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Getting started

  • About GeoUtils
  • How to install
  • Quick start
  • Feature and scalability overview

Features

  • Fundamentals
    • Data objects and accessors
    • Operators and neighborhoods
    • Match-reference operations
    • Numerical interfacing
    • Sensor metadata parsing
  • Scalability
    • Usage and good practices
    • Concept definitions
    • Supported operations
    • Implementation strategies
    • Downsampling and overviews
    • Formats and cloud storage
    • Multiprocessing configuration
  • Geospatial data structures
    • The georeferenced raster
    • The georeferenced vector
    • The georeferenced point cloud
  • Referencing
  • Transformations
  • Proximity
  • Filters
  • Gap-filling
  • Sampling
  • Statistics
  • Uncertainty

Resources

  • Cheatsheet: From GDAL/OGR
  • Ecosystem

Examples

  • Input/output
    • Open and save from files
      • Open/save a point cloud
      • Open/save a raster
      • Open/save a vector
      • Parsing sensor metadata
    • Import and export
      • Creating a point cloud from arrays
      • Creating a raster from array
      • From/to GeoPandas
      • From/to Rasterio
  • Handling
    • Geo-transformations
      • Crop a raster
      • Crop a vector
      • Reproject a raster
      • Reproject a vector
    • Raster–vector interfacing
      • Mask from a vector
      • Polygonize a raster
      • Rasterize a vector
    • Raster–point interfacing
      • Gridding points to raster
      • Interpolate raster at points
      • Raster to regular points
      • Reduce raster around points
  • Analysis
    • Raster numerics
      • NumPy interfacing
      • Python arithmetic
    • Distance estimation
      • Metric buffer and without overlap
      • Proximity to raster or vector

