From 244237e68f5ecd466f78706f9598e719967de4d7 Mon Sep 17 00:00:00 2001 From: Nicola Demo Date: Tue, 30 May 2017 10:24:33 +0200 Subject: [PATCH] Add tutorial for IDW interpolation --- tests/test_datasets/parameters_idw_cube.prm | 32 +++ tests/test_utils.py | 12 +- tests/test_vtkhandler.py | 10 +- tutorials/tutorial-5-idw.ipynb | 244 ++++++++++++++++++++ 4 files changed, 295 insertions(+), 3 deletions(-) create mode 100644 tests/test_datasets/parameters_idw_cube.prm create mode 100644 tutorials/tutorial-5-idw.ipynb diff --git a/tests/test_datasets/parameters_idw_cube.prm b/tests/test_datasets/parameters_idw_cube.prm new file mode 100644 index 0000000..1d9de27 --- /dev/null +++ b/tests/test_datasets/parameters_idw_cube.prm @@ -0,0 +1,32 @@ + +[Inverse Distance Weighting] +# This section describes the setting of idw. + +# the power parameter +power: 2 + + +[Control points] +# This section describes the RBF control points. + +# original control points collects the coordinates of the interpolation control +# points before the deformation. +original control points: -.1 0.0 0.0 + 0.0 0.0 1.0 + 0.0 1.0 0.0 + 1.0 0.0 0.0 + 0.0 1 1.0 + 1.0 0.0 1.0 + 1.0 1.0 0 + 1.0 1.0 1.0 + +# deformed control points collects the coordinates of the interpolation control +# points after the deformation. +deformed control points: 0.1 0.2 .3 + 0.0 0.0 1.0 + 0.0 1.0 0.0 + 1.0 0.0 0.0 + 0.0 .8 1.0 + 1.0 0.0 1.0 + 1.0 1.0 0.0 + 1.2 1.2 1.2 diff --git a/tests/test_utils.py b/tests/test_utils.py index f98302d..ee3abb1 100644 --- a/tests/test_utils.py +++ b/tests/test_utils.py @@ -9,6 +9,14 @@ class TestUtils(TestCase): + def cmp(self, f1, f2): + """ + Check if the two files have the same content, skipping comment lines + """ + content1 = [line for line in open(f1) if not line.startswith('#')] + content2 = [line for line in open(f1) if not line.startswith('#')] + return content1 == content2 + def test_utils_write_original_box(self): params = pars.FFDParameters() params.read_parameters( @@ -45,7 +53,7 @@ def test_utils_check_vtk_original_box(self): ut.write_bounding_box(params, outfilename, write_deformed=False) - self.assertTrue(filecmp.cmp(outfilename, outfilename_expected)) + self.assertTrue(self.cmp(outfilename, outfilename_expected)) os.remove(outfilename) def test_utils_check_vtk_modified_box(self): @@ -62,7 +70,7 @@ def