{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Applying GUI warps to other data\n", "\n", "The [Parsing GUI results](parse.ipynb) notebook demonstrated how **mwarp1d.loadnpz** can be used to load warping results, and in particular to apply the saved warps to arbitrary data. This can be useful when dealing with multivariate 1D data, as demonstrated below.\n", "\n", "The example dataset (in ./mwarp1d/examples/data) consists of 8 observations of a three-component vector that is measured over time at 100 equally spaced nodes. Let's refer to these counts as J=8, I=3, and Q=100, respectively, and let's call the three vector components \"X\", \"Y\" and \"Z\". All three components are saved in the example NPY file: " ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(8, 100, 3)\n" ] } ], "source": [ "import os\n", "import numpy as np\n", "from matplotlib import pyplot as plt\n", "import mwarp1d\n", "\n", "dirDATA = mwarp1d.get_data_dir()\n", "fnameNPY = os.path.join( dirDATA, 'Dorn2012_xyz.npy' )\n", "A = np.load(fnameNPY)\n", "\n", "print(A.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that the array shape is (J, Q, I).\n", "\n", "The three vector components can be visualized like this:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure( figsize=(12,3) )\n", "\n", "ax = plt.subplot(131)\n", "ax.plot(A[:,:,0].T)\n", "ax.set_title('X')\n", "\n", "ax = plt.subplot(132)\n", "ax.plot(A[:,:,1].T)\n", "ax.set_title('Y')\n", "\n", "ax = plt.subplot(133)\n", "ax.plot(A[:,:,2].T)\n", "ax.set_title('Z')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The **mwarp1d** GUI was used to define warps for each of the 7 sources, but only for the X component, as can be seen by loading the NPZ results file:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fnameNPZ = os.path.join(dirDATA, 'warps_Dorn2012_landmark.npz')\n", "results = mwarp1d.loadnpz(fnameNPZ)\n", "\n", "plt.figure()\n", "ax = plt.axes()\n", "h0 = ax.plot(results.template, 'k', lw=5, zorder=1)[0]\n", "h1 = ax.plot(results.sources_warped.T, 'orange', lw=1, zorder=0)[0]\n", "ax.legend([h0,h1], ['Template','Warped sources'])\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To apply the saved warps to the other vector components, use the **apply_warps** method like this:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "warpedX = results.apply_warps( A[:,:,0] )\n", "warpedY = results.apply_warps( A[:,:,1] )\n", "warpedZ = results.apply_warps( A[:,:,2] )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The results can be visualized as above:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure( figsize=(12,3) )\n", "\n", "ax = plt.subplot(131)\n", "ax.plot(warpedX.T)\n", "ax.set_title('X')\n", "\n", "ax = plt.subplot(132)\n", "ax.plot(warpedY.T)\n", "ax.set_title('Y')\n", "\n", "ax = plt.subplot(133)\n", "ax.plot(warpedZ.T)\n", "ax.set_title('Z')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If the X, Y and Z data are saved as separate 2D arrays (e.g. in separate CSV files), first load them as 2D NumPy arrays like this:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(8, 100)\n", "(8, 100)\n", "(8, 100)\n" ] } ], "source": [ "fnameX = os.path.join( dirDATA, 'Dorn2012_x.csv' )\n", "fnameY = os.path.join( dirDATA, 'Dorn2012_y.csv' )\n", "fnameZ = os.path.join( dirDATA, 'Dorn2012_Z.csv' )\n", "\n", "X = np.loadtxt(fnameX, delimiter=',')\n", "Y = np.loadtxt(fnameY, delimiter=',')\n", "Z = np.loadtxt(fnameZ, delimiter=',')\n", "\n", "print(X.shape)\n", "print(Y.shape)\n", "print(Z.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then apply the warps as above:" ] }, { "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": [ "Xw = results.apply_warps( X )\n", "Yw = results.apply_warps( Y )\n", "Zw = results.apply_warps( Z )\n", "\n", "\n", "\n", "plt.figure( figsize=(12,3) )\n", "\n", "ax = plt.subplot(131)\n", "ax.plot(Xw.T)\n", "ax.set_title('X')\n", "\n", "ax = plt.subplot(132)\n", "ax.plot(Yw.T)\n", "ax.set_title('Y')\n", "\n", "ax = plt.subplot(133)\n", "ax.plot(Zw.T)\n", "ax.set_title('Z')\n", "\n", "plt.show()" ] } ], "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": "3.6.9" } }, "nbformat": 4, "nbformat_minor": 2 }