Reference

  • API reference
    • DataArray.rst accessor
    • Dataset.rst accessor
    • Raster
    • GeoDataFrame.vct accessor
    • Vector
    • DataArray.pc accessor
    • Dataset.pc accessor
    • GeoDataFrame.pc accessor
    • PointCloud
    • Inherited Vector methods
      • geoutils.Vector.boundary
      • geoutils.Vector.centroid
      • geoutils.Vector.convex_hull
      • geoutils.Vector.envelope
      • geoutils.Vector.exterior
      • geoutils.Vector.representative_point
      • geoutils.Vector.normalize
      • geoutils.Vector.make_valid
      • geoutils.Vector.difference
      • geoutils.Vector.symmetric_difference
      • geoutils.Vector.union
      • geoutils.Vector.union_all
      • geoutils.Vector.intersection
      • geoutils.Vector.intersection_all
      • geoutils.Vector.clip_by_rect
      • geoutils.Vector.buffer
      • geoutils.Vector.simplify
      • geoutils.Vector.affine_transform
      • geoutils.Vector.translate
      • geoutils.Vector.rotate
      • geoutils.Vector.scale
      • geoutils.Vector.skew
      • geoutils.Vector.concave_hull
      • geoutils.Vector.delaunay_triangles
      • geoutils.Vector.voronoi_polygons
      • geoutils.Vector.minimum_rotated_rectangle
      • geoutils.Vector.minimum_bounding_circle
      • geoutils.Vector.extract_unique_points
      • geoutils.Vector.remove_repeated_points
      • geoutils.Vector.offset_curve
      • geoutils.Vector.reverse
      • geoutils.Vector.segmentize
      • geoutils.Vector.polygonize
      • geoutils.Vector.transform
      • geoutils.Vector.force_2d
      • geoutils.Vector.force_3d
      • geoutils.Vector.line_merge
      • geoutils.Vector.shortest_line
      • geoutils.Vector.interpolate
      • geoutils.Vector.shared_paths
      • geoutils.Vector.dissolve
      • geoutils.Vector.explode
      • geoutils.Vector.sjoin
      • geoutils.Vector.sjoin_nearest
      • geoutils.Vector.overlay
      • geoutils.Vector.snap
      • geoutils.Vector.to_crs
      • geoutils.Vector.set_crs
      • geoutils.Vector.get_geometry
      • geoutils.Vector.set_geometry
      • geoutils.Vector.rename_geometry
      • geoutils.Vector.set_precision
      • geoutils.Vector.get_coordinates
      • geoutils.Vector.cx
      • geoutils.Vector.area
      • geoutils.Vector.length
      • geoutils.Vector.interiors
      • geoutils.Vector.geom_type
      • geoutils.Vector.geom_bounds
      • geoutils.Vector.is_valid
      • geoutils.Vector.is_empty
      • geoutils.Vector.is_ring
      • geoutils.Vector.is_simple
      • geoutils.Vector.is_ccw
      • geoutils.Vector.is_closed
      • geoutils.Vector.has_z
      • geoutils.Vector.contains
      • geoutils.Vector.geom_equals
      • geoutils.Vector.crosses
      • geoutils.Vector.disjoint
      • geoutils.Vector.intersects
      • geoutils.Vector.overlaps
      • geoutils.Vector.touches
      • geoutils.Vector.within
      • geoutils.Vector.covers
      • geoutils.Vector.covered_by
      • geoutils.Vector.distance
      • geoutils.Vector.is_valid_reason
      • geoutils.Vector.count_coordinates
      • geoutils.Vector.count_geometries
      • geoutils.Vector.count_interior_rings
      • geoutils.Vector.get_precision
      • geoutils.Vector.minimum_clearance
      • geoutils.Vector.minimum_bounding_radius
      • geoutils.Vector.contains_properly
      • geoutils.Vector.dwithin
      • geoutils.Vector.hausdorff_distance
      • geoutils.Vector.frechet_distance
      • geoutils.Vector.hilbert_distance
      • geoutils.Vector.relate
      • geoutils.Vector.relate_pattern
      • geoutils.Vector.project
      • geoutils.Vector.from_file
      • geoutils.Vector.from_features
      • geoutils.Vector.from_postgis
      • geoutils.Vector.from_dict
      • geoutils.Vector.from_arrow
      • geoutils.Vector.to_file
      • geoutils.Vector.to_feather
      • geoutils.Vector.to_parquet
      • geoutils.Vector.to_arrow
      • geoutils.Vector.to_wkt
      • geoutils.Vector.to_wkb
      • geoutils.Vector.to_json
      • geoutils.Vector.to_postgis
      • geoutils.Vector.to_geo_dict
      • geoutils.Vector.to_csv
      • geoutils.Vector.has_sindex
      • geoutils.Vector.sindex
      • geoutils.Vector.total_bounds
    • geoutils.open_raster
    • geoutils.Raster.__init__
    • ds.rst.info() or Raster.info()
    • geoutils.raster.from_array
    • ds.rst.from_array() or Raster.from_array()
    • ds.rst.data or Raster.data
    • ds.rst.crs or Raster.crs
    • ds.rst.transform or Raster.transform
    • ds.rst.nodata or Raster.nodata
    • ds.rst.area_or_point or Raster.area_or_point
    • ds.rst.shape or Raster.shape
    • ds.rst.height or Raster.height
    • ds.rst.width or Raster.width
    • ds.rst.count or Raster.count
    • ds.rst.bands or Raster.bands
    • ds.rst.res or Raster.res
    • ds.rst.bbox or Raster.bbox
    • ds.rst.footprint or Raster.footprint
