |
| -20.957676 | unimproved | POINT (-70.67096 -33.46238) |
| -20.624433 | unimproved | POINT (-70.67087 -33.46238) |
| -20.767800 | unimproved | POINT (-70.67078 -33.46238) |
| -20.777080 | unimproved | POINT (-70.67069 -33.46238) |
| -21.275640 | unimproved | POINT (-70.6706 -33.46238) |
| -21.563131 | unimproved | POINT (-70.67051 -33.46238) |
| -21.617878 | unimproved | POINT (-70.67042 -33.46238) |
| -21.462407 | unimproved | POINT (-70.67033 -33.46238) |
| -21.629729 | unimproved | POINT (-70.67024 -33.46238) |
| -21.758751 | unimproved | POINT (-70.67015 -33.46238) |
| -21.723724 | unimproved | POINT (-70.67006 -33.46238) |
| -21.926536 | unimproved | POINT (-70.66997 -33.46238) |
| -22.252693 | unimproved | POINT (-70.66988 -33.46238) |
| -22.843640 | unimproved | POINT (-70.66979 -33.46238) |
| -22.907143 | unimproved | POINT (-70.6697 -33.46238) |
| -22.950129 | unimproved | POINT (-70.66961 -33.46238) |
| -22.668222 | unimproved | POINT (-70.66952 -33.46238) |
| -22.259179 | unimproved | POINT (-70.66943 -33.46238) |
| -21.911941 | unimproved | POINT (-70.66934 -33.46238) |
| -21.338700 | unimproved | POINT (-70.66925 -33.46238) |
| -20.322665 | unimproved | POINT (-70.66916 -33.46238) |
| -19.594364 | unimproved | POINT (-70.66907 -33.46238) |
| -22.199901 | unimproved | POINT (-70.66709 -33.46238) |
| -22.625903 | unimproved | POINT (-70.667 -33.46238) |
| -22.609359 | unimproved | POINT (-70.66692 -33.46238) |
| -21.944290 | unimproved | POINT (-70.66683 -33.46238) |
| -21.881821 | unimproved | POINT (-70.66674 -33.46238) |
| -21.635405 | unimproved | POINT (-70.66665 -33.46238) |
| -20.888111 | unimproved | POINT (-70.66656 -33.46238) |
| -19.534392 | unimproved | POINT (-70.66647 -33.46238) |
| -18.877516 | unimproved | POINT (-70.66638 -33.46238) |
| -18.692831 | unimproved | POINT (-70.66629 -33.46238) |
| -18.686600 | unimproved | POINT (-70.6662 -33.46238) |
| -17.825814 | unimproved | POINT (-70.66611 -33.46238) |
| -16.777823 | unimproved | POINT (-70.66602 -33.46238) |
| -16.273282 | unimproved | POINT (-70.66593 -33.46238) |
| -15.669270 | unimproved | POINT (-70.66584 -33.46238) |
| -14.621346 | unimproved | POINT (-70.66575 -33.46238) |
| -13.485310 | unimproved | POINT (-70.66566 -33.46238) |
| -12.706349 | unimproved | POINT (-70.66557 -33.46238) |
| -12.553511 | unimproved | POINT (-70.66548 -33.46238) |
| -12.614870 | unimproved | POINT (-70.66539 -33.46238) |
| -12.843739 | unimproved | POINT (-70.6653 -33.46238) |
| -13.633121 | unimproved | POINT (-70.66521 -33.46238) |
| -14.799420 | unimproved | POINT (-70.66512 -33.46238) |
| -15.438797 | unimproved | POINT (-70.66503 -33.46238) |
| -13.982644 | unimproved | POINT (-70.66494 -33.46238) |
| -19.195301 | unimproved | POINT (-70.67114 -33.46229) |
| -20.090131 | unimproved | POINT (-70.67105 -33.46229) |
| -20.856215 | unimproved | POINT (-70.67096 -33.46229) |
| -20.755426 | unimproved | POINT (-70.67087 -33.46229) |
| -20.806765 | unimproved | POINT (-70.67078 -33.46229) |
| -20.707308 | unimproved | POINT (-70.67069 -33.46229) |
| -21.002914 | unimproved | POINT (-70.6706 -33.46229) |
| -21.158461 | unimproved | POINT (-70.67051 -33.46229) |
| -20.767954 | unimproved | POINT (-70.67042 -33.46229) |
| -20.636945 | unimproved | POINT (-70.67033 -33.46229) |
| -21.190091 | unimproved | POINT (-70.67024 -33.46229) |
| -21.416801 | unimproved | POINT (-70.67015 -33.46229) |
| -21.427930 | unimproved | POINT (-70.67006 -33.46229) |
| -21.365833 | unimproved | POINT (-70.66997 -33.46229) |
| -21.788615 | unimproved | POINT (-70.66988 -33.46229) |
| -22.868331 | unimproved | POINT (-70.66979 -33.46229) |
| -23.152706 | unimproved | POINT (-70.6697 -33.46229) |
| -23.204797 | unimproved | POINT (-70.66961 -33.46229) |
| -22.648925 | unimproved | POINT (-70.66952 -33.46229) |
| -22.397247 | unimproved | POINT (-70.66943 -33.46229) |
| -21.957715 | unimproved | POINT (-70.66934 -33.46229) |
| -21.359658 | unimproved | POINT (-70.66925 -33.46229) |
| -20.651035 | unimproved | POINT (-70.66916 -33.46229) |
| -20.174728 | unimproved | POINT (-70.66907 -33.46229) |
| -22.259345 | unimproved | POINT (-70.66709 -33.46229) |
| -22.792921 | unimproved | POINT (-70.667 -33.46229) |
| -22.511922 | unimproved | POINT (-70.66692 -33.46229) |
| -21.976609 | unimproved | POINT (-70.66683 -33.46229) |
| -21.786041 | unimproved | POINT (-70.66674 -33.46229) |
| -21.426836 | unimproved | POINT (-70.66665 -33.46229) |
| -20.661072 | unimproved | POINT (-70.66656 -33.46229) |
| -19.620928 | unimproved | POINT (-70.66647 -33.46229) |
| -19.140851 | unimproved | POINT (-70.66638 -33.46229) |
| -18.972708 | unimproved | POINT (-70.66629 -33.46229) |
| -18.810014 | unimproved | POINT (-70.6662 -33.46229) |
| -17.907682 | unimproved | POINT (-70.66611 -33.46229) |
| -16.866044 | unimproved | POINT (-70.66602 -33.46229) |
| -16.200592 | unimproved | POINT (-70.66593 -33.46229) |
| -15.765994 | unimproved | POINT (-70.66584 -33.46229) |
| -14.993203 | unimproved | POINT (-70.66575 -33.46229) |
| -14.205388 | unimproved | POINT (-70.66566 -33.46229) |
| -13.552799 | unimproved | POINT (-70.66557 -33.46229) |
| -13.579370 | unimproved | POINT (-70.66548 -33.46229) |
| -13.888117 | unimproved | POINT (-70.66539 -33.46229) |
| -13.933753 | unimproved | POINT (-70.6653 -33.46229) |
| -14.270150 | unimproved | POINT (-70.66521 -33.46229) |
| -15.068143 | unimproved | POINT (-70.66512 -33.46229) |
| -15.092728 | unimproved | POINT (-70.66503 -33.46229) |
| -13.668825 | unimproved | POINT (-70.66494 -33.46229) |
| -18.147766 | unimproved | POINT (-70.67114 -33.4622) |
| -19.266684 | unimproved | POINT (-70.67105 -33.4622) |
| -20.411858 | unimproved | POINT (-70.67096 -33.4622) |
| -20.954570 | unimproved | POINT (-70.67087 -33.4622) |
| -21.004439 | unimproved | POINT (-70.67078 -33.4622) |
| -20.790626 | unimproved | POINT (-70.67069 -33.4622) |
| -20.928339 | unimproved | POINT (-70.6706 -33.4622) |
| -21.089944 | unimproved | POINT (-70.67051 -33.4622) |
| -20.877933 | unimproved | POINT (-70.67042 -33.4622) |
| -20.521627 | unimproved | POINT (-70.67033 -33.4622) |
| -21.002938 | unimproved | POINT (-70.67024 -33.4622) |
| -21.212414 | unimproved | POINT (-70.67015 -33.4622) |
| -21.278996 | unimproved | POINT (-70.67006 -33.4622) |
| -21.253378 | unimproved | POINT (-70.66997 -33.4622) |
| -21.673006 | unimproved | POINT (-70.66988 -33.4622) |
| -22.330627 | unimproved | POINT (-70.66979 -33.4622) |
| -22.585732 | unimproved | POINT (-70.6697 -33.4622) |
| -22.569615 | unimproved | POINT (-70.66961 -33.4622) |
| -22.364231 | unimproved | POINT (-70.66952 -33.4622) |
| -22.286462 | unimproved | POINT (-70.66943 -33.4622) |
| -21.589773 | unimproved | POINT (-70.66934 -33.4622) |
| -21.412441 | unimproved | POINT (-70.66925 -33.4622) |
| -21.249849 | unimproved | POINT (-70.66916 -33.4622) |
| -22.863826 | unimproved | POINT (-70.667 -33.4622) |
| -22.328103 | unimproved | POINT (-70.66692 -33.4622) |
| -21.950173 | unimproved | POINT (-70.66683 -33.4622) |
| -21.829204 | unimproved | POINT (-70.66674 -33.4622) |
| -21.651581 | unimproved | POINT (-70.66665 -33.4622) |
| -20.713014 | unimproved | POINT (-70.66656 -33.4622) |
| -19.853192 | unimproved | POINT (-70.66647 -33.4622) |
| -19.148467 | unimproved | POINT (-70.66638 -33.4622) |
| -19.067705 | unimproved | POINT (-70.66629 -33.4622) |
| -18.595443 | unimproved | POINT (-70.6662 -33.4622) |
| -17.444863 | unimproved | POINT (-70.66611 -33.4622) |
| -16.555609 | unimproved | POINT (-70.66602 -33.4622) |
| -15.771254 | unimproved | POINT (-70.66593 -33.4622) |
| -15.273830 | unimproved | POINT (-70.66584 -33.4622) |
| -14.692850 | unimproved | POINT (-70.66575 -33.4622) |
| -14.094774 | unimproved | POINT (-70.66566 -33.4622) |
| -13.766837 | unimproved | POINT (-70.66557 -33.4622) |
| -14.242241 | unimproved | POINT (-70.66548 -33.4622) |
| -14.790434 | unimproved | POINT (-70.66539 -33.4622) |
| -14.826734 | unimproved | POINT (-70.6653 -33.4622) |
| -14.766428 | unimproved | POINT (-70.66521 -33.4622) |
| -14.970743 | unimproved | POINT (-70.66512 -33.4622) |
| -14.366036 | unimproved | POINT (-70.66503 -33.4622) |
| -12.596156 | unimproved | POINT (-70.66494 -33.4622) |
| -16.953971 | unimproved | POINT (-70.67114 -33.46211) |
| -17.993747 | unimproved | POINT (-70.67105 -33.46211) |
| -19.302422 | unimproved | POINT (-70.67096 -33.46211) |
| -20.373418 | unimproved | POINT (-70.67087 -33.46211) |
| -20.899342 | unimproved | POINT (-70.67078 -33.46211) |
| -20.799929 | unimproved | POINT (-70.67069 -33.46211) |
| -20.698237 | unimproved | POINT (-70.6706 -33.46211) |
| -20.882345 | unimproved | POINT (-70.67051 -33.46211) |
| -20.904256 | unimproved | POINT (-70.67042 -33.46211) |
| -20.703750 | unimproved | POINT (-70.67033 -33.46211) |
| -20.979992 | unimproved | POINT (-70.67024 -33.46211) |
| -21.334291 | unimproved | POINT (-70.67015 -33.46211) |
| -21.523180 | unimproved | POINT (-70.67006 -33.46211) |
| -21.472000 | unimproved | POINT (-70.66997 -33.46211) |
| -21.807795 | unimproved | POINT (-70.66988 -33.46211) |
| -22.417207 | unimproved | POINT (-70.66979 -33.46211) |
| -22.519689 | unimproved | POINT (-70.6697 -33.46211) |
| -22.303130 | unimproved | POINT (-70.66961 -33.46211) |
| -22.052970 | unimproved | POINT (-70.66952 -33.46211) |
| -21.701268 | unimproved | POINT (-70.66943 -33.46211) |
| -21.298050 | unimproved | POINT (-70.66934 -33.46211) |
| -21.444936 | unimproved | POINT (-70.66925 -33.46211) |
| -21.400254 | unimproved | POINT (-70.66916 -33.46211) |
| -22.585892 | unimproved | POINT (-70.667 -33.46211) |
| -22.480262 | unimproved | POINT (-70.66692 -33.46211) |
| -22.079103 | unimproved | POINT (-70.66683 -33.46211) |
| -21.875729 | unimproved | POINT (-70.66674 -33.46211) |
| -21.267945 | unimproved | POINT (-70.66665 -33.46211) |
| -20.223314 | unimproved | POINT (-70.66656 -33.46211) |
| -19.471690 | unimproved | POINT (-70.66647 -33.46211) |
| -18.971786 | unimproved | POINT (-70.66638 -33.46211) |
| -18.989160 | unimproved | POINT (-70.66629 -33.46211) |
| -18.172756 | unimproved | POINT (-70.6662 -33.46211) |
| -16.574750 | unimproved | POINT (-70.66611 -33.46211) |
| -15.297051 | unimproved | POINT (-70.66602 -33.46211) |
| -14.399286 | unimproved | POINT (-70.66593 -33.46211) |
| -14.067167 | unimproved | POINT (-70.66584 -33.46211) |
| -13.924609 | unimproved | POINT (-70.66575 -33.46211) |
| -13.735560 | unimproved | POINT (-70.66566 -33.46211) |
| -13.408765 | unimproved | POINT (-70.66557 -33.46211) |
| -13.777875 | unimproved | POINT (-70.66548 -33.46211) |
| -14.413626 | unimproved | POINT (-70.66539 -33.46211) |
| -14.605534 | unimproved | POINT (-70.6653 -33.46211) |
| -14.561637 | unimproved | POINT (-70.66521 -33.46211) |
| -14.469120 | unimproved | POINT (-70.66512 -33.46211) |
| -13.336348 | unimproved | POINT (-70.66503 -33.46211) |
| -11.562616 | unimproved | POINT (-70.66494 -33.46211) |
| -15.951753 | unimproved | POINT (-70.67114 -33.46202) |
| -17.111369 | unimproved | POINT (-70.67105 -33.46202) |
| -18.404829 | unimproved | POINT (-70.67096 -33.46202) |
| -19.688806 | unimproved | POINT (-70.67087 -33.46202) |
| -20.436368 | unimproved | POINT (-70.67078 -33.46202) |
| -20.527223 | unimproved | POINT (-70.67069 -33.46202) |
| -20.683740 | unimproved | POINT (-70.6706 -33.46202) |
| -20.762638 | unimproved | POINT (-70.67051 -33.46202) |
| -20.592782 | unimproved | POINT (-70.67042 -33.46202) |
| -20.382823 | unimproved | POINT (-70.67033 -33.46202) |
| -20.523321 | unimproved | POINT (-70.67024 -33.46202) |
| -20.994508 | unimproved | POINT (-70.67015 -33.46202) |
| -21.286280 | unimproved | POINT (-70.67006 -33.46202) |
| -21.412998 | unimproved | POINT (-70.66997 -33.46202) |
| -21.287723 | unimproved | POINT (-70.66988 -33.46202) |
| -21.730589 | unimproved | POINT (-70.66979 -33.46202) |
| -22.278833 | unimproved | POINT (-70.6697 -33.46202) |
| -22.689142 | unimproved | POINT (-70.66961 -33.46202) |
| -22.417966 | unimproved | POINT (-70.66952 -33.46202) |
| -22.104312 | unimproved | POINT (-70.66943 -33.46202) |
| -21.361918 | unimproved | POINT (-70.66934 -33.46202) |
| -21.262680 | unimproved | POINT (-70.66925 -33.46202) |
| -22.366104 | unimproved | POINT (-70.66692 -33.46202) |
| -21.910139 | unimproved | POINT (-70.66683 -33.46202) |
| -21.722080 | unimproved | POINT (-70.66674 -33.46202) |
| -21.004819 | unimproved | POINT (-70.66665 -33.46202) |
| -20.037785 | unimproved | POINT (-70.66656 -33.46202) |
| -19.467728 | unimproved | POINT (-70.66647 -33.46202) |
| -18.940034 | unimproved | POINT (-70.66638 -33.46202) |
| -18.436008 | unimproved | POINT (-70.66629 -33.46202) |
| -17.224892 | unimproved | POINT (-70.6662 -33.46202) |
| -15.863911 | unimproved | POINT (-70.66611 -33.46202) |
| -14.441697 | unimproved | POINT (-70.66602 -33.46202) |
| -13.556189 | unimproved | POINT (-70.66593 -33.46202) |
| -13.293921 | unimproved | POINT (-70.66584 -33.46202) |
| -13.480533 | unimproved | POINT (-70.66575 -33.46202) |
| -13.646539 | unimproved | POINT (-70.66566 -33.46202) |
| -13.459485 | unimproved | POINT (-70.66557 -33.46202) |
| -13.373145 | unimproved | POINT (-70.66548 -33.46202) |
| -13.517542 | unimproved | POINT (-70.66539 -33.46202) |
| -13.443341 | unimproved | POINT (-70.6653 -33.46202) |
| -13.529140 | unimproved | POINT (-70.66521 -33.46202) |
| -13.330745 | unimproved | POINT (-70.66512 -33.46202) |
| -11.274759 | unimproved | POINT (-70.66503 -33.46202) |
| -9.826436 | unimproved | POINT (-70.66494 -33.46202) |
| -15.443022 | unimproved | POINT (-70.67114 -33.46193) |
| -16.789046 | unimproved | POINT (-70.67105 -33.46193) |
| -18.201193 | unimproved | POINT (-70.67096 -33.46193) |
| -19.590716 | unimproved | POINT (-70.67087 -33.46193) |
| -20.187185 | unimproved | POINT (-70.67078 -33.46193) |
| -20.475364 | unimproved | POINT (-70.67069 -33.46193) |
| -20.571196 | unimproved | POINT (-70.6706 -33.46193) |
| -20.577480 | unimproved | POINT (-70.67051 -33.46193) |
| -20.689995 | unimproved | POINT (-70.67042 -33.46193) |
| -20.385303 | unimproved | POINT (-70.67033 -33.46193) |
| -20.555908 | unimproved | POINT (-70.67024 -33.46193) |
| -20.829596 | unimproved | POINT (-70.67015 -33.46193) |
| -21.194091 | unimproved | POINT (-70.67006 -33.46193) |
| -21.461863 | unimproved | POINT (-70.66997 -33.46193) |
| -21.372596 | unimproved | POINT (-70.66988 -33.46193) |
| -21.715285 | unimproved | POINT (-70.66979 -33.46193) |
| -22.278137 | unimproved | POINT (-70.6697 -33.46193) |
| -22.637792 | unimproved | POINT (-70.66961 -33.46193) |
| -22.712943 | unimproved | POINT (-70.66952 -33.46193) |
| -22.593526 | unimproved | POINT (-70.66943 -33.46193) |
| -21.654181 | unimproved | POINT (-70.66934 -33.46193) |
| -21.073786 | unimproved | POINT (-70.66925 -33.46193) |
| -22.047379 | unimproved | POINT (-70.66683 -33.46193) |
| -21.837664 | unimproved | POINT (-70.66674 -33.46193) |
| -21.397603 | unimproved | POINT (-70.66665 -33.46193) |
| -20.308359 | unimproved | POINT (-70.66656 -33.46193) |
| -19.689988 | unimproved | POINT (-70.66647 -33.46193) |
| -19.114760 | unimproved | POINT (-70.66638 -33.46193) |
| -17.971363 | unimproved | POINT (-70.66629 -33.46193) |
| -16.605607 | unimproved | POINT (-70.6662 -33.46193) |
| -15.649544 | unimproved | POINT (-70.66611 -33.46193) |
| -14.795030 | unimproved | POINT (-70.66602 -33.46193) |
| -14.150448 | unimproved | POINT (-70.66593 -33.46193) |
| -14.045762 | unimproved | POINT (-70.66584 -33.46193) |
| -14.315767 | unimproved | POINT (-70.66575 -33.46193) |
| -14.553835 | unimproved | POINT (-70.66566 -33.46193) |
| -14.111998 | unimproved | POINT (-70.66557 -33.46193) |
| -13.459782 | unimproved | POINT (-70.66548 -33.46193) |
| -13.026920 | unimproved | POINT (-70.66539 -33.46193) |
| -12.552656 | unimproved | POINT (-70.6653 -33.46193) |
| -12.586891 | unimproved | POINT (-70.66521 -33.46193) |
| -12.096441 | unimproved | POINT (-70.66512 -33.46193) |
| -9.549948 | unimproved | POINT (-70.66503 -33.46193) |
| -8.217066 | unimproved | POINT (-70.66494 -33.46193) |
| -16.048738 | unimproved | POINT (-70.67114 -33.46184) |
| -17.338131 | unimproved | POINT (-70.67105 -33.46184) |
| -18.841731 | unimproved | POINT (-70.67096 -33.46184) |
| -20.042777 | unimproved | POINT (-70.67087 -33.46184) |
| -20.354991 | unimproved | POINT (-70.67078 -33.46184) |
| -20.543054 | unimproved | POINT (-70.67069 -33.46184) |
| -20.595804 | unimproved | POINT (-70.6706 -33.46184) |
| -20.751828 | unimproved | POINT (-70.67051 -33.46184) |
| -20.678085 | unimproved | POINT (-70.67042 -33.46184) |
| -20.598502 | unimproved | POINT (-70.67033 -33.46184) |
| -20.701657 | unimproved | POINT (-70.67024 -33.46184) |
| -21.012608 | unimproved | POINT (-70.67015 -33.46184) |
| -21.423501 | unimproved | POINT (-70.67006 -33.46184) |
| -21.517847 | unimproved | POINT (-70.66997 -33.46184) |
| -21.458955 | unimproved | POINT (-70.66988 -33.46184) |
| -21.752790 | unimproved | POINT (-70.66979 -33.46184) |
| -21.792624 | unimproved | POINT (-70.6697 -33.46184) |
| -22.238637 | unimproved | POINT (-70.66961 -33.46184) |
| -22.446943 | unimproved | POINT (-70.66952 -33.46184) |
| -22.472368 | unimproved | POINT (-70.66943 -33.46184) |
| -21.698244 | unimproved | POINT (-70.66934 -33.46184) |
| -22.475315 | unimproved | POINT (-70.66683 -33.46184) |
| -22.096851 | unimproved | POINT (-70.66674 -33.46184) |
| -21.397424 | unimproved | POINT (-70.66665 -33.46184) |
| -20.365893 | unimproved | POINT (-70.66656 -33.46184) |
| -19.841710 | unimproved | POINT (-70.66647 -33.46184) |
| -19.480243 | unimproved | POINT (-70.66638 -33.46184) |
| -18.297946 | unimproved | POINT (-70.66629 -33.46184) |
| -16.885332 | unimproved | POINT (-70.6662 -33.46184) |
| -16.065150 | unimproved | POINT (-70.66611 -33.46184) |
| -15.658180 | unimproved | POINT (-70.66602 -33.46184) |
| -15.363597 | unimproved | POINT (-70.66593 -33.46184) |
| -15.381234 | unimproved | POINT (-70.66584 -33.46184) |
| -15.688462 | unimproved | POINT (-70.66575 -33.46184) |
| -15.759280 | unimproved | POINT (-70.66566 -33.46184) |
| -14.959216 | unimproved | POINT (-70.66557 -33.46184) |
| -13.955266 | unimproved | POINT (-70.66548 -33.46184) |
| -13.224122 | unimproved | POINT (-70.66539 -33.46184) |
| -12.654395 | unimproved | POINT (-70.6653 -33.46184) |
| -12.536366 | unimproved | POINT (-70.66521 -33.46184) |
| -11.852377 | unimproved | POINT (-70.66512 -33.46184) |
| -9.896999 | unimproved | POINT (-70.66503 -33.46184) |
| -8.731214 | unimproved | POINT (-70.66494 -33.46184) |
| -16.924816 | unimproved | POINT (-70.67114 -33.46175) |
| -18.294315 | unimproved | POINT (-70.67105 -33.46175) |
| -19.729557 | unimproved | POINT (-70.67096 -33.46175) |
| -20.700398 | unimproved | POINT (-70.67087 -33.46175) |
| -20.873111 | unimproved | POINT (-70.67078 -33.46175) |
| -20.923632 | unimproved | POINT (-70.67069 -33.46175) |
| -20.882358 | unimproved | POINT (-70.6706 -33.46175) |
| -20.936969 | unimproved | POINT (-70.67051 -33.46175) |
| -20.979850 | unimproved | POINT (-70.67042 -33.46175) |
| -21.059686 | unimproved | POINT (-70.67033 -33.46175) |
| -21.136008 | unimproved | POINT (-70.67024 -33.46175) |
| -21.355314 | unimproved | POINT (-70.67015 -33.46175) |
| -21.407473 | unimproved | POINT (-70.67006 -33.46175) |
| -21.336739 | unimproved | POINT (-70.66997 -33.46175) |
| -21.376605 | unimproved | POINT (-70.66988 -33.46175) |
| -21.452475 | unimproved | POINT (-70.66979 -33.46175) |
| -21.512829 | unimproved | POINT (-70.6697 -33.46175) |
| -21.920001 | unimproved | POINT (-70.66961 -33.46175) |
| -22.354444 | unimproved | POINT (-70.66952 -33.46175) |
| -22.332056 | unimproved | POINT (-70.66943 -33.46175) |
| -21.860895 | unimproved | POINT (-70.66934 -33.46175) |
| -21.724446 | unimproved | POINT (-70.66674 -33.46175) |
| -21.046682 | unimproved | POINT (-70.66665 -33.46175) |
| -20.204985 | unimproved | POINT (-70.66656 -33.46175) |
| -19.773760 | unimproved | POINT (-70.66647 -33.46175) |
| -19.441219 | unimproved | POINT (-70.66638 -33.46175) |
| -18.423433 | unimproved | POINT (-70.66629 -33.46175) |
| -17.247803 | unimproved | POINT (-70.6662 -33.46175) |
| -16.436289 | unimproved | POINT (-70.66611 -33.46175) |
| -15.903011 | unimproved | POINT (-70.66602 -33.46175) |
| -15.544260 | unimproved | POINT (-70.66593 -33.46175) |
| -15.486061 | unimproved | POINT (-70.66584 -33.46175) |
| -15.736886 | unimproved | POINT (-70.66575 -33.46175) |
| -15.778633 | unimproved | POINT (-70.66566 -33.46175) |
| -14.864108 | unimproved | POINT (-70.66557 -33.46175) |
| -13.756735 | unimproved | POINT (-70.66548 -33.46175) |
| -13.178748 | unimproved | POINT (-70.66539 -33.46175) |
| -12.718830 | unimproved | POINT (-70.6653 -33.46175) |
| -12.636863 | unimproved | POINT (-70.66521 -33.46175) |
| -12.426580 | unimproved | POINT (-70.66512 -33.46175) |
| -11.574155 | unimproved | POINT (-70.66503 -33.46175) |
| -10.866820 | unimproved | POINT (-70.66494 -33.46175) |
| -17.011159 | unimproved | POINT (-70.67114 -33.46166) |
| -18.739235 | unimproved | POINT (-70.67105 -33.46166) |
| -20.299457 | unimproved | POINT (-70.67096 -33.46166) |
| -21.062703 | unimproved | POINT (-70.67087 -33.46166) |
| -20.776923 | unimproved | POINT (-70.67078 -33.46166) |
| -20.516260 | unimproved | POINT (-70.67069 -33.46166) |
| -20.681267 | unimproved | POINT (-70.6706 -33.46166) |
| -20.913275 | unimproved | POINT (-70.67051 -33.46166) |
| -21.031157 | unimproved | POINT (-70.67042 -33.46166) |
| -20.997128 | unimproved | POINT (-70.67033 -33.46166) |
| -21.212321 | unimproved | POINT (-70.67024 -33.46166) |
| -21.309715 | unimproved | POINT (-70.67015 -33.46166) |
| -21.323344 | unimproved | POINT (-70.67006 -33.46166) |
| -21.326053 | unimproved | POINT (-70.66997 -33.46166) |
| -21.195866 | unimproved | POINT (-70.66988 -33.46166) |
| -21.209661 | unimproved | POINT (-70.66979 -33.46166) |
| -21.290068 | unimproved | POINT (-70.6697 -33.46166) |
| -21.834491 | unimproved | POINT (-70.66961 -33.46166) |
| -22.261070 | unimproved | POINT (-70.66952 -33.46166) |
| -22.402079 | unimproved | POINT (-70.66943 -33.46166) |
| -21.209209 | unimproved | POINT (-70.66674 -33.46166) |
| -20.341796 | unimproved | POINT (-70.66665 -33.46166) |
| -19.825268 | unimproved | POINT (-70.66656 -33.46166) |
| -19.383680 | unimproved | POINT (-70.66647 -33.46166) |
| -19.229218 | unimproved | POINT (-70.66638 -33.46166) |
| -18.525939 | unimproved | POINT (-70.66629 -33.46166) |
| -17.400484 | unimproved | POINT (-70.6662 -33.46166) |
| -16.279175 | unimproved | POINT (-70.66611 -33.46166) |
| -15.081325 | unimproved | POINT (-70.66602 -33.46166) |
| -14.566294 | unimproved | POINT (-70.66593 -33.46166) |
| -14.784107 | unimproved | POINT (-70.66584 -33.46166) |
| -15.457807 | unimproved | POINT (-70.66575 -33.46166) |
| -15.730941 | unimproved | POINT (-70.66566 -33.46166) |
| -14.739070 | unimproved | POINT (-70.66557 -33.46166) |
| -13.114186 | unimproved | POINT (-70.66548 -33.46166) |
| -11.939572 | unimproved | POINT (-70.66539 -33.46166) |
| -11.367298 | unimproved | POINT (-70.6653 -33.46166) |
| -11.204751 | unimproved | POINT (-70.66521 -33.46166) |
| -12.006354 | unimproved | POINT (-70.66512 -33.46166) |
| -12.406385 | unimproved | POINT (-70.66503 -33.46166) |
| -11.629078 | unimproved | POINT (-70.66494 -33.46166) |
| -16.051734 | unimproved | POINT (-70.67114 -33.46157) |
| -17.761160 | unimproved | POINT (-70.67105 -33.46157) |
| -19.847651 | unimproved | POINT (-70.67096 -33.46157) |
| -20.378884 | unimproved | POINT (-70.67087 -33.46157) |
| -19.976562 | unimproved | POINT (-70.67078 -33.46157) |
| -19.971661 | unimproved | POINT (-70.67069 -33.46157) |
| -20.308665 | unimproved | POINT (-70.6706 -33.46157) |
| -20.792683 | unimproved | POINT (-70.67051 -33.46157) |
| -21.018154 | unimproved | POINT (-70.67042 -33.46157) |
| -20.879581 | unimproved | POINT (-70.67033 -33.46157) |
| -20.983313 | unimproved | POINT (-70.67024 -33.46157) |
| -21.029284 | unimproved | POINT (-70.67015 -33.46157) |
| -21.291544 | unimproved | POINT (-70.67006 -33.46157) |
| -21.416935 | unimproved | POINT (-70.66997 -33.46157) |
| -21.368947 | unimproved | POINT (-70.66988 -33.46157) |
| -21.138126 | unimproved | POINT (-70.66979 -33.46157) |
| -21.265180 | unimproved | POINT (-70.6697 -33.46157) |
| -21.669297 | unimproved | POINT (-70.66961 -33.46157) |
| -22.078698 | unimproved | POINT (-70.66952 -33.46157) |
| -22.491934 | unimproved | POINT (-70.66943 -33.46157) |
| -20.242075 | unimproved | POINT (-70.66665 -33.46157) |
| -19.505963 | unimproved | POINT (-70.66656 -33.46157) |
| -18.963957 | unimproved | POINT (-70.66647 -33.46157) |
| -18.819943 | unimproved | POINT (-70.66638 -33.46157) |
| -18.527867 | unimproved | POINT (-70.66629 -33.46157) |
| -17.180586 | unimproved | POINT (-70.6662 -33.46157) |
