{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Example - Clip\n", "\n", "API Reference for `rio.clip`:\n", "\n", " - [DataArray.clip](../rioxarray.rst#rioxarray.raster_array.RasterArray.clip)\n", " - [Dataset.clip](../rioxarray.rst#rioxarray.raster_dataset.RasterDataset.clip)" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import rioxarray\n", "\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load in xarray dataset\n", "\n", "See docs for [rioxarray.open_rasterio](../rioxarray.rst#rioxarray-open-rasterio)\n", " \n", "Notes:\n", "\n", " - `masked=True` will convert from integer to `float64` and fill with `NaN`. If this behavior is not desired, you can skip this." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "xds = rioxarray.open_rasterio(\n", " \"../../test/test_data/compare/small_dem_3m_merged.tif\",\n", " masked=True,\n", ")" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "xds.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Clip using a geometry\n", "\n", "By default, it assumes that the CRS of the geometry is the same as the CRS\n", "of the dataset. If it is different, make sure to pass in the CRS of the geometry." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "geometries = [\n", " {\n", " 'type': 'Polygon',\n", " 'coordinates': [[\n", " [425499.18381405267, 4615331.540546387],\n", " [425499.18381405267, 4615478.540546387],\n", " [425526.18381405267, 4615478.540546387],\n", " [425526.18381405267, 4615331.540546387],\n", " [425499.18381405267, 4615331.540546387]\n", " ]]\n", " }\n", "]\n", "clipped = xds.rio.clip(geometries)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "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": [ "clipped.plot()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "clipped.rio.to_raster(\"clipped.tif\", compress='LZMA', tiled=True, dtype=\"int32\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Clip using a GeoDataFrame" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "import geopandas\n", "from shapely.geometry import box" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "geodf = geopandas.GeoDataFrame(\n", " geometry=[\n", " box(425499.18381405267, 4615331.540546387, 425526.18381405267, 4615478.540546387)\n", " ],\n", " crs=\"EPSG:26915\"\n", ")" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "clipped = xds.rio.clip(geodf.geometry.values, geodf.crs, drop=False, invert=True)\n", "# Note: If you have rasterio < 1.2 you will need convert the geometries to dict-like objects if the projection\n", "# of the geometries differ from the raster. For example:\n", "#\n", "# from shapely.geometry import mapping\n", "# geometries = geodf.geometry.apply(mapping)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "clipped.plot()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "clipped.rio.to_raster(\"clipped_invert.tif\", compress='LZMA', tiled=True, dtype=\"int32\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Clipping larger rasters\n", "\n", "Note: Loading from disk will likely only work directly after opening a raster with [rioxarray.open_rasterio](../rioxarray.rst#rioxarray-open-rasterio)\n", "\n", "The clip operation needs the full raster loaded with the default method.\n", "This can be an issue if you don't have enough memory (RAM) on you machine.\n", "If this is something you have run into, it is recommended to use the\n", "`from_disk=True` option. This option uses [rasterio.mask.mask](https://rasterio.readthedocs.io/en/latest/topics/masking-by-shapefile.html) when loading the data if possible.\n", "\n", "But be careful, these two methods, as they use different core functions, can have **different outputs**: small discrepencies may appear on the borders (1 pixel added or removed on some borders, see issue [#310](https://github.com/corteva/rioxarray/issues/310))\n", "\n", "Alternatively, you can also use `rio.clip_box` followed by `rio.clip` for a more\n", "consistent memory efficient clip operation." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "geometries = [\n", " {\n", " 'type': 'Polygon',\n", " 'coordinates': [[\n", " [425499.18381405267, 4615331.540546387],\n", " [425499.18381405267, 4615478.540546387],\n", " [425526.18381405267, 4615478.540546387],\n", " [425526.18381405267, 4615331.540546387],\n", " [425499.18381405267, 4615331.540546387]\n", " ]]\n", " }\n", "]\n", "\n", "clipped = rioxarray.open_rasterio(\n", " \"../../test/test_data/compare/small_dem_3m_merged.tif\",\n", " masked=True,\n", ").rio.clip(geometries, from_disk=True)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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