{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Which UK town feels the most earthquakes?\n", "\n", "> The short answer is Manchester tied with Fort William. To see the top 20, skip on to [the results section](#Top-20-UK-towns-for-earthquake-activity). Otherwise, read on to learn about Pandas, GeoPandas and how you can do GIS with Python without needing a desktop GIS software (e.g. QGIS, ESRI ArcMap).\n", "\n", "This [Jupyter notebook](http://jupyter-notebook-beginner-guide.readthedocs.io/en/latest/what_is_jupyter.html#notebook-document) demonstrates how the GeoPandas library can be used to perform GIS analysis using just Python code. In this case, we calculate the UK town that feels the most earthquakes. It is a simple example using real-world data from the British Geological Survey's [earthquake catalogue](http://earthquakes.bgs.ac.uk/earthquakes/dataSearch.html). To run this for yourself and experiment with changing variables, follow with instructions in the [README.md](README.md) file.\n", "\n", "The notebook has three parts:\n", "\n", "1. Introduction to [Pandas](https://pandas.pydata.org/).\n", "2. Introduction to [GeoPandas](http://geopandas.org/).\n", "3. Example analysis." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import geopandas as gpd\n", "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "import pyproj\n", "import os\n", "from shapely.geometry import Point, Polygon\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 1. Introduction to Pandas\n", "\n", "Pandas adds _dataframe_ structures to Python and has been central to the rise of Python in the field of data science. This section shows some the features of Pandas for handling tables of data." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "yyyy-mm-dd, hh:mm:ss.ss, lat, lon, depth, ML, Nsta, RMS, intensity, locality\r\n", "1703-12-28, 17:03:00.0, 53.620, -0.110, , 4.2, , , 5-6 ,\" HULL \"\r\n", "1726-10-26, 07:00:00.0, 50.660, -2.470, , 3.3, , , 5 ,\" DORCHESTER \"\r\n", "1727-07-19, 04:00:00.0, 51.570, -3.760, 25.0, 5.2, , , 7 ,\" SWANSEA \"\r\n", "1728-03-01, 04:30:00.0, 55.580, -2.810, 21.0, 4.2, , , 4 ,\" GALASHIELS \"\r\n", "1734-10-25, 03:50:00.0, 50.200, -0.700, 14.0, 4.5, , , 5 ,\" PORTSMOUTH \"\r\n", "1736-04-30, 11:00:00.0, 56.170, -3.690, , 2.7, , , 6 ,\" OCHIL HILLS \"\r\n", "1744-02-05, 00:00:00.0, 52.950, -3.510, , 2.9, , , 5 ,\" MERIONETH \"\r\n", "1747-07-01, 22:30:00.0, 50.960, -3.110, , 3.5, , , 5 ,\" TAUNTON \"\r\n", "1749-02-14, 08:30:00.0, 55.420, -3.770, , 2.7, , , 5-6 ,\" LEADHILLS \"\r\n" ] } ], "source": [ "# View the structure of the input data\n", "! head uk_earthquakes.csv" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load data" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
latlondepthMLlocality
datetime
1703-12-28 17:03:0053.62-0.11NaN4.2HULL
1726-10-26 07:00:0050.66-2.47NaN3.3DORCHESTER
1727-07-19 04:00:0051.57-3.7625.05.2SWANSEA
1728-03-01 04:30:0055.58-2.8121.04.2GALASHIELS
1734-10-25 03:50:0050.20-0.7014.04.5PORTSMOUTH
\n", "