| -15.588575 | unimproved | POINT (-70.66611 -33.46157) |
| -14.082015 | unimproved | POINT (-70.66602 -33.46157) |
| -13.350724 | unimproved | POINT (-70.66593 -33.46157) |
| -13.762861 | unimproved | POINT (-70.66584 -33.46157) |
| -14.760468 | unimproved | POINT (-70.66575 -33.46157) |
| -15.579704 | unimproved | POINT (-70.66566 -33.46157) |
| -14.579656 | unimproved | POINT (-70.66557 -33.46157) |
| -12.569522 | unimproved | POINT (-70.66548 -33.46157) |
| -11.038845 | unimproved | POINT (-70.66539 -33.46157) |
| -10.311026 | unimproved | POINT (-70.6653 -33.46157) |
| -10.178789 | unimproved | POINT (-70.66521 -33.46157) |
| -11.058399 | unimproved | POINT (-70.66512 -33.46157) |
| -10.818351 | unimproved | POINT (-70.66503 -33.46157) |
| -9.370841 | unimproved | POINT (-70.66494 -33.46157) |
| -15.161368 | unimproved | POINT (-70.67114 -33.46148) |
| -16.681431 | unimproved | POINT (-70.67105 -33.46148) |
| -18.397417 | unimproved | POINT (-70.67096 -33.46148) |
| -18.950660 | unimproved | POINT (-70.67087 -33.46148) |
| -19.017216 | unimproved | POINT (-70.67078 -33.46148) |
| -19.517596 | unimproved | POINT (-70.67069 -33.46148) |
| -20.247880 | unimproved | POINT (-70.6706 -33.46148) |
| -20.796228 | unimproved | POINT (-70.67051 -33.46148) |
| -20.898175 | unimproved | POINT (-70.67042 -33.46148) |
| -20.870765 | unimproved | POINT (-70.67033 -33.46148) |
| -20.931552 | unimproved | POINT (-70.67024 -33.46148) |
| -20.980570 | unimproved | POINT (-70.67015 -33.46148) |
| -21.114492 | unimproved | POINT (-70.67006 -33.46148) |
| -21.781683 | unimproved | POINT (-70.66997 -33.46148) |
| -21.710885 | unimproved | POINT (-70.66988 -33.46148) |
| -21.329490 | unimproved | POINT (-70.66979 -33.46148) |
| -21.604039 | unimproved | POINT (-70.6697 -33.46148) |
| -21.824161 | unimproved | POINT (-70.66961 -33.46148) |
| -21.912763 | unimproved | POINT (-70.66952 -33.46148) |
| -20.247969 | unimproved | POINT (-70.66665 -33.46148) |
| -19.537803 | unimproved | POINT (-70.66656 -33.46148) |
| -19.102732 | unimproved | POINT (-70.66647 -33.46148) |
| -19.123383 | unimproved | POINT (-70.66638 -33.46148) |
| -18.448648 | unimproved | POINT (-70.66629 -33.46148) |
| -16.605962 | unimproved | POINT (-70.6662 -33.46148) |
| -14.737189 | unimproved | POINT (-70.66611 -33.46148) |
| -13.186515 | unimproved | POINT (-70.66602 -33.46148) |
| -12.405553 | unimproved | POINT (-70.66593 -33.46148) |
| -12.818880 | unimproved | POINT (-70.66584 -33.46148) |
| -14.107090 | unimproved | POINT (-70.66575 -33.46148) |
| -14.861740 | unimproved | POINT (-70.66566 -33.46148) |
| -13.683221 | unimproved | POINT (-70.66557 -33.46148) |
| -11.708188 | unimproved | POINT (-70.66548 -33.46148) |
| -10.649007 | unimproved | POINT (-70.66539 -33.46148) |
| -10.340475 | unimproved | POINT (-70.6653 -33.46148) |
| -10.147173 | unimproved | POINT (-70.66521 -33.46148) |
| -10.011380 | unimproved | POINT (-70.66512 -33.46148) |
| -8.270851 | unimproved | POINT (-70.66503 -33.46148) |
| -6.778530 | unimproved | POINT (-70.66494 -33.46148) |
| -14.907493 | unimproved | POINT (-70.67114 -33.46139) |
| -16.047394 | unimproved | POINT (-70.67105 -33.46139) |
| -17.524626 | unimproved | POINT (-70.67096 -33.46139) |
| -18.437368 | unimproved | POINT (-70.67087 -33.46139) |
| -19.035456 | unimproved | POINT (-70.67078 -33.46139) |
| -19.665890 | unimproved | POINT (-70.67069 -33.46139) |
| -20.224083 | unimproved | POINT (-70.6706 -33.46139) |
| -20.593834 | unimproved | POINT (-70.67051 -33.46139) |
| -20.931974 | unimproved | POINT (-70.67042 -33.46139) |
| -21.179641 | unimproved | POINT (-70.67033 -33.46139) |
| -21.200997 | unimproved | POINT (-70.67024 -33.46139) |
| -21.042746 | unimproved | POINT (-70.67015 -33.46139) |
| -21.020796 | unimproved | POINT (-70.67006 -33.46139) |
| -21.648642 | unimproved | POINT (-70.66997 -33.46139) |
| -21.779292 | unimproved | POINT (-70.66988 -33.46139) |
| -21.682555 | unimproved | POINT (-70.66979 -33.46139) |
| -21.709498 | unimproved | POINT (-70.6697 -33.46139) |
| -22.140347 | unimproved | POINT (-70.66961 -33.46139) |
| -22.267937 | unimproved | POINT (-70.66952 -33.46139) |
| -19.642288 | unimproved | POINT (-70.66656 -33.46139) |
| -19.444427 | unimproved | POINT (-70.66647 -33.46139) |
| -19.353295 | unimproved | POINT (-70.66638 -33.46139) |
| -18.411189 | unimproved | POINT (-70.66629 -33.46139) |
| -16.201615 | unimproved | POINT (-70.6662 -33.46139) |
| -13.965090 | unimproved | POINT (-70.66611 -33.46139) |
| -12.619670 | unimproved | POINT (-70.66602 -33.46139) |
| -12.001064 | unimproved | POINT (-70.66593 -33.46139) |
| -12.523462 | unimproved | POINT (-70.66584 -33.46139) |
| -13.849156 | unimproved | POINT (-70.66575 -33.46139) |
| -14.413866 | unimproved | POINT (-70.66566 -33.46139) |
| -12.806461 | unimproved | POINT (-70.66557 -33.46139) |
| -11.055499 | unimproved | POINT (-70.66548 -33.46139) |
| -10.529358 | unimproved | POINT (-70.66539 -33.46139) |
| -11.022473 | unimproved | POINT (-70.6653 -33.46139) |
| -11.151753 | unimproved | POINT (-70.66521 -33.46139) |
| -10.156194 | unimproved | POINT (-70.66512 -33.46139) |
| -7.138362 | unimproved | POINT (-70.66503 -33.46139) |
| -5.969574 | unimproved | POINT (-70.66494 -33.46139) |
| -15.376725 | unimproved | POINT (-70.67114 -33.4613) |
| -15.606486 | unimproved | POINT (-70.67105 -33.4613) |
| -16.837641 | unimproved | POINT (-70.67096 -33.4613) |
| -18.295544 | unimproved | POINT (-70.67087 -33.4613) |
| -19.378638 | unimproved | POINT (-70.67078 -33.4613) |
| -20.316841 | unimproved | POINT (-70.67069 -33.4613) |
| -20.572096 | unimproved | POINT (-70.6706 -33.4613) |
| -20.509677 | unimproved | POINT (-70.67051 -33.4613) |
| -20.785386 | unimproved | POINT (-70.67042 -33.4613) |
| -21.016466 | unimproved | POINT (-70.67033 -33.4613) |
| -20.993136 | unimproved | POINT (-70.67024 -33.4613) |
| -20.841506 | unimproved | POINT (-70.67015 -33.4613) |
| -20.986221 | unimproved | POINT (-70.67006 -33.4613) |
| -21.757449 | unimproved | POINT (-70.66997 -33.4613) |
| -21.577417 | unimproved | POINT (-70.66988 -33.4613) |
| -21.528903 | unimproved | POINT (-70.66979 -33.4613) |
| -21.658889 | unimproved | POINT (-70.6697 -33.4613) |
| -22.167831 | unimproved | POINT (-70.66961 -33.4613) |
| -19.401648 | unimproved | POINT (-70.66656 -33.4613) |
| -19.251674 | unimproved | POINT (-70.66647 -33.4613) |
| -19.187602 | unimproved | POINT (-70.66638 -33.4613) |
| -17.909450 | unimproved | POINT (-70.66629 -33.4613) |
| -15.751793 | unimproved | POINT (-70.6662 -33.4613) |
| -13.675674 | unimproved | POINT (-70.66611 -33.4613) |
| -12.462370 | unimproved | POINT (-70.66602 -33.4613) |
| -12.095539 | unimproved | POINT (-70.66593 -33.4613) |
| -12.731347 | unimproved | POINT (-70.66584 -33.4613) |
| -13.787872 | unimproved | POINT (-70.66575 -33.4613) |
| -13.965038 | unimproved | POINT (-70.66566 -33.4613) |
| -12.308783 | unimproved | POINT (-70.66557 -33.4613) |
| -10.598195 | unimproved | POINT (-70.66548 -33.4613) |
| -10.550890 | unimproved | POINT (-70.66539 -33.4613) |
| -11.736686 | unimproved | POINT (-70.6653 -33.4613) |
| -12.277382 | unimproved | POINT (-70.66521 -33.4613) |
| -11.225457 | unimproved | POINT (-70.66512 -33.4613) |
| -8.205648 | unimproved | POINT (-70.66503 -33.4613) |
| -7.437026 | unimproved | POINT (-70.66494 -33.4613) |
| -16.669928 | unimproved | POINT (-70.67114 -33.46121) |
| -16.376991 | unimproved | POINT (-70.67105 -33.46121) |
| -17.052204 | unimproved | POINT (-70.67096 -33.46121) |
| -18.592042 | unimproved | POINT (-70.67087 -33.46121) |
| -19.893576 | unimproved | POINT (-70.67078 -33.46121) |
| -20.708380 | unimproved | POINT (-70.67069 -33.46121) |
| -20.844789 | unimproved | POINT (-70.6706 -33.46121) |
| -20.548619 | unimproved | POINT (-70.67051 -33.46121) |
| -20.739773 | unimproved | POINT (-70.67042 -33.46121) |
| -20.821674 | unimproved | POINT (-70.67033 -33.46121) |
| -20.779597 | unimproved | POINT (-70.67024 -33.46121) |
| -20.720070 | unimproved | POINT (-70.67015 -33.46121) |
| -20.930088 | unimproved | POINT (-70.67006 -33.46121) |
| -21.309383 | unimproved | POINT (-70.66997 -33.46121) |
| -21.440185 | unimproved | POINT (-70.66988 -33.46121) |
| -21.366438 | unimproved | POINT (-70.66979 -33.46121) |
| -21.478758 | unimproved | POINT (-70.6697 -33.46121) |
| -21.927534 | unimproved | POINT (-70.66961 -33.46121) |
| -19.043671 | unimproved | POINT (-70.66647 -33.46121) |
| -18.933831 | unimproved | POINT (-70.66638 -33.46121) |
| -17.626864 | unimproved | POINT (-70.66629 -33.46121) |
| -15.481586 | unimproved | POINT (-70.6662 -33.46121) |
| -13.359085 | unimproved | POINT (-70.66611 -33.46121) |
| -12.169007 | unimproved | POINT (-70.66602 -33.46121) |
| -11.669717 | unimproved | POINT (-70.66593 -33.46121) |
| -12.359886 | unimproved | POINT (-70.66584 -33.46121) |
| -13.340658 | unimproved | POINT (-70.66575 -33.46121) |
| -13.317942 | unimproved | POINT (-70.66566 -33.46121) |
| -11.610604 | unimproved | POINT (-70.66557 -33.46121) |
| -10.315606 | unimproved | POINT (-70.66548 -33.46121) |
| -10.650903 | unimproved | POINT (-70.66539 -33.46121) |
| -12.277730 | unimproved | POINT (-70.6653 -33.46121) |
| -13.212239 | unimproved | POINT (-70.66521 -33.46121) |
| -12.260511 | unimproved | POINT (-70.66512 -33.46121) |
| -10.371562 | unimproved | POINT (-70.66503 -33.46121) |
| -9.863903 | unimproved | POINT (-70.66494 -33.46121) |
| -17.799896 | unimproved | POINT (-70.67114 -33.46112) |
| -17.884934 | unimproved | POINT (-70.67105 -33.46112) |
| -18.211593 | unimproved | POINT (-70.67096 -33.46112) |
| -19.324510 | unimproved | POINT (-70.67087 -33.46112) |
| -20.273402 | unimproved | POINT (-70.67078 -33.46112) |
| -20.746441 | unimproved | POINT (-70.67069 -33.46112) |
| -20.938775 | unimproved | POINT (-70.6706 -33.46112) |
| -20.855022 | unimproved | POINT (-70.67051 -33.46112) |
| -20.968785 | unimproved | POINT (-70.67042 -33.46112) |
| -20.809958 | unimproved | POINT (-70.67033 -33.46112) |
| -20.619383 | unimproved | POINT (-70.67024 -33.46112) |
| -20.724861 | unimproved | POINT (-70.67015 -33.46112) |
| -21.004044 | unimproved | POINT (-70.67006 -33.46112) |
| -21.114038 | unimproved | POINT (-70.66997 -33.46112) |
| -21.117464 | unimproved | POINT (-70.66988 -33.46112) |
| -21.059182 | unimproved | POINT (-70.66979 -33.46112) |
| -21.256407 | unimproved | POINT (-70.6697 -33.46112) |
| -19.247219 | unimproved | POINT (-70.66647 -33.46112) |
| -19.298192 | unimproved | POINT (-70.66638 -33.46112) |
| -17.820145 | unimproved | POINT (-70.66629 -33.46112) |
| -15.741746 | unimproved | POINT (-70.6662 -33.46112) |
| -13.564513 | unimproved | POINT (-70.66611 -33.46112) |
| -12.209064 | unimproved | POINT (-70.66602 -33.46112) |
| -11.510596 | unimproved | POINT (-70.66593 -33.46112) |
| -12.213157 | unimproved | POINT (-70.66584 -33.46112) |
| -13.362868 | unimproved | POINT (-70.66575 -33.46112) |
| -13.305128 | unimproved | POINT (-70.66566 -33.46112) |
| -11.835593 | unimproved | POINT (-70.66557 -33.46112) |
| -11.066221 | unimproved | POINT (-70.66548 -33.46112) |
| -11.610901 | unimproved | POINT (-70.66539 -33.46112) |
| -13.203370 | unimproved | POINT (-70.6653 -33.46112) |
| -14.324466 | unimproved | POINT (-70.66521 -33.46112) |
| -14.022913 | unimproved | POINT (-70.66512 -33.46112) |
| -12.343698 | unimproved | POINT (-70.66503 -33.46112) |
| -11.326487 | unimproved | POINT (-70.66494 -33.46112) |
| -17.953821 | unimproved | POINT (-70.67114 -33.46103) |
| -18.122379 | unimproved | POINT (-70.67105 -33.46103) |
| -18.327810 | unimproved | POINT (-70.67096 -33.46103) |
| -19.138588 | unimproved | POINT (-70.67087 -33.46103) |
| -20.432441 | unimproved | POINT (-70.67078 -33.46103) |
| -21.276382 | unimproved | POINT (-70.67069 -33.46103) |
| -21.335337 | unimproved | POINT (-70.6706 -33.46103) |
| -21.003647 | unimproved | POINT (-70.67051 -33.46103) |
| -20.929768 | unimproved | POINT (-70.67042 -33.46103) |
| -20.807930 | unimproved | POINT (-70.67033 -33.46103) |
| -20.422170 | unimproved | POINT (-70.67024 -33.46103) |
| -20.639735 | unimproved | POINT (-70.67015 -33.46103) |
| -20.663097 | unimproved | POINT (-70.67006 -33.46103) |
| -20.872282 | unimproved | POINT (-70.66997 -33.46103) |
| -21.128556 | unimproved | POINT (-70.66988 -33.46103) |
| -21.255034 | unimproved | POINT (-70.66979 -33.46103) |
| -21.088224 | unimproved | POINT (-70.6697 -33.46103) |
| -19.299646 | unimproved | POINT (-70.66638 -33.46103) |
| -17.758717 | unimproved | POINT (-70.66629 -33.46103) |
| -16.240966 | unimproved | POINT (-70.6662 -33.46103) |
| -14.432805 | unimproved | POINT (-70.66611 -33.46103) |
| -13.083842 | unimproved | POINT (-70.66602 -33.46103) |
| -12.557292 | unimproved | POINT (-70.66593 -33.46103) |
| -13.206035 | unimproved | POINT (-70.66584 -33.46103) |
| -14.406178 | unimproved | POINT (-70.66575 -33.46103) |
| -14.696056 | unimproved | POINT (-70.66566 -33.46103) |
| -13.604772 | unimproved | POINT (-70.66557 -33.46103) |
| -12.594983 | unimproved | POINT (-70.66548 -33.46103) |
| -12.563230 | unimproved | POINT (-70.66539 -33.46103) |
| -13.219667 | unimproved | POINT (-70.6653 -33.46103) |
| -13.914469 | unimproved | POINT (-70.66521 -33.46103) |
| -14.996146 | unimproved | POINT (-70.66512 -33.46103) |
| -14.028983 | unimproved | POINT (-70.66503 -33.46103) |
| -12.545997 | unimproved | POINT (-70.66494 -33.46103) |
| -17.952482 | unimproved | POINT (-70.67114 -33.46094) |
| -17.387218 | unimproved | POINT (-70.67105 -33.46094) |
| -17.224815 | unimproved | POINT (-70.67096 -33.46094) |
| -17.724523 | unimproved | POINT (-70.67087 -33.46094) |
| -19.294674 | unimproved | POINT (-70.67078 -33.46094) |
| -21.067148 | unimproved | POINT (-70.67069 -33.46094) |
| -21.561678 | unimproved | POINT (-70.6706 -33.46094) |
| -21.253062 | unimproved | POINT (-70.67051 -33.46094) |
| -21.153876 | unimproved | POINT (-70.67042 -33.46094) |
| -20.990263 | unimproved | POINT (-70.67033 -33.46094) |
| -20.868250 | unimproved | POINT (-70.67024 -33.46094) |
| -21.005482 | unimproved | POINT (-70.67015 -33.46094) |
| -20.811167 | unimproved | POINT (-70.67006 -33.46094) |
| -20.958799 | unimproved | POINT (-70.66997 -33.46094) |
| -21.407383 | unimproved | POINT (-70.66988 -33.46094) |
| -21.464349 | unimproved | POINT (-70.66979 -33.46094) |
| -19.123977 | unimproved | POINT (-70.66638 -33.46094) |
| -17.989537 | unimproved | POINT (-70.66629 -33.46094) |
| -16.676687 | unimproved | POINT (-70.6662 -33.46094) |
| -15.283147 | unimproved | POINT (-70.66611 -33.46094) |
| -14.344552 | unimproved | POINT (-70.66602 -33.46094) |
| -14.119677 | unimproved | POINT (-70.66593 -33.46094) |
| -14.724120 | unimproved | POINT (-70.66584 -33.46094) |
| -15.522819 | unimproved | POINT (-70.66575 -33.46094) |
| -15.675599 | unimproved | POINT (-70.66566 -33.46094) |
| -14.621931 | unimproved | POINT (-70.66557 -33.46094) |
| -13.263915 | unimproved | POINT (-70.66548 -33.46094) |
| -12.167328 | unimproved | POINT (-70.66539 -33.46094) |
| -11.744927 | unimproved | POINT (-70.6653 -33.46094) |
| -12.221156 | unimproved | POINT (-70.66521 -33.46094) |
| -13.806066 | unimproved | POINT (-70.66512 -33.46094) |
| -13.908888 | unimproved | POINT (-70.66503 -33.46094) |
| -12.846168 | unimproved | POINT (-70.66494 -33.46094) |
| -18.657368 | unimproved | POINT (-70.67114 -33.46085) |
| -17.605982 | unimproved | POINT (-70.67105 -33.46085) |
| -16.928571 | unimproved | POINT (-70.67096 -33.46085) |
| -17.201418 | unimproved | POINT (-70.67087 -33.46085) |
| -18.623247 | unimproved | POINT (-70.67078 -33.46085) |
| -20.722686 | unimproved | POINT (-70.67069 -33.46085) |
| -21.526033 | unimproved | POINT (-70.6706 -33.46085) |
| -21.204465 | unimproved | POINT (-70.67051 -33.46085) |
| -21.233143 | unimproved | POINT (-70.67042 -33.46085) |
| -21.101969 | unimproved | POINT (-70.67033 -33.46085) |
| -21.244224 | unimproved | POINT (-70.67024 -33.46085) |
| -21.163449 | unimproved | POINT (-70.67015 -33.46085) |
| -21.075578 | unimproved | POINT (-70.67006 -33.46085) |
| -21.454524 | unimproved | POINT (-70.66997 -33.46085) |
| -21.668879 | unimproved | POINT (-70.66988 -33.46085) |
| -21.934613 | unimproved | POINT (-70.66979 -33.46085) |
| -18.381309 | unimproved | POINT (-70.66629 -33.46085) |
| -17.038135 | unimproved | POINT (-70.6662 -33.46085) |
| -15.688800 | unimproved | POINT (-70.66611 -33.46085) |
| -14.871444 | unimproved | POINT (-70.66602 -33.46085) |
| -14.916398 | unimproved | POINT (-70.66593 -33.46085) |
| -15.380883 | unimproved | POINT (-70.66584 -33.46085) |
| -15.867310 | unimproved | POINT (-70.66575 -33.46085) |
| -15.552098 | unimproved | POINT (-70.66566 -33.46085) |
| -14.554320 | unimproved | POINT (-70.66557 -33.46085) |
| -12.954363 | unimproved | POINT (-70.66548 -33.46085) |
| -11.756575 | unimproved | POINT (-70.66539 -33.46085) |
| -11.487129 | unimproved | POINT (-70.6653 -33.46085) |
| -11.984561 | unimproved | POINT (-70.66521 -33.46085) |
| -12.997429 | unimproved | POINT (-70.66512 -33.46085) |
| -12.883387 | unimproved | POINT (-70.66503 -33.46085) |
| -12.041597 | unimproved | POINT (-70.66494 -33.46085) |
| -18.857555 | unimproved | POINT (-70.67114 -33.46076) |
| -18.033679 | unimproved | POINT (-70.67105 -33.46076) |
| -17.135245 | unimproved | POINT (-70.67096 -33.46076) |
| -17.342032 | unimproved | POINT (-70.67087 -33.46076) |
| -18.737037 | unimproved | POINT (-70.67078 -33.46076) |
| -20.752955 | unimproved | POINT (-70.67069 -33.46076) |
| -21.409977 | unimproved | POINT (-70.6706 -33.46076) |
| -21.430375 | unimproved | POINT (-70.67051 -33.46076) |
| -21.505934 | unimproved | POINT (-70.67042 -33.46076) |
| -21.120642 | unimproved | POINT (-70.67033 -33.46076) |
| -21.051217 | unimproved | POINT (-70.67024 -33.46076) |
| -20.959238 | unimproved | POINT (-70.67015 -33.46076) |
| -20.942038 | unimproved | POINT (-70.67006 -33.46076) |
| -21.186357 | unimproved | POINT (-70.66997 -33.46076) |
| -21.431884 | unimproved | POINT (-70.66988 -33.46076) |
| -18.319266 | unimproved | POINT (-70.66629 -33.46076) |
| -17.196845 | unimproved | POINT (-70.6662 -33.46076) |
| -15.737155 | unimproved | POINT (-70.66611 -33.46076) |
| -14.867916 | unimproved | POINT (-70.66602 -33.46076) |
| -14.858595 | unimproved | POINT (-70.66593 -33.46076) |
| -15.178161 | unimproved | POINT (-70.66584 -33.46076) |
| -15.280236 | unimproved | POINT (-70.66575 -33.46076) |
| -14.762643 | unimproved | POINT (-70.66566 -33.46076) |
| -13.989193 | unimproved | POINT (-70.66557 -33.46076) |
| -13.142578 | unimproved | POINT (-70.66548 -33.46076) |
| -12.415140 | unimproved | POINT (-70.66539 -33.46076) |
| -12.382069 | unimproved | POINT (-70.6653 -33.46076) |
| -12.840309 | unimproved | POINT (-70.66521 -33.46076) |
| -13.327755 | unimproved | POINT (-70.66512 -33.46076) |
| -12.494550 | unimproved | POINT (-70.66503 -33.46076) |
| -11.080003 | unimproved | POINT (-70.66494 -33.46076) |
| -18.284839 | unimproved | POINT (-70.67114 -33.46067) |
| -18.180049 | unimproved | POINT (-70.67105 -33.46067) |
| -17.400752 | unimproved | POINT (-70.67096 -33.46067) |
| -17.414129 | unimproved | POINT (-70.67087 -33.46067) |
| -18.388215 | unimproved | POINT (-70.67078 -33.46067) |
| -19.878269 | unimproved | POINT (-70.67069 -33.46067) |
| -21.268002 | unimproved | POINT (-70.6706 -33.46067) |
| -21.367537 | unimproved | POINT (-70.67051 -33.46067) |
| -21.243987 | unimproved | POINT (-70.67042 -33.46067) |
| -20.930598 | unimproved | POINT (-70.67033 -33.46067) |
| -20.810388 | unimproved | POINT (-70.67024 -33.46067) |
| -20.890293 | unimproved | POINT (-70.67015 -33.46067) |
| -20.886209 | unimproved | POINT (-70.67006 -33.46067) |
| -21.040812 | unimproved | POINT (-70.66997 -33.46067) |
| -21.434539 | unimproved | POINT (-70.66988 -33.46067) |
| -16.827521 | unimproved | POINT (-70.6662 -33.46067) |
| -15.201272 | unimproved | POINT (-70.66611 -33.46067) |
| -14.398619 | unimproved | POINT (-70.66602 -33.46067) |
| -14.222540 | unimproved | POINT (-70.66593 -33.46067) |
| -14.112635 | unimproved | POINT (-70.66584 -33.46067) |
| -13.797592 | unimproved | POINT (-70.66575 -33.46067) |
| -12.986060 | unimproved | POINT (-70.66566 -33.46067) |
| -12.608676 | unimproved | POINT (-70.66557 -33.46067) |
| -12.805651 | unimproved | POINT (-70.66548 -33.46067) |
| -13.123033 | unimproved | POINT (-70.66539 -33.46067) |
| -13.467024 | unimproved | POINT (-70.6653 -33.46067) |
| -13.893026 | unimproved | POINT (-70.66521 -33.46067) |
| -13.847106 | unimproved | POINT (-70.66512 -33.46067) |
| -12.858888 | unimproved | POINT (-70.66503 -33.46067) |
| -11.012730 | unimproved | POINT (-70.66494 -33.46067) |
| -17.361234 | unimproved | POINT (-70.67114 -33.46058) |
| -17.863769 | unimproved | POINT (-70.67105 -33.46058) |
| -17.543007 | unimproved | POINT (-70.67096 -33.46058) |
| -17.486815 | unimproved | POINT (-70.67087 -33.46058) |
| -18.101621 | unimproved | POINT (-70.67078 -33.46058) |
| -19.544158 | unimproved | POINT (-70.67069 -33.46058) |
| -21.042445 | unimproved | POINT (-70.6706 -33.46058) |
| -21.185747 | unimproved | POINT (-70.67051 -33.46058) |
| -20.593846 | unimproved | POINT (-70.67042 -33.46058) |
| -20.380309 | unimproved | POINT (-70.67033 -33.46058) |
| -20.390983 | unimproved | POINT (-70.67024 -33.46058) |
| -20.633149 | unimproved | POINT (-70.67015 -33.46058) |
| -20.707539 | unimproved | POINT (-70.67006 -33.46058) |
| -21.052576 | unimproved | POINT (-70.66997 -33.46058) |
| -16.682685 | unimproved | POINT (-70.6662 -33.46058) |
| -14.976462 | unimproved | POINT (-70.66611 -33.46058) |
| -13.894962 | unimproved | POINT (-70.66602 -33.46058) |
| -13.549058 | unimproved | POINT (-70.66593 -33.46058) |
| -13.213243 | unimproved | POINT (-70.66584 -33.46058) |
| -12.794994 | unimproved | POINT (-70.66575 -33.46058) |
| -12.311015 | unimproved | POINT (-70.66566 -33.46058) |
| -12.314390 | unimproved | POINT (-70.66557 -33.46058) |
| -12.838011 | unimproved | POINT (-70.66548 -33.46058) |
| -13.133699 | unimproved | POINT (-70.66539 -33.46058) |
| -13.576939 | unimproved | POINT (-70.6653 -33.46058) |
| -13.847048 | unimproved | POINT (-70.66521 -33.46058) |
| -13.675366 | unimproved | POINT (-70.66512 -33.46058) |
| -13.037574 | unimproved | POINT (-70.66503 -33.46058) |
| -11.926316 | unimproved | POINT (-70.66494 -33.46058) |
| -16.197124 | unimproved | POINT (-70.67114 -33.46049) |
| -16.782511 | unimproved | POINT (-70.67105 -33.46049) |
| -16.969328 | unimproved | POINT (-70.67096 -33.46049) |
| -16.991386 | unimproved | POINT (-70.67087 -33.46049) |
| -17.625131 | unimproved | POINT (-70.67078 -33.46049) |
| -18.710977 | unimproved | POINT (-70.67069 -33.46049) |
| -19.886592 | unimproved | POINT (-70.6706 -33.46049) |
| -20.129374 | unimproved | POINT (-70.67051 -33.46049) |
| -20.171239 | unimproved | POINT (-70.67042 -33.46049) |
| -19.949690 | unimproved | POINT (-70.67033 -33.46049) |
| -20.087768 | unimproved | POINT (-70.67024 -33.46049) |
| -20.356223 | unimproved | POINT (-70.67015 -33.46049) |
| -20.389747 | unimproved | POINT (-70.67006 -33.46049) |
| -20.603396 | unimproved | POINT (-70.66997 -33.46049) |
| -14.950886 | unimproved | POINT (-70.66611 -33.46049) |
| -13.843693 | unimproved | POINT (-70.66602 -33.46049) |
| -13.450952 | unimproved | POINT (-70.66593 -33.46049) |
| -12.951859 | unimproved | POINT (-70.66584 -33.46049) |
| -12.756261 | unimproved | POINT (-70.66575 -33.46049) |
| -12.530167 | unimproved | POINT (-70.66566 -33.46049) |
| -12.210629 | unimproved | POINT (-70.66557 -33.46049) |
| -11.940599 | unimproved | POINT (-70.66548 -33.46049) |
| -11.852816 | unimproved | POINT (-70.66539 -33.46049) |
| -12.337101 | unimproved | POINT (-70.6653 -33.46049) |
| -12.903608 | unimproved | POINT (-70.66521 -33.46049) |
| -13.084811 | unimproved | POINT (-70.66512 -33.46049) |
| -12.957855 | unimproved | POINT (-70.66503 -33.46049) |
| -13.210771 | unimproved | POINT (-70.66494 -33.46049) |
| -15.321707 | unimproved | POINT (-70.67114 -33.4604) |
| -15.435234 | unimproved | POINT (-70.67105 -33.4604) |
| -15.640760 | unimproved | POINT (-70.67096 -33.4604) |
| -16.039845 | unimproved | POINT (-70.67087 -33.4604) |
| -16.578313 | unimproved | POINT (-70.67078 -33.4604) |
| -17.756733 | unimproved | POINT (-70.67069 -33.4604) |
| -19.302272 | unimproved | POINT (-70.6706 -33.4604) |
| -19.806372 | unimproved | POINT (-70.67051 -33.4604) |
| -19.966303 | unimproved | POINT (-70.67042 -33.4604) |
| -19.921496 | unimproved | POINT (-70.67033 -33.4604) |
| -20.122067 | unimproved | POINT (-70.67024 -33.4604) |
| -20.516237 | unimproved | POINT (-70.67015 -33.4604) |
| -20.875036 | unimproved | POINT (-70.67006 -33.4604) |
| -14.743807 | unimproved | POINT (-70.66611 -33.4604) |
