{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Datos Espaciales\n",
"\n",
"## Tablas geográficas\n",
"\n",
"**¿Qué son las tablas geográficas?**\n",
"- Son estructuras de datos tipo tabla (filas y columnas) donde **una columna contiene geometría**.\n",
"- Cada fila representa un **objeto geográfico** (por ejemplo, un país, cantón o punto).\n",
"- Las columnas contienen **atributos** o características de ese objeto.\n",
"\n",
"\n",
"*¿Qué significa \"una columna contiene geometría\"?*\n",
"\n",
"- En una tabla geográfica, hay una columna especial llamada `geometry`, que **almacena la forma y ubicación** del objeto en el espacio.\n",
"- Esta columna **no contiene texto ni números tradicionales**, sino **objetos geométricos** definidos según el estándar del **Open Geospatial Consortium (OGC)** conocido como *Simple Features*.\n",
"\n",
"- Tipos comunes de geometrías:\n",
" - `Point` → representa una coordenada (latitud/longitud o X/Y).\n",
" - `LineString` → una línea definida por múltiples puntos (por ejemplo, una carretera).\n",
" - `Polygon` → una superficie cerrada (por ejemplo, el contorno de un país).\n",
" - `MultiPoint`, `MultiLineString`, `MultiPolygon` → versiones compuestas de los anteriores.\n",
"\n",
"- Ejemplo de cómo se ve una geometría tipo polígono:\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"```text\n",
"POLYGON ((-79.2 -2.1, -78.5 -2.1, -78.5 -1.5, -79.2 -1.5, -79.2 -2.1))\n",
"\n",
"\n",
"**Terminología estandarizada**\n",
"- En este enfoque:\n",
" - **Feature** = columna (variable o atributo)\n",
" - **Sample** = fila (observación completa)\n",
"- Aunque en GIS “feature” puede significar entidad espacial, aquí se sigue la lógica de ciencia de datos.\n",
"\n",
"\n",
"\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Ejemplo práctico: `GeoDataFrame` en `geopandas`**"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"import geopandas as gpd\n",
"\n",
"# Leer archivo GeoPackage\n",
"uu = \"https://github.com/vmoprojs/DataLectures/raw/refs/heads/master/SpatialData/countries_clean.gpkg\"\n",
"gt_polygons = gpd.read_file(uu)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Veamos algunos datos de la tabla con `.head()`"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
ADMIN
\n",
"
geometry
\n",
"
\n",
" \n",
" \n",
"
\n",
"
0
\n",
"
Indonesia
\n",
"
MULTIPOLYGON (((1.31e+07 4.64e+05, 1.31e+07 4....
\n",
"
\n",
"
\n",
"
1
\n",
"
Malaysia
\n",
"
MULTIPOLYGON (((1.31e+07 4.64e+05, 1.31e+07 4....
\n",
"
\n",
"
\n",
"
2
\n",
"
Chile
\n",
"
MULTIPOLYGON (((-7.74e+06 -1.98e+06, -7.74e+06...
\n",
"
\n",
"
\n",
"
3
\n",
"
Bolivia
\n",
"
POLYGON ((-7.74e+06 -1.98e+06, -7.74e+06 -1.98...
\n",
"
\n",
"
\n",
"
4
\n",
"
Peru
\n",
"
MULTIPOLYGON (((-7.74e+06 -1.98e+06, -7.75e+06...
\n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" ADMIN geometry\n",
"0 Indonesia MULTIPOLYGON (((1.31e+07 4.64e+05, 1.31e+07 4....\n",
"1 Malaysia MULTIPOLYGON (((1.31e+07 4.64e+05, 1.31e+07 4....\n",
"2 Chile MULTIPOLYGON (((-7.74e+06 -1.98e+06, -7.74e+06...\n",
"3 Bolivia POLYGON ((-7.74e+06 -1.98e+06, -7.74e+06 -1.98...\n",
"4 Peru MULTIPOLYGON (((-7.74e+06 -1.98e+06, -7.75e+06..."
