{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Here we grid AHN point data to a regular grid" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "%matplotlib inline\n", "# import packages\n", "from hydrotools import gis\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import pandas as pd" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As an example let's make a function that calculates some data based on x, y values as input. We use the function used in scipy.interpolate.griddata as example. And let's see what it looks like if we evaluate this function over a nice grid." ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "array([[ 197999.11884809, 459541.49609001],\n", " [ 197999.61884809, 459541.49609001],\n", " [ 198000.11884809, 459541.49609001],\n", " ..., \n", " [ 198497.11884809, 459196.49609001],\n", " [ 198497.61884809, 459196.49609001],\n", " [ 198498.11884809, 459196.49609001]])" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# for testing, only a subset of points is used\n", "nr_of_points = 1000000\n", "# read files\n", "xyzfile = r'c:\\temp\\loenen_xyz_4kant111 - Copy.xyz'\n", "xyz_orig = pd.read_csv(xyzfile, delimiter = ' ')\n", "xyz_list = xyz_orig.values\n", "\n", "# get rid of missings\n", "idx = xyz_list[:, -1] > -10\n", "xyz_list = xyz_list[idx]\n", "\n", "\n", "# make a set of points (x, y)\n", "xy = xyz_list[:, 0:2]\n", "\n", "z = xyz_list[:, 2]\n", "# span some x and y axis from minimum and maximum of points\n", "xax = np.linspace(xy[0:nr_of_points, 0].min(), xy[0:nr_of_points, 0].max(), 100)\n", "yax = np.linspace(xy[0:nr_of_points, 1].min(), xy[0:nr_of_points, 1].max(), 100)\n", "xy[0:nr_of_points]" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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y/FLw3kOR4k090GpXlhefMiE17sUidkR1xq6PGP/qNFGxQ/aiIb6lh4md7Axx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\nsuJ3nwnEiH0PUSzDMJFGv9jv4rq1vqKVo03B7hCn9ySHJ4NQekwtIaGiF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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# let's have a look at (some of ) the point records\n", "\n", "plt.scatter(xy[0:nr_of_points, 0], xy[0:nr_of_points, 1], marker='+', s=15, c=z[0:nr_of_points], cmap=plt.cm.jet)\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's now assume we only know the values in the grid above in a few (say, 20) points and let's interpolate these with gdal_grid" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Interpolating data-block y: 0 -- 100; x: 0 -- 100\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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CHImMMfdcsBRRrNp1khKWK9aCXioqEVb1ffSNwFY/p1TX8bA95LTPJ+vU2UseW8hWwPn/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\nhWRwTpIkaSEZnJMkSVpIBuckSZIW8l8k+O7KQeMayQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# now let's interpolate with nearest neighbour. After interpolation, we will read back the generated file\n", "filename = 'test.tif'\n", "gis.gdal_grid(filename, xy[0:nr_of_points], z[0:nr_of_points], (yax, xax), method='nearest', zlib=True)\n", "\n", "x, y, nearest, fill = gis.gdal_readmap(filename, 'GTiff')\n", "xi, yi = np.meshgrid(x, y)\n", "plt.pcolormesh(xi, yi, nearest)\n", "plt.colorbar()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "what if we use a higer resolution and linear interpolation?" ] }, { "cell_type": "code", "execution_count": 56, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Interpolating data-block y: 0 -- 300; x: 0 -- 300\n", "Interpolating data-block y: 0 -- 300; x: 300 -- 600\n", "Interpolating data-block y: 0 -- 300; x: 600 -- 900\n", "Interpolating data-block y: 0 -- 300; x: 900 -- 1200\n", "Interpolating data-block y: 0 -- 300; x: 1200 -- 1500\n", "Interpolating data-block y: 0 -- 300; x: 1500 -- 1800\n", "Interpolating data-block y: 0 -- 300; x: 1800 -- 2000\n", "Interpolating data-block y: 300 -- 600; x: 0 -- 300\n", "Interpolating data-block y: 300 -- 600; x: 300 -- 600\n", "Interpolating data-block y: 300 -- 600; x: 600 -- 900\n", "Interpolating data-block y: 300 -- 600; x: 900 -- 1200\n", "Interpolating data-block y: 300 -- 600; x: 1200 -- 1500\n", "Interpolating data-block y: 300 -- 600; x: 1500 -- 1800\n", "Interpolating data-block y: 300 -- 600; x: 1800 -- 2000\n", "Interpolating data-block y: 600 -- 900; x: 0 -- 300\n", "Interpolating data-block y: 600 -- 900; x: 300 -- 600\n", "Interpolating data-block y: 600 -- 900; x: 600 -- 900\n", "Interpolating data-block y: 600 -- 900; x: 900 -- 1200\n", "Interpolating data-block y: 600 -- 900; x: 1200 -- 1500\n", "Interpolating data-block y: 600 -- 900; x: 1500 -- 1800\n", "Interpolating data-block y: 600 -- 900; x: 1800 -- 2000\n", "Interpolating data-block y: 900 -- 1200; x: 0 -- 300\n", "Interpolating data-block y: 900 -- 1200; x: 300 -- 600\n", "Interpolating data-block y: 900 -- 1200; x: 600 -- 900\n", "Interpolating data-block y: 900 -- 1200; x: 900 -- 1200\n", "Interpolating data-block y: 900 -- 1200; x: 1200 -- 1500\n", "Interpolating data-block y: 900 -- 1200; x: 1500 -- 1800\n", "Interpolating data-block y: 900 -- 1200; x: 1800 -- 2000\n", "Interpolating data-block y: 1200 -- 1500; x: 0 -- 300\n", "Interpolating data-block y: 1200 -- 1500; x: 300 -- 600\n", "Interpolating data-block y: 1200 -- 1500; x: 600 -- 900\n", "Interpolating data-block y: 1200 -- 1500; x: 900 -- 1200\n", "Interpolating data-block y: 1200 -- 1500; x: 1200 -- 1500\n", "Interpolating data-block y: 1200 -- 1500; x: 1500 -- 1800\n", "Interpolating data-block y: 1200 -- 1500; x: 1800 -- 2000\n", "Interpolating data-block y: 1500 -- 1800; x: 0 -- 300\n", "Interpolating data-block y: 1500 -- 1800; x: 300 -- 600\n", "Interpolating data-block y: 1500 -- 1800; x: 600 -- 900\n", "Interpolating data-block y: 1500 -- 1800; x: 900 -- 1200\n", "Interpolating data-block y: 1500 -- 1800; x: 1200 -- 1500\n", "Interpolating data-block y: 1500 -- 1800; x: 1500 -- 1800\n", "Interpolating data-block y: 1500 -- 1800; x: 1800 -- 2000\n", "Interpolating data-block y: 1800 -- 2000; x: 0 -- 300\n", "Interpolating data-block y: 1800 -- 2000; x: 300 -- 600\n", "Interpolating data-block y: 1800 -- 2000; x: 600 -- 900\n", "Interpolating data-block y: 1800 -- 2000; x: 900 -- 1200\n", "Interpolating data-block y: 1800 -- 2000; x: 1200 -- 1500\n", "Interpolating data-block y: 1800 -- 2000; x: 1500 -- 1800\n", "Interpolating data-block y: 1800 -- 2000; x: 1800 -- 2000\n" ] } ], "source": [ "# span some x and y axis from minimum and maximum of points\n", "xax = np.linspace(xy[0:nr_of_points, 0].min(), xy[0:nr_of_points, 0].max(), 2000)\n", "yax = np.linspace(xy[0:nr_of_points, 1].min(), xy[0:nr_of_points, 1].max(), 2000)\n", "\n", "gis.gdal_grid(filename, xy, z, (yax, xax), method='linear',\n", " chunksizes=(300, 300), chunk_overlap=(50, 50), zlib=True)\n", "\n" ] }, { "cell_type": "code", "execution_count": 58, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 58, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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55QLkIinkF0Oc97MrvJFXeYP3/tXOuV8HHvXe/5pz7l8AR7z3vxwNgr9HmE/h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\nemUfQTk1fTCAdxa5rMEZ2oEm2iids8/ktkFIbjS4gvYDpT/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qPWDssoDaUgC2eonAXsfX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\n3hjpOiz24cFdAKq8G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Vu+SiTurhHB2U6F/T79ixvF0gK2jQ0g8fdcTvusyVMCVnOekTjy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\nAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x, y, linear, fill = gis.gdal_readmap(filename, 'GTiff')\n", "\n", "# xi, yi = np.meshgrid(x, y)\n", "linear_ma = np.ma.masked_equal(linear, fill)\n", "plt.pcolormesh(xi, yi, linear_ma)\n", "plt.colorbar()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "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 }