| -13.787991 | unimproved | POINT (-70.66602 -33.4604) |
| -13.268176 | unimproved | POINT (-70.66593 -33.4604) |
| -12.429104 | unimproved | POINT (-70.66584 -33.4604) |
| -11.760196 | unimproved | POINT (-70.66575 -33.4604) |
| -11.189164 | unimproved | POINT (-70.66566 -33.4604) |
| -10.279091 | unimproved | POINT (-70.66557 -33.4604) |
| -9.620626 | unimproved | POINT (-70.66548 -33.4604) |
| -10.090003 | unimproved | POINT (-70.66539 -33.4604) |
| -11.152243 | unimproved | POINT (-70.6653 -33.4604) |
| -12.218124 | unimproved | POINT (-70.66521 -33.4604) |
| -12.477519 | unimproved | POINT (-70.66512 -33.4604) |
| -12.592818 | unimproved | POINT (-70.66503 -33.4604) |
| -13.267061 | unimproved | POINT (-70.66494 -33.4604) |
| -15.634216 | unimproved | POINT (-70.67114 -33.46031) |
| -15.632786 | unimproved | POINT (-70.67105 -33.46031) |
| -15.699943 | unimproved | POINT (-70.67096 -33.46031) |
| -16.106714 | unimproved | POINT (-70.67087 -33.46031) |
| -16.610011 | unimproved | POINT (-70.67078 -33.46031) |
| -17.722831 | unimproved | POINT (-70.67069 -33.46031) |
| -19.158080 | unimproved | POINT (-70.6706 -33.46031) |
| -19.825603 | unimproved | POINT (-70.67051 -33.46031) |
| -20.739215 | unimproved | POINT (-70.67042 -33.46031) |
| -20.817064 | unimproved | POINT (-70.67033 -33.46031) |
| -20.608418 | unimproved | POINT (-70.67024 -33.46031) |
| -20.489376 | unimproved | POINT (-70.67015 -33.46031) |
| -14.006197 | unimproved | POINT (-70.66602 -33.46031) |
| -13.350088 | unimproved | POINT (-70.66593 -33.46031) |
| -12.444883 | unimproved | POINT (-70.66584 -33.46031) |
| -11.468914 | unimproved | POINT (-70.66575 -33.46031) |
| -10.564296 | unimproved | POINT (-70.66566 -33.46031) |
| -9.355539 | unimproved | POINT (-70.66557 -33.46031) |
| -8.659345 | unimproved | POINT (-70.66548 -33.46031) |
| -9.308970 | unimproved | POINT (-70.66539 -33.46031) |
| -10.566454 | unimproved | POINT (-70.6653 -33.46031) |
| -11.982972 | unimproved | POINT (-70.66521 -33.46031) |
| -12.016470 | unimproved | POINT (-70.66512 -33.46031) |
| -11.301631 | unimproved | POINT (-70.66503 -33.46031) |
| -11.538416 | unimproved | POINT (-70.66494 -33.46031) |
| -16.783225 | unimproved | POINT (-70.67114 -33.46022) |
| -17.169397 | unimproved | POINT (-70.67105 -33.46022) |
| -17.522434 | unimproved | POINT (-70.67096 -33.46022) |
| -17.622591 | unimproved | POINT (-70.67087 -33.46022) |
| -17.852174 | unimproved | POINT (-70.67078 -33.46022) |
| -18.532658 | unimproved | POINT (-70.67069 -33.46022) |
| -19.373696 | unimproved | POINT (-70.6706 -33.46022) |
| -20.138154 | unimproved | POINT (-70.67051 -33.46022) |
| -21.120345 | unimproved | POINT (-70.67042 -33.46022) |
| -21.411234 | unimproved | POINT (-70.67033 -33.46022) |
| -20.819210 | unimproved | POINT (-70.67024 -33.46022) |
| -20.525487 | unimproved | POINT (-70.67015 -33.46022) |
| -14.408238 | unimproved | POINT (-70.66602 -33.46022) |
| -13.744956 | unimproved | POINT (-70.66593 -33.46022) |
| -13.161361 | unimproved | POINT (-70.66584 -33.46022) |
| -12.540691 | unimproved | POINT (-70.66575 -33.46022) |
| -11.972871 | unimproved | POINT (-70.66566 -33.46022) |
| -11.130371 | unimproved | POINT (-70.66557 -33.46022) |
| -10.391531 | unimproved | POINT (-70.66548 -33.46022) |
| -10.287187 | unimproved | POINT (-70.66539 -33.46022) |
| -11.073032 | unimproved | POINT (-70.6653 -33.46022) |
| -12.436297 | unimproved | POINT (-70.66521 -33.46022) |
| -11.746846 | unimproved | POINT (-70.66512 -33.46022) |
| -10.228337 | unimproved | POINT (-70.66503 -33.46022) |
| -9.979635 | unimproved | POINT (-70.66494 -33.46022) |
| -17.391215 | unimproved | POINT (-70.67114 -33.46013) |
| -17.946525 | unimproved | POINT (-70.67105 -33.46013) |
| -18.145493 | unimproved | POINT (-70.67096 -33.46013) |
| -18.168173 | unimproved | POINT (-70.67087 -33.46013) |
| -17.981820 | unimproved | POINT (-70.67078 -33.46013) |
| -18.497121 | unimproved | POINT (-70.67069 -33.46013) |
| -19.533132 | unimproved | POINT (-70.6706 -33.46013) |
| -20.530035 | unimproved | POINT (-70.67051 -33.46013) |
| -21.187253 | unimproved | POINT (-70.67042 -33.46013) |
| -21.261197 | unimproved | POINT (-70.67033 -33.46013) |
| -20.697594 | unimproved | POINT (-70.67024 -33.46013) |
| -13.907012 | unimproved | POINT (-70.66593 -33.46013) |
| -13.086303 | unimproved | POINT (-70.66584 -33.46013) |
| -12.831507 | unimproved | POINT (-70.66575 -33.46013) |
| -13.111244 | unimproved | POINT (-70.66566 -33.46013) |
| -13.349343 | unimproved | POINT (-70.66557 -33.46013) |
| -12.820356 | unimproved | POINT (-70.66548 -33.46013) |
| -12.260469 | unimproved | POINT (-70.66539 -33.46013) |
| -12.166889 | unimproved | POINT (-70.6653 -33.46013) |
| -12.955180 | unimproved | POINT (-70.66521 -33.46013) |
| -12.260424 | unimproved | POINT (-70.66512 -33.46013) |
| -10.695353 | unimproved | POINT (-70.66503 -33.46013) |
| -10.007713 | unimproved | POINT (-70.66494 -33.46013) |
| -16.944713 | unimproved | POINT (-70.67114 -33.46004) |
| -16.756040 | unimproved | POINT (-70.67105 -33.46004) |
| -16.464618 | unimproved | POINT (-70.67096 -33.46004) |
| -16.198124 | unimproved | POINT (-70.67087 -33.46004) |
| -16.378211 | unimproved | POINT (-70.67078 -33.46004) |
| -17.312480 | unimproved | POINT (-70.67069 -33.46004) |
| -18.844795 | unimproved | POINT (-70.6706 -33.46004) |
| -19.707896 | unimproved | POINT (-70.67051 -33.46004) |
| -20.291681 | unimproved | POINT (-70.67042 -33.46004) |
| -20.258320 | unimproved | POINT (-70.67033 -33.46004) |
| -19.935059 | unimproved | POINT (-70.67024 -33.46004) |
| -13.799028 | unimproved | POINT (-70.66593 -33.46004) |
| -12.349685 | unimproved | POINT (-70.66584 -33.46004) |
| -11.839887 | unimproved | POINT (-70.66575 -33.46004) |
| -12.333217 | unimproved | POINT (-70.66566 -33.46004) |
| -12.915919 | unimproved | POINT (-70.66557 -33.46004) |
| -13.266499 | unimproved | POINT (-70.66548 -33.46004) |
| -12.827447 | unimproved | POINT (-70.66539 -33.46004) |
| -12.510752 | unimproved | POINT (-70.6653 -33.46004) |
| -13.185963 | unimproved | POINT (-70.66521 -33.46004) |
| -13.215980 | unimproved | POINT (-70.66512 -33.46004) |
| -11.947515 | unimproved | POINT (-70.66503 -33.46004) |
| -10.448567 | unimproved | POINT (-70.66494 -33.46004) |
| -16.145834 | unimproved | POINT (-70.67114 -33.45995) |
| -15.309361 | unimproved | POINT (-70.67105 -33.45995) |
| -14.525232 | unimproved | POINT (-70.67096 -33.45995) |
| -14.187708 | unimproved | POINT (-70.67087 -33.45995) |
| -14.704804 | unimproved | POINT (-70.67078 -33.45995) |
| -16.151938 | unimproved | POINT (-70.67069 -33.45995) |
| -17.703270 | unimproved | POINT (-70.6706 -33.45995) |
| -18.490182 | unimproved | POINT (-70.67051 -33.45995) |
| -19.171994 | unimproved | POINT (-70.67042 -33.45995) |
| -19.427446 | unimproved | POINT (-70.67033 -33.45995) |
| -12.420383 | unimproved | POINT (-70.66584 -33.45995) |
| -11.260302 | unimproved | POINT (-70.66575 -33.45995) |
| -11.212604 | unimproved | POINT (-70.66566 -33.45995) |
| -11.607038 | unimproved | POINT (-70.66557 -33.45995) |
| -12.239276 | unimproved | POINT (-70.66548 -33.45995) |
| -12.127761 | unimproved | POINT (-70.66539 -33.45995) |
| -11.959884 | unimproved | POINT (-70.6653 -33.45995) |
| -12.638471 | unimproved | POINT (-70.66521 -33.45995) |
| -13.221502 | unimproved | POINT (-70.66512 -33.45995) |
| -12.260240 | unimproved | POINT (-70.66503 -33.45995) |
| -10.265385 | unimproved | POINT (-70.66494 -33.45995) |
| -15.727666 | unimproved | POINT (-70.67114 -33.45986) |
| -14.997400 | unimproved | POINT (-70.67105 -33.45986) |
| -14.168832 | unimproved | POINT (-70.67096 -33.45986) |
| -13.765188 | unimproved | POINT (-70.67087 -33.45986) |
| -14.158210 | unimproved | POINT (-70.67078 -33.45986) |
| -15.234423 | unimproved | POINT (-70.67069 -33.45986) |
| -16.481689 | unimproved | POINT (-70.6706 -33.45986) |
| -17.605926 | unimproved | POINT (-70.67051 -33.45986) |
| -18.408850 | unimproved | POINT (-70.67042 -33.45986) |
| -18.960223 | unimproved | POINT (-70.67033 -33.45986) |
| -12.801900 | unimproved | POINT (-70.66584 -33.45986) |
| -11.598531 | unimproved | POINT (-70.66575 -33.45986) |
| -10.806213 | unimproved | POINT (-70.66566 -33.45986) |
| -10.284845 | unimproved | POINT (-70.66557 -33.45986) |
| -10.338545 | unimproved | POINT (-70.66548 -33.45986) |
| -10.759181 | unimproved | POINT (-70.66539 -33.45986) |
| -11.262832 | unimproved | POINT (-70.6653 -33.45986) |
| -12.079771 | unimproved | POINT (-70.66521 -33.45986) |
| -12.810783 | unimproved | POINT (-70.66512 -33.45986) |
| -11.964734 | unimproved | POINT (-70.66503 -33.45986) |
| -10.173785 | unimproved | POINT (-70.66494 -33.45986) |
| -16.320223 | unimproved | POINT (-70.67114 -33.45977) |
| -15.768211 | unimproved | POINT (-70.67105 -33.45977) |
| -15.195577 | unimproved | POINT (-70.67096 -33.45977) |
| -14.421423 | unimproved | POINT (-70.67087 -33.45977) |
| -13.523505 | unimproved | POINT (-70.67078 -33.45977) |
| -13.040280 | unimproved | POINT (-70.67069 -33.45977) |
| -13.927138 | unimproved | POINT (-70.6706 -33.45977) |
| -15.919809 | unimproved | POINT (-70.67051 -33.45977) |
| -17.936269 | unimproved | POINT (-70.67042 -33.45977) |
| -10.876437 | unimproved | POINT (-70.66575 -33.45977) |
| -9.897523 | unimproved | POINT (-70.66566 -33.45977) |
| -9.124709 | unimproved | POINT (-70.66557 -33.45977) |
| -9.214532 | unimproved | POINT (-70.66548 -33.45977) |
| -10.043188 | unimproved | POINT (-70.66539 -33.45977) |
| -10.978028 | unimproved | POINT (-70.6653 -33.45977) |
| -11.970228 | unimproved | POINT (-70.66521 -33.45977) |
| -12.861996 | unimproved | POINT (-70.66512 -33.45977) |
| -12.371918 | unimproved | POINT (-70.66503 -33.45977) |
| -10.916455 | unimproved | POINT (-70.66494 -33.45977) |
| -17.156850 | unimproved | POINT (-70.67114 -33.45968) |
| -17.026829 | unimproved | POINT (-70.67105 -33.45968) |
| -16.934400 | unimproved | POINT (-70.67096 -33.45968) |
| -15.241653 | unimproved | POINT (-70.67087 -33.45968) |
| -12.235853 | unimproved | POINT (-70.67078 -33.45968) |
| -10.325466 | unimproved | POINT (-70.67069 -33.45968) |
| -11.104781 | unimproved | POINT (-70.6706 -33.45968) |
| -13.707259 | unimproved | POINT (-70.67051 -33.45968) |
| -17.205805 | unimproved | POINT (-70.67042 -33.45968) |
| -9.680825 | unimproved | POINT (-70.66566 -33.45968) |
| -9.462391 | unimproved | POINT (-70.66557 -33.45968) |
| -9.894542 | unimproved | POINT (-70.66548 -33.45968) |
| -10.259943 | unimproved | POINT (-70.66539 -33.45968) |
| -10.626537 | unimproved | POINT (-70.6653 -33.45968) |
| -11.466488 | unimproved | POINT (-70.66521 -33.45968) |
| -12.351787 | unimproved | POINT (-70.66512 -33.45968) |
| -12.037405 | unimproved | POINT (-70.66503 -33.45968) |
| -10.756482 | unimproved | POINT (-70.66494 -33.45968) |
| -17.814191 | unimproved | POINT (-70.67114 -33.45959) |
| -18.390364 | unimproved | POINT (-70.67105 -33.45959) |
| -18.830741 | unimproved | POINT (-70.67096 -33.45959) |
| -15.976542 | unimproved | POINT (-70.67087 -33.45959) |
| -11.472101 | unimproved | POINT (-70.67078 -33.45959) |
| -8.609131 | unimproved | POINT (-70.67069 -33.45959) |
| -8.863434 | unimproved | POINT (-70.6706 -33.45959) |
| -11.521506 | unimproved | POINT (-70.67051 -33.45959) |
| -10.009369 | unimproved | POINT (-70.66566 -33.45959) |
| -9.799722 | unimproved | POINT (-70.66557 -33.45959) |
| -10.071428 | unimproved | POINT (-70.66548 -33.45959) |
| -10.008504 | unimproved | POINT (-70.66539 -33.45959) |
| -10.010006 | unimproved | POINT (-70.6653 -33.45959) |
| -10.703246 | unimproved | POINT (-70.66521 -33.45959) |
| -11.710084 | unimproved | POINT (-70.66512 -33.45959) |
| -11.024456 | unimproved | POINT (-70.66503 -33.45959) |
| -9.454093 | unimproved | POINT (-70.66494 -33.45959) |
| -18.455296 | unimproved | POINT (-70.67114 -33.4595) |
| -19.565737 | unimproved | POINT (-70.67105 -33.4595) |
| -19.927683 | unimproved | POINT (-70.67096 -33.4595) |
| -16.956522 | unimproved | POINT (-70.67087 -33.4595) |
| -11.554566 | unimproved | POINT (-70.67078 -33.4595) |
| -8.131833 | unimproved | POINT (-70.67069 -33.4595) |
| -7.876542 | unimproved | POINT (-70.6706 -33.4595) |
| -10.057646 | unimproved | POINT (-70.67051 -33.4595) |
| -9.689690 | unimproved | POINT (-70.66557 -33.4595) |
| -9.779204 | unimproved | POINT (-70.66548 -33.4595) |
| -9.986295 | unimproved | POINT (-70.66539 -33.4595) |
| -10.253063 | unimproved | POINT (-70.6653 -33.4595) |
| -11.178532 | unimproved | POINT (-70.66521 -33.4595) |
| -11.699078 | unimproved | POINT (-70.66512 -33.4595) |
| -10.573537 | unimproved | POINT (-70.66503 -33.4595) |
| -8.915766 | unimproved | POINT (-70.66494 -33.4595) |
| -17.986642 | unimproved | POINT (-70.67114 -33.45941) |
| -19.330156 | unimproved | POINT (-70.67105 -33.45941) |
| -20.052774 | unimproved | POINT (-70.67096 -33.45941) |
| -17.864758 | unimproved | POINT (-70.67087 -33.45941) |
| -13.072093 | unimproved | POINT (-70.67078 -33.45941) |
| -9.277977 | unimproved | POINT (-70.67069 -33.45941) |
| -8.398853 | unimproved | POINT (-70.6706 -33.45941) |
| -10.058445 | unimproved | POINT (-70.66557 -33.45941) |
| -10.157364 | unimproved | POINT (-70.66548 -33.45941) |
| -10.657636 | unimproved | POINT (-70.66539 -33.45941) |
| -11.235683 | unimproved | POINT (-70.6653 -33.45941) |
| -11.767506 | unimproved | POINT (-70.66521 -33.45941) |
| -11.256911 | unimproved | POINT (-70.66512 -33.45941) |
| -9.988921 | unimproved | POINT (-70.66503 -33.45941) |
| -8.725019 | unimproved | POINT (-70.66494 -33.45941) |
| -17.695983 | unimproved | POINT (-70.67114 -33.45932) |
| -19.055085 | unimproved | POINT (-70.67105 -33.45932) |
| -20.169722 | unimproved | POINT (-70.67096 -33.45932) |
| -19.882613 | unimproved | POINT (-70.67087 -33.45932) |
| -16.730528 | unimproved | POINT (-70.67078 -33.45932) |
| -12.283943 | unimproved | POINT (-70.67069 -33.45932) |
| -10.304237 | unimproved | POINT (-70.6706 -33.45932) |
| -10.357888 | unimproved | POINT (-70.66548 -33.45932) |
| -10.539843 | unimproved | POINT (-70.66539 -33.45932) |
| -10.744112 | unimproved | POINT (-70.6653 -33.45932) |
| -10.647900 | unimproved | POINT (-70.66521 -33.45932) |
| -10.287065 | unimproved | POINT (-70.66512 -33.45932) |
| -9.579106 | unimproved | POINT (-70.66503 -33.45932) |
| -8.399361 | unimproved | POINT (-70.66494 -33.45932) |
| -18.584412 | unimproved | POINT (-70.67114 -33.45923) |
| -19.699377 | unimproved | POINT (-70.67105 -33.45923) |
| -20.551475 | unimproved | POINT (-70.67096 -33.45923) |
| -20.864680 | unimproved | POINT (-70.67087 -33.45923) |
| -19.385863 | unimproved | POINT (-70.67078 -33.45923) |
| -15.778156 | unimproved | POINT (-70.67069 -33.45923) |
| -9.506826 | unimproved | POINT (-70.66548 -33.45923) |
| -9.755416 | unimproved | POINT (-70.66539 -33.45923) |
| -10.489634 | unimproved | POINT (-70.6653 -33.45923) |
| -10.892952 | unimproved | POINT (-70.66521 -33.45923) |
| -10.815517 | unimproved | POINT (-70.66512 -33.45923) |
| -10.119544 | unimproved | POINT (-70.66503 -33.45923) |
| -8.899826 | unimproved | POINT (-70.66494 -33.45923) |
| -20.285235 | unimproved | POINT (-70.67114 -33.45915) |
| -20.908086 | unimproved | POINT (-70.67105 -33.45915) |
| -21.495677 | unimproved | POINT (-70.67096 -33.45915) |
| -21.461083 | unimproved | POINT (-70.67087 -33.45915) |
| -20.993037 | unimproved | POINT (-70.67078 -33.45915) |
| -18.341501 | unimproved | POINT (-70.67069 -33.45915) |
| -10.043927 | unimproved | POINT (-70.66539 -33.45915) |
| -11.236988 | unimproved | POINT (-70.6653 -33.45915) |
| -11.977657 | unimproved | POINT (-70.66521 -33.45915) |
| -11.567624 | unimproved | POINT (-70.66512 -33.45915) |
| -10.857178 | unimproved | POINT (-70.66503 -33.45915) |
| -9.795818 | unimproved | POINT (-70.66494 -33.45915) |
| -20.365542 | unimproved | POINT (-70.67114 -33.45906) |
| -20.908067 | unimproved | POINT (-70.67105 -33.45906) |
| -21.276657 | unimproved | POINT (-70.67096 -33.45906) |
| -21.226147 | unimproved | POINT (-70.67087 -33.45906) |
| -20.905258 | unimproved | POINT (-70.67078 -33.45906) |
| -11.024628 | unimproved | POINT (-70.66539 -33.45906) |
| -11.622586 | unimproved | POINT (-70.6653 -33.45906) |
| -11.968400 | unimproved | POINT (-70.66521 -33.45906) |
| -11.280956 | unimproved | POINT (-70.66512 -33.45906) |
| -10.703043 | unimproved | POINT (-70.66503 -33.45906) |
| -10.376582 | unimproved | POINT (-70.66494 -33.45906) |
| -19.654049 | unimproved | POINT (-70.67114 -33.45897) |
| -19.544947 | unimproved | POINT (-70.67105 -33.45897) |
| -19.583444 | unimproved | POINT (-70.67096 -33.45897) |
| -19.202058 | unimproved | POINT (-70.67087 -33.45897) |
| -19.127993 | unimproved | POINT (-70.67078 -33.45897) |
| -11.990636 | unimproved | POINT (-70.6653 -33.45897) |
| -11.924587 | unimproved | POINT (-70.66521 -33.45897) |
| -11.069014 | unimproved | POINT (-70.66512 -33.45897) |
| -10.468018 | unimproved | POINT (-70.66503 -33.45897) |
| -10.438024 | unimproved | POINT (-70.66494 -33.45897) |
| -18.205585 | unimproved | POINT (-70.67114 -33.45888) |
| -17.492493 | unimproved | POINT (-70.67105 -33.45888) |
| -17.219215 | unimproved | POINT (-70.67096 -33.45888) |
| -17.075446 | unimproved | POINT (-70.67087 -33.45888) |
| -12.233583 | unimproved | POINT (-70.6653 -33.45888) |
| -12.320083 | unimproved | POINT (-70.66521 -33.45888) |
| -11.534875 | unimproved | POINT (-70.66512 -33.45888) |
| -10.689514 | unimproved | POINT (-70.66503 -33.45888) |
| -10.047792 | unimproved | POINT (-70.66494 -33.45888) |
| -16.864460 | unimproved | POINT (-70.67114 -33.45879) |
| -15.953448 | unimproved | POINT (-70.67105 -33.45879) |
| -15.238450 | unimproved | POINT (-70.67096 -33.45879) |
| -14.876860 | unimproved | POINT (-70.67087 -33.45879) |
| -13.782260 | unimproved | POINT (-70.66521 -33.45879) |
| -13.375951 | unimproved | POINT (-70.66512 -33.45879) |
| -12.387702 | unimproved | POINT (-70.66503 -33.45879) |
| -10.915637 | unimproved | POINT (-70.66494 -33.45879) |
| -15.770593 | unimproved | POINT (-70.67114 -33.4587) |
| -15.140147 | unimproved | POINT (-70.67105 -33.4587) |
| -13.976294 | unimproved | POINT (-70.67096 -33.4587) |
| -15.246907 | unimproved | POINT (-70.66521 -33.4587) |
| -15.496283 | unimproved | POINT (-70.66512 -33.4587) |
| -15.066294 | unimproved | POINT (-70.66503 -33.4587) |
| -13.391061 | unimproved | POINT (-70.66494 -33.4587) |
| -14.885164 | unimproved | POINT (-70.67114 -33.45861) |
| -14.773847 | unimproved | POINT (-70.67105 -33.45861) |
| -13.844876 | unimproved | POINT (-70.67096 -33.45861) |
| -16.031029 | unimproved | POINT (-70.66512 -33.45861) |
| -15.753586 | unimproved | POINT (-70.66503 -33.45861) |
| -14.981095 | unimproved | POINT (-70.66494 -33.45861) |
| -14.733188 | unimproved | POINT (-70.67114 -33.45852) |
| -14.966212 | unimproved | POINT (-70.67105 -33.45852) |
| -13.320247 | unimproved | POINT (-70.66512 -33.45852) |
| -13.502848 | unimproved | POINT (-70.66503 -33.45852) |
| -14.041002 | unimproved | POINT (-70.66494 -33.45852) |
| -15.590434 | unimproved | POINT (-70.67114 -33.45843) |
| -15.940487 | unimproved | POINT (-70.67105 -33.45843) |
| -10.122924 | unimproved | POINT (-70.66503 -33.45843) |
| -9.950874 | unimproved | POINT (-70.66494 -33.45843) |
| -17.558398 | unimproved | POINT (-70.67114 -33.45834) |
| -6.899705 | unimproved | POINT (-70.66503 -33.45834) |
| -5.951065 | unimproved | POINT (-70.66494 -33.45834) |
| -18.904508 | unimproved | POINT (-70.67114 -33.45825) |
| -4.214171 | unimproved | POINT (-70.66494 -33.45825) |
| -4.456022 | unimproved | POINT (-70.66494 -33.45816) |
#write.csv2(mySamples_sf_batch,"mySamples_sf_batch.csv") # https://drsimonj.svbtle.com/pretty-histograms-with-ggplot2
ggplot(mySamples_sf_batch, aes(X0_VH, fill = cut(X0_VH, 100))) +
geom_histogram(show.legend = FALSE,bins=100) +
scale_fill_discrete(h = c(240, 10), c = 120, l = 70) +
theme_minimal() +
labs(x = "X0_VH", y = "Cantidad de casos") +
geom_density(alpha = .5, fill = "#ff4d4d") +
ggtitle("Histograma de la distribución de X0_VH en el polígono del Club Hípico de Santiago ")
# Create a geodesic polygon.
polygon <- ee$Geometry$Polygon(
list(
c(-70.6712, -33.45812),
c(-70.66493, -33.45812),
c(-70.66493, -33.47018),
c(-70.6712, -33.47018)
)
)
# Create a planar polygon.
planarPolygon <- ee$Geometry(polygon, {}, FALSE)
polygon <- ee$FeatureCollection(polygon)
planarPolygon <- ee$FeatureCollection(planarPolygon)
# Display the polygons by adding them to the map.
Map$centerObject(polygon, zoom = 12)## NOTE: Center obtained from the first element.Map$addLayer(polygon, list(color = "FF0000"), "geodesic polygon") +
Map$addLayer(planarPolygon, list(color = "000000"), "planar polygon")library(ggplot2)
# Construímos una geometría que describe un polígono:
habitats = ee$FeatureCollection(
list(
ee$Feature(ee$Geometry$Polygon(
list(
c(-1.345864517292552, 59.97338078318311),
c(-1.345864517292552, 59.97237144577356),
c(-1.3438904114575911, 59.97237144577356),
c(-1.3438904114575911, 59.97338078318311)
)
), list(name = "unimproved"))
)
)
sentinel1 = ee$ImageCollection('COPERNICUS/S1_GRD')$filterDate("2019-03-01", "2020-03-01")
# Filter by metadata properties
vvvh = sentinel1$
filter(ee$Filter$listContains('transmitterReceiverPolarisation', 'VV'))$
filter(ee$Filter$listContains('transmitterReceiverPolarisation', 'VH'))$
filter(ee$Filter$eq('instrumentMode', 'IW'))$
filter(ee$Filter$eq('resolution_meters', 10))
# Filter to get images from different look angles.
vhAscending = vvvh$filter(ee$Filter$eq('orbitProperties_pass', 'ASCENDING'))
vhDescending = vvvh$filter(ee$Filter$eq('orbitProperties_pass', 'DESCENDING'))
# Calculate mean of VH ascending polarisation
VH_Ascending_mean <- vhAscending$select("VH")$mean()
# Calculate mean of VH descending polarisation
VH_Descending_mean <- vhDescending$select("VH")$mean()
# Merge VV and VH and calculate mean
VV_Ascending_Descending_mean <- vhAscending$select("VV") %>%
ee$ImageCollection$merge(vhDescending$select("VV")) %>%
ee$ImageCollection$mean()
# Create single image containing bands of interest
collection <- ee$ImageCollection$fromImages(list(VH_Ascending_mean,VV_Ascending_Descending_mean,VH_Descending_mean))$toBands()
mySamples <- collection$sampleRegions(
collection = ee$Feature(habitats$first()),
scale= 10,
geometries=TRUE
)
mySamples_sf_batch <- ee_as_sf(mySamples)
# https://drsimonj.svbtle.com/pretty-histograms-with-ggplot2
ggplot(mySamples_sf_batch, aes(X1_VV, fill = cut(X1_VV, 100))) +
geom_histogram(show.legend = FALSE,bins=30) +
scale_fill_discrete(h = c(240, 10), c = 120, l = 70) +
theme_minimal() +
labs(x = "X1_VV", y = "Cantidad de casos") +
geom_density(alpha = .5, fill = "#ff4d4d") +
ggtitle("Histograma of X")
ejercicio original:
library(ggplot2)
###############################################################
# Create a geometry for each habitat type that I want to sample
###############################################################
unimproved_grazing = ee$Geometry$Polygon(
list(
c(-1.345864517292552, 59.97338078318311),
c(-1.345864517292552, 59.97237144577356),
c(-1.3438904114575911, 59.97237144577356),
c(-1.3438904114575911, 59.97338078318311)
)
)
improved_cut = ee$Geometry$Polygon(
list(
c(-1.329604032461742, 59.92455155105425),
c(-1.329604032461742, 59.923922477208166),
c(-1.3280268935609851, 59.923922477208166),
c(-1.3280268935609851, 59.92455155105425)
)
)
heath = ee$Geometry$Polygon(
list(
c(-1.351189448199126, 59.94125887709115),
c(-1.351189448199126, 59.940151826756974),
c(-1.3490865963314502, 59.940151826756974),
c(-1.3490865963314502, 59.94125887709115)
)
)
arable = ee$Geometry$Polygon(
list(
c(-1.3263107736431534, 59.969782903189916),
c(-1.3263107736431534, 59.96911710113049),
c(-1.325023313316005, 59.96911710113049),
c(-1.325023313316005, 59.969782903189916)
)
)
##################################################
# Create feature collection of all habitat regions
##################################################
habitats = ee$FeatureCollection(
list(
ee$Feature(unimproved_grazing, list(name = "unimproved")),
ee$Feature(improved_cut, list(name = "improved")),
ee$Feature(heath, list(name = "heath")),
ee$Feature(arable, list(name = "arable"))
)
)
sentinel1 = ee$ImageCollection('COPERNICUS/S1_GRD')$
# Filter date range - one year of images
filterDate("2019-03-01", "2020-03-01")
# Filter by metadata properties
vvvh = sentinel1$
filter(ee$Filter$listContains('transmitterReceiverPolarisation', 'VV'))$
filter(ee$Filter$listContains('transmitterReceiverPolarisation', 'VH'))$
filter(ee$Filter$eq('instrumentMode', 'IW'))$
filter(ee$Filter$eq('resolution_meters', 10))
# Filter to get images from different look angles.
vhAscending = vvvh$filter(ee$Filter$eq('orbitProperties_pass', 'ASCENDING'))
vhDescending = vvvh$filter(ee$Filter$eq('orbitProperties_pass', 'DESCENDING'))