" ], "text/plain": [ " lat lon depth ML locality\n", "datetime \n", "1703-12-28 17:03:00 53.62 -0.11 NaN 4.2 HULL \n", "1726-10-26 07:00:00 50.66 -2.47 NaN 3.3 DORCHESTER \n", "1727-07-19 04:00:00 51.57 -3.76 25.0 5.2 SWANSEA \n", "1728-03-01 04:30:00 55.58 -2.81 21.0 4.2 GALASHIELS \n", "1734-10-25 03:50:00 50.20 -0.70 14.0 4.5 PORTSMOUTH " ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Load into Pandas dataframe, specifying that two columns represent date and time\n", "earthquakes = pd.read_csv('uk_earthquakes.csv',\n", " skipinitialspace=True,\n", " usecols=['yyyy-mm-dd', 'hh:mm:ss.ss', 'lat', 'lon', 'depth', 'ML', 'locality'],\n", " parse_dates=[['yyyy-mm-dd', 'hh:mm:ss.ss']], infer_datetime_format=True)\n", "\n", "# Fix datetime column name and typo in locality name\n", "earthquakes.rename(columns={'yyyy-mm-dd_hh:mm:ss.ss': 'datetime'}, inplace=True)\n", "earthquakes.set_index('datetime', inplace=True)\n", "\n", "# Check data within data frame\n", "earthquakes.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Explore the data\n", "\n", "The following analysis uses plain Pandas, without real geospatial analysis.\n", "\n", "#### Range of magnitudes\n", "\n", "`describe` function gives summary statistics on columns" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " ML depth lat\n", "count 10638.000000 9365.000000 10916.000000\n", "mean 1.281303 6.765884 54.968459\n", "std 0.938884 6.116607 2.831757\n", "min -1.900000 0.000000 49.009000\n", "25% 0.700000 2.100000 53.040000\n", "50% 1.200000 5.100000 55.507500\n", "75% 1.800000 9.300000 56.240000\n", "max 6.100000 42.300000 63.000000\n" ] } ], "source": [ "print(earthquakes[['ML', 'depth', 'lat']].describe())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`hist` function plots histograms" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ax = earthquakes['depth'].hist(bins=25, edgecolor='white')\n", "txt = ax.set_title('Histogram of earthquake depth')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "All of the earthquakes are less than 30 km deep, which is about the thickness of the Earth's crust. Shallower rocks are more brittle and more likely to produce earthquakes." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Ten largest quakes since 1700\n", "\n", "`sort_values` sorts values. The clue is in the name." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
latlondepthMLlocality
datetime
1931-06-07 00:25:00.00054.081.5023.06.1NORTH SEA
1938-06-11 10:57:00.00050.783.58NaN5.8BELGIUM
1927-01-24 05:18:00.00059.682.7025.05.7NORTH SEA
1977-04-06 19:32:04.00061.503.00NaN5.6NORTH SEA
1926-07-30 13:19:00.00049.17-1.6218.05.5CHANNEL ISLANDS
1984-07-19 06:56:13.60052.96-4.3820.75.4LLEYN PENIN,NW WALES
1927-02-17 23:17:00.00049.17-1.6222.05.4CHANNEL ISLANDS
1896-12-17 05:32:00.00052.02-2.5520.05.3HEREFORD
1852-11-09 04:25:00.00053.02-4.3024.05.3CAERNARVON
1957-02-11 15:43:00.00052.82-1.3313.05.3DERBY
\n", "
" ], "text/plain": [ " lat lon depth ML locality\n", "datetime \n", "1931-06-07 00:25:00.000 54.08 1.50 23.0 6.1 NORTH SEA \n", "1938-06-11 10:57:00.000 50.78 3.58 NaN 5.8 BELGIUM \n", "1927-01-24 05:18:00.000 59.68 2.70 25.0 5.7 NORTH SEA \n", "1977-04-06 19:32:04.000 61.50 3.00 NaN 5.6 NORTH SEA \n", "1926-07-30 13:19:00.000 49.17 -1.62 18.0 5.5 CHANNEL ISLANDS \n", "1984-07-19 06:56:13.600 52.96 -4.38 20.7 5.4 LLEYN PENIN,NW WALES \n", "1927-02-17 23:17:00.000 49.17 -1.62 22.0 5.4 CHANNEL ISLANDS \n", "1896-12-17 05:32:00.000 52.02 -2.55 20.0 5.3 HEREFORD \n", "1852-11-09 04:25:00.000 53.02 -4.30 24.0 5.3 CAERNARVON \n", "1957-02-11 15:43:00.000 52.82 -1.33 13.0 5.3 DERBY " ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "earthquakes.sort_values('ML', ascending=False).head(10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The UK is not a very seismically active area. These earthquakes are certainly large enough to be felt and to cause damage, but across the whole planet there are at least [1,000 earthquakes of this size each year](https://earthquake.usgs.gov/earthquakes/browse/stats.php). The British Geological Survey has a page on [Earthquake magnitude calculations](http://www.bgs.ac.uk/discoveringGeology/hazards/earthquakes/magnitudeScaleCalculations.html)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Variation in rate of earthquakes with time\n", "\n", "Pandas has excellent time-series processing capabilities. The `resample` function groups data into annual bins.