{ "cells": [ { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "# Read Zebris pressure platform ASCII files\n", "\n", "Marcos Duarte" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "The Zebris Medical GmbH (https://www.zebris.de/en/) builds devices for measuring pressure on the foot/platform interface. \n", "The BMClab (http://demotu.org/) has two zebris FDM 1.5 platforms for measuring pressure and each one has the following specs: \n", " - Measuring principle: capacitive force measurement \n", " - Dimensions: 158 x 60.5 x 2.1 cm (L x W x H) \n", " - Sensor area: 149 x 54.2 cm (L x W) \n", " - Number of sensors: 11264 \n", " - Physical resolution: 1.4 sensors /cm2 (0.714 cm2)\n", " - Sampling frequency: 100 Hz \n", " - Measuring Range: 1 - 120 N/cm2 \n", " - Accuracy of the calibrated measuring range: (1 – 80 N/cm2), ±5% (FS) \n", " - Hysteresis: < 3 % (FS) \n", " \n", "The two pressure platforms can be synchronized and used as a single 3-m platform. \n", "\n", "The proprietary software to operate the pressure device saves files in ASCII and binary formats with the pressure data. Here are functions for reading most of the files saved in ASCII format. These files have headers with metadata about the patient and acquisition conditions and the data of pressure, force, or center of pressure depending on the type of acquisition and chosen option to export the data." ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "## APD file\n", "\n", "The .apd file in ASCII contains the metadata and the maximum values of pressure during the trial only at the regions where there were pressure greater than the threshold (1 N/cm2). This file can be used for making insoles. \n", "Here is a typical .apd file:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2016-09-13T01:52:39.066728", "start_time": "2016-09-13T01:52:36.065606" }, "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "import sys\n", "sys.path.insert(1, r'./../functions')" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[General]\r\n", "Description=pedcad Importfile\r\n", "Source=<>\r\n", "Date=25/04/2017\r\n", "Time=18.23.47\r\n", "UnitDistance=mm\r\n", "UnitPressure=N/cm2\r\n", "\r\n", "[Customer]\r\n", "FirstName=M\r\n", "LastName=D\r\n", "Sex=M\r\n", "\r\n", "[Technical]\r\n", "MaxSensorsX=353\r\n", "MaxSensorsY=64\r\n", "StartSensX=233\r\n", "StartSensY=8\r\n", "SensCountX=32\r\n", "SensCountY=15\r\n", "LDistX=8.46591\r\n", "LDistY=8.46591\r\n", "\r\n", "[Data]\r\n", "-1\t-1\t1.0\t3.0\t2.5\t0.5\t-1\t-1\t-1\t-1\t-1\t-1\t-1\t-1\t-1\r\n", "-1\t2.0\t10.0\t16.5\t15.5\t7.5\t1.5\t-1\t-1\t-1\t-1\t-1\t-1\t-1\t-1\r\n", "-1\t7.0\t21.0\t26.0\t25.0\t20.0\t5.5\t0.5\t-1\t-1\t-1\t-1\t-1\t-1\t-1\r\n", "0.5\t9.5\t24.0\t30.5\t30.5\t24.0\t10.5\t1.0\t-1\t-1\t-1\t-1\t-1\t-1\t-1\r\n", "0.5\t9.0\t23.5\t29.0\t29.0\t28.5\t18.0\t3.5\t-1\t-1\t-1\t-1\t-1\t-1\t-1\r\n", "-1\t6.0\t22.5\t28.0\t28.0\t27.5\t21.5\t5.5\t-1\t-1\t-1\t-1\t-1\t-1\t-1\r\n", "-1\t3.5\t16.0\t25.5\t26.5\t25.5\t22.0\t7.5\t0.5\t-1\t-1\t-1\t-1\t-1\t-1\r\n", "-1\t0.5\t8.0\t19.0\t21.5\t21.5\t18.0\t8.0\t1.5\t-1\t-1\t-1\t-1\t-1\t-1\r\n", "-1\t-1\t2.5\t8.0\t12.5\t14.0\t13.0\t8.0\t3.0\t-1\t-1\t-1\t-1\t-1\t-1\r\n", "-1\t-1\t-1\t1.5\t5.0\t7.5\t9.0\t8.0\t4.5\t-1\t-1\t-1\t-1\t-1\t-1\r\n", "-1\t-1\t-1\t-1\t1.0\t4.0\t6.5\t7.5\t6.5\t2.5\t-1\t-1\t-1\t-1\t-1\r\n", "-1\t-1\t-1\t-1\t-1\t1.5\t4.5\t7.5\t9.0\t5.5\t1.0\t-1\t-1\t-1\t-1\r\n", "-1\t-1\t-1\t-1\t-1\t-1\t3.0\t7.5\t11.0\t9.5\t4.0\t-1\t-1\t-1\t-1\r\n", "-1\t-1\t-1\t-1\t-1\t-1\t2.0\t6.0\t11.5\t12.0\t7.0\t1.5\t-1\t-1\t-1\r\n", "-1\t-1\t-1\t-1\t-1\t-1\t1.5\t5.0\t10.5\t12.5\t10.0\t3.5\t-1\t-1\t-1\r\n", "-1\t-1\t-1\t-1\t-1\t-1\t0.5\t4.0\t8.0\t11.5\t11.0\t5.5\t1.0\t-1\t-1\r\n", "-1\t-1\t-1\t-1\t-1\t-1\t-1\t2.5\t6.5\t10.5\t12.0\t9.5\t3.5\t-1\t-1\r\n", "-1\t-1\t-1\t-1\t-1\t-1\t-1\t1.5\t5.5\t9.5\t13.0\t14.5\t7.5\t1.0\t-1\r\n", "-1\t-1\t-1\t-1\t-1\t-1\t-1\t2.0\t6.5\t11.0\t15.0\t19.5\t13.0\t3.0\t-1\r\n", "-1\t-1\t-1\t-1\t-1\t1.0\t2.0\t4.5\t10.0\t16.5\t21.5\t21.5\t15.5\t4.0\t-1\r\n", "-1\t-1\t-1\t-1\t2.0\t3.5\t5.5\t9.5\t17.0\t22.5\t25.5\t23.0\t13.0\t3.0\t-1\r\n", "-1\t-1\t-1\t2.5\t8.0\t10.5\t12.0\t17.5\t24.0\t26.0\t25.0\t18.0\t7.0\t1.0\t-1\r\n", "-1\t-1\t-1\t6.5\t17.0\t19.0\t19.0\t24.0\t27.0\t27.5\t23.5\t10.0\t3.0\t4.5\t1.0\r\n", "-1\t-1\t-1\t6.5\t17.5\t20.5\t21.0\t25.0\t26.5\t23.5\t14.5\t5.0\t2.0\t5.0\t1.0\r\n", "-1\t-1\t-1\t3.5\t13.0\t19.5\t18.5\t19.0\t20.0\t13.0\t5.5\t3.5\t2.0\t1.0\t-1\r\n", "-1\t-1\t-1\t1.0\t6.0\t10.5\t8.0\t5.5\t6.5\t3.5\t1.5\t4.0\t3.5\t-1\t-1\r\n", "-1\t-1\t-1\t0.5\t7.0\t12.0\t7.5\t2.0\t0.5\t0.5\t1.5\t3.0\t1.5\t-1\t-1\r\n", "-1\t-1\t-1\t1.5\t18.0\t34.5\t17.5\t7.5\t3.0\t3.5\t6.5\t3.5\t-1\t-1\t-1\r\n", "-1\t-1\t-1\t1.0\t14.0\t36.5\t19.0\t10.5\t8.5\t11.5\t9.5\t4.0\t-1\t-1\t-1\r\n", "-1\t-1\t-1\t-1\t4.5\t13.0\t13.5\t8.0\t8.0\t12.5\t3.5\t0.5\t-1\t-1\t-1\r\n", "-1\t-1\t-1\t-1\t0.5\t3.5\t5.0\t3.0\t2.0\t2.0\t-1\t-1\t-1\t-1\t-1\r\n", "-1\t-1\t-1\t-1\t-1\t-1\t1.0\t0.5\t-1\t-1\t-1\t-1\t-1\t-1\t-1\r\n", "\n" ] } ], "source": [ "path2 = './../Data/'\n", "filename = path2 + 'MDwalk2.apd'\n", "with open(file=filename, mode='rt', newline='') as f:\n", " print(f.read())" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Here is a function for reading an .apd file from Zebris pressure platform:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "def read_zebris_apd(filename):\n", " \"\"\"Reads Zebris pressure platform ASCII files .apd.\n", " \"\"\"\n", " \n", " import numpy as np\n", " import pprint\n", " \n", " sections = ['General', 'Customer', 'Technical', 'Data']\n", " s = 0\n", " info = {}\n", " with open(file=filename, mode='rt', newline='') as f:\n", " for linea in f:\n", " line = linea.strip('\\r[]\\n')\n", " if line == sections[s]:\n", " info[sections[s]] = {}\n", " s += 1\n", " elif line:\n", " info[sections[s-1]][line.split('=')[0]] = line.split('=')[1]\n", " elif s == 3:\n", " break\n", " f.readline() #'Data'\n", " data = np.loadtxt(f, delimiter='\\t')\n", " data[data == -1] = 0 #np.nan\n", " \n", " print('File %s successfully open.' %filename)\n", " #print('\\nFile information:')\n", " #pprint.pprint(info)\n", " \n", " print('Data has %d rows and %d columns.' %(data.shape))\n", " \n", " return info, data" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "File ./../Data/MDwalk2.apd successfully open.