# Create a composite from means at different polarizations and look angles.
# Calculate mean of VH ascending polarisation
VH_Ascending_mean <- vhAscending$select("VH")$mean()
# Calculate mean of VH descending polarisation
VH_Descending_mean <- vhDescending$select("VH")$mean()
# Merge VV and VH and calculate mean
VV_Ascending_Descending_mean <- vhAscending$select("VV") %>%
ee$ImageCollection$merge(vhDescending$select("VV")) %>%
ee$ImageCollection$mean()
# Create single image containing bands of interest
collection <- ee$ImageCollection$fromImages(list(
VH_Ascending_mean,
VV_Ascending_Descending_mean,
VH_Descending_mean
))$toBands()
######################################
# Sample pixels in each habitat region
######################################
mySamples = collection$sampleRegions(
collection = habitats,
scale= 10
)
# ee_help(collection$sampleRegions)
for (index in 0:3) {
habitat_f <- habitats %>% ee_get(index)
mySamples <- collection$sampleRegions(
collection = ee$Feature(habitat_f$first()),
scale= 10,
geometries=TRUE
)
cat(sprintf("Processing geom: %02d \n", index + 1))
mySamples_sf <- ee_as_sf(mySamples)
if (index == 0) {
mySamples_sf_batch <- mySamples_sf
} else {
mySamples_sf_batch <- rbind(mySamples_sf_batch, mySamples_sf)
}
}## Processing geom: 01
## Processing geom: 02
## Processing geom: 03
## Processing geom: 04ggplot(mySamples_sf_batch, aes(X1_VV)) +
geom_histogram(color="darkblue", fill="lightblue") +
facet_grid(~name)## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
a <- as.data.frame(mySamples_sf)
a %>% kbl() %>%
kable_material(c("striped", "hover"), font_size = 12)%>%
scroll_box(width = "100%", height = "200px")| X0_VH | X1_VV | X2_VH | name | geometry |
|---|---|---|---|---|
| -20.02172 | -12.89675 | -20.32706 | arable | POINT (-1.326228 59.96915) |
| -20.12092 | -13.00383 | -20.41705 | arable | POINT (-1.326138 59.96915) |
| -20.21582 | -13.20390 | -20.36710 | arable | POINT (-1.326048 59.96915) |
| -20.45528 | -13.35599 | -20.69379 | arable | POINT (-1.325958 59.96915) |
| -20.52344 | -13.37268 | -20.48843 | arable | POINT (-1.325868 59.96915) |
| -20.56013 | -13.30978 | -20.57392 | arable | POINT (-1.325779 59.96915) |
| -20.35753 | -13.20408 | -20.52587 | arable | POINT (-1.325689 59.96915) |
| -20.16272 | -13.09865 | -20.35889 | arable | POINT (-1.325599 59.96915) |
| -20.14003 | -12.92395 | -20.36939 | arable | POINT (-1.325509 59.96915) |
| -19.91871 | -12.75071 | -20.24559 | arable | POINT (-1.325419 59.96915) |
| -19.82414 | -12.71546 | -20.02239 | arable | POINT (-1.32533 59.96915) |
| -19.71656 | -12.62275 | -19.61642 | arable | POINT (-1.32524 59.96915) |
| -19.60558 | -12.64772 | -19.75683 | arable | POINT (-1.32515 59.96915) |
| -19.60592 | -12.68841 | -19.62177 | arable | POINT (-1.32506 59.96915) |
| -20.26387 | -12.98642 | -20.18087 | arable | POINT (-1.326228 59.96924) |
| -20.23379 | -13.04805 | -20.24608 | arable | POINT (-1.326138 59.96924) |
| -20.24295 | -13.11691 | -20.27763 | arable | POINT (-1.326048 59.96924) |
| -20.25515 | -13.33413 | -20.74608 | arable | POINT (-1.325958 59.96924) |
| -20.38536 | -13.32222 | -20.54083 | arable | POINT (-1.325868 59.96924) |
| -20.41444 | -13.34241 | -20.36454 | arable | POINT (-1.325779 59.96924) |
| -20.35862 | -13.30075 | -20.10031 | arable | POINT (-1.325689 59.96924) |
| -20.32328 | -13.18406 | -20.10581 | arable | POINT (-1.325599 59.96924) |
| -20.32923 | -13.00434 | -20.34064 | arable | POINT (-1.325509 59.96924) |
| -20.21219 | -12.82865 | -20.30770 | arable | POINT (-1.325419 59.96924) |
| -20.20127 | -12.76990 | -20.18783 | arable | POINT (-1.32533 59.96924) |
| -20.12188 | -12.62799 | -19.97489 | arable | POINT (-1.32524 59.96924) |
| -19.89861 | -12.70538 | -19.88010 | arable | POINT (-1.32515 59.96924) |
| -19.76500 | -12.63888 | -19.66829 | arable | POINT (-1.32506 59.96924) |
| -20.46296 | -13.24092 | -20.25372 | arable | POINT (-1.326228 59.96933) |
| -20.47604 | -13.33872 | -20.30657 | arable | POINT (-1.326138 59.96933) |
| -20.52329 | -13.28309 | -20.23974 | arable | POINT (-1.326048 59.96933) |
| -20.47729 | -13.37945 | -20.45973 | arable | POINT (-1.325958 59.96933) |
| -20.31831 | -13.32646 | -20.42256 | arable | POINT (-1.325868 59.96933) |
| -20.30166 | -13.40445 | -20.19303 | arable | POINT (-1.325779 59.96933) |
| -20.22769 | -13.32022 | -20.05328 | arable | POINT (-1.325689 59.96933) |
| -20.23566 | -13.23012 | -20.20655 | arable | POINT (-1.325599 59.96933) |
| -20.13489 | -13.12533 | -20.54698 | arable | POINT (-1.325509 59.96933) |
| -20.07454 | -13.01608 | -20.72703 | arable | POINT (-1.325419 59.96933) |
| -20.13259 | -12.95435 | -20.53161 | arable | POINT (-1.32533 59.96933) |
| -20.15818 | -12.80701 | -20.29710 | arable | POINT (-1.32524 59.96933) |
| -20.03196 | -12.91492 | -20.14620 | arable | POINT (-1.32515 59.96933) |
| -19.76623 | -12.77865 | -19.82271 | arable | POINT (-1.32506 59.96933) |
| -20.91416 | -13.36608 | -20.43523 | arable | POINT (-1.326228 59.96942) |
| -20.85911 | -13.52073 | -20.46222 | arable | POINT (-1.326138 59.96942) |
| -20.77483 | -13.38483 | -20.37609 | arable | POINT (-1.326048 59.96942) |
| -20.79339 | -13.34576 | -20.23170 | arable | POINT (-1.325958 59.96942) |
| -20.48414 | -13.23775 | -20.26956 | arable | POINT (-1.325868 59.96942) |
| -20.40943 | -13.26491 | -20.10286 | arable | POINT (-1.325779 59.96942) |
| -20.29028 | -13.32862 | -20.21315 | arable | POINT (-1.325689 59.96942) |
| -20.24129 | -13.31490 | -20.49951 | arable | POINT (-1.325599 59.96942) |
| -20.11229 | -13.32264 | -20.77931 | arable | POINT (-1.325509 59.96942) |
| -19.93085 | -13.29105 | -20.89190 | arable | POINT (-1.325419 59.96942) |
| -19.94877 | -13.21406 | -20.72653 | arable | POINT (-1.32533 59.96942) |
| -19.83694 | -12.96664 | -20.35517 | arable | POINT (-1.32524 59.96942) |
| -20.04012 | -13.01437 | -20.20085 | arable | POINT (-1.32515 59.96942) |
| -19.82112 | -12.90779 | -19.91867 | arable | POINT (-1.32506 59.96942) |
| -21.18834 | -13.36220 | -20.41664 | arable | POINT (-1.326228 59.96951) |
| -21.01876 | -13.43764 | -20.53008 | arable | POINT (-1.326138 59.96951) |
| -20.69177 | -13.43672 | -20.50918 | arable | POINT (-1.326048 59.96951) |
| -20.59111 | -13.37023 | -20.49506 | arable | POINT (-1.325958 59.96951) |
| -20.43378 | -13.29198 | -20.56033 | arable | POINT (-1.325868 59.96951) |
| -20.41118 | -13.28322 | -20.10121 | arable | POINT (-1.325779 59.96951) |
| -20.36944 | -13.34338 | -20.23467 | arable | POINT (-1.325689 59.96951) |
| -20.41864 | -13.32802 | -20.39319 | arable | POINT (-1.325599 59.96951) |
| -20.31956 | -13.35080 | -20.43049 | arable | POINT (-1.325509 59.96951) |
| -20.22145 | -13.27553 | -20.44900 | arable | POINT (-1.325419 59.96951) |
| -20.24731 | -13.20028 | -20.29174 | arable | POINT (-1.32533 59.96951) |
| -20.00794 | -12.97447 | -19.97122 | arable | POINT (-1.32524 59.96951) |
| -20.06283 | -12.89607 | -19.79867 | arable | POINT (-1.32515 59.96951) |
| -19.88746 | -12.84259 | -19.64511 | arable | POINT (-1.32506 59.96951) |
| -20.85770 | -13.32837 | -20.40653 | arable | POINT (-1.326228 59.9696) |
| -20.68879 | -13.37659 | -20.53830 | arable | POINT (-1.326138 59.9696) |
| -20.39563 | -13.33136 | -20.66514 | arable | POINT (-1.326048 59.9696) |
| -20.23980 | -13.36294 | -20.56236 | arable | POINT (-1.325958 59.9696) |
| -20.24941 | -13.28733 | -20.61870 | arable | POINT (-1.325868 59.9696) |
| -20.22343 | -13.30267 | -20.57296 | arable | POINT (-1.325779 59.9696) |
| -20.22694 | -13.30041 | -20.45197 | arable | POINT (-1.325689 59.9696) |
| -20.32863 | -13.17939 | -20.53450 | arable | POINT (-1.325599 59.9696) |
| -20.14040 | -13.19141 | -20.57992 | arable | POINT (-1.325509 59.9696) |
| -20.26803 | -13.08915 | -20.37702 | arable | POINT (-1.325419 59.9696) |
| -20.11907 | -12.96191 | -20.25704 | arable | POINT (-1.32533 59.9696) |
| -20.07743 | -12.81463 | -20.24693 | arable | POINT (-1.32524 59.9696) |
| -19.99936 | -12.67353 | -19.96078 | arable | POINT (-1.32515 59.9696) |
| -19.77626 | -12.72000 | -19.80505 | arable | POINT (-1.32506 59.9696) |
| -20.23510 | -13.34584 | -20.27369 | arable | POINT (-1.326228 59.96969) |
| -20.19379 | -13.30125 | -20.41511 | arable | POINT (-1.326138 59.96969) |
| -20.16432 | -13.21008 | -20.75431 | arable | POINT (-1.326048 59.96969) |
| -20.09491 | -13.15004 | -20.44683 | arable | POINT (-1.325958 59.96969) |
| -19.97745 | -13.12019 | -20.62176 | arable | POINT (-1.325868 59.96969) |
| -19.93991 | -13.17738 | -20.62721 | arable | POINT (-1.325779 59.96969) |
| -20.01657 | -13.15896 | -20.55720 | arable | POINT (-1.325689 59.96969) |
| -20.10550 | -12.94943 | -20.66532 | arable | POINT (-1.325599 59.96969) |
| -20.04866 | -12.98604 | -20.53429 | arable | POINT (-1.325509 59.96969) |
| -20.19087 | -12.95102 | -20.53580 | arable | POINT (-1.325419 59.96969) |
| -20.07817 | -12.83333 | -20.42425 | arable | POINT (-1.32533 59.96969) |
| -20.07566 | -12.77687 | -20.42853 | arable | POINT (-1.32524 59.96969) |
| -19.92796 | -12.66635 | -20.17609 | arable | POINT (-1.32515 59.96969) |
| -19.81896 | -12.73411 | -20.10009 | arable | POINT (-1.32506 59.96969) |
| -20.03543 | -13.38211 | -20.28672 | arable | POINT (-1.326228 59.96978) |
| -19.97436 | -13.31415 | -20.30629 | arable | POINT (-1.326138 59.96978) |
| -20.07100 | -13.33250 | -20.44164 | arable | POINT (-1.326048 59.96978) |
| -20.05391 | -13.24441 | -20.47105 | arable | POINT (-1.325958 59.96978) |
| -20.06691 | -13.14589 | -20.65197 | arable | POINT (-1.325868 59.96978) |
| -20.07415 | -13.19373 | -20.73987 | arable | POINT (-1.325779 59.96978) |
| -20.19356 | -13.08856 | -20.66456 | arable | POINT (-1.325689 59.96978) |
| -20.23397 | -13.07550 | -20.54150 | arable | POINT (-1.325599 59.96978) |
| -20.27905 | -13.00442 | -20.41921 | arable | POINT (-1.325509 59.96978) |
| -20.41404 | -12.97102 | -20.35579 | arable | POINT (-1.325419 59.96978) |
| -20.30415 | -12.94876 | -20.26441 | arable | POINT (-1.32533 59.96978) |
| -20.09733 | -12.94789 | -20.37518 | arable | POINT (-1.32524 59.96978) |
| -19.93495 | -12.84096 | -20.21013 | arable | POINT (-1.32515 59.96978) |
| -19.85271 | -12.87528 | -20.35620 | arable | POINT (-1.32506 59.96978) |
a <- as.data.frame(mySamples_sf_batch)
a %>% kbl() %>%
kable_material(c("striped", "hover"), font_size = 12)%>%
scroll_box(width = "100%", height = "200px")| X0_VH | X1_VV | X2_VH | name | geometry |
|---|---|---|---|---|
| -22.34926 | -15.91189 | -22.87572 | unimproved | POINT (-1.345811 59.97238) |
| -22.21591 | -15.88941 | -22.73153 | unimproved | POINT (-1.345721 59.97238) |
| -21.97966 | -16.01451 | -22.78574 | unimproved | POINT (-1.345631 59.97238) |
| -21.89113 | -16.02274 | -22.80749 | unimproved | POINT (-1.345541 59.97238) |
| -21.76509 | -15.97965 | -22.74236 | unimproved | POINT (-1.345452 59.97238) |
| -21.80516 | -16.13436 | -22.81662 | unimproved | POINT (-1.345362 59.97238) |
| -21.89018 | -16.11657 | -22.58584 | unimproved | POINT (-1.345272 59.97238) |
| -21.96362 | -16.09216 | -22.49100 | unimproved | POINT (-1.345182 59.97238) |
| -22.31687 | -15.96285 | -22.25296 | unimproved | POINT (-1.345092 59.97238) |
| -22.26144 | -15.83632 | -21.99900 | unimproved | POINT (-1.345003 59.97238) |
| -22.69117 | -15.79825 | -21.94824 | unimproved | POINT (-1.344913 59.97238) |
| -22.86474 | -15.62087 | -21.95547 | unimproved | POINT (-1.344823 59.97238) |
| -22.79661 | -15.47186 | -22.14489 | unimproved | POINT (-1.344733 59.97238) |
| -23.09050 | -15.27697 | -22.12411 | unimproved | POINT (-1.344643 59.97238) |
| -22.82591 | -15.13440 | -22.31815 | unimproved | POINT (-1.344553 59.97238) |
| -22.71445 | -14.87813 | -22.21076 | unimproved | POINT (-1.344464 59.97238) |
| -22.49065 | -14.74864 | -22.00986 | unimproved | POINT (-1.344374 59.97238) |
| -22.07535 | -14.73045 | -22.03094 | unimproved | POINT (-1.344284 59.97238) |
| -21.82844 | -14.81384 | -21.82220 | unimproved | POINT (-1.344194 59.97238) |
| -21.71726 | -14.91948 | -21.73916 | unimproved | POINT (-1.344104 59.97238) |
| -22.03812 | -15.09589 | -21.70903 | unimproved | POINT (-1.344014 59.97238) |
| -22.04823 | -15.15580 | -21.67277 | unimproved | POINT (-1.343925 59.97238) |
| -22.29961 | -15.91687 | -22.88622 | unimproved | POINT (-1.345811 59.97247) |
| -22.16317 | -15.89559 | -22.56592 | unimproved | POINT (-1.345721 59.97247) |
| -22.22898 | -15.89353 | -22.59414 | unimproved | POINT (-1.345631 59.97247) |
| -22.04797 | -15.91060 | -22.71691 | unimproved | POINT (-1.345541 59.97247) |
| -21.97182 | -16.07256 | -22.53795 | unimproved | POINT (-1.345452 59.97247) |
| -21.97494 | -16.11200 | -22.66757 | unimproved | POINT (-1.345362 59.97247) |
| -22.07728 | -16.05436 | -22.54982 | unimproved | POINT (-1.345272 59.97247) |
| -22.11634 | -15.97489 | -22.93400 | unimproved | POINT (-1.345182 59.97247) |
| -22.32816 | -15.84062 | -22.64100 | unimproved | POINT (-1.345092 59.97247) |
| -22.27004 | -15.76314 | -22.29578 | unimproved | POINT (-1.345003 59.97247) |
| -22.36537 | -15.72136 | -22.17396 | unimproved | POINT (-1.344913 59.97247) |
| -22.29385 | -15.50280 | -21.85018 | unimproved | POINT (-1.344823 59.97247) |
| -22.28096 | -15.34687 | -22.10721 | unimproved | POINT (-1.344733 59.97247) |
| -22.51557 | -15.17942 | -22.08745 | unimproved | POINT (-1.344643 59.97247) |
| -22.75653 | -15.12734 | -22.25224 | unimproved | POINT (-1.344553 59.97247) |
| -22.87004 | -15.07264 | -22.23837 | unimproved | POINT (-1.344464 59.97247) |
| -22.86395 | -14.97103 | -22.18748 | unimproved | POINT (-1.344374 59.97247) |
| -22.69602 | -14.94965 | -22.17328 | unimproved | POINT (-1.344284 59.97247) |
| -22.16186 | -14.96355 | -22.12732 | unimproved | POINT (-1.344194 59.97247) |
| -21.97112 | -15.00835 | -22.09475 | unimproved | POINT (-1.344104 59.97247) |
| -21.99987 | -15.22618 | -22.14131 | unimproved | POINT (-1.344014 59.97247) |
| -21.92010 | -15.26917 | -22.13194 | unimproved | POINT (-1.343925 59.97247) |
| -21.92852 | -15.79740 | -22.95455 | unimproved | POINT (-1.345811 59.97256) |
| -21.90721 | -15.80009 | -22.37697 | unimproved | POINT (-1.345721 59.97256) |
| -22.18528 | -15.75753 | -22.25433 | unimproved | POINT (-1.345631 59.97256) |
| -22.20729 | -15.77410 | -22.26069 | unimproved | POINT (-1.345541 59.97256) |
| -22.51404 | -15.88464 | -22.58650 | unimproved | POINT (-1.345452 59.97256) |
| -22.53036 | -15.86774 | -22.94224 | unimproved | POINT (-1.345362 59.97256) |
| -22.53977 | -15.83087 | -22.68218 | unimproved | POINT (-1.345272 59.97256) |
| -22.52488 | -15.79566 | -22.98419 | unimproved | POINT (-1.345182 59.97256) |
| -22.55057 | -15.57543 | -22.75748 | unimproved | POINT (-1.345092 59.97256) |
| -22.30694 | -15.50906 | -22.25421 | unimproved | POINT (-1.345003 59.97256) |
| -22.17115 | -15.47788 | -22.15552 | unimproved | POINT (-1.344913 59.97256) |
| -21.95561 | -15.27768 | -21.92158 | unimproved | POINT (-1.344823 59.97256) |
| -21.79101 | -15.28003 | -22.26744 | unimproved | POINT (-1.344733 59.97256) |
| -22.06672 | -15.15738 | -22.35577 | unimproved | POINT (-1.344643 59.97256) |
| -22.44712 | -15.20579 | -22.39809 | unimproved | POINT (-1.344553 59.97256) |
| -22.61144 | -15.23101 | -22.71306 | unimproved | POINT (-1.344464 59.97256) |
| -22.63982 | -15.23158 | -22.72155 | unimproved | POINT (-1.344374 59.97256) |
| -22.54517 | -15.29802 | -22.72000 | unimproved | POINT (-1.344284 59.97256) |
| -22.24314 | -15.27920 | -22.88174 | unimproved | POINT (-1.344194 59.97256) |
| -21.91469 | -15.30846 | -22.75703 | unimproved | POINT (-1.344104 59.97256) |
| -21.76489 | -15.38044 | -22.50904 | unimproved | POINT (-1.344014 59.97256) |
| -21.78670 | -15.40461 | -22.20937 | unimproved | POINT (-1.343925 59.97256) |
| -21.97779 | -15.48170 | -22.48384 | unimproved | POINT (-1.345811 59.97265) |
| -21.95936 | -15.54435 | -22.17528 | unimproved | POINT (-1.345721 59.97265) |
| -22.11548 | -15.42745 | -22.10846 | unimproved | POINT (-1.345631 59.97265) |
| -22.25962 | -15.42753 | -22.15615 | unimproved | POINT (-1.345541 59.97265) |
| -22.52362 | -15.36528 | -22.32281 | unimproved | POINT (-1.345452 59.97265) |
| -22.59466 | -15.32997 | -22.58449 | unimproved | POINT (-1.345362 59.97265) |
| -22.83997 | -15.43620 | -22.62401 | unimproved | POINT (-1.345272 59.97265) |
| -22.76557 | -15.48969 | -22.79838 | unimproved | POINT (-1.345182 59.97265) |
| -22.73486 | -15.39360 | -22.65099 | unimproved | POINT (-1.345092 59.97265) |
| -22.55798 | -15.35668 | -22.37452 | unimproved | POINT (-1.345003 59.97265) |
| -22.18621 | -15.32172 | -22.40649 | unimproved | POINT (-1.344913 59.97265) |
| -21.99974 | -15.31439 | -22.29078 | unimproved | POINT (-1.344823 59.97265) |
| -21.69493 | -15.32975 | -22.64503 | unimproved | POINT (-1.344733 59.97265) |
| -21.75851 | -15.21288 | -22.80644 | unimproved | POINT (-1.344643 59.97265) |
| -21.91536 | -15.18926 | -22.96097 | unimproved | POINT (-1.344553 59.97265) |
| -22.07930 | -15.27092 | -23.08847 | unimproved | POINT (-1.344464 59.97265) |
| -22.09493 | -15.28085 | -22.92289 | unimproved | POINT (-1.344374 59.97265) |
| -22.11447 | -15.28952 | -22.99562 | unimproved | POINT (-1.344284 59.97265) |
| -22.03848 | -15.30274 | -22.91792 | unimproved | POINT (-1.344194 59.97265) |
| -21.88705 | -15.22280 | -22.79154 | unimproved | POINT (-1.344104 59.97265) |
| -21.80391 | -15.30598 | -22.42220 | unimproved | POINT (-1.344014 59.97265) |
| -21.83127 | -15.37444 | -22.14390 | unimproved | POINT (-1.343925 59.97265) |
| -21.86570 | -15.20233 | -22.66075 | unimproved | POINT (-1.345811 59.97274) |
| -21.78771 | -15.18262 | -22.71818 | unimproved | POINT (-1.345721 59.97274) |
| -21.76648 | -15.12879 | -22.45075 | unimproved | POINT (-1.345631 59.97274) |
| -21.89388 | -15.09136 | -22.29077 | unimproved | POINT (-1.345541 59.97274) |
| -22.04722 | -15.05048 | -22.04886 | unimproved | POINT (-1.345452 59.97274) |
| -22.15751 | -15.10574 | -22.21241 | unimproved | POINT (-1.345362 59.97274) |
| -22.31850 | -15.24818 | -22.40979 | unimproved | POINT (-1.345272 59.97274) |
| -22.42901 | -15.34082 | -22.66044 | unimproved | POINT (-1.345182 59.97274) |
| -22.46221 | -15.33020 | -22.59297 | unimproved | POINT (-1.345092 59.97274) |
| -22.29596 | -15.34494 | -22.58145 | unimproved | POINT (-1.345003 59.97274) |
| -22.21360 | -15.32532 | -22.80264 | unimproved | POINT (-1.344913 59.97274) |
| -22.05430 | -15.32682 | -22.72462 | unimproved | POINT (-1.344823 59.97274) |
| -21.85202 | -15.35268 | -23.04824 | unimproved | POINT (-1.344733 59.97274) |
| -21.57052 | -15.21132 | -23.00643 | unimproved | POINT (-1.344643 59.97274) |
| -21.37291 | -15.12446 | -22.96794 | unimproved | POINT (-1.344553 59.97274) |
| -21.55231 | -15.17566 | -22.82254 | unimproved | POINT (-1.344464 59.97274) |
| -21.76842 | -15.11345 | -22.48793 | unimproved | POINT (-1.344374 59.97274) |
| -21.97525 | -15.02065 | -22.34484 | unimproved | POINT (-1.344284 59.97274) |
| -22.10091 | -15.02157 | -21.95459 | unimproved | POINT (-1.344194 59.97274) |
| -22.07181 | -14.95599 | -22.00109 | unimproved | POINT (-1.344104 59.97274) |
| -22.07840 | -14.92686 | -22.06321 | unimproved | POINT (-1.344014 59.97274) |
| -22.19837 | -15.02488 | -22.00927 | unimproved | POINT (-1.343925 59.97274) |
| -21.76553 | -15.30813 | -22.80079 | unimproved | POINT (-1.345811 59.97283) |
| -21.62665 | -15.27709 | -22.78941 | unimproved | POINT (-1.345721 59.97283) |
| -21.56074 | -15.31464 | -22.64466 | unimproved | POINT (-1.345631 59.97283) |
| -21.60453 | -15.24232 | -22.46348 | unimproved | POINT (-1.345541 59.97283) |
| -21.49362 | -15.14964 | -22.22831 | unimproved | POINT (-1.345452 59.97283) |
| -21.67327 | -15.07540 | -22.33174 | unimproved | POINT (-1.345362 59.97283) |
| -21.85949 | -15.11551 | -22.24978 | unimproved | POINT (-1.345272 59.97283) |
| -22.04067 | -15.16645 | -22.46252 | unimproved | POINT (-1.345182 59.97283) |
| -22.40039 | -15.22902 | -22.72918 | unimproved | POINT (-1.345092 59.97283) |
| -22.34913 | -15.34380 | -22.73451 | unimproved | POINT (-1.345003 59.97283) |
| -22.25212 | -15.35941 | -23.08429 | unimproved | POINT (-1.344913 59.97283) |
| -22.09622 | -15.39595 | -23.11525 | unimproved | POINT (-1.344823 59.97283) |
| -21.81326 | -15.36927 | -22.94700 | unimproved | POINT (-1.344733 59.97283) |
| -21.42869 | -15.25391 | -22.80808 | unimproved | POINT (-1.344643 59.97283) |
| -21.32290 | -15.18844 | -22.63324 | unimproved | POINT (-1.344553 59.97283) |
| -21.69392 | -15.11559 | -22.45803 | unimproved | POINT (-1.344464 59.97283) |
| -22.13406 | -15.02552 | -22.11996 | unimproved | POINT (-1.344374 59.97283) |
| -22.30202 | -14.76567 | -21.86035 | unimproved | POINT (-1.344284 59.97283) |
| -22.53209 | -14.63251 | -21.46585 | unimproved | POINT (-1.344194 59.97283) |
| -22.40516 | -14.57303 | -21.56973 | unimproved | POINT (-1.344104 59.97283) |
| -22.38931 | -14.48128 | -21.77187 | unimproved | POINT (-1.344014 59.97283) |
| -22.39138 | -14.71058 | -21.91156 | unimproved | POINT (-1.343925 59.97283) |
| -22.26588 | -15.65654 | -22.81160 | unimproved | POINT (-1.345811 59.97292) |
| -22.19764 | -15.71238 | -23.09331 | unimproved | POINT (-1.345721 59.97292) |
| -22.00024 | -15.70143 | -23.17772 | unimproved | POINT (-1.345631 59.97292) |
| -21.94204 | -15.66371 | -23.06460 | unimproved | POINT (-1.345541 59.97292) |
| -21.83799 | -15.51219 | -23.00098 | unimproved | POINT (-1.345452 59.97292) |
| -21.85356 | -15.29634 | -22.80835 | unimproved | POINT (-1.345362 59.97292) |
| -21.87769 | -15.25407 | -22.36239 | unimproved | POINT (-1.345272 59.97292) |
| -21.95982 | -15.18768 | -22.43488 | unimproved | POINT (-1.345182 59.97292) |
| -22.04289 | -15.31008 | -22.67168 | unimproved | POINT (-1.345092 59.97292) |
| -22.15053 | -15.40118 | -22.82156 | unimproved | POINT (-1.345003 59.97292) |
| -22.25697 | -15.44189 | -22.89163 | unimproved | POINT (-1.344913 59.97292) |
| -22.12453 | -15.46480 | -23.03866 | unimproved | POINT (-1.344823 59.97292) |
| -21.94612 | -15.40550 | -22.72031 | unimproved | POINT (-1.344733 59.97292) |
| -21.89403 | -15.26791 | -22.73055 | unimproved | POINT (-1.344643 59.97292) |
| -21.82125 | -15.16462 | -22.48966 | unimproved | POINT (-1.344553 59.97292) |
| -22.10257 | -15.01990 | -22.08998 | unimproved | POINT (-1.344464 59.97292) |
| -22.37544 | -14.85929 | -21.96502 | unimproved | POINT (-1.344374 59.97292) |
| -22.38999 | -14.70191 | -21.68476 | unimproved | POINT (-1.344284 59.97292) |
| -22.50571 | -14.60607 | -21.42378 | unimproved | POINT (-1.344194 59.97292) |
| -22.51082 | -14.53075 | -21.59657 | unimproved | POINT (-1.344104 59.97292) |
| -22.59015 | -14.43234 | -21.84483 | unimproved | POINT (-1.344014 59.97292) |
| -22.59395 | -14.58702 | -21.75558 | unimproved | POINT (-1.343925 59.97292) |
| -22.59976 | -15.82260 | -22.92425 | unimproved | POINT (-1.345811 59.97301) |
| -22.54212 | -15.78813 | -23.02629 | unimproved | POINT (-1.345721 59.97301) |
| -22.47538 | -15.89120 | -22.99235 | unimproved | POINT (-1.345631 59.97301) |
| -22.44055 | -15.85456 | -23.01211 | unimproved | POINT (-1.345541 59.97301) |
| -22.37847 | -15.73307 | -22.90147 | unimproved | POINT (-1.345452 59.97301) |
| -22.25150 | -15.59374 | -22.43795 | unimproved | POINT (-1.345362 59.97301) |
| -21.83943 | -15.52617 | -22.24057 | unimproved | POINT (-1.345272 59.97301) |
| -21.79085 | -15.46399 | -22.22201 | unimproved | POINT (-1.345182 59.97301) |
| -21.78509 | -15.47956 | -22.28311 | unimproved | POINT (-1.345092 59.97301) |
| -21.99629 | -15.50004 | -22.58030 | unimproved | POINT (-1.345003 59.97301) |
| -22.07003 | -15.44787 | -22.76644 | unimproved | POINT (-1.344913 59.97301) |
| -22.24255 | -15.35868 | -23.06027 | unimproved | POINT (-1.344823 59.97301) |
| -22.32707 | -15.36473 | -22.70823 | unimproved | POINT (-1.344733 59.97301) |
| -22.40869 | -15.19686 | -22.41702 | unimproved | POINT (-1.344643 59.97301) |
| -22.38243 | -15.03614 | -22.30198 | unimproved | POINT (-1.344553 59.97301) |
| -22.17149 | -14.95536 | -22.15409 | unimproved | POINT (-1.344464 59.97301) |
| -22.29183 | -14.83017 | -22.06424 | unimproved | POINT (-1.344374 59.97301) |
| -22.15220 | -14.91144 | -22.03322 | unimproved | POINT (-1.344284 59.97301) |
| -22.31998 | -14.90031 | -22.02175 | unimproved | POINT (-1.344194 59.97301) |
| -22.40842 | -14.75952 | -21.81305 | unimproved | POINT (-1.344104 59.97301) |
| -22.39792 | -14.69019 | -21.83295 | unimproved | POINT (-1.344014 59.97301) |
| -22.44975 | -14.62622 | -21.76186 | unimproved | POINT (-1.343925 59.97301) |
| -22.42614 | -15.78419 | -23.11120 | unimproved | POINT (-1.345811 59.9731) |
| -22.38357 | -15.71853 | -23.06984 | unimproved | POINT (-1.345721 59.9731) |
| -22.34121 | -15.72388 | -22.79326 | unimproved | POINT (-1.345631 59.9731) |
| -22.41764 | -15.70565 | -22.51386 | unimproved | POINT (-1.345541 59.9731) |
| -22.35609 | -15.72229 | -22.44312 | unimproved | POINT (-1.345452 59.9731) |
| -22.28237 | -15.65711 | -22.35886 | unimproved | POINT (-1.345362 59.9731) |
| -21.99147 | -15.56860 | -22.27400 | unimproved | POINT (-1.345272 59.9731) |
| -22.07032 | -15.45841 | -22.17037 | unimproved | POINT (-1.345182 59.9731) |
| -21.89464 | -15.39335 | -22.04005 | unimproved | POINT (-1.345092 59.9731) |
| -21.99809 | -15.37769 | -22.15215 | unimproved | POINT (-1.345003 59.9731) |
| -22.15370 | -15.45542 | -22.32369 | unimproved | POINT (-1.344913 59.9731) |
| -22.28458 | -15.37987 | -22.60357 | unimproved | POINT (-1.344823 59.9731) |
| -22.34969 | -15.28493 | -22.55929 | unimproved | POINT (-1.344733 59.9731) |
| -22.33060 | -15.21955 | -22.36315 | unimproved | POINT (-1.344643 59.9731) |
| -22.18611 | -14.99822 | -22.35174 | unimproved | POINT (-1.344553 59.9731) |
| -21.97796 | -14.85605 | -22.29448 | unimproved | POINT (-1.344464 59.9731) |
| -21.97427 | -14.81289 | -22.27880 | unimproved | POINT (-1.344374 59.9731) |
| -21.98473 | -14.83447 | -22.40398 | unimproved | POINT (-1.344284 59.9731) |
| -22.13085 | -14.88455 | -22.22783 | unimproved | POINT (-1.344194 59.9731) |
| -22.38240 | -14.85527 | -22.01012 | unimproved | POINT (-1.344104 59.9731) |
| -22.53206 | -14.79811 | -22.04463 | unimproved | POINT (-1.344014 59.9731) |
| -22.53541 | -14.76501 | -21.76268 | unimproved | POINT (-1.343925 59.9731) |
| -22.23757 | -15.60706 | -23.14522 | unimproved | POINT (-1.345811 59.97319) |
