{ "cells": [ { "cell_type": "markdown", "id": "aca93ab3-f452-4725-b864-b41cd0327954", "metadata": {}, "source": [ "# Spatial partitioning in Dask-GeoPandas\n", "\n", "Dask-GeoPandas has implemented `spatial_shuffle` method to repartition `Dask.GeoDataFrames` geographically.\n", "For those who are not familiar with Dask, a Dask DataFrame is internally split into many partitions, where each partition is a Pandas DataFrame.\n", "Partitions are split vertically along the index; \n", "\n", "\"drawing\"\n", "\n", "There are numerous strategies that can be used to partition Dask DataFrames, which determine how the elements of a DataFrame are separated into each resulting partition.\n", "Common strategies to partition Dask DataFrames include using a fixed number of partitions or partitions based on column values.\n", "Dask-GeoPandas can partition GeoDataFrames by taking advantage of their spatial structure.\n", "\n", "In the rest of this notebook, we use an example dataset to describe how Dask-GeoPandas takes advantage of this spatial structure and some best practices." ] }, { "cell_type": "code", "execution_count": 1, "id": "4a5fbccd-acca-4988-83db-948bf1d2bf6a", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/tstatham/anaconda3/envs/gsoc/lib/python3.9/site-packages/geopandas/_compat.py:111: UserWarning: The Shapely GEOS version (3.8.0-CAPI-1.13.1 ) is incompatible with the GEOS version PyGEOS was compiled with (3.9.1-CAPI-1.14.2). Conversions between both will be slow.\n", " warnings.warn(\n" ] } ], "source": [ "import geopandas\n", "import dask_geopandas\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "id": "b6139e44-48d1-4906-b33a-eaa0c9b2bc3b", "metadata": {}, "source": [ "We first begin by reading USA boundaries from [gadm.org](https://gadm.org/)" ] }, { "cell_type": "code", "execution_count": 2, "id": "a4d93451-bd17-4ca1-99c1-aed7f4d828b2", "metadata": {}, "outputs": [], "source": [ "path = \"https://geodata.ucdavis.edu/gadm/gadm4.0/gpkg/gadm40_USA.gpkg\"" ] }, { "cell_type": "code", "execution_count": 3, "id": "dd57d7c7-91dd-4e09-937b-1707b7b2ce2e", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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ID_0COUNTRYID_1NAME_1VARNAME_1NL_NAME_1TYPE_1ENGTYPE_1CC_1HASC_1ISO_1geometry
0USAUnited StatesUSA.1_1AlabamaAL|Ala.StateStateUS.ALMULTIPOLYGON (((-88.12063 30.23321, -88.12122 ...
1USAUnited StatesUSA.2_1AlaskaAK|AlaskaStateStateUS.AKMULTIPOLYGON (((179.20071 51.35992, 179.20010 ...
2USAUnited StatesUSA.3_1ArizonaAZ|Ariz.StateStateUS.AZMULTIPOLYGON (((-110.87869 31.33084, -110.9720...
3USAUnited StatesUSA.4_1ArkansasAR|Ark.StateStateUS.ARMULTIPOLYGON (((-91.90713 33.00801, -92.01710 ...
4USAUnited StatesUSA.5_1CaliforniaCA|Calif.StateStateUS.CAMULTIPOLYGON (((-117.23300 32.77416, -117.2330...