\n", "Data has 32 rows and 15 columns.\n" ] } ], "source": [ "info, data = read_zebris_apd(filename)" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "### Simple 2D plot of the raw data" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Shapes:\n", "X: (32, 15) Y: (32, 15) data: (32, 15)\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "from matplotlib import cm\n", "\n", "# Prepare data for plotting\n", "dx = float(info['Technical']['LDistX'])/10\n", "dy = float(info['Technical']['LDistY'])/10\n", "x = np.arange(1/2, data.shape[0] + 1/2, 1)*dx\n", "y = np.arange(1/2, data.shape[1] + 1/2, 1)*dy\n", "X, Y = np.meshgrid(y, x)\n", "print('Shapes:')\n", "print('X:', X.shape, 'Y:', Y.shape, 'data:', data.shape)\n", "\n", "fig, ax = plt.subplots(figsize=(6, 7))\n", "img = ax.pcolormesh(X, Y, data, cmap=cm.jet)\n", "ax.set_aspect('equal')\n", "fig.colorbar(img, label='Pressure (N/cm$^2$)')\n", "ax.set_xlabel('Y (cm)')\n", "ax.set_ylabel('X (cm)')\n", "ax.set_title('Plantar pressure during walking')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "#### 2D plot with filtering\n", "\n", "Let's use the matplotlib function [`imshow`](https://matplotlib.org/api/pyplot_api.html#matplotlib.pyplot.imshow) for plotting raw and filtered data. \n", "For the difference between `imshow` and `pcolormesh`, see https://stackoverflow.com/questions/21166679/when-to-use-imshow-over-pcolormesh." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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5TRR/lZ9cqv3dS7WGt/H0xRv/9JIX//mPLtf+n5xdrv1zlpw7kkeXbG8Yp4U8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\nBfMjZQtEyVLC1UvshyhQTJma3C4yuOAjYk0Jy6v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n3Meccx8DngBes8wFLBJmGIZhHDFB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\ne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wNL8wV8sweykQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 2, figsize=(12, 7))\n", "img0 = ax[0].imshow(data, cmap=cm.jet, aspect='equal', origin='lower', \n", " interpolation='nearest')\n", "ax[0].set_xlabel('Y (cm)')\n", "ax[0].set_ylabel('X (cm)')\n", "img1 = ax[1].imshow(data, cmap=cm.jet, aspect='equal', origin='lower', \n", " interpolation='bilinear', vmin=0, vmax=40)\n", "ax[1].set_xlabel('Y (cm)')\n", "ax[1].set_ylabel('X (cm)')\n", "fig.colorbar(img1, ax=list(ax), label='Pressure (N/cm$^2$)')\n", "fig.suptitle('Plantar pressure during walking', fontsize=16)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "#### 3D plots" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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Ogef+mrO+4/E4JEkyvODVLNnu7Ozg+PjY1iseDAZRLBYrKuleDZRWGGNYWFjA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XdvDYcONbJ/fx2bN3swm9fOnb17azOSQ/Nh164arl8vntmxfXsl4+PFpV/btlUyNlb8nOno8Oac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\nqkM4tJ9d0JaWBtDZeYh1u4VcenkIw4MFGBjgtv2tt4r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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from mpl_toolkits.mplot3d import Axes3D\n", "\n", "fig = plt.figure(figsize=(14, 6))\n", "ax = fig.gca(projection='3d')\n", "surf = ax.plot_surface(X, Y, data, cmap=cm.jet,\n", " rcount=data.shape[0], ccount=data.shape[1],\n", " linewidth=0, antialiased=True)\n", "ax.view_init(60, 200)\n", "fig.colorbar(surf, orientation='vertical', label='Pressure (N/cm$^2$)')\n", "ax.set_xlabel('Y (cm)')\n", "ax.set_ylabel('X (cm)')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "#### 3D plot with data filtering" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Shapes:\n", "X2: (128, 60) Y2: (128, 60) data2: (128, 60)\n" ] } ], "source": [ "from scipy import interpolate\n", "# interpolate data over a four times denser grid\n", "dxy = float(info['Technical']['LDistX'])/10 # the pressure cell is squared\n", "x2 = np.arange(1/8, data.shape[0] + 1/8, 1/4)*dx\n", "y2 = np.arange(1/8, data.shape[1] + 1/8, 1/4)*dx\n", "X2, Y2 = np.meshgrid(y2, x2)\n", "tck = interpolate.bisplrep(X, Y, data)\n", "data2 = interpolate.bisplev(X2[0,:], Y2[:,0], tck).T\n", "print('Shapes:')\n", "print('X2:', X2.shape, 'Y2:', Y2.shape, 'data2:', data2.shape)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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P7CRLr+i/bnnznQzLGPpYLIbJycmm95tfsk0ikUCpVMLe3l5PFs2DQKFQkG6O\nl/XrHxwcWBNoCWJYOF+/2cSFoF6vW01m6XQa79+/x6tXr6QvVOIUSrFi5yXAS6WSdJ44AGiahvfv\n3+PBgwe+FXXO5uYmAODOnTvWbZ3aIfx8mM7EEVVVW65q8iSU8yAOIpEIotEobty4YRN23JrhrGJy\na4bzXJ21NcNJL2MIvSZZijsyqqpib2/P8ua7ZcC38/4ZpAp4O/hVe09OTrCwsADDMHB0dARVVQOz\nuIeNYrHYlWq1068/aL9/RItQBZwgBhsuvhljCIVCmJ+fx+zsrPQF+fDw0HMKJa/qilQqlZbyxHk2\n+LNnzxAOh5HNZn2Pz2azyOfzTdaZXo2jl00cOTw89B1oEg6H24oiHFTcYgj9Rn2LUxm3t7ehqmrP\nJlq2y1nkgMtE/wV5pYPEpWma53IMPX8PTkxM4N69e9bt7WZxDyqFQsFWbOgWw7gYIRxcMEV6wV4u\nMczw7GPe/V4qlXD//n2pXG2gUXn58OGD7xRKRVEs4Vur1TA3N4d79+5JbZny4x8+fIh0Oo16ve45\njh6Ap3XmrMbRy/jM+Zb54eEhisWizZ4xaJMtW0X2fLcz0fIshNIgDeJpxZvvPGfOZIxhsaC0g5s/\nupUsbtE+FTSo6azoxQ6GW1oKMWRQEyZBDCZcfPOs7/n5eUxOTkoLjHK5jLdv32J2dtb34s1H0icS\nCSvr2+l/9Xp+i4uLuHHjhnWR9MvL1nUdy8vLePny5UBcFP1wq2ouLS1hcnISqVTKc7KlU5gPsmjq\n1sVbZqKlUyilUinXHYZOqdfrAyPAvQgSlzwZQ/Tm82jOsbGxc7HwE9F1XdofDXhncYuj5b16QJy/\nm/1qoO3FzyLxfQ4gCwpBDB58y980TYRCISu9JJFIQNO0wPtXKhXMzc3h8ePHgU063Ae+vb0tlfXN\n8cof55Vs8QLhN8Leeb9BhQ8Zkp1s6eUzT6fTZ2bRcNLL8+3l++VCSWxodEYAtruI6bQJ86zxik18\n8+YNHj16ZEUniuds2BZ+TnRdx/Xr1zt+HNE2JiIOatI0Ddls1poC7Nxx6EUaUCsNmK0wCJ8fBNEq\nJMCJgcc0TZTLZYTDYaytrSEajeLOnTtW97sfPOt7enq66ULuRiKRwM7ODgBIZX0DQCaTgWmarsfH\nYjFrJDgQPMKewz3gg4rfOPogn7lfeoZXNFuvOasFj59QMgzDOlftNsueR2GiKIqnz9xv4TcMg6xK\npVJPkzxXXoi2AAAgAElEQVTEHQfn76bXjgPQvV2aXgnwYV5oEqdQBZwgBgvTNK2s793dXSu9BGh4\nHPkFwg0+Mv7KlStNXl2/n3dycoKvfe1rUhfn/f19HBwceGaDx2Ixy/MoO8IeGI4KeKVSafl+fukZ\nfoM4zovPXBZxEeMXAejXLFur1XrSyHuW+P1OyDYYHx0dIZPJoFQqWdF1Tq/5WZ2zs/Tt+w1qEhto\nvSJNxQZaL/gIeoJw5Xx/rDdBApwYWHiDUSgUwuHhIfb29mxC1y21RGR1dRXxeFx6qlyhUMD+/j7G\nx8elLsAy2eDxeNxqxFxdXUUikZCytZycnGB/f98aDDNoFbtIJOK7+GmVIIuGmPfbiymNg77gEZGJ\nACwWizAMA7//+78PoPdDmfpFu9GXXg3G9XrdWvhxSwZv9HabwNjLqLtBjfUUF3ZeVjNN07C3t2f5\n8/mOg7PpWNM06ab5Vp7foHwuEh1AFXCCGAx4RVRRFKiqirW1Ndf0Eh6H57xw8e3T58+fS/08nvX9\n/PlzvH//Xvr4oGzweDwO0zRbej6apuHDhw94+PAh6vW6VbErl8tWmoQoOs9i9LyfBaWbBF38eSVY\nnNIYjUabhPmg+Mx7ibNZNpfL4fu+7/ukhjKJnvxB9kzzJr5uEQqFPO0sYtTk1taWFZvYq6hJtwSU\nQcZvx4HbWVRVxfHxMba2tqDrOnRdx3e/+92mxWAnVf/z/ntNnF9IgBMDB69K8YYhP6GbSqVQKpVs\nF9CDgwNks1npkfFi1nc6nQ4Ulq1kg8fjcWSzWRiGIfV8xAZNt0E6YsVOHHQC2KucvbZq9EuAe+Fn\n0eCxdn4+c2cU4DBVwGUQX4vfUCaxIU+mgnnWYkfsp+gl7URNOvsYeGyi7OJ42AS4H252luPjY2xv\nb2N6etr6/dzf3++46fg8WawuNFQBJ4izhTFmfSDzBsqnT596Cl3uA+cCvFAoeFbL3ajX601Z327J\nJX7H+1Gr1XB4eIivfe1rgc/HmSPuZq/xq9j5VTmdySOdbqWftQD3o50oQNM0sbGxgcnJya5U5c4a\nmQjCoIY8/l5y24E5K8/0IGSAB72/vPoYgixA50mAu1EoFDA+Pu453MrZQOtcDIrnTlwMnvWikOgS\nJMAJ4uzg4rtWq4Exhrm5ucC0kGQyaV3kWh0Zz5sir169aquiOpNLgo73wjAMrK+vS1VynDnifNiQ\nLO2MnhetGq1upfMYwmHCz2f+xRdfYGRkBKVSybUq1w2feT/ptJkvEom07ZkWz1W3Pc2DPIbeb8Q8\nj0x0Lo7FEfPHx8cYGxvzXPwPO8ViEbdv33b9XpCdxW0xCACTk5N49epVz5870SeGt+bRFiTAiYGA\nV3ArlQpCoRAWFxdx/fr1wLSQVCqFo6OjlkfGA95NmjwL3HmhX11dRSwWk2rqrFarmJubw6NHj7Cy\nshJ4/IcPH5BKpWw54t0YRy8bCeg3tdEtD3iQK+CtEgqFEI1GMTU1ZVvsiT5zVVWxs7MzkCPn3ehV\nmkY7nulWR837YZqmVJzoIKEoilQmd6FQwOrqKpaWlhAOh20V315kcvcbPjm3VfwWg+0kMREDSo8r\n4Iqi3AbwqwCuAWAAvsEY+weKovxtAD8GYP/00J9ljP3r3j2Tj5AAJwYCwzAsH+XKygrS6XTTUBs3\neAW8FVsI4N+kmUgkUCqVbBf67e1t6LpuRSD6Ua/XsbCwgNu3b+PSpUuBlezt7W2Uy2Xbc+mHLzko\nEtBraiMXBqZpnpuYO7dzLeMzlxk5n0ql+i6c+j2EJ8gzzUWm36h5GZE5yBXwVnFagDKZDL761a8C\nsDcxumVyO5uwB90uxXf0uvk8eYQkQUhSBfCTjLE/UhRlFMAfKoryW6ff+18YY/9Tv58QCXDizDEM\nA6VSCeFwGJlMBrVaDTMzM1L3DYfD0DQNDx48kLKFAMFNmlyAc3gE4uvXrwOFFGMM79+/x/j4uJV3\ny+MS3S4+h4eHLTWM9gM/qwbfSufT87797W+DMWazanBxMIiRan60stjpZOQ8P0e9FE5nmSftJBaL\nYXJyUnrUPOB9rgbBA94LnAsmv0xu8XfQzy41SFNAexE/CFAD5rmixxVwxtgugN3Tr4uKorwFIDfq\nukcM1xWSOHdUKhVLfOdyORwfH+PFixfSYnRlZQXhcFh6fLNMk2YikcDx8TGAxrbphw8fpJs6M5kM\n6vU67t69a93Gh/E4qzWqqvo+9qAlc4RCIUsQXbt2DdlsFl//+teb7AeZTMZmP3A2gA6KKBDp1uJH\ndvHiFE5OO0unPvNBEuBetCMyS6US1tfXMTo6OlSe/CBkJ2A6fwc5bnYpHsvZyuTUXkEj6Akp+vSR\npSjKNIBPAXwbwPcD+OuKovxFAJ+jUSU/7sfzIAFOnBli1nc+n0cmk/EdauOEj4CfmJhAqVQK9BfK\nNmlyD3i5XMbbt28xOzsrJRpzuRyOjo7w8uVL24WBZ4GLF1jDMLC4uOj72IM+jh6A1TDmZj/gHlcx\nMtEr2WAQBg31crHjJ5zK5bJ1jrqVNz0MAtwLv3P15s0bXLlyxdWTP8zZ750moHQ6ObXXMwUKhYIt\nx78bKIoyNP+/hASdV8AvK4ryufDvbzDGvtH0YxQlDeCbAH6CMVZQFOUfA/g7aPjC/w6A/xnAj3T0\nTCQhAU6cCfV6HaqqQlEUlEolvH//Hq9evZK2LYgj4Dc2NgIFeCtNmrxiPT8/j0ePHkldGE9OTrC5\nuem6gBCnYQL2Bk2/xx60CriTUCjkG3cnelzd7AdissHm5iYMw7A1rIke6l5vNZ/VhVxcvLj5zEXv\ntKZp0t7pYRbgXiiKglAohMuXL7eV/S6eq0GzLvQyglBmcqpzpkC3LWXFYhEPHjzo6HU4IfF9zuhc\ngB8wxr7s+yMUJYqG+P41xtg/BwDGWFb4/i8A+FcdPYsWIAFO9B0uvhljqFarWFhYwPPnz6Wbq05O\nTrC+vo5PP/0UoVDIFkXo9fPm5+cxPT0ttQ3Kq5JPnjxp6rx3Q9d1LC0t4eXLl64XKVGA87jBW7du\nBT42Pz+D2nQWjUZRrVbbEnpeyQaiKHDLUnZWhLspMgdtsdOudzqdTsM0TWuBNGhis12q1arna2k3\nm7uX76dW0HUdN27c6OvPdE5O5fBEKr4r47SUOX3mQTsNjDFUKpWuW8/Oy/ua6A9K4036SwDeMsb+\nvnD7jVN/OAD8GQDz/XpOJMCJvsIzcXmGNK8EyzbouIndVCqFfD7v+fPevn2LK1euNKUzeB2/tLTk\nejF3o1KpWJMrE4mE6zHxeBzFYtFq0BwdHZXyrK+vr+P4+BihUMh24ROnxJ1lFSgcDnd9geAnCkRf\n8MHBQVezugd9t0FExju9vb0NwzDw7W9/29Vn3ouM7l7TzhRMmWxuVVWbBle5/a71kkEawiPOFHBa\nyridRVVV110Z5+TUUCiEcrksHQ3b6vMkzhEKeu0B/34APwxgTlGUL05v+1kAf0FRlNdoWFDWAfzV\nnj4LgeH6BCaGGsYYstnGbk8ikcDc3Bzu3LkjVWUGGhdgPhlTFLt8GqYbXlnfXmxsbCAUCmF8fBzl\nctn3witOxfQbFsQr4FtbW6hWq1IJL9vb2zBNE1/60pesyD9+4ctms1YKyVl6qfuZBS5aU0Qvqdh8\npmnaUGV1dxvRO10qlRCLxXDz5s2+ZXT3mm4moAS9n9wGV/Xyd80wjIFsThZRFEVqV8aZ/sMjVXd2\ndrq60zCI71GiA3qfgvK7pz/FSV8yv90gAU70BS4Ccrkc4vE4NjY2MDU1Jd2YI45pd4rdaDTqOpDB\nL+vbjb29PZycnODFixeWh9TLstLKVMxYLGZdxGXiBnk04YsXL2yP4Xbhq1QqlljgXmpng5U4TKeb\n27aDMIxHNqs7yEMNDJ4FpRPEWDuZjG5+jlZXV2GaZlsZ3b2mHxGEQYOrnL9rvG/BLZtb9netXq8P\nfUOh367M27dvEYlEUC6XbTtX4k6DuPiTYdjPF+HBBVOkF+zlEmeFaZool8tIp9PY3NzE2NiY51hi\nJ4wxLCws4ObNm00ClBMKhWyNZ63max8fH2Nra8tqouRJKF60UlnXdR3lchmfffZZ4EXZGU0YJHCj\n0WjLXupu5VEPggD3w8sX7OahPj4+xv7+PsbGxmzWg5GRkaH0mso2YQZVNPkgmK2tLev3gYvNfp+j\nsx7C4/W7Vq/XrfcTb2YslUpWPr5zF8Zp/emVRWMQCIVCMAwD9+7ds1lsnDsNe3t7njsN3M4ifo4P\n4+8kQTghAU70HNM0oes6wuEwVFVFuVzGl770Jan7ir5pvyalZDKJcrmMkZERFItFrK6uSmd3a5rW\nlMKSTCZRLBZdj9/Z2ZGeismjDxOJRKDn1hlNyKfHtdNI5+Wl5lnKvOrpl0cd5BMedAHuhVu1bmlp\nCZcuXUIqlbKsGtlsFrquD+WgoU5TUIJ85s5zVK/XkUwmmyqa3TxHpmn2ZJhLp4RCIelmRlVVUavV\nbPn43HfOIz3PG6VSqWmBIbPTwBOSMpkMSqWSzTZ09+7dtsbaEwNMjy0og8gFe7lEv6lWq5b4Pjw8\nxPHxMSKRiPSFRnYyJveBh0IhK7tbphHPNE0sLCzg2bNntuqaVwX86OgIu7u7UlMxq9Uq5ufn8fjx\nY6yurlq+ZDe4xWZmZsaqFPViHL1oTXHLo/byCbsN0xlWAe4G39Lmr09ERki1s43eS3oVQyj6zEWc\n5+j4+LjrPnPDMDx3wAYRv2ZG0R61v78PwzDwe7/3ewiHw00V87O2/nSCaZqIRqMtPX+ZnQaqgJ9D\net+EOXCQACd6hjhop1gsWhMov/jiC6mqbjabdR1s4wavWK+treHx48dSiQKir9wpKHgWuIiqqlhZ\nWZGqrPPow7t372J8fNxqxHQT4Nxic+vWLanklV4QNEyHC3NxmA7PAGeMDcwwnV4QJKTczo24jX4W\n0wf98tl7gazYdPrMWxGb52UMvTMfX9d1K9tctP4cHx8jk8mcufWnE4rFom+DeiuIOw3n4X1AOKAK\nOEF0B16tABqVK3ECJa9W+20ntzoZM5FIYHV1FY8ePWraNncjyFceCoVslWduD3n+/Hnghz+PMpyc\nnLSaTLkAd9s2XVlZQTqddo0mPOt4PFEsOLeK9/b2kM1mEYlEXBtAB334iUg759nv3IgNe27TB3t9\nbgZlEE/QMCaxqdHNaiCKzbP2gPcKMYKwHeuPm8+81RjOXtGLEfR8Z5A4h1wwRXrBXi7RDxhjlq+4\nVqtZ0YHcB5hKpaBpmqcA1zQNy8vL0pMxGWPY2tpCOByWzvp+//490um0r69ctFhwe4iMB5VHGYpN\nps5pmJytrS2Ypolnz555PtdBHUefSCQQjUabGlH5zgdvAN3Z2bENinFWhgdZmLdLO82xfDCMKDrb\nFdGDIsD98BObYlNjNpu1vv7e9743VF58GWSaMP2sP17WsUGI4SwWi7h3715XH5PEN3FeGO5PLmLg\n4OKbD9qZn5/H/fv3bduQIyMjnpMrDcNw9WT7sba2hkQi4ZkF7kQ2j5s/5tramrQ9JJvNWlGG4oUi\nHo9DVVXbsQcHB8jlcr5+8rOugPsRiURc4x+9hp+Ig2KcDaBiA99ZCKt+nWeZ5lhN03ybY2UqnGIM\n4bDh1dT45s0bPHnyJLCpcVAGVcnAGOuo+TIoYtIvhlM8V6lUqifnSlXVrjfODvr/KdEm5AEniPbh\njViVSgWhUAgLCwu4fv160/b8yMgIDg4Omu5frVatSrNsh/vOzg40TcPs7Cw+//zzQG95LpfDwcGB\nVDxhPB7H6uoqxsfHpSZX+tlmYrEYTNO0/i164oOE0iAL8FaaMMUqnlcDqNvoa7cG0G5z1hd1sTlW\nRBw0pKoqtre3mwYNuTU3DkMFvBX473W7XvxBbWrspa3GK4ZT3KFyDs0Rd6i6sQujKErXF4LDurAk\nAiAPOEG0j2EYMAwDoVDI8jXfvHmz6bhUKtVUra7X6y03Ih4eHmJvb88S0zyK0KsB8+TkBBsbG9K+\ncr6YuHv3buCxuq5jeXkZL1++dK3cihYUwzCkk1p4BvPo6OjATSvsVgpKOw2gkUikSZh3ur0+iAud\noEFD/Nzkcjmsra1ZFc5SqYT19fWBFJ3t4NeA6efFr1ar1jkSfeZczLc7PKdbnMUIer8dKucujK7r\nqNVqthhOLsyDFsKqqnatAZO4AJAAJ4j2MAwDpVIJ4XA4MDowFApZGdd86395eVm60gzAyvp+9eqV\nVaHhzZ1uFzRd17G0tGQ1ggaRy+VQKpUwMTERKFwqlQoWFhbw9OlTJBIJ12N4qgqv8j969Cjwwqtp\nGtbW1vDkyROEQiFLaHmlSPQ7hSQcDltWo14g2+R4cHDg2uTYyvb6MIpTvyE63/rWtxCLxWxJGp1O\nbDxL2k1AiUQi0sNzuC1OZnhOtzgLAe6FzC6MpmnWriMfmuM8V/wzqFAodF2AUwPmOef8bNpJQQKc\n6Bhx0E4ul8Px8XGTB9oJz9lOJpPY2NiAoihSlWag0bTEK8jiRTmZTELXdVexxgWyzMQ5Xil//Pgx\nNjc3fY+t1+uYm5vDvXv3fC82fNGxuLiIW7duNQkCJzyfnIv6kZERV6ElVvf6OYYeOFvR6tfk6Le9\n7hQL4rj2QayAt0MkEkE4HMYnn3xiu92tuZEPGnIO0Rm05sZuWzWChufw36vNzU2rp6UXdihd1wM/\nC84av12YSqVinSu+EDYMA4qioFKpYHJyEtls1loId/oZROKbOE8MzicsMZTwQTuhUKil6MBUKgVd\n13FycoJCoYDZ2VmpD9dKpYK5uTnXrO9kMon9/X3bbTzrO0ggc0qlEpaWlvDy5UtEo1HfcfSMMbx9\n+xZXr15tujC5YZomrly5Eljl58kxDx8+xMjIiKfNw6u650zaOE8pJPEfPt1hEDcaxKpJGkgBuMJv\nO12LlX5Kt8W45XI52wTHarVqiYRBE5/dQlZ0Hh4eWqIzHo83vV/OIoO5XxngYp65iGzme6t5+Lqu\nu9r0hoVoNIpLly65+sx///d/HxMTE65pP+0u9obps4poEbKgEIQ84qAdXdebxrn7MTIyYiU9yHqy\n+XCb6elp16xvp7e8VYFcqVSsyERuJfGLAFxbW0MsFmuK4XMjk8kgFAr5xh6Kz/natWuYnJxsaxy9\nX9KGmELiFKGDGu9miW4Rvi4KClg4Xbsk/9cUkgCmxtAQ72HA+AtlS3zySaXDMOUyiHbyzL1Ep2EY\n1vtld3cXqqq6Wg+64cH3wzTNM80Al7VDOXeigiw/Xpa5YYe/Rudno+xiz+v3jSrg5xgS4AQhB9/O\nZoyhWq1aQ2pkL5KKoiCXy+FrX/uaVJc9Ywzv3r3D5cuXPbO+ndMrV1dXkUgkpAQyF/fOSnkoFHJN\nlNjd3bXSV4I4ODjAwcEBpqamYJqmrw2GP2duH+jmOHq/FBJxjLi47R5UAVUUpaXFgQzxv5KwhDMA\n+6eUeLtTfIvBOW6zmHjPWblx3/g/TQBpIDEGpO++QzQatc67WPHkHuGzEp+t0q3/D9F64CY6ndaD\nTjz4QRiG0fWBLt1CJvPd6TPnC17DMFAsFgdqwdsNvOY8dLLDMDk52fVMcWKAIAFOEMEwxqzKKWPM\naiqUzXstl8vY2NhAIpGQriiura0hGo3ahts4URTFEoS7u7solUp4/vy51Ot5+/Ytrly50lQp5151\n8bUdHx9jZ2fHN7+bI8YNbm1tuQ7j4fBtWhlR3038xoh7VUB5BF6lUkEul8PExETHIjT+V04r3V7B\nKn6BK0GplU7tJhbVC8DjuSfAJIBdwPhyObDi6SU+ncL8LNJH+hFB6Gc9kIm449Vg2ec5jGPovXai\n+II3n89DURTPBe8w7bo4aXUEvUySzaAOJCOIdiEBTrQEF9/clzw/P487d+5INxJVq1XMz8/j8ePH\nWF5elrqPmPUdRCKRsEaky2R9A/5WEqcA1zTNstoEiQexWTQajSIej9uywEX8RP1ZNQj6VUD5kI98\nPo/9/X1rceFMZpGJwIv/mKPizcVxGfZPKK/1HX9qfG0z6fj+VY/jgcbPjdjvE/+88QSML7v7/2XE\nZz6fd20AFX2vvfKznmUGeDtDmJypI+l0uqkafJ7G0PMFb6VSwdTUlPW55lzwOndd2vWZnwWFQqGp\nabxdeK/Lecq1Jzy4YP/FJMAJacRBO4qi4N27d5iamsLVq06F4w63eXDBHo1GAytbh4eH2N3dlao2\nAw0BsLGxgc8++0zqAzvISsIFOPAxmURmSidfaIhxg/F4HPl8vunYIFE/iOPo+ZCPsbEx3LlzxxJc\n1WrV5od1y13mImLqvzvdbfCqbIufTuLpHgdw4nJ8HM0i3e2tGcdHsc6P4c/BOP3+OBB/fyrEZ7wb\ncUWCxCevmvP0Ee6973bk3SAO4ZEZwuQcpR6LxazzUiqVbNGl5wFnBGGQ5cfLZ+421fKsmxULhQKm\np6e7+phn/ZqIHkMWFILwxjAMmKaJUCgkZQkR4R7uyclJS7CPjIxA0zRPAV4sFvHhwwe8fv1aSlCU\ny2UcHx/jxo0bUtu2R0dHgVaSRCKBk5MTK03l4cOHgVM6+VCh27dv23YGxGE8HBlRP8gReeFw2JbS\nEolEMD4+3tQkK/ph7/wtR9ykKIjdKt6ayw/mD+/8BHOK8wQ+NmwCgDNwgv87goYIdxHs8aMEEAGM\nMTkh7kQUnyKdeO/9GEQB7kXQKHXun+b5+cMw3VIWXdelbXsyPvNupo10Avdzd3vHYtj+f4kWIQFO\nEO6YpmlVXHZ2dqDrupS/mrO2toZIJII7d+5Yt/EoQrfJl15Z317wC/SdO3d8owM5qqpiZWUlUNxz\nS8vi4iJu3LgRuK3KGMP79+8xPj5uq/QBzQKc7wg8ePDAV9QzxlCr1VCpVKymzEGpBslOw0z95AhS\nGuCZRRMHUHP8m3MHQPb0a7fmSo5TXPO3Ghfh4vfjsFtRvODHVAHUTr0x4faEuJN2vPe8AVSsmju9\n9/V6fWgEuB980NClS5ewtbWFr3zlKwDcd1mGcdCQruueDeWy+PnMRctPP6Mle2EX4v09xDln+D+2\nWoIEOBEIbzqLRCI4PDxsyV8NeHu4eRShE9EnLhPRxYXs3bt3MTY2FugtNwzDSm0JuvAkEgnk83nc\nuHFDKq93a2sLtVrNdahQJBJBpVIBYI9IdG43O18b0LgA1Wo11Go1qxrOhbj4N9DfrdogAR7/awm7\nsAYaH7I14WuOl7UEAPhaxq2anXMc6ybS3QeU2nFUv9lNQBE2LIx4DHHDRDF+GaPGgcQDtkcr6SPr\n6+uW956LKvF9ch5EC2/65XjtsvhNt3RWg9Pp9JkvUno5BVNRFKvqLVoEW4mWFKdatkKrDZiyr4cg\nzhskwAlfarUa1tbWYBgGJicnrUQP2YvX4eEh9vb2XAU7r4CLiD5xt6xvJ4wxLC0tWdYWfoHxez3z\n8/OYmZmR2v7NZrOo1+u4f/9+4LH7+/s4ODjwXJyIt8lkiNfrdVSrVUQiEZsA4aKcMWb5w0VhfumS\n/fXresOT3Ath7iXA43/tVPF6Tap3vn34BsA47CJbhqto/iSbgV2YzwA4FP59H3axfxs2qws7Ffcs\n3hDhhauNhZoRb/zdaxHuhVcDKK8Kc4+5qqr41re+BQBNU1EHuSrshmwCSruDhpyis1+pI/x3u590\nEi0p6zMvFApdj4wcpvcr0SZkQSGIj9TrdaiqipGREeRyOeRyObx48cImBv0oFotYXV31bC6MxWK2\nVBA3n3gQ6+vrCIVClhed+6Xdqn+MMSwsLOCTTz5xtb044dX+RCIRWE0sFApYX18PHCoUDoexvb0N\nVVXx4sULz+O4+A6Hw03n2+/xR0aKTbelUgXHc23Ev3WjYh6JRGzDj+I/kbAL6DAanzKG8O8g+H99\nDnabCL990+U+NwHsBDzuFOwi3FlxH4G739xBrGbCDMewFn8ME3E8Nr4XfKce46wKT0xM4N69e7YG\nUD5+nuf38wbQQR0/z+nU0tDOoKFoNNpUMe9m1jv/3R4kgtJ9NE1z9Zk7FzCFQiFw2m+rUAX8AkAC\nnCAaMMasC3UsFsPx8TE+++wz3yEyIjIebkVRrCa+SCSC9fV1RCIR6cbO3d1dFIvFpjH2iUQChmFY\n0yw579+/x+joqNTFQWwAXVpagmEYnq+9XC7j3bt3UosTRVGwvb2Nzz77zPOiIorvVgSRm/h2Y2yM\n7zpUhFujKBRSlpVF1mfOK+Dxn040xKuzGM6fftzxvaDcbqAhuN0q6Hdcfo7IjHD/nPBvjriZMQ57\nRvgIwBwbL7z6zcmFPy4OYzDwefz78WXjjc8T6i9iE2ZQA+igVYXd6FUGeDvVYG71cVaDWxWIwzQB\n0y/dR2wiPjg4gKZpKBaLqNVqXX0PkQC/AJAAJ4iP4rtWa6ifxcVFq3FHhkqlgrm5OTx58iTwIsNt\nKPxD3CmmvTg+Psb29jY+/fTTJqGYTCZRKpVsAjyTyaBarWJmxqnGmjEMw1o8/O+ng3l+C8AogB8r\n2KvJol89aHHCX+fjx499q1+1Wg2hUAiRSES6Oi0rvj9iF9+AKMzd0bTRJmEeiUTw4pdefqwcO1NH\nZJgEcHT6tXiN575vt8r2HXyshPNmSzeLvl8GuAf5ySQmjj5W9fVwEqla49+i+I6ghirCmMLBQInw\nWq0mtRCUqQrz/g1x+JIoqvoxAdQwjL4vANodNOQ8P16/v730f/cL0ZrCdyyr1So+//xzzM7OWgsY\n8T3UzhRZasC8OLDB2hTqOSTACRti1ncoFMLCwgKuX7+OfD4PTdMCm2u4h3t6elrKB8jtLScnJ9JZ\n30G52clk0pauEuTNFuFpKo8ePcL/EVApF+MGg/zqlUrFOpd+md68STMajfZQfANcdLdC4+d8vB/7\nb6dwvYaPgpt/mvB1j9fYeLGqPen4262yfdPjdlGEd4BxDYifpqwc37MvorKTjf9XPey+uMrjEmqn\nvo9/FsUAACAASURBVJrfjv8p/IDxm50/oQ6p1WpNuz+yyAxfUlUVuVwOmqY1NYDyv7sZC2iapvTi\nv9e0OmiIMYZEItF0fs6DAHeD+7/5e8g5WTjIZ+58D4VCIfJ/E+cWEuCEBa9+GYaBUCiElZUVpNNp\n3Lx50xoH7CfAxZHusvFaiqJgb28PX/3qV6U8kYZhBOZmJ5NJHB8fA5D3ZgMfBfWtW7ea8nb5q/6F\nsTH8WKHgGzfo9rhzc3O4d+8earWaZ0wi33Hovfj2w02YV5q+x/6bqYaQdopvGcSKt8hVePu4RbF9\n03G7yIzjMZ6e/r3j/m/DY0MkP9ksuHdxE6P4eL4PTkMVw6ihhjAmkMdvx/8UvrT7T850hHivYgj5\n8CW/BtB8Po+tra2uxgIOwxj6VgcNqaqKVCqFk5MTWzV40F9nEEEJKDI7C4VCATs7O9bOwvPnz6V7\ngojhhSlA7YIp0gv2cgk/TNNEqVRCOBxGJpNBrVazLBvpdBqHh4e+919dXUU8HvdN9hApl8vY3t6W\n9gfyYTgzMzO+udmpVMr6AJf1ZouC+vr16/imT/X+F8bG8F/Mz6Ner7vGDTof9927d7hy5QouX76M\nfD6Pk5PmrL16vY56vY5IJNLj5iw5ge13H/ZzU+5+b5E47FneHL5R4BWnzsW1V3qKk3sA1lweI6gh\n04HhsobK4DauWgHkDYoYxSiKlvgWOTz1t/ybGz+FR7/749bQmFa33Dul34N4eh0LOMxj6L0GDf3B\nH/wBnj17Zg0bymaz+PDhg23Q0LCMnRcpFAq2WQ+y+O0sDGJjMNEDSIATFxXTNKHrOsLhMHK5HI6P\nj/HixQvrQz+dTmNjY8Pz/twLKTucR/ROv3//PvD4VhJM4vE4SqUS5ufn8eTJE