test_utils_check_vtk_modified_box(self): ut.write_bounding_box(params, outfilename) - self.assertTrue(filecmp.cmp(outfilename, outfilename_expected)) + self.assertTrue(self.cmp(outfilename, outfilename_expected)) os.remove(outfilename) def test_utils_plot_rbf_control_points(self): diff --git a/tests/test_vtkhandler.py b/tests/test_vtkhandler.py index a1418e1..ae59be1 100644 --- a/tests/test_vtkhandler.py +++ b/tests/test_vtkhandler.py @@ -7,6 +7,14 @@ class TestVtkHandler(TestCase): + def cmp(self, f1, f2): + """ + Check if the two files have the same content, skipping comment lines + """ + content1 = [line for line in open(f1) if not line.startswith('#')] + content2 = [line for line in open(f1) if not line.startswith('#')] + return content1 == content2 + def test_vtk_instantiation(self): vtk_handler = vh.VtkHandler() @@ -139,7 +147,7 @@ def test_vtk_write_comparison(self): outfilename_expected = 'tests/test_datasets/test_red_blood_cell_out_true_version6.vtk' vtk_handler.write(mesh_points, outfilename) - self.assertTrue(filecmp.cmp(outfilename, outfilename_expected)) + self.assertTrue(self.cmp(outfilename, outfilename_expected)) os.remove(outfilename) def test_vtk_plot_failing_outfile_type(self): diff --git a/tutorials/tutorial-5-idw.ipynb b/tutorials/tutorial-5-idw.ipynb new file mode 100644 index 0000000..44cd40b --- /dev/null +++ b/tutorials/tutorial-5-idw.ipynb @@ -0,0 +1,244 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# PyGeM\n", + "## Tutorial 4: Inverse Distance Weighting interpolation technique on a cube" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In this tutorial we will show how to use the Inverse Distance Weighting interpolation technique to deform a cube.\n", + "\n", + "First of all, we import the required classes, the numpy package and we set matplotlib for the notebook." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "from pygem.params_idw import IDWParameters\n", + "from pygem.idw import IDW" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We need to read a parameters file." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "parameters_file = 'tests/test_datasets/parameters_idw_cube.prm'\n", + "\n", + "params = IDWParameters()\n", + "params.read_parameters(filename=parameters_file)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The following is the parameters file for this particular case. The Inverse Distance Weighting section describes the power parameter (see the documentation of the IDW class for more details). As control points we consider the 8 vertices of the cube (the first one is not exactly the vertex), and we move 3 of them. In the Control points section there are all the coordinates of the control points." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\r\n", + "[Inverse Distance Weighting]\r\n", + "# This section describes the setting of idw.\r\n", + "\r\n", + "# the power parameter\r\n", + "power: 2\r\n", + "\r\n", + "\r\n", + "[Control points]\r\n", + "# This section describes the RBF control points.\r\n", + "\r\n", + "# original control points collects the coordinates of the interpolation control\r\n", + "# points before the deformation.\r\n", + "original control points: -.1 0.0 0.0\r\n", + " 0.0 0.0 1.0\r\n", + " 0.0 1.0 0.0\r\n", + " 1.0 0.0 0.0\r\n", + " 0.0 1 1.0\r\n", + " 1.0 0.0 1.0\r\n", + " 1.0 1.0 0\r\n", + " 1.0 1.0 1.0\r\n", + "\r\n", + "# deformed control points collects the coordinates of the interpolation control\r\n", + "# points after the deformation.\r\n", + "deformed control points: 0.1 0.2 .3\r\n", + " 0.0 0.0 1.0\r\n", + " 0.0 1.0 0.0\r\n", + " 1.0 0.0 0.0\r\n", + " 0.0 .8 1.0\r\n", + " 1.0 0.0 1.0\r\n", + " 1.0 1.0 0.0\r\n", + " 1.2 1.2 1.2\r\n" + ] + } + ], + "source": [ + " %cat 'tests/test_datasets/parameters_idw_cube.prm'" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Here we create a 10-by-10-by-10 lattice to mimic a cube." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "nx, ny, nz = (10, 10, 10)\n", + "mesh = np.zeros((nx * ny * nz, 3))\n", + "\n", + "xv = np.linspace(0, 1, nx)\n", + "yv = np.linspace(0, 1, ny)\n", + "zv = np.linspace(0, 1, nz)\n", + "z, y, x = np.meshgrid(zv, yv, xv)\n", + "\n", + "mesh = np.array([x.ravel(), y.ravel(), z.ravel()])\n", + "mesh = mesh.T" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now we plot the points to see what we are doing." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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SSfahJSG6XLIyHMvmYBKvvqrwyCNqv9MNYjFBRQXE4xbbtnl44w2FH/xgP9df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\nRgjrZvt2g7o6i0DASvK1JaHDMODKK+NYlkVubi733CO2sDt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irp5SQlZWQnFxiJaWbIJB\nkTtnZkpHHg7D5MlxfvSjPfj9+3juOZsPP6xg/HiHjAybzEwff/1rJvv2qaSZvJwMVqyQ8NeyMklT\naWtThEJyzeuvb6e8PMydd0b57W9FKj1vXjxtAFReLmnVCxfaTJ7sctNNXoqLhQ6ntXTGeXkuhiG8\n55SDniSuGNxzTyRtGQvSPa5dm0FVlUkkIie1desEJ7/44jgffywpK6nUmlThP+64wRv6+vUGzz1n\nA5oPP7RYtcrhxz+Op2GyhgZJ3RZFYQ7l5SIOGbhOPNHhxBMP3IyEw/D733tYt05EP6eckuC//gvy\n8/v9jH//eznNBQIxCgoCKNVLfb101tFolK1btw5KG/d4PPvdx93d3RQOxR/9/2kppb4K7EG8WacD\ntUqpGUAHsElr/cXpkA9WWDds2EA8Hmfs2LEUFBR8Ln6i2An2Qw+pTvDss11OOknktCNG6E8VdDQ2\nwssvG9TVjcAwHFatigE2hqGS/Eo51fzylw7Ll8vNe/bZDnPn7j+wTBX15mbB+7ZuNairkw4uM1PC\nTiMROS6LUbhOMiqk0P3udwnGj9c0NkpRj8Vi1NfX09HRQSg0kUBgGOXlsGyZQB0NDfLCEwnptJWS\nG3v4cDdNGbQskjakEm8UCMDzz1v4fGJv+dBDFmVlLkVFDh9+aGOaFgUFDl1dJsGg4OMyrBMDHL9f\naGeXXRZj9mwn/e+/8YbFtm1CKwyHLVpaBMNuahJbzawsTUuLkVbQtbfL6y8qcnEcI+0RYhiyScyf\nD0ceWcqiRRW8/LJQsvbtczjmmB42b3ZZtUo62ro6zYwZvZiml82bfSQSIqIpKdFUVopJ/m23Ramp\nsXn77SImTID33guSlye2oRdemIHXK9DG+PGCQ69ebbJ1q5Hc0HTaLP6ii+LU1xtp6mEiIUU5K0ui\nmXbtUowa1X+cX7Eik8xMeb2RiJhd5eRojjrK5Z57bHw+GYb29srn5PfrQeZBWsOTT9oUFkryiFKa\njRtNtm+XdJctW4x0py9mRnJSGj/+0COinnnGYvVqUeq5LixaZDFhgjsoEEIpkgNPGyhK/idS6MbG\nRkaMGEFfXx9dXV00Njam8/ZSRXrPnj10dnam/Yz/hZYPMIHxwM1AGPADHqBEKXWl1vrBL0RBPtAS\nfb9AE5WVlUlq1edfhx2m8flcOjpIm5jPnStDFZ9vf5OVT67GRrjwQhnaRCKFvP22pqTEQamMtNex\n62osC44/3uXMMz/9+Shl8MILRbz/vs3WrSoNGaRijaDfP/mb33T52tdcPB7BXz2eVEE1SCQS1NTU\n0NCwj3XrptLUNIXNm6WzzcwUBkp+fr902nFkIGRZMG2ay5e+tJsvf3ksHo9sBtOmuZSUaNatM9mx\nQxzXvF4Z+Ckl4ZcpA3SZwqt0EQKSEfPy+7Iyzde+FuPUU2VAphRUVckJIMWx3bFDhlXHHSdH7A0b\nhI+clSXS7nBYkjpaW71MmeJw771xvv/9jCTfVnHttVGOPNKlrk7xzDM2o0fr5JDSZMmSfPbsEQpj\nV5ciEjHYvDmbri4DENw5kZC060TCYdasGFu2aNasySQ3N86mTQZNTTbnnJPgxht9xGIy+O3qkk7W\n65UEj2hUOutgUFFcLMGixx7rUFEhw7nU0FUKsvw/reGyy+Icd5xDTw8sWpRBY6OIejweGdLNni1Y\ncmGhbMpFRZqiIqE1prDj1NJa8Pvduw1cV7r4sjLBvoG0terw4S59fQ6OE0OpTAbOzF1XDJ2E1+1y\n8snOoE5+2zYzHSiQClzYsePACT2fXKn8PL/fvx/HOB6P09fXRzAY5IknnmD58uUsXLiQv/3tbxxx\nxBHMnz//oNdPrYPFNwE8//zzzJ8/H6UUhx9++H7mQ59cWmu01i8m/7gOWDjUY78QBXlgx9vT00Nt\nbS2JRCKdMJ19EP+/UAiWLhUzmqOOcg/oMVxYCL/4xQ7eeecoWloUZ53l8rOfDf1F0lq++CnF2Asv\nKDo74/j9wWT6QTaFhSbTpmk2bYKUWOJPf0oMqawbuLZssXnnncI0s0Elg0C7uqTAGYZwf3Ny4Mwz\n3f2MxqW7bqa9vZ38/AJWrz6WTZtM2tsllNVx5O8HAsLMKC4WB7WUV3MwCBdeqBkzpo1jjqlMClQ0\n0agYE9XWGklOt5W+KUU23F+A/X6XkSNj7NkjSsmsLJIwjea44xy+9704a9ea/PWvHgoLBV/eulWK\nRjCo2LpVpTHntjZFa6vYbqZYKIWFqRw9zUUX7eXii7Pw+7O59dYI69ebVFY6zJvn0NKi+POfJdrJ\ntl2mT3fZvl2l/TRkACenoL4+kaenTKRSZu7HHRfkBz9o4A9/KCU3N0RGRoKcnBgNDVm89JJBR4fw\nauvqDEIhzfbtBueem2DtWjMZTqqSmLbBgw+GqajQjBzp8NvfRrn5Zi+hkKKwULrJVBrH44/bHHOM\nw6JF+cTj8pwSCfk+t7QozjlHquU55yR44QXp/EE+w1//evBAeNs2gz17VDJ0VrDhaNRNw2STJrlp\ndV1Ghsw/Zs8erAJ95hmLN9+0yMqCUMhk40aT66/vp+aNHOmyc6eZhraiUVEcHsr6NNm0bdvk5+eT\nn5/Pgw8+yBVXXMGVV17J8OHDqaurO6Trw6HFN1VXV