{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# 空间数据\n", "\n", "首先运行以下命令,如果在自己的机器上运行,这有助于确保绘图出现在笔记本中。" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "为了在 GIS 环境中工作,需要将真实世界的观察(可以在 2D 或 3D 空间中记录的对象或事件)简化为空间实体。这些空间实体可以在 GIS 中表示为向量(也称 矢量,即 vector)数据模型或光栅(raster)数据模型。\n", "\n", "## 向量数据\n", "\n", "向量特征可以分解为三种不同的几何原语:点(points)、折线(polylines)和多边形(polygons)。\n", "\n", "### 点" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " name geometry\n", "0 Washington\\n(38.90, -77.03) POINT (-77.03687 38.90719)\n", "1 Baltimore\\n(39.29, -76.61) POINT (-76.61219 39.29039)\n", "2 Fredrick\\n(39.41,-77.40) POINT (-77.40846 39.41201)\n" ] } ], "source": [ "import geopandas as gpd\n", "import matplotlib.pyplot as plt\n", "from shapely.geometry import Point\n", "\n", "d = {'name': ['Washington\\n(38.90, -77.03)', 'Baltimore\\n(39.29, -76.61)','Fredrick\\n(39.41,-77.40)'], \n", " 'geometry': [Point(-77.036873,38.907192), Point(-76.612190,39.290386,), Point(-77.408456,39.412006)]}\n", "\n", "gdf = gpd.GeoDataFrame(d, crs=\"EPSG:4326\")\n", "print(gdf)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**点** 由坐标对组成,代表坐标系中的特定位置。点是最基本的几何基元,没有长度和面积。根据定义,点是看不见的,因为它没有面积;但是如果要映射这样的原语,这是不实际的。所以地图上的点是用既有面积又有形状的符号来表示的(如圆、方块、加号)。" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.style.use('bmh') # 更适合绘制几何图形。\n", "\n", "fig, ax = plt.subplots(figsize=(12, 6))\n", "gdf.plot(ax=ax)\n", "plt.ylim([38.8, 39.6])\n", "plt.xlim([-77.5, -76.2])\n", "\n", "for x, y, label in zip(gdf.geometry.x, gdf.geometry.y, gdf.name):\n", " ax.annotate(label, xy=(x, y), xytext=(3, 3), textcoords=\"offset points\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "```{warning}\n", "似乎能够将这些符号解释为点,但在某些情况下,这种解释可能是含糊不清的(例如,圆形符号描述的是地面上圆形特征的区域,如大型储油罐,还是表示该储油罐的点位置?)。\n", "```\n", "\n", "### 折线" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from shapely.geometry import LineString\n", "\n", "d = {'name': ['Washington\\n(38.90, -77.03)' ], \n", " 'geometry': [LineString([Point(-77.036873,38.907192), Point(-76.612190,39.290386,), Point(-77.408456,39.412006)])]}\n", "gdf = gpd.GeoDataFrame(d, crs=\"EPSG:4326\")\n", "fig, ax = plt.subplots(figsize=(12, 6))\n", "gdf.plot(ax=ax);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "折线是由两个或多个被称为 **顶点** (vertex)的坐标对组成的序列。顶点是由坐标对定义的,就像点一样,但顶点与点的区别在于它与相邻顶点的显式定义关系。一个顶点至少连接到一个其他顶点。\n", "\n", "像点一样,真正的线是看不见的,因为它没有面积。和点一样,线也可以用颜色、宽度和样式(如实线、虚线、虚线等)来表示。在 GIS 中,道路和河流通常以折线的形式存储。\n", "\n", "### 多边形" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from shapely.geometry import Polygon\n", "\n", "d = {'name': ['Washington\\n(38.90, -77.03)' ], \n", " 'geometry': [Polygon([Point(-77.036873,38.907192), Point(-76.612190,39.290386,), Point(-77.408456,39.412006)])]}\n", "gdf = gpd.GeoDataFrame(d, crs=\"EPSG:4326\")\n", "fig, ax = plt.subplots(figsize=(12, 6))\n", "gdf.plot(ax=ax)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "多边形由三条或三条以上的线段组成,线段的起始和结束坐标对相同。有时你会看到单词 lattice 或 area 来代替 'polygon'。多边形表示长度(即 area 的周长)和面积。它们也体现了内与外的概念;事实上,多边形所包围的区域是在 GIS 环境中明确定义的。如果不是,那么您使用的是折线特性。如果这看起来不直观,想象三条相连的线定义一个三角形:它们可以表示三条相连的道路段(因此是折线特征),或者它们可以表示被相连的道路包围的草地带(在这种情况下,“内部”是隐含的,因此定义了多边形)。\n", "\n", "## 栅格数据" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "\n", "X = np.random.randint(256, size=(10, 10))\n", "\n", "fig = plt.figure(figsize=(8,6))\n", "plt.imshow(X)\n", "plt.title(\"Plot 2D array\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "栅格(或者称为 光栅)数据模型使用单元格数组或像素来表示真实世界的对象。