diff --git a/.gitignore b/.gitignore index 0821ff9..696b618 100644 --- a/.gitignore +++ b/.gitignore @@ -63,4 +63,5 @@ dask-worker-space/ # Sync tools Icon* -.ipynb_checkpoints \ No newline at end of file +.ipynb_checkpoints +Thumbs.db diff --git a/dembuilder/dembuilder.py b/dembuilder/dembuilder.py index c7772a4..1aba088 100644 --- a/dembuilder/dembuilder.py +++ b/dembuilder/dembuilder.py @@ -532,6 +532,20 @@ def plot(self,vmin=-20,vmax=0,margin=250): cb.set_label('z') # pl.show() return fig, ax + + def plot_island(self,vmin=-10,vmax=10,margin=250): + + fig = pl.figure(figsize=(12, 8)) + ax = fig.add_subplot(111) + x_min, y_min, x_max, y_max = self.bbox + pc=pl.pcolormesh(self.xBinEdges, self.yBinEdges, self.z, vmin=vmin, vmax=vmax) + ax.axis('image') + ax.set_xlim([x_min - margin, x_max + margin]) + ax.set_ylim([y_min - margin, y_max + margin]) + cb=pl.colorbar(pc) + cb.set_label('z') + # pl.show() + return fig, ax def interpolate(self,x,y): F = RegularGridInterpolator((self.yBinCentres,self.xBinCentres),self.z,bounds_error=False,fill_value=0.) diff --git a/dembuilder_example.py b/dembuilder_example.py new file mode 100644 index 0000000..2929350 --- /dev/null +++ b/dembuilder_example.py @@ -0,0 +1,102 @@ +# -*- coding: utf-8 -*- +""" +Example script demonstrating functionality of dembuilder +Code copied from P Branson's jupyter notebook - basically just so MC doesn't have to keep flipping between +google chrome and spyder + +M Cuttler +May 2019 + +""" +#%% Example from P Branson notebook + +#import python modules +import os +import sys +import numpy as np + +#import p branson modules +import dembuilder as db + +sys.path.append('../') + +#%% + +#define bounding box of new raster +bbox=np.zeros(4) +bbox[0] = 220000 #left +bbox[1] = 7570000 #bottom +bbox[2] = 270000 #right +bbox[3] = 7620000 #top +newRaster = db.Raster(bbox=bbox, resolution=500, epsgCode=28350) + +#read bathy file and crop to bounding box + +filepath = os.path.join(os.getcwd(),'notebooks') +filename = 'Pilbara_200m_Composite_Linear.tif' +sampleReader = db.SamplePointReader(os.path.join(filepath, filename),cropTo=bbox) +samples = sampleReader.load() + +#dispay samples (x,y,z, arrays) +samples + +#%% + +#show options for boundary types +[t for t in db.BoundaryPolygonType] + +#use Box boundary +samples.generateBoundary(type=db.BoundaryPolygonType.Box) + +#plot samples +samples.plot() + +#%% create 'random' secondary bathymetry points + +#define random samples to incorporate into bathy; could also load another bathy file (.tif, .xyz, .mat, .nc) +x = np.random.rand(100) * 10000 + 240000 +y = np.random.rand(100) * 10000 + 7590000 +z = np.random.rand(100) * 10 - 15 + +#create samples from x,y,z arrays defined above +randomSamples = db.SamplePoints(x,y,z) +#show random samples +randomSamples.plot() + +#generate a concave hull boundary and thresold distance to 1500 +randomSamples.generateBoundary(type=db.BoundaryPolygonType.ConcaveHull,threshold=1500) + +#%% interpolate new bathy to raster object + +#show resampling methods +[t for t in db.ResampleMethods] + +#resample using linear interpolation +randomSamples.resample(newRaster,method=db.ResampleMethods.Linear) + +#plot new raster with interpolated bathy (only has randomSamples) +newRaster.plot() + +#%% compile multiple bathy sets together + +#include bathy from Pilbara_200m_composite +samples.resample(newRaster,method=db.ResampleMethods.BlockAvg) + +#display composite bathy dataset +newRaster.plot() + +#save raster to .tif +newRaster.saveToFile('tempRaster.tiff') +#export raster as .xyz +newRaster.getSamples().saveXYZ('tempRaster.xyz') + + +#%% save raster to current directory as .tif +newRaster.saveToFile('tempRaster.tiff') +#export raster to current directory as .xyz +newRaster.getSamples().saveXYZ('tempRaster.xyz') +#%% can also load existing rasters + +loadedRaster = db.Raster.loadFromFile('tempRaster.tiff') +loadedRaster.plot() + diff --git a/environment.yml b/environment.yml new file mode 100644 index 0000000..a2942db --- /dev/null +++ b/environment.yml @@ -0,0 +1,35 @@ +name: dembuild +channels: + - defaults + - conda-forge +dependencies: + - conda=4.6.3 + - python=3.7 + - numpy=1.16.3 + - matplotlib=3.0.3 + - gdal=2.3.3 + - pandas=0.24.2 + - geopandas=0.4.1 + - pytz=2019.1 + - scikit-image=0.15.0 + - geos=3.7.1 + - scikit-learn=0.20.3 + - shapely=1.6.4 + - scipy=1.2.1 + - spyder=3.3.4 + - notebook=5.7.8 + - pyproj=1.9.6 + - xarray=0.12.1 + - bumpversion=0.5.3 + - wheel=0.32.1 + - flake8=3.5.0 + - tox=3.5.2 + - coverage=4.5.1 + - Sphinx=1.8.1 + - twine=1.12.1 + - pip=18.1 + + + + + diff --git a/notebooks/Example_1 Simple composite - Samples and Raster.ipynb b/notebooks/Example_1 Simple composite - Samples and Raster.ipynb index 74c6dd1..1c6be7a 100644 --- a/notebooks/Example_1 Simple composite - Samples and Raster.ipynb +++ b/notebooks/Example_1 Simple composite - Samples and Raster.ipynb @@ -94,7 +94,7 @@ "text": [ "Pilbara_200m_Composite_Linear.tif\n", "SamplePointFormat.GeoTIFF\n", - "Source projection: +proj=utm +zone=50 +south +ellps=GRS80 +towgs84=0,0,0,0,0,0,0 +units=m +no_defs \n" + "Source projection: +proj=utm +zone=50 +south +ellps=GRS80 +units=m +no_defs\n" ] } ], @@ -158,7 +158,8 @@ "text/plain": [ "[,\n", " ,\n", - " ]" + " ,\n", + " ]" ] }, "execution_count": 7, @@ -179,11 +180,11 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ - "samples.generateBoundary(type=db.BoundaryPolygonType.Box)" + "samples.generateBoundary(db.BoundaryPolygonType.Box)" ] }, { @@ -200,7 +201,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -224,12 +225,12 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "metadata": {}, "outputs": [ { "data": { - "image/png": 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+ "image/png": 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\n", "text/plain": [ "
" ] @@ -257,11 +258,24 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 13, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\00084142\\OneDrive - The University of Western Australia\\CUTTLER_GitHub\\dembuilder\\notebooks\\..\\dembuilder\\dembuilder.py:578: ShapelyDeprecationWarning: __len__ for multi-part geometries is deprecated and will be removed in Shapely 2.0. Check the length of the `geoms` property instead to get the number of parts of a multi-part geometry.\n", + " if len(points) < 4:\n", + "C:\\Users\\00084142\\OneDrive - The University of Western Australia\\CUTTLER_GitHub\\dembuilder\\notebooks\\..\\dembuilder\\dembuilder.py:592: ShapelyDeprecationWarning: Iteration over multi-part geometries is deprecated and will be removed in Shapely 2.0. Use the `geoms` property to access the constituent parts of a multi-part geometry.\n", + " coords = np.array([point.coords[0] for point in points])\n", + "C:\\Users\\00084142\\OneDrive - The University of Western Australia\\CUTTLER_GitHub\\dembuilder\\notebooks\\..\\dembuilder\\dembuilder.py:624: ShapelyDeprecationWarning: The 'cascaded_union()' function is deprecated. Use 'unary_union()' instead.\n", + " return cascaded_union(triangles), edge_points\n" + ] + } + ], "source": [ - "randomSamples.generateBoundary(type=db.BoundaryPolygonType.ConcaveHull,threshold=1500)" + "randomSamples.generateBoundary(db.BoundaryPolygonType.ConcaveHull,threshold=1500)" ] }, { @@ -273,7 +287,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -290,7 +304,7 @@ " ]" ] }, - "execution_count": 12, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -315,14 +329,14 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Using 100 SamplePoints to fill 92 raster points with in the SamplePoints boundary\n" + "Using 100 SamplePoints to fill 95 raster points with in the SamplePoints boundary\n" ] } ], @@ -339,23 +353,22 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(
,\n", - " )" + "(
, )" ] }, - "execution_count": 14, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -372,7 +385,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 17, "metadata": {}, "outputs": [], "source": [ @@ -381,23 +394,22 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(
,\n", - " )" + "(