3P77bfz0UcfkZ+fT5skD3zqSqoGba11XCl1\nBQJTPJcUhpgI/W2l1rr2C1GQYXCm3tixY9OYVEtLy6eq9Xp74eKLLerrVZIOZPLIIwkmT97/izJq\nVIL77w8PmUCSWqEQ3HqryapVUqROO62L+vpuoIycnJy0v4bHA6+9FmfjRsnFO/roA6vrtJbUjxdf\nNGhoUEydKunSrhtLd64pGnZGBhxzjMAIkyeLFeaAAARc12XbtmaWL+8kIyOPaHQUfv8oVq40KSvT\nrF0r8U3hsBR5MbGXbtXjkQIdCsGll0qI6tKlBh0dYkRvWdLB1tcrRo922L7dSOO0fj9Jfqo8UduG\nYNCgq0uc3QoK+n0rcnLgkktirFplMXKki2FIwnIiAVOnunR2wquvimotBYcsW2amudQgz9O25b0p\nLdWccEInXm8Wzz5rsXatxBxt3GhSXy/MgvZ2RXu7XOfww500HptICF1Qhlxw+OEOq1aZaZaCbYsU\n/nvfs3nhhSnU1ZlYVpy8vATHHx+jrQ3eeUdc3qqrYcyYIMOGKTIzDZ57zkdzs3B2CwsFUolGJV37\n1VctTjwxwQUXJPjudxO8+abJddd5WbzYpKREc/jhbtr0aevWDPbtM9OqRa9XOuSKCnmvs7JgwYIw\nb78tar/SUnc/afbOnQa5ueJYFwzKSSs/X6c3tZwc+NOfIvzhDx7q6jTHHdfLLbdkpSG8SETEJeXl\nAq8UFEhqdV2dkfa7uOiiODt3GjQ2Cp49c6bDV796aPa4n9WcvqCggFGjRjFKItcPaR1KfNPDDz/M\nFVdcka4vn8EDOfVCNXA2EFJKVQE/B6YBq+EL0iGHw2FqamoYO3bsftPVg3GRX3rJoLZWpQUVXV2S\nO/f44/v/nQOlfRxoPfywwYoVisLCED09QRYuzOJ738ti7VovPT0Qj0u8/De+IcT7gd4ZB1qvv25w\nzz0iDnAcWLMGiooMPJ5YMjpJHufxyJH2N79xmDlz8DW11jQ3N7N+fROvvTaJcLiCFStMwuE4iYQU\njBSUkZ0tvx8xQmh8117rMG+epEGkCr/QqhQLFoxk+HCTXbukSPX1ic3ohx/a9PWJwXh2ttzce/YI\n9piXJ14HPT0uF1/czpw5BYwd6/LuuxYpL6jFi4V1kJurqK2VjaisTDD8YcNcqqossrJcioqEebBh\ngzAAUgyScFiKxFFHOdx6a5RYzKWxUVKsx40TrDY3V5KtOzsFl/V6XerrFStXypC2pESoZj09wlGe\nNcvh5pujtLUpvvOdjCTDRvHjH8eoq5OiPmWKS3W1prXVZt06L/X1wiBxHDmB1dRkM358lLY2l5aW\n/miujg5FJOIyebJDcbGkfbz9tiR/T5zo8qc/eYhEREFYVyeDxVNOcaivN/jgg3yCQcF4+/rEXvXL\nXx78PTUMWLVKPJzr6gw++AD+67/iHH+8PK66WrFjh5FW2VmWTmPUqTVypOa++6K0tbURCoXIyelP\n0tVaqJvr1slg1rZJyt77/35enqgdJe5KcPeBG0MsJvS/jRtNhg1zOf/8BMOHywUcxzlk97bPy7I4\nlPimnTt3AjBnzhwcx2H+/PmcdtppB712shu2kgq9HuB+YARwrdb6v1KP+0IU5MzMTI488sgD/uxg\nBbmjY3BunM8H7e0HfuxQ12prg48+MtKT65Uro0CYeNyiuDgfrYUsf++9Cf7yF5POzgRf/3qIefOG\nxiZCIXkexcXw5psq7QuRooLF4zBsWIzsbM22bdLdC3VrcDEWmfM+amtrycvLo63tSHw+T3pIF4kY\nhEIpDrHwXAMBGU729Qk5/9RT3XQ6Raoj6uqCF180yMlJEAoJCyXlLVFTkxosyhG3sFCsMbVWySBN\nwUtHjnQ444wuxoyRm+essxLcd5+dPC6LUu/ddy0yMoQh0tVlsn07Sem0DBVTcUoZGSnFpRQH0xR2\nydSpLq++agOFLF+ew86dJtu2wQknSLjAqlVGMj9OM2mSS28vVFcbSUGKvA8+n8bn0zz3XJilS00W\nL7Y44wyx8TztNFFmXnaZl337DCordbLg2gwfbrNtmxj1jBih6euTgvmDH8CvfpWZ5n7H49LZjxwZ\nJSMjwqZNYYqLo7iuj48/VgQCJr29XsaN649x6utTXHVVjAce8KCUGPn39qZy9zTnnjv4VLh5s4hu\nUkU2HIann7Y4/nihbr78stiTRiLyAXd2Kk48ceiA008WR9cV46twOOUMKB1ycfFgrNrjYciQgccf\nF5+NwkJNU5MIeO64I0pOjnTImQMB6U9Zvb29n0updyjxTYlEgurqapYsWUJTUxPHHXccVVVVh7QB\naK0TSqmLgP8A/g6MA8qVUsO11q3wBSnIn7YOZjB0zDGaJ5+Um9mypCM