光栅数据集通常用于表示和管理图像、表面温度、数字高程模型和许多其他实体。\n", "\n", "栅格可以被认为是区域对象的一种特殊情况,其中区域被划分为规则的单元格网格。但是,有规律间隔的标记点数组可能是更好的类比,因为栅格存储为值数组,其中每个单元格在大多数 GIS 环境中由单个坐标对定义。\n", "\n", "在栅格数据模型中隐含着与每个单元格或像素相关的值。这与向量模型相反,向量模型可能具有或不具有与几何原语相关的值。\n", "\n", "## 对象与域\n", "\n", "我们世界的传统矢量/光栅视角是由软件和数据存储环境驱动的。但是如果您对分析模式感兴趣,那么这个视角并不是特别有用。事实上,它可以掩盖被研究实体的一些重要属性。对象 vs 场域的世界观被证明更有洞察力,即使它看起来更抽象。\n", "\n", "### 对象视角\n", "\n", "对象世界观将实体视为离散的对象;它们不必发生在研究区域内的每个位置。城市的点位置就是例子。城市区域的多边形表示也可能是不连续的。\n", "\n", "### 域视图\n", "\n", "世界的场视图将实体视为标量场(scalar field)。这是数学概念,其中标量是有大小的量。它可以在研究区域内的每个位置测量。标量场的两个常见例子是表面高程(surface elevation)和表面温度(surface temperature)。每个都代表可以在任何位置测量的属性。\n", "\n", "标量场的另一个例子是建筑物的存在和不存在。这是二元标量,其中 $0$ 的值被分配给没有建筑的位置,$1$ 的值被分配给有一个或多个建筑的位置。建筑的场表示可能看起来并不直观,事实上,根据上一节中对世界的对象视角的定义,似乎只适合将建筑视为对象。事实上,建筑既可以被视为场,也可以被视为对象。分析的上下文最终决定了采用哪一种观点。如果对研究区域内建筑物的分布感兴趣,那么对其特征的对象视图是有意义的。另一方面,如果感兴趣的是确定所有不存在建筑的位置,那么这些实体的二元场视图就有意义。\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 尺度\n", "\n", "选择如何表示真实世界的实体将在很大程度上取决于分析的比例尺(scale,也称为尺度或者规模)。在 GIS 中,比例尺有特定的含义:它是地图上的距离与现实世界中的距离的比率。所以大的比例尺地图意味着相对大的比例,从而较小的范围。这与外行人对大尺度的解释相反,大尺度关注的是研究的范围或程度;所以大尺度的分析就意味着大范围的分析。\n", "\n", "```{note}\n", "比如,在地理学中,某地区 $1:10\\,000\\,000$ 比例尺的地图,这被认为是小尺度的,而在外行人的术语中,这种程度通常被称为大尺度(即覆盖大面积);$1:34\\,000$ 比例尺地图,这被认为是大尺度,而在外行人的术语中,这种程度通常被称为小尺度(即覆盖小面积)。\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 属性表\n", "\n", "与空间特征相关联的非空间信息被称为 **属性** (attribute)。GIS 地图上的特征通过唯一的数值特征标识符(numerical feature identifier,简称 FID)链接到属性表中的记录。层中的每个特征都有标识符。理解特征和属性记录之间的一对一或多对一关系是很重要的。由于地图上的特征与表中的记录相链接,许多 GIS 软件允许您单击地图上的特征,并在表中查看其相关属性。\n", "\n", "光栅数据也只有在像素用一组唯一的整数值表示时才有属性。包含属性表的栅格数据集通常具有表示或定义类、组、类别或成员的单元格值。注:并非所有 GIS 栅格数据格式都能存储属性信息;事实上,大多数栅格数据集都没有属性表。\n", "\n", "### 测量级别\n", "\n", "属性数据可分为四个测量级别:\n", "\n", "- **名义数据** (Nominal data):没有隐含顺序、大小或量化的信息(例如铺设道路和未铺设道路)。\n", "- **有序数据** (Ordinal data):有隐含的顺序(例如,排名分数),然而,不能量化差异,因为线性尺度不隐含。\n", "- **区间数据** (Interval data)是数值的,具有线性刻度(scale),但是它们没有真正的零,因此不能用来测量相对震级(magnitudes)。例如,人们不能说 $60°F$ 是 $30°F$ 的两倍,因为以 $°C$ 表示的温度值分别是 $15.5 °C$ 和 $-1.1°C$ ($15.5 °C$ 显然不是 $-1.1°C$ 的两倍)。\n", "- 比率尺度数据(Ratio scale data)是具有真零(true zero)的区间数据,如货币价值(例如 $1, 20$、$100$ 美元)。\n", "\n", "## 数据类型\n", "\n", "另一种对属性进行分类的方法是根据其数据类型划分。ArcGIS 支持多种数据类型,如整数、浮点数、双精度和文本。了解您的数据类型和度量级别应该决定如何在 GIS 环境中存储它们。下表列出了大多数 GIS 应用程序中可用的流行数据类型。\n", "\n", "类型|存储值|注解\n", ":-|:-|:-\n", "短整型(Short integer)|$[-32\\,768, 32\\,768]$|整数(Whole numbers)\n", "长整型|$[-2\\,147\\,483\\,648, 2\\,147\\,483\\,648]$|整数\n", "浮点数|$[-3.4 * E^{-38}, 1.2 * E^{38}]$|实数\n", "双精度数|$[-2.2 * E^{-308}, 1.8 * E^{308}]$|实数\n", "文本|最多 $64\\,000$ 个字符|字母与单词\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "虽然整数可以存储为浮点数或双精度数(即可以将数字 $2$ 存储为 $2.0$),但这样做是有代价的:存储空间的增加。如果数据集很小,这可能不是什么大问题,但如果它由数万条记录组成,文件大小和处理时间的增加可能会成为问题。\n", "\n", "虽然将整数值存储为浮点数可能不会产生可怕的后果,但将浮点数存储为整数就不能这样说了。例如,如果你的值由 $0.2,0.01,0.34,0.1$ 和 $0.876$ 组成,它们的整数对应物将是 $0,0,0$ 和 $1$ (即值四舍五入到最接近的整数)。" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3.10.4 ('tvmx': conda)", "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": "3.10.4" }, "orig_nbformat": 4, "vscode": { "interpreter": { "hash": "e579259ee6098e2b9319de590d145b4b096774fe457bdf04260e3ba5c171e887" } } }, "nbformat": 4, "nbformat_minor": 2 }