{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "copyrighted-township", "metadata": { "tags": [ "remove-cell" ] }, "outputs": [], "source": [ "import warnings, osmnx\n", "\n", "warnings.filterwarnings(\"ignore\")\n", "osmnx.config(\n", " overpass_settings='[out:json][timeout:90][date:\"2021-10-07T00:00:00Z\"]'\n", ")" ] }, { "cell_type": "markdown", "id": "placed-hampton", "metadata": {}, "source": [ "# Spatial Data\n", "\n", "This chapter grounds the ideas discussed in the previous two chapters into a practical context. We consider how data structures, and the data models they represent, are implemented in Python. We also cover how to interact with these data structures. This will happen alongside the code used to manipulate the data in a single computational laboratory notebook. This, then, unites the two concepts of open science and geographical thinking. \n", "\n", "Further, we will spend most of the chapter discussing how Python represents data *once read* from a file or database, rather than focusing on specific *file* formats used to store data. This is because the libraries we use will read any format into one of a few canonical data structures that we discuss in Chapter 1. We take this approach because these data structures are what we interact with during our data analysis: they our interface with the data. File formats, while useful, are secondary to this purpose. Indeed, part of the benefit of Python (and other computing languages) is *abstraction*: the complexities, particularities and quirks associated with each file format are removed as Python represents all data in a few standard ways, regardless of provenance. We take full advantage of this feature here. \n", "\n", "We divide the chapter in two main parts. The first part looks at each of the three main data structures reviewed in Chapter 1 (*Geographic Thinking*): geographic tables, surfaces and spatial graphs. Second, we explore combinations of different data structures that depart from the traditional data model/structure matchings discussed in Chapter 2. We cover how one data in one structure can be effectively transferred to another, but also discuss why that might (or might not) be a good idea in some cases. A final note before we delve into the content of this book is in order: this is not a comprehensive account of *everything* that is possible with each of the data structures we present. Rather, you can think of it as a preview that we will build on throughout the book to showcase much of what is possible with Python." ] }, { "cell_type": "code", "execution_count": 2, "id": "overhead-arrangement", "metadata": {}, "outputs": [], "source": [ "import pandas\n", "import osmnx\n", "import geopandas\n", "import rioxarray\n", "import xarray\n", "import datashader\n", "import contextily as cx\n", "from shapely import geometry\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "id": "frozen-attraction", "metadata": {}, "source": [ "## Fundamentals of geographic data structures\n", "\n", "As outlined in Chapter 1, there are a few main data structures that are used in geographic data science: geographic tables (which are generally matched to an object data model), rasters or surfaces (which are generally matched to a field data model), and spatial networks (which are generally matched to a graph data model). We discuss these in turn throughout this section. \n", "\n", "### Geographic Tables\n", "\n", "Geographic objects are usually matched to what we called the *geographic table*. Geographic tables can be thought of as a tab in a spreadsheet where one of the columns records geometric information. This data structure represents a single geographic object as a row of a table; each column in the table records information about the object, its attributes or features, as we will see below. Typically, there is a special column in this table that records the *geometry* of the object. Computer systems that use this data structure are intended to add geography into a *relational database*, such as PostgreSQL (through its PostGIS extension) or sqlite (through its spatialite extension). Beyond this, however, many data science languages (such as R, Julia, and Python), have packages that adopt this data structure as well (such as `sf`, `GeoTables.jl`, and `geopandas`), and it is rapidly becoming the main data structure for object-based geographic data. \n", "\n", "Before proceeding, though, it helps to mention a quick clarification on terminology. Throughout this book, regardless of the data structure used, we will refer to a measurement about an observation as a *feature*. This is consistent with other work in data science and machine learning. Then, one set of measurements is a *sample*. For tables, this means a feature is a column and a sample is a row. Historically, though, geographic information scientists have used the word \"feature\" to mean an individual observation, since a \"feature\" in cartography is an entity on a map, and \"attribute\" to describe characteristics of that observation. Elsewhere, a feature may be called a \"variable,\" and a sample referred to as a \"record.\" So, consistent terminology is important: for this book, a *feature* is one measured trait pertaining to an observation (a column), and a *sample* is one set of measurements (a row). \n", "\n", "To understand the structure of geographic tables, it will help to read in the `countries_clean.gpkg` dataset included in this book that describes countries in the world. To read in this data, we can use the `read_file()` method in `geopandas`:[^package-v-function]" ] }, { "cell_type": "code", "execution_count": 3, "id": "moderate-physics", "metadata": {}, "outputs": [], "source": [ "gt_polygons = geopandas.read_file(\n", " \"../data/countries/countries_clean.gpkg\"\n", ")" ] }, { "cell_type": "markdown", "id": "planned-essay", "metadata": {}, "source": [ "And we can examine the top of the table with the `.head()` method:" ] }, { "cell_type": "code", "execution_count": 4, "id": "reported-brazil", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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ADMINgeometry
0IndonesiaMULTIPOLYGON (((13102705.696 463877.598, 13102...
1MalaysiaMULTIPOLYGON (((13102705.696 463877.598, 13101...
2ChileMULTIPOLYGON (((-7737827.685 -1979875.500, -77...
3BoliviaPOLYGON ((-7737827.685 -1979875.500, -7737828....
4PeruMULTIPOLYGON (((-7737827.685 -1979875.500, -77...
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" ], "text/plain": [ " ADMIN geometry\n", "0 Indonesia MULTIPOLYGON (((13102705.696 463877.598, 13102...\n", "1 Malaysia MULTIPOLYGON (((13102705.696 463877.598, 13101...\n", "2 Chile MULTIPOLYGON (((-7737827.685 -1979875.500, -77...\n", "3 Bolivia POLYGON ((-7737827.685 -1979875.500, -7737828....\n", "4 Peru MULTIPOLYGON (((-7737827.685 -1979875.500, -77..." ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gt_polygons.head()" ] }, { "cell_type": "markdown", "id": "loaded-samoa", "metadata": {}, "source": [ "Each row of this table is a single country. Each country only has two features: the administrative name of the country and the geometry of the country's boundary. The name of the country is encoded in the `ADMIN` column using the Python `str` type, which is used to store text-based data. The geometry of the country's boundary is stored in the `geometry` column, and is encoded using a special class in Python that is used to represent geometric objects. As with other table-based data structures in Python, every row and column have an index that identifies them uniquely and is rendered in bold on the left-hand side of the table. This geographic table is an instance of the `geopandas.GeoDataFrame` object, used throughout Python's ecosystem to represent geographic data.