{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Parsing GUI results\n", "\n", "The **mwarp1d** GUI saves all results in [compressed NPZ format](https://docs.scipy.org/doc/numpy-1.15.1/reference/generated/numpy.savez_compressed.html). This results file contains the original data, the warping parameters, and the warped data. Results are automatically saved every time the user updates a warp.\n", "\n", "The results file can be parsed in one of two ways:\n", "\n", "1. Using **numpy.load**\n", "2. Using **mwarp1d.loadnpz**\n", "\n", "The examples below consider the example results files:\n", "\n", "* ./mwarp1d/examples/data/warps_Dorn2012_landmark.npz\n", "* ./mwarp1d/examples/data/warps_Dorn2012_manual.npz" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "___\n", "\n", "### Using numpy.load (landmark mode)\n", "\n", "The results file can be loaded using the usual NumPy approach. Let's first check the variable names that are stored in landmark mode results." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "mode\n", "filename0\n", "filename1\n", "ydata_template\n", "ydata_sources\n", "ydata_sources_warped\n", "landmarks_template\n", "landmarks_sources\n", "landmark_labels\n" ] } ], "source": [ "import os\n", "import numpy as np\n", "from matplotlib import pyplot as plt\n", "import mwarp1d\n", "\n", "\n", "dirDATA = mwarp1d.get_data_dir()\n", "fnameNPZ = os.path.join(dirDATA, 'warps_Dorn2012_landmark.npz')\n", "\n", "with np.load(fnameNPZ) as Z:\n", " for key in Z.keys():\n", " print(key)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "These variables are:\n", "\n", "* **mode** --- warping mode (\"landmark\" or \"manual\")\n", "* **filename0** --- the name of the CSV data file (if any) imported into the GUI\n", "* **filename1** --- the name of the NPZ data file (originally specified in the GUI; this is not updated if the NPZ file is relocated)\n", "* **ydata_template** --- template; a (Q,) array, where Q is the number of domain nodes\n", "* **ydata_sources** --- original sources; a (J,Q) array, where J is the number of sources\n", "* **ydata_sources_warped** --- warped sources; a (J,Q) array\n", "* **landmarks_template** --- template landmarks, an (n,) array of integers, where n is the number of landmarks\n", "* **landmarks_sources** --- source landmarks, a (J,n) array of integers\n", "* **landmark_labels** --- landmark, an (n,) array of string labels, one per landmark\n", "\n", "Let's first check the mode and data array shapes:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "landmark\n", "(100,)\n", "(7, 100)\n", "(7, 100)\n" ] } ], "source": [ "with np.load(fnameNPZ) as Z:\n", " print( Z['mode'] )\n", " print( Z['ydata_template'].shape )\n", " print( Z['ydata_sources'].shape )\n", " print( Z['ydata_sources_warped'].shape )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This implies that the data were warped in \"landmark\" mode, that there were 7 sources, each represented using 100 domain nodes.\n", "\n", "Let's next check the landmark array shapes:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(4,)\n", "(7, 4)\n", "(4,)\n" ] } ], "source": [ "with np.load(fnameNPZ) as Z:\n", " print( Z['landmarks_template'].shape )\n", " print( Z['landmarks_sources'].shape )\n", " print( Z['landmark_labels'].shape )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This implies that 4 landmarks were used for each of the 7 sources.\n", "\n", "The actual landmarks are: " ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "landmarks_template:\n", "[ 8 14 24 70]\n", "\n", "landmarks_sources:\n", "[[ 8 13 23 70]\n", " [ 8 14 25 70]\n", " [ 8 14 25 70]\n", " [10 17 27 72]\n", " [ 9 16 26 71]\n", " [10 21 32 72]\n", " [11 22 33 73]]\n", "\n", "landmark_labels:\n", "['C1' 'C2' 'C3' 'C']\n", "\n" ] } ], "source": [ "with np.load(fnameNPZ) as Z:\n", " for key in ['landmarks_template', 'landmarks_sources', 'landmark_labels']:\n", " print('%s:' %key)\n", " print('%s' %Z[key])\n", " print()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The data can be visualized as follows:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "with np.load(fnameNPZ) as Z:\n", " y0 = Z['ydata_template']\n", " y = Z['ydata_sources']\n", " yw = Z['ydata_sources_warped']\n", "\n", " \n", "plt.figure( figsize=(12,4) )\n", "\n", "ax = plt.subplot(121)\n", "h0 = ax.plot(y0, 'k', lw=5, zorder=1)[0]\n", "h1 = ax.plot(y.T, '0.7', lw=1, zorder=0)[0]\n", "ax.legend([h0,h1], ['Template','Sources'])\n", "ax.set_title('Original data')\n", "\n", "ax = plt.subplot(122)\n", "ax.plot(y0, 'k', lw=5, zorder=1)\n", "ax.plot(yw.T, 'orange', lw=1, zorder=0)\n", "ax.set_title('Warped data')\n", "\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "___\n", "\n", "### Using numpy.load (manual mode)\n", "\n", "The variables saved for the manual warping mode are:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "mode\n", "filename0\n", "filename1\n", "ydata_template\n", "ydata_sources\n", "ydata_sources_warped\n", "seqwarps\n" ] } ], "source": [ "fnameNPZ = os.path.join(dirDATA, 'warps_Dorn2012_manual.npz')\n", "\n", "with np.load(fnameNPZ) as Z:\n", " for key in Z.keys():\n", " print(key)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\"seqwarps\" is the only new variable; not also that the \"landmarks*\" variables do not appear in manual mode.\n", "\n", "* **seqwarps** --- a (J,) array of objects, where each object is an array of sequential manual warp parameters.