\n", "\n", "The number of earthquakes measured each year doesn't just depend on how often they occur; it also depends on how well they can be detected." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "quakes_per_year = earthquakes.resample('1Y').size()\n", "big_quakes_per_year = earthquakes[earthquakes['ML'] >= 3].resample('10Y').size()\n", "\n", "fig, (ax1, ax2) = plt.subplots(2, 1, sharex=True)\n", "quakes_per_year.plot(ax=ax1, label='Earthquakes per year', marker='x')\n", "ax1.legend()\n", "ax1.set_ylabel('count')\n", "big_quakes_per_year.plot(ax=ax2, label='Earthquakes >= M3 per year', marker='x')\n", "ax2.legend()\n", "txt = ax2.set_ylabel('count')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The big rise in recorded earthquakes around 1970 reflects the establishment a modern seismic monitoring network. Older earthquake data come from isolated seismometers or have been inferred from reports of shaking and damage." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Plot x, y data\n", "\n", "The `plot.scatter` function is good for x,y data. In this case, there is no awareness that the data are spatial. Depth vs Magnitude can be plotted in the same way as Longitude vs Latitude." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ax = earthquakes.plot.scatter('depth', 'ML', alpha=0.5)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ax = earthquakes.plot.scatter('lon', 'lat', c='ML', alpha=0.5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2. Introduction to Geopandas\n", "\n", "GeoPandas extends Pandas to allow spatial operations on geometry objects. It uses the same spatial libraries as other open source GIS tools e.g. QGIS and PostGIS, so the results are the same as the analysis had been done in desktop GIS. Common GIS tasks are shown here." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load UK regions from GIS file\n", "\n", "Geopandas uses [Fiona](http://toblerity.github.io/fiona), which in turn uses [GDAL/OGR](http://gdal.org), which means that it can read and write\n", "most GIS formats. Here, data are read from a [GeoPackage](http://geopackage.org) file. These are the new standard in open-source GIS and contain multiple layers.\n", "\n", "First load UK administrative regions and populated places based on [NaturalEarth](http://www.naturalearthdata.com) data. This is a public domain dataset of physical and political GIS data. It is useful for adding context to maps. The attribute tables are accessible as Pandas-style dataframes." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
adm1_codediss_meiso_3166_2wikipediaiso_a2adm0_srnamename_altname_localtype...sub_codegns_levelgns_langgns_adm1gns_regionmin_labelmax_labelmin_zoomorig_ogc_fidgeometry
0GBR-20012001GB-EAYNoneGB1East AyrshireNoneNoneUnitary District...None1indNoneUK3510.011.010.01209MULTIPOLYGON (((-4.25369 55.68554, -4.25098 55...
1GBR-20022002GB-EDUNoneGB1East DunbartonshireNoneNoneUnitary District...None1indNoneUK3510.011.010.01210MULTIPOLYGON (((-4.13253 56.00413, -4.12574 56...