, )" ] }, - "execution_count": 16, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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" ] @@ -495,9 +507,9 @@ ], "metadata": { "kernelspec": { - "display_name": "Python [conda env:pyAODN]", + "display_name": "Python 3 (ipykernel)", "language": "python", - "name": "conda-env-pyAODN-py" + "name": "python3" }, "language_info": { "codemirror_mode": { @@ -509,7 +521,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.7" + "version": "3.8.13" } }, "nbformat": 4, diff --git a/notebooks/dampier.ipynb b/notebooks/dampier.ipynb new file mode 100644 index 0000000..18a66c5 --- /dev/null +++ b/notebooks/dampier.ipynb @@ -0,0 +1,555 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import sys\n", + "sys.path.append('../')" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "import dembuilder as db\n", + "import numpy as np\n", + "import xarray as xr \n", + "import os" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Raster" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Currently uses a rectilinear grid to compile all the bathymetry into a raster of a specified resolution with in a defined bounding box (bbox)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [], + "source": [ + "#pull in DFM grid \n", + "gpath = r'Y:\\CUTTLER_DampierArchipelago_DBCA\\Data\\Modelling\\DFM-SWAN\\Testing_model_development\\ModelInputs\\Dampier_v6_coupled_wave_timeseries_wind\\FlowFM'\n", + "fname = 'Dampier_v6_net.nc'\n", + "gfile = os.path.join(gpath,fname)\n", + "\n", + "dfm_grid = xr.open_dataset(gfile)\n", + "\n", + "xmin = dfm_grid.mesh2d_node_x.min()\n", + "xmax = dfm_grid.mesh2d_node_x.max()\n", + "ymin = dfm_grid.mesh2d_node_y.min()\n", + "ymax = dfm_grid.mesh2d_node_y.max()" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [], + "source": [ + "#build bounding box \n", + "bbox=np.zeros(4)\n", + "bbox[0] = xmin #left\n", + "bbox[1] = ymin #bottom\n", + "bbox[2] = xmax #right\n", + "bbox[3] = ymax #top\n", + "newRaster = db.Raster(bbox=bbox, resolution=30, epsgCode=28350)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### SamplePointReader" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The sample point reader reads a datafile, optionally crops a box out of the data and drops missing values. Calling SamplePointReader.load() will read the data from disk and return a Samples object." + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "E:\\Active_Projects\\CUTTLER_DampierArchipleago_DBCA\\Data\\Bathy\\Dampier_SDB\\Dampier_SDB.tif\n", + "SamplePointFormat.GeoTIFF\n", + "Source projection: +proj=utm +zone=50 +south +datum=WGS84 +units=m +no_defs\n" + ] + } + ], + "source": [ + "#first read in Dampier SDB\n", + "rpath = r'E:\\Active_Projects\\CUTTLER_DampierArchipleago_DBCA\\Data\\Bathy\\Dampier_SDB'\n", + "rfile = 'Dampier_SDB.tif'\n", + "sampleReader = db.SamplePointReader(os.path.join(rpath,rfile),cropTo=bbox)\n", + "samples = sampleReader.load()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### SamplePoints" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "SamplePoints is an object with three numpy arrays for the x, y and z coordinates of the samples." + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Total samples: 43091098 \n", + " x=array([482203.72115085, 482213.72115085, 482223.72115085, ...,\n", + " 409853.72115085, 409863.72115085, 409873.72115085]) \n", + " y=array([7750156.99463998, 7750156.99463998, 7750156.99463998, ...,\n", + " 7677086.99463998, 7677086.99463998, 7677086.99463998]) \n", + " z=array([-35.91296387, -35.18508911, -35.33282852, ..., 2.95968556,\n", + " 3.20629096, 3.36480284])" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "samples" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Before any loaded samples can be used to fill the raster, you must specify the type of boundary to use to limit extrapolation. The boundary types are called" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[,\n", + " ,\n", + " ,\n", + " ]" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "[t for t in db.BoundaryPolygonType]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Generate a box boundary" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\00084142\\OneDrive - The University of Western Australia\\CUTTLER_GitHub\\dembuilder\\notebooks\\..\\dembuilder\\dembuilder.py:578: ShapelyDeprecationWarning: __len__ for multi-part geometries is deprecated and will be removed in Shapely 2.0. Check the length of the `geoms` property instead to get the number of parts of a multi-part geometry.\n", + " if len(points) < 4:\n", + "C:\\Users\\00084142\\OneDrive - The University of Western Australia\\CUTTLER_GitHub\\dembuilder\\notebooks\\..\\dembuilder\\dembuilder.py:592: ShapelyDeprecationWarning: Iteration over multi-part geometries is deprecated and will be removed in Shapely 2.0. Use the `geoms` property to access the constituent parts of a multi-part geometry.