\n", "\n", "In order to read **seqwarps**, the NPZ file must be loaded in \"allow_pickle\" mode as follows." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[None None\n", " array([[0.03539823, 0.24285714, 0.162 , 0.162 ],\n", " [0.02758621, 0.27142857, 0.092 , 0.092 ]])\n", " array([[-0.24175824, 0.15714286, 0.396 , 0.396 ],\n", " [ 0.09447005, 0.27142857, 0.07 , 0.07 ],\n", " [-0.01442308, 0.7 , 0.19 , 0.19 ]])\n", " None\n", " array([[-0.32 , 0.47142857, 0.99 , 0.99 ],\n", " [ 0.12727273, 0.61428571, 0.476 , 0.476 ],\n", " [-0.08 , 0.18571429, 0.87 , 0. ]])\n", " array([[-0.35493827, 0.54285714, 0.962 , 0.962 ],\n", " [ 0.05022831, 0.27142857, 0.328 , 0.328 ],\n", " [ 0.14479638, 0.61428571, 0.774 , 0.774 ],\n", " [-0.3 , 0. , 0.04 , 0.04 ]])]\n" ] } ], "source": [ "with np.load(fnameNPZ, allow_pickle=True) as Z:\n", " seqwarps = Z['seqwarps']\n", " \n", "print(seqwarps)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that the elements of **seqwarps** are either None or an (m,4) array, where m is the number of warps applied to the given source, and 4 is the number of manual warp parameters (i.e., amp, center, head, tail).\n", "\n", "For example, the sequential warp parameters for the third source can be retrieved using:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[0.03539823 0.24285714 0.162 0.162 ]\n", " [0.02758621 0.27142857 0.092 0.092 ]]\n" ] } ], "source": [ "sw = seqwarps[2]\n", "\n", "print(sw)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "These parameters could then be used in conjunction with the **SequentialManualWarp** class to reconstruct **ydata_sources_warped**.\n", "\n", "However, if you wish to use these saved warping results (either landmark or manual mode results) to warp data, it is much easier to use **mwarp1d.loadnpz** as described below." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "___\n", "\n", "### Using mwarp1d.loadnpz\n", "\n", "The NPZ results files can alternatively be loaded using **mwarp1d.loadnpz**:\n" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MWarpResults\n", "----- Overview -------------\n", " mode = manual\n", " nsources = 7\n", " nnodes = 100\n", "----- 1D Data -------------\n", " sources = (7,100) array\n", " sources_warped = (7,100) array\n", " template = (100,) array\n", "\n" ] } ], "source": [ "results = mwarp1d.loadnpz(fnameNPZ)\n", "\n", "print(results)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Summary information is displayed, and all parameters can be accessed as attributes like this:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "manual\n", "7\n", "100\n", "(7, 100)\n" ] } ], "source": [ "print( results.mode )\n", "print( results.nsources )\n", "print( results.nnodes )\n", "print( results.sources.shape )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "and visualized like this:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "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": [ "The most useful feature of this **loadnpz** procedure is the **apply_warps** method, which can be used to warp arbitrary data. For example, to reproduce the saved warped sources, simply submit the original sources to **apply_warps** like this:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "y0 = results.template\n", "y = results.sources\n", "yw = results.sources_warped\n", "\n", "ywcheck = results.apply_warps( y )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then compare the results:" ] }, { "cell_type": "code", "execution_count": 13, "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", "h0 = ax.plot(y0, 'k', lw=5, zorder=1)[0]\n", "h1 = ax.plot(y.T, '0.7', lw=1, zorder=0)[0]\n", "ax.legend([h0,h1], ['Template','Sources'])\n", "ax.set_title('Original data')\n", "\n", "ax = plt.subplot(132)\n", "ax.plot(y0, 'k', lw=5, zorder=1)\n", "ax.plot(yw.T, 'orange', lw=1, zorder=0)\n", "ax.set_title('Warped data (saved in NPZ file)')\n", "\n", "ax = plt.subplot(133)\n", "ax.plot(y0, 'k', lw=5, zorder=1)\n", "ax.plot(ywcheck.T, 'orange', lw=1, zorder=0)\n", "ax.set_title('Warped data (apply_warps)')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This **apply_warps** procedure can also be applied to landmark warps:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "dirDATA = mwarp1d.get_data_dir()\n", "fnameNPZ = os.path.join(dirDATA, 'warps_Dorn2012_landmark.npz')\n", "results = mwarp1d.loadnpz(fnameNPZ)\n", "\n", "y0 = results.template\n", "y = results.sources\n", "yw = results.sources_warped\n", "ywcheck = results.apply_warps( y )\n", "\n", "\n", "\n", "\n", "plt.figure( figsize=(12,3) )\n", "\n", "ax = plt.subplot(131)\n", "h0 = ax.plot(y0, 'k', lw=5, zorder=1)[0]\n", "h1 = ax.plot(y.T, '0.7', lw=1, zorder=0)[0]\n", "ax.legend([h0,h1], ['Template','Sources'])\n", "ax.set_title('Original data')\n", "\n", "ax = plt.subplot(132)\n", "ax.plot(y0, 'k', lw=5, zorder=1)\n", "ax.plot(yw.T, 'orange', lw=1, zorder=0)\n", "ax.set_title('Warped data (saved in NPZ file)')\n", "\n", "ax = plt.subplot(133)\n", "ax.plot(y0, 'k', lw=5, zorder=1)\n", "ax.plot(ywcheck.T, 'orange', lw=1, zorder=0)\n", "ax.set_title('Warped data (apply_warps)')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This feature is particularly useful when you want to apply warps to multivariate 1D data, as demonstrated in [Apply GUI warps](apply.ipynb)" ] } ], "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 }