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"gt_polygons.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Cada fila de esta tabla representa un **país**. Para cada país se registran únicamente dos características: el **nombre administrativo** y la **geometría de su límite territorial**. El nombre del país se almacena en la columna **`ADMIN`** y está codificado como un texto utilizando el tipo **`str`** de Python. La geometría del límite se encuentra en la columna **`geometry`**, y está representada mediante una **clase especializada de Python** diseñada para manipular **objetos geométricos**.\n",
"\n",
"Al igual que en otras **estructuras de datos tabulares** en Python, tanto las **filas** como las **columnas** están **indexadas**; este índice actúa como **identificador único** y aparece resaltado en negrita en el margen izquierdo de la tabla. Esta tabla geográfica corresponde a un objeto del tipo **`geopandas.GeoDataFrame`**, ampliamente utilizado en el ecosistema Python para **representar y analizar datos espaciales**.\n",
"\n",
"Las **tablas geográficas** almacenan **información espacial** incorporándola como una **columna adicional**. Pero, ¿cómo se representa internamente esta información? Para comprenderlo mejor, podemos **examinar el tipo de objeto contenido en la primera fila** de la columna correspondiente.\n"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"shapely.geometry.multipolygon.MultiPolygon"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"type(gt_polygons.geometry[0])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"En **`geopandas`**, así como en otros paquetes dedicados a representar datos geográficos, la columna **`geometry`** posee **características especiales** que no se encuentran en columnas \"normales\", como **`ADMIN`**. \n",
"\n",
"Por ejemplo, cuando se genera una visualización del DataFrame, **la columna `geometry` se utiliza automáticamente como la base para representar las formas geográficas**, tal como se ilustra en la figura siguiente.\n"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"gt_polygons.plot();"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Modificar la **representación geométrica** de una muestra debe realizarse con precaución. Dado que la columna **`geometry`** tiene un comportamiento especial, existen funciones específicas para ajustar su contenido. \n",
"\n",
"Por ejemplo, si se desea representar cada país mediante su **centroide** —un punto que se ubica en el centro de la forma—, es fundamental asegurarse de que la nueva columna geométrica se establezca correctamente utilizando el método **`set_geometry()`**. Esto resulta especialmente útil cuando se desea trabajar con **dos representaciones geométricas distintas** de una misma muestra.\n",
"\n",
"A continuación, construiremos un mapa que muestre tanto el **límite** como el **centroide** de un país. Para calcular el centroide, se puede utilizar la propiedad **`gt_polygons.geometry.centroid`**, la cual devuelve el punto que **minimiza la distancia promedio** desde todos los demás puntos del contorno de la figura. El resultado puede almacenarse en una nueva columna, por ejemplo, denominada **`centroid`**.\n"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
"gt_polygons[\"centroid\"] = gt_polygons.geometry.centroid"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Ahora tenemos un campo adicional"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
ADMIN
\n",
"
geometry
\n",
"
centroid
\n",
"
\n",
" \n",
" \n",
"
\n",
"
0
\n",
"
Indonesia
\n",
"
MULTIPOLYGON (((1.31e+07 4.64e+05, 1.31e+07 4....
\n",
"
POINT (1.31e+07 -2.49e+05)
\n",
"
\n",
"
\n",
"
1
\n",
"
Malaysia
\n",
"
MULTIPOLYGON (((1.31e+07 4.64e+05, 1.31e+07 4....
\n",
"
POINT (1.22e+07 4.23e+05)
\n",
"
\n",
"
\n",
"
2
\n",
"
Chile
\n",
"
MULTIPOLYGON (((-7.74e+06 -1.98e+06, -7.74e+06...
\n",
"
POINT (-7.96e+06 -4.92e+06)
\n",
"
\n",
"
\n",
"
3
\n",
"
Bolivia
\n",
"
POLYGON ((-7.74e+06 -1.98e+06, -7.74e+06 -1.98...
\n",
"
POINT (-7.2e+06 -1.89e+06)
\n",
"
\n",
"
\n",
"
4
\n",
"
Peru
\n",
"
MULTIPOLYGON (((-7.74e+06 -1.98e+06, -7.75e+06...
