{ "cells": [ { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "# Description\n", "\n", "``ecodata`` provides tools to efficiently subset large geospatial datasets to an \n", "area of interest. A few examples are shown on this page, but see the **Examples** \n", "section for more demonstrations!\n", "\n", "**Key Features**\n", "- Efficiently subset large geospatial datasets to a smaller area of interest, and \n", "write the results to new files that can be used in other analysis tools\n", "- Choose from three options for providing a subsetting boundary:\n", " - Provide bounding box coordinates\n", " - Provide another geospatial datalayer (e.g., a shapefile with a region boundary)\n", " - Provide a csv file of Movebank animal track data, and a boundary will be drawn \n", " that encompasses the track locations\n", "- Options to use both rectangular subsetting boundaries and irregular boundary shapes\n", "\n", "```{note}\n", "ecodata is in the early stages of development, and any feedback is welcome! If you have any suggestions or feature requests, enounter any bugs, or come across places where the documentation is unclear, please [submit a GitHub issue](https://github.com/jemissik/ecodata/issues)!\n", "```\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# A few examples:" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "tags": [ "remove-cell" ] }, "outputs": [], "source": [ "import ecodata as eco\n", "\n", "import geopandas as gpd\n", "import matplotlib.pyplot as plt \n", "\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "tags": [ "remove-cell" ] }, "outputs": [], "source": [ "# Shapefile of GRIP Region 1 dataset\n", "roadsfile = eco.get_path(\"GRIP4_GlobalRoads.gdb\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Subsetting the GRIP global roads dataset using a bounding box" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you only need to subset a small area of a spatial dataset, this can be done very quickly even if you are subsetting from a very large dataset (in this example, the GRIP global roads dataset, which is over 4 GB):" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "tags": [ "remove-cell" ] }, "outputs": [], "source": [ "# Small subset for testing (lat/long bounding box coordinates)\n", "bbox = [-123, 54, -120, 56] " ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 11.4 ms, sys: 4.26 ms, total: 15.7 ms\n", "Wall time: 20.7 ms\n" ] } ], "source": [ "%%time\n", "roads_subset, boundary = eco.subset_data(roadsfile, bbox=bbox)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "tags": [ "remove-input" ] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "eco.plot_subset(roads_subset, boundary)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Larger subsets with a lot of features will take a bit longer, but are still quite manageable. The requested subset in the next example has over 300,000 records:" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "tags": [ "remove-cell" ] }, "outputs": [], "source": [ "# Larger subset for testing \n", "bbox = [-141, 41, -108, 67] " ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "tags": [ "remove-cell" ] }, "outputs": [], "source": [ "del roads_subset, boundary " ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 10.4 s, sys: 374 ms, total: 10.8 s\n", "Wall time: 11.1 s\n" ] } ], "source": [ "%%time\n", "roads_subset, boundary = eco.subset_data(roadsfile, bbox=bbox)" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "tags": [ "remove-input" ] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "eco.plot_subset(roads_subset, boundary)" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "tags": [ "remove-cell" ] }, "outputs": [], "source": [ "del roads_subset, boundary " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Subsetting using bounding geometry from a file\n", "\n", "In this case, subsetting using the Y2Y region boundary. \n", "The roads dataset and the GIS layer with the Y2Y boundary are in different projections; this is handled. " ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "tags": [ "remove-cell" ] }, "outputs": [], "source": [ "y2yfile = eco.get_path('y2y_region_priority_areas_2013.gdb')\n", "# Reading in the region boundary here, to display it with the examples. \n", "# For just subsetting, you don't need to read in this file\n", "y2y = gpd.read_file(y2yfile)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can use a rectangular bounding box around the region boundary for subsetting, but there are also options to instead use the actual region boundary, or a convex hull around the region boundary. These options can also be used with a buffer size around the boundary, if you want to get features that are close to the boundary as well. \n", "\n", "Here, demonstrating using the actual region boundary to subset. This option can save a lot of time if you have an irregular boundary shape, and don't actually need all of the features in the whole bounding box outside the boundary shape:" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 2.18 s, sys: 98.8 ms, total: 2.28 s\n", "Wall time: 2.54 s\n" ] } ], "source": [ "%%time\n", "roads_subset, boundary = eco.subset_data(roadsfile, bounding_geom=y2yfile, \n", " boundary_type=\"mask\")" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "tags": [ "remove-input" ] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "eco.plot_subset(roads_subset, boundary, bounding_geom=y2y)" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "tags": [ "remove-cell" ] }, "outputs": [], "source": [ "del roads_subset, boundary " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Subsetting using animal track data\n", "\n", "Instead of providing bounding box coordinates or a region boundary for subsetting, you can also provide a csv file with animal track data. A boundary will be drawn around all the track points, with the option for either a rectangular boundary or convex hull. \n", "\n", "You can also specify a buffer size with this option. " ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "tags": [ "remove-cell" ] }, "outputs": [], "source": [ "# Publicly available data from Mountain Caribou in British Columbia study: \n", "# https://www.movebank.org/cms/webapp?gwt_fragment=page=studies,path=study216040785\n", "\n", "track_file = eco.get_path(\"caribou_data.csv\")" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "tags": [ "remove-cell" ] }, "outputs": [], "source": [ "# Reading in the track data to plot with the results\n", "# For just subsetting, the track data doesn't need to be read in directly \n", "tracks = eco.read_track_data(track_file)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the next example, demonstrating the option to use a convex hull around the track points, with a buffer. Note that the track data in this case includes almost 250,000 points." ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 8.89 s, sys: 85.2 ms, total: 8.97 s\n", "Wall time: 8.98 s\n" ] } ], "source": [ "%%time\n", "roads_subset, boundary = eco.subset_data(roadsfile, track_points=track_file, \n", " boundary_type='convex_hull', buffer=0.2)" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "tags": [ "remove-input" ] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "eco.plot_subset(roads_subset, boundary, track_points=tracks)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "# Contents\n", "\n", "```{toctree}\n", "---\n", "maxdepth: 2\n", "---\n", "user_guide/index\n", "apps/index\n", "examples\n", "subset_function\n", "ecodata\n", "developing\n", "```\n", "\n", "# Indices and tables\n", "\n", "* {ref}`genindex`\n", "* {ref}`modindex`\n", "* {ref}`search`" ] } ], "metadata": { "celltoolbar": "Edit Metadata", "kernelspec": { "display_name": "pmv-dev", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.15" }, "vscode": { "interpreter": { "hash": "5b6f9a2c562b6e60868cbf0c86ab18522a63e76e5fe9fe366e3c27fb9acdc7d5" } } }, "nbformat": 4, "nbformat_minor": 4 }