| -22.07327 | -15.55352 | -23.07737 | unimproved | POINT (-1.345721 59.97319) |
| -22.16035 | -15.51023 | -22.89436 | unimproved | POINT (-1.345631 59.97319) |
| -22.30915 | -15.59514 | -22.44612 | unimproved | POINT (-1.345541 59.97319) |
| -22.33782 | -15.56478 | -22.18060 | unimproved | POINT (-1.345452 59.97319) |
| -22.30500 | -15.61097 | -22.17947 | unimproved | POINT (-1.345362 59.97319) |
| -22.09543 | -15.56551 | -22.12238 | unimproved | POINT (-1.345272 59.97319) |
| -22.02195 | -15.51946 | -22.14096 | unimproved | POINT (-1.345182 59.97319) |
| -21.96520 | -15.45304 | -22.11039 | unimproved | POINT (-1.345092 59.97319) |
| -21.98657 | -15.37232 | -22.02296 | unimproved | POINT (-1.345003 59.97319) |
| -22.16159 | -15.29753 | -22.23248 | unimproved | POINT (-1.344913 59.97319) |
| -22.21102 | -15.20583 | -22.38738 | unimproved | POINT (-1.344823 59.97319) |
| -22.11585 | -15.05681 | -22.38600 | unimproved | POINT (-1.344733 59.97319) |
| -22.14490 | -14.93161 | -22.32081 | unimproved | POINT (-1.344643 59.97319) |
| -21.95658 | -14.92937 | -22.25154 | unimproved | POINT (-1.344553 59.97319) |
| -21.85696 | -14.82848 | -22.24205 | unimproved | POINT (-1.344464 59.97319) |
| -21.82417 | -14.81088 | -22.42299 | unimproved | POINT (-1.344374 59.97319) |
| -22.02679 | -14.78798 | -22.23210 | unimproved | POINT (-1.344284 59.97319) |
| -22.20547 | -14.78178 | -22.26198 | unimproved | POINT (-1.344194 59.97319) |
| -22.42942 | -14.79622 | -21.87109 | unimproved | POINT (-1.344104 59.97319) |
| -22.77939 | -14.85581 | -21.74714 | unimproved | POINT (-1.344014 59.97319) |
| -22.49362 | -14.91334 | -21.68610 | unimproved | POINT (-1.343925 59.97319) |
| -22.21044 | -15.52502 | -22.83231 | unimproved | POINT (-1.345811 59.97328) |
| -21.91846 | -15.46858 | -22.63349 | unimproved | POINT (-1.345721 59.97328) |
| -22.02031 | -15.47524 | -22.57350 | unimproved | POINT (-1.345631 59.97328) |
| -22.05058 | -15.53830 | -22.36777 | unimproved | POINT (-1.345541 59.97328) |
| -22.03050 | -15.53598 | -22.33141 | unimproved | POINT (-1.345452 59.97328) |
| -22.16771 | -15.60631 | -22.27188 | unimproved | POINT (-1.345362 59.97328) |
| -22.15777 | -15.42857 | -22.28691 | unimproved | POINT (-1.345272 59.97328) |
| -22.06865 | -15.35641 | -22.49895 | unimproved | POINT (-1.345182 59.97328) |
| -22.05546 | -15.36470 | -22.57702 | unimproved | POINT (-1.345092 59.97328) |
| -21.96615 | -15.21841 | -22.71653 | unimproved | POINT (-1.345003 59.97328) |
| -21.76507 | -15.11049 | -22.88488 | unimproved | POINT (-1.344913 59.97328) |
| -21.81775 | -15.00730 | -22.79723 | unimproved | POINT (-1.344823 59.97328) |
| -21.91159 | -15.01587 | -22.74424 | unimproved | POINT (-1.344733 59.97328) |
| -21.89335 | -15.00588 | -22.64776 | unimproved | POINT (-1.344643 59.97328) |
| -21.90457 | -15.06631 | -22.50162 | unimproved | POINT (-1.344553 59.97328) |
| -22.02905 | -15.12495 | -22.53719 | unimproved | POINT (-1.344464 59.97328) |
| -22.15016 | -15.07007 | -22.65560 | unimproved | POINT (-1.344374 59.97328) |
| -22.31467 | -15.03613 | -22.39747 | unimproved | POINT (-1.344284 59.97328) |
| -22.39164 | -14.96686 | -22.34867 | unimproved | POINT (-1.344194 59.97328) |
| -22.28125 | -14.95092 | -21.89616 | unimproved | POINT (-1.344104 59.97328) |
| -22.23808 | -14.94860 | -21.67926 | unimproved | POINT (-1.344014 59.97328) |
| -22.02255 | -14.90802 | -21.45511 | unimproved | POINT (-1.343925 59.97328) |
| -22.28496 | -15.44309 | -22.46307 | unimproved | POINT (-1.345811 59.97337) |
| -22.18744 | -15.49726 | -22.41188 | unimproved | POINT (-1.345721 59.97337) |
| -21.99264 | -15.48308 | -22.46228 | unimproved | POINT (-1.345631 59.97337) |
| -21.88923 | -15.54486 | -22.44620 | unimproved | POINT (-1.345541 59.97337) |
| -21.92425 | -15.52790 | -22.35361 | unimproved | POINT (-1.345452 59.97337) |
| -21.83892 | -15.54099 | -22.24788 | unimproved | POINT (-1.345362 59.97337) |
| -22.14189 | -15.51085 | -22.29165 | unimproved | POINT (-1.345272 59.97337) |
| -22.12796 | -15.49753 | -22.41546 | unimproved | POINT (-1.345182 59.97337) |
| -22.05475 | -15.46135 | -22.73773 | unimproved | POINT (-1.345092 59.97337) |
| -22.01917 | -15.40319 | -22.88660 | unimproved | POINT (-1.345003 59.97337) |
| -21.87995 | -15.25486 | -22.92831 | unimproved | POINT (-1.344913 59.97337) |
| -21.79203 | -15.18836 | -23.04165 | unimproved | POINT (-1.344823 59.97337) |
| -22.05940 | -15.30185 | -22.97576 | unimproved | POINT (-1.344733 59.97337) |
| -22.10435 | -15.30093 | -22.78901 | unimproved | POINT (-1.344643 59.97337) |
| -22.43526 | -15.26185 | -22.87282 | unimproved | POINT (-1.344553 59.97337) |
| -22.39315 | -15.28386 | -22.74946 | unimproved | POINT (-1.344464 59.97337) |
| -22.31948 | -15.23491 | -22.64637 | unimproved | POINT (-1.344374 59.97337) |
| -22.36651 | -15.18727 | -22.48144 | unimproved | POINT (-1.344284 59.97337) |
| -22.03854 | -15.21850 | -22.09712 | unimproved | POINT (-1.344194 59.97337) |
| -22.14178 | -15.18509 | -21.73988 | unimproved | POINT (-1.344104 59.97337) |
| -22.22406 | -15.13094 | -21.54485 | unimproved | POINT (-1.344014 59.97337) |
| -22.31737 | -14.97945 | -21.23326 | unimproved | POINT (-1.343925 59.97337) |
| -20.32286 | -13.14273 | -19.89536 | improved | POINT (-1.329551 59.92396) |
| -20.34734 | -13.13169 | -19.81101 | improved | POINT (-1.329462 59.92396) |
| -20.26821 | -13.11917 | -19.80462 | improved | POINT (-1.329372 59.92396) |
| -20.20268 | -13.06723 | -19.80674 | improved | POINT (-1.329282 59.92396) |
| -20.08852 | -13.04629 | -19.87157 | improved | POINT (-1.329192 59.92396) |
| -20.01184 | -13.09347 | -19.88440 | improved | POINT (-1.329102 59.92396) |
| -20.11451 | -13.23585 | -20.05087 | improved | POINT (-1.329012 59.92396) |
| -20.24780 | -13.36994 | -20.21302 | improved | POINT (-1.328923 59.92396) |
| -20.57556 | -13.50375 | -20.66009 | improved | POINT (-1.328833 59.92396) |
| -21.02073 | -13.57704 | -20.82317 | improved | POINT (-1.328743 59.92396) |
| -20.88325 | -13.60965 | -20.57639 | improved | POINT (-1.328653 59.92396) |
| -20.63071 | -13.63895 | -20.52182 | improved | POINT (-1.328563 59.92396) |
| -20.57933 | -13.62970 | -20.17330 | improved | POINT (-1.328474 59.92396) |
| -20.29584 | -13.71534 | -20.06532 | improved | POINT (-1.328384 59.92396) |
| -20.34310 | -13.67718 | -19.89956 | improved | POINT (-1.328294 59.92396) |
| -20.41197 | -13.67362 | -19.84638 | improved | POINT (-1.328204 59.92396) |
| -20.41857 | -13.58096 | -20.00237 | improved | POINT (-1.328114 59.92396) |
| -20.14087 | -12.91102 | -19.78335 | improved | POINT (-1.329551 59.92405) |
| -20.25986 | -12.88911 | -19.82597 | improved | POINT (-1.329462 59.92405) |
| -20.39181 | -12.91404 | -19.83666 | improved | POINT (-1.329372 59.92405) |
| -20.14646 | -12.95957 | -19.78200 | improved | POINT (-1.329282 59.92405) |
| -20.07474 | -13.06375 | -19.79024 | improved | POINT (-1.329192 59.92405) |
| -19.92413 | -13.17210 | -19.69139 | improved | POINT (-1.329102 59.92405) |
| -19.98235 | -13.33955 | -19.85779 | improved | POINT (-1.329012 59.92405) |
| -20.14503 | -13.43111 | -19.94507 | improved | POINT (-1.328923 59.92405) |
| -20.44677 | -13.50969 | -20.19228 | improved | POINT (-1.328833 59.92405) |
| -20.82217 | -13.60248 | -20.36252 | improved | POINT (-1.328743 59.92405) |
| -20.84725 | -13.52772 | -20.41401 | improved | POINT (-1.328653 59.92405) |
| -20.75418 | -13.56358 | -20.27540 | improved | POINT (-1.328563 59.92405) |
| -20.66599 | -13.56220 | -19.99102 | improved | POINT (-1.328474 59.92405) |
| -20.49888 | -13.59268 | -19.90976 | improved | POINT (-1.328384 59.92405) |
| -20.44759 | -13.71048 | -19.71415 | improved | POINT (-1.328294 59.92405) |
| -20.60423 | -13.64032 | -19.71200 | improved | POINT (-1.328204 59.92405) |
| -20.60065 | -13.66808 | -19.76839 | improved | POINT (-1.328114 59.92405) |
| -20.11149 | -12.78523 | -19.86863 | improved | POINT (-1.329551 59.92414) |
| -20.09297 | -12.76179 | -20.03927 | improved | POINT (-1.329462 59.92414) |
| -20.22566 | -12.79905 | -19.98847 | improved | POINT (-1.329372 59.92414) |
| -19.98519 | -12.92153 | -19.88433 | improved | POINT (-1.329282 59.92414) |
| -19.81994 | -13.15705 | -19.77274 | improved | POINT (-1.329192 59.92414) |
| -19.59389 | -13.33991 | -19.74253 | improved | POINT (-1.329102 59.92414) |
| -19.47103 | -13.45526 | -19.91584 | improved | POINT (-1.329012 59.92414) |
| -19.61600 | -13.52811 | -20.06888 | improved | POINT (-1.328923 59.92414) |
| -19.84873 | -13.55737 | -20.12205 | improved | POINT (-1.328833 59.92414) |
| -20.12792 | -13.65550 | -20.15887 | improved | POINT (-1.328743 59.92414) |
| -20.22526 | -13.58623 | -20.15668 | improved | POINT (-1.328653 59.92414) |
| -20.37998 | -13.54373 | -19.86833 | improved | POINT (-1.328563 59.92414) |
| -20.50284 | -13.49835 | -19.85321 | improved | POINT (-1.328474 59.92414) |
| -20.76673 | -13.47512 | -19.55959 | improved | POINT (-1.328384 59.92414) |
| -20.86905 | -13.53952 | -19.45707 | improved | POINT (-1.328294 59.92414) |
| -20.94105 | -13.49326 | -19.49574 | improved | POINT (-1.328204 59.92414) |
| -20.85636 | -13.61472 | -19.56416 | improved | POINT (-1.328114 59.92414) |
| -20.12534 | -12.88490 | -19.86940 | improved | POINT (-1.329551 59.92423) |
| -20.08870 | -12.88989 | -19.92188 | improved | POINT (-1.329462 59.92423) |
| -20.18447 | -12.84211 | -19.94127 | improved | POINT (-1.329372 59.92423) |
| -20.05436 | -13.05593 | -19.83027 | improved | POINT (-1.329282 59.92423) |
| -19.88413 | -13.27498 | -19.99983 | improved | POINT (-1.329192 59.92423) |
| -19.70509 | -13.50284 | -19.96885 | improved | POINT (-1.329102 59.92423) |
| -19.35688 | -13.66299 | -19.94324 | improved | POINT (-1.329012 59.92423) |
| -19.39416 | -13.64158 | -20.09799 | improved | POINT (-1.328923 59.92423) |
| -19.48221 | -13.71107 | -20.04557 | improved | POINT (-1.328833 59.92423) |
| -19.64552 | -13.71929 | -20.09178 | improved | POINT (-1.328743 59.92423) |
| -19.90031 | -13.67135 | -20.12300 | improved | POINT (-1.328653 59.92423) |
| -20.22077 | -13.73690 | -19.88342 | improved | POINT (-1.328563 59.92423) |
| -20.42407 | -13.61537 | -19.86762 | improved | POINT (-1.328474 59.92423) |
| -20.75462 | -13.53810 | -19.62726 | improved | POINT (-1.328384 59.92423) |
| -21.04716 | -13.57449 | -19.53999 | improved | POINT (-1.328294 59.92423) |
| -20.93209 | -13.55600 | -19.50256 | improved | POINT (-1.328204 59.92423) |
| -20.89123 | -13.65351 | -19.61913 | improved | POINT (-1.328114 59.92423) |
| -20.31961 | -13.25499 | -19.76003 | improved | POINT (-1.329551 59.92432) |
| -20.29973 | -13.18007 | -19.66994 | improved | POINT (-1.329462 59.92432) |
| -20.39501 | -13.02286 | -19.72616 | improved | POINT (-1.329372 59.92432) |
| -20.28659 | -13.12006 | -19.77100 | improved | POINT (-1.329282 59.92432) |
| -20.25129 | -13.18110 | -20.12416 | improved | POINT (-1.329192 59.92432) |
| -20.26669 | -13.38294 | -20.16275 | improved | POINT (-1.329102 59.92432) |
| -19.93253 | -13.58880 | -20.27282 | improved | POINT (-1.329012 59.92432) |
| -19.86980 | -13.59867 | -20.27957 | improved | POINT (-1.328923 59.92432) |
| -19.83647 | -13.70199 | -20.22041 | improved | POINT (-1.328833 59.92432) |
| -19.97494 | -13.68497 | -20.23230 | improved | POINT (-1.328743 59.92432) |
| -20.02175 | -13.65864 | -20.13291 | improved | POINT (-1.328653 59.92432) |
| -20.21954 | -13.67884 | -19.94328 | improved | POINT (-1.328563 59.92432) |
| -20.48270 | -13.70327 | -19.86874 | improved | POINT (-1.328474 59.92432) |
| -20.54760 | -13.57821 | -19.82700 | improved | POINT (-1.328384 59.92432) |
| -21.01233 | -13.61375 | -19.66617 | improved | POINT (-1.328294 59.92432) |
| -20.67731 | -13.52791 | -19.56911 | improved | POINT (-1.328204 59.92432) |
| -20.66080 | -13.51112 | -19.63034 | improved | POINT (-1.328114 59.92432) |
| -20.45902 | -13.59303 | -19.55466 | improved | POINT (-1.329551 59.92441) |
| -20.31729 | -13.45769 | -19.50007 | improved | POINT (-1.329462 59.92441) |
| -20.26141 | -13.32507 | -19.34699 | improved | POINT (-1.329372 59.92441) |
| -20.28917 | -13.27328 | -19.42688 | improved | POINT (-1.329282 59.92441) |
| -20.33903 | -13.26044 | -19.66769 | improved | POINT (-1.329192 59.92441) |
| -20.26016 | -13.34379 | -19.92414 | improved | POINT (-1.329102 59.92441) |
| -20.09172 | -13.43278 | -20.09769 | improved | POINT (-1.329012 59.92441) |
| -20.14055 | -13.49475 | -20.22365 | improved | POINT (-1.328923 59.92441) |
| -20.07316 | -13.55719 | -20.31173 | improved | POINT (-1.328833 59.92441) |
| -20.08558 | -13.48378 | -20.09540 | improved | POINT (-1.328743 59.92441) |
| -20.14035 | -13.44909 | -19.98101 | improved | POINT (-1.328653 59.92441) |
| -20.33183 | -13.54841 | -20.02144 | improved | POINT (-1.328563 59.92441) |
| -20.37603 | -13.51063 | -19.88167 | improved | POINT (-1.328474 59.92441) |
| -20.66522 | -13.45442 | -19.87775 | improved | POINT (-1.328384 59.92441) |
| -20.84897 | -13.46297 | -19.74052 | improved | POINT (-1.328294 59.92441) |
| -20.77245 | -13.36933 | -19.69147 | improved | POINT (-1.328204 59.92441) |
| -20.80540 | -13.34746 | -19.75825 | improved | POINT (-1.328114 59.92441) |
| -20.75041 | -13.71157 | -19.61897 | improved | POINT (-1.329551 59.9245) |
| -20.52588 | -13.56408 | -19.46307 | improved | POINT (-1.329462 59.9245) |
| -20.43745 | -13.38689 | -19.36175 | improved | POINT (-1.329372 59.9245) |
| -20.36007 | -13.36928 | -19.30836 | improved | POINT (-1.329282 59.9245) |
| -20.37740 | -13.32619 | -19.45091 | improved | POINT (-1.329192 59.9245) |
| -20.24293 | -13.26767 | -19.68054 | improved | POINT (-1.329102 59.9245) |
| -20.15198 | -13.26698 | -19.75354 | improved | POINT (-1.329012 59.9245) |
| -20.01231 | -13.16863 | -19.93192 | improved | POINT (-1.328923 59.9245) |
| -19.94791 | -13.22165 | -20.02702 | improved | POINT (-1.328833 59.9245) |
| -19.91204 | -13.08321 | -19.94568 | improved | POINT (-1.328743 59.9245) |
| -19.97433 | -13.12397 | -19.89954 | improved | POINT (-1.328653 59.9245) |
| -20.17612 | -13.19550 | -19.82260 | improved | POINT (-1.328563 59.9245) |
| -20.38975 | -13.18939 | -19.78814 | improved | POINT (-1.328474 59.9245) |
| -20.70084 | -13.32474 | -19.76361 | improved | POINT (-1.328384 59.9245) |
| -20.80629 | -13.42700 | -19.84606 | improved | POINT (-1.328294 59.9245) |
| -20.77323 | -13.41558 | -19.86483 | improved | POINT (-1.328204 59.9245) |
| -20.87072 | -13.39992 | -19.89919 | improved | POINT (-1.328114 59.9245) |
| -24.06375 | -13.95284 | -22.30876 | heath | POINT (-1.351111 59.94022) |
| -23.89823 | -14.02209 | -22.47603 | heath | POINT (-1.351021 59.94022) |
| -23.71669 | -14.08149 | -22.84833 | heath | POINT (-1.350931 59.94022) |
| -23.72382 | -14.48302 | -22.89932 | heath | POINT (-1.350842 59.94022) |
| -24.05092 | -14.79568 | -22.77347 | heath | POINT (-1.350752 59.94022) |
| -24.44765 | -14.90091 | -22.67196 | heath | POINT (-1.350662 59.94022) |
| -24.91050 | -14.96134 | -22.35066 | heath | POINT (-1.350572 59.94022) |
| -25.03671 | -14.97663 | -22.19553 | heath | POINT (-1.350482 59.94022) |
| -24.89672 | -14.97309 | -22.00810 | heath | POINT (-1.350393 59.94022) |
| -24.86695 | -14.71381 | -21.81326 | heath | POINT (-1.350303 59.94022) |
| -24.53696 | -14.42639 | -21.67967 | heath | POINT (-1.350213 59.94022) |
| -24.38512 | -14.19174 | -21.64523 | heath | POINT (-1.350123 59.94022) |
| -24.44120 | -14.02256 | -21.58633 | heath | POINT (-1.350033 59.94022) |
| -24.64698 | -14.12494 | -21.55494 | heath | POINT (-1.349943 59.94022) |
| -24.62817 | -14.07543 | -21.57506 | heath | POINT (-1.349854 59.94022) |
| -24.50059 | -14.16695 | -21.58382 | heath | POINT (-1.349764 59.94022) |
| -24.46843 | -14.16955 | -21.40219 | heath | POINT (-1.349674 59.94022) |
| -24.27691 | -14.07782 | -21.13307 | heath | POINT (-1.349584 59.94022) |
| -24.04974 | -14.08006 | -21.13046 | heath | POINT (-1.349494 59.94022) |
| -23.88307 | -13.80851 | -21.02098 | heath | POINT (-1.349404 59.94022) |
| -23.52424 | -13.58447 | -21.06890 | heath | POINT (-1.349314 59.94022) |
| -23.76408 | -13.39273 | -21.03330 | heath | POINT (-1.349225 59.94022) |
| -24.39458 | -13.16314 | -21.10268 | heath | POINT (-1.349135 59.94022) |
| -25.21331 | -14.21647 | -22.55619 | heath | POINT (-1.351111 59.94031) |
| -25.17322 | -14.11301 | -22.68536 | heath | POINT (-1.351021 59.94031) |
| -25.15016 | -13.96511 | -22.71223 | heath | POINT (-1.350931 59.94031) |
| -24.86733 | -14.02508 | -22.85770 | heath | POINT (-1.350842 59.94031) |
| -24.81806 | -14.11192 | -22.86232 | heath | POINT (-1.350752 59.94031) |
| -24.83882 | -14.33060 | -22.60697 | heath | POINT (-1.350662 59.94031) |
| -25.01898 | -14.58538 | -22.23837 | heath | POINT (-1.350572 59.94031) |
| -25.10068 | -14.74094 | -21.87832 | heath | POINT (-1.350482 59.94031) |
| -24.74670 | -14.77161 | -21.48989 | heath | POINT (-1.350393 59.94031) |
| -24.52799 | -14.39060 | -21.26769 | heath | POINT (-1.350303 59.94031) |
| -24.33897 | -14.02094 | -20.98048 | heath | POINT (-1.350213 59.94031) |
| -24.24135 | -13.80910 | -20.91683 | heath | POINT (-1.350123 59.94031) |
| -24.34975 | -13.75874 | -20.84322 | heath | POINT (-1.350033 59.94031) |
| -24.78586 | -13.99288 | -20.82764 | heath | POINT (-1.349943 59.94031) |
| -24.67542 | -13.89107 | -20.88288 | heath | POINT (-1.349854 59.94031) |
| -24.38684 | -13.74305 | -20.78928 | heath | POINT (-1.349764 59.94031) |
| -24.28199 | -13.48531 | -20.77450 | heath | POINT (-1.349674 59.94031) |
| -24.12780 | -13.19273 | -20.59098 | heath | POINT (-1.349584 59.94031) |
| -24.13463 | -13.06908 | -20.58813 | heath | POINT (-1.349494 59.94031) |
| -24.17001 | -12.88728 | -20.50041 | heath | POINT (-1.349404 59.94031) |
| -23.96692 | -12.82748 | -20.62690 | heath | POINT (-1.349314 59.94031) |
| -23.93168 | -12.86311 | -20.98996 | heath | POINT (-1.349225 59.94031) |
| -24.15599 | -12.88312 | -21.18142 | heath | POINT (-1.349135 59.94031) |
| -25.91613 | -14.20947 | -22.52342 | heath | POINT (-1.351111 59.9404) |
| -26.00100 | -13.91919 | -22.63074 | heath | POINT (-1.351021 59.9404) |
| -25.93505 | -13.56740 | -22.63042 | heath | POINT (-1.350931 59.9404) |
| -25.55094 | -13.28631 | -22.60578 | heath | POINT (-1.350842 59.9404) |
| -25.23212 | -13.19052 | -22.39159 | heath | POINT (-1.350752 59.9404) |
| -25.11536 | -13.48599 | -22.09096 | heath | POINT (-1.350662 59.9404) |
| -25.01261 | -13.91297 | -21.72707 | heath | POINT (-1.350572 59.9404) |
| -25.36936 | -14.26582 | -21.45252 | heath | POINT (-1.350482 59.9404) |
| -25.21110 | -14.43845 | -21.15523 | heath | POINT (-1.350393 59.9404) |
| -24.94525 | -14.24800 | -21.03677 | heath | POINT (-1.350303 59.9404) |
| -24.73765 | -14.02956 | -20.72490 | heath | POINT (-1.350213 59.9404) |
| -24.48897 | -13.89457 | -20.61042 | heath | POINT (-1.350123 59.9404) |
| -24.66442 | -13.90718 | -20.57397 | heath | POINT (-1.350033 59.9404) |
| -25.31858 | -14.07010 | -20.47676 | heath | POINT (-1.349943 59.9404) |
| -25.25718 | -13.87308 | -20.54762 | heath | POINT (-1.349854 59.9404) |
| -24.85946 | -13.48247 | -20.44906 | heath | POINT (-1.349764 59.9404) |
| -24.61529 | -13.00702 | -20.52460 | heath | POINT (-1.349674 59.9404) |
| -24.25524 | -12.59543 | -20.33309 | heath | POINT (-1.349584 59.9404) |
| -24.35137 | -12.33243 | -20.50269 | heath | POINT (-1.349494 59.9404) |
| -24.40922 | -12.17681 | -20.52104 | heath | POINT (-1.349404 59.9404) |
| -24.45358 | -12.24012 | -20.67445 | heath | POINT (-1.349314 59.9404) |
| -24.39048 | -12.34129 | -21.16615 | heath | POINT (-1.349225 59.9404) |
| -24.32901 | -12.50485 | -21.27891 | heath | POINT (-1.349135 59.9404) |
| -25.80639 | -14.03846 | -22.62182 | heath | POINT (-1.351111 59.94049) |
| -25.87194 | -13.83019 | -22.49736 | heath | POINT (-1.351021 59.94049) |
| -26.01590 | -13.53621 | -22.45317 | heath | POINT (-1.350931 59.94049) |
| -25.90646 | -13.28144 | -22.32909 | heath | POINT (-1.350842 59.94049) |
| -25.43255 | -13.12134 | -22.18755 | heath | POINT (-1.350752 59.94049) |
| -25.30072 | -13.28916 | -22.09892 | heath | POINT (-1.350662 59.94049) |
| -24.77901 | -13.72314 | -21.65559 | heath | POINT (-1.350572 59.94049) |
| -25.02076 | -14.20819 | -21.58334 | heath | POINT (-1.350482 59.94049) |
| -25.22805 | -14.46966 | -21.29388 | heath | POINT (-1.350393 59.94049) |
| -25.06290 | -14.43983 | -21.31634 | heath | POINT (-1.350303 59.94049) |
| -25.23092 | -14.45958 | -21.15883 | heath | POINT (-1.350213 59.94049) |
| -25.21926 | -14.36854 | -21.03206 | heath | POINT (-1.350123 59.94049) |
| -25.34091 | -14.42320 | -21.10938 | heath | POINT (-1.350033 59.94049) |
| -25.37581 | -14.39496 | -21.01985 | heath | POINT (-1.349943 59.94049) |
| -25.22677 | -14.07288 | -21.13120 | heath | POINT (-1.349854 59.94049) |
| -25.08562 | -13.66802 | -21.00072 | heath | POINT (-1.349764 59.94049) |
| -24.68946 | -13.09424 | -21.05124 | heath | POINT (-1.349674 59.94049) |
| -24.28432 | -12.70084 | -21.09306 | heath | POINT (-1.349584 59.94049) |
| -24.31300 | -12.34210 | -21.17946 | heath | POINT (-1.349494 59.94049) |
| -24.27414 | -12.12081 | -21.27837 | heath | POINT (-1.349404 59.94049) |
| -24.38134 | -12.11254 | -21.31075 | heath | POINT (-1.349314 59.94049) |
| -24.39383 | -12.24339 | -21.27362 | heath | POINT (-1.349225 59.94049) |
| -24.15249 | -12.49706 | -21.14059 | heath | POINT (-1.349135 59.94049) |
| -24.83465 | -14.15370 | -22.97254 | heath | POINT (-1.351111 59.94058) |
| -24.74812 | -14.09323 | -22.88966 | heath | POINT (-1.351021 59.94058) |
| -25.01736 | -14.11238 | -22.72643 | heath | POINT (-1.350931 59.94058) |
| -25.28469 | -14.06417 | -22.54095 | heath | POINT (-1.350842 59.94058) |
| -25.37963 | -14.03675 | -22.28252 | heath | POINT (-1.350752 59.94058) |
| -25.64159 | -14.03949 | -22.22019 | heath | POINT (-1.350662 59.94058) |
| -25.40717 | -14.29932 | -21.91139 | heath | POINT (-1.350572 59.94058) |
| -25.12568 | -14.68442 | -21.85867 | heath | POINT (-1.350482 59.94058) |
| -24.93951 | -14.73023 | -21.57611 | heath | POINT (-1.350393 59.94058) |
| -24.63212 | -14.76830 | -21.59536 | heath | POINT (-1.350303 59.94058) |
| -24.73642 | -14.67906 | -21.40496 | heath | POINT (-1.350213 59.94058) |
| -25.02781 | -14.50522 | -21.46286 | heath | POINT (-1.350123 59.94058) |
| -25.09835 | -14.59418 | -21.70026 | heath | POINT (-1.350033 59.94058) |
| -25.10091 | -14.56118 | -21.74934 | heath | POINT (-1.349943 59.94058) |
| -24.96307 | -14.34239 | -21.86004 | heath | POINT (-1.349854 59.94058) |
| -24.94130 | -14.16260 | -21.79824 | heath | POINT (-1.349764 59.94058) |
| -24.57664 | -13.78538 | -21.73342 | heath | POINT (-1.349674 59.94058) |
| -24.19024 | -13.53454 | -21.79374 | heath | POINT (-1.349584 59.94058) |
| -24.07062 | -13.19575 | -21.68225 | heath | POINT (-1.349494 59.94058) |
| -23.95816 | -12.85103 | -21.52209 | heath | POINT (-1.349404 59.94058) |
| -23.94282 | -12.66372 | -21.34370 | heath | POINT (-1.349314 59.94058) |
| -24.17982 | -12.63296 | -20.88704 | heath | POINT (-1.349225 59.94058) |
| -24.10165 | -12.84953 | -20.60544 | heath | POINT (-1.349135 59.94058) |
| -23.86121 | -14.34261 | -23.39897 | heath | POINT (-1.351111 59.94067) |
| -23.98127 | -14.36187 | -23.39246 | heath | POINT (-1.351021 59.94067) |
| -24.35932 | -14.65263 | -23.12349 | heath | POINT (-1.350931 59.94067) |
| -24.93062 | -14.81066 | -22.97019 | heath | POINT (-1.350842 59.94067) |
| -25.41385 | -14.85792 | -22.62374 | heath | POINT (-1.350752 59.94067) |
| -25.51005 | -14.86084 | -22.39261 | heath | POINT (-1.350662 59.94067) |
| -25.36862 | -14.99802 | -22.14557 | heath | POINT (-1.350572 59.94067) |
| -25.04285 | -15.08119 | -21.94857 | heath | POINT (-1.350482 59.94067) |
| -24.78183 | -14.94420 | -21.76551 | heath | POINT (-1.350393 59.94067) |
| -24.38863 | -14.88330 | -21.62549 | heath | POINT (-1.350303 59.94067) |
| -24.60137 | -14.62421 | -21.51362 | heath | POINT (-1.350213 59.94067) |
| -25.01136 | -14.49054 | -21.67747 | heath | POINT (-1.350123 59.94067) |
| -25.04754 | -14.50910 | -21.78181 | heath | POINT (-1.350033 59.94067) |
| -25.22461 | -14.44279 | -22.14519 | heath | POINT (-1.349943 59.94067) |
| -25.13622 | -14.40751 | -22.31489 | heath | POINT (-1.349854 59.94067) |
| -24.61499 | -14.45186 | -22.28691 | heath | POINT (-1.349764 59.94067) |
| -24.38867 | -14.48224 | -22.11689 | heath | POINT (-1.349674 59.94067) |
| -24.07875 | -14.33789 | -21.79633 | heath | POINT (-1.349584 59.94067) |
| -23.96822 | -14.06936 | -21.38700 | heath | POINT (-1.349494 59.94067) |
| -24.12320 | -13.71988 | -20.95282 | heath | POINT (-1.349404 59.94067) |
| -24.22473 | -13.39519 | -20.69100 | heath | POINT (-1.349314 59.94067) |
| -24.48251 | -13.32993 | -20.33865 | heath | POINT (-1.349225 59.94067) |
| -24.40861 | -13.42684 | -20.17318 | heath | POINT (-1.349135 59.94067) |
| -23.75723 | -14.42011 | -23.21981 | heath | POINT (-1.351111 59.94076) |
| -23.85164 | -14.60757 | -23.32244 | heath | POINT (-1.351021 59.94076) |
| -24.19801 | -14.83622 | -23.25536 | heath | POINT (-1.350931 59.94076) |
| -24.65641 | -15.12152 | -23.22719 | heath | POINT (-1.350842 59.94076) |
| -24.82373 | -15.06916 | -23.06501 | heath | POINT (-1.350752 59.94076) |
| -25.16298 | -14.96213 | -22.58015 | heath | POINT (-1.350662 59.94076) |
| -25.09140 | -14.80615 | -22.51422 | heath | POINT (-1.350572 59.94076) |
| -24.99568 | -14.65959 | -22.26668 | heath | POINT (-1.350482 59.94076) |
| -24.98634 | -14.50230 | -22.00463 | heath | POINT (-1.350393 59.94076) |
| -24.94643 | -14.42224 | -21.67623 | heath | POINT (-1.350303 59.94076) |
| -24.95285 | -14.33638 | -21.54774 | heath | POINT (-1.350213 59.94076) |
| -25.36154 | -14.15824 | -21.57112 | heath | POINT (-1.350123 59.94076) |
| -25.54069 | -14.19009 | -21.55189 | heath | POINT (-1.350033 59.94076) |
| -25.41302 | -14.07516 | -21.85521 | heath | POINT (-1.349943 59.94076) |
| -25.26285 | -14.18200 | -22.02356 | heath | POINT (-1.349854 59.94076) |
| -24.64351 | -14.24405 | -22.05774 | heath | POINT (-1.349764 59.94076) |
| -24.08091 | -14.39775 | -21.78386 | heath | POINT (-1.349674 59.94076) |
| -23.73575 | -14.24117 | -21.13624 | heath | POINT (-1.349584 59.94076) |
| -23.48145 | -14.08597 | -20.55459 | heath | POINT (-1.349494 59.94076) |
| -23.90369 | -13.86512 | -20.31860 | heath | POINT (-1.349404 59.94076) |