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" ], "text/plain": [ " ID_0 COUNTRY ID_1 NAME_1 VARNAME_1 NL_NAME_1 TYPE_1 \\\n", "0 USA United States USA.1_1 Alabama AL|Ala. State \n", "1 USA United States USA.2_1 Alaska AK|Alaska State \n", "2 USA United States USA.3_1 Arizona AZ|Ariz. State \n", "3 USA United States USA.4_1 Arkansas AR|Ark. State \n", "4 USA United States USA.5_1 California CA|Calif. State \n", "\n", " ENGTYPE_1 CC_1 HASC_1 ISO_1 \\\n", "0 State US.AL \n", "1 State US.AK \n", "2 State US.AZ \n", "3 State US.AR \n", "4 State US.CA \n", "\n", " geometry \n", "0 MULTIPOLYGON (((-88.12063 30.23321, -88.12122 ... \n", "1 MULTIPOLYGON (((179.20071 51.35992, 179.20010 ... \n", "2 MULTIPOLYGON (((-110.87869 31.33084, -110.9720... \n", "3 MULTIPOLYGON (((-91.90713 33.00801, -92.01710 ... \n", "4 MULTIPOLYGON (((-117.23300 32.77416, -117.2330... " ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "usa = geopandas.read_file(path, layer=\"ADM_1\")\n", "usa.head()" ] }, { "cell_type": "code", "execution_count": 4, "id": "247440da-ada6-4c25-bcd1-e1f0eb221d0c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 51 entries, 0 to 50\n", "Data columns (total 2 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 State 51 non-null object \n", " 1 geometry 51 non-null geometry\n", "dtypes: geometry(1), object(1)\n", "memory usage: 944.0+ bytes\n" ] } ], "source": [ "# Filter and rename cols\n", "usa = usa[[\"NAME_1\", \"geometry\"]].rename(columns={\"NAME_1\": \"State\"})\n", "usa.info()" ] }, { "cell_type": "code", "execution_count": 5, "id": "20cdb8ab-f58c-436b-af5e-919f9f8b41a0", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "usa.plot()" ] }, { "cell_type": "markdown", "id": "c313f7bd-9748-4d8c-9e61-8bc112229f3e", "metadata": {}, "source": [ "We can quickly filter for Contiguous United States, which represents the 48 joining states and the District of Columbia (DC) by the `cx` method.\n", "This filters out any geometries using a bounding box." ] }, { "cell_type": "code", "execution_count": 6, "id": "ea92949a-7767-4d01-8541-e41ea2f71648", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Int64Index: 49 entries, 0 to 50\n", "Data columns (total 2 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 State 49 non-null object \n", " 1 geometry 49 non-null geometry\n", "dtypes: geometry(1), object(1)\n", "memory usage: 1.1+ KB\n" ] } ], "source": [ "us_cont = usa.cx[-150:-50, 20:50]\n", "us_cont.info()" ] }, { "cell_type": "code", "execution_count": 7, "id": "061cd916-390a-451d-ac46-5e273569c972", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "us_cont.plot(facecolor=\"none\", linewidth=0.5, edgecolor=\"red\")" ] }, { "cell_type": "markdown", "id": "e4509aa4-4036-4621-ad0c-2e87eef2340a", "metadata": {}, "source": [ "We can then transform the `geopandas.GeoDataFrame` to a `dask_geopandas.GeoDataFrame`, with a fixed number of arbitrary partitions - this does not yet spatially partition a Dask GeoDataFrame.\n", "\n", "```{note} \n", "We can also read (and export) parquet files in Dask-GeoPandas containing spatially partitioned data.\n", "```" ] }, { "cell_type": "code", "execution_count": 8, "id": "7dd696d3-6492-4890-96c5-8f62b88e3d7e", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
Dask-GeoPandas GeoDataFrame Structure:
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\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Stategeometry
npartitions=4
0objectgeometry
15......
