{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Working with Shapefiles and OSM Part I\n", "\n", "**Author**: [Erika Fille Legara](www.erikalegara.net)\n", "\n", "You are free to use (or change) this notebook for any purpose you'd like. However, please respect the [MIT License](https://github.com/eflegara/PythonMaps/blob/master/LICENSE) that governs its use, and for copying permission.\n", "\n", "Copyright © 2016 Erika Fille Legara\n", "\n", "\n", "---\n", "## Description\n", "This recipe is the first of a series of Python notebooks on shapefiles and OSM files that I am working on. The datasets utilized come from two different sources. The first source is the GADM database of Global Administrative Areas, which provides the shapes (outline) of a country's administrative regions. The second source is OpenStreetMap (Part II), which provides similar information on the same administrative regions ++ (roads, buildings, waterways, coasts, etc.). Essentially, OSM provides more details. \n", "\n", "I usually perform map drawings (cartography) using [R]. Truth be told, I find [R] more intuitive when it comes to creating maps ([choropleths](https://en.wikipedia.org/wiki/Choropleth_map)). However, as a pythonista, I think I *have* to know how to read, manipulate, and draw maps in Python. Here, I document the \"learning\" process. \n", "\n", "---\n", "## Let's Dig In\n", "First things first, import the necessary packages. The `Basemap` package is used for drawing and plotting maps (and also for reading shapefiles). The `shapefile` package provides read and write support for the ESRI Shapefile format. " ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "try:\n", " from mpl_toolkits.basemap import Basemap\n", " import shapefile\n", "\n", " import os.path\n", " import matplotlib.pyplot as plt\n", " import urllib\n", " %matplotlib inline\n", "except:\n", " import traceback\n", " traceback.print_exc()\n", " raise ImportError('Something failed, see above.')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "## Loading the Shapefiles\n", "Here, we load the shapefiles for the Philippines that I have pre-downloaded from [GADM](http://www.gadm.org/). For the Philippines, the GADM website provides four different administrative levels: country, provincial, city, and barangay levels. I was really surprised (**happily** surprised) that they even have the boundaries down to the barangay level. *Good job, Internet and open data!*\n", "\n", "We read all files and store them in the variables `phl0`, `phl1`, `phl2`, and `phl3`." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "phl0 = shapefile.Reader(\"PHL_adm_shp/PHL_adm0\")\n", "phl1 = shapefile.Reader(\"PHL_adm_shp/PHL_adm1\") \n", "phl2 = shapefile.Reader(\"PHL_adm_shp/PHL_adm2\")\n", "phl3 = shapefile.Reader(\"PHL_adm_shp/PHL_adm3\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's have a look at the maps these shapefiles generate. And visualize what we mean by \"different administrative region levels\"." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ "m = Basemap(llcrnrlon=115,llcrnrlat=3.5,urcrnrlon=129,urcrnrlat=22,\n", " resolution='i', projection='tmerc', lat_0 = 14, lon_0 = 120)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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29OEdfO+b9xMWdu4/JCTgdWkfNXQngFgsFu688w7qywvOe13fCyEiOp5NmzZR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FXXMiA8jKmTL7fWGtDpdLz7rkX2++DBg3R0dDA82SLu8eRTz+AdYR96e7pzetLc+9my8l2amprw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\nNJkGHA5s24KzdDoZYzCntlHGgdPpJJVMYNsW+zevwu3143C6iEXOnJXn3GL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enp5T32iC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XcfDz/s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\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nn2DWrFnnPX9L51vJsYPYR1/eIcz/a6686e4VjiAI5ObmEpvcj4O71nF03zYaaivpd83N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\nC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hUVFWRmZtLc3ExfXx9HjhwZKFLxTQ6Hg8jISPLy8khPT6e9o5MjR44SGxuDVqtFkqSB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\nt95KY2MjRuPwzTUF7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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(15,16), frameon=False)\n", "\n", "ax1 = fig.add_subplot(2, 2, 1)\n", "m.readshapefile('./PHL_adm_shp/PHL_adm0','PHL_adm0', color=\"#555555\", zorder=2)\n", "m.drawmapboundary(color='white', linewidth=3)\n", "m.fillcontinents(lake_color='none', color=\"#003366\", alpha=.4)\n", "ax1.set_title(\"Country Level\")\n", "\n", "ax2 = fig.add_subplot(2, 2, 2)\n", "m.readshapefile('./PHL_adm_shp/PHL_adm1','PHL_adm1', color=\"#555555\", zorder=2)\n", "m.drawmapboundary(color='white', linewidth=3)\n", "m.fillcontinents(lake_color='none', color=\"#003366\", alpha=.4)\n", "ax2.set_title(\"Provincial