\n",
"
POINT (-8.28e+06 -1.03e+06)
\n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" ADMIN geometry \\\n",
"0 Indonesia MULTIPOLYGON (((1.31e+07 4.64e+05, 1.31e+07 4.... \n",
"1 Malaysia MULTIPOLYGON (((1.31e+07 4.64e+05, 1.31e+07 4.... \n",
"2 Chile MULTIPOLYGON (((-7.74e+06 -1.98e+06, -7.74e+06... \n",
"3 Bolivia POLYGON ((-7.74e+06 -1.98e+06, -7.74e+06 -1.98... \n",
"4 Peru MULTIPOLYGON (((-7.74e+06 -1.98e+06, -7.75e+06... \n",
"\n",
" centroid \n",
"0 POINT (1.31e+07 -2.49e+05) \n",
"1 POINT (1.22e+07 4.23e+05) \n",
"2 POINT (-7.96e+06 -4.92e+06) \n",
"3 POINT (-7.2e+06 -1.89e+06) \n",
"4 POINT (-8.28e+06 -1.03e+06) "
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"gt_polygons.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Aunque la columna **`centroid`** contiene datos geométricos —lo cual se puede reconocer porque cada celda comienza con **`POINT`**—, **no está definida como la geometría activa** de la tabla. \n",
"\n",
"Para cambiar esto, se puede utilizar el método **`set_geometry()`**, que permite asignar una nueva columna geométrica activa dentro del objeto `GeoDataFrame`.\n",
"\n",
"Una vez realizada esta modificación, es posible **visualizar simultáneamente los centroides y los límites de cada país** al utilizar el nuevo valor de geometría establecido mediante **`set_geometry()`**.\n"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"
"
]
},
"metadata": {},
"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",
"metadata": {},
"source": [
"Una vez más, es importante notar que podemos **generar un mapa directamente** al aplicar el método **`.plot()`** sobre un objeto `GeoDataFrame`. Además, es posible **asignar colores temáticos** a cada entidad geográfica en función de los valores de una columna específica —por ejemplo, utilizando la columna **`ADMIN`**—. En todos los casos, se utiliza la **geometría activa** para la visualización.\n",
"\n",
"Como debe quedar claro hasta este punto, **casi cualquier objeto geográfico** puede ser representado mediante una o más **columnas geométricas**. Si consideramos la variedad de formas posibles, el panorama puede parecer complejo. Afortunadamente, el **Open Geospatial Consortium (OGC)** ha definido un conjunto de **tipos geométricos abstractos**, formalizados en la especificación **ISO 19125-1**, también conocida como la especificación de **\"simple features\"**.\n",
"\n",
"Esta norma establece relaciones formales entre los distintos tipos geométricos:\n",
"\n",
"- **`Point`**: ubicación puntual en dos dimensiones (x, y).\n",
"- **`LineString`**: camino formado por una secuencia de puntos conectados.\n",
"- **`Polygon`**: superficie cerrada delimitada por al menos un `LineString`.\n",
"\n",
"También existen variantes como **`MultiPoint`**, **`MultiLineString`** o **`MultiPolygon`**, que permiten representar **conjuntos de geometrías del mismo tipo**. Por ejemplo, **Bolivia** puede representarse como un único **polígono** en la columna de geometr\n"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"gt_polygons.query('ADMIN == \"Indonesia\"').plot();"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"En muchos casos, las **tablas geográficas** contienen **geometrías de un único tipo**; por ejemplo, todos los registros pueden ser del tipo **`Point`** o **`LineString`**. Sin embargo, **no existe un requisito formal** que obligue a que todas las geometrías de una tabla sean del mismo tipo.\n",
"\n",
"A lo largo de este documento utilizaremos ampliamente las **tablas geográficas**, almacenando principalmente **polígonos**, pero también **puntos** y **líneas**. Exploraremos las líneas con más detalle en la segunda parte del capítulo, pero por ahora nos detendremos brevemente en los puntos.\n",
"\n",
"Como se mencionó anteriormente, los **puntos** son el tipo de entidad más simple, ya que **no poseen dimensión**, sino únicamente un **par de coordenadas**. Por esta razón, en algunos casos, los puntos pueden almacenarse incluso en una **tabla no geográfica**, utilizando simplemente una columna para cada coordenada.\n",
"\n",
"Un ejemplo de esto se encuentra en el conjunto de datos de **Tokio**, que utilizaremos más adelante. En este caso, los datos están almacenados en un archivo de texto separado por comas, es decir, un archivo **`.csv`**.\n"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"uu = \"https://raw.githubusercontent.com/vmoprojs/DataLectures/refs/heads/master/SpatialData/tokyo_clean.csv\"\n",
"gt_points = pd.read_csv(uu)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Como lo hemos leído con `pandas`, la tabla se carga como un `DataFrame`, sin ninguna dimensión espacial explícita:"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"pandas.core.frame.DataFrame"
]
},