\n", "\n", "Geographic tables store geographic information as an additional column. But, how is this information encoded? To see, we can check the type of the object in the first row:" ] }, { "cell_type": "code", "execution_count": 5, "id": "beneficial-rings", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "shapely.geometry.multipolygon.MultiPolygon" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "type(gt_polygons.geometry[0])" ] }, { "cell_type": "markdown", "id": "elegant-intelligence", "metadata": {}, "source": [ "In `geopandas` (as well as other packages representing geographic data), the `geometry` column has special traits which a \"normal\" column, such as `ADMIN`, does not. For example, when we plot the dataframe, the `geometry` column is used as the main shape to use in the plot, as shown in Figure 1. " ] }, { "cell_type": "code", "execution_count": 6, "id": "median-chester", "metadata": { "caption": "Map of the world made using the GeoDataFrame.plot() method", "tags": [] }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "gt_polygons.plot();" ] }, { "cell_type": "markdown", "id": "ranging-enzyme", "metadata": {}, "source": [ "Changing the geometric representation of a sample must be done carefully: since the `geometry` column is special, there are special functions to adjust the geometry. For example, if we wanted to represent each country using its *centroid*, a point in the middle of the shape, then we must take care to make sure that a new geometry column was set properly using the `set_geometry()` method. This can be useful when you want to work with two different geometric representations of the same underlying sample. \n", "\n", "Let us make a map of both the boundary and the centroid of a country. First, to compute the centroid, we can use the `gt_polygons.geometry.centroid` property. This gives us the point that minimizes the average distance from all other points on the boundary of the shape. Storing that back to a column, called `centroid`:" ] }, { "cell_type": "code", "execution_count": 7, "id": "empirical-chase", "metadata": {}, "outputs": [], "source": [ "gt_polygons[\"centroid\"] = gt_polygons.geometry.centroid" ] }, { "cell_type": "markdown", "id": "judicial-outside", "metadata": {}, "source": [ "We now have an additional feature:" ] }, { "cell_type": "code", "execution_count": 8, "id": "stock-vitamin", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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ADMINgeometrycentroid
0IndonesiaMULTIPOLYGON (((13102705.696 463877.598, 13102...POINT (13055431.810 -248921.141)
1MalaysiaMULTIPOLYGON (((13102705.696 463877.598, 13101...POINT (12211696.493 422897.505)
2ChileMULTIPOLYGON (((-7737827.685 -1979875.500, -77...POINT (-7959811.948 -4915458.802)
3BoliviaPOLYGON ((-7737827.685 -1979875.500, -7737828....POINT (-7200010.945 -1894653.148)
4PeruMULTIPOLYGON (((-7737827.685 -1979875.500, -77...POINT (-8277554.831 -1032942.536)
\n", "
" ], "text/plain": [ " ADMIN geometry \\\n", "0 Indonesia MULTIPOLYGON (((13102705.696 463877.598, 13102... \n", "1 Malaysia MULTIPOLYGON (((13102705.696 463877.598, 13101... \n", "2 Chile MULTIPOLYGON (((-7737827.685 -1979875.500, -77... \n", "3 Bolivia POLYGON ((-7737827.685 -1979875.500, -7737828.... \n", "4 Peru MULTIPOLYGON (((-7737827.685 -1979875.500, -77... \n", "\n", " centroid \n", "0 POINT (13055431.810 -248921.141) \n", "1 POINT (12211696.493 422897.505) \n", "2 POINT (-7959811.948 -4915458.802) \n", "3 POINT (-7200010.945 -1894653.148) \n", "4 POINT (-8277554.831 -1032942.536) " ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gt_polygons.head()" ] }, { "cell_type": "markdown", "id": "potential-afternoon", "metadata": {}, "source": [ "Despite the fact that `centroid` is a geometry (you can tell because each cell starts with `POINT`), it is not currently set as the active geometry for our table. We can switch to the `centroid` column using the `set_geometry()` method. Finally, we can plot the centroid and the boundary of each country after switching the geometry column with `set_geometry()`:" ] }, { "cell_type": "code", "execution_count": 9, "id": "thousand-nelson", "metadata": { "caption": "Plotting centroids and boundaries of polygon geometries.", "tags": [] }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot centroids\n", "ax = gt_polygons.set_geometry(\"centroid\").plot(\"ADMIN\", markersize=5)\n", "# Plot polygons without color filling\n", "gt_polygons.plot(\n", " \"ADMIN\", ax=ax, facecolor=\"none\", edgecolor=\"k\", linewidth=0.2\n", ");" ] }, { "cell_type": "markdown", "id": "ongoing-joyce", "metadata": {}, "source": [ "Note again how we can create a map by calling `.plot()` on a `GeoDataFrame`. We can thematically color each feature based on a column by passing the name of that column to the plot method (as we do on with `ADMIN` in this case), and that the current geometry is used.\n", "\n", "Thus, as should now be clear, nearly any kind of geographic object can be represented in one (or more) geometry column(s). Thinking about the number of different kinds of shapes or geometries one could use quickly boggles the mind. Fortunately the Open Geospatial Consortium (OGC) has defined a set of \"abstract\" types that can be used to define any kind of geometry. This specification, codified in ISO 19125-1---the \"simple features\" specification---defines the formal relationships between these types: a `Point` is a zero-dimensional location with an x and y coordinate; a `LineString` is a path composed of a set of more than one `Point`, and a `Polygon` is a surface that has at least one `LineString` that starts and stops with the same coordinate. All of these types *also* have `Multi` variants that indicate a collection of multiple geometries of the same type. So, for instance, Bolivia is represented as a single polygon:" ] }, { "cell_type": "code", "execution_count": 10, "id": "recent-recovery", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
ADMINgeometrycentroid
3BoliviaPOLYGON ((-7737827.685 -1979875.500, -7737828....POINT (-7200010.945 -1894653.148)
\n", "
" ], "text/plain": [ " ADMIN geometry \\\n", "3 Bolivia POLYGON ((-7737827.685 -1979875.500, -7737828.... \n", "\n", " centroid \n", "3 POINT (-7200010.945 -1894653.148) " ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gt_polygons.query('ADMIN == \"Bolivia\"')" ] }, { "cell_type": "code", "execution_count": 11, "id": "adjustable-mason", "metadata": { "caption": "Plotting Bolivia based on a query.", "tags": [] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "gt_polygons.query('ADMIN == \"Bolivia\"').plot();" ] }, { "cell_type": "markdown", "id": "dressed-underwear", "metadata": {}, "source": [ "while Indonesia is a `MultiPolygon` containing many `Polygons` for each individual island in the country:" ] }, { "cell_type": "code", "execution_count": 12, "id": "published-threshold", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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ADMINgeometrycentroid
0IndonesiaMULTIPOLYGON (((13102705.696 463877.598, 13102...POINT (13055431.810 -248921.141)
\n", "
" ], "text/plain": [ " ADMIN geometry \\\n", "0 Indonesia MULTIPOLYGON (((13102705.696 463877.598, 13102... \n", "\n", " centroid \n", "0 POINT (13055431.810 -248921.141) " ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gt_polygons.query('ADMIN == \"Indonesia\"')" ] }, { "cell_type": "code", "execution_count": 13, "id": "weighted-mixture", "metadata": { "caption": "Plotting Indonesia via a query.", "tags": [] }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "gt_polygons.query('ADMIN == \"Indonesia\"').plot();" ] }, { "cell_type": "markdown", "id": "intelligent-attraction", "metadata": {}, "source": [ "In many cases, geographic tables will have geometries of a single type; records will *all* be `Point` or `LineString`, for instance. However, there is no formal requirement that a *geographic table* has geometries that all have the same type. \n", "\n", "Throughout this book, we will use geographic tables extensively, storing polygons, but also points and lines. We will explore lines a bit more in the second part of this chapter but, for now, let us stop on points for a second. As mentioned above, these are the simplest type of feature in that they do not have any dimension, only a pair of coordinates attached to them. This means that points can sometimes be stored in a non-geographic table, simply using one column for each coordinate. We find an example of this on the Tokyo dataset we will use more later. The data is stored as a comma-separated value table, or `.csv`:" ] }, { "cell_type": "code", "execution_count": 14, "id": "academic-upper", "metadata": {}, "outputs": [], "source": [ "gt_points = pandas.read_csv(\"../data/tokyo/tokyo_clean.csv\")" ] }, { "cell_type": "markdown", "id": "empty-channels", "metadata": {}, "source": [ "Since we have read it with `pandas`, the table is loaded as a `DataFrame`, with no explicit spatial dimension:" ] }, { "cell_type": "code", "execution_count": 15, "id": "persistent-membrane", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "pandas.core.frame.DataFrame" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "type(gt_points)" ] }, { "cell_type": "markdown", "id": "native-practitioner", "metadata": {}, "source": [ "If we inspect the table, we find there is not a `geometry` column:" ] }, { "cell_type": "code", "execution_count": 16, "id": "alone-eleven", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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18819274@N04139.76652135.7090952007-02-10 16:08:40.0http://www.flickr.com/photos/8819274@N04/26503...1.555874e+074.260667e+06