8++wDf2EOVJAbGuC7300p\nrByysiJMnx7FNAvIyZGjWTwuDm2zZ2tmz07Q0NCCbdsodeCCvHy5Yv58K62my8/XOM5goxXDgPLy\nMH/6U5zWVilww4frQVhxR0cHNTU17N5dxHvvzaatTXDEzEzJfvN4dNL6UApYCnuuqNB885uavDzN\nN74hYaep1doqePuePbB7NyQSGbS2GmRnywBIMEZhi8i0XiS8sZjiu9+N8+GHJr29itGjXa66qoPa\nWm/S0By2bDGorTUYPVqsP7dske40J0eYCdXVUnC8Xp3EKaVzLSrSnHVWgjfesNNWprat+cY34hQW\nws6dinfeKeGYYxy0Fnx74UKLcFgUg729itpaRXd3P1dXa2htFUzVtuFb30qwfr3Byy/Lsdx1Yf16\n6bbvv99De7uis1P8NcaMsTBNxbvvWgQCwvKwbcXEiS62LT4bJSWCiQ8cYobDPurqfGRk5NHV5VJZ\nGSMvr5vHHrPZskWc8jIyXCZODGNZFh5PL4ZRAAjXPDNT0mZcV4zmv/OdeJpJ0dIimPi6dQJrzJzp\npD/7WEy+/2PGaEIhne78P1nTOjrglVcs6uvzOPzwCBUV/d/JtjZFUZGchHp6ZBO2bdIb8sGW48CS\nJaIUTEEvTU396snPAlm4rnvIjx24DiW+qaKigtmzZ2PbNpWVlUycOJHq6mpmzZp1qP/M14HHtNav\nAyilrgfeVErN1VqHvhAF+WCpIdFodMifH3us5sYbHe65xyQUgnnzXK688sAFOeVnkZr4KwX33GPS\n2emQmRnC5zMJBv2UlIhpT0uL2G0edZTLaae5g64zFPSRkjr7fIKr9vVBfb1IhVta+iPafT448cQ2\n8vOHJal2esA1AlRXV+PxeMjOns6CBX4cB5Yv76d8mSZkZqpBp4OMDClEX/mKUO8+ufbtE5vOcFgK\n8wcfGGRlFRKLSQJK6lper3TWpaVi33nBBXGuuUY2Ra2lw3/rLZP3388ikbB44w0Pra1CXauvN+jq\nkuLb3CzXHD1a4JKmpn7Wh7AJNFOnOtxwQ4yjj3apro5x550eqqqEZeG6QgncvNmgs9MmHJYhlW27\nfPihSU6ObD6xmKax0aCrS6W7a9eV/0Ihxc9/HuXKK+PcfruHaFReg88n0M6iRZJcMmmSS0ODoqXF\noLray8iRcbQW9o2YCkkix513RvH7NfffH+G88zLT7JrsbMFUd+2SgeWuXQajRtlkZ+fT0OAhN1e6\nz1AIamuzuOWWJpqaWjnssF14vdPp7BRDIKVg7tw4RUXibDd2bIy8PM0zz9iEQvKedXcr3nvP4pe/\nlPvC5yMdhJqfr9Pzg8mT+7+zvb3wq1+JlNxxPKxfLxmN8+ZJg5KX18/kKC+X4W4gIN/bQ1lK9VNJ\nTZP0ppiqq4fq9JZkNBzSv/nJdSjxTWeffXY65LS9vZ2dO3d+Joqd1vqbAEopK/nn25VS72qtQ/AF\n6pA/rwUnwDnnuJxzjpv0SRj6ca5rc/fd2SxbZmPbmgsuCLBjh4NhZJOZmYVhiCFQJCIWmNXVMviZ\nNGkwVmaaZnqTqK5WPPKIQU2NYvp0zZlnSkeZggiys+Um/MUvHBYv1qxdqygthcsvd7CsnkHPr6en\nl0WL9tDU5KO0dDozZnjZts1Ip12ADNdiMRlEyQ0UTXvpmqao+1LFuKmpH5PMz4dVq2TgM2qUdMnZ\n2RCNGvT2qjTFTms5DofDURobJaz0+OPbaWvLIj9fcuPa2gRrrKhwCIViLFpkEovJMLK1VbNokZm0\n5xTvhoYGI12UoZ/vbNvwzW8m0l3gunVSkI4+2mH9epNXX7Xo6pIhZDCo+OAD8Yhevlw8KCRjTlNR\n4VJQIO+HCE7639Nhw1xOOMHhtts8vP++RSAAO3ZovvIVhz17FGvWmHR2GuzapZkxw6WkxKG9Pcre\nvV56e2WIKT4ccMQRCZYvl4iozEx4/vkQ7e3yucyf72XDBhk2Tp7s0Nam+PrXE3z8sXC0c3JkcBqN\nKoqL4YILCoFCpkwB163i/fen8u67HoYNixIIhGlu7qO728e6dV0MG+ajpaWCceOgrc1Aa6Etzp7d\nX3DvvDPK9dd7WLVKqGnz50coK+t/I6qqJE2kokLT05MAFC+/nMnZZyfSgQo//WmMe+7pH3hfdVXs\nU3n5A5dhiPLyb3+z08k0Eya4STHOoXshp2rA59EaHEp806mnnsrbb7/NlClTME2TO++88zOJUJRS\nI4DjgEwgppSKA2mqxhemIA+1DsWkPrUO9hkuXFjIO+/4KCmJ0dsb5MEHvZx0kkFjow/HEcqR48CJ\nJ8qResaMA+/UqQ65sRGuuspkzRo5ir/3nuaFF8QXIRKRziUUko5hzhzNaacN7lo//lh+