| -24.40633 | -13.71565 | -20.23662 | heath | POINT (-1.349314 59.94076) |
| -24.42857 | -13.68868 | -20.25543 | heath | POINT (-1.349225 59.94076) |
| -24.41907 | -13.74334 | -20.28044 | heath | POINT (-1.349135 59.94076) |
| -24.38607 | -14.58426 | -22.67240 | heath | POINT (-1.351111 59.94085) |
| -24.35051 | -14.84243 | -22.99440 | heath | POINT (-1.351021 59.94085) |
| -24.49103 | -14.88872 | -23.08717 | heath | POINT (-1.350931 59.94085) |
| -24.80446 | -15.11104 | -23.22158 | heath | POINT (-1.350842 59.94085) |
| -24.75565 | -14.98716 | -23.07545 | heath | POINT (-1.350752 59.94085) |
| -24.82611 | -14.78886 | -22.86796 | heath | POINT (-1.350662 59.94085) |
| -24.88279 | -14.57919 | -22.75208 | heath | POINT (-1.350572 59.94085) |
| -24.91629 | -14.35496 | -22.42364 | heath | POINT (-1.350482 59.94085) |
| -24.99644 | -14.15898 | -22.18721 | heath | POINT (-1.350393 59.94085) |
| -25.35189 | -14.08082 | -21.86884 | heath | POINT (-1.350303 59.94085) |
| -25.29752 | -14.01466 | -21.82418 | heath | POINT (-1.350213 59.94085) |
| -25.36703 | -13.81035 | -21.71254 | heath | POINT (-1.350123 59.94085) |
| -25.67577 | -13.80869 | -21.76832 | heath | POINT (-1.350033 59.94085) |
| -25.40419 | -13.70835 | -21.84064 | heath | POINT (-1.349943 59.94085) |
| -25.18938 | -13.90230 | -21.75999 | heath | POINT (-1.349854 59.94085) |
| -24.84799 | -13.84997 | -21.65306 | heath | POINT (-1.349764 59.94085) |
| -24.08908 | -13.76389 | -21.33342 | heath | POINT (-1.349674 59.94085) |
| -23.70404 | -13.53685 | -20.84232 | heath | POINT (-1.349584 59.94085) |
| -23.51602 | -13.31637 | -20.52782 | heath | POINT (-1.349494 59.94085) |
| -23.54395 | -13.28604 | -20.45103 | heath | POINT (-1.349404 59.94085) |
| -23.98428 | -13.26058 | -20.56531 | heath | POINT (-1.349314 59.94085) |
| -24.20320 | -13.47501 | -20.62314 | heath | POINT (-1.349225 59.94085) |
| -24.26592 | -13.73750 | -20.97732 | heath | POINT (-1.349135 59.94085) |
| -24.83690 | -14.54895 | -22.61232 | heath | POINT (-1.351111 59.94094) |
| -25.24859 | -14.81310 | -22.90887 | heath | POINT (-1.351021 59.94094) |
| -25.17623 | -14.87966 | -23.00004 | heath | POINT (-1.350931 59.94094) |
| -25.00392 | -14.93356 | -23.16625 | heath | POINT (-1.350842 59.94094) |
| -24.98101 | -15.00674 | -23.22246 | heath | POINT (-1.350752 59.94094) |
| -24.62220 | -14.97920 | -23.39310 | heath | POINT (-1.350662 59.94094) |
| -24.43053 | -14.86236 | -23.31300 | heath | POINT (-1.350572 59.94094) |
| -24.67585 | -14.63084 | -23.09926 | heath | POINT (-1.350482 59.94094) |
| -24.54930 | -14.51339 | -23.02179 | heath | POINT (-1.350393 59.94094) |
| -24.85545 | -14.37541 | -22.66908 | heath | POINT (-1.350303 59.94094) |
| -24.96685 | -14.20923 | -22.50625 | heath | POINT (-1.350213 59.94094) |
| -24.75871 | -13.89191 | -22.38074 | heath | POINT (-1.350123 59.94094) |
| -25.06347 | -13.78896 | -22.49489 | heath | POINT (-1.350033 59.94094) |
| -25.17526 | -13.60061 | -22.47551 | heath | POINT (-1.349943 59.94094) |
| -25.05537 | -13.65067 | -22.48410 | heath | POINT (-1.349854 59.94094) |
| -24.87102 | -13.66650 | -22.27659 | heath | POINT (-1.349764 59.94094) |
| -24.65075 | -13.58184 | -21.92674 | heath | POINT (-1.349674 59.94094) |
| -24.35210 | -13.31096 | -21.51258 | heath | POINT (-1.349584 59.94094) |
| -24.48864 | -13.11950 | -21.39391 | heath | POINT (-1.349494 59.94094) |
| -24.38727 | -13.01684 | -21.18039 | heath | POINT (-1.349404 59.94094) |
| -24.47830 | -13.10673 | -21.35965 | heath | POINT (-1.349314 59.94094) |
| -24.79944 | -13.39245 | -21.48191 | heath | POINT (-1.349225 59.94094) |
| -24.80203 | -13.66157 | -21.86134 | heath | POINT (-1.349135 59.94094) |
| -25.23321 | -14.60990 | -23.09172 | heath | POINT (-1.351111 59.94103) |
| -25.41268 | -14.72095 | -23.18419 | heath | POINT (-1.351021 59.94103) |
| -25.39981 | -14.79683 | -23.20931 | heath | POINT (-1.350931 59.94103) |
| -25.29811 | -14.87163 | -23.22121 | heath | POINT (-1.350842 59.94103) |
| -25.09173 | -15.10719 | -23.32059 | heath | POINT (-1.350752 59.94103) |
| -24.57915 | -15.24193 | -23.40155 | heath | POINT (-1.350662 59.94103) |
| -24.33172 | -15.30768 | -23.41096 | heath | POINT (-1.350572 59.94103) |
| -24.29923 | -15.15117 | -23.33461 | heath | POINT (-1.350482 59.94103) |
| -24.27304 | -15.02743 | -23.27717 | heath | POINT (-1.350393 59.94103) |
| -24.30774 | -14.91836 | -23.16394 | heath | POINT (-1.350303 59.94103) |
| -24.36095 | -14.58278 | -22.88207 | heath | POINT (-1.350213 59.94103) |
| -24.42196 | -14.22798 | -22.75082 | heath | POINT (-1.350123 59.94103) |
| -24.80702 | -13.99051 | -22.74290 | heath | POINT (-1.350033 59.94103) |
| -24.90452 | -13.73819 | -22.70415 | heath | POINT (-1.349943 59.94103) |
| -25.10540 | -13.73695 | -22.55181 | heath | POINT (-1.349854 59.94103) |
| -25.19670 | -13.82588 | -22.22544 | heath | POINT (-1.349764 59.94103) |
| -25.39295 | -13.85688 | -22.00000 | heath | POINT (-1.349674 59.94103) |
| -25.72290 | -13.54171 | -21.69096 | heath | POINT (-1.349584 59.94103) |
| -25.83863 | -13.30346 | -21.69779 | heath | POINT (-1.349494 59.94103) |
| -25.65289 | -13.18970 | -21.55051 | heath | POINT (-1.349404 59.94103) |
| -25.55428 | -13.30629 | -21.65221 | heath | POINT (-1.349314 59.94103) |
| -25.57434 | -13.50487 | -21.71946 | heath | POINT (-1.349225 59.94103) |
| -25.78361 | -13.55317 | -22.07430 | heath | POINT (-1.349135 59.94103) |
| -25.24265 | -14.46933 | -23.25881 | heath | POINT (-1.351111 59.94112) |
| -25.11612 | -14.45986 | -23.13709 | heath | POINT (-1.351021 59.94112) |
| -25.07722 | -14.53101 | -23.06268 | heath | POINT (-1.350931 59.94112) |
| -25.18770 | -14.83914 | -22.96711 | heath | POINT (-1.350842 59.94112) |
| -25.21345 | -15.21619 | -22.91236 | heath | POINT (-1.350752 59.94112) |
| -24.87347 | -15.45311 | -22.86507 | heath | POINT (-1.350662 59.94112) |
| -24.62414 | -15.52828 | -22.92396 | heath | POINT (-1.350572 59.94112) |
| -24.54310 | -15.46906 | -22.86519 | heath | POINT (-1.350482 59.94112) |
| -24.35703 | -15.29471 | -22.73806 | heath | POINT (-1.350393 59.94112) |
| -24.28341 | -15.12779 | -22.81517 | heath | POINT (-1.350303 59.94112) |
| -24.42436 | -14.86010 | -22.60912 | heath | POINT (-1.350213 59.94112) |
| -24.55621 | -14.64781 | -22.47682 | heath | POINT (-1.350123 59.94112) |
| -24.91046 | -14.35105 | -22.29584 | heath | POINT (-1.350033 59.94112) |
| -25.06468 | -14.04873 | -22.05576 | heath | POINT (-1.349943 59.94112) |
| -25.27132 | -14.01898 | -21.79676 | heath | POINT (-1.349854 59.94112) |
| -25.53292 | -14.06742 | -21.50399 | heath | POINT (-1.349764 59.94112) |
| -25.64782 | -14.04878 | -21.43723 | heath | POINT (-1.349674 59.94112) |
| -25.74283 | -13.77535 | -21.30139 | heath | POINT (-1.349584 59.94112) |
| -25.70415 | -13.61162 | -21.39650 | heath | POINT (-1.349494 59.94112) |
| -25.50625 | -13.48385 | -21.33965 | heath | POINT (-1.349404 59.94112) |
| -25.52374 | -13.63614 | -21.47234 | heath | POINT (-1.349314 59.94112) |
| -25.64606 | -13.76394 | -21.51021 | heath | POINT (-1.349225 59.94112) |
| -25.75472 | -13.73295 | -21.75315 | heath | POINT (-1.349135 59.94112) |
| -25.77211 | -14.55622 | -23.52104 | heath | POINT (-1.351111 59.94121) |
| -25.60788 | -14.56371 | -23.32656 | heath | POINT (-1.351021 59.94121) |
| -25.81981 | -14.69494 | -23.21447 | heath | POINT (-1.350931 59.94121) |
| -25.52954 | -14.93538 | -23.13386 | heath | POINT (-1.350842 59.94121) |
| -25.65355 | -15.27400 | -23.07330 | heath | POINT (-1.350752 59.94121) |
| -25.68871 | -15.43147 | -23.03545 | heath | POINT (-1.350662 59.94121) |
| -25.05803 | -15.53401 | -22.96537 | heath | POINT (-1.350572 59.94121) |
| -25.11477 | -15.52508 | -22.92192 | heath | POINT (-1.350482 59.94121) |
| -24.92900 | -15.36970 | -22.79545 | heath | POINT (-1.350393 59.94121) |
| -24.62503 | -15.28945 | -22.71788 | heath | POINT (-1.350303 59.94121) |
| -24.65072 | -15.05495 | -22.60919 | heath | POINT (-1.350213 59.94121) |
| -24.80000 | -15.05678 | -22.46845 | heath | POINT (-1.350123 59.94121) |
| -24.89625 | -14.75179 | -22.19549 | heath | POINT (-1.350033 59.94121) |
| -24.86603 | -14.39088 | -21.94164 | heath | POINT (-1.349943 59.94121) |
| -25.22469 | -14.17877 | -21.74375 | heath | POINT (-1.349854 59.94121) |
| -25.29574 | -14.01684 | -21.69896 | heath | POINT (-1.349764 59.94121) |
| -25.04997 | -14.01806 | -21.66312 | heath | POINT (-1.349674 59.94121) |
| -25.05579 | -13.95193 | -21.78134 | heath | POINT (-1.349584 59.94121) |
| -24.82042 | -13.89645 | -21.76789 | heath | POINT (-1.349494 59.94121) |
| -24.72923 | -13.69893 | -21.82821 | heath | POINT (-1.349404 59.94121) |
| -24.87653 | -13.74233 | -21.94829 | heath | POINT (-1.349314 59.94121) |
| -24.89571 | -13.69884 | -21.97163 | heath | POINT (-1.349225 59.94121) |
| -25.00845 | -13.66756 | -22.06698 | heath | POINT (-1.349135 59.94121) |
| -20.02172 | -12.89675 | -20.32706 | arable | POINT (-1.326228 59.96915) |
| -20.12092 | -13.00383 | -20.41705 | arable | POINT (-1.326138 59.96915) |
| -20.21582 | -13.20390 | -20.36710 | arable | POINT (-1.326048 59.96915) |
| -20.45528 | -13.35599 | -20.69379 | arable | POINT (-1.325958 59.96915) |
| -20.52344 | -13.37268 | -20.48843 | arable | POINT (-1.325868 59.96915) |
| -20.56013 | -13.30978 | -20.57392 | arable | POINT (-1.325779 59.96915) |
| -20.35753 | -13.20408 | -20.52587 | arable | POINT (-1.325689 59.96915) |
| -20.16272 | -13.09865 | -20.35889 | arable | POINT (-1.325599 59.96915) |
| -20.14003 | -12.92395 | -20.36939 | arable | POINT (-1.325509 59.96915) |
| -19.91871 | -12.75071 | -20.24559 | arable | POINT (-1.325419 59.96915) |
| -19.82414 | -12.71546 | -20.02239 | arable | POINT (-1.32533 59.96915) |
| -19.71656 | -12.62275 | -19.61642 | arable | POINT (-1.32524 59.96915) |
| -19.60558 | -12.64772 | -19.75683 | arable | POINT (-1.32515 59.96915) |
| -19.60592 | -12.68841 | -19.62177 | arable | POINT (-1.32506 59.96915) |
| -20.26387 | -12.98642 | -20.18087 | arable | POINT (-1.326228 59.96924) |
| -20.23379 | -13.04805 | -20.24608 | arable | POINT (-1.326138 59.96924) |
| -20.24295 | -13.11691 | -20.27763 | arable | POINT (-1.326048 59.96924) |
| -20.25515 | -13.33413 | -20.74608 | arable | POINT (-1.325958 59.96924) |
| -20.38536 | -13.32222 | -20.54083 | arable | POINT (-1.325868 59.96924) |
| -20.41444 | -13.34241 | -20.36454 | arable | POINT (-1.325779 59.96924) |
| -20.35862 | -13.30075 | -20.10031 | arable | POINT (-1.325689 59.96924) |
| -20.32328 | -13.18406 | -20.10581 | arable | POINT (-1.325599 59.96924) |
| -20.32923 | -13.00434 | -20.34064 | arable | POINT (-1.325509 59.96924) |
| -20.21219 | -12.82865 | -20.30770 | arable | POINT (-1.325419 59.96924) |
| -20.20127 | -12.76990 | -20.18783 | arable | POINT (-1.32533 59.96924) |
| -20.12188 | -12.62799 | -19.97489 | arable | POINT (-1.32524 59.96924) |
| -19.89861 | -12.70538 | -19.88010 | arable | POINT (-1.32515 59.96924) |
| -19.76500 | -12.63888 | -19.66829 | arable | POINT (-1.32506 59.96924) |
| -20.46296 | -13.24092 | -20.25372 | arable | POINT (-1.326228 59.96933) |
| -20.47604 | -13.33872 | -20.30657 | arable | POINT (-1.326138 59.96933) |
| -20.52329 | -13.28309 | -20.23974 | arable | POINT (-1.326048 59.96933) |
| -20.47729 | -13.37945 | -20.45973 | arable | POINT (-1.325958 59.96933) |
| -20.31831 | -13.32646 | -20.42256 | arable | POINT (-1.325868 59.96933) |
| -20.30166 | -13.40445 | -20.19303 | arable | POINT (-1.325779 59.96933) |
| -20.22769 | -13.32022 | -20.05328 | arable | POINT (-1.325689 59.96933) |
| -20.23566 | -13.23012 | -20.20655 | arable | POINT (-1.325599 59.96933) |
| -20.13489 | -13.12533 | -20.54698 | arable | POINT (-1.325509 59.96933) |
| -20.07454 | -13.01608 | -20.72703 | arable | POINT (-1.325419 59.96933) |
| -20.13259 | -12.95435 | -20.53161 | arable | POINT (-1.32533 59.96933) |
| -20.15818 | -12.80701 | -20.29710 | arable | POINT (-1.32524 59.96933) |
| -20.03196 | -12.91492 | -20.14620 | arable | POINT (-1.32515 59.96933) |
| -19.76623 | -12.77865 | -19.82271 | arable | POINT (-1.32506 59.96933) |
| -20.91416 | -13.36608 | -20.43523 | arable | POINT (-1.326228 59.96942) |
| -20.85911 | -13.52073 | -20.46222 | arable | POINT (-1.326138 59.96942) |
| -20.77483 | -13.38483 | -20.37609 | arable | POINT (-1.326048 59.96942) |
| -20.79339 | -13.34576 | -20.23170 | arable | POINT (-1.325958 59.96942) |
| -20.48414 | -13.23775 | -20.26956 | arable | POINT (-1.325868 59.96942) |
| -20.40943 | -13.26491 | -20.10286 | arable | POINT (-1.325779 59.96942) |
| -20.29028 | -13.32862 | -20.21315 | arable | POINT (-1.325689 59.96942) |
| -20.24129 | -13.31490 | -20.49951 | arable | POINT (-1.325599 59.96942) |
| -20.11229 | -13.32264 | -20.77931 | arable | POINT (-1.325509 59.96942) |
| -19.93085 | -13.29105 | -20.89190 | arable | POINT (-1.325419 59.96942) |
| -19.94877 | -13.21406 | -20.72653 | arable | POINT (-1.32533 59.96942) |
| -19.83694 | -12.96664 | -20.35517 | arable | POINT (-1.32524 59.96942) |
| -20.04012 | -13.01437 | -20.20085 | arable | POINT (-1.32515 59.96942) |
| -19.82112 | -12.90779 | -19.91867 | arable | POINT (-1.32506 59.96942) |
| -21.18834 | -13.36220 | -20.41664 | arable | POINT (-1.326228 59.96951) |
| -21.01876 | -13.43764 | -20.53008 | arable | POINT (-1.326138 59.96951) |
| -20.69177 | -13.43672 | -20.50918 | arable | POINT (-1.326048 59.96951) |
| -20.59111 | -13.37023 | -20.49506 | arable | POINT (-1.325958 59.96951) |
| -20.43378 | -13.29198 | -20.56033 | arable | POINT (-1.325868 59.96951) |
| -20.41118 | -13.28322 | -20.10121 | arable | POINT (-1.325779 59.96951) |
| -20.36944 | -13.34338 | -20.23467 | arable | POINT (-1.325689 59.96951) |
| -20.41864 | -13.32802 | -20.39319 | arable | POINT (-1.325599 59.96951) |
| -20.31956 | -13.35080 | -20.43049 | arable | POINT (-1.325509 59.96951) |
| -20.22145 | -13.27553 | -20.44900 | arable | POINT (-1.325419 59.96951) |
| -20.24731 | -13.20028 | -20.29174 | arable | POINT (-1.32533 59.96951) |
| -20.00794 | -12.97447 | -19.97122 | arable | POINT (-1.32524 59.96951) |
| -20.06283 | -12.89607 | -19.79867 | arable | POINT (-1.32515 59.96951) |
| -19.88746 | -12.84259 | -19.64511 | arable | POINT (-1.32506 59.96951) |
| -20.85770 | -13.32837 | -20.40653 | arable | POINT (-1.326228 59.9696) |
| -20.68879 | -13.37659 | -20.53830 | arable | POINT (-1.326138 59.9696) |
| -20.39563 | -13.33136 | -20.66514 | arable | POINT (-1.326048 59.9696) |
| -20.23980 | -13.36294 | -20.56236 | arable | POINT (-1.325958 59.9696) |
| -20.24941 | -13.28733 | -20.61870 | arable | POINT (-1.325868 59.9696) |
| -20.22343 | -13.30267 | -20.57296 | arable | POINT (-1.325779 59.9696) |
| -20.22694 | -13.30041 | -20.45197 | arable | POINT (-1.325689 59.9696) |
| -20.32863 | -13.17939 | -20.53450 | arable | POINT (-1.325599 59.9696) |
| -20.14040 | -13.19141 | -20.57992 | arable | POINT (-1.325509 59.9696) |
| -20.26803 | -13.08915 | -20.37702 | arable | POINT (-1.325419 59.9696) |
| -20.11907 | -12.96191 | -20.25704 | arable | POINT (-1.32533 59.9696) |
| -20.07743 | -12.81463 | -20.24693 | arable | POINT (-1.32524 59.9696) |
| -19.99936 | -12.67353 | -19.96078 | arable | POINT (-1.32515 59.9696) |
| -19.77626 | -12.72000 | -19.80505 | arable | POINT (-1.32506 59.9696) |
| -20.23510 | -13.34584 | -20.27369 | arable | POINT (-1.326228 59.96969) |
| -20.19379 | -13.30125 | -20.41511 | arable | POINT (-1.326138 59.96969) |
| -20.16432 | -13.21008 | -20.75431 | arable | POINT (-1.326048 59.96969) |
| -20.09491 | -13.15004 | -20.44683 | arable | POINT (-1.325958 59.96969) |
| -19.97745 | -13.12019 | -20.62176 | arable | POINT (-1.325868 59.96969) |
| -19.93991 | -13.17738 | -20.62721 | arable | POINT (-1.325779 59.96969) |
| -20.01657 | -13.15896 | -20.55720 | arable | POINT (-1.325689 59.96969) |
| -20.10550 | -12.94943 | -20.66532 | arable | POINT (-1.325599 59.96969) |
| -20.04866 | -12.98604 | -20.53429 | arable | POINT (-1.325509 59.96969) |
| -20.19087 | -12.95102 | -20.53580 | arable | POINT (-1.325419 59.96969) |
| -20.07817 | -12.83333 | -20.42425 | arable | POINT (-1.32533 59.96969) |
| -20.07566 | -12.77687 | -20.42853 | arable | POINT (-1.32524 59.96969) |
| -19.92796 | -12.66635 | -20.17609 | arable | POINT (-1.32515 59.96969) |
| -19.81896 | -12.73411 | -20.10009 | arable | POINT (-1.32506 59.96969) |
| -20.03543 | -13.38211 | -20.28672 | arable | POINT (-1.326228 59.96978) |
| -19.97436 | -13.31415 | -20.30629 | arable | POINT (-1.326138 59.96978) |
| -20.07100 | -13.33250 | -20.44164 | arable | POINT (-1.326048 59.96978) |
| -20.05391 | -13.24441 | -20.47105 | arable | POINT (-1.325958 59.96978) |
| -20.06691 | -13.14589 | -20.65197 | arable | POINT (-1.325868 59.96978) |
| -20.07415 | -13.19373 | -20.73987 | arable | POINT (-1.325779 59.96978) |
| -20.19356 | -13.08856 | -20.66456 | arable | POINT (-1.325689 59.96978) |
| -20.23397 | -13.07550 | -20.54150 | arable | POINT (-1.325599 59.96978) |
| -20.27905 | -13.00442 | -20.41921 | arable | POINT (-1.325509 59.96978) |
| -20.41404 | -12.97102 | -20.35579 | arable | POINT (-1.325419 59.96978) |
| -20.30415 | -12.94876 | -20.26441 | arable | POINT (-1.32533 59.96978) |
| -20.09733 | -12.94789 | -20.37518 | arable | POINT (-1.32524 59.96978) |
| -19.93495 | -12.84096 | -20.21013 | arable | POINT (-1.32515 59.96978) |
| -19.85271 | -12.87528 | -20.35620 | arable | POINT (-1.32506 59.96978) |
mySamples_sf_batch$X1_VV## [1] -15.91189 -15.88941 -16.01451 -16.02274 -15.97965 -16.13436 -16.11657
## [8] -16.09216 -15.96285 -15.83632 -15.79825 -15.62087 -15.47186 -15.27697
## [15] -15.13440 -14.87813 -14.74864 -14.73045 -14.81384 -14.91948 -15.09589
## [22] -15.15580 -15.91687 -15.89559 -15.89353 -15.91060 -16.07256 -16.11200
## [29] -16.05436 -15.97489 -15.84062 -15.76314 -15.72136 -15.50280 -15.34687
## [36] -15.17942 -15.12734 -15.07264 -14.97103 -14.94965 -14.96355 -15.00835
## [43] -15.22618 -15.26917 -15.79740 -15.80009 -15.75753 -15.77410 -15.88464
## [50] -15.86774 -15.83087 -15.79566 -15.57543 -15.50906 -15.47788 -15.27768
## [57] -15.28003 -15.15738 -15.20579 -15.23101 -15.23158 -15.29802 -15.27920
## [64] -15.30846 -15.38044 -15.40461 -15.48170 -15.54435 -15.42745 -15.42753
## [71] -15.36528 -15.32997 -15.43620 -15.48969 -15.39360 -15.35668 -15.32172
## [78] -15.31439 -15.32975 -15.21288 -15.18926 -15.27092 -15.28085 -15.28952
## [85] -15.30274 -15.22280 -15.30598 -15.37444 -15.20233 -15.18262 -15.12879
## [92] -15.09136 -15.05048 -15.10574 -15.24818 -15.34082 -15.33020 -15.34494
## [99] -15.32532 -15.32682 -15.35268 -15.21132 -15.12446 -15.17566 -15.11345
## [106] -15.02065 -15.02157 -14.95599 -14.92686 -15.02488 -15.30813 -15.27709
## [113] -15.31464 -15.24232 -15.14964 -15.07540 -15.11551 -15.16645 -15.22902
## [120] -15.34380 -15.35941 -15.39595 -15.36927 -15.25391 -15.18844 -15.11559
## [127] -15.02552 -14.76567 -14.63251 -14.57303 -14.48128 -14.71058 -15.65654
## [134] -15.71238 -15.70143 -15.66371 -15.51219 -15.29634 -15.25407 -15.18768
## [141] -15.31008 -15.40118 -15.44189 -15.46480 -15.40550 -15.26791 -15.16462
## [148] -15.01990 -14.85929 -14.70191 -14.60607 -14.53075 -14.43234 -14.58702
## [155] -15.82260 -15.78813 -15.89120 -15.85456 -15.73307 -15.59374 -15.52617
## [162] -15.46399 -15.47956 -15.50004 -15.44787 -15.35868 -15.36473 -15.19686
## [169] -15.03614 -14.95536 -14.83017 -14.91144 -14.90031 -14.75952 -14.69019
## [176] -14.62622 -15.78419 -15.71853 -15.72388 -15.70565 -15.72229 -15.65711
## [183] -15.56860 -15.45841 -15.39335 -15.37769 -15.45542 -15.37987 -15.28493
## [190] -15.21955 -14.99822 -14.85605 -14.81289 -14.83447 -14.88455 -14.85527
## [197] -14.79811 -14.76501 -15.60706 -15.55352 -15.51023 -15.59514 -15.56478
## [204] -15.61097 -15.56551 -15.51946 -15.45304 -15.37232 -15.29753 -15.20583
## [211] -15.05681 -14.93161 -14.92937 -14.82848 -14.81088 -14.78798 -14.78178
## [218] -14.79622 -14.85581 -14.91334 -15.52502 -15.46858 -15.47524 -15.53830
## [225] -15.53598 -15.60631 -15.42857 -15.35641 -15.36470 -15.21841 -15.11049
## [232] -15.00730 -15.01587 -15.00588 -15.06631 -15.12495 -15.07007 -15.03613
## [239] -14.96686 -14.95092 -14.94860 -14.90802 -15.44309 -15.49726 -15.48308
## [246] -15.54486 -15.52790 -15.54099 -15.51085 -15.49753 -15.46135 -15.40319
## [253] -15.25486 -15.18836 -15.30185 -15.30093 -15.26185 -15.28386 -15.23491
## [260] -15.18727 -15.21850 -15.18509 -15.13094 -14.97945 -13.14273 -13.13169
## [267] -13.11917 -13.06723 -13.04629 -13.09347 -13.23585 -13.36994 -13.50375
## [274] -13.57704 -13.60965 -13.63895 -13.62970 -13.71534 -13.67718 -13.67362
## [281] -13.58096 -12.91102 -12.88911 -12.91404 -12.95957 -13.06375 -13.17210
## [288] -13.33955 -13.43111 -13.50969 -13.60248 -13.52772 -13.56358 -13.56220
## [295] -13.59268 -13.71048 -13.64032 -13.66808 -12.78523 -12.76179 -12.79905
## [302] -12.92153 -13.15705 -13.33991 -13.45526 -13.52811 -13.55737 -13.65550
## [309] -13.58623 -13.54373 -13.49835 -13.47512 -13.53952 -13.49326 -13.61472
## [316] -12.88490 -12.88989 -12.84211 -13.05593 -13.27498 -13.50284 -13.66299
## [323] -13.64158 -13.71107 -13.71929 -13.67135 -13.73690 -13.61537 -13.53810
## [330] -13.57449 -13.55600 -13.65351 -13.25499 -13.18007 -13.02286 -13.12006
## [337] -13.18110 -13.38294 -13.58880 -13.59867 -13.70199 -13.68497 -13.65864
## [344] -13.67884 -13.70327 -13.57821 -13.61375 -13.52791 -13.51112 -13.59303
## [351] -13.45769 -13.32507 -13.27328 -13.26044 -13.34379 -13.43278 -13.49475
## [358] -13.55719 -13.48378 -13.44909 -13.54841 -13.51063 -13.45442 -13.46297
## [365] -13.36933 -13.34746 -13.71157 -13.56408 -13.38689 -13.36928 -13.32619
## [372] -13.26767 -13.26698 -13.16863 -13.22165 -13.08321 -13.12397 -13.19550
## [379] -13.18939 -13.32474 -13.42700 -13.41558 -13.39992 -13.95284 -14.02209
## [386] -14.08149 -14.48302 -14.79568 -14.90091 -14.96134 -14.97663 -14.97309
## [393] -14.71381 -14.42639 -14.19174 -14.02256 -14.12494 -14.07543 -14.16695
## [400] -14.16955 -14.07782 -14.08006 -13.80851 -13.58447 -13.39273 -13.16314
## [407] -14.21647 -14.11301 -13.96511 -14.02508 -14.11192 -14.33060 -14.58538
## [414] -14.74094 -14.77161 -14.39060 -14.02094 -13.80910 -13.75874 -13.99288
## [421] -13.89107 -13.74305 -13.48531 -13.19273 -13.06908 -12.88728 -12.82748
## [428] -12.86311 -12.88312 -14.20947 -13.91919 -13.56740 -13.28631 -13.19052
## [435] -13.48599 -13.91297 -14.26582 -14.43845 -14.24800 -14.02956 -13.89457
## [442] -13.90718 -14.07010 -13.87308 -13.48247 -13.00702 -12.59543 -12.33243
## [449] -12.17681 -12.24012 -12.34129 -12.50485 -14.03846 -13.83019 -13.53621
## [456] -13.28144 -13.12134 -13.28916 -13.72314 -14.20819 -14.46966 -14.43983
## [463] -14.45958 -14.36854 -14.42320 -14.39496 -14.07288 -13.66802 -13.09424
## [470] -12.70084 -12.34210 -12.12081 -12.11254 -12.24339 -12.49706 -14.15370
## [477] -14.09323 -14.11238 -14.06417 -14.03675 -14.03949 -14.29932 -14.68442
## [484] -14.73023 -14.76830 -14.67906 -14.50522 -14.59418 -14.56118 -14.34239
## [491] -14.16260 -13.78538 -13.53454 -13.19575 -12.85103 -12.66372 -12.63296
## [498] -12.84953 -14.34261 -14.36187 -14.65263 -14.81066 -14.85792 -14.86084
## [505] -14.99802 -15.08119 -14.94420 -14.88330 -14.62421 -14.49054 -14.50910
## [512] -14.44279 -14.40751 -14.45186 -14.48224 -14.33789 -14.06936 -13.71988
## [519] -13.39519 -13.32993 -13.42684 -14.42011 -14.60757 -14.83622 -15.12152
## [526] -15.06916 -14.96213 -14.80615 -14.65959 -14.50230 -14.42224 -14.33638
## [533] -14.15824 -14.19009 -14.07516 -14.18200 -14.24405 -14.39775 -14.24117
## [540] -14.08597 -13.86512 -13.71565 -13.68868 -13.74334 -14.58426 -14.84243
## [547] -14.88872 -15.11104 -14.98716 -14.78886 -14.57919 -14.35496 -14.15898
## [554] -14.08082 -14.01466 -13.81035 -13.80869 -13.70835 -13.90230 -13.84997
## [561] -13.76389 -13.53685 -13.31637 -13.28604 -13.26058 -13.47501 -13.73750
## [568] -14.54895 -14.81310 -14.87966 -14.93356 -15.00674 -14.97920 -14.86236
## [575] -14.63084 -14.51339 -14.37541 -14.20923 -13.89191 -13.78896 -13.60061
## [582] -13.65067 -13.66650 -13.58184 -13.31096 -13.11950 -13.01684 -13.10673
## [589] -13.39245 -13.66157 -14.60990 -14.72095 -14.79683 -14.87163 -15.10719
## [596] -15.24193 -15.30768 -15.15117 -15.02743 -14.91836 -14.58278 -14.22798
## [603] -13.99051 -13.73819 -13.73695 -13.82588 -13.85688 -13.54171 -13.30346
## [610] -13.18970 -13.30629 -13.50487 -13.55317 -14.46933 -14.45986 -14.53101
## [617] -14.83914 -15.21619 -15.45311 -15.52828 -15.46906 -15.29471 -15.12779
## [624] -14.86010 -14.64781 -14.35105 -14.04873 -14.01898 -14.06742 -14.04878
## [631] -13.77535 -13.61162 -13.48385 -13.63614 -13.76394 -13.73295 -14.55622
## [638] -14.56371 -14.69494 -14.93538 -15.27400 -15.43147 -15.53401 -15.52508
## [645] -15.36970 -15.28945 -15.05495 -15.05678 -14.75179 -14.39088 -14.17877
## [652] -14.01684 -14.01806 -13.95193 -13.89645 -13.69893 -13.74233 -13.69884
## [659] -13.66756 -12.89675 -13.00383 -13.20390 -13.35599 -13.37268 -13.30978
## [666] -13.20408 -13.09865 -12.92395 -12.75071 -12.71546 -12.62275 -12.64772
## [673] -12.68841 -12.98642 -13.04805 -13.11691 -13.33413 -13.32222 -13.34241
## [680] -13.30075 -13.18406 -13.00434 -12.82865 -12.76990 -12.62799 -12.70538
## [687] -12.63888 -13.24092 -13.33872 -13.28309 -13.37945 -13.32646 -13.40445
## [694] -13.32022 -13.23012 -13.12533 -13.01608 -12.95435 -12.80701 -12.91492
## [701] -12.77865 -13.36608 -13.52073 -13.38483 -13.34576 -13.23775 -13.26491
## [708] -13.32862 -13.31490 -13.32264 -13.29105 -13.21406 -12.96664 -13.01437
## [715] -12.90779 -13.36220 -13.43764 -13.43672 -13.37023 -13.29198 -13.28322
## [722] -13.34338 -13.32802 -13.35080 -13.27553 -13.20028 -12.97447 -12.89607
## [729] -12.84259 -13.32837 -13.37659 -13.33136 -13.36294 -13.28733 -13.30267
## [736] -13.30041 -13.17939 -13.19141 -13.08915 -12.96191 -12.81463 -12.67353
## [743] -12.72000 -13.34584 -13.30125 -13.21008 -13.15004 -13.12019 -13.17738
## [750] -13.15896 -12.94943 -12.98604 -12.95102 -12.83333 -12.77687 -12.66635
## [757] -12.73411 -13.38211 -13.31415 -13.33250 -13.24441 -13.14589 -13.19373
## [764] -13.08856 -13.07550 -13.00442 -12.97102 -12.94876 -12.94789 -12.84096
## [771] -12.87528Global Surface Water
library(rgee)
# ee_reattach() # reattach ee as a reserved word
ee_Initialize()## -- rgee 1.0.9 --------------------------------------- earthengine-api 0.1.259 --
## v email: not_defined
## v Initializing Google Earth Engine:
v Initializing Google Earth Engine: DONE!