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Dask Name: from_pandas, 4 tasks
" ], "text/plain": [ "Dask GeoDataFrame Structure:\n", " State geometry\n", "npartitions=4 \n", "0 object geometry\n", "15 ... ...\n", "28 ... ...\n", "41 ... ...\n", "50 ... ...\n", "Dask Name: from_pandas, 4 tasks" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "d_gdf = dask_geopandas.from_geopandas(us_cont, npartitions=4)\n", "d_gdf" ] }, { "cell_type": "markdown", "id": "2ff72689-2f40-4e43-87c4-a847c9f1bf4a", "metadata": {}, "source": [ "By visualising the convex hull of each partition, we can get a feel for how the Dask-GeoDataFrame has been partitioned using the fixed number.\n", "A useful spatial partitioning scheme is one that minimises the degree of spatial overlap between partitions. \n", "By default, the fixed number of partitions does a poor job of spatially partitioning our example data - there is a high degree of overlap between partitions." ] }, { "cell_type": "code", "execution_count": 9, "id": "a5346f4a-cd57-41b2-80a6-f70d11ed5d49", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0 POLYGON ((-81.96430 24.52042, -82.87569 24.610...\n", "1 POLYGON ((-89.42000 28.92833, -90.92028 29.048...\n", "2 POLYGON ((-109.04997 31.33190, -114.63287 35.0...\n", "3 POLYGON ((-97.40186 25.83808, -97.40523 25.838...\n", "dtype: geometry" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "d_gdf.calculate_spatial_partitions() # convex hull\n", "d_gdf.spatial_partitions" ] }, { "cell_type": "code", "execution_count": 10, "id": "c7b09d92-c3cb-4a5d-a453-656336d14a1b", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,1, figsize=(12,6))\n", "us_cont.plot(ax=ax)\n", "d_gdf.spatial_partitions.plot(ax=ax, cmap=\"tab20\", alpha=0.5)\n", "ax.set_axis_off()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "04162e01-019a-4419-94ec-aa9687e1bb1a", "metadata": {}, "source": [ "Spatial partitioning a Dask GeoDataFrames is done using `spatial_shuffle`, which is based on Dasks `set_index` and spatial sorting.\n", "\n", "## Spatial sorting methods\n", "`spatial_shuffle` supports three different partitioning methods, which provide a simple and relatively inexpensive way of representing two-dimensional objects in one-dimensional space.\n", "These are called using the `by` parameter;\n", "1. Hilbert distance (default)\n", "2. Morton distance\n", "3. Geohash\n", "\n", "The first two methods are [space-filling curves](https://en.wikipedia.org/wiki/Space-filling_curve), which are lines that pass through every point in space, in a particular order and pass through points once only, so that each point lies a unique distance along the curve.\n", "The range of both curves contain the entire 2-dimensional unit square, which means that the Hilbert and Morton curves can handle projected coordinates.\n", "In general, we recommend the default Hilbert distance because it has better order-preserving behaviour.\n", "This is because the curve holds a remarkable mathematical property, where the distance between two consecutive points along the curve is always equal to one.\n", "By contrast, the Morton distance or [\"Z-order curve\"](https://en.wikipedia.org/wiki/Z-order_curve) does not hold this property and there are larger \"jumps\" in distances between two consecutive points.\n", "Currently, calculated distances along the curves are based on the mid points of geometries.\n", "Whilst this is inexpensive, mid points do not represent complex geometries well.\n", "Future work will examine various methods for better representing complex geometries.\n", "\n", "The Geohash, not to be confused with [geohashing](https://geohashing.site/geohashing/Main_Page), is a hierarchical spatial data structure, which subdivides space into buckets of grid shape.\n", "Whilst the Geohash does allow binary searchers or spatial indexing, like rtree or quadtree, Geohash is limited to encoding latitude and longitude coordinates.\n", "The Geohash can be represented either as text string or integers, where the longer the string/integer is, the more precise the grid shape \n", "will be.\n", "\n", "Below we compare the different sorting methods using the default parameters.