{ "metadata": { "name": "", "signature": "sha256:a9fdd04dbc00e86944518da529d9851af30f27010429ef3dcaa077342bc04b12" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "In this notebook, we'll\n", "- load a csv file with station locations\n", "- load some dummy temperature data for some stations\n", "- interpolate the station values on a regular grid\n", "- plot the values on a nice looking map\n", "all this for the island of Curacao, because we all love Curacao so much\n", "\n", "Have a serious look at Cartopy (http://scitools.org.uk/cartopy/)" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# first load some crucial packages\n", "import numpy as np # we can do array computations with numpy\n", "import matplotlib.pyplot as plt # we can do nice plotting with pyplot\n", "#from mpl_toolkits.basemap import Basemap # special package for plotting in geographical context\n", "from matplotlib import cm # cm has a number of nice colorbars\n", "from osgeo import gdal\n", "from osgeo import ogr\n", "import cartopy.crs as ccrs\n", "import cartopy.feature\n", "from cartopy.io.img_tiles import MapQuestOSM\n", "from cartopy.io.img_tiles import MapboxTiles\n", "from cartopy.io.img_tiles import GoogleTiles\n", "from cartopy.io.img_tiles import OSM\n", "from cartopy.io.img_tiles import StamenTerrain\n", "\n", "\n", "import pandas as pd # excellent time series analysis and data reading package" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 4 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's first do the boring (but important) part. We need a function that interpolates point values on a regular grid. An easy one is inverse distance. With inverse distance we reduce the weight of a station with a power of its distance to the interpolation point. Easy to apply for a full grid.\n", "\n", "Furthermore, we make a function that transforms a shapefile with the island into a mask, so that we can maks out ocean values later on." ] }, { "cell_type": "code", "collapsed": false, "input": [ "def inverse_distance(xcoords, ycoords, values, xi, yi, distance_weight):\n", " \"\"\"\n", " This function interpolates the values in xcoords, ycoords to regular grid xi, yi using a power weight in distance_weight\n", " \"\"\"\n", " # first determine the weights per station\n", " weights = np.empty((len(values), xi.shape[0], xi.shape[1]))\n", " for n, (x, y) in enumerate(zip(xcoords, ycoords)):\n", " dist = ((xi-x)**2 + (yi-y)**2)**0.5 # we apply pythagoras' law to each grid point\n", " weight = 1./(dist**distance_weight)\n", " weights[n, :, :] = weight\n", " \n", " # normalize weights per cell so that they add up to unity, and compute the contribution of each value\n", " interpolation = np.zeros(xi.shape) # make a zero matrix of the size of xi\n", " for n, value in enumerate(values):\n", " cur_weight = weights[n, :, :]/np.sum(weights,axis=0)\n", " # now we have the weights, interpolation is a piece of cake!\n", " interpolation += cur_weight*value\n", " \n", " # return the interpolated values\n", " return interpolation\n", " \n", "def mask_shape(lyr, xcount, ycount, xmin, ymax, pixel_width, pixel_height):\n", " # create memory target raster\n", " ds = gdal.GetDriverByName('MEM').Create('', xcount, ycount, gdal.GDT_Byte)\n", " ds.SetGeoTransform((\n", " xmin, pixel_width, 0,\n", " ymax, 0, -pixel_height,\n", " ))\n", " \n", " # rasterize zone polygon to raster\n", " gdal.RasterizeLayer(ds, [1], lyr, burn_values=[1])\n", " # create smaller bits of work if necessary\n", " # read raster as arrays and read Fill Value\n", " bandmask = ds.GetRasterBand(1) \n", " datamask = bandmask.ReadAsArray(0, 0, xcount, ycount) # .astype(numpy.float32) \n", " return datamask" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Awesome! Our function is ready, now let's make some fun! First we'll read a list of stations. We assume that the last 7 are the ones that monitor temperature" ] }, { "cell_type": "code", "collapsed": false, "input": [ "stations_file = r'data\\Stations_Curacao.csv'\n", "stations = pd.read_csv(stations_file)\n", "stations\n", "stations_select = stations[-7:]\n", "stations_select\n", "xcoords = stations_select['X']\n", "ycoords = stations_select['Y']\n", "print xcoords, ycoords" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "38 -68.905575\n", "39 -68.913708\n", "40 -68.849218\n", "41 -68.865810\n", "42 -69.066122\n", "43 -68.891630\n", "44 -68.949562\n", "Name: X, dtype: float64 38 12.152986\n", "39 12.098757\n", "40 12.141755\n", "41 12.104098\n", "42 12.266745\n", "43 12.119250\n", "44 12.154105\n", "Name: Y, dtype: float64\n" ] } ], "prompt_number": 5 }, { "cell_type": "code", "collapsed": false, "input": [ "# now we make some fake values for temperature\n", "values = [29, 30, 32, 34, 30.5, 30.9, 32.6]" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 6 }, { "cell_type": "markdown", "metadata": {}, "source": [ "now we have station data at some locations and we understand which value belongs to which location, let's apply the interpolation function" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# we need a nice grid\n", "xax = np.arange(-69.25, -68.65, 0.001)\n", "yax = np.arange(11.95, 12.45, 0.001)\n", "xi, yi = np.meshgrid(xax, yax)\n", "xi\n", "interpolation = inverse_distance(xcoords, ycoords, values, xi, yi, 2)\n", "\n", "# now prepare the mask and remove values outside the mask\n", "shapefile = r'd:\\courses\\python_matlabusers\\ipynb\\curacao_shape\\CUW_adm0.shp'\n", "driver = ogr.GetDriverByName('ESRI Shapefile') \n", "shp = driver.Open(shapefile, 1)\n", "lyr = shp.GetLayer() \n", "\n", "mask = np.flipud(mask_shape(lyr, len(xax), len(yax), xax[0], yax[-1], 0.001, 0.001))\n", "interpolation[mask==0] = -999\n", "\n", "interpolation_masked = np.ma.masked_equal(interpolation, -999)\n", "\n", "\n" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 10 }, { "cell_type": "code", "collapsed": false, "input": [ "plt.imshow(interpolation_masked)\n", "plt.colorbar()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 11, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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xJsLm2u12abPRenv2pWIyMsju1/nhtdT+4ecrtyWZrxxVPZcQ0nvEX03wk/CM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\n/MlZ4f75W49s5uV5PLOH8vgOE5F24E6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"text": [ "" ] } ], "prompt_number": 11 }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is a very ugly graph with no geographical reference whatsoever, the island even looks up-side-down because of those silly (UUUGGGGHHH) GIS folks who always turn axes around! let's make a nicer plot in cartopy (sorry, thid was a fast do-e, so the plot could be much nicer still, but time was limited)." ] }, { "cell_type": "code", "collapsed": false, "input": [ "plt.figure(figsize=(15,15))\n", "ax = plt.axes(projection=ccrs.PlateCarree())\n", "\n", "# load in a nice tiler, you can also use a different one, see cartopy manual\n", "tiler = GoogleTiles()\n", "\n", "# get hold of the coastlines for that area.\n", "extent = (xi.min(), xi.max(), yi.min(), yi.max())\n", "ax.set_extent(extent)\n", "ax.add_image(tiler, 11)\n", "\n", "norm = np.arange(25, 35, 0.5)\n", "yyyy = 2015\n", "mm = 7\n", "dd = 31\n", "HH = 12\n", "file_template = 'temperature_{:d}{:d}{:d}{:02d}.png'\n", "p = ax.contourf(xi, yi, interpolation_masked, norm,\n", " transform=ccrs.PlateCarree(),\n", " cmap=cm.jet, extend='both',\n", " alpha=0.5)\n", "p2 = ax.contour(xi, yi, interpolation_masked, norm,\n", " transform=ccrs.PlateCarree(),\n", " colors='k', extend='both') # colors='#AAAAAA'\n", "plt.clabel(p2, fmt='%d', colors='k', fontsize=14)\n", "\n", "cax = plt.axes([0.8,0.25,0.01,0.5])\n", "cbar = plt.colorbar(p, extend='both', cax=cax)\n", "cbar.set_label('oC', fontsize=16)\n", "#plt.show()\n", "plt.savefig(file_template.format(yyyy, mm, dd, HH), dpi=300)\n" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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+IiIij4I3blzi+dPjO/n1vHDmDOeuXdJ/H/c5VaYOsNyB8zFLC0e5dulLfOlT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\nERERkYNGYeohMlOFavglEw4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RLtNuAd4Rx56KX8W61sBhQhtRtQtYgqHDG0q2TC2cJ7al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oqUQq+BNjlSyDUjXlcPS240KSlzDUU3bTCS6nZQGTV4UMToGRgLKTF6cGq1UgLE8CGs3M1OTaks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IVA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\nOXI8l33rr1z2/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MqQwUGfjnYb28mglMS2JVIGhIFPuVRE0w1My4yiICK4+Gv/YNcFaSaO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