##
v Earth Engine user: users/tarredwall
## --------------------------------------------------------------------------------###############################
# Asset List
###############################
gsw <- ee$Image("JRC/GSW1_1/GlobalSurfaceWater")
occurrence <- gsw$select("occurrence")
###############################
# Constants
###############################
VIS_OCCURRENCE <- list(
min = 0,
max = 100,
palette = c("red", "blue")
)
VIS_WATER_MASK <- list(
palette = c("white", "black")
)
###############################
# Calculations
###############################
# Create a water mask layer, and set the image mask so that non-water areas
# are opaque.
water_mask <- occurrence$gt(90)$selfMask()
###############################
# Initialize Map Location
###############################
# Uncomment one of the following statements to center the map.
# Map$setCenter(-90.162, 29.8597, 10) # New Orleans, USA
# Map$setCenter(-114.9774, 31.9254, 10) # Mouth of the Colorado River, Mexico
# Map$setCenter(-111.1871, 37.0963, 11) # Lake Powell, USA
# Map$setCenter(149.412, -35.0789, 11) # Lake George, Australia
# Map$setCenter(105.26, 11.2134, 9) # Mekong River Basin, SouthEast Asia
# Map$setCenter(90.6743, 22.7382, 10) # Meghna River, Bangladesh
# Map$setCenter(81.2714, 16.5079, 11) # Godavari River Basin Irrigation Project, India
# Map$setCenter(14.7035, 52.0985, 12) # River Oder, Germany & Poland
# Map$setCenter(-59.1696, -33.8111, 9) # Buenos Aires, Argentina
Map$setCenter(-74.4557, -8.4289, 11) # Ucayali River, Peru
###############################
# Map Layers
###############################
Map$addLayer(occurrence$updateMask(occurrence$divide(100)), VIS_OCCURRENCE, "Water Occurrence (1984-2018)") +
Map$addLayer(water_mask, VIS_WATER_MASK, "90% occurrence water mask", FALSE)library(rgee)
# ee_reattach() # reattach ee as a reserved word
ee_Initialize()## -- rgee 1.0.9 --------------------------------------- earthengine-api 0.1.259 --
## v email: not_defined
## v Initializing Google Earth Engine:
v Initializing Google Earth Engine: DONE!
##
v Earth Engine user: users/tarredwall
## --------------------------------------------------------------------------------###############################
# Asset List
###############################
gsw = ee$Image('JRC/GSW1_1/GlobalSurfaceWater')
occurrence = gsw$select('occurrence')
change = gsw$select("change_abs")
roi = ee$Geometry$Polygon(
list(
c(-74.17213, -8.65569),
c(-74.17419, -8.39222),
c(-74.38362, -8.36980),
c(-74.43031, -8.61293)
)
)
###############################
# Constants
###############################
VIS_OCCURRENCE = list(
min = 0,
max = 100,
palette = c('red', 'blue')
)
VIS_CHANGE = list(
min = -50,
max = 50,
palette = c('red', 'black', 'limegreen')
)
VIS_WATER_MASK = list(
palette = c('white', 'black')
)
###############################
# Calculations
###############################
# Create a water mask layer, and set the image mask so that non-water areas are transparent.
water_mask = occurrence$gt(90)$mask(1)
###############################
# Initialize Map Location
###############################
# Uncomment one of the following statements to center the map on
# a particular location.
# Map$setCenter(-90.162, 29.8597, 10) # New Orleans, USA
# Map$setCenter(-114.9774, 31.9254, 10) # Mouth of the Colorado River, Mexico
# Map$setCenter(-111.1871, 37.0963, 11) # Lake Powell, USA
# Map$setCenter(149.412, -35.0789, 11) # Lake George, Australia
# Map$setCenter(105.26, 11.2134, 9) # Mekong River Basin, SouthEast Asia
# Map$setCenter(90.6743, 22.7382, 10) # Meghna River, Bangladesh
# Map$setCenter(81.2714, 16.5079, 11) # Godavari River Basin Irrigation Project, India
# Map$setCenter(14.7035, 52.0985, 12) # River Oder, Germany & Poland
# Map$setCenter(-59.1696, -33.8111, 9) # Buenos Aires, Argentina\
Map$setCenter(-74.4557, -8.4289, 11) # Ucayali River, Peru
###############################
# Map Layers
###############################
Map$addLayer(water_mask, VIS_WATER_MASK, '90% occurrence water mask', FALSE) +
Map$addLayer(occurrence$updateMask(occurrence$divide(100)), VIS_OCCURRENCE, "Water Occurrence (1984-2015)") +
Map$addLayer(change, VIS_CHANGE,'occurrence change intensity')Keiko/fire_australia.R
library(rgee)
# ee_reattach() # reattach ee as a reserved word
ee_Initialize()## -- rgee 1.0.9 --------------------------------------- earthengine-api 0.1.259 --
## v email: not_defined
## v Initializing Google Earth Engine:
v Initializing Google Earth Engine: DONE!
##
v Earth Engine user: users/tarredwall
## --------------------------------------------------------------------------------# Credits to: Keiko Nomura, Senior Analyst, Space Intelligence Ltd
# Source: https://medium.com/google-earth/10-tips-for-becoming-an-earth-engine-expert-b11aad9e598b
# GEE JS: https://code.earthengine.google.com/?scriptPath=users%2Fnkeikon%2Fmedium%3Afire_australia
geometry <- ee$Geometry$Polygon(
list(
c(153.02512376008724, -28.052192238512877),
c(153.02512376008724, -28.702237664294238),
c(153.65683762727474, -28.702237664294238),
c(153.65683762727474, -28.052192238512877)
)
)
Map$centerObject(ee$FeatureCollection(geometry), zoom = 10)## NOTE: Center obtained from the first element.# Use clear images from May and Dec 2019
imageMay <- ee$Image("COPERNICUS/S2_SR/20190506T235259_20190506T235253_T56JNP")
imageDec <- ee$Image("COPERNICUS/S2_SR/20191202T235239_20191202T235239_T56JNP")
Map$addLayer(
eeObject = imageMay,
visParams = list(
bands = c("B4", "B3", "B2"),
min = 0,
max = 1800
),
name = "May 2019 (True colours)"
) +
Map$addLayer(
eeObject = imageDec,
visParams = list(
bands = c("B4", "B3", "B2"),
min = 0,
max = 1800
),
name = "Dec 2019 (True colours)"
)# Compute NDVI and use grey colour for areas with NDVI < 0.8 in May 2019
NDVI <- imageMay$normalizedDifference(c("B8", "B4"))$rename("NDVI")
grey <- imageMay$mask(NDVI$select("NDVI")$lt(0.8))
Map$addLayer(
eeObject = grey,
visParams = list(
bands = c("B3", "B3", "B3"),
min = 0,
max = 1800,
gamma = 1.5
),
name = "grey (base)"
)# Export as mosaic. Alternatively you can also use blend().
mosaicDec <- ee$ImageCollection(
c(
imageDec$visualize(
bands = c("B4", "B3", "B2"),
min = 0,
max = 1800
),
grey$visualize(
bands = c("B3", "B3", "B3"),
min = 0,
max = 1800
)
)
)$mosaic()
mosaicMay <- ee$ImageCollection(c(
imageMay$visualize(
bands = c("B4", "B3", "B2"),
min = 0,
max = 1800
),
grey$visualize(
bands = c("B3", "B3", "B3"),
min = 0,
max = 1800
)
))$mosaic()
# ee_image_to_drive(
# image = mosaicMay,
# description = 'May',
# region = geometry,
# crs = 'EPSG:3857',
# scale = 10
# )
# ee_image_to_drive(
# image = mosaicDec,
# description = 'Dec',
# region = geometry,
# crs = 'EPSG:3857',
# scale = 10
# )
# ============ #
# Topography #
# ============ #
# Add topography by computing a hillshade using the terrain algorithms
elev <- ee$Image("USGS/SRTMGL1_003")
shadeAll <- ee$Terrain$hillshade(elev)
shade <- shadeAll$mask(elev$gt(0)) # mask the sea
mayTR <- ee$ImageCollection(c(
imageMay$visualize(
bands = c("B4", "B3", "B2"),
min = 0,
max = 1800
),
shade$visualize(
bands = c("hillshade", "hillshade", "hillshade"),
opacity = 0.2
)
))$mosaic()
highVeg <- NDVI$gte(0.8)$visualize(
min = 0,
max = 1
)
Map$addLayer(mayTR$mask(highVeg), list(gamma = 0.8), "May (with topography)")# Convert the visualized elevation to HSV, first converting to [0, 1] data.
hsv <- mayTR$divide(255)$rgbToHsv()
# Select only the hue and saturation bands.
hs <- hsv$select(0, 1)
# Convert the hillshade to [0, 1] data, as expected by the HSV algorithm.
v <- shade$divide(255)
# Create a visualization image by converting back to RGB from HSV.
# Note the cast to byte in order to export the image correctly.
rgb <- hs$addBands(v)$hsvToRgb()$multiply(255)$byte()
Map$addLayer(rgb$mask(highVeg), list(gamma = 0.5), "May (topography visualised)")# Export the image
mayTRMosaic <- ee$ImageCollection(c(
rgb$mask(highVeg)$visualize(gamma = 0.5),
grey$visualize(
bands = c("B3", "B3", "B3"),
min = 0,
max = 1800
)
))$mosaic()
# ee_image_to_drive(
# image = mayTRMosaic,
# description = 'MayTerrain',
# region = geometry,
# crs = 'EPSG:3857',
# scale = 10
# )
decTR <- ee$ImageCollection(c(
imageDec$visualize(
bands = c("B4", "B3", "B2"),
min = 0,
max = 1800
),
shade$visualize(
bands = c("hillshade", "hillshade", "hillshade"),
opacity = 0.2
)
))$mosaic()
Map$addLayer(decTR$mask(highVeg), list(gamma = 0.8), "Dec (with topography)")# Convert the visualized elevation to HSV, first converting to [0, 1] data.
hsv <- decTR$divide(255)$rgbToHsv()
# Select only the hue and saturation bands.
hs <- hsv$select(0, 1)
# Convert the hillshade to [0, 1] data, as expected by the HSV algorithm.
v <- shade$divide(255)
# Create a visualization image by converting back to RGB from HSV.
# Note the cast to byte in order to export the image correctly.
rgb <- hs$addBands(v)$hsvToRgb()$multiply(255)$byte()
Map$addLayer(rgb$mask(highVeg), list(gamma = 0.5), "Dec (topography visualised)")# Export the image
decTRMosaic <- ee$ImageCollection(c(
rgb$mask(highVeg)$visualize(
gamma = 0.5
),
grey$visualize(
bands = c("B3", "B3", "B3"),
min = 0,
max = 1800
)
))$mosaic()
# ee_image_to_drive(
# image = decTRMosaic,
# description = 'DecTerrain',
# region = geometry,
# crs = 'EPSG:3857',
# scale = 10
# )Algorithms/sentinel-1_filtering.R
library(rgee)
# ee_reattach() # reattach ee as a reserved word
ee_Initialize()## -- rgee 1.0.9 --------------------------------------- earthengine-api 0.1.259 --
## v email: not_defined
## v Initializing Google Earth Engine:
v Initializing Google Earth Engine: DONE!
##
v Earth Engine user: users/tarredwall
## --------------------------------------------------------------------------------# Load the Sentinel-1 ImageCollection.
sentinel1 <- ee$ImageCollection("COPERNICUS/S1_GRD")$
filterBounds(ee$Geometry$Point(-122.37383, 37.6193))
# Filter by metadata properties.
vh <- sentinel1$
filter(ee$Filter$listContains("transmitterReceiverPolarisation", "VV"))$
filter(ee$Filter$listContains("transmitterReceiverPolarisation", "VH"))$
filter(ee$Filter$eq("instrumentMode", "IW"))
# Filter to get images from different look angles.
vhAscending <- vh$filter(ee$Filter$eq("orbitProperties_pass", "ASCENDING"))
vhDescending <- vh$filter(ee$Filter$eq("orbitProperties_pass", "DESCENDING"))
# Create a composite from means at different polarizations and look angles.
VH_Ascending_mean <- vhAscending$select("VH")$mean()
VV_Ascending_Descending_mean <- vhAscending$select("VV") %>%
ee$ImageCollection$merge(vhDescending$select("VV")) %>%
ee$ImageCollection$mean()
VH_Descending_mean <- vhDescending$select("VH")$mean()
composite <- ee$Image$cat(list(
VH_Ascending_mean,
VV_Ascending_Descending_mean,
VH_Descending_mean
))$focal_median()
# Display as a composite of polarization and backscattering characteristics.
Map$setCenter(-122.37383, 37.6193, 10)
Map$addLayer(
composite,
list(min = c(-25, -20, -25), max = c(0, 10, 0)),
"composite"
)GPWv411: Basic Demographic Characteristics
The Gridded Population of World Version 4 (GPWv4), Revisión 11 modela la distribución de la población humana global para los años 2000, 2005, 2010, 2015 y 2020 en celdas de cuadrícula de 30 segundos de arco (aproximadamente 1 km). La población se distribuye en celdas utilizando la asignación proporcional de población de las unidades censales y administrativas. Los datos de entrada de población se recopilan con la resolución espacial más detallada disponible a partir de los resultados de la ronda de censos de 2010, que tuvo lugar entre 2005 y 2014. Los datos de entrada se extrapolan para producir estimaciones de población para cada año modelado.
Estas cuadrículas de conteo de población contienen estimaciones de población, por edad y sexo, por celda de cuadrícula de 30 segundos de arco consistente con los censos nacionales y los registros de población. Hay una imagen para cada categoría de edad y sexo modelada basada en la ronda del censo de 2010.
dataset = ee$ImageCollection("CIESIN/GPWv411/GPW_Basic_Demographic_Characteristics")$first();
raster = dataset$select('basic_demographic_characteristics');
raster_vis <- list(
max = 1000.0,
palette = c(
'ffffe7',
'86a192',
'509791',
'307296',
'2c4484',
'000066'
),
min= 0.0
);
Map$setCenter(lon = -70.64724, lat = -33.47269, zoom = 8);
Map$addLayer(raster, raster_vis, 'basic_demographic_characteristics');Sentinel-5P NRTI CO: Near Real-Time Carbon Monoxide
https://developers.google.com/earth-engine/datasets/catalog/COPERNICUS_S5P_NRTI_L3_CO
ee.ImageCollection(“COPERNICUS/S5P/NRTI/L3_CO”)
library(rgee)
ee_Initialize() ## -- rgee 1.0.9 --------------------------------------- earthengine-api 0.1.259 --
## v email: not_defined
## v Initializing Google Earth Engine:
v Initializing Google Earth Engine: DONE!
##
v Earth Engine user: users/tarredwall
## --------------------------------------------------------------------------------collection = ee$ImageCollection('COPERNICUS/S5P/NRTI/L3_CO')$select('H2O_column_number_density')$filterDate('2019-06-01', '2019-06-11');
band_viz = list(
min= 0,
max= 0.005,
palette= c('black', 'blue', 'purple', 'cyan', 'green', 'yellow', 'red')
);
Map$addLayer(collection$mean(), band_viz, 'S5P CO');Map$setCenter(lon = -70.64724, lat = -33.47269, zoom = 8);Zonal statistics
library(rgee)
# ee_reattach() # reattach ee as a reserved word
ee_Initialize()## -- rgee 1.0.9 --------------------------------------- earthengine-api 0.1.259 --
## v email: not_defined
## v Initializing Google Earth Engine:
v Initializing Google Earth Engine: DONE!
##
v Earth Engine user: users/tarredwall
## --------------------------------------------------------------------------------# Load a region representing the United States
region <- ee$FeatureCollection("USDOS/LSIB_SIMPLE/2017")$
filter(ee$Filter$eq("country_na", "United States"))
# Load MODIS land cover categories in 2001.
landcover <- ee$Image("MODIS/051/MCD12Q1/2001_01_01")$
select("Land_Cover_Type_1")
# Load nightlights image inputs.
nl2001 <- ee$Image("NOAA/DMSP-OLS/NIGHTTIME_LIGHTS/F152001")$
select("stable_lights")
nl2012 <- ee$Image("NOAA/DMSP-OLS/NIGHTTIME_LIGHTS/F182012")$
select("stable_lights")
# Compute the nightlights decadal difference, add land cover codes.
nlDiff <- nl2012$subtract(nl2001)$addBands(landcover)
# Grouped a mean 'reducer': change of nightlights by land cover category.
means <- nlDiff$reduceRegion(
reducer = ee$Reducer$mean()$group(
groupField = 1,
groupName = "code"
),
geometry = region$geometry(),
scale = 1000,
maxPixels = 1e8
)
# Print the resultant Dictionary.
print(means$getInfo())## $groups
## $groups[[1]]
## $groups[[1]]$code
## [1] 0
##
## $groups[[1]]$mean
## [1] -0.1964631
##
##
## $groups[[2]]
## $groups[[2]]$code
## [1] 1
##
## $groups[[2]]$mean
## [1] -0.1524617
##
##
## $groups[[3]]
## $groups[[3]]$code
## [1] 2
##
## $groups[[3]]$mean
## [1] 0.5306221
##
##
## $groups[[4]]
## $groups[[4]]$code
## [1] 3
##
## $groups[[4]]$mean
## [1] -0.5528383
##
##
## $groups[[5]]
## $groups[[5]]$code
## [1] 4
##
## $groups[[5]]$mean
## [1] -0.2330683
##
##
## $groups[[6]]
## $groups[[6]]$code
## [1] 5
##
## $groups[[6]]$mean
## [1] -0.002707834
##
##
## $groups[[7]]
## $groups[[7]]$code
## [1] 6
##
## $groups[[7]]$mean
## [1] 0.5096342
##
##
## $groups[[8]]
## $groups[[8]]$code
## [1] 7
##
## $groups[[8]]$mean
## [1] 0.3023636
##
##
## $groups[[9]]
## $groups[[9]]$code
## [1] 8
##
## $groups[[9]]$mean
## [1] 0.7629956
##
##
## $groups[[10]]
## $groups[[10]]$code
## [1] 9
##
## $groups[[10]]$mean
## [1] 0.3289744
##
##
## $groups[[11]]
## $groups[[11]]$code
## [1] 10
##
## $groups[[11]]$mean
## [1] 0.1542069
##
##
## $groups[[12]]
## $groups[[12]]$code
## [1] 11
##
## $groups[[12]]$mean
## [1] 0.2643969
##
##
## $groups[[13]]
## $groups[[13]]$code
## [1] 12
##
## $groups[[13]]$mean
## [1] -0.217288
##
##
## $groups[[14]]
## $groups[[14]]$code
## [1] 13
##
## $groups[[14]]$mean
## [1] 0.2775946
##
##
## $groups[[15]]
## $groups[[15]]$code
## [1] 14
##
## $groups[[15]]$mean
## [1] -0.06651379
##
##
## $groups[[16]]
## $groups[[16]]$code
## [1] 15
##
## $groups[[16]]$mean
## [1] 0.08212125
##
##
## $groups[[17]]
## $groups[[17]]$code
## [1] 16
##
## $groups[[17]]$mean
## [1] 0.17193631.4 La matemática de las bandas
Haremos una sustracción entre los Índices de Vegetación de Diferencia Normalizada (NDVI) de dos imágenes.
getNDVI <- function(image) {
return(image$normalizedDifference(c("B4", "B3")))
}
image1 <- ee$Image("LANDSAT/LT05/C01/T1_TOA/LT05_044034_19900604")
image2 <- ee$Image("LANDSAT/LT05/C01/T1_TOA/LT05_044034_20100611")
ndvi1 <- getNDVI(image1)
ndvi2 <- getNDVI(image2)
ndviDifference <- ndvi2$subtract(ndvi1)
ndviParams <- list(palette = c(
"#d73027", "#f46d43", "#fdae61", "#fee08b",
"#d9ef8b", "#a6d96a", "#66bd63", "#1a9850"
))
ndwiParams <- list(min = -0.5, max = 0.5, palette = c("FF0000", "FFFFFF", "0000FF"))
Map$centerObject(ndvi1)
Map$addLayer(ndvi1, ndviParams, "NDVI 1") +
Map$addLayer(ndvi2, ndviParams, "NDVI 2") +
Map$addLayer(ndviDifference, ndwiParams, "NDVI difference")1.5 La función de mapeo
Podemos recorrer todos los datos contenidos en una ImageCollection sin necesidad de usar un ciclo for:
library(rgee)
library(kableExtra)
ee_Initialize()## -- rgee 1.0.9 --------------------------------------- earthengine-api 0.1.259 --
## v email: not_defined
## v Initializing Google Earth Engine:
v Initializing Google Earth Engine: DONE!
##
v Earth Engine user: users/tarredwall
## --------------------------------------------------------------------------------addNDVI <- function(image) {
return(image$addBands(image$normalizedDifference(c("B5", "B4"))))
}
collection <- ee$ImageCollection("LANDSAT/LC08/C01/T1")$
filterBounds(ee$Geometry$Point(-122.262, 37.8719))$
filterDate("2014-06-01", "2014-10-01")
ndviCollection <- collection$map(addNDVI)
first <- ndviCollection$first()
a_004 <- first$getInfo()
f_004 <- tail(a_004)
g_004 <- head(f_004,2)
write.csv2(g_004,"g_004.csv")
s <- read.csv2("g_004.csv")
s[,c(1:20)]%>%
kbl(caption = "Datos contenidos en LANDSAT/LC08/C01/T1") %>%
kable_classic(full_width = F, html_font = "Cambria")%>%
scroll_box(width = "100%", height = "200px")| X | type | bands.id | bands.data_type.type | bands.data_type.precision | bands.data_type.min | bands.data_type.max | bands.dimensions | bands.crs | bands.crs_transform | bands.id.1 | bands.data_type.type.1 | bands.data_type.precision.1 | bands.data_type.min.1 | bands.data_type.max.1 | bands.dimensions.1 | bands.crs.1 | bands.crs_transform.1 | bands.id.2 | bands.data_type.type.2 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | Image | B1 | PixelType | int | 0 | 65535 | 7671 | EPSG:32610 | 30 | B2 | PixelType | int | 0 | 65535 | 7671 | EPSG:32610 | 30 | B3 | PixelType |
| 2 | Image | B1 | PixelType | int | 0 | 65535 | 7801 | EPSG:32610 | 0 | B2 | PixelType | int | 0 | 65535 | 7801 | EPSG:32610 | 0 | B3 | PixelType |
| 3 | Image | B1 | PixelType | int | 0 | 65535 | 7671 | EPSG:32610 | 463785 | B2 | PixelType | int | 0 | 65535 | 7671 | EPSG:32610 | 463785 | B3 | PixelType |
| 4 | Image | B1 | PixelType | int | 0 | 65535 | 7801 | EPSG:32610 | 0 | B2 | PixelType | int | 0 | 65535 | 7801 | EPSG:32610 | 0 | B3 | PixelType |
| 5 | Image | B1 | PixelType | int | 0 | 65535 | 7671 | EPSG:32610 | -30 | B2 | PixelType | int | 0 | 65535 | 7671 | EPSG:32610 | -30 | B3 | PixelType |
| 6 | Image | B1 | PixelType | int | 0 | 65535 | 7801 | EPSG:32610 | 4264515 | B2 | PixelType | int | 0 | 65535 | 7801 | EPSG:32610 | 4264515 | B3 | PixelType |
1.6 La función Reduce.
Podemos calcular la mediana de cada banda de las última 5 escenas de nubes:
collection <- ee$ImageCollection("LANDSAT/LC08/C01/T1")$
filterBounds(ee$Geometry$Point(-122.262, 37.8719))$
filterDate("2014-01-01", "2014-12-31")$
sort("CLOUD_COVER")
median <- collection$limit(5)$reduce(ee$Reducer$median())
vizParams <- list(
bands = c("B5_median", "B4_median", "B3_median"),
min = 5000, max = 15000, gamma = 1.3
)
Map$addLayer(
eeObject = median,
visParams = vizParams,
name = "Median image"
)1.7 Estadísticas de las imágenes
Cargamos y desplegamos una imagen de la parte superior de la atmósfera calibrada (TOA) del Landsat 8:
image <- ee$Image("LANDSAT/LC08/C01/T1_TOA/LC08_044034_20140318")
Map$addLayer(
eeObject = image,
visParams = list(bands = c("B4", "B3", "B2"), max = 30000),
name = "Landsat 8"
)Creamos un rectángulo arbitrario como una región y lo desplegamos:
region <- ee$Geometry$Rectangle(-122.2806, 37.1209, -122.0554, 37.2413)
Map$addLayer(
eeObject = region,
name = "Region"
)Obtenemos un diccionario de las medias en la región:
mean <- image$reduceRegion(
reducer = ee$Reducer$mean(),
geometry = region,
scale = 30
)
print(mean$getInfo())## $B1
## [1] 0.1015666
##
## $B10
## [1] 288.3895
##
## $B11
## [1] 287.4494
##
## $B2
## [1] 0.07771911
##
## $B3
## [1] 0.0553003
##
## $B4
## [1] 0.03670828
##
## $B5
## [1] 0.2213975
##
## $B6
## [1] 0.07888247
##
## $B7
## [1] 0.03508945
##
## $B8
## [1] 0.04710009
##
## $B9
## [1] 0.00156097
##
## $BQA
## [1] 2720.1191.8 Enmascaramiento
Aunque la composición con la mediana es una mejora, es posible enmascarar partes de la imagen. Enmascarar píxeles de una imagen hace que esos píxeles sean transparentes y los excluye del análisis. Cada píxel de cada banda de una imagen tiene una máscara. Aquellos con un valor de máscara de 0 o menos serán transparentes. Aquellos con una máscara de cualquier valor por encima de 0 serán renderizados.
En el siguiente código creamos una función que obtiene una diferencia normalizada entre dos bandas, cargamos dos imágenes del Landsat 5, aplicamos la función, calculamos su diferencia, cargamos la máscara como archivos de demostración de videojuego (DEM) desde la Misión de topografía de radar Shuttle (SRTM), actualizamos la máscara de diferencia NDVI con la landMask y visualizamos el resultado enmascarado.
getNDVI <- function(image) {
return(image$normalizedDifference(c("B4", "B3")))
}
image1 <- ee$Image("LANDSAT/LT05/C01/T1_TOA/LT05_044034_19900604")
image2 <- ee$Image("LANDSAT/LT05/C01/T1_TOA/LT05_044034_20100611")
ndvi1 <- getNDVI(image1)
ndvi2 <- getNDVI(image2)
ndviDifference <- ndvi2$subtract(ndvi1)
landMask <- ee$Image("CGIAR/SRTM90_V4")$mask()
maskedDifference <- ndviDifference$updateMask(landMask)
vizParams <- list(
min = -0.5,
max = 0.5,
palette = c("FF0000", "FFFFFF", "0000FF")
)
Map$addLayer(
eeObject = maskedDifference,
visParams = vizParams,
name = "NDVI difference"
)2. Aprendizaje automático
2.1 Clasificación supervisada
2.1.1 Árboles de clasificación y regresión (CART)
Tuvimos que hacer un cambio en el código contenido en nuestra página madre. cart da el siguiente error:
cart: Error in py_call_impl(callable, dots\(args, dots\)keywords) : EEException: Classifier.cart: This classifier has been removed. For more information see: http://goo.gle/deprecated-classifiers.
Debió ser reemplazada por: smileCart
Referencia: https://developers.google.com/earth-engine/transitions#new-style-classifiers
Las imágenes de entrada son un compuesto Landsat 8 sin nubes, cuyas bandas utilizamos para la predicción. Cargamos los puntos de entrenamiento. La propiedad numérica ‘clase’ almacena etiquetas conocidas. Ésta propiedad de la tabla almacena las etiquetas de cobertura terrestre. Superponemos los puntos en las imágenes para entrenar. Entrenamos un clasificador CART con parámetros predeterminados. Clasificamos la imagen con las mismas bandas utilizadas para el entrenamiento. Establecemos los parámetros de visualización y visualizamos las entradas y los resultados.