\n", + " coords = np.array([point.coords[0] for point in points])\n" + ] + } + ], + "source": [ + "samples.generateBoundary(db.BoundaryPolygonType.ConcaveHull,threshold=250)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can make a scatter plot of the samples by calling .plot()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "samples.plot()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Make another set of random samples for demonstration purposes" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "x = np.random.rand(100) * 10000 + 240000\n", + "y = np.random.rand(100) * 10000 + 7590000\n", + "z = np.random.rand(100) * 10 - 15 \n", + "randomSamples = db.SamplePoints(x,y,z)\n", + "randomSamples.plot()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The concave hull can take quite some time to calculate if there are many samples and you should specify a threshold distance beyond which the edges of the triangulation will be weeded. " + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\00084142\\OneDrive - The University of Western Australia\\CUTTLER_GitHub\\dembuilder\\notebooks\\..\\dembuilder\\dembuilder.py:578: ShapelyDeprecationWarning: __len__ for multi-part geometries is deprecated and will be removed in Shapely 2.0. Check the length of the `geoms` property instead to get the number of parts of a multi-part geometry.\n", + " if len(points) < 4:\n", + "C:\\Users\\00084142\\OneDrive - The University of Western Australia\\CUTTLER_GitHub\\dembuilder\\notebooks\\..\\dembuilder\\dembuilder.py:592: ShapelyDeprecationWarning: Iteration over multi-part geometries is deprecated and will be removed in Shapely 2.0. Use the `geoms` property to access the constituent parts of a multi-part geometry.\n", + " coords = np.array([point.coords[0] for point in points])\n", + "C:\\Users\\00084142\\OneDrive - The University of Western Australia\\CUTTLER_GitHub\\dembuilder\\notebooks\\..\\dembuilder\\dembuilder.py:624: ShapelyDeprecationWarning: The 'cascaded_union()' function is deprecated. Use 'unary_union()' instead.\n", + " return cascaded_union(triangles), edge_points\n" + ] + } + ], + "source": [ + "randomSamples.generateBoundary(db.BoundaryPolygonType.ConcaveHull,threshold=1500)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### The Raster object can be filled with samples using a variety of resampling methods" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ]" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "[t for t in db.ResampleMethods]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "If the samples are sparse compared to the raster grid resolution then the interpolation methods > 1 (Linear) should be used. Otherwise block averaging (also referred to as grid cell averaging) is likely the preferred method" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Firstly we will linearly interpolate the randome samples, only inside the calculated ConcaveHull" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Using 100 SamplePoints to fill 95 raster points with in the SamplePoints boundary\n" + ] + } + ], + "source": [ + "randomSamples.resample(newRaster,method=db.ResampleMethods.Linear)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Plot the result" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(
, )" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "newRaster.plot()" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "samples.resample(newRaster,method=db.ResampleMethods.BlockAvg)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(
, )" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "newRaster.plot()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Save out the resulting raster as a GeoTIFF..." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "newRaster.saveToFile('tempRaster.tiff')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### ... or extract the samples and save as an XYZ file" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "newRaster.getSamples().saveXYZ('tempRaster.xyz')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Saved rasters can be loaded directly too" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(
,\n", + " )" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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