    • ds.rst.dtype or Raster.dtype
    • ds.rst.is_mask or Raster.is_mask
    • ds.rst.is_loaded or Raster.is_loaded
    • ds.rst.name or Raster.name
    • ds.rst.driver or Raster.driver
    • ds.rst.tags or Raster.tags
    • ds.rst.crop() or Raster.crop()
    • ds.rst.icrop() or Raster.icrop()
    • ds.rst.clip() or Raster.clip()
    • ds.rst.reproject() or Raster.reproject()
    • ds.rst.polygonize() or Raster.polygonize()
    • ds.rst.interp_at_points() or Raster.interp_at_points()
    • ds.rst.resample_at_points() or Raster.resample_at_points()
    • ds.rst.reduce_at_points() or Raster.reduce_at_points()
    • ds.rst.krige() or Raster.krige()
    • ds.rst.random_field() or Raster.random_field()
    • ds.rst.proximity() or Raster.proximity()
    • ds.rst.filter() or Raster.filter()
    • ds.rst.fill_nodata() or Raster.fill_nodata()
    • ds.rst.sieve() or Raster.sieve()
    • ds.rst.plot() or Raster.plot()
    • ds.rst.stats() or Raster.stats()
    • ds.rst.variogram() or Raster.variogram()
    • ds.rst.estimate_error_structure() or Raster.estimate_error_structure()
    • ds.rst.subsample() or Raster.subsample()
    • ds.rst.cosample() or Raster.cosample()
    • ds.rst.pairsample() or Raster.pairsample()
    • ds.rst.copy() or Raster.copy()
    • ds.rst.to_nanarray() or Raster.to_nanarray()
    • geoutils.Raster.astype
    • geoutils.Raster.set_mask
    • geoutils.Raster.get_mask
    • ds.rst.load() or Raster.load()
    • ds.rst.to_pointcloud() or Raster.to_pointcloud()
    • ds.rst.from_pointcloud_regular() or Raster.from_pointcloud_regular()
    • geoutils.DataArrayRasterAccessor.to_file
    • geoutils.DatasetRasterAccessor.to_file
    • geoutils.DataArrayRasterAccessor.to_geoutils
    • geoutils.Raster.to_file
    • geoutils.Raster.to_rio_dataset
    • geoutils.Raster.to_xarray
    • ds.rst.edit() or Raster.edit()
    • ds.rst.set_crs() or Raster.set_crs()
    • ds.rst.set_transform() or Raster.set_transform()
    • ds.rst.set_nodata() or Raster.set_nodata()
    • ds.rst.set_area_or_point() or Raster.set_area_or_point()
    • ds.rst.xy2ij() or Raster.xy2ij()
    • ds.rst.ij2xy() or Raster.ij2xy()
    • ds.rst.coords() or Raster.coords()
    • ds.rst.translate() or Raster.translate()
    • ds.rst.outside_image() or Raster.outside_image()
    • ds.rst.get_metric_crs() or Raster.get_metric_crs()
    • ds.rst.get_bbox_projected() or Raster.get_bbox_projected()
    • ds.rst.get_footprint_projected() or Raster.get_footprint_projected()
    • ds.rst.intersection() or Raster.intersection()
    • ds.rst.raster_equal() or Raster.raster_equal()
    • ds.rst.georeferenced_grid_equal() or Raster.georeferenced_grid_equal()
    • geoutils.raster.load_multiple_rasters
    • geoutils.raster.stack_rasters
    • geoutils.raster.merge_rasters
    • geoutils.open_vector
    • geoutils.Vector.__init__
    • gdf.vct.info() or Vector.info()
    • geoutils.Vector.gdf
    • gdf.vct.crs or Vector.crs
    • gdf.vct.bbox or Vector.bbox
    • gdf.vct.footprint or Vector.footprint
    • gdf.vct.name or Vector.name
    • gdf.vct.is_loaded or Vector.is_loaded
    • geoutils.GeoDataFrameVectorAccessor.to_file
    • geoutils.Vector.to_file
    • gdf.vct.crop() or Vector.crop()
    • gdf.vct.clip() or Vector.clip()
    • gdf.vct.reproject() or Vector.reproject()
    • gdf.vct.translate() or Vector.translate()
    • gdf.vct.rasterize() or Vector.rasterize()
    • gdf.vct.plot() or Vector.plot()
    • gdf.vct.create_mask() or Vector.create_mask()
    • gdf.vct.proximity() or Vector.proximity()
    • gdf.vct.buffer_metric() or Vector.buffer_metric()
    • gdf.vct.buffer_without_overlap() or Vector.buffer_without_overlap()
    • gdf.vct.copy() or Vector.copy()
    • gdf.vct.get_metric_crs() or Vector.get_metric_crs()
    • gdf.vct.from_bounds_projected() or Vector.from_bounds_projected()
    • gdf.vct.get_bbox_projected() or Vector.get_bbox_projected()
    • gdf.vct.get_footprint_projected() or Vector.get_footprint_projected()
    • geoutils.Vector.__getitem__
    • geoutils.open_pointcloud
    • geoutils.PointCloud.__init__
    • gdf.pc.info() or PointCloud.info()
    • geoutils.PointCloud.gdf
    • gdf.pc.data_name or PointCloud.data_name
    • gdf.pc.data or PointCloud.data
    • gdf.pc.crs or PointCloud.crs
    • gdf.pc.bbox or PointCloud.bbox
    • gdf.pc.footprint or PointCloud.footprint
    • gdf.pc.point_count or PointCloud.point_count
    • gdf.pc.is_loaded or PointCloud.is_loaded
    • geoutils.pointcloud.from_xyz
    • gdf.pc.from_xyz() or PointCloud.from_xyz()
    • gdf.pc.from_array() or PointCloud.from_array()
    • gdf.pc.from_tuples() or PointCloud.from_tuples()
    • gdf.pc.to_xyz() or PointCloud.to_xyz()
    • gdf.pc.to_array() or PointCloud.to_array()
    • gdf.pc.to_tuples() or PointCloud.to_tuples()
    • geoutils.PointCloud.to_xarray
    • geoutils.DataArrayPointCloudAccessor.to_file