\n", "All 3 sorting methods reduce the degree of spatial overlap but this still remains high and could be further improved by controlling specific parameters." ] }, { "cell_type": "code", "execution_count": 11, "id": "0ad73df8-8264-4cd8-aa88-185d82ac5305", "metadata": {}, "outputs": [], "source": [ "hilbert = d_gdf.spatial_shuffle(by=\"hilbert\")\n", "morton = d_gdf.spatial_shuffle(by=\"morton\")\n", "geohash = d_gdf.spatial_shuffle(by=\"geohash\")" ] }, { "cell_type": "code", "execution_count": 12, "id": "1fcac318-06de-4144-9d34-b510bddda81e", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(nrows=1,ncols=3, figsize=(25,12))\n", "ax1, ax2, ax3 = axes.flatten()\n", "\n", "for ax in axes:\n", " us_cont.plot(ax=ax)\n", "\n", "hilbert.spatial_partitions.plot(ax=ax1, cmap=\"tab20\", alpha=0.5)\n", "morton.spatial_partitions.plot(ax=ax2, cmap=\"tab20\", alpha=0.5)\n", "geohash.spatial_partitions.plot(ax=ax3, cmap=\"tab20\", alpha=0.5)\n", "\n", "[axi.set_axis_off() for axi in axes.ravel()]\n", "\n", "ax1.set_title(\"Hilbert\", size=16)\n", "ax2.set_title(\"Morton\", size=16)\n", "ax3.set_title(\"Geohash\", size=16)\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "e34f773c-0eec-4a78-bc78-66dd6c4ebd22", "metadata": {}, "source": [ "## Number of partitions\n", "The first parameter is the `npartitions` or number of partitions.\n", "The default npartitions is the same number of partitions as the original Dask GeoDataFrame.\n", "Increasing the number of partitions will reduce the degree of spatial overlap between partitions." ] }, { "cell_type": "markdown", "id": "93531f94-6a4d-4157-aa29-ca6f8cc1f652", "metadata": {}, "source": [ "Below shows a comparison between the different approaches;\n", "1. The original Dask GeoDataFrame with no spatial partitioning\n", "2. The same Dask GeoDataFrame spatially shuffled with the default number of partitions as the original Dask GeoDataFrame\n", "3. The same Dask GeoDataFrame using 20 partitions.\n", "\n", "It's quite clear that using 20 partitions does reduce the overall degree of spatial overlap between partitions.\n", "The number of partitions depends on your data structure and how you plan to use your data." ] }, { "cell_type": "code", "execution_count": 13, "id": "fc4409b1-87f7-4620-9258-c01a0a25bc00", "metadata": {}, "outputs": [], "source": [ "hilbert20 = d_gdf.spatial_shuffle(by=\"hilbert\", npartitions=20)" ] }, { "cell_type": "code", "execution_count": 14, "id": "ea5747f4-3a0f-44b1-811e-1d42c2905331", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(nrows=1,ncols=3, figsize=(25,12))\n", "ax1, ax2, ax3 = axes.flatten()\n", "\n", "for ax in axes:\n", " us_cont.plot(ax=ax)\n", "\n", "d_gdf.spatial_partitions.plot(ax=ax1, cmap=\"tab20\", alpha=0.5)\n", "hilbert.spatial_partitions.plot(ax=ax2, cmap=\"tab20\", alpha=0.5)\n", "hilbert20.spatial_partitions.plot(ax=ax3, cmap=\"tab20\", alpha=0.5)\n", "\n", "[axi.set_axis_off() for axi in axes.ravel()]\n", "\n", "ax1.set_title(\"No spatial shuffle, with 4 partitions\", size=16)\n", "ax2.set_title(\"Spatial shuffle using default npartitions\", size=16)\n", "ax3.set_title(\"Spatial shuffle using 20 partitions\", size=16)\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "b2d25cf2-891d-49b6-9b08-d4ebfabb6ed1", "metadata": {}, "source": [ "## Level of precision\n", "The `level` parameter represents the precision of each partitioning method.\n", "This defaults to 16 for both the Hilbert and Morton distance.\n", "However, the Geohash method does not use this parameter and defaults to the integer representation.\n", "We have found there are no significant penalties in selecting the maximum precision." ] }, { "cell_type": "markdown", "id": "7d5a52d9-18a0-4a1c-ba47-90d0186c33d0", "metadata": {}, "source": [ "## Summary\n", "Dask offers some [guidance](https://docs.dask.org/en/latest/best-practices.html) on partitioning Pandas DataFrames, which also applies to Dask-GeoPandas GeoDataFrames;\n", "1. Try GeoPandas first - GeoPandas can often be faster and easier to use than Dask-GeoPandas for small data problems.\n", "2. If you are running into memory and/or performance issues with GeoPandas, then the number of partitions of a Dask-GeoDataFrame should fit comfortably into memory, each smaller than a gigabyte in size. So if you are handling a 10GB dataset, first try using 10 partitions. \n", "3. One common use case of Dask-GeoPandas is to read in large amounts of data, reduce it down and then iterate on a much smaller amount of data. This may only be for a single component of your workflow, so it might make sense to revert back to GeoPandas once this component is complete." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.9.7" } }, "nbformat": 4, "nbformat_minor": 5 }