262068690@N00139.76563235.6944822008-12-21 15:45:31.0http://www.flickr.com/photos/62068690@N00/3125...1.555864e+074.258664e+06
349503094041@N01139.78439135.5485892011-11-11 05:48:54.0http://www.flickr.com/photos/49503094041@N01/6...1.556073e+074.238684e+06
440443199@N00139.76875335.6715212006-04-06 16:42:49.0http://www.flickr.com/photos/40443199@N00/2482...1.555899e+074.255517e+06
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" ], "text/plain": [ " user_id longitude latitude date_taken \\\n", "0 10727420@N00 139.700499 35.674000 2010-04-09 17:26:25.0 \n", "1 8819274@N04 139.766521 35.709095 2007-02-10 16:08:40.0 \n", "2 62068690@N00 139.765632 35.694482 2008-12-21 15:45:31.0 \n", "3 49503094041@N01 139.784391 35.548589 2011-11-11 05:48:54.0 \n", "4 40443199@N00 139.768753 35.671521 2006-04-06 16:42:49.0 \n", "\n", " photo/video_page_url x \\\n", "0 http://www.flickr.com/photos/10727420@N00/4545... 1.555139e+07 \n", "1 http://www.flickr.com/photos/8819274@N04/26503... 1.555874e+07 \n", "2 http://www.flickr.com/photos/62068690@N00/3125... 1.555864e+07 \n", "3 http://www.flickr.com/photos/49503094041@N01/6... 1.556073e+07 \n", "4 http://www.flickr.com/photos/40443199@N00/2482... 1.555899e+07 \n", "\n", " y \n", "0 4.255856e+06 \n", "1 4.260667e+06 \n", "2 4.258664e+06 \n", "3 4.238684e+06 \n", "4 4.255517e+06 " ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gt_points.head()" ] }, { "cell_type": "markdown", "id": "variable-seller", "metadata": {}, "source": [ "Many point datasets are provided in this format. To make the most of them, it is convenient to convert them into `GeoDataFrame` tables. There are two steps involved in this process. First, we turn the raw coordinates into geometries:" ] }, { "cell_type": "code", "execution_count": 17, "id": "gothic-insulin", "metadata": {}, "outputs": [], "source": [ "pt_geoms = geopandas.points_from_xy(\n", " x=gt_points[\"longitude\"],\n", " y=gt_points[\"latitude\"],\n", " # x,y are Earth longitude & latitude\n", " crs=\"EPSG:4326\",\n", ")" ] }, { "cell_type": "markdown", "id": "forty-louisville", "metadata": {}, "source": [ "Second, we create a `GeoDataFrame` object using these geometries:" ] }, { "cell_type": "code", "execution_count": 18, "id": "temporal-nepal", "metadata": {}, "outputs": [], "source": [ "gt_points = geopandas.GeoDataFrame(gt_points, geometry=pt_geoms)" ] }, { "cell_type": "markdown", "id": "powerful-terrain", "metadata": {}, "source": [ "And now `gt_points` looks and feels exactly like the one of countries we have seen before, with the difference the `geometry` column stores `POINT` geometries:" ] }, { "cell_type": "code", "execution_count": 19, "id": "optical-tamil", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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user_idlongitudelatitudedate_takenphoto/video_page_urlxygeometry
010727420@N00139.70049935.6740002010-04-09 17:26:25.0http://www.flickr.com/photos/10727420@N00/4545...1.555139e+074.255856e+06POINT (139.70050 35.67400)
18819274@N04139.76652135.7090952007-02-10 16:08:40.0http://www.flickr.com/photos/8819274@N04/26503...1.555874e+074.260667e+06POINT (139.76652 35.70909)
262068690@N00139.76563235.6944822008-12-21 15:45:31.0http://www.flickr.com/photos/62068690@N00/3125...1.555864e+074.258664e+06POINT (139.76563 35.69448)
349503094041@N01139.78439135.5485892011-11-11 05:48:54.0http://www.flickr.com/photos/49503094041@N01/6...1.556073e+074.238684e+06POINT (139.78439 35.54859)
440443199@N00139.76875335.6715212006-04-06 16:42:49.0http://www.flickr.com/photos/40443199@N00/2482...1.555899e+074.255517e+06POINT (139.76875 35.67152)
\n", "
" ], "text/plain": [ " user_id longitude latitude date_taken \\\n", "0 10727420@N00 139.700499 35.674000 2010-04-09 17:26:25.0 \n", "1 8819274@N04 139.766521 35.709095 2007-02-10 16:08:40.0 \n", "2 62068690@N00 139.765632 35.694482 2008-12-21 15:45:31.0 \n", "3 49503094041@N01 139.784391 35.548589 2011-11-11 05:48:54.0 \n", "4 40443199@N00 139.768753 35.671521 2006-04-06 16:42:49.0 \n", "\n", " photo/video_page_url x \\\n", "0 http://www.flickr.com/photos/10727420@N00/4545... 1.555139e+07 \n", "1 http://www.flickr.com/photos/8819274@N04/26503... 1.555874e+07 \n", "2 http://www.flickr.com/photos/62068690@N00/3125... 1.555864e+07 \n", "3 http://www.flickr.com/photos/49503094041@N01/6... 1.556073e+07 \n", "4 http://www.flickr.com/photos/40443199@N00/2482... 1.555899e+07 \n", "\n", " y geometry \n", "0 4.255856e+06 POINT (139.70050 35.67400) \n", "1 4.260667e+06 POINT (139.76652 35.70909) \n", "2 4.258664e+06 POINT (139.76563 35.69448) \n", "3 4.238684e+06 POINT (139.78439 35.54859) \n", "4 4.255517e+06 POINT (139.76875 35.67152) " ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gt_points.head()" ] }, { "cell_type": "markdown", "id": "level-conjunction", "metadata": {}, "source": [ "### Surfaces\n", "\n", "Surfaces are used to record data from a field data model. In theory, a field is a continuous surface and thus has an infinite number of locations at which it could be measured. In reality however, fields are measured at a finite sample of locations that, to provide a sense of continuity and better conform with the field model, are uniformly structured across space. Surfaces thus are represented as grids where each cell contains a sample. A grid can also be thought of as a table with rows and columns but, as we discussed in the previous chapter, both of them are directly tied to geographic location. This is in sharp contrast with geographic tables, where geography is confined to a single column.\n", "\n", "To explore how Python represents surfaces, we will use an extract for the Brazilian city of Sao Paulo of a [global population dataset](../data/ghsl/build_ghsl_extract). This dataset records population counts in cells of the same dimensions uniformly covering the surface of the Earth. Our extract is available as a GeoTIF file, a variation of the TIF image format that includes geographic information. We can use the `open_rasterio()` method from the `xarray` package to read in the GeoTIF:" ] }, { "cell_type": "code", "execution_count": 20, "id": "eligible-broad", "metadata": {}, "outputs": [], "source": [ "pop = xarray.open_rasterio(\"../data/ghsl/ghsl_sao_paulo.tif\")" ] }, { "cell_type": "markdown", "id": "union-sodium", "metadata": {}, "source": [ "This reads the data into a `DataArray` object:" ] }, { "cell_type": "code", "execution_count": 21, "id": "funky-testing", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "xarray.core.dataarray.DataArray" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "type(pop)" ] }, { "cell_type": "markdown", "id": "starting-beijing", "metadata": {}, "source": [ "`xarray` is a package to work with multi-dimensional labeled arrays. Let's unpack this: we can use arrays of not only two dimensions as in a table with rows and columns, but with an arbitrary number of them; each of these dimensions are \"tracked\" by an index that makes it easy and efficient to manipulate. In `xarray`, these indices are called coordinates, and they can be retrieved from our `DataArray` through the `coords` attribute:" ] }, { "cell_type": "code", "execution_count": 22, "id": "stupid-roommate", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Coordinates:\n", " * band (band) int64 1\n", " * y (y) float64 -2.822e+06 -2.822e+06 ... -2.926e+06 -2.926e+06\n", " * x (x) float64 -4.482e+06 -4.482e+06 ... -4.365e+06 -4.365e+06" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pop.coords" ] }, { "cell_type": "markdown", "id": "material-welsh", "metadata": {}, "source": [ "Interestingly, our surface has *three* dimensions: `x`, `y`, and `band`. The former two track the latitude and longitude that each cell in our population grid covers. The third one has a single value (1) and, in this context, it is not very useful. But it is easy to imagine contexts where a third dimension would be useful. For example, an optical color image may have three bands: red, blue, and green. More powerful sensors may pick up additional bands, such as near infrared (NIR) or even radio bands. Or, a surface measured over time, like the geocubes that we discussed in Chapter 2, will have bands for each point in time at which the field is measured. A geographic surface will thus have two dimensions recording the location of cells (`x` and `y`), and at least one `band` that records other dimensions pertaining to our data.