    • geoutils.DataArrayPointCloudAccessor.to_las
    • geoutils.DataArrayPointCloudAccessor.to_parquet
    • geoutils.DatasetPointCloudAccessor.to_file
    • geoutils.DatasetPointCloudAccessor.to_las
    • geoutils.DatasetPointCloudAccessor.to_parquet
    • geoutils.GeoDataFramePointCloudAccessor.to_file
    • geoutils.PointCloud.to_file
    • geoutils.PointCloud.to_las
    • geoutils.PointCloud.to_parquet
    • gdf.pc.crop() or PointCloud.crop()
    • gdf.pc.clip() or PointCloud.clip()
    • gdf.pc.reproject() or PointCloud.reproject()
    • gdf.pc.translate() or PointCloud.translate()
    • gdf.pc.filter() or PointCloud.filter()
    • gdf.pc.grid() or PointCloud.grid()
    • gdf.pc.krige() or PointCloud.krige()
    • gdf.pc.random_field() or PointCloud.random_field()
    • gdf.pc.plot() or PointCloud.plot()
    • gdf.pc.copy() or PointCloud.copy()
    • gdf.pc.stats() or PointCloud.stats()
    • gdf.pc.variogram() or PointCloud.variogram()
    • gdf.pc.estimate_error_structure() or PointCloud.estimate_error_structure()
    • gdf.pc.subsample() or PointCloud.subsample()
    • gdf.pc.cosample() or PointCloud.cosample()
    • gdf.pc.pairsample() or PointCloud.pairsample()
    • gdf.pc.pointcloud_equal() or PointCloud.pointcloud_equal()
    • gdf.pc.georeferenced_coords_equal() or PointCloud.georeferenced_coords_equal()
    • geoutils.stats.nmad
    • geoutils.stats.linear_error
    • geoutils.stats.rmse
    • geoutils.stats.sum_square
    • geoutils.Variogram
      • geoutils.Variogram.combine
      • geoutils.Variogram.correlation
      • geoutils.Variogram.covariance
      • geoutils.Variogram.estimate
      • geoutils.Variogram.fit
      • geoutils.Variogram.from_dict
      • geoutils.Variogram.from_model
      • geoutils.Variogram.from_pairs
      • geoutils.Variogram.from_skgstat
      • geoutils.Variogram.gpytorch_parameters
      • geoutils.Variogram.plot
      • geoutils.Variogram.to_dataframe
      • geoutils.Variogram.to_dict
      • geoutils.Variogram.to_gpytorch
      • geoutils.Variogram.to_gstools
      • geoutils.Variogram.to_xarray
      • geoutils.Variogram.variogram
      • geoutils.Variogram.without_backend
    • geoutils.stats.plot_grouped_stats
    • geoutils.Variogram.plot
    • geoutils.operators.Interpolator
    • geoutils.operators.Reducer
    • geoutils.operators.LocalData
    • geoutils.operators.LinearCoefficients
    • geoutils.operators.PointNeighbours
    • geoutils.operators.GridNeighbours
    • geoutils.operators.interpolator.Nearest
    • geoutils.operators.interpolator.ScipyInterpolator
    • geoutils.operators.interpolator.Linear
    • geoutils.operators.interpolator.Cubic
    • geoutils.operators.interpolator.InverseDistance
    • geoutils.operators.interpolator.RasterConvolution
    • geoutils.operators.interpolator.Kriging
    • geoutils.operators.reducer.Mean
    • geoutils.operators.reducer.Sum
    • geoutils.operators.reducer.Quantile
    • geoutils.operators.reducer.Median
    • geoutils.operators.reducer.Mode
    • geoutils.operators.reducer.Minimum
    • geoutils.operators.reducer.Maximum
    • geoutils.operators.reducer.Range
    • geoutils.operators.reducer.Count
    • geoutils.operators.reducer.RootMeanSquare
    • geoutils.operators.reducer.StandardDeviation
    • geoutils.operators.reducer.AverageDistance
    • geoutils.operators.reducer.AveragePairwiseDistance
    • geoutils.ErrorMagnitude
    • geoutils.ErrorComponent
    • geoutils.ErrorStructure
    • geoutils.ErrorStructure.estimate
    • geoutils.PropagationSummary
    • geoutils.uncertainty.propagate
    • geoutils.uncertainty.random_field
    • geoutils.multiproc.MultiprocConfig
    • geoutils.multiproc.ClusterGenerator
    • geoutils.multiproc.BasicCluster
    • geoutils.multiproc.MpCluster
    • geoutils.multiproc.map_overlap
    • geoutils.multiproc.map_collect
    • geoutils.profiler
  • Configuration
  • Benchmarking
    • Performance
    • Profiling
  • Command line interface
  • Data examples
  • Release notes

Project information

  • Contributing
  • Credits and background
    • History
    • Mission
    • Authors
    • Funding acknowledgments
    • License
  • Repository
  • Show source
  • Suggest edit
  • Open issue
  • .md

Benchmarking

Benchmarking#

The following sections present GeoUtils’ performance benchmarks and its profiling tool available to measure time and memory on your own workflows.

  • Performance
    • Improvements or regressions over time
    • Comparison across execution modes, engines and external CLI tools
    • Test suite for scalable execution and large datasets
  • Profiling
    • Profiling a single function call
    • Profiling a workflow

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Configuration

next

Performance

By GeoUtils Developers

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