2GBR-20032003GB-ERWNoneGB1East RenfrewshireNoneNoneUnitary District...None1indNoneUK3510.011.010.01211MULTIPOLYGON (((-4.33787 55.79293, -4.31999 55...
3GBR-20042004GB-GLGNoneGB1GlasgowGlasgow CityNoneUnitary District (city)...None1indNoneUK3510.011.010.01212MULTIPOLYGON (((-4.19051 55.88871, -4.17475 55...
4GBR-20052005GB-IVCNoneGB1InverclydeNoneNoneUnitary District...None1engNoneUK0110.011.010.01213MULTIPOLYGON (((-4.62683 55.92975, -4.62679 55...
\n", "

5 rows × 62 columns

\n", "
" ], "text/plain": [ " adm1_code diss_me iso_3166_2 wikipedia iso_a2 adm0_sr \\\n", "0 GBR-2001 2001 GB-EAY None GB 1 \n", "1 GBR-2002 2002 GB-EDU None GB 1 \n", "2 GBR-2003 2003 GB-ERW None GB 1 \n", "3 GBR-2004 2004 GB-GLG None GB 1 \n", "4 GBR-2005 2005 GB-IVC None GB 1 \n", "\n", " name name_alt name_local type ... \\\n", "0 East Ayrshire None None Unitary District ... \n", "1 East Dunbartonshire None None Unitary District ... \n", "2 East Renfrewshire None None Unitary District ... \n", "3 Glasgow Glasgow City None Unitary District (city) ... \n", "4 Inverclyde None None Unitary District ... \n", "\n", " sub_code gns_level gns_lang gns_adm1 gns_region min_label max_label \\\n", "0 None 1 ind None UK35 10.0 11.0 \n", "1 None 1 ind None UK35 10.0 11.0 \n", "2 None 1 ind None UK35 10.0 11.0 \n", "3 None 1 ind None UK35 10.0 11.0 \n", "4 None 1 eng None UK01 10.0 11.0 \n", "\n", " min_zoom orig_ogc_fid geometry \n", "0 10.0 1209 MULTIPOLYGON (((-4.25369 55.68554, -4.25098 55... \n", "1 10.0 1210 MULTIPOLYGON (((-4.13253 56.00413, -4.12574 56... \n", "2 10.0 1211 MULTIPOLYGON (((-4.33787 55.79293, -4.31999 55... \n", "3 10.0 1212 MULTIPOLYGON (((-4.19051 55.88871, -4.17475 55... \n", "4 10.0 1213 MULTIPOLYGON (((-4.62683 55.92975, -4.62679 55... \n", "\n", "[5 rows x 62 columns]" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Load data form GIS file\n", "regions = gpd.read_file('./data/ne_10m_uk.gpkg', layer='admin_1_states_provinces')\n", "towns = gpd.read_file('./data/ne_10m_uk.gpkg', layer='populated_places')\n", "\n", "# View attribute data for first 5 rows\n", "regions.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Spatial data are stored in the `geometry` column." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0 MULTIPOLYGON (((-4.25369 55.68554, -4.25098 55...\n", "1 MULTIPOLYGON (((-4.13253 56.00413, -4.12574 56...\n", "2 MULTIPOLYGON (((-4.33787 55.79293, -4.31999 55...\n", "3 MULTIPOLYGON (((-4.19051 55.88871, -4.17475 55...\n", "4 MULTIPOLYGON (((-4.62683 55.92975, -4.62679 55...\n", "Name: geometry, dtype: geometry" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "regions.geometry.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `plot` function plots the map. Features can be coloured based on column data." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(-13, 58, 'Rockall')" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ax = regions.plot(figsize=(8, 8), column='name')\n", "towns.plot(ax=ax, color='black')\n", "txt = ax.set_title('UK regions and town')\n", "\n", "# Draw arrow to highlight Rockall, which is too small to\n", "# have been drawn on the map (see next section).\n", "plt.annotate('Rockall', xy=(-13.687, 57.596), xytext=(-13, 58),\n", " arrowprops=dict(width=0.5, headwidth=4, headlength=5))\n", "\n", "## Note that you can easily save plots to file in a variety of formats e.g.\n", "# plt.savefig('map.pdf')\n", "# plt.savefig('map.png', dpi=300)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Perform geometric operations e.g. intersections\n", "\n", "The map above is shifted to the east because of the tiny island of [Rockall](https://en.wikipedia.org/wiki/Rockall). We can trim this off using the `intersection` method." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "area_of_interest = Polygon([(-9, 49), (-9, 62), (2, 62), (2, 49)])\n", "regions['geometry'] = regions.intersection(area_of_interest)\n", "ax = regions.plot(figsize=(8, 8), column='name')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Perform spatial operations based on attribute data\n", "\n", "We can select individual polygons based on their attributes, then manipulate their geometries. Vector data can be `dissolved`, which is the spatial equivalent of `group_by`. The _geonunit_ attribute column contains country name. Here we combine all region polygons belonging to the same country into a single polygon." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "geonunit\n", "England POINT (-1.45867 52.59503)\n", "Northern Ireland POINT (-6.69366 54.60866)\n", "Scotland POINT (-4.17031 56.82896)\n", "Wales POINT (-3.75695 52.33927)\n", "dtype: geometry\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "countries = regions[['geonunit', 'geometry']].dissolve(by='geonunit')\n", "countries['country'] = countries.index.values\n", "ax = countries.plot(column='country')\n", "\n", "# GeoDataframes have extra attributes based on their geometry\n", "# e.g. centroids\n", "print(countries.centroid)\n", "countries.centroid.plot(ax=ax, marker='*', color='yellow')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Re-project data to Ordnance Survey coordinate system\n", "\n", "Coordinate reference systems can be specified using [EPSG codes](http://spatialreference.org/ref/epsg/). `epsg:4326` is longitude and latitude as returned by GPS systems (using WGS84 datum). `epsg:27700` is the Ordnance Survey for Great Britain. GeoPandas provides the `to_crs` method to set this." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "countries_osgb = countries.to_crs('EPSG:27700')\n", "towns_osgb = towns.to_crs('EPSG:27700')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Working in projected coordinates allows spatial calculations e.g. compare areas of countries of the UK in square kilometres..." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "geonunit\n", "England 130372.965283\n", "Northern Ireland 14273.430342\n", "Scotland 78288.149877\n", "Wales 20787.610403\n", "dtype: float64" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "1e-6 * countries_osgb.area" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "... or in the UK media's favourite measure of area comparison, the _sizeofwales_." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "geonunit\n", "England 6.271667\n", "Northern Ireland 0.686632\n", "Scotland 3.766097\n", "Wales 1.000000\n", "dtype: float64" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "countries_osgb.area / countries_osgb.loc['Wales', 'geometry'].area" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Export to file\n", "\n", "`to_file` writes data to any vector file format supported by OGR. Which is most of them. Here we write our new `countries` dataframe as a Shapefile." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "output_file_name = os.path.join('data', 'countries.shp')\n", "countries.to_file(output_file_name)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3. Example analysis\n", "\n", "Here we find the most earthquake-prone town in the UK (or, to be precise, the regionally-important UK town with most earthquakes with magnitude > 3 within a 40 km radius since 1970)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Convert existing DataFrame into GeoDataFrame\n", "\n", "To do spatial operations, it is necessary to convert the `lon` and `lat` columns of our earthquakes dataframe into geometry objects. GeoPandas uses the [Shapely](https://github.com/Toblerity/Shapely) library for this. Our coordinates will become a `Point`. We also have to set the coordinate reference system." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "# Add geometry and convert to spatial dataframe in source CRS\n", "earthquakes['coords'] = list(zip(earthquakes['lon'], earthquakes['lat']))\n", "earthquakes['coords'] = earthquakes['coords'].apply(Point)\n", "earthquakes = gpd.GeoDataFrame(earthquakes, geometry='coords', crs='EPSG:4326')\n", "\n", "# Reproject data in to Ordnance Survey GB coordinates\n", "earthquakes_osgb = earthquakes.to_crs('EPSG:27700')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Earlier we saw that the earthquake catalogue was only complete from 1970 onwards so we only want records from then onwards. We also take only earthquakes above magnitude 3 as these are the most likely to be felt." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "# Extract larger quakes from when monitoring network was established\n", "big_quakes_osgb = earthquakes_osgb[(earthquakes_osgb['ML'] >= 3)]['1970-01-01':]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plot earthquakes against UK outline\n", "\n", "Data can now be plotted against the reference maps loaded from the Geopackage file. The largest earthquakes since 1970 have been highlighted on this map." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Create the axis first\n", "fig, ax = plt.subplots(figsize=(8, 8))\n", "\n", "# Plot all earthquakes\n", "earthquakes_osgb.sort_values('ML', ascending=True).plot(\n", " ax=ax, column='ML', legend=True, alpha=0.5)\n", "# Add country outlines\n", "countries_osgb.plot(ax=ax, edgecolor='black', facecolor='none')\n", "\n", "# Highlight the biggest earthquakes\n", "big_quakes_osgb.plot(\n", " ax=ax, color='red', marker='.', markersize=10)\n", "\n", "# Make figure aspect ratio ensure that 10x10 km square appears square\n", "ax.set_aspect('equal', 'box')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The earthquakes are not evenly spread. They are mainly associated with recent movement on ancient faults. Many are in the North Sea. The crust there was stretched during the Jurassic-Triassic period and produced the basins where oil-bearing rocks are found today. Earthquakes in the NW Highlands of Scotland are near the Great Glen Fault and Moine Thrust fault lines. These were formed during even older continental collisions." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Find earthquakes within 40 km of towns" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It is reasonable that a magnitude 3 earthquake will be felt 40 km away. We can define 40 km circles around each town using the `buffer` function." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "towns_buffer = towns_osgb[['NAME', 'geometry']].copy()\n", "towns_buffer['geometry'] = towns_osgb.buffer(40000)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To find which earthquakes could be felt in each town, we do a [spatial join](http://geopandas.org/mergingdata.html#spatial-joins)." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "# Note that spatial joins requires rtree python package and libspatialindex-c4v5 Debian/Ubuntu package\n", "quakes_by_town = gpd.sjoin(big_quakes_osgb, towns_buffer, op='within', how='left')\n", "quakes_by_town.dropna(subset=['NAME'], inplace=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plotting the earthquakes coloured by the `NAME` of the towns that they are close to shows which ones fall within the buffers around the towns." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8, 8))\n", "countries_osgb.plot(ax=ax, edgecolor='brown', facecolor='none', alpha=0.2)\n", "towns_buffer.plot(ax=ax, color='green', alpha=0.2)\n", "quakes_by_town.plot(ax=ax, column='NAME', figsize=(12, 12), alpha=0.8, label='Near towns')\n", "big_quakes_osgb.plot(ax=ax, color='black', edgecolor='none', alpha=0.8, marker='.',\n", " label='Big quakes')\n", "ax.set_aspect('equal', 'box')\n", "leg = ax.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Top 20 UK towns for earthquake activity" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The map above shows which earthquakes are close to towns. Applying the Pandas `value_counts` function to the quakes by town shows the Top 20.\n", "\n", "And the winner is: a draw! Fort William ties with Manchester with 9 earthquakes each within a 40 km radius with magnitude greater than 3." ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Fort William 9\n", "Manchester 9\n", "Cardiff 7\n", "Sheffield 7\n", "Stoke 7\n", "Nottingham 6\n", "Leicester 5\n", "Carlisle 4\n", "Peterborough 4\n", "Greenock 3\n", "Dover 3\n", "Kingston upon Hull 3\n", "Birmingham 3\n", "Bradford 2\n", "Dumfries 2\n", "Leeds 2\n", "Coventry 2\n", "Bristol 2\n", "Blackpool 2\n", "Perth 2\n", "Name: NAME, dtype: int64" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "quakes_by_town['NAME'].value_counts().head(20)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Conclusion\n", "\n", "This is a very simplistic analysis, but it demonstrates how easily such workflows can be carried out using Python. Reading, analysis and plotting take very few lines of code, and the code is self-documenting, which is important for transparency and reproducibility.\n", "\n", "It is also very easy to repeat and adjust the analysis. For example, 1970 to the present is a very short time period. It is probably not representative of longer term patterns. As an exercise, try running the notebook again using all earthquakes since 1700. The results may surprise you! See [here](https://onlinelibrary.wiley.com/doi/epdf/10.1111/j.1365-3121.1993.tb00288.x) for explanation." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4. Notes\n", "\n", "#### Geospatial analysis as a web service\n", "\n", "Automated analyses can be incorporated into a functions. The example below\n", "lists earthquakes within a certain radius of a given point. This could be configured to return output in JSON format output and wrapped in a Python web framework such as [Falcon](http://falconframework.org). The result would be a geospatial web service that performs automatic GIS-type analysis in response to HTTP requests." ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "def get_nearby_earthquakes(lon, lat, radius=20000):\n", " \"\"\"\n", " Return records from the earthquake catalogue within a given \n", " distance of a point location.\n", " \n", " :param lon: Longitude in decimal degrees\n", " :param lat: Latitude in decimal degress\n", " :param buffer: Search radius in metres\n", " :return quakes: Pipe-separated representation of earthquake data\n", " \"\"\"\n", " # Create dataframe with buffered point\n", " osgb = pyproj.Proj('EPSG:27700')\n", " x, y = osgb(lon, lat)\n", " search_zone = gpd.GeoDataFrame(geometry=[Point(x, y).buffer(radius)],\n", " crs='EPSG:27700')\n", " \n", " # Do spatial join\n", " quakes = gpd.sjoin(big_quakes_osgb, search_zone, how='inner')\n", " \n", " # Tidy output\n", " quakes.index.name = 'timestamp'\n", " quakes.reset_index(inplace=True)\n", " quakes = quakes[['timestamp', 'lat', 'lon', 'depth', 'ML', 'locality']]\n", " \n", " return quakes.to_csv(index=False, sep='|', float_format='%.4f')" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "timestamp|lat|lon|depth|ML|locality\n", "1984-05-30 02:53:59.400|52.8710|-1.1250|17.8000|3.0000| NOTTINGHAM \n", "2001-10-28 16:25:24.900|52.8350|-0.8490|14.4000|4.1000| MELTON MOWBRAY,LEICS \n", "\n" ] } ], "source": [ "# The coordinates are for BGS HQ in Keyworth\n", "result = get_nearby_earthquakes(-1.089, 52.871)\n", "print(result)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Data cleaning\n", "\n", "The CSV file downloaded from the website needed the following tweaks before it was ready for use:\n", "\n", "+ Add quotes around _locality_ field `cat raw.csv | sed 's/,/,\"/9;s/$/\"/' > uk_earthquakes.csv`\n", "+ Manually remove space from _locality_ field name\n", "+ Manually remove data before 1700 because Pandas can't parse those timestamps automatically\n", "+ Manually fix typo in timestamp (1971-11-21, 07:68:36.2)\n", "\n", "#### Acknowledgements\n", "\n", "This notebook was inspired by Joris Van den Bossche's [geopandas-tutorial](https://github.com/jorisvandenbossche/geopandas-tutorial), which he gave at the [GeoPython 2018](http://2018.geopython.net/) conference." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.8.0" } }, "nbformat": 4, "nbformat_minor": 2 }