\n", "\n", "An `xarray.DataArray` object contains additional information about the values stored under the `attrs` attribute:" ] }, { "cell_type": "code", "execution_count": 23, "id": "numerical-villa", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'transform': (250.0, 0.0, -4482000.0, 0.0, -250.0, -2822000.0),\n", " 'crs': '+proj=moll +lon_0=0 +x_0=0 +y_0=0 +datum=WGS84 +units=m +no_defs=True',\n", " 'res': (250.0, 250.0),\n", " 'is_tiled': 0,\n", " 'nodatavals': (-200.0,),\n", " 'scales': (1.0,),\n", " 'offsets': (0.0,),\n", " 'AREA_OR_POINT': 'Area',\n", " 'grid_mapping': 'spatial_ref'}" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pop.attrs" ] }, { "cell_type": "markdown", "id": "third-imaging", "metadata": {}, "source": [ "In this case, we can see this includes information required to convert pixels in the array into locations on the Earth surface (e.g., `transform`, and `crs`), the spatial resolution (250 meters by 250 meters), and other metadata that allows us to better understand where the data comes from and how it is stored.\n", "\n", "Thus, our `DataArray` has three dimensions:" ] }, { "cell_type": "code", "execution_count": 24, "id": "voluntary-holiday", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(1, 416, 468)" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pop.shape" ] }, { "cell_type": "markdown", "id": "increasing-planet", "metadata": {}, "source": [ "A common operation will be to reduce this to only the two geographic ones. We can do this with the `sel` operator, which allows us to select data by the value of their coordinates:" ] }, { "cell_type": "code", "execution_count": 25, "id": "honey-evanescence", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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<xarray.DataArray (y: 416, x: 468)>\n",
       "[194688 values with dtype=float32]\n",
       "Coordinates:\n",
       "    band     int64 1\n",
       "  * y        (y) float64 -2.822e+06 -2.822e+06 ... -2.926e+06 -2.926e+06\n",
       "  * x        (x) float64 -4.482e+06 -4.482e+06 ... -4.365e+06 -4.365e+06\n",
       "Attributes:\n",
       "    transform:      (250.0, 0.0, -4482000.0, 0.0, -250.0, -2822000.0)\n",
       "    crs:            +proj=moll +lon_0=0 +x_0=0 +y_0=0 +datum=WGS84 +units=m +...\n",
       "    res:            (250.0, 250.0)\n",
       "    is_tiled:       0\n",
       "    nodatavals:     (-200.0,)\n",
       "    scales:         (1.0,)\n",
       "    offsets:        (0.0,)\n",
       "    AREA_OR_POINT:  Area\n",
       "    grid_mapping:   spatial_ref
" ], "text/plain": [ "\n", "[194688 values with dtype=float32]\n", "Coordinates:\n", " band int64 1\n", " * y (y) float64 -2.822e+06 -2.822e+06 ... -2.926e+06 -2.926e+06\n", " * x (x) float64 -4.482e+06 -4.482e+06 ... -4.365e+06 -4.365e+06\n", "Attributes:\n", " transform: (250.0, 0.0, -4482000.0, 0.0, -250.0, -2822000.0)\n", " crs: +proj=moll +lon_0=0 +x_0=0 +y_0=0 +datum=WGS84 +units=m +...\n", " res: (250.0, 250.0)\n", " is_tiled: 0\n", " nodatavals: (-200.0,)\n", " scales: (1.0,)\n", " offsets: (0.0,)\n", " AREA_OR_POINT: Area\n", " grid_mapping: spatial_ref" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pop.sel(band=1)" ] }, { "cell_type": "markdown", "id": "behavioral-finish", "metadata": {}, "source": [ "The resulting object is thus a two-dimensional array. Similar to geographic tables, we can quickly plot the values in our dataset:" ] }, { "cell_type": "code", "execution_count": 26, "id": "collective-album", "metadata": { "caption": "Population surface of Sao Paulo, Brazil", "tags": [] }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "pop.sel(band=1).plot();" ] }, { "cell_type": "markdown", "id": "realistic-washer", "metadata": {}, "source": [ "This gives us a first overview of the distribution of population in the Sao Paulo region. However, if we inspect the map further, we can see that the map includes negative counts! How could this be? As it turns out, missing data are traditionally stored in surfaces not as a class of its own (e.g., `NaN`) but with an impossible value. If we return to the `attrs` printout above, we can see how the `nodatavals` attribute specifies missing data recorded with -200. With that in mind, we can use the `where()` method to select only values that are *not* -200:" ] }, { "cell_type": "code", "execution_count": 27, "id": "facial-romance", "metadata": { "caption": "Population surface of Sao Paulo, Brazil omitting NAN values.", "tags": [] }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "pop.where(pop != -200).sel(band=1).plot(cmap=\"RdPu\");" ] }, { "cell_type": "markdown", "id": "internal-genealogy", "metadata": {}, "source": [ "The colorbar now looks more sensible, and indicates *real* counts, rather than including the missing data placeholder values.\n", "\n", "### Spatial graphs\n", "\n", "Spatial graphs store connections between objects through space. These connections may derive from geographical topology (e.g., contiguity), distance, or more sophisticated dimensions such as interaction flows (e.g., commuting, trade, communication). Compared to geographic tables and surfaces, spatial graphs are rather different. First, in most cases they do not record measurements about a given phenomena, but instead focus on *connections*, on storing relationships between objects as they are facilitated (or impeded in their absence) by space. Second, because of this relational nature, the data are organized in a more unstructured fashion: while one sample may be connected to only one other sample, another one can display several links. This in stark contrast to geographic tables and surfaces, both of which have a clearly defined structure, shape and dimensionality in which data are organized. \n", "\n", "These particularities translate into a different set of Python data structures. Unlike the previous data structures we have seen, there are quite a few data structures to represent spatial graphs, each optimized for different contexts. One such case is the use of spatial connections in statistical methods such as exploratory data analysis or regression. For this, the most common data structure are spatial weights matrices, to which we devote the next chapter. \n", "\n", "In this chapter, we briefly review a different way of representing spatial graphs that is much closer to the mathematical concept of a graph. A graph is composed of *nodes* that are linked together by *edges*. In a spatial network, *nodes* may represent geographical places, and thus have a specific location; likewise, *edges* may represent geographical paths between these places. Networks require both *nodes* and *edges* to analyze their structure. \n", "\n", "For illustration, we will rely on the `osmnx` library, which can query data from OpenStreetMap. For example, we extract the street-based graph of Yoyogi Park, near our earlier data from Tokyo:" ] }, { "cell_type": "code", "execution_count": 28, "id": "false-imperial", "metadata": {}, "outputs": [], "source": [ "graph = osmnx.graph_from_place(\"Yoyogi Park, Shibuya, Tokyo, Japan\")" ] }, { "cell_type": "code", "execution_count": 29, "id": "surprising-pontiac", "metadata": { "tags": [ "remove-cell" ] }, "outputs": [], "source": [ "osmnx.save_graphml(graph, \"../data/cache/yoyogi_park_graph.graphml\")" ] }, { "cell_type": "markdown", "id": "organized-prefix", "metadata": {}, "source": [ "The code snippet above sends the query to the OpenStreetMap server to fetch the data. Note that the cell above _requires_ internet connectivity to work. If you are working on the book _without_ connectivity, a cached version of the graph is available on the data folder and can be read as:" ] }, { "cell_type": "code", "execution_count": 30, "id": "egyptian-handbook", "metadata": {}, "outputs": [], "source": [ "graph = osmnx.load_graphml(\"../data/cache/yoyogi_park_graph.graphml\")" ] }, { "cell_type": "markdown", "id": "neutral-transport", "metadata": {}, "source": [ "Once the data is returned to `osmnx`, it gets processed into the `graph` Python representation:" ] }, { "cell_type": "code", "execution_count": 