DQaD1NTU\n8MEHmSxfPoHduz3U1wuNrrRUaEwpyENrOdrm50sBPOecdRx99DHU1EghmjZN2BSLFomkORaDNWv6\n1WJ9fVBTIzLt3FwwTTdts5mZ6WKaCbRWnH02jBgRY/ToHt580yAUEvtSpSza2/0EAiQTM3wEAlJw\nlCJtwpSVJV1jJCL48ZQp8LvfRXj9dZsPPpCCeuyxCWbMkI20vV3xzjsm5eUClcyc6fLmmxaJhGbs\nWE0oFKKxMYsPPxSsPz9fEwgI39owDCorXX760yjnn5+Z7hC9Xjj55ASPPmqzb5/B9OkOmzaZdHUp\nFi8WQUpOjiYcFlHIihUGY8ZoduzIIBIxAIEr/H6dPH0Y2LaEEHR3i4H7b34T5cc/9hEMyqbR0yOw\nx8SJYvzz5JM23d0yQ7BtkVXPmjX4BDdqVJCvfU2xZIlJV1cm3d2ZtLcXMHlygspKh8bGKNu2mWkX\nvmHDYuTkaFy3g0gkA6/XS1GRqOxSgplXXrEZMSI+oCCKJ/S6dQrHyWHMGGc/35dTT3WYNi1CS4uI\nZQYWdBDI46mnbBobDaZMEae8gRmUZ5zhUFIilMDCQoF2UoSmQ4UsQqEQWVlZB33cUOtg8U1KKe6+\n+27uvvvuz3xtJRjlfKACOBZ4BzgVeBt4F75ABfnTOuR/VvL06tUebDtILGZQUOBHa5OKCpdLLnFZ\nsEBu9J/8xOHMMz9dveQ4JomEQ1WVwfbtsgtI0RQv4blzHXbulNh2peCmmxL7pfeCYGVVVVX09fUx\nZsx4Nm8ehter2LvXIC9Pjo3BoBTR7Ox++W1entxg553n4vEIl/SII/rfu+ZmeP99gxEjNK+/bqQp\nZE1N0iFnZGiiUVH9jR4dp73dC2hsO4FtW7iuwc9+FiMzU/Hkk8WMGyfF9tlnbYJBl3HjImzdarNi\nhYeMjATd3ZqODuGoxmLiSFZYKEwIyxIRw5NPikLh6193+MtfZPDn92ueftrC54NNm0xqaoRlccIJ\nCbZuNejtJW3M5PUmsO0EVVX2IKFEOAznnRfnqqtibNpkcMQRMuzLzdV87WsJsrOlo04kBOKZOdOh\nuVnUcL29Brm54g3R1SXvzdixDps3W4jqEkD+/5VXRlm1yiQQkNiq3Fw5gWzYYLJ3r2LqVJfGRkVn\np7zfl18e54EHPEkpeiplRGCU886LEY2SdmrTGp56ysOMGQ61tbJZtbUpLr1UM358Hrfe6iMz0yAc\nlnukpSWDY4/tJiurkx07+ohGozQ3+3nttbGMGqXxej1Eox4efdTmv/87ilKiNEwNliW9xsPcuYn9\nmpiysv0LMUiDcdNNXlpaxFvk1VdtmpsNbrghlr6GUqIDSIWqDlyHWpADgcC/nPXmgFUBVGqtT1JK\nLdFaf0MpdQRwReoBX5iCPNT6ZwSdBgIBampqyM4eRWtrHrm5sq0nEkKXO/98h5///OB0uLo6uO46\ni/r6YWRn+/nWt/pDQ1PLMORo+txzcdraZFD3SW5yLBajrq6Ojo4Y77xTSU1NDq4rg5vc3H6WAaS6\nWMUNNyRYtUqxapVBZiZcconDiSfqdJetNaxbp/j4Y6GutbSAz6fYs0dRUCDFQ1R6snn4fJpEQhON\nOpSWhujp8eHxeJJpyYmk34SVjoNvbFRJH2dFcbGXRMJGa6GaFRUpmpttTFNjGMJjra3V5OXFAJML\nLwzQ1mZQXOxlzx4RMKSUZnv3KhYutJg71yEjQ7Fhg8Gzz8qUzDSFibFypcHYsSZaiydHKKTSeLnH\nA/PmJWhrUzz2mIcpU1y0VnR1iYnOjh0Grqvp7TVobxcaXWenUMTCYUVTE2mTfI9HuttP9gVeL2zd\narJ1q8nOneKQN2eOGPu89ZbJpk3CIa6ocJk+3aG9Xbrxtrb+KKqsLE0gIK/pz38W74urr45SWCgb\neU2NQV+fvJ7x44XPPH68PJGaGoOyMsHKYzHZpGfP9jFu3Nj0c1y92iUcttmwwcUw4pSWttHTY7Np\nUwM5OVmsXDmaMWNMQiGDvr4EHo/aL4A3GISNG4UymEpFSa36eoOWFnGKA8jOdlm71qSnh/2Ghwda\njuMcUpjwv6ixUApCyQa6lFIjAUMplQHkA2my9P8TBfnzdsjd3d3U1NSglGLixIlcc02Cn/1MEjq0\nhgkTNGeddWha/ngcfvpTi64ukZ+2tyuef96ktFQEAylxR3Y2zJ2bSnTWn7hGnIaGBtra2hg9upKX\nXiqgqSmHbdtkIOk4MrTx+QanRB9xhMuXv6z58pc14m2y/1q5UvHAAyZZWZply4RFkZMjQzToZwIY\nhqagQJNIxLDtOA89tJVJk8bR1mZTW+sycqRm5UqRIWut+egji5dflkLS3a0oKnJZtUopUhi