# Input imagery is a cloud-free Landsat 8 composite.
l8 <- ee$ImageCollection("LANDSAT/LC08/C01/T1")
image <- ee$Algorithms$Landsat$simpleComposite(
collection = l8$filterDate("2018-01-01", "2018-12-31"),
asFloat = TRUE
)
# Use these bands for prediction.
bands <- c("B2", "B3", "B4", "B5", "B6", "B7", "B10", "B11")
# Load training points. The numeric property 'class' stores known labels.
points <- ee$FeatureCollection("GOOGLE/EE/DEMOS/demo_landcover_labels")
# This property of the table stores the land cover labels.
label <- "landcover"
# Overlay the points on the imagery to get training.
training <- image$select(bands)$sampleRegions(
collection = points,
properties = list(label),
scale = 30
)
# Train a CART classifier with default parameters.
trained <- ee$Classifier$smileCart()$train(training, label, bands)
# Classify the image with the same bands used for training.
classified <- image$select(bands)$classify(trained)
# Viz parameters.
viz_img <- list(bands = c("B4", "B3", "B2"), max = 0.4)
viz_class <- list(palette = c("red", "green", "blue"), min = 0, max = 2)
# Display the inputs and the results.
Map$centerObject(points)## NOTE: Center obtained from the first element.Map$addLayer(image, viz_img, name = "image") +
Map$addLayer(classified, viz_class, name = "classification")2.1.2 Máquinas de soporte vectorial (SVM)
svm: Error in py_call_impl(callable, dots\(args, dots\)keywords) : EEException: Classifier.svm: This classifier has been replaced. For more information see: http://goo.gle/deprecated-classifiers.
tuvo que ser reemplazado por libsvm
Referencia: https://developers.google.com/earth-engine/guides/classification
# Input imagery is a cloud-free Landsat 8 composite.
l8 = ee$ImageCollection("LANDSAT/LC08/C01/T1")
image = ee$Algorithms$Landsat$simpleComposite(
collection = l8$filterDate("2018-01-01", "2018-12-31"),
asFloat = TRUE
)
# Use these bands for prediction.
bands = c("B2", "B3", "B4", "B5", "B6", "B7", "B10", "B11")
# Manually created polygons.
forest1 = ee$Geometry$Rectangle(-63.0187, -9.3958, -62.9793, -9.3443)
forest2 = ee$Geometry$Rectangle(-62.8145, -9.206, -62.7688, -9.1735)
nonForest1 = ee$Geometry$Rectangle(-62.8161, -9.5001, -62.7921, -9.4486)
nonForest2 = ee$Geometry$Rectangle(-62.6788, -9.044, -62.6459, -8.9986)
# Make a FeatureCollection from the hand-made geometries.
polygons = ee$FeatureCollection(c(
ee$Feature(nonForest1, list(class = 0)),
ee$Feature(nonForest2, list(class = 0)),
ee$Feature(forest1, list(class = 1)),
ee$Feature(forest2, list(class = 1))
))
# Get the values for all pixels in each polygon in the training.
training = image$sampleRegions(
# Get the sample from the polygons FeatureCollection.
collection = polygons,
# Keep this list of properties from the polygons.
properties = list("class"),
# Set the scale to get Landsat pixels in the polygons.
scale = 30
)
# Create an SVM classifier with custom parameters.
classifier = ee$Classifier$libsvm(
kernelType = "RBF",
gamma = 0.5,
cost = 10
)
# Train the classifier.
trained = classifier$train(training, "class", bands)
# Classify the image.
classified = image$classify(trained)
# Display the classification result and the input image.
geoviz_image = list(bands = c("B4", "B3", "B2"), max = 0.5, gamma = 2)
geoviz_class = list(min = 0, max = 1, palette = c("red", "green"))
Map$setCenter(-62.836, -9.2399, 9)
Map$addLayer(
eeObject = image,
visParams = geoviz_image,
name = "image"
) +
Map$addLayer(
eeObject = classified,
visParams = geoviz_class,
name = "deforestation"
) +
Map$addLayer(
eeObject = polygons,
name = "training polygons"
)2.2 Clasificación no supervisada
2.2.1 Clustering por Kmeans
# Load a pre-computed Landsat composite for input.
input <- ee$Image("LANDSAT/LE7_TOA_1YEAR/2001")
# Define a region in which to generate a sample of the input.
region <- ee$Geometry$Rectangle(29.7, 30, 32.5, 31.7)
# Display the sample region.
Map$setCenter(31.5, 31.0, 7)
Map$addLayer(
eeObject = ee$Image()$paint(region, 0, 2),
name = "region"
)# Make the training dataset.
training <- input$sample(
region = region,
scale = 30,
numPixels = 5000
)
# Instantiate the clusterer and train it.
clusterer <- ee$Clusterer$wekaKMeans(15)$train(training)
# Cluster the input using the trained clusterer.
result <- input$cluster(clusterer)
# Display the clusters with random colors.
Map$centerObject(region)
Map$addLayer(
eeObject = result$randomVisualizer(),
name = "clusters"
)3. Imágenes
3.1 Introducción
Crea una imagen constante con un valor de píxel de 1 Crea una imagen constante con un valor de píxel de 1 Concatenar imágenes Cambie la opción de impresión por: “simplemente”, “json”, “ee_print” Cambiar el nombre de las imágenes usando ee $ Image $ select
# Create a constant Image with a pixel value of 1
image1 <- ee$Image(1)
print(image1, type = "json")## ee.Image({
## "functionInvocationValue": {
## "functionName": "Image.constant",
## "arguments": {
## "value": {
## "constantValue": 1.0
## }
## }
## }
## })print(image1, type = "simply")## EarthEngine Object: Imageprint(image1, type = "ee_print")## ---------------------------------------------------------- Earth Engine Image --
## Image Metadata:
## - Class : ee$Image
## - ID : no_id
## - Number of Bands : 1
## - Bands names : constant
## - Number of Properties : 0
## - Number of Pixels* : 64800
## - Approximate size* : 101.25 KB
## Band Metadata (img_band = constant):
## - EPSG (SRID) : WGS 84 (EPSG:4326)
## - proj4string : +proj=longlat +datum=WGS84 +no_defs
## - Geotransform : 1 0 0 0 1 0
## - Nominal scale (meters) : 111319.5
## - Dimensions : 360 180
## - Number of Pixels : 64800
## - Data type : INT
## - Approximate size : 101.25 KB
## --------------------------------------------------------------------------------
## NOTE: (*) Properties calculated considering a constant geotransform and data type.# Create a constant Image with a pixel value of 1
image2 <- ee$Image(2)
# Concatenate Images
image3 <- ee$Image$cat(c(image1, image2))
ee_print(image3, clean = TRUE)## ---------------------------------------------------------- Earth Engine Image --
## Image Metadata:
## - Class : ee$Image
## - ID : no_id
## - Number of Bands : 2
## - Bands names : constant constant_1
## - Number of Properties : 0
## - Number of Pixels* : 129600
## - Approximate size* : 202.50 KB
## Band Metadata (img_band = constant):
## - EPSG (SRID) : WGS 84 (EPSG:4326)
## - proj4string : +proj=longlat +datum=WGS84 +no_defs
## - Geotransform : 1 0 0 0 1 0
## - Nominal scale (meters) : 111319.5
## - Dimensions : 360 180
## - Number of Pixels : 64800
## - Data type : INT
## - Approximate size : 101.25 KB
## --------------------------------------------------------------------------------
## NOTE: (*) Properties calculated considering a constant geotransform and data type.# Change print option by: "simply","json","ee_print"
options(rgee.print.option = "simply")
multiband <- ee$Image(c(1, 2, 3))
print(multiband)## EarthEngine Object: Image# Rename images using ee$Image$select
renamed <- multiband$select(
opt_selectors = c("constant", "constant_1", "constant_2"),
opt_names = c("band1", "band2", "band3")
)
ee_print(renamed)## ---------------------------------------------------------- Earth Engine Image --
## Image Metadata:
## - Class : ee$Image
## - ID : no_id
## - Number of Bands : 3
## - Bands names : band1 band2 band3
## - Number of Properties : 0
## - Number of Pixels* : 194400
## - Approximate size* : 303.75 KB
## Band Metadata (img_band = band1):
## - EPSG (SRID) : WGS 84 (EPSG:4326)
## - proj4string : +proj=longlat +datum=WGS84 +no_defs
## - Geotransform : 1 0 0 0 1 0
## - Nominal scale (meters) : 111319.5
## - Dimensions : 360 180
## - Number of Pixels : 64800
## - Data type : INT
## - Approximate size : 101.25 KB
## --------------------------------------------------------------------------------
## NOTE: (*) Properties calculated considering a constant geotransform and data type.3.2 Visualización de imágenes
# Simple RGB Vizualization -Landsat
image <- ee$Image("LANDSAT/LC8_L1T_TOA/LC80440342014077LGN00")
vizParams <- list(
min = 0,
max = 0.5,
bands = c("B5", "B4", "B3"),
gamma = c(0.95, 1.1, 1)
)
Map$setCenter(-122.1899, 37.5010, 5)
Map$addLayer(image, vizParams)# Simple Single-Band Vizualization
ndwi <- image$normalizedDifference(c("B3", "B5"))
ndwiViz <- list(
min = 0.5,
max = 1,
palette = c("00FFFF", "0000FF")
)
## Masking
ndwiMasked <- ndwi$updateMask(ndwi$gte(0.4))
## Produce an RGB layers.
imageRGB <- image$visualize(
list(
bands = c("B5", "B4", "B3"),
max = 0.5
)
)
ndwiRGB <- ndwiMasked$visualize(
list(
min = 0.5,
max = 1,
palette = c("00FFFF", "0000FF")
)
)
# Mosaic the visualization layers and display( or export).
roi <- ee$Geometry$Point(c(-122.4481, 37.7599))$buffer(20000)
Map$centerObject(image$clip(roi))
Map$addLayer(
eeObject = image$clip(roi),
visParams = vizParams,
name = "Landsat 8"
) +
Map$addLayer(
eeObject = ndwiMasked$clip(roi),
visParams = ndwiViz,
name = "NDWI"
)3.3 Información sobre las imágenes y su metadata
# # Load an Landsat8 Image - San Francisco, California.
# image <- ee$Image("LANDSAT/LC8_L1T/LC80440342014077LGN00")
#
# # Get Band names of an ee$Image
# bandNames <- image$bandNames()
# #ee_help(bandNames)
# cat("Band names: ", paste(bandNames$getInfo(), collapse = " "))
#
# # Get Band names of an ee$Image
# b1proj <- image$select("B1")$projection()$getInfo()
# cat("Band 1 projection: ")
# cat("type: ", b1proj$type)
# cat("crs: ", b1proj$crs)
# cat("geotransform: ", paste0(b1proj$transform, " "))
#
# b1scale <- image$select("B1")$projection()$nominalScale()
# cat("Band 1 scale: ", b1scale$getInfo())
#
# b8scale <- image$select("B8")$projection()$nominalScale()
# cat("Band 8 scale: ", b8scale$getInfo())
#
# properties <- image$propertyNames()$getInfo()
# cat("Metadata properties: \n-", paste0(properties, collapse = "\n- "))
#
# cloudiness <- image$get("CLOUD_COVER")$getInfo()
# cat("CLOUD_COVER: ", cloudiness)
#
# iso_date <- eedate_to_rdate(image$get("system:time_start"))
# iso_timestamp <- eedate_to_rdate(
# ee_date = image$get("system:time_start"),
# js = TRUE
# )
# cat("ISO Date: ", as.character(iso_date))
# cat("Timestamp : ", format(iso_timestamp, scientific = FALSE))3.4 Operaciones matemáticas
# Load two 5-year Landsat 7 composites.
landsat1999 <- ee$Image("LANDSAT/LE7_TOA_5YEAR/1999_2003")
landsat2008 <- ee$Image("LANDSAT/LE7_TOA_5YEAR/2008_2012")
# Compute NDVI the hard way.
ndvi1999 <- landsat1999$select("B4")$subtract(landsat1999$select("B3"))$divide(landsat1999$select("B4")$add(landsat1999$select("B3")))
# Compute NDVI the easy way.
ndvi2008 <- landsat2008$normalizedDifference(c("B4", "B3"))
# Compute the multi-band difference image.
diff <- landsat2008$subtract(landsat1999)
# Compute the squared difference in each band.
squaredDifference <- diff$pow(2)
Map$setZoom(zoom = 3)
Map$addLayer(
eeObject = diff,
visParams = list(bands = c("B4", "B3", "B2"), min = -32, max = 32),
name = "difference"
) +
Map$addLayer(
eeObject = squaredDifference,
visParams = list(bands = c("B4", "B3", "B2"), max = 1000),
name = "squared diff."
)3.5 Relational, conditional and Boolean operations
# Load a Landsat 8 image.
image <- ee$Image("LANDSAT/LC08/C01/T1_TOA/LC08_044034_20140318")
# Create NDVI and NDWI spectral indices.
ndvi <- image$normalizedDifference(c("B5", "B4"))
ndwi <- image$normalizedDifference(c("B3", "B5"))
# Create a binary layer using logical operations.
bare <- ndvi$lt(0.2)$And(ndwi$lt(0))
# Mask and display the binary layer.
Map$setCenter(lon = -122.3578, lat = 37.7726)
Map$setZoom(zoom = 10)
Map$addLayer(
eeObject = bare$updateMask(bare),
visParams = list(min = 0, max = 20),
name = "bare"
)3.6 Convoluciones
# Load and display an image.
image <- ee$Image("LANDSAT/LC08/C01/T1_TOA/LC08_044034_20140318")
# Define a boxcar or low-pass kernel.
# boxcar = ee$Kernel$square(list(
# radius = 7, units = 'pixels', 'normalize' = T
# ))
boxcar <- ee$Kernel$square(7, "pixels", T)
# Smooth the image by convolving with the boxcar kernel.
smooth <- image$convolve(boxcar)
# Define a Laplacian, or edge-detection kernel.
laplacian <- ee$Kernel$laplacian8(1, F)
# Apply the edge-detection kernel.
edgy <- image$convolve(laplacian)
Map$setCenter(lon = -121.9785, lat = 37.8694)
Map$setZoom(zoom = 11)
Map$addLayer(
eeObject = image,
visParams = list(bands = c("B5", "B4", "B3"), max = 0.5),
name = "input image"
) +
Map$addLayer(
eeObject = smooth,
visParams = list(bands = c("B5", "B4", "B3"), max = 0.5),
name = "smoothed"
) +
Map$addLayer(
eeObject = edgy,
visParams = list(bands = c("B5", "B4", "B3"), max = 0.5),
name = "edges"
)3.7 Operaciones morfológicas
# Load a Landsat 8 image, select the NIR band, threshold, display.
image <- ee$Image("LANDSAT/LC08/C01/T1_TOA/LC08_044034_20140318")$select(4)$gt(0.2)
# Define a kernel.
kernel <- ee$Kernel$circle(radius = 1)
# Perform an erosion followed by a dilation, display.
opened <- image$focal_min(kernel = kernel, iterations = 2)$focal_max(kernel = kernel, iterations = 2)
Map$setCenter(lon = -122.1899, lat = 37.5010)
Map$setZoom(zoom = 13)
Map$addLayer(
eeObject = image,
visParams = list(min = 0, max = 1),
name = "NIR threshold"
) +
Map$addLayer(
eeObject = opened,
visParams = list(min = 0, max = 1),
name = "opened"
)3.8 Gradientes
# Load a Landsat 8 image and select the panchromatic band.
image <- ee$Image("LANDSAT/LC08/C01/T1/LC08_044034_20140318")$select("B8")
# Compute the image gradient in the X and Y directions.
xyGrad <- image$gradient()
# Compute the magnitude of the gradient.
gradient <- xyGrad$select("x")$pow(2)$add(xyGrad$select("y")$pow(2))$sqrt()
# Compute the direction of the gradient.
direction <- xyGrad$select("y")$atan2(xyGrad$select("x"))
# Display the results.
Map$setCenter(lon = -122.054, lat = 37.7295)
Map$setZoom(zoom = 10)
Map$addLayer(
eeObject = direction,
visParams = list(min = -2, max = 2),
name = "direction"
) +
Map$addLayer(
eeObject = gradient,
visParams = list(min = -7, max = 7),
name = "opened"
)3.9 Detección de edges
# Load a Landsat 8 image, select the panchromatic band$
image <- ee$Image("LANDSAT/LC08/C01/T1/LC08_044034_20140318")$select("B8")
# Perform Canny edge detection and display the result$
canny <- ee$Algorithms$CannyEdgeDetector(image, threshold = 10, sigma = 1)
# Perform Hough transform of the Canny result and display$
hough <- ee$Algorithms$HoughTransform(canny, 256, 600, 100)
# Load a Landsat 8 image, select the panchromatic band$
image <- ee$Image("LANDSAT/LC08/C01/T1/LC08_044034_20140318")$select("B8")
# Define a "fat" Gaussian kernel$
fat <- ee$Kernel$gaussian(
radius = 3,
sigma = 3,
units = "pixels",
normalize = T,
magnitude = -1
)
# Define a "skinny" Gaussian kernel.
skinny <- ee$Kernel$gaussian(
radius = 3,
sigma = 1,
units = "pixels",
normalize = T
)
# Compute a difference-of-Gaussians (DOG) kernel.
dog <- fat$add(skinny)
# Compute the zero crossings of the second derivative, display.
zeroXings <- image$convolve(dog)$zeroCrossing()
Map$setCenter(lon = -122.054, lat = 37.7295)
Map$setZoom(zoom = 10)
Map$addLayer(
eeObject = canny,
visParams = list(min = 0, max = 1),
name = "canny"
) +
Map$addLayer(
eeObject = hough,
visParams = list(min = 0, max = 1),
name = "hough"
) +
Map$addLayer(
eeObject = image,
visParams = list(min = 0, max = 12000),
name = "L_B8"
) +
Map$addLayer(
eeObject = zeroXings$updateMask(zeroXings),
visParams = list(palette = "FF0000"),
name = "zero crossings"
)continuará…
4. ImageCollection
4.2 ImageCollection Information and Metadata
# # Load a Landsat 8 ImageCollection for a single path-row.
#
# collection <- ee$ImageCollection("LANDSAT/LC08/C01/T1_TOA")$
# filter(ee$Filter$eq("WRS_PATH", 44))$
# filter(ee$Filter$eq("WRS_ROW", 34))$
# filterDate("2014-03-01", "2014-09-01")
# ee_print(collection)
#
# # Get the number of images.
#
# count <- collection$size()
# cat("Count: ", count$getInfo())
#
# # Get the date range of images in the collection.
#
# range <- collection$reduceColumns(
# ee$Reducer$minMax(),
# list("system:time_start")
# )
#
# col_min <- eedate_to_rdate(range$get("min"))
# col_max <- eedate_to_rdate(range$get("max"))
# cat("Date range: ", as.character(col_min), as.character(col_max))
#
# # Get statistics for a property of the images in the collection.
#
# sunStats <- collection$aggregate_stats("SUN_ELEVATION")
# cat("Sun elevation statistics: ")
# sunStats$getInfo()
#
# # Sort by a cloud cover property, get the least cloudy image.
#
# image <- ee$Image(collection$sort("CLOUD_COVER")$first())
# cat("Least cloudy image: ")
# image$getInfo()
#
# # Limit the collection to the 10 most recent images.
#
# recent <- collection$sort("system:time_start", FALSE)$limit(10)
# cat("Recent images: ")
# recent$getInfo()4.3 Filtering an ImageCollection
library(rgee)
# ee_reattach() # reattach ee as a reserved word
ee_Initialize()## -- rgee 1.0.9 --------------------------------------- earthengine-api 0.1.259 --
## v email: not_defined
## v Initializing Google Earth Engine:
v Initializing Google Earth Engine: DONE!
##
v Earth Engine user: users/tarredwall
## --------------------------------------------------------------------------------# Load Landsat 5 data, filter by date and bounds.
collection <- ee$ImageCollection("LANDSAT/LT05/C01/T2")$
filterDate("1987-01-01", "1990-05-01")$
filterBounds(ee$Geometry$Point(25.8544, -18.08874))
# Also filter the collection by the IMAGE_QUALITY property.
filtered <- collection$filterMetadata("IMAGE_QUALITY", "equals", 9)
# Create two composites to check the effect of filtering by IMAGE_QUALITY.
badComposite <- ee$Algorithms$Landsat$simpleComposite(collection, 75, 3)
goodComposite <- ee$Algorithms$Landsat$simpleComposite(filtered, 75, 3)
# Display the composites.
Map$setCenter(lon = 25.8544, lat = -18.08874)
Map$setZoom(zoom = 13)
Map$addLayer(
eeObject = badComposite,
visParams = list(bands = c("B3", "B2", "B1"), gain = 3.5),
name = "bad composite"
) +
Map$addLayer(
eeObject = goodComposite,
visParams = list(bands = c("B3", "B2", "B1"), gain = 3.5),
name = "good composite"
)4.4 Mapping over an ImageCollection
#
# library(rgee)
# ee_Initialize()
#
# # This function adds a band representing the image timestamp.
# addTime <- function(image) {
# return(image$addBands(image$metadata("system:time_start")))
# }
#
# conditional <- function(image) {
# return(ee$Algorithms$If(
# ee$Number(image$get("SUN_ELEVATION"))$gt(40),
# image,
# ee$Image(0)
# ))
# }
#
# # Load a Landsat 8 collection for a single path-row.
# collection <- ee$ImageCollection("LANDSAT/LC08/C01/T1_TOA")$
# filter(ee$Filter$eq("WRS_PATH", 44))$
# filter(ee$Filter$eq("WRS_ROW", 34))
#
# # Map the function over the collection and display the result.
# print(collection$map(addTime)$getInfo())
#
#
# # Load a Landsat 8 collection for a single path-row.
# collection <- ee$ImageCollection("LANDSAT/LC8_L1T_TOA")$
# filter(ee$Filter$eq("WRS_PATH", 44))$
# filter(ee$Filter$eq("WRS_ROW", 34))
#
# # This function uses a conditional statement to return the image if
# # the solar elevation > 40 degrees. Otherwise it returns a zero image.
# # conditional = function(image) {
# # return ee.Algorithms.If(ee.Number(image.get('SUN_ELEVATION')).gt(40),
# # image,
# # ee.Image(0))
# # }
#
# # Map the function over the collection, convert to a List and print the result.
# print(collection$map(conditional)$getInfo())4.5 Reducing an ImageCollection
library(rgee)
# ee_reattach() # reattach ee as a reserved word
ee_Initialize()## -- rgee 1.0.9 --------------------------------------- earthengine-api 0.1.259 --
## v email: not_defined
## v Initializing Google Earth Engine:
v Initializing Google Earth Engine: DONE!
##
v Earth Engine user: users/tarredwall
## --------------------------------------------------------------------------------addTime <- function(image) {
image$addBands(image$metadata("system:time_start")$divide(1000 * 60 * 60 * 24 * 365))
}
# Load a Landsat 8 collection for a single path-row.
collection <- ee$ImageCollection("LANDSAT/LC08/C01/T1_TOA")$
filter(ee$Filter$eq("WRS_PATH", 44))$
filter(ee$Filter$eq("WRS_ROW", 34))$
filterDate("2014-01-01", "2015-01-01")
# Compute a median image and display.
median <- collection$median()
Map$setCenter(lon = -122.3578, lat = 37.7726)
Map$setZoom(zoom = 12)
Map$addLayer(
eeObject = median,
visParams = list(bands = c("B4", "B3", "B2"), max = 0.3),
name = "median"
)# Reduce the collection with a median reducer.
median <- collection$reduce(ee$Reducer$median())
# Display the median image.
Map$addLayer(
eeObject = median,
visParams = list(bands = c("B4_median", "B3_median", "B2_median"), max = 0.3),
name = "also median"
)# # This function adds a band representing the image timestamp.
# addTime = function(image) {
# return image.addBands(image.metadata('system:time_start')
# # Convert milliseconds from epoch to years to aid in
# # interpretation of the following trend calculation. \
# .divide(1000 * 60 * 60 * 24 * 365))
# }
# Load a MODIS collection, filter to several years of 16 day mosaics,
# and map the time band function over it.
collection <- ee$ImageCollection("MODIS/006/MYD13A1")$
filterDate("2004-01-01", "2010-10-31")$
map(addTime)
# Select the bands to model with the independent variable first.
trend <- collection$select(list("system:time_start", "EVI"))$
reduce(ee$Reducer$linearFit())
# Display the trend with increasing slopes in green, decreasing in red.
Map$setCenter(lon = -96.943, lat = 39.436)
Map$setZoom(zoom = 5)
Map$addLayer(
eeObject = trend,
visParams = list(bands = c("scale", "scale", "offset"), min = 0, max = c(-100, 100, 10000)),
name = "EVI trend"
)4.6 Compositing and Mosaicking
# Load three NAIP quarter quads in the same location, different times.
naip2004_2012 <- ee$ImageCollection("USDA/NAIP/DOQQ")$
filterBounds(ee$Geometry$Point(-71.08841, 42.39823))$
filterDate("2004-07-01", "2012-12-31")$
select(c("R", "G", "B"))
# Temporally composite the images with a maximum value function.
composite <- naip2004_2012$max()
Map$setCenter(lon = -71.12532, lat = 42.3712)
Map$setZoom(zoom = 12)
Map$addLayer(
eeObject = composite,
visParams = list(),
name = "max value composite"
)# Load four 2012 NAIP quarter quads, different locations.
naip2012 <- ee$ImageCollection("USDA/NAIP/DOQQ")$
filterBounds(ee$Geometry$Rectangle(-71.17965, 42.35125, -71.08824, 42.40584))$
filterDate("2012-01-01", "2012-12-31")
# Spatially mosaic the images in the collection and display.
mosaic <- naip2012$mosaic()
Map$addLayer(
eeObject = mosaic,
visParams = list(),
name = "spatial mosaic"
)# Load a NAIP quarter quad, display.
naip <- ee$Image("USDA/NAIP/DOQQ/m_4207148_nw_19_1_20120710")
Map$setCenter(lon = -71.0915, lat = 42.3443)
Map$setZoom(zoom = 14)
Map$addLayer(
eeObject = naip,
visParams = list(),
name = "NAIP DOQQ"
)# Create the NDVI and NDWI spectral indices.
ndvi <- naip$normalizedDifference(c("N", "R"))
ndwi <- naip$normalizedDifference(c("G", "N"))
# Create some binary images from thresholds on the indices.
# This threshold is designed to detect bare land.
bare1 <- ndvi$lt(0.2)$And(ndwi$lt(0.3))
# This detects bare land with lower sensitivity. It also detects shadows.
bare2 <- ndvi$lt(0.2)$And(ndwi$lt(0.8))
# Define visualization parameters for the spectral indices.
ndviViz <- list(min = -1, max = 1, palette = c("FF0000", "00FF00"))
ndwiViz <- list(min = 0.5, max = 1, palette = c("00FFFF", "0000FF"))
# Mask and mosaic visualization images. The last layer is on top.
mosaic <- ee$ImageCollection(list(
# NDWI > 0.5 is water. Visualize it with a blue palette.
ndwi$updateMask(ndwi$gte(0.5))$visualize(ndwiViz),
# NDVI > 0.2 is vegetation. Visualize it with a green palette.
ndvi$updateMask(ndvi$gte(0.2))$visualize(ndviViz),
# Visualize bare areas with shadow (bare2 but not bare1) as gray.
bare2$updateMask(bare2$And(bare1$Not()))$visualize(list(palette = c("AAAAAA"))),
# Visualize the other bare areas as white.
bare1$updateMask(bare1)$visualize(list(palette = c("FFFFFF")))
))$mosaic()
Map$addLayer(
eeObject = ndwi,
visParams = list(),
name = "Visualization mosaic"
)Continuará…
5. Geometry, Feature y FeatureCollection
5.2 Geodesic vs. Planar Geometries
# Create a geodesic polygon.
polygon <- ee$Geometry$Polygon(
list(
c(-5, 40), c(65, 40), c(65, 60), c(-5, 60), c(-5, 60)
)
)
# Create a planar polygon.
planarPolygon <- ee$Geometry(polygon, {}, FALSE)
polygon <- ee$FeatureCollection(polygon)
planarPolygon <- ee$FeatureCollection(planarPolygon)
# Display the polygons by adding them to the map.
Map$centerObject(polygon, zoom = 2)## NOTE: Center obtained from the first element.Map$addLayer(polygon, list(color = "FF0000"), "geodesic polygon") +
Map$addLayer(planarPolygon, list(color = "000000"), "planar polygon")5.3 Geometry Visualization and Information
# Create a geodesic polygon.
polygon <- ee$Geometry$Polygon(
list(
c(-5, 40), c(65, 40), c(65, 60), c(-5, 60), c(-5, 60)
)
)
# Create a planar polygon.
planarPolygon <- ee$Geometry(polygon, {}, FALSE)
polygon <- ee$FeatureCollection(polygon)
planarPolygon <- ee$FeatureCollection(planarPolygon)
# Display the polygons by adding them to the map.
Map$centerObject(polygon, zoom = 2)## NOTE: Center obtained from the first element.Map$addLayer(polygon, list(color = "FF0000"), "geodesic polygon") +
Map$addLayer(planarPolygon, list(color = "000000"), "planar polygon")# Create two circular geometries.
poly1 <- ee$Geometry$Point(c(-50, 30))$buffer(1e6)
poly2 <- ee$Geometry$Point(c(-40, 30))$buffer(1e6)
# Display polygon 1 in red and polygon 2 in blue.
Map$setCenter(-45, 30)
Map$addLayer(poly1, list(color = "FF0000"), "poly1") +
Map$addLayer(poly2, list(color = "0000FF"), "poly2")# Compute the intersection, display it in blue.
intersection <- poly1$intersection(poly2, ee$ErrorMargin(1))
Map$addLayer(intersection, list(color = "00FF00"), "intersection")# Compute the union, display it in magenta.
union <- poly1$union(poly2, ee$ErrorMargin(1))
Map$addLayer(union, list(color = "FF00FF"), "union")# Compute the difference, display in yellow.
diff1 <- poly1$difference(poly2, ee$ErrorMargin(1))
Map$addLayer(diff1, list(color = "FFFF00"), "diff1")# Compute symmetric difference, display in black.
symDiff <- poly1$symmetricDifference(poly2, ee$ErrorMargin(1))
Map$addLayer(symDiff, list(color = "000000"), "symmetric difference")# Create a geodesic polygon.
polygon <- ee$Geometry$Polygon(
list(
c(-5, 40), c(65, 40), c(65, 60), c(-5, 60), c(-5, 60)
)
)
# Create a planar polygon.
planarPolygon <- ee$Geometry(polygon, {}, FALSE)
polygon <- ee$FeatureCollection(polygon)
planarPolygon <- ee$FeatureCollection(planarPolygon)
# Display the polygons by adding them to the map.
Map$centerObject(polygon, zoom = 2)## NOTE: Center obtained from the first element.Map$addLayer(polygon, list(color = "FF0000"), "geodesic polygon") +
Map$addLayer(planarPolygon, list(color = "000000"), "planar polygon")library(rgee)
# ee_reattach() # reattach ee as a reserved word
ee_Initialize()## -- rgee 1.0.9 --------------------------------------- earthengine-api 0.1.259 --
## v email: not_defined
## v Initializing Google Earth Engine:
v Initializing Google Earth Engine: DONE!
##
v Earth Engine user: users/tarredwall
## --------------------------------------------------------------------------------# This function gets NDVI from Landsat 8 imagery.
addNDVI <- function(image) {
return(image$addBands(image$normalizedDifference(c("B5", "B4"))))
}
# This function masks cloudy pixels.
cloudMask <- function(image) {
clouds <- ee$Algorithms$Landsat$simpleCloudScore(image)$select("cloud")
return(image$updateMask(clouds$lt(10)))
}
# Load a Landsat collection, map the NDVI and cloud masking functions over it.
collection <- ee$ImageCollection("LANDSAT/LC08/C01/T1_TOA")$
filterBounds(ee$Geometry$Point(c(-122.262, 37.8719)))$
filterDate("2014-03-01", "2014-05-31")$
map(addNDVI)$
map(cloudMask)
# Reduce the collection to the mean of each pixel and display.
meanImage <- collection$reduce(ee$Reducer$mean())
vizParams <- list(
bands = c("B5_mean", "B4_mean", "B3_mean"),
min = 0,
max = 0.5
)
Map$addLayer(
eeObject = meanImage,
visParams = vizParams,
name = "mean"
)# Load a region in which to compute the mean and display it.
counties <- ee$FeatureCollection("TIGER/2016/Counties")
santaClara <- ee$Feature(counties$filter(
ee$Filter$eq("NAME", "Santa Clara")
)$first())
Map$addLayer(
eeObject = santaClara,
visParams = list(palette = "yellow"),
name = "Santa Clara"
)# Get the mean of NDVI in the region.
mean <- meanImage$select("nd_mean")$reduceRegion(
reducer = ee$Reducer$mean(),
geometry = santaClara$geometry(),
scale = 30
)
# Print mean NDVI for the region.
cat("Santa Clara spring mean NDVI:", mean$get("nd_mean")$getInfo())## Santa Clara spring mean NDVI: 0.4650797