Level\")\n", "\n", "ax3 = fig.add_subplot(2, 2, 3)\n", "m.readshapefile('./PHL_adm_shp/PHL_adm2','PHL_adm2', color=\"#555555\", zorder=2)\n", "m.drawmapboundary(color='white', linewidth=3)\n", "m.fillcontinents(lake_color='none', color=\"#003366\", alpha=.4)\n", "ax3.set_title(\"City Level\")\n", "\n", "ax4 = fig.add_subplot(2, 2, 4)\n", "m.readshapefile('./PHL_adm_shp/PHL_adm3','PHL_adm3', color=\"#555555\", zorder=2)\n", "m.drawmapboundary(color='white', linewidth=3)\n", "m.fillcontinents(lake_color='none', color=\"#003366\", alpha=.4)\n", "ax4.set_title(\"Barangay Level\")\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "What we want to do next is to identify the polygons in these maps. Note that each polygon represents a province, a city, or a barangay, depending on the administrative level. Of course, for the country level, there's only one \"polygon\" or shape, which is the shape of the entire country.\n", "\n", "Note that shapefiles are NOT image files; they are \"text\" files where each geometry (province, city, or barangay) is provided with a name, an ID, lat/lon information, among others. Shapefiles usually provide us with two types of information: **fields** and **shapes**. The best way to understand these is to check what is inside the shapefiles. Let's dissect both separately below.\n", "\n", "---\n", "## Fields\n", "The **fields** essentially contain certain descriptive \"attributes\" of a shape. To illustrate, let us use and focus on the shapefile stored in the variable `phl1`. Remember, this particular shapefile provides us with the Philippine provinces.\n", "\n", "To check the fields, we execute `phl1.fields` below and store it in the variable `fields`." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[('DeletionFlag', 'C', 1, 0), ['ID_0', 'N', 10, 0], ['ISO', 'C', 3, 0], ['NAME_0', 'C', 75, 0], ['ID_1', 'N', 10, 0], ['NAME_1', 'C', 75, 0], ['HASC_1', 'C', 15, 0], ['CCN_1', 'N', 10, 0], ['CCA_1', 'C', 254, 0], ['TYPE_1', 'C', 50, 0], ['ENGTYPE_1', 'C', 50, 0], ['NL_NAME_1', 'C', 50, 0], ['VARNAME_1', 'C', 150, 0]]\n", "\n", "Number of fields: 13\n" ] } ], "source": [ "fields = phl1.fields\n", "print fields\n", "print \"\\nNumber of fields: \", len(fields)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "What this tells us is that, if we exclude the \"DeletionFlag\" tuple, there are 12 fields (*or columns if you think MSExcel*) in the shapefile: \"ID_0\", \"ISO\", \"NAME_0\", \"ID_1\", \"NAME_1\", \"HASC_1\", \"CCN_1\", \"CCA_1\", \"TYPE_1\", \"ENGTYPE_1\", \"NL_NAME_1\", \"VARNAME_1\". For each province (or polygon) in the shapefile, these fields are filled with descriptive information. \n", "\n", "Let's have a look at the sample entries (or records).\n", "\n", "### Records\n", "Looking at the **records** or entries, we expect to see a list of provinces (of course)." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 81\n" ] } ], "source": [ "records = phl1.records()\n", "print type(records), len(records)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The shapefile has 81 entries (these are just the 81 provinces). \n", "\n", "To access each record, just index them as you would a typical Python `list`. Each element in this list provides details as listed in the `fields` variable above. That is, the first element is the `ID_0` which is the country ID. This is followed by the `ISO` field, which is the country code (three digit); then you have `NAME_0`, which is the name of the country. The field `NAME_1` is the 5th element (index 4, since Python starts counting at 0) in the list; and that is the name of the province.\n", "\n", "Let us take a look at the first entry in the **records** list. Again, in Python, the first element has the index 0." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[179, 'PHL', 'Philippines', 1, 'Abra', 'PH.AB', 0, '1401', 'Lalawigan|Probinsya', 'Province', ' ', ' ']\n" ] } ], "source": [ "sample_entry = records[0]\n", "print sample_entry" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The first entry is the Philippine Province *Abra*. To get the list of all provinces, just iterate through the list of `records`. In the code snippet below, we list the first 5 provinces in the list. We will just print out their names and leave out other details. The name field is the 5th element in the `fields` list." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Abra\n", "Agusan del Norte\n", "Agusan del Sur\n", "Aklan\n", "Albay\n" ] } ], "source": [ "for entry in records[0:5]:\n", " print entry[4] # field `NAME_1`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "## Geometries \n", "As mentioned, shapefiles provide us with two types of information: fields and shapes. In this section, we learn more about the shapes (or geometry) of these entries (each province). \n", "\n", "What are the bounding boxes of the shapes, on which points (lat, lon) do the provincial boundary lie, etc.? \n", "\n", "To extract this information, we just call the `shapes()` function. Again, as expected, there are 81 shapes for the shapefile `PHL_adm1`." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "81" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "shapes = phl1.shapes()\n", "len(shapes)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "list" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "type(shapes)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "What is inside each entry of the `shapes` list? We use the built-in `dir()` function to look at the _attributes_ of each entry in the `shapes` list." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['__doc__', '__geo_interface__', '__init__', '__module__', 'bbox', 'parts', 'points', 'shapeType']\n" ] } ], "source": [ "print dir(shapes[0])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We are particularly interested in the the 5th attribute called `bbox`. As the name suggests, this will give us the bounding box of the provinces in the shapefile `PHL_adm1`. And, if we use `PHL_adm2`, it will give us the city boundaries; then barangay if we use `PHL_adm3`.\n", "\n", "Below, let's look at the bounding box of the first province in the list." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[120.46719360351585, 17.15698051452648, 121.12270355224611, 17.978069305420057]\n" ] } ], "source": [ "bbox = shapes[0].bbox\n", "print bbox" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "## Fields (Records) + Geometries\n", "Remember, the **records** (fields) contain the name details (attribute information) of the entries while the **shapes** contain the geometric information of each entry. Now, let's combine the fields/records and the shapes (geometry) together. For this, we can use the `shapeRecords()` function. \n", "\n", "Again, let us call the `dir()` function to look at the attribtues of each of the `shapeRecord` entry." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['__doc__', '__init__', '__module__', 'record', 'shape']\n" ] } ], "source": [ "shapeRecs = phl1.shapeRecords()\n", "print dir(shapeRecs[0])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Looks pretty straightforward. Two things: record and shape. Clearly, the `record` attribute is for the \"records\" and the `shape` is for the geometry. Remember from above that `record` has the following attributes: ID number, country, provincial name, etc.; `shape`, on the other hand, has `bbox`, `parts`, `points`, and `shapeType`.\n", "\n", "I am interested in both the **name** and the **bounding box** of all provinces, and I want to store them in a [Python dictionary](https://docs.python.org/2/tutorial/datastructures.html#dictionaries) that I will call `prov_bbox` for later use." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": true }, "outputs": [], "source": [ "prov_bbox = {}" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [], "source": [ "for entry in shapeRecs:\n", " ### The fifth element (index 4) in the record fields\n", " ### gives the name of the entry (province).\n", " prov_bbox[entry.record[4]] = entry.shape.bbox" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "What we have is a Python dictionary of provincial names (key) and the corresponding bounding boxes (value). \n", "\n", "Let's list the first five items in the dictionary `prov_bbox`." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[('Batanes',\n", " [121.7777786254884, 20.260000228881893, 122.03598022460953, 21.070140838623054]),\n", " ('Isabela',\n", " [121.33065032959007, 16.389820098877067, 122.52889251708994, 17.54814910888674]),\n", " ('Camarines Norte',\n", " [122.29929351806675, 13.837129592895621, 123.1174468994144, 14.500610351562578]),\n", " ('Biliran',\n", " [124.25421142578148, 11.46261978149414, 124.61961364746095, 11.816769599914664]),\n", " ('Sultan Kudarat',\n", " [124.01526641845749, 6.113609790802116, 125.19692993164087, 6.883399963378928])]" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "prov_bbox.items()[0:5]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Why do I need this information? I will use it to automate the download of [OSM files](http://www.openstreetmap.org/about), which I will cover in the second part of the series. Below is a teaser of what we'll be able to plot after the second part of the series. \n", "\n", "Cheers!\n", "\n", "![\"Maps of some of the cities of the Philippines\"](./img/maps.png \"Metropolitan Manila cities\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.11" } }, "nbformat": 4, "nbformat_minor": 0 }