{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Visualize GAR Global Flood Hazard Map with Python" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Flooding is one of the most damaging natural hazards, accounting for 31% of all economic losses worldwide resulting from natural hazards(European Commission, 2007; UNISDR and CRED, 2015). Over the period 1980-2013, flood losses exceeded $1 trillion globally, and resulted in ca. 220,000 fatalities (Re, 2014). Moreover, with the frequency and magnitude of flood disasters projected to increase due to both climate change and growing population exposure [UNISDR 2009; Jongman et al., 2012], flooding is one of the key societal challenges for this century.\n", "\n", "Quantifying flood hazard is an essential component of resilience planning, emergency response, and mitigation, including insurance (Trigg et al., 2016). Flood hazard maps (showing the probability and magnitude of flood events over an area) and flood risk assessment maps (showing potential consequences of a flood event in terms of affected population and assets, and expected economic damages) can increase preparedness and improve land use planning and management in flood prone areas. On the other hand, reliable and fast flood forecasting tools are crucial to develop effective emergency response strategies and to prevent and reduce impacts (Dottori et al., 2016).\n", "\n", "Thanks to mathematical models for predicting and mapping flood hazard and risk, model outputs are now available and being used to address science and management questions related to flood risk, including the issue of how these risks could change in the future due to climate change and socioeconomic development(e.g.,Dottori et al., 2016).\n", "\n", "In this notebook, [the 2015 GAR global flood hazard layer](http://preview.grid.unep.ch/index.php?preview=data&lang=eng) will be visualized using Python. The data is a probabilistic model based on available streamflow data from 8,000 stations around the world. The GAR model then calculates potential discharge at selected points along rivers and the resulting flood extent. Flood hazard is reported at 1 km resolution for 25-, 50-, 100-, 500-, and 1,000-year return periods. The flood hazard map has been prepared down to country levels. Australia is taken as an example." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. Load all needed libraries" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "matplotlib inline\n" ] } ], "source": [ "import numpy as np\n", "import numpy.ma as ma\n", "from osgeo import gdal\n", "import matplotlib.pyplot as plt\n", "from mpl_toolkits.basemap import Basemap\n", "\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2. Load data\n", "\n", "### 2.1 Read data and mask arr<=0.0" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "geo = gdal.Open('data\\Hazard_AUS__1000.grd')\n", "arr = geo.ReadAsArray()\n", "arr = ma.masked_less_equal(arr, 0.0, copy=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2.2 Prepare coordinates" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "x_coords = np.arange(geo.RasterXSize)\n", "y_coords = np.arange(geo.RasterYSize)\n", "(upper_left_x, x_size, x_rotation, upper_left_y, y_rotation, y_size) = geo.GetGeoTransform()\n", "\n", "x_coords = x_coords * x_size + upper_left_x + (x_size / 2) # add half the cell size\n", "y_coords = y_coords * y_size + upper_left_y + (y_size / 2) # to centre the point" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3. Visualize" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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bAvD9999zdtp7tCuuVRMdNmwYzZo1o0mTJrkmVktJSeHYsWN3JTScOHGCBQsW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\ns2P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w2nGkH9unu5GXlyfPYdZqN/Lio1CpVKTXbc289T/Auf34Tp6FzcRPGH/cipCRfnCq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\nHpTExER9qElULtIjIoQQlYyNjc1jGYRoPD0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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(9, 15))\n", "ax = fig.add_subplot(1, 1, 1)\n", "\n", "m = Basemap(projection='cyl', resolution='i',\n", " llcrnrlon=min(x_coords), llcrnrlat=min(y_coords),\n", " urcrnrlon=max(x_coords), urcrnrlat=max(y_coords))\n", "x, y = m(*np.meshgrid(x_coords, y_coords))\n", "#m.arcgisimage(service='World_Terrain_Base', xpixels = 3500, dpi=500, verbose= True)\n", "cs = m.contourf(x, y, arr, cmap='RdBu_r')\n", "m.drawcoastlines()\n", "m.drawrivers()\n", "m.drawstates()\n", "cb = m.colorbar(cs, pad=\"1%\", size=\"3%\",)\n", "plt.title('Flood Hazard 1000 years (cm)')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## References\n", "\n", "John D. Hunter. Matplotlib: A 2D Graphics Environment, Computing in Science & Engineering, 9, 90-95 (2007), DOI:10.1109/MCSE.2007.55\n", "\n", "Stéfan van der Walt, S. Chris Colbert and Gaël Varoquaux. The NumPy Array: A Structure for Efficient Numerical Computation, Computing in Science & Engineering, 13, 22-30 (2011), DOI:10.1109/MCSE.2011.37\n", "\n", "Centre for Research on the Epidemiology of Disasters (CRED), 2015. The Human Cost of Weather-Related Disasters 1995-2015 Report. http://www.unisdr.org/2015/docs/climatechange/COP21_WeatherDisastersReport_2015_FINAL.pdf\n", "\n", "Dottori F, Salamon P, Bianchi A, Alfieri L, Hirpa F A and Feyen L 2016 Development and evaluation of a framework for global flood hazard mapping Adv. Water Res. 94 87–102\n", "\n", "European Commission, 2007. Directive 2007/60/EC of the European Parliament and of the Council of 23 October 2007 on the assessment and management of flood risks. Official J. Eur. Union L 288, 27–34.\n", "\n", "Jongman, B., Ward, P.J., Aerts, J.C.J.H., 2012. Global exposure to river and coastal flooding: long term trends and changes. Global Environ. Chang. 22, 823–835.\n", "\n", "Re, M., 2014. NatCat SERVICE Database. Munich RE, Munich\n", "\n", "Trigg, M. A. et al. The credibility challenge for global fluvial flood risk analysis. Environ. Res. Lett. 11, 094014 (2016).\n", "\n", "UN International Strategy for Disaster Reduction (UNISDR), 2009. Reducing Disaster Risks through Science: Issues and Actions. Geneva." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python [default]", "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": "2.7.12" } }, "nbformat": 4, "nbformat_minor": 2 }