31, "id": "prostate-traffic", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "networkx.classes.multidigraph.MultiDiGraph" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "type(graph)" ] }, { "cell_type": "markdown", "id": "going-differential", "metadata": {}, "source": [ "We can have a quick inspection of the structure of the graph with the `plot_graph` method:" ] }, { "cell_type": "code", "execution_count": 32, "id": "tough-arrow", "metadata": { "caption": "OSMNX graph for a street network.", "tags": [] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "osmnx.plot_graph(graph);" ] }, { "cell_type": "markdown", "id": "modern-antarctica", "metadata": {}, "source": [ "The resultant `graph` object is actually a `MultiDiGraph` from `networkx`, a graph library written in Python. The graph here is stored as a collection of 106 nodes (street intersections):" ] }, { "cell_type": "code", "execution_count": 33, "id": "afraid-diesel", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "106" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(graph.nodes)" ] }, { "cell_type": "markdown", "id": "minus-seller", "metadata": {}, "source": [ "and 287 edges (streets) that connect them:" ] }, { "cell_type": "code", "execution_count": 34, "id": "overhead-project", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "287" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(graph.edges)" ] }, { "cell_type": "markdown", "id": "sublime-orlando", "metadata": {}, "source": [ "Each of these elements can be queried to obtain more information such as the location and ID of a node:" ] }, { "cell_type": "code", "execution_count": 35, "id": "distant-globe", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'y': 35.6711267, 'x': 139.6925951, 'street_count': 4}" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "graph.nodes[1520546819]" ] }, { "cell_type": "markdown", "id": "muslim-highlight", "metadata": {}, "source": [ "The characteristics of an edge:" ] }, { "cell_type": "code", "execution_count": 36, "id": "suspended-allocation", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'osmid': 138670840,\n", " 'highway': 'footway',\n", " 'oneway': False,\n", " 'length': 59.113,\n", " 'geometry': }" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "graph.edges[(1520546819, 3010293622, 0)]" ] }, { "cell_type": "markdown", "id": "sophisticated-harassment", "metadata": {}, "source": [ "Or how the different components of the graph relate to each other. For example, what other nodes are directly connected to node `1520546819`?" ] }, { "cell_type": "code", "execution_count": 37, "id": "invalid-writing", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[3010293622, 5764960322, 1913626649, 1520546959]" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "list(graph.adj[1520546819].keys())" ] }, { "cell_type": "markdown", "id": "60bf2c1d-6732-4b71-a6c4-da7957f0505f", "metadata": {}, "source": [ "Thus, networks are easy to represent in Python, and are one of the three main data structures in geographic data science. \n", "\n" ] }, { "cell_type": "markdown", "id": "c8fb48a8-e229-4ca1-a7c0-c2c239e9842f", "metadata": {}, "source": [ "## Hybrids\n", "\n", "We have just seen how geographic tables, surfaces, and networks map onto `GeoDataFrame`, `DataArray` and `Graph` objects in Python, respectively. These represent the conventional pairings that align data models to data structures with Python representations. However, while the conventional pairings are well-used, there are others in active use and many more to yet be developed. Interestingly, many new pairings are driven by new developments in technology, enabling approaches that were not possible in the past or creating situations (e.g., large datasets) that make the conventional approach limiting. Therefore, in this second section of the chapter, we step a bit \"out of the box\" to explore cases in which it may make sense to represent a dataset with a data structure that might not be the most obvious initial choice. \n" ] }, { "cell_type": "markdown", "id": "d5180096-8705-4975-98bc-2785f47ba53b", "metadata": {}, "source": [ "### Surfaces as tables\n", "\n", "The first case we explore is treating surfaces as (geo-)tables. In this context, we shift from an approach where each dimension has a clear mapping to a spatial or temporal aspect of the dataset, to one where each sample, cell of the surface/cube is represented as a row in a table. This approach runs contrary to the general consensus that fields are best represented as surfaces or rasters because that allows us to index space and time \"by default\" based on the location of values within the data structure. Shifting to a tabular structure implies either losing that space-time reference, or having to build it manually with auxiliary objects (e.g., a spatial graph). In almost any case, operating on this format is less efficient than it *could* be if we had bespoke algorithms built around surface structures. Finally, from a more conceptual point of view, treating pixels as independent realizations of a process that we *know* is continuous can be computationally inefficient and statistically flawed. \n", "\n", "This perspective however also involves important benefits. First, sometimes we *don't* need location for our particular application. Maybe we are interested in calculating overall descriptive statistics; or maybe we need to run an analysis that is entirely atomic in the sense that it operates on each sample in isolation from all the other ones. Second, by \"going tabular\" we recast our specialized, spatial data into the most common data structure available, for which a large amount of commodity technology is built. This means many new tools can be used for analysis. So called \"big data\" technologies, such as distributed systems, are much more common, robust, and tested for tabular data than for spatial surfaces. *If* we can translate our spatial challenge into a tabular challenge, we can immediately plug in technology that is more optimized and, in some cases, reliable. Further, some analytic toolboxes common in (geographic) data science are entirely built around tabular structures. Machine learning packages such as `scikit-learn`, or some spatial analytics (such as most methods in the Pysal family of packages) are designed around this data structure. Converting our surfaces into tables thus allows us to plug into a much wider suite of (potentially) efficient tools and techniques.\n", "\n", "We will see two ways of going from surfaces to tables: one converts every pixel into a table row, and another that aggregates pixels into predetermined polygons." ] }, { "cell_type": "markdown", "id": "sharp-lunch", "metadata": {}, "source": [ "#### One pixel at a time\n", "\n", "Technically, going from surface to table involves traversing from `xarray` to `pandas` objects. This is actually a well established bridge. To illustrate it with an example, let's revisit the population counts in [Sao Paulo](../data/ghsl/build_ghsl_extract) used earlier. We can read the surface into a `DataArray` object with the `open_rasterio()` method:" ] }, { "cell_type": "code", "execution_count": 38, "id": "sunset-charger", "metadata": {}, "outputs": [], "source": [ "surface = xarray.open_rasterio(\"../data/ghsl/ghsl_sao_paulo.tif\")" ] }, { "cell_type": "markdown", "id": "brilliant-burton", "metadata": {}, "source": [ "Transferring to a table is as simple as calling the `DataArray`'s `to_series()` method:" ] }, { "cell_type": "code", "execution_count": 39, "id": "satisfied-somalia", "metadata": {}, "outputs": [], "source": [ "t_surface = surface.to_series()" ] }, { "cell_type": "markdown", "id": "armed-rebate", "metadata": {}, "source": [ "The resulting object is a `pandas.Series` object indexed on each of the dimensions of the original `DataArray`:" ] }, { "cell_type": "code", "execution_count": 40, "id": "direct-tracker", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "band y x \n", "1 -2822125.0 -4481875.0 -200.0\n", " -4481625.0 -200.0\n", " -4481375.0 -200.0\n", " -4481125.0 -200.0\n", " -4480875.0 -200.0\n", "dtype: float32" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" } ], "source": [ "t_surface.head()" ] }, { "cell_type": "markdown", "id": "increased-possibility", "metadata": {}, "source": [ "At this point, everything we know about `pandas` and tabular data applies! For example, it might be more convenient to express it as a `DataFrame`:" ] }, { "cell_type": "code", "execution_count": 41, "id": "brutal-seattle", "metadata": {}, "outputs": [], "source": [ "t_surface = t_surface.reset_index().rename(columns={0: \"Value\"})" ] }, { "cell_type": "markdown", "id": "close-breathing", "metadata": {}, "source": [ "With the power of a tabular library, some queries and filter operations become much easier. For example, finding cells with more than 1,000 people can be done with the usual `query()` method.