"execution_count": 51,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"type(gt_points)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Si inspeccionamos la tabla, encontramos que no hay una columna de `geometry`:"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {},
"outputs": [
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},
"execution_count": 54,
"metadata": {},
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}
],
"source": [
"gt_points.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Muchos conjuntos de datos basados en **puntos** se distribuyen en formato **CSV**, es decir, como tablas con columnas que contienen coordenadas. Para poder aprovechar al máximo este tipo de datos, es recomendable **convertirlos en tablas `GeoDataFrame`**.\n",
"\n",
"Este proceso implica dos pasos principales:\n",
"\n",
"1. **Transformar las coordenadas crudas en objetos geométricos**, convirtiendo los valores de latitud y longitud en puntos espaciales reconocidos por `GeoPandas`.\n"
]
},
{
"cell_type": "code",
"execution_count": 59,
"metadata": {},
"outputs": [],
"source": [
"import geopandas as gpd\n",
"pt_geoms = gpd.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",
"metadata": {},
"source": [
"2. A continuación, se crea un **objeto `GeoDataFrame`** utilizando las geometrías generadas en el paso anterior. Este objeto combina la **estructura tabular** de un `DataFrame` tradicional con una columna especial que almac\n"
]
},
{
"cell_type": "code",
"execution_count": 64,
"metadata": {},
"outputs": [],
"source": [
"gt_points = gpd.GeoDataFrame(gt_points, geometry=pt_geoms)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Ahora, el objeto **`gt_points`** se comporta de manera muy similar al que utilizamos anteriormente para representar países. La diferencia principal es que, en este caso, la **columna `geometry` almacena geometrías de tipo `POINT`**, en lugar de polígonos. Esto permite aplicar las mismas herramientas de análisis y visualización geográfica, pero sobre datos puntuales.\n"
]
},
{
"cell_type": "code",
"execution_count": 67,
"metadata": {},
"outputs": [
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]
},
"execution_count": 67,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"gt_points.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Superficies\n",
"\n",
"Las **superficies** se utilizan para representar datos según el **modelo de campo espacial**. En teoría, un campo es una superficie continua, lo que implica que podría medirse en un **número infinito de ubicaciones**. Sin embargo, en la práctica, los campos se miden en un **conjunto finito de puntos de muestreo**, distribuidos de forma **uniforme en el espacio** para mantener la continuidad del modelo.\n",
"\n",
"Estas superficies se representan mediante **rejillas o cuadrículas**, donde **cada celda contiene una observación**. Una cuadrícula puede entenderse también como una **tabla con filas y columnas**, pero —a diferencia de las tablas geográficas convencionales— **cada fila y columna está asociada directamente a una ubicación geográfica**, no a una columna específica con geometría.\n",
"\n",
"Para ilustrar cómo Python maneja estas superficies, utilizaremos un extracto de un conjunto de datos globales de población para la ciudad brasileña de **São Paulo**. Este conjunto registra el número de habitantes en **celdas de tamaño uniforme** que cubren toda la superficie terrestre. El extracto se encuentra en formato **GeoTIFF**, una variante del formato TIF que incluye información geográfica embebida.\n",
"\n",
"Podemos leer este archivo utilizando el método **`open_rasterio()`** del paquete **`rioxarray`**, que permite cargar y manipular datos espaciales en formato ráster de forma eficiente.\n"
]
},
{
"cell_type": "code",
"execution_count": 77,
"metadata": {},
"outputs": [],
"source": [
"import rioxarray as rxr\n",
"uu = \"https://github.com/vmoprojs/DataLectures/raw/refs/heads/master/SpatialData/ghsl_sao_paulo.tif\"\n",
"pop = rxr.open_rasterio(uu)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Este procedimiento carga los datos en un objeto del tipo **`DataArray`**, que es una estructura proporcionada por la librería `xarray` para trabajar con **datos multidimensionales**, comúnmente utilizada en análisis espaciales y climáticos.\n"
]
},
{
"cell_type": "code",
"execution_count": 80,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"xarray.core.dataarray.DataArray"
]
},
"execution_count": 80,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"type(pop)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"`xarray` es una biblioteca diseñada para trabajar con **arreglos multidimensionales etiquetados**. ¿Qué significa esto? A diferencia de las tablas tradicionales que tienen solo **dos dimensiones** (filas y columnas), `xarray` permite manejar estructuras con **un número arbitrario de dimensiones**, lo que resulta ideal para representar fenómenos complejos en el espacio y el tiempo.\n",