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Czo7dVYscLitttc5OYqvF6BTsJhmDnT4rzzpCDfemuYb3zDgd8vQ9qcHMGP8/JI21yuXy+ikEmT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\nZWRlZdG8eXPatGlDTU2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RkN8DfhFCLKv7Ogu4WghxRms7dQF2N3AtcADYDNwlhNjpdMyj\nQBchxEOKoowE/iGEGHEm1+XBmYNHy+IihBDCDJiBbcA2Re5hS4GHgRogBtgjhBCKojygKIoN+A34\nEuguhPj8GL/6UkVrYL/T1/l13zujAVkIYVUUZQLwX+p3DDuddwzAB8AniqL8DygBRp7JNXlwZuEJ\nyJcA6rJdAaQ6fbtL3X93IbPmu4DtwCw8OBqNFWXPyg6iroS06qjvTXX6/1rg9rOxFg/OPDwB+RKH\nEOJn4GcARVGUS61U4SbyAWcV9Ujg4DlaiwcXMTwsCw9UeILxMfEdMEaR6AsYz3T92INLE54M2YNL\nHoqiLAOuBsIVRckHXkI2RRFCLEKWDAYD/wOqgXvPzUo9uNjhYVl44IEHHpwn8JQsPPDAAw/OE3gC\nsgceeODBeQJPQPbAAw88OE/w/31QkpGWJmxgAAAAAElFTkSuQmCC\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(1)\n", + "ax = fig.add_subplot(111, projection='3d')\n", + "ax.scatter(mesh[:, 0], mesh[:, 1], mesh[:, 2], c='blue', marker='o')\n", + "ax.set_xlabel('X axis')\n", + "ax.set_ylabel('Y axis')\n", + "ax.set_zlabel('Z axis')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Finally we perform the IDW interpolation using the IDW class." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "idw = IDW(params, mesh)\n", + "idw.perform()\n", + "new_mesh_points = idw.modified_mesh_points" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can plot the new points in order to see the deformation. Try different powers to better fit your specific problem." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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UfutbiAGXy7RAgOjjjxMb0Kfbv/QlJv30p6g7doBlETr+eMJFRQQ7O2UThqah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\nZrDjyisZ/cwzGGvW4B1zDCqdlsfx3bvl2qZSwpro6hKYw/9cgo1CR6M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6abaNm7F180irVvH3rlSglSHR+Hnh4plKYpA8RslkxdHa5tE7BtzHXriI2OivovkcD8h38oFUrV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\nEolEMkWQDlkikUimCP8P98Nvbo+S52oAAAAASUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(2)\n", + "ax = fig.add_subplot(111, projection='3d')\n", + "ax.scatter(new_mesh_points[:, 0], new_mesh_points[:, 1], new_mesh_points[:, 2], c='red', marker='o')\n", + "ax.set_xlabel('X axis')\n", + "ax.set_ylabel('Y axis')\n", + "ax.set_zlabel('Z axis')\n", + "plt.show()" + ] + } + ], + "metadata": { + "anaconda-cloud": {}, + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.13" + } + }, + "nbformat": 4, + "nbformat_minor": 1 +}