[^xarray-query]" ] }, { "cell_type": "code", "execution_count": 42, "id": "leading-jenny", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Int64Index: 7734 entries, 3785 to 181296\n", "Data columns (total 4 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 band 7734 non-null int64 \n", " 1 y 7734 non-null float64\n", " 2 x 7734 non-null float64\n", " 3 Value 7734 non-null float32\n", "dtypes: float32(1), float64(2), int64(1)\n", "memory usage: 271.9 KB\n" ] } ], "source": [ "t_surface.query(\"Value > 1000\").info()" ] }, { "cell_type": "markdown", "id": "nonprofit-friend", "metadata": {}, "source": [ "The table we have built has no geometries associated with it, only rows representing pixels. It takes a bit more effort, but it is possible to convert it, or a subset of it, into a fully-fledged geographic table, where each pixel includes the grid geometry it represents. For this task, we develop a function that takes a row from our table and the resolution of the surface, and returns its geometry:" ] }, { "cell_type": "code", "execution_count": 43, "id": "stuck-harmony", "metadata": {}, "outputs": [], "source": [ "def row2cell(row, res_xy):\n", " res_x, res_y = res_xy # Extract resolution for each dimension\n", " # XY Coordinates are centered on the pixel\n", " minX = row[\"x\"] - (res_x / 2)\n", " maxX = row[\"x\"] + (res_x / 2)\n", " minY = row[\"y\"] + (res_y / 2)\n", " maxY = row[\"y\"] - (res_y / 2)\n", " poly = geometry.box(\n", " minX, minY, maxX, maxY\n", " ) # Build squared polygon\n", " return poly" ] }, { "cell_type": "markdown", "id": "facial-kansas", "metadata": {}, "source": [ "For example:" ] }, { "cell_type": "code", "execution_count": 44, "id": "sized-foster", "metadata": {}, "outputs": [ { "data": { "image/svg+xml": [ "" ], "text/plain": [ "" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" } ], "source": [ "row2cell(t_surface.loc[0, :], surface.attrs[\"res\"])" ] }, { "cell_type": "markdown", "id": "abstract-astronomy", "metadata": {}, "source": [ "One of the benefits of this approach is we do not require entirely filled surfaces and can only record pixels where we have data. For the example above or cells with more than 1,000 people, we could create the associated geo-table as follows:" ] }, { "cell_type": "code", "execution_count": 45, "id": "b9be0ddb-fa59-41e7-8344-7a4fd2025c13", "metadata": {}, "outputs": [], "source": [ "max_polys = (\n", " t_surface.query(\n", " \"Value > 1000\"\n", " ) # Keep only cells with more than 1k people\n", " .apply( # Build polygons for selected cells\n", " row2cell, res_xy=surface.attrs[\"res\"], axis=1\n", " )\n", " .pipe( # Pipe result from apply to convert into a GeoSeries\n", " geopandas.GeoSeries, crs=surface.attrs[\"crs\"]\n", " )\n", ")" ] }, { "cell_type": "markdown", "id": "standing-smith", "metadata": {}, "source": [ "And generate a map with the same tooling that we use for any standard geo-table:" ] }, { "cell_type": "code", "execution_count": 46, "id": "adapted-luxembourg", "metadata": { "caption": "Combining points with Contextily.", "tags": [] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot polygons\n", "ax = max_polys.plot(edgecolor=\"red\", figsize=(9, 9))\n", "# Add basemap\n", "cx.add_basemap(\n", " ax, crs=surface.attrs[\"crs\"], source=cx.providers.CartoDB.Voyager\n", ");" ] }, { "cell_type": "markdown", "id": "stuck-integral", "metadata": {}, "source": [ "Finally, once we have operated on the data as a table, we may want to return to a surface-like data structure. This involves taking the same journey in the opposite direction as how we started. The sister method of `to_series` in `xarray` is `from_series`:" ] }, { "cell_type": "code", "execution_count": 47, "id": "valid-aircraft", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
<xarray.DataArray 'Value' (band: 1, y: 416, x: 468)>\n",
       "array([[[-200., -200., -200., ..., -200., -200., -200.],\n",
       "        [-200., -200., -200., ..., -200., -200., -200.],\n",
       "        [-200., -200., -200., ..., -200., -200., -200.],\n",
       "        ...,\n",
       "        [-200., -200., -200., ..., -200., -200., -200.],\n",
       "        [-200., -200., -200., ..., -200., -200., -200.],\n",
       "        [-200., -200., -200., ..., -200., -200., -200.]]], dtype=float32)\n",
       "Coordinates:\n",
       "  * band     (band) int64 1\n",
       "  * y        (y) float64 -2.926e+06 -2.926e+06 ... -2.822e+06 -2.822e+06\n",
       "  * x        (x) float64 -4.482e+06 -4.482e+06 ... -4.365e+06 -4.365e+06
" ], "text/plain": [ "\n", "array([[[-200., -200., -200., ..., -200., -200., -200.],\n", " [-200., -200., -200., ..., -200., -200., -200.],\n", " [-200., -200., -200., ..., -200., -200., -200.],\n", " ...,\n", " [-200., -200., -200., ..., -200., -200., -200.],\n", " [-200., -200., -200., ..., -200., -200., -200.],\n", " [-200., -200., -200., ..., -200., -200., -200.]]], dtype=float32)\n", "Coordinates:\n", " * band (band) int64 1\n", " * y (y) float64 -2.926e+06 -2.926e+06 ... -2.822e+06 -2.822e+06\n", " * x (x) float64 -4.482e+06 -4.482e+06 ... -4.365e+06 -4.365e+06" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" } ], "source": [ "new_da = xarray.DataArray.from_series(\n", " t_surface.set_index([\"band\", \"y\", \"x\"])[\"Value\"]\n", ")\n", "new_da" ] }, { "cell_type": "markdown", "id": "social-farmer", "metadata": {}, "source": [ "#### Pixels to polygons\n", "\n", "A second use case involves moving surfaces directly into geographic tables by aggregating pixels into pre-specified geometries. For this illustration, we will use the [DEM](../data/nasadem/build_nasadem_sd) surface containing elevation for the San Diego (US) region, and the set of [Census tracts](../data/sandiego/sandiego_tracts_cleaning). For an example, we will investigate the average altitude of each neighborhood.\n", "\n", "Let's start by reading the data. First, the elevation model:" ] }, { "cell_type": "code", "execution_count": 48, "id": "strong-auditor", "metadata": { "caption": "Digital Elevation Model as a raster.", "tags": [] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "dem = xarray.open_rasterio(\"../data/nasadem/nasadem_sd.tif\").sel(\n", " band=1\n", ")\n", "dem.where(dem > 0).plot.imshow();" ] }, { "cell_type": "markdown", "id": "complete-budapest", "metadata": {}, "source": [ "And the neighborhood areas (tracts) from the Census:" ] }, { "cell_type": "code", "execution_count": 49, "id": "plastic-pilot", "metadata": { "caption": "San Diego California Census Tracts.", "tags": [] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sd_tracts = geopandas.read_file(\n", " \"../data/sandiego/sandiego_tracts.gpkg\"\n", ")\n", "sd_tracts.plot();" ] }, { "cell_type": "markdown", "id": "applied-style", "metadata": {}, "source": [ "There are several approaches to compute the average altitude of each neighborhood. We will use `rioxarray`to clip parts of the surface *within* a given set of geometries. By this, we mean that we will cut out the part of the raster that falls within each geometry, and then we can summarize the values in that sub-raster. This is sometimes called computing a \"zonal statistic\" from a raster, where the \"zone\" is the geometry.\n", "\n", "Since this is somewhat complicated, we will start with a single polygon. For the illustration, we will use the largest one, located on the eastern side of San Diego. We can find the ID of the polygon with:" ] }, { "cell_type": "code", "execution_count": 50, "id": "realistic-badge", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "627" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" } ], "source": [ "largest_tract_id = sd_tracts.query(\n", " f\"area_sqm == {sd_tracts['area_sqm'].max()}\"\n", ").index[0]\n", "\n", "largest_tract_id" ] }, { "cell_type": "markdown", "id": "drawn-portable", "metadata": {}, "source": [ "And then pull out the polygon itself for the illustration:" ] }, { "cell_type": "code", "execution_count": 51, "id": "apart-attraction", "metadata": {}, "outputs": [], "source": [ "largest_tract = sd_tracts.loc[largest_tract_id, \"geometry\"]" ] }, { "cell_type": "markdown", "id": "derived-terror", "metadata": {}, "source": [ "Clipping the section of the surface that is within the polygon in the DEM can be achieved with the `rioxarray` extension to clip surfaces based on geometries:" ] }, { "cell_type": "code", "execution_count": 52, "id": "documentary-battlefield", "metadata": { "caption": "DEM clipped to San Diego", "tags": [] }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Clip elevation for largest tract\n", "dem_clip = dem.rio.clip(\n", " [largest_tract.