"\n",
"Cada dimensión está asociada a un **índice o coordenada**, lo que permite **acceder, filtrar y operar los datos de forma eficiente y estructurada**. En el caso de los objetos `DataArray`, estas **coordenadas** se almacenan en el atributo **`.coords`**, desde el cual pueden consultarse directamente.\n"
]
},
{
"cell_type": "code",
"execution_count": 83,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Coordinates:\n",
" * band (band) int64 1\n",
" * x (x) float64 -4.482e+06 -4.482e+06 ... -4.365e+06 -4.365e+06\n",
" * y (y) float64 -2.822e+06 -2.822e+06 ... -2.926e+06 -2.926e+06\n",
" spatial_ref int64 0"
]
},
"execution_count": 83,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pop.coords"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"De manera interesante, nuestra superficie cuenta con **tres dimensiones**: **`x`**, **`y`** y **`band`**. Las dos primeras representan la **latitud y longitud** que abarca cada celda de la cuadrícula poblacional. La tercera, **`band`**, contiene un único valor (1), por lo que en este caso **no aporta información relevante**.\n",
"\n",
"Sin embargo, es fácil imaginar **contextos donde una tercera dimensión sí resulta útil**. Por ejemplo, una imagen óptica a color puede tener **tres bandas**: **rojo**, **verde** y **azul**. Sensores más avanzados pueden capturar bandas adicionales, como el **infrarrojo cercano (NIR)** o incluso bandas de radio.\n",
"\n",
"Asimismo, si una superficie se mide a lo largo del tiempo —como los **geocubos** mencionados en el Capítulo 2—, cada **banda** podría representar un **instante temporal** distinto en el que se registró el campo. En resumen, una **superficie geográfica** suele tener **dos dimensiones espaciales (`x` e `y`)** para ubicar las celdas, y **al menos una dimensión adicional (`band`)** para registrar otras características del fenómeno observado.\n",
"\n",
"Un objeto de tipo **`xarray.DataArray`** contiene información adicional sobre los datos que almacena en el atributo **`.attrs`**. Este atributo funciona como un **diccionario de metadatos**, donde se pueden encontrar detalles relevantes sobre el origen, la unidad de medida, la resolución espacial, el sistema de coordenadas, entre otros aspectos que describen el contenido del arreglo.\n"
]
},
{
"cell_type": "code",
"execution_count": 87,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'AREA_OR_POINT': 'Area',\n",
" '_FillValue': -200.0,\n",
" 'scale_factor': 1.0,\n",
" 'add_offset': 0.0}"
]
},
"execution_count": 87,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pop.attrs"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"En este caso, el atributo **`.attrs`** incluye información clave para convertir los **píxeles del arreglo** en **ubicaciones geográficas reales** sobre la superficie terrestre. Entre estos metadatos se encuentran, por ejemplo, el **sistema de referencia espacial (`crs`)** y el **parámetro de transformación (`transform`)**.\n",
"\n",
"Además, se especifica la **resolución espacial**, que en este conjunto de datos es de **250 metros por 250 metros**. Esta información, junto con otros metadatos adicionales, nos permite **comprender mejor el origen de los datos, su estructura y cómo deben interpretarse en un contexto geográfico**.\n",
"\n",
"Por lo tanto, nuestro objeto **`DataArray`** posee **tres dimensiones**:\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 90,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(1, 416, 468)"
]
},
"execution_count": 90,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pop.shape"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Una operación común consiste en **reducir el objeto `DataArray` a solo las dos dimensiones geográficas** (`x` e `y`). Para ello, se puede utilizar el operador **`.sel`**, que permite **seleccionar datos según el valor de sus coordenadas**.\n",
"\n",
"Este método resulta útil cuando se desea trabajar únicamente con una banda específica u observar una porción del arreglo espacial en función de sus coordenadas.\n"
]
},
{
"cell_type": "code",
"execution_count": 93,
"metadata": {},
"outputs": [
{
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"pop.sel(band=1)"
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},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"El objeto resultante es, por tanto, un **arreglo bidimensional**. Al igual que ocurre con las **tablas geográficas**, podemos **visualizar rápidamente los valores** del conjunto de datos mediante un gráfico, lo que facilita la exploración visual del fenómeno representado en el espacio.\n"
]
},
{
"cell_type": "code",