6nGUb7g4ILa+5U2\n+M7sLP5MPh94UXQ2lrpNwxTjBnvRdPkRP4Ed9HMbatsS39aTEL7mL8uplbzyvXmTJP/aCy7K+XXd\nKfzdRDjwsdrNH2Pc/m/D4WpYST3ATYdyz+EariKLXaHsXkRzhe9QMJdfxgGW/5N/jB8yftk2Qty5\n5e4U5t2ybQzKJMxOYgHFczMMFfBWqVQq1utzDvfiu42apjUNGhrEsfMiqqoGTgpuBd4LQ5x/mAJU\nw528l72tnYMKvbMJVKtV6LqOUCiEfD6PTCbTZNmIxWKWP9nJwcEBcrmc9HAeMev70qVLUBQF9Xrd\n80LCGMPy8jJGR0dx48YNqddUKpXw7NkzKR/6/v4+Dg8PPZ+/U27xy2XQhW9vbw+FQgEvX760bovF\nYk3TMHuZeNIsut1+Bj/G/f+X34/93PhH8e2WdhJx+d64428nXsL7NoCMy+33AHit10Q7SfDMJOyk\nbuCmvuv6vQw+JvHkYC+PZ3ENE8gL329+ETWE8WvxH8EP4Zc9R4hzYZ7P523NfJ3mdvMm3kElqAFU\nbN5TVRXFYhGff/5504IlFosNRVXYCf+s83rukUgkcOx8sVgMjAPs9yKsXq+DMdbVn+t3nghi2CEB\nfsHhQkBRFOi6bjU3uonBaDTaVI0qFArWcB6Zi75zcA7wMQnFq3LCq9PT09NSj//u3TvE43Ep8e3m\nEf/m2BicxhLRsvwlAH90etyfc6SicE5OTrC1tdXUWBoOh62BOXyADq/yyF5oeiO+3Y7/CPu5lFRG\ntlUR70bFm2tgpx1lBg0Rfk+47R4C2bsyjuv77qM2V1IPAAA7uNlUBXcjjwmbCBfJngr2Q0zhH8b/\nJv6G8feajglq5nPmdgN224afyBqUCniriA2gvHmPMYZvfetbeP36ta0BlA8HC4fDTcKzmw2gvaBU\nKknHuYq0MnZeVVXU63XXBlDZOQ6t0u3qN0DxgxcJpiiodbTbYQYfMmCQAL/AcI8mYwzVatUaz+7l\nt0yn01BV1doybcVjzVlfX0c4HLZlffsJ8Fwuh6OjI7x8+VLqw5hbPiYnJ1EqlXy9o0HPnwttkR/w\n+R5H13UsLS3h5cuXnlVtxliPmy5bFd/esJ87rVQ6gyi4lnV7aGfF+6rjbxEuuL3iBt3sJTPw9aBr\ns43zOZJpbEvuPbQ/obUrjZ0Utyr4jqN8zqvhTmGexwRM2K0RWaFaPoE88pjwFOFuyOR2+4msdDqN\nSqUylALcDb6YCGoAVVUVx8fHNrtGNxpAe4Gu620JcC+Cxs47dxSq1WpPIiWLxWLXJ2CSAL9Y1M7J\n55YsJMAvKDzrm28b8ug9v7gvUYBXKhXMz8/j6dOn0hcTPjhH9JYDjS13XuUTOTk5wcbGhmvWd9Dj\nb21tQdf1pm1cDn/+Xh7xLwl/8++Wmo4C9LExpIQqOI8bfPr0qWcUXDQaRblcRiQSQSwW66L49hLU\n7YjvCoAo2L9NAV7x1lzTJmCfMMkRK94yBNlGfKrc1VO/dySgncCtCr6Tstua1jGN2y7+lx3cRNhR\njj/GBC6dVsKzaO7k1JFCCjr+Zvwf4u8Zf8P/yfkg2ja8RJaqqtje3kahUMB3vvMdK7tfrJgPm20j\nqAGz3QbQs7Rr6Lrel1hFtx0Fjhgpub+/b9tRaDdSslAodD2tZBAWTER/YFCsSNeLAgnwC4hz0A73\nY3uJVU46nbbsIHNzc7h//35gLjjn6OgIOzs7rlnfqVQK+/v7tttkqsh+j59MJl3TRoCPcYOyWeWc\nJOwi/EuO74sZ6H7nJRaLQdd1TE1NdfECI1PxFqm43MflmD+E/3AdvsaYchzTScXbme0tYS/xQrvd\nfH73rtjF2hIeNwnuDG67inCRrK+P5mMlXUcKYdQ6FuFuuImsk5MTfP3rX7cyl7mVRVXVoUvZaLcB\n068BVLRr8OmN/bRr6Lp+5rF6spGSboOG+PlxDhoqFAp4+PBh157jIL4fid7BoKBKApw4z/Ct7Gq1\nCkVR8O7dO0xNTUldEEZGRqCqKhYXF3H9+vWmQR1eqKqKlZUVvH792rXSxC0oHNM0req6zEARTdOa\nHj+VSmFvb6/pWNGD7pZVro+N4b8EHOFz3mQBXBsbQ/LkBEtLS5iamvLNQK/X65icnMT6+jo+fPhg\nVSnFC7/bRb+5+u0nDGR/rd2aLqPW7ewXxxsV7BHITbf0qnh7xQIGVbx90szYqShXHBXv6gxgxO2i\nuxi3i7BlF8HthtiIKd7mvO8xJmA6ol+yuIowqqgJ/xdh1PD98c/xxvhy4M/uFEVREIvFMDk52ZSy\nISazHB0dYXNzs2kYSidj1rtJtxNQZOwafAKo064hCvNOdhL6VQFvB78dBd6boGkastksdF23DRoq\nlUrWa+tGcglNwCS6iaIotwH8KhozlhmAbzDG/oGiKJMA/hmAaQDrAH6QMXbcj+dEAvyCwQfthMNh\nrK2tIRqN2vzYfoRCIRiGgampKdy8KREzcfrzuLfc60IaCoXAGANjzKoiP3jwQKq6zgfzOB8/kUhY\nlRuRjY0NhEIh6dcsi8zj8sSTq1ev4pNPPgFjzNoK1jQNu7u70DTNuuhzofDkif/ORDNe5miZX/cK\ngCrYL07ZxbRzrXWIj9Vv4OMIea91HBfhzreN20h5F+FdnXG3l7CZ5uzY9fg9TBsfjeO7uIkbAY2V\nXFivY9rzGF7RzuA2YrBHSYpNmWJl3CnCH2MJQO8FuB/RaDQwmcVrzLpX9bNX9CsDPMiuwYVnLpfD\n6uoqTNNsuwF0GHPNg3oTjo6OEIlEkMlkoKoqarUaYrGYa3KNLCS+Lx613krSKoCfZIz9kaIoowD+\nUFGU3wLwlwH8O8bYzyuK8jMAfgbAT8s+qKIoIwDKjDHZ6RUWJMAvEOKgnZ2dHei6Lp3bDTTSSMLh\nsPT2qTjWPajiwwXz6uoqrl27JlVdr9VqmJ+fx8OHD5seXxT1/IN8b28PJycnTR70Vng5A3zPRQi+\n+DsvcfIL3rngYuIJr9IrioJ4PI54PN5UpeTC/Nat9psnm5ER5sIxXFS7faxMwTsVpd2KdwBeIrwd\nuOBewmPbbU7WMY1prPs+Fo8pzMN9oeSMKfyL8f8bv2r8+Rafce+RSWZxq346hXk3c5tN05S2ufUK\nr50EsQHUmdftXLDwBlCegHRexCV/rYVCAdevX7csKLy4wN8ze3t70DStyQLFz4+bBYr83xeLXnvA\nGWO7AHZPvy4qivIWwCcA/jSAP3Z62K8A+A/wEeCKooQA/HkAPwTgK2hMwIgrinIA4DcB/J+MsRWZ\n50QC/ILAs77D4TAODw+RzWalc7uBRhrJwcEBbt68CU3TAi+K3Gd9+/btQG850LC3fPjwAclkEp98\n8kng8Xwwz82bN5sujJxoNIpKpYJYLGaNyJaJSxwbAbIykXsAphNAqQxk/x8g9Uvej1ur1aAoinTi\nScOfabh8pxcRYvadAvaL1z9aTvzW9Lx30e1c9ajiXZ0Bwo51xPrYLUwXtuy3nVbBl+MNgc2r4MsB\ngtv2GD7VcC+P+CGmkBbG1edwzRpVD3xMRvmB+O/gt43/1PfnDwoyySwyA3Xa8VMP8hCeoAZQt7zu\nWCyGarWKnZ2dM8vr7gXOBBSxuOAspogWqMPDQ9twKr6IGx0dlZ6oTJwP+tmEqSjKNIBPAXwbwLVT\ncQ4Ae4BLN72dfw/gtwH89wDmGWP108ecBPCfAfi7iqL8C8bY/xX0PEiAXwBqtRpUVYWiKCgWi1Zu\nt+wH/8nJCTY3N/H69WucnJzg+NjfHsV91hMTE7h2Lei93MAwDJRKJczOzkodv7KygnQ67TuYJ5VK\nWX735eVlz3zzVhGr4GNXG4XirLNxUIAPMOo8brBd8e30ekc9v8f+6fXGF0Geb7FIKopqUXC7iW8P\n3AR3OxXvpbEH1tfrcXv35m5ACf4DGvd1VrzXMY2YS8YsF/Bxx/dUjCKNom2AjyjCOT8Q/x38f9r3\nWV7XblT8eIW1H7Q6UKcdP/Ww2jW8GkB3dnawt7eHcrnc1ADqtLP0Kq+7FxQKBWnB7GeBEndazssu\nASFPhwL8sqIonwv//gZj7BvOgxRFSQP4JoCfYIwVxPcZY4wpihL0IfoDjLGmBirG2NHp435TURSp\nX14S4Oecer1uie9yudxybrczjYQnofjB/dB37vgoLgF+IUqn01IfuplMBpVKJbDjPplMolAoYG9v\nD0+fPg28kOsBiSgzM/Z/v/yzp198/vH+KcdgHp4003ncYOP/6zVbBgAYiOOt4hwX5IZbo6Xu+Lfj\nvRBBowbgdKz4RQq6pZd4pZ3IvS0ANES4kw+Tt/DgaMv6GnCvggfhln7ihWhFET3eh7hs5YOL4+hV\nl3H1B5hqatZ8MrKLLaX52GJxxDYFUPa94zdRtl/Ixt+5+amdySyDXAFvFT7x9/Lly7h79+PvrluU\nJF+wxGKxpmSWQYySLJfLUg3zfoiDhs76PUwMJQeMMd8Gm1Nh/E0Av8YY++enN2cVRbnBGNtVFOUG\nAsJz3cR3O8cAJMDPNVx886EvPJ9aNrebp5E8e/bM+nCNxWIwTe+JU3z8+uzsrHR27NraGmZnZ7G4\nuBh4/P7+Pg4ODqTsM/F4HB8+fMCjR48CLTOtVg5fisLwyx/3rETpXKvVUK/XO6p8f53Zz0kJSRin\nIu4p28AhppBTnAOM/H733b532nj5r++5T7DkcEGtCreJu8t34DscR4TdAxTHgB1e8XYT3Zz1Me8q\nm/N7S3iEe0I1exHPpOIG/awnbrhNzzzAZaSEhY4zsvAyDnGAKcRhAC5ifXTU2wOlaaOewnzQp2DK\nDNQRk1l0Xcfi4mJTLvWwCjRd15ssczINoM4FyyBFSZqmiWg02tWfPaz/v0T79DqGUGm8QX8JwFvG\n2N8XvvUvAfwlAD9/+vdv+DzGnwDwgwD+EWPsC0VR/mu3KrssJMDPKTzvtl5vTAJsNbebZ30/fPjQ\n5v3kPma3ytTR0RG2t7elx9Lzivzs7CySySRqtZqtadKJ29h4Lxhj2NvbQzQabbqoubG5uYkraPi/\n359qn5c/DLz/J4F3dYU3XUYikbYE0Wu2hqTDm106HQkUh2GJ8Fo9jKtMRf5oAuZUFd4CG/iojp2/\n9lWw/3iv4eX2+kQQbw9qsnSrhPt80oiC2018u1W3eeVbZAmPm+wja5i2iXCZfG8nPP1kHdNINu0e\nfDwm7khG4UN4xNSUGAxbFfwGdgAGfFB4E3Hw4thrIJOmjaJarQ6lePHyU7958wb37t2DqqooFArY\n2dmxJbM4m/kG/bXrut6St9mvAZRbNfiCxTAMW8yiswG0VxQKBZqASXRMwwPeU0n6/QB+GMCcoihf\nnN72s2gI719XFOVHAWygIbC9+BEAPw7gb516vl938oRIgJ9DGGPIZrNgjCGVSmFhYQE3btyQzu0O\nanB0jqQHgrO+nVQqFczNzeHx48eWhzQWi1lNk05aHXu/traGZDJp+a/9yOVyyOfzmP2vgNJ/BGZG\ngOSpvWRGVoR/GUAYGP3RMZz8Qh7VahXhcLglHycXVl9lS00TF/OYsAm8OAxk6g0Pcq3eON+xwwjM\n/CXgwTY+2krcXr9EmTrokJsA3HpEAfdKuItFxa0K7oRXtd1E+Aoe4iHszeYyqSUZ3IaOlO3fzpHy\nTuH+8fHvYRqNJ32Ijws7noByDVkcCLfzn2MibonwPCas27ltJXkyjtL4CdznrXL8xflHYf4AOI1E\ntJ6H3hBIgy5QRXhqkJufmieziNMcuZ86mUw2CfNuJrN0Qrlc7soY+kgkEuijLhQKtgZQPgFUTKzp\nxm4JjaAnukWPU1B+F4DXG+uPSz5MkTGWB/BTiqL8PBopKG0zGJ9KRNdgjKFcLuPo6Mhq+kmn09K5\n3YwxLC8vY3R01LPB0SnAZbK+RXjW9927d20Vr1QqBU3Tmh4jaGy8k52dHWiahtnZWXznO9/xPVZs\nMHUlDMz8ZXiPYxepNY7nVchWLvp+4ptjIG6JcC6+OaMTRRTzo4hNFGF+9xawAuDPrUv9bPbFveaK\ntleV26v5UobT4/kQHcD+NfBRcLv5uf3sJ06W8Mj6eg3TKCHlc7SdtVMLiowId5I9TT3hHDoC1Hlj\nZgo6dKQwhUPrmNDeFdSv2yfC2vFaTAYv8lKpgutxmpboWgNotzFN07NvQ0xmERu9eTILF+ZiLjUf\neiWK0H76y/mcg16ea9FHLVKv122JNeKCxdkAmk6nW/rsKhQKuH//ftdeAw3gIQaY3+RfMMZ+RlGU\nv97Jg5EAP2eYpolyuYzx8XEsLS0hnU5jxtk96MPm5ibq9Tqmp6c9jxEbMXnW98zMjNR0N8aY5/TN\nkZERaJpm84eK491lqixHR0fY3d21RtJHIhFUKhXXSnSpVHIdd8+r3za+H80i/DWAL5oPnfrxy1B/\nudiC77sMIIrXbNmqxIr2EzFf2kAcubp3Drv5/vQcPQTwm9ONNBNJIQ7APkiHr9lGAA+9+VGEO9d3\n9wGsCl+Lx0sgW/Hmt4l53q16uAFvsb3jkZyyjnsYhbsV5BBTmMJh0+05n3Srm2M72MFNlP5wGvis\n+Xn4f1T77fL4i/PGe88dXT9br3U7DZhiMos4kZY3OnJhvru7C1VVrc8GZwJJPB7vugj02t3rB2LE\nnwgv2HBhvrW1ZQ0Dkx2ko2laVyd7kvi+mPQzhrBdGGO/4fj3/9bJ45EAP0eYpmllfWuaBl3X8dln\nn0l/oGWzWeTz+cBBNVwoi1nfzqYqL9bX1xGJRFwnRqZSKezvf6wAcrF++fJl3/HuHK+R9KVSqUmA\ni1X1Trv33WhNfAMPrBjSBtzvbcBeAfQS34dfOLLTuXZNAPil6Ua66f+wLhzQ+NVnX9xu2EWuwnuw\nDgDcA1w0ZQOn5YSLbFGEe7A+2dhluV3Ybf6eZMV7Bf5pOIDd+83F+sd/N6rlbiJ8BQ/wEB8ANKrb\n/z97bx4dyVmf/35K3WpJLbWkGWmkGc2mWTT7ZnuwMT/HPwwY4sQhZIHElxATAoGEhIQQAoebsCQh\nEIJPLiZhCRjsJMBNyIHEGONcNpPw8248WJoZjSWNekYaLaOtpe6W1GvdP6rf6req3lpaoxmP7H7O\nKXV39VtLd6urn3rq+T5fgRnamKGNbuKWEyRx3658q5AkRrJUgDmzUBofBu7rhjvl/MWVWhbs5Dvn\n8ZwT0ajaDnOliPlqRhDKhY52K549mSWdTpvdglfS6dIN6XTaEdn4fEPTNBoaGmhoaHAcY+UC0MnJ\nSYaGhhwFoA0NDZ51OyvB1Xg1porLDx0uaxHmakPTtOPA/w1sxzhyaxhJhkeCrqNKwF8gkBvtJBIJ\nxsbGiEajgdM95ubmGBkZCVTgKDq6VZr1PT4+TjKZdCX4jY2NxONx87Eg60GKlrLZrLIlfUNDA4uL\nixb13EtVb/jfHht5K/DF0v03uYxpwTtJRIJMvt3U1EUaiEpqeGa5jrp6q/l65snNTj7VhpUwbwQ+\n2m0Q5STuZNoLMqG2f+RudhTblenzG4wTiK2z1qSnkWan3UlNiA3F2490y4Rbbr7jh2GFei6TcDvi\ndJst6O1IEjM/V3uXTEHmYyRJEqOteaZMwg8B9/VIJNzLFw4rI+grV829iDmsHoG6UhGEQZNZ5E6X\nKyl0XFpauuoIuBf8CkBTqRQTExPkcjkeeeQRU2W/1MSaqgL+YsVlL8JcbXwFeC/QCxRXsoI19Wqr\nUKNQKJiNC9LpNAMDAxw9epR4PE4ymfTtRCkvU4n3r1AoBM76np2dZWxszLSGqCCKMMGIM/Qi6/b9\nEIkt9kuhDQ0NpNNlaVecONhV9djbS0T8GFQUkmG3ocwCIYi+uZHFe90lZfnSv5vne65E2gQJH1l0\nXjWYedKmfNdi5VbCsSGiA8XH2wb6u7Ry4qnbrtqvLO9UjBUuDQUJv7Chjc1Twdi+1+VHmXD7ke9B\ndinn2xNQ1K3n1f7uQXYRs+Qvuq8XMJVtcSv790VBrbi6IUg4QEP3HEvxddAE/EkPfDJIJ6Il1KRZ\nXJaolKCvzGtu+MydWGkBaDabXZWCxZUiSKdLr0LHpqYmotGoeTUunU6verHi8wG5ALRYLLJu3Tq2\nbdvmWQBqT6yR3xc7qgT8xYm1YEGxYUrX9fsvZQVVAr7GIX4MdF0nn8+bxZB1dXXEYjFfAp7JZEzl\nOOjl3omJCYrFIm1tbYEOlpUkpIRCIaanp804Q7/167rOqVOnXBNbotEo09PT5mPRJGjFbY5lFVwF\nsQseKrhMvoX1ZNGnSHBRIlEqFZwcVn70U9sKmrDmd9tF20bK+w7eJyGNuBN2xfmYioSPrO9wHGxV\nirebN1uGWwdLFcE+Y1PDh9hlRAEqYF9+iF3sYshiLxHEWSSrdDLpWI/4bDPUmdYiKMdJXix2MDdl\nfEeLk6UznjBwIyUSLnvhVeqzn51kCe9D/Wp0XHRX1FXE3CvLXCCTyfiKB88HvJJZvAodl5aWqKmp\nob6+/qpKZrkUJJNJs8A/SAGoPbFGFIAK1TwWi1UJeBVrBR/SNO2LwPeRMsGkBj++WPtHgBcxdF03\nD2S6rtPb28uePXtMFbi5uZlz5865Ll9pASUYVpXR0VF27tzJwoJa8ZJRaUJKJBJhYGCAa6+9NlBE\n1uDgII2Nja6JLQ0NDWZu8OTkJPPz84FUdU+42U/AiCN8CsOK4oNN+ryr+j1TbKOppmxLOTe2g6bW\n8uPMch2pXpd886cpf7PrKbeVbwL6jbv6B0uvvwt123nBPWdLt7bXk98BYUVhppfiLewnQSBbQey2\nEEG4d7nYQmTY009UTXPsUKngooDSz9s9SaelAY8deUKEpc9cnFit25BgbqqVms60lYRvBX5rC3xZ\nkPAGAnc7CgxBnr2IuB9JVz3vTsrdssxTqSaTkK+1Lph+hY5PPfUUmqYxMjLiKHR8vpJZLhXJZNK3\nt4T8vtgTa+wFoM3NzRWFBlTxwsIaU8B/C9iHcfATFhQdqBLwFzoE+S4UCmiaRm9vL9u2bbMoRiLW\nT4WVFFDKVhUw4v68UCnBz2azzM/Ps2XLlkBq/OjoKNlslgMHDriOCYVCFAoF5ufnA3vcfVGHNQNb\n2FD+WJr3FES/38jiK63vv1C/IzP+X71UMWYh4alEzELCHchhkG8wOJqdhPfbxvvtQlNpsqn5+RKP\nzu+AsCILXJDwCxvaLPPskDO7hW1E5cEOijjdjiIer8Y7gsiP08UmxohTzkSMs4OQgugmaCVJzLFO\n+QqG8Hu3krDMT2I0tBIkXFiMmmqSpIoxk4STB7rBFPT3YpDw/wEGZQXcqba7Q/6HUMGPYNvJdBDV\nXB4TqDMzTU3yZZrtGPudIJVqMuPp1lqRnih0rKmpscT16bpuFjqm02lLMks4HLaQ8qampsuSzHIp\nELGKK1XyVQWgL4SrAlWsDGvQgvISXdeDFxgpUP1vX4MQWbe5XI6amhrXWL+amhpCoRD5fN5yYFtJ\nAaXdqiJ+PNwgCP6WLVsCEXzh496yZQv5vL/CNz09zcWLFwPZVAD6+/u9Pe4BCyddIceIH1IPka0n\nbesNlTgptSEXBXszxTJZTRVjzEw4le7UY6V5QdO/JPI99ZkY6UwNjbMB60Y8CkvPb+hg29RFx3w/\nwi3Ib5DGOUMlz7d93JDC6z3EbnbZogoFhHdcpYKP2+IGx+hiq0fI+QhbXYsvBRK0EiFr3pcJfZIY\nYQrmCUM+H2J+WvqexEu33aX7TUAPsKHBeDwORiWsvcup11Upr+9Vnsq84ish5CuHlZiXsVaIuf0Y\nDAYBrauro66uzpHMksvlTGI+PT1NPB43k1lUhY7PBzG/HKkuV9MJRhVXFpe7Ff1lwCOaph3Qdf3U\nSldQJeBrEJlMxjwYnz17ltraWmWsH2D6wGUSLHzQQQsoVUq2V0t6XdcZGBigpaWFjRs3+q5f+Lg3\nbdrEunXrGBjwLjxLJpMMDw8HUrNzuRyZTIaenp7LEjfoiv8NSC9DJt81E2p1XybjbkglPMY8bXss\nRM/HSo9LL78hsxicfAML6yOwHpqH1SdcgoSrSLeAiiwL2HO7vUh0JRDpJyoV3C3fW8YI29jK/6cD\n+gAAIABJREFUeUt+t/wZqdYrd9TMECEjPS4QpkDIovIUCJPMGsp4S/tcmYRvwYiSjJcGhjGy3QeB\nVkp+/gZICtIsvELisUyQg1pW/FTqSyHZ9urg1YEbMYeyz/xqIOaLi4sVkdXa2lrWrVvnmsySTqdJ\nJBKMjo6aySzRaNRCzKst6Kuo4rLipcAJTdOGMa6JV2MIX+jIZDIsLS0RCoUYGxtjaWmJgwcPuo63\nE/Dx8XEWFhYC+6C9lGxVS3ooN/PZvn17oNckfNxdXV2mL9ANy8vLnD59mkOHDvm2eRdxg+vXr/f/\nIXo9FsLsi9cDXy8/1N8J2mnp+ZINOvr9RrTXWj3R0Zh7rFxiwbAlRJsMH/FMfynlpFXyevRLBD6N\noYI/XHps5+ePWR9OfSZmsc+k11vfl8axEjFvcu7bwo4I0bQ7CZf97IJU21VrleI9yG6H51pFwuN0\nOy5Rys15RIGlallVQaWsgg+zQ+kNH2GbmV6iwghbyRChC2eOuYA9Wku8T8KeEoukWCo2kM+XXtvG\nDEzUOa0oYYyTqEYMgi4E+BSgiw9+CacKHmZ1fOOV5Yg74bbM6hNzcPeZBykAXW1USsDd4JfMItJZ\nJiYmHMkssnK+Wi3oVYXvK0VNTU2VgL/IscZiCH/2Ulewpl7tix25XM7M+p6ZmWFycpKjR496HrSa\nm5sZHjbITZAoQBl+SrZoyCMfhCcnJ5mbm+PIkSOBtmH3cQvFqlAoOH4k8vk8fX197Nmzx/fHTG7i\nE4lEzB8jFYrFFUV4+qMHB6k31G+/XGcfJMASK+3VQEfGsqF+Ayx0GMpsSLL7FMJhFkoXRZpn1URb\n7lA51hy8qFKGlxruHOvfZCfIcoPsdvWCCwhril0d94oZLC9bLgJuZ8aifAvYTx5EsWaBEEs0EA4r\nCnLjpdvu0v0QRmHmCMb/gUi30WqN8h+WAKFK5sGjINRATnF/tXLFg5L0q4OYw8ojE/2wWgTcDW7J\nLLqus7i4aBLz6enpVW1B79UxuVJUyfeLG2vQA/4XwB/qup4A0DRtHXAX8JagK6gS8DUCkfVdU1Nj\nsWD4KRnRaNTMZg0aBShw/vx5dF13VbJjsZjZkh4gkUhUVOg4PT3N1NSU4yRCJJc0NZVlWLloNEg0\nmdxxM5lMMjs76zp2cHCQ61RPfATjK7Za+NF6ojEjEjG56G03WUxFWRqVrjgk6gwV/DGFfeV7lFNK\nkpRV8B9j2k4ABr60lQTriBUMAhLy8NpPbGhh45Ta+C06VAp/M5QVZpXibccwO9hhU7xF8ohMnFXk\nW1a8hadblQs+yC5HfKGdSAvCPSwVX9rJ90U6zGX9PN8C06WkFJF2Il8ZCJnzyu/9ElFaaxKG/3Ej\nhue/Hsy3Tk4hFKgFNmNcaak3V4RBvpcon+RFMUi4SgV3I7huueICVyqb+8oSc1j9LPPy8osOn/eV\ngNw0SK4RElcaBTGvtAW9qAFarU6lYl+rePFiDRLwI4J8A+i6Pqdp2jWVrKBKwNcAisUiqVQKTdNY\nXl6mv7+fw4cP+1owALNA6eTJkxw+fDhwxNXExIRvW3pB7sH4gXnuuec4cuRIIBVlYWHB1cctlHVB\nwGUlPkjRqNzEB6xRhHaMjIw4iz63YuR9A3ywdPt1nLDbUParbSj6/W2GDWWjd5JJarqVBvk5mUyD\nQcLN+0CFEckNHsp7QfrMFkMGwZrY0EK0UF7mYmhlireKDLuRcC/YM7xXClmBV3nBx9iktJSIkwyZ\nxKuUbsASNShgJ99ijEzs22tm6O6Kc6Z1L6l4iYgLP7ix8XJGu/j6bwQmxBrE59VQuq9SwC/V6y22\nYf+e17rcX22sPWJ+uRXwSiEnkLS3l4u8BbGWrSzpdNpsQS9HJdbW1q5qG/qrwatfxfOLNVaEWaNp\n2jpd1+cANE1bT4WcukrAr3II8q3rOoVCgZMnT7J///7AHeLy+TyZTIbt27cH/gEQWd9+SnYoFDKV\nlL6+Pvbv3x+o0NHvJKKxsZFUqlxcNTIyEthTLgqTZJtNOBxWJqtMT08zPT1txCrKxPmtjqErh7Ch\n/Gg9NLl7ie1YOq1IjnkMJ+n+nmLhJOVGPMtAvaF+Q9kGkQzFEMe61syc636MhLayteC0bgjiGkTx\n9kKQrpb2NvCqZYbY5dgX0cRHHq9qziNDtpK47lPWIPCdEWf6ix15QuQJES2RVmE7EVcP3Pzlx6NP\nwQF4OPGzZa93CJSx8dNIR/IGDCIqTuSEAi6gIqn270aQDpp+Px1XNiXlcpJvL7gRc3sBaC6XCySY\nPN+Qk1ns/u5cLmch5svLy2YLertiXmkyS1X9rmIN4i7gUU3ThAz3euCjlaygSsCvYgj/nvAo9/X1\nsXPnTt/GBwKiCLGjo4NCQd3wxY5K29LX19fT29vLrl27Au2XSFTZu3ev60lENBplctLIOJ6ammJm\nZsbX6w5lFV617yIPXNhvZBvPUst2/745NrW7IvTAT/ft5ejYs4ChgteEDJIjCjJT0wazXrKnnNhV\ncBmyI2Iez+Y/srKQCLVabBGJunVkidBWUDfQGQlt9S1ElKEqtFSR4WGF4q3KBleRcNGVMsh2vSD2\nvQMrmR5jk0XFViXUTGY7KOTL/2dtUcNelKWOMIvme+5HvmUrj4wsEV7+sofIE+LHd99qVb9ltGOQ\n8Bhl3m3ur/1qiyCBQQirm9ItLy++w5U28fE6tqx2o6ErD6fP/CCQuKqSWSpFbW2t2YJ+eXmZrq4u\nNm7caNojU6kUiUSCCxcumFcchf1FbkGveu3iSm0VL14YFpS1Q0l1Xf8nTdOeAl5RmvXLlUYSrp1X\n+yKDIN/5fN60kGzatCmwj1AUIba1tdHW1sbQkH/XQJH1feDAgUDePrGPLS0tgfZLnBBs377dUcUv\nQ1hGFhYWiMfjgeMGxdUB1b7LvvJMJmNJUll/b9nrvPAXEZrPu+ebO+BnQylBJryCfAMsJhsozpfC\nvOtL8wfD1nzvJHCydF+2njyMMq2EH5VuS+N+8iWjwFWo3/bumyI6bybURoOkls5QvjTt1kEyTrdr\nN08ok2jwJ8NexZmDFRRueo0VhNveMv4iHY7Ln9NZ43+6PaI+MZHJNxiZ7QCRmiyLRImUCHaBEFEW\nKRAybUB+5Nv6XISb3vVdstTxxHtvLvu/L2C1n5icT0T+BVHB/ciuX/MekXXppnhXSr69nvfaV/t2\nnh9F3A9XUzLLpSCZTJrdh0OhEM3NzY5IwmKxaNYfpVIpJicnzcZwDQ0NFmK+2nGGVaw9rBUPuKZp\nNwKP6QZOAdUc8BcS5EY7mqYxMDBAU1OTa7t1FYaHh818cLE+LxQKBfr6+ujp6bEUP3pBxAcGubQq\nmv+sX7/e0TDIjpqaGorFYmCve7FYpLe3lx07driq8IKANzQ00Nvb60xS6SxNLpjb0QB/Cus+oXgf\nX69e5sn/dYiX9PdZZ+ZDZs9amYgDsBwuk3ARL+iHFGUSrqiZ/M5Xb6GBRbLUmUqsF0TmdYeiy6Jb\nSoisPAsLSrAGOwZRDmJjGWK3shHPLoYsxN2+rPCV21NMJum0ZHYDzCy2myp2Ilv2+gxPdtPeaZDw\nTFbt+a6rLxHqmjKhzlJnNleSESJPnhB1ZF1PiuwIU6BAgev/9r8Zo4vR/2u3cfSWCzQtCrh6LVYS\nK993I6xuPxErbVuvWl/QjpmqZVWk/Ook315Ya8Q8iKddWFPsvyfi90g0GpqZmaG7u3tVCzqrWJtY\nCwQc+E3gHzRNew54CHhI1/UJn2WUqBLwqxDZbNZstCMytSuJexobGyOdTnPokNGSUdM0wuGwsmkO\nlBNGNm/eHLgtvYgP3LVrF88995zveNH8x61hkAzRPGffvn2+Xndd1zl9+jQdHR2WYiI7GhoazHbP\nW7ZsCZSk4orXBh/65D6DhB/sH6Jv30EOjZ00nysWwrBs+zwGFV9J0WBH2OsTwAmXDcrzE0Z3TYN8\nL5IlYlF5Y6QsJFS2WZzmgMOWAcEa2AioGuyAk3CrELQYp5JIw0vB9KShhsfWGUTJrn6rIMi3sJ64\nFcG6kW/Vj1GIAq3M0frVJ+m7+SXlAk1hQ7HtgcHIVep3EPIN/okoYnlVAaZ9OT/yrXosb8OOtW9V\n8cPVSMxzuRzhcHjFlhHRNEgm8EHDAap44WKtdMLUdf13ATRN2wfcBtyraVoL8EMMQv5/dF0P5Pm9\nek6pqwAM8i0a7UxOTpJIJNi7d2/gg93MzAwTExMcOHDAskxzczPJpPNgLhJGmpubA3WthHIbeFF0\nmcl4FxdOTEwwPz9PT0+P7+sQNpV169YF+mGJx+PU1tayZcsWz3HCV97U1OR4ndNvDqb4A8z9qfOE\n4If7brQ81vcb6rfAk/sOcXKfQRQj9dJ7Jch3WDdu7XFzaeD/BN41A5Iv/McPHidG0iSAdiRp8uy+\nKSL4ZrDai2TPt7gfp9tBuP0KLAXidDuItCqCUKzf26qyW5mmMsJWh1d9crHTcX9msZ1z59X7XczU\nMT/RzvxEO6npVlKJGKlEjOxyhGQiRj4fYjGrPmEMUSBLxExAqSvZS/yUb9WYGCnCFNj+3/3wOYzi\nTAf5BqsFJY86f14m5CpCW6mFRLajrGZnzdoKxlcyViDnMl2daGxMEo0uEI0uUF+fsEzFYvHy9TbA\nsJ8ErUMKgqr/u4q1CF3X+3Vd/ztd138Wwwf+Y4zr4Y8HXUdVAb+KkM/nWVxcpKamxixmOXr0aGCF\nI5lMcvbsWWXWdywWY2FhweHVrrRrpSo+MBwOu1b5B01UgbJNpa2tjUgkQjqd9lS17XGDXpibmyOX\ny7Fjh3vU3cKrL78K8431v8wvz36DfC5E0SXCzoFSkol5+3BpvhDxhQ3lYetirSRMu4MKWYxLvn4k\nPAhJdIPI97bO8+5oaYdMxu0kX/jK7TGHShK+uJWt0RHzPhjEuzPqtNvMT7TTsnGa5JzLe6NqmgNE\nIwbJld+zRaJKK4qMRRpMi9BiqbBRkHTxXtWRYZGoedViHQk40M/4411kb2iGSXwKMWvxbwLllogC\nRsGll4odtj2W4RVZ6DbGvn07IbaPD6qIi/UEIel2df/qR9BklpVitVvQV8l3FbB2ijA1Tfugx9NT\nuq4fD7quqgJ+laBQKDA8PIymaWYSyaFDhwJ3JltaWvJs0a5SwCtV2JeWlujv73dsQ7Skt0O8jsOH\nDwd6HbJNpbGx0bN7pSD2dqVfhZmZGWZmZqitrV2Vg/1D+15e8TJCTe4mTut6Q6auaVykpnERRjWj\nkM7+FqlsJssuG5Df/gT0Pbjb0uxFBZkEJ4mZRNyueMsQKrJKUfYqsqyko6XcUv5KYOi5g8r58xPl\nk79iRu1PFVc0GppKefjZBlMFN1vNlwhwgRApYmSpI0mMDBEWaTAJt3wfjIzxjGQbEusTxZmLRKkj\nS6w1SduZC8b/j6UQU8BNyVXZUVQIU1a287bJvp48ZfXYTszd1u02xr5ftVSuhNth7/zpp3SvLfLt\nBaGa2xXzQqFQkWK+2gr41eRtr+L5RYHQiqcriLRiAvht4E8rWVH1P/8qgMj6Hh0dZWlpiVOnTnHw\n4MHARSm5XI6+vj5Pz3R9fT3Ly2X2JrpWHjx4MNAB0GsbKgKezWYrSlSx21TkJj92LC4uBib2qVSK\noaEhDh06ZEYRXg48vN5qQ7GT0yZJAf05HiRca+xHcbLRmu0tXo6dfIuP7oeURUw5hlDKAx94ZCtR\nFqkja05hCpZYvaUSmSsQsijgdjV8kk5X37cqU1tFwlVqtKrQUp3vbW8pv0u5jWG6HcsLlVu+P7K4\n1TJfIDVqkG0RB2k8CFOcaaQ40wgJ9/+zbCLGUqrsZ41FjO+CsP7IJzcrhSDfMsT622pmiNRkaZu+\nAOsAyzmm6ADbYLtVkU4/QhqEjIr3KWp7rFqPF/n2mi/WIe/P5fKDX/12lEtFpcQ8lUqtugWliipE\nCsrVTsB1Xb9LTMA/YhxUfwv4f4Gdlazr6tf7X+DQdZ10Oo2u68RiMXp7e9m3bx+NjUEiMMqe6R07\ndnheFtQ0jUgkQiaTIZ/Pu+Zle22ju7tbuY2mpiYuXLhgPi4UCvT29rJ79+5AiSpy8xxxMiDIsr3T\nWjabpa+vLxCxz2Qy5slMJBKhoaGB5eVl5Xs7fVsTkUIF8YMrwEU66OAiuxgk1pokmYipQ+jcCix9\nMP5Iq6MDY76kugqEKTjIYJaIqapOlpT6dba265UUXw7T7biU6JWKIne4DOobvxSk4u00dTtN06nR\n9nIKjQqChIdLf+p1sssRIi6dTZPEHIWY4n2OeOSqe8Ge3FIgVFbGa7LUnE5T3NRokHAdYD2GLG63\nJYioQruKrYI9atDNciI/drOLBFHFVcvJ+yLgR4pfuKT5SqCxMcncnHGMFdYVXdfRdaNmpVgsrop6\nXSXgVaw1lLpe/jHwRuA+4FrREbMSVBXw5xGCfBcKBTRNY35+nsbGxsAJHbquc+rUKTZs2ODplRaI\nxWLMzs5WnPXd399Pe3s7GzZsUI4RrePlfdq0aZOjk5oKonmOSs2ORCJks2WKKk4Edu3a5Uvs5VhF\nQbhVLelXWqzkZUP55vrbXJ+7SAd1ZPmFmm8Ra00S2VIiRuIj70ed7Q2G+i0gqeBTd8eYOhWjjqyp\nB8hoKpVbgqGkymMSpQ3bid2cos+9ioQLFdwv41uGKKIM0jVzkF3KXO9huh3bjC+UH/sq3vGS4j0q\nfW/mgPHS/2BK+l+UOZ8Lb8wuG9+lQj5MYrHVV5FJ0EqCVlLESBFjiah5VcKxbtTfU3EiJRfZ1jVk\nqRkXV0RrKXtSmks7b/eAq3zbQSIGvfzeKx1bib3EL8tcLgQNWhS62qj0NV1dSKdjhMNhwuGwSb7P\nnz9Pa2srmUyGTCbD8vIy2WyWXC5nKuaVHFOrBZhVCKwVBVzTtL8FnsQ4uB7Wdf3DKyHfUCXgzxvs\nWd/9/f1s2LBB2TLdDUNDQ9TX1/smgAg0NTVx9uzZwMo0GHni4XDYMz4wFAqZB96hoSGi0ShdXf6K\nqbCpuDXPsRN7ETfo1/RHnAR0dXVZYhUbGhostpZisWhaUlZDefWzoQgc5ynaSrEV2XizwR8GcUmy\nKOFR9eypfzJImFuhpFDEUwoLhF0Jd6SEKILRxTxVEorburwItzOqcGXNeIYWjM9PJuECqUH1yakg\n4Q6Mh8vNbdxQb6iAsvo9P+0e4TlNO4tETeLtBkHIxSSTb/kkKUMdEbLKRj51DVnow9BlWF+aBGKU\nPd12uJFFeWzOZVk7yfZSur3Ubz8lXjXGvj43e41qXZWgEgKvildUTVcn0mnj2FBTU0NNTQ2hUIh0\nOs309DQ9PT1EIhHC4TChUAhd1ykWi2Z8rEzMs9msJzGv+r+rkJEntOLpCuI9QBfwZ8CYpmkLpSmp\naZq6AtoF1f/+5wniQBUKhcymOTt27CCXy5mX+LwwOjpKJpNh165gOci6rjM2NmZ0fgygTEM5T7yn\np8d3bDQaJR6Pk8lk2LnT3wYlFOqdO3e6+gllH/jw8DCRSCTQyYY4CbA3LopGo6YCXiwWyefzZNdX\nZNmyoJJizIe5hac4zlMYBdKdXKSj5iJtxy5YBwpOKJ8fPeVc34+/fpyBfzJIrp1829WAbImsQVkt\nFSTQ2RWzTPhkoiir3ypiLkPl+S4/1215LNtP3MaAmnwL0u1Y3oOEu5JuFSYwoiEnpGm6NE1pMKWR\nnW4mO23YsppKZDwWNW6zxQgzxTaHf1vYT+x2IRWyJZq9SIP5Q5OxKeLyj09rc8k6VK/DceDbYKje\nDeAorm3AIIFeWftuxZF53BVuFbFUjVUR0SBNfLzIq73IUoW8dKuaVoqVEOu1QchzuZxZ5C9IsyDn\nQiWvra11EHNd112JeS6XY2pq6nl+ZVVcLRApKCudrth+6nqNrusNuq7HdF1vlqaYrusVxQNVCfjz\ngEwmY2Z9j42NsbS0xO7dBpmQVV83TE1NMTU1xf79+wNdvtN1neeee860tgQh+LOzs4yPjwdKGQHj\nYBx0n4Sa3dnZ6almi/difHycVCplvkdeuHDhAsvLy8qTAGFBEeTbS335hx2/zRd2vIkv7HiT5/bs\nGeBBVHBBwgGaakoKardi5U0oyTcYrdRbSz5toaomcFof7ORvjlYyNrtJiIKFVGepMztieqm1AsN0\nu6rg9vmqKw1uyriddMcXy8RekG8VCV8aVCvRDiVcEOxRDPuJgNvXTzRCEvxXbKbJ6ueemW1jZtb7\nKo0McRIU9DKqfMlVpKZEyJAtRkgsSJ9XvW78D93TgEGyFzBIXnPpsd1bo5rsECSxQVpOni9jpb7v\nIAhqQZERlGB7jbmUAlU/XB2edaF+C4grijt27PDtfgnBiflnP/tZPvnJT16ul1HFGsMasqD4EqIg\nY6BKwK84stksi4uLhEIhZmZmzIY24vNqaWlhfl7RU7yEhYUF4vG4RYnww8jIiNlNs66uzrdxTiqV\nYnBwkMOHDzvyxFVIJpPMz88Hbp5z9uxZ6uvr2bx5s+e4xsZGEokEY2NjHDx40JfYz87OMjEx4XoS\nUFtba14Srampoba2lm8p2lr+w47ftjz2I+F+eJhbLI+F9eO3+LJ1YHfpVvDEJ6XnpN/3ga8bpHaa\nNqZtqqYg4otEHeRbxNYBpcA7Qw2fpNMz69tOwkfYqlTBVSS8kk6VK+1qqSLhqf6S4u1iP3HggmJe\nhWJoaqKNbKm5UqykhjfUGFdcZJ/2RTpJsI5p2kuT8Tm6JaXICrd8hUKOLEwVS37wUhxiQ3tJCa8D\ndgP3AHRikG9B9GIYRNq722xZnRU54HbybR8rP1dJZ0uv+aD+QFRFmZdKZCs9UVgt5fr5V8Dt5BuM\nq62RSITOTu8rX36QiXlfXx9f//rX+au/+qtLWmcVVTwP+KGmaX+gado2eaamaRFN016hadp9wJ1B\nVlQl4FcQcqOdZDLJ8PCwGY8n4EXAFxcXlTncXrh48SKzs7Nm1ncsFlN2xBSwJ4f4YXl5mdOnT7N/\n/35HgaMKY2NjLC4uBrLOiK6g9vdIhSAnDYKUZ7NZamtrV8V/aLcDqCCSRQTkpixRlth+bb/x4IQ0\nCfJtC2x59OvXME27Scrq1DkqZIlYiLN8X15GJtKChNv3t7L28+72E4Hh0hjZfqJUwSXFW9yX5wm4\nKt79NvI9CmYQi+zxFoEvF4AzLjtd7zI/BUzUlbuaKnBxtoPJrDHZT2bsWe0islCeBGTyLV/FWCJK\nqMZ6ArWUiJWbBdVh/B/dA4SFFaW5NAk0eEzgTajdfN/y2CCNeIKSb1V+ud+yqxVT+PyT5MsFFfle\nWFhgfHycPXv2rNp2kskk73znO7n33ntdY3OreHFiLSjgwM8CBeBrmqaNaZp2StO0s8AAcAfw/+i6\nfm+QFVUJ+BXEL/7iL1IsFlleXnYl0o2NjcqmNnLBYtCDViKR4Pz58xa1vLm5mYUFdZ1APp+nt7eX\nPXv2BIpBzOfz9PX1sXfvXlpaWnyV9UpsLeL1NjY2+hLlbDYb6KShUCjQ1dXFc889x+OPP85TTxn+\njm/yS+aYT4b+RLnsP/B7nvsg4wlu8B0jiNUBTnHuJ/vKT3SXbjc5FuHRr18TeB+E+u1W9JeglYt0\nOtrUC/Jtt6mo1jFJpyOJxKsgU7afDPsQ9cFFd7uRFwl3I+PWFfg8L2wpsvd7vDQlMDpOpktjXJBM\nxEgmYlyc7TCb9NRF3GMu3fzg+VJOuzM60nnil8+HWCzlkTeI4tBNJeLZjUHC/wr4pQbKBHx96VaQ\nchWEV1xFqIMUXRqvxIpK8rX9iHYQ33dQ+GWPB5m3UlwdFhSBfD5vHleDXAkNAl3X+eM//mN+//d/\nnwMHDqzKOqt4YUBHWxNFmLquL+u6/hld1/8XsB14JUYM4XZd19+m6/ozQddVJeBXEOvWreORRx7h\nE5/4hCuRFtYIOX4vSMGiHW7xfm4KeLFY5OTJk2zZsiVQDKKIBNy2bRstLS1omma2pFehEluLeL27\ndu2iubnZsyOmnDnuddIgqvC3bNnC8ePHufHGGzly5AhQJsOnQt4/CCoS/l+8xnMZAbuqLLYbIs/+\na0vf12MuCzfCXV99p+823FQAO3m274sg4WM21p8hYlG/E7Q6CPZFDyuKbClxS4QRiBe7GSk6x8QX\ndzgIt0PZLsFBvuPg0t3en4TLcLvIId7W1nJNRXa0mWwqSjbl7pUVBbF+nUplFAibtiLx/5qlzrSe\nmOuuz5jdOQGYDhsccRKDR8eAG4BbSo9NEi4Ks4U/XJ6EH9xNDb9UYhqUiNs7bqpwqQ163NZd6WsM\n4qe/VFxKkyBr4afK93369Gm2b98euCdFEHzlK18B4C1vecuqrbOKFwbWShGmZZ91Pafr+riu6wn/\n0U5UCfgVxPXXX8973/tejh496kmkZRuKKIDZuHGjb/yegFezmrq6OrLZrKUQUxRptrS0sHHjRt/1\n67rOmTNnWLduHR0dZTLn1pK+EluLvUAzGo26FqWKsX6Z46LoMhQKWci/2JeX8QgAD/JznvsG8LhC\n3b5f8pELQi5U8Ed4mWP8KQ5YChQPcMo6oLt0K/HhrYx4toj3g1DCZfItN4NRKdwq0uy1D0HsJ37r\nV5FwFeGuSPEexKpWC/tJHGs3Uee/rhWCf9oTPBMajGqQqizPeGaxnZnFdhLZVqazzvdVperIJ1nZ\novH/WyiGyGSt36vMUulxe96YRHjQFgwSfgzjQuqO0uvSoEzE23AmpsjFl7UYnS7dVHFQE0MnudXv\niKD/cnmyjlO1u7cjSORgpQjyYx4krUWG34lApfssj69UhbeOV1lPxsbGqKmpcSRJXQrOnDnDZz/7\nWT7zmc9Us7+rUGKNWFBWDdVOmFcIhUKB+++/nw0bNvBLv/RLnmNbWlqYm5tjw4YNDA4O0tjYGChX\nW2zHrwulaEsvFPjz588DsH379kDbOHfuHDU1NWzbZqlBMAm4nL0t1Gw/hVrAXqDZ2NhVPUT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05NTTE9PW0psKmtrSWfzyszyWdmZpicnAxUkCNOIFpaWujs7ETTNEKhEPm8+ocnaIQgGMr32NgY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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(14, 6))\n", "ax = fig.gca(projection='3d')\n", "surf = ax.plot_surface(X2, Y2, data2, cmap=cm.jet,\n", " rcount=data2.shape[0], ccount=data2.shape[1],\n", " linewidth=0, antialiased=False)\n", "ax.view_init(60, 200)\n", "fig.colorbar(surf, orientation='vertical', label='Pressure (N/cm$^2$)')\n", "ax.set_xlabel('Y (cm)')\n", "ax.set_ylabel('X (cm)')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "### Loading several steps of a trial" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "def plot_apd(info, data, ax, title):\n", " \n", " dxy = float(info['Technical']['LDistX'])/10\n", " x0 = int(info['Technical']['StartSensY'])*dx\n", " y0 = int(info['Technical']['StartSensX'])*dy\n", " xlen = int(info['Technical']['SensCountY'])\n", " ylen = int(info['Technical']['SensCountX'])\n", " img = ax.imshow(data, cmap=cm.jet, aspect='auto', origin='lower', \n", " extent=[x0, x0+xlen*dx, y0, y0+ylen*dy],\n", " interpolation='nearest', vmin=0, vmax=40) \n", " ax.set_title(title)\n", " ax.set_xlabel('Y (cm)')\n", " \n", " return img" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "File ./../Data/MDwalk2.apd successfully open.\n", "Data has 32 rows and 15 columns.\n", "File ./../Data/MDwalk2_1.apd successfully open.\n", "Data has 32 rows and 13 columns.\n", "File ./../Data/MDwalk2_2.apd successfully open.\n", "Data has 31 rows and 12 columns.\n", "File ./../Data/MDwalk2_3.apd successfully open.\n", "Data has 30 rows and 13 columns.\n", "File ./../Data/MDwalk2_4.apd successfully open.\n", "Data has 32 rows and 15 columns.\n" ] }, { "data": { "image/png": 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illbLTgHeFREzaE0ZfjdwXH+ap0HVtY7SSDOYZObVbbEbgL+qHh8BXJyZjwN3RcQKWpdY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\nbtu2zskRsSIibo+IBnO5SJIkaSKJiC0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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "steps = ['MDwalk2' + step for step in ['', '_1', '_2', '_3', '_4']]\n", "infos, datas = {}, {}\n", "fig, axs = plt.subplots(1, len(steps), figsize=(14, 7))\n", "for s, step in enumerate(steps):\n", " infos[step], datas[step] = read_zebris_apd(path2 + step + '.apd')\n", " img = plot_apd(infos[step], datas[step], axs