__geo_interface__], crs=sd_tracts.crs\n", ")\n", "\n", "# Set up figure to display against polygon shape\n", "f, axs = plt.subplots(1, 2, figsize=(6, 3))\n", "# Display elevation of largest tract\n", "dem_clip.where(dem_clip > 0).plot(ax=axs[0], add_colorbar=True)\n", "\n", "# Display largest tract polygon\n", "sd_tracts.loc[[largest_tract_id]].plot(\n", " ax=axs[1], edgecolor=\"red\", facecolor=\"none\"\n", ")\n", "axs[1].set_axis_off()\n", "# Add basemap\n", "cx.add_basemap(\n", " axs[1], crs=sd_tracts.crs, source=cx.providers.Stamen.Terrain\n", ");" ] }, { "cell_type": "markdown", "id": "alternative-underground", "metadata": {}, "source": [ "Once we have elevation measurements for all the pixels within the tract, the average one can be calculated with `mean()`:" ] }, { "cell_type": "code", "execution_count": 53, "id": "congressional-brazilian", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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<xarray.DataArray ()>\n",
       "array(585.11375946)\n",
       "Coordinates:\n",
       "    band         int64 1\n",
       "    spatial_ref  int64 0
" ], "text/plain": [ "\n", "array(585.11375946)\n", "Coordinates:\n", " band int64 1\n", " spatial_ref int64 0" ] }, "execution_count": 53, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dem_clip.where(dem_clip > 0).mean()" ] }, { "cell_type": "markdown", "id": "given-highway", "metadata": {}, "source": [ "Now, to scale this to the entire geo-table, there are several approaches. Each has its benefits and disadvantages. We opt for applying the method above to each row of the table. We define an auxiliary function that takes a row containing one of our tracts and returns its elevation:" ] }, { "cell_type": "code", "execution_count": 54, "id": "identical-threat", "metadata": {}, "outputs": [], "source": [ "def get_mean_elevation(row, dem):\n", " # Extract geometry object\n", " geom = row[\"geometry\"].__geo_interface__\n", " # Clip the surface to extract pixels within `geom`\n", " section = dem.rio.clip([geom], crs=sd_tracts.crs)\n", " # Calculate mean elevation\n", " elevation = float(section.where(section > 0).mean())\n", " return elevation" ] }, { "cell_type": "markdown", "id": "coupled-dance", "metadata": {}, "source": [ "Applied to the same tract, it returns the same average elevation:" ] }, { "cell_type": "code", "execution_count": 55, "id": "heavy-captain", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "585.1137594576915" ] }, "execution_count": 55, "metadata": {}, "output_type": "execute_result" } ], "source": [ "get_mean_elevation(sd_tracts.loc[largest_tract_id, :], dem)" ] }, { "cell_type": "markdown", "id": "extraordinary-connecticut", "metadata": {}, "source": [ "This method can then be run on each polygon in our series using the `apply()` method:" ] }, { "cell_type": "code", "execution_count": 56, "id": "boolean-criterion", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0 7.144268\n", "1 35.648492\n", "2 53.711389\n", "3 91.358777\n", "4 187.311972\n", "dtype: float64" ] }, "execution_count": 56, "metadata": {}, "output_type": "execute_result" } ], "source": [ "elevations = sd_tracts.head().apply(\n", " get_mean_elevation, dem=dem, axis=1\n", ")\n", "elevations" ] }, { "cell_type": "markdown", "id": "molecular-dynamics", "metadata": {}, "source": [ "This simple approach illustrates the main idea well: find the cells that pertain to a given geometry and summarize their values in some manner. This can be done with any kind of geometry. Further, this simple method plays well with `xarray` surface structures and is scalable in that it is not too involved to run in parallel and distributed form using libraries like `dask`. Further, it can be extended using arbitrary Python functions, so it is simple to extend.\n", "\n", "However, this approach can be quite slow in big data. A more efficient alternative for our example uses the `rasterstats` library. This is a purpose-built library to construct so-called \"zonal statistics\" from surfaces. Here, the \"zones\" are the polygons and the \"surface\" is our `DataArray`. Generally, this library will be faster than the simpler approach used above, but may be more difficult to extend or adapt:" ] }, { "cell_type": "code", "execution_count": 57, "id": "driven-disclosure", "metadata": {}, "outputs": [], "source": [ "from rasterstats import zonal_stats\n", "\n", "elevations2 = zonal_stats(\n", " sd_tracts.to_crs(dem.rio.crs), # Geotable with zones\n", " \"../data/nasadem/nasadem_sd.tif\", # Path to surface file\n", ")\n", "elevations2 = pandas.DataFrame(elevations2)" ] }, { "cell_type": "code", "execution_count": 58, "id": "enhanced-halifax", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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minmaxmeancount
0-12.018.03.5383973594
1-2.094.035.6163955709
2-5.0121.048.74263010922
331.0149.091.3587774415
4-32.0965.0184.284941701973
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" ], "text/plain": [ " min max mean count\n", "0 -12.0 18.0 3.538397 3594\n", "1 -2.0 94.0 35.616395 5709\n", "2 -5.0 121.0 48.742630 10922\n", "3 31.0 149.0 91.358777 4415\n", "4 -32.0 965.0 184.284941 701973" ] }, "execution_count": 58, "metadata": {}, "output_type": "execute_result" } ], "source": [ "elevations2.head()" ] }, { "cell_type": "markdown", "id": "supreme-throat", "metadata": {}, "source": [ "To visualize these results, we can make an elevation map:" ] }, { "cell_type": "code", "execution_count": 59, "id": "first-profession", "metadata": { "caption": "Digital Elevation Model Estimates by Census Tract, San Diego.", "tags": [] }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Set up figure\n", "f, axs = plt.subplots(1, 3, figsize=(15, 5))\n", "\n", "# Plot elevation surface\n", "dem.where( # Keep only pixels above sea level\n", " dem\n", " > 0\n", " # Reproject to CRS of tracts\n", ").rio.reproject(\n", " sd_tracts.crs\n", " # Render surface\n", ").plot.imshow(\n", " ax=axs[0], add_colorbar=False\n", ")\n", "\n", "# Plot tract geography\n", "sd_tracts.plot(ax=axs[1])\n", "\n", "# Plot elevation on tract geography\n", "sd_tracts.assign( # Append elevation values to tracts\n", " elevation=elevations2[\"mean\"]\n", ").plot( # Plot elevation choropleth\n", " \"elevation\", ax=axs[2]\n", ");" ] }, { "cell_type": "markdown", "id": "significant-porter", "metadata": {}, "source": [ "### Tables as surfaces\n", "\n", "The case for converting tables into surfaces is perhaps less controversial than that for turning surfaces into tables. This is an approach we can take in cases where we are interested in the *overall* distribution of objects (usually points) and we have so many that it is not only technically more efficient to represent them as a surface, but conceptually it is also easier to think about the points as uneven measurements from a continuous field. To illustrate this approach, we will use the dataset of [Tokyo photographs](../data/tokyo/tokyo_cleaning) we loaded above into `gt_points`.