"execution_count": 95,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"pop.sel(band=1).plot();"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Esta visualización nos ofrece una **primera aproximación a la distribución poblacional** en la región de **São Paulo**. Sin embargo, al inspeccionar el mapa con mayor detalle, observamos que aparecen **valores negativos en el conteo de población**, lo cual resulta sorprendente.\n",
"\n",
"¿Por qué ocurre esto? En muchos conjuntos de datos espaciales, los **valores perdidos no se representan como `NaN`**, sino mediante **valores imposibles**, como una **constante negativa**. Tal como se muestra en el atributo **`nodatavals`** del objeto, los **datos faltantes se codifican con el valor `-200`**.\n",
"\n",
"Teniendo esto en cuenta, podemos utilizar el método **`.where()`** para **filtrar únicamente los valores válidos**, es decir, aquellos distintos de `-200`, y así evitar que los datos faltantes distorsionen el análisis.\n"
]
},
{
"cell_type": "code",
"execution_count": 98,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"pop.where(pop != -200).sel(band=1).plot(cmap=\"RdPu\");"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Ahora, la **barra de colores** tiene un aspecto mucho más coherente, ya que **refleja únicamente los valores reales de población**, sin incluir los valores reservados para datos faltantes. Esto permite una **interpretación más precisa y clara del mapa**, centrada únicamente en la información válida.\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Grafos espaciales\n",
"\n",
"Los **grafos espaciales** almacenan las **conexiones entre objetos a través del espacio**. Estas conexiones pueden derivarse de la **topología geográfica** (como la contigüidad), de la **distancia**, o de dimensiones más complejas como los **flujos de interacción** (por ejemplo, desplazamientos, comercio o comunicaciones).\n",
"\n",
"A diferencia de las **tablas geográficas** o las **superficies espaciales**, los grafos tienen una naturaleza distinta. En primer lugar, **no registran directamente fenómenos medidos**, sino que se centran en **las relaciones** entre objetos, facilitadas o limitadas por la distancia o el espacio. En segundo lugar, por su carácter relacional, los datos en los grafos **no siguen una estructura rígida**: mientras una entidad puede estar conectada a una sola, otra puede tener múltiples conexiones. Esto contrasta fuertemente con las estructuras de datos espaciales tradicionales, que son **estructuradas y multidimensionales**.\n",
"\n",
"Estas características requieren un **conjunto distinto de estructuras de datos en Python**. A diferencia de las anteriores, existen **varios formatos para representar grafos espaciales**, cada uno optimizado para distintos fines. Uno de los casos más comunes es el uso de **matrices de pesos espaciales** en métodos estadísticos como el análisis exploratorio o la regresión, tema que se abordará en el siguiente capítulo.\n",
"\n",
"En este capítulo, revisaremos brevemente otra forma de representar grafos espaciales, más cercana al **concepto matemático de grafo**. Un grafo está compuesto por **nodos** conectados entre sí mediante **aristas**. En un grafo espacial, los nodos pueden representar **lugares geográficos con una ubicación definida**, y las aristas pueden representar **rutas o trayectorias entre ellos**. Para poder analizar una red, es necesario contar con información sobre **ambos elementos: nodos y aristas**.\n",
"\n",
"Como ejemplo, utilizaremos la biblioteca **`osmnx`**, que permite consultar datos de **OpenStreetMap**. A modo ilustrativo, extraeremos el **grafo de calles del parque Yoyogi**, ubicado cerca del área de Tokio usada en ejemplos anteriores.\n"
]
},
{
"cell_type": "code",
"execution_count": 107,
"metadata": {},
"outputs": [],
"source": [
"import osmnx as ox\n",
"graph = ox.graph_from_place(\"Yoyogi Park, Shibuya, Tokyo, Japan\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"El fragmento de código anterior **envía una consulta al servidor de OpenStreetMap para obtener los datos del grafo**. Es importante tener en cuenta que esta operación **requiere conexión a internet** para funcionar correctamente."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Una vez que los datos son recuperados por **`osmnx`**, se **procesan automáticamente y se convierten en una representación de grafo en Python**. Esta estructura permite trabajar directamente con nodos y aristas, lo que facilita el análisis y visualización de redes espaciales utilizando herramientas del ecosistema `networkx`.\n"
]
},
{
"cell_type": "code",
"execution_count": 114,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"networkx.classes.multidigraph.MultiDiGraph"
]
},