\n", "\n", "From a purely technical perspective, for datasets with too many points, representing every point in the data on a screen can be seriously overcrowded:" ] }, { "cell_type": "code", "execution_count": 60, "id": "cordless-refrigerator", "metadata": { "caption": "Point locations of Tokyo Photographs.", "tags": [] }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "gt_points.plot();" ] }, { "cell_type": "markdown", "id": "actual-theme", "metadata": {}, "source": [ "In this figure, it is hard to tell anything about the density of points in the center of the image due to *overplotting*: while points *theoretically* have no width, they *must* have some dimension in order for us to see them! Therefore, point *markers* often plot on top of one another, obscuring the true pattern and density in dense areas. Converting the dataset from a geo-table into a surface involves laying out a grid and counting how many points fall within each cell. In one sense, this is the reverse operation to what we saw when computing zonal statistics in the previous section: instead of aggregating cells into objects, we aggregate objects into cells. Both operations, however, involve aggregation that reduces the amount of information present in order to make the (new) data more manageable. \n", "\n", "In Python, we can rely on the `datashader` library, which does all the computation in a very efficient way. This process involves two main steps. First, we set up the grid (or canvas, `cvs`) into which we want to aggregate points:" ] }, { "cell_type": "code", "execution_count": 61, "id": "whole-broad", "metadata": {}, "outputs": [], "source": [ "cvs = datashader.Canvas(plot_width=60, plot_height=60)" ] }, { "cell_type": "markdown", "id": "spectacular-recruitment", "metadata": {}, "source": [ "Then we \"transfer\" the points into the grid:" ] }, { "cell_type": "code", "execution_count": 62, "id": "contained-initial", "metadata": {}, "outputs": [], "source": [ "grid = cvs.points(gt_points, x=\"longitude\", y=\"latitude\")" ] }, { "cell_type": "markdown", "id": "banner-bridges", "metadata": {}, "source": [ "The resulting `grid` is a standard `DataArray` object that we can then manipulate as we have seen before. When plotted below, the amount of detail that the re-sampled data allows for is much greater than when the points were visualized alone. This is shown in Figure 14. " ] }, { "cell_type": "code", "execution_count": 63, "id": "filled-enclosure", "metadata": { "caption": "Point locations of Tokyo Photographs, and Point Density as a Surface.", "tags": [] }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "f, axs = plt.subplots(1, 2, figsize=(14, 6))\n", "gt_points.plot(ax=axs[0])\n", "grid.plot(ax=axs[1]);" ] }, { "cell_type": "markdown", "id": "nonprofit-radius", "metadata": {}, "source": [ "### Networks as graphs *and* tables\n", "\n", "In the previous chapter, we saw networks as data structures that store *connections* between objects. We also discussed how this broad definition includes many interpretations that focus on different aspects of the networks. While spatial analytics may use graphs to record the topology of a table of objects such as polygons; transport applications may treat the network representation of the street layout as a set of objects itself, in this case lines. In this final section we show how one can flip back and forth between one representation and another, to take advantage of different aspects.\n", "\n", "We start with the `graph` object from the [previous section](#Spatial-graphs). Remember this captures the street layout around Yoyogi park in Tokyo. We have seen how, stored under this data structure, it is easy to query which node is connected to which, and which ones are at the end of a given edge. \n", "\n", "However, in some cases, we may want to convert the graph into a structure that allows us to operate on each component of the network independently. For example, we may want to map streets, calculate segment lengths, or draw buffers around each intersection. These are all operations that do not require topological information, that are standard for geo-tables and that are irrelevant to the graph structure. In this context, it makes sense to convert our `graph` to two geo-tables, one for intersections (the graph nodes) and one for street segments (the graph edges). In `osmnx`, we can do that with the built-in converter:" ] }, { "cell_type": "code", "execution_count": 64, "id": "wireless-presentation", "metadata": {}, "outputs": [], "source": [ "gt_intersections, gt_lines = osmnx.graph_to_gdfs(graph)" ] }, { "cell_type": "markdown", "id": "synthetic-savage", "metadata": {}, "source": [ "Now each of the resulting geo-tables is a collection of geographic objects:" ] }, { "cell_type": "code", "execution_count": 65, "id": "behavioral-indicator", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " y x street_count highway \\\n", "osmid \n", "886196069 35.670087 139.694333 3 NaN \n", "886196073 35.669725 139.699508 3 NaN \n", "886196100 35.669442 139.699708 3 NaN \n", "886196106 35.670422 139.698564 4 NaN \n", "886196117 35.671256 139.697470 3 NaN \n", "\n", " geometry \n", "osmid \n", "886196069 POINT (139.69433 35.67009) \n", "886196073 POINT (139.69951 35.66972) \n", "886196100 POINT (139.69971 35.66944) \n", "886196106 POINT (139.69856 35.67042) \n", "886196117 POINT (139.69747 35.67126) " ] }, "execution_count": 65, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gt_intersections.head()" ] }, { "cell_type": "code", "execution_count": 66, "id": "impaired-attention", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "MultiIndex: 287 entries, (886196069, 1520546857, 0) to (7684088896, 3010293702, 0)\n", "Data columns (total 8 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 osmid 287 non-null object \n", " 1 highway 287 non-null object \n", " 2 oneway 287 non-null bool \n", " 3 length 287 non-null float64 \n", " 4 geometry 287 non-null geometry\n", " 5 bridge 8 non-null object \n", " 6 name 9 non-null object \n", " 7 access 2 non-null object \n", "dtypes: bool(1), float64(1), geometry(1), object(5)\n", "memory usage: 26.9+ KB\n" ] } ], "source": [ "gt_lines.info()" ] }, { "cell_type": "markdown", "id": "virtual-weather", "metadata": {}, "source": [ "If we were in the opposite situation, where we had a set of street segments and their intersections in geo-table form, we can generate the graph representation with the `graph_from_gdfs` sister method:" ] }, { "cell_type": "code", "execution_count": 67, "id": "greek-introduction", "metadata": {}, "outputs": [], "source": [ "new_graph = osmnx.graph_from_gdfs(gt_intersections, gt_lines)" ] }, { "cell_type": "markdown", "id": "potential-cleaner", "metadata": {}, "source": [ "The resulting object will behave in the same way as our original `graph`.\n", "\n", "## Conclusion\n", "\n", "In conclusion, this chapter provides an overview of the mappings between data models, presented in Chapter 2, and data structures that are common in Python. Beyond the data structures discussed here, the Python ecosystem is vast, deep, and ever-changing. Part of this is the ease with which you can create your own representations to express different aspects of a problem at hand. However, by focusing on our shared representations and the interfaces between these representations, you can generally conduct any analysis you need. By creating unique, bespoke representations, your analysis might be more efficient, but you can also inadvertently isolate it from other developers and render useful tools inoperable. Therefore, a solid understanding of the basic data structures (the `GeoDataFrame`, `DataArray`, and `Graph`) will be sufficient to support nearly any analysis you need to conduct. \n", "\n", "## Questions\n", "\n", "1. One way to convert from `Multi-`type geometries into many individual geometries is using the `explode()` method of a GeoDataFrame. Using the `explode()` method, can you find out how many islands are in Indonesia?\n", "\n", "2. Using `osmnx`, are you able to extract the street graph for your hometown?\n", "\n", "3. As you have seen with the `osmnx.graph_to_gdfs()` method, it is possible to convert a graph into the constituent nodes and edges. Graphs have many other kinds of non-geographical representations. Many of these are provided in `networkx` methods that start with `to_`. How many representations of graphs are currently supported?\n", "\n", "4. Using `networkx.to_edgelist()`, what \"extra\" information does `osmnx` include when building the dataframe for edges?\n", "\n", "5. Instead of computing the average elevation for each neighborhood in San Diego, can you answer the following queries?\n", " - What neighborhood (or neighborhoods) have the *the highest average elevation*?\n", " - What neighborhood (or neighborhoods) have *the highest point single point*?\n", " - Can you find the neighborhood (or neighborhoods) with *the largest elevation change*?\n", "\n", "[^package-v-function]: We will generally use two curved brackets (such as `method_name()`) to denote a *function*, and will omit them (such as `package`) when referring to an object or package.]\n", "[^xarray-query]: Although, if all you want to do is this type of query, `xarray` is well equipped for this kind of task too." ] } ], "metadata": { "jupytext": { "formats": "ipynb,md" }, "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 }