"execution_count": 114,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"type(graph)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Podemos realizar una **inspección rápida de la estructura del grafo** utilizando el método **`plot_graph()`**. Esta función genera una visualización básica del grafo, mostrando los **nodos** y las **conexiones (aristas)** entre ellos, lo que permite obtener una **vista general de la red espacial**.\n"
]
},
{
"cell_type": "code",
"execution_count": 119,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ox.plot_graph(graph);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"El grafo resultante es en realidad un objeto del tipo **`MultiDiGraph`** de la biblioteca **`networkx`**, especializada en el análisis de grafos en Python. En este caso, el grafo representa una **colección de 113 nodos**, que corresponden a **intersecciones de calles** dentro del área seleccionada.\n",
"\n",
"Este tipo de estructura permite representar **múltiples conexiones dirigidas entre pares de nodos**, lo que resulta útil para modelar redes viales, donde pueden existir **varios caminos posibles entre dos ubicaciones**, como calles de doble sentido o carriles separados.\n"
]
},
{
"cell_type": "code",
"execution_count": 122,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"113"
]
},
"execution_count": 122,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(graph.nodes)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Además, el grafo contiene **305 aristas**, que representan las **calles que conectan las intersecciones** (nodos). Cada arista puede incluir información adicional como la longitud del tramo, el tipo de vía, o la velocidad permitida, lo que permite realizar análisis más detallados sobre la **estructura y funcionalidad de la red vial**.\n"
]
},
{
"cell_type": "code",
"execution_count": 126,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"305"
]
},
"execution_count": 126,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(graph.edges)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Cada uno de estos elementos puede ser **consultado individualmente para obtener información adicional**, como la **ubicación geográfica** y el **identificador (ID)** de un nodo. Esta capacidad de acceder a los atributos de nodos y aristas permite realizar análisis espaciales detallados y personalizar la representación de la red según distintas variables de interés.\n"
]
},
{
"cell_type": "code",
"execution_count": 132,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'y': 35.6711267, 'x': 139.6925951, 'street_count': 4}"
]
},
"execution_count": 132,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"graph.nodes[1520546819]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"También es posible consultar las **características de una arista**, como su **longitud**, el **tipo de vía**, la **velocidad permitida**, el **número de carriles**, entre otros atributos. Esta información resulta clave para realizar análisis de accesibilidad, optimización de rutas o simulaciones de movilidad dentro de una red vial.\n"
]
},
{
"cell_type": "code",
"execution_count": 135,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'osmid': 138670840,\n",
" 'highway': 'footway',\n",
" 'oneway': False,\n",
" 'reversed': False,\n",
" 'length': 59.113074370021955,\n",
" 'geometry': }"
]
},
"execution_count": 135,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"graph.edges[(1520546819, 3010293622, 0)]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"También podemos explorar **cómo se relacionan entre sí los distintos componentes del grafo**. Por ejemplo, es posible consultar **qué otros nodos están conectados directamente con un nodo específico**, como el nodo **`1520546819`**. Esta funcionalidad permite analizar la **estructura local de la red**, identificar puntos críticos de conexión o estudiar patrones de conectividad dentro del sistema vial.\n"
]
},
{
"cell_type": "code",
"execution_count": 137,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[3010293622, 5764960322, 1913626649, 1520546959]"
]
},
"execution_count": 137,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"list(graph.adj[1520546819].keys())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"En resumen, las **redes espaciales** son relativamente **fáciles de representar en Python** gracias a bibliotecas como `networkx` y `osmnx`. Además, constituyen **una de las tres estructuras de datos fundamentales** en la ciencia de datos geoespaciales, junto con las **tablas geográficas** y las **superficies espaciales**. Cada una de estas estructuras permite abordar diferentes tipos de preguntas y fenómenos en el análisis territorial.\n"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "conda-base-py",
"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": "3.9.19"
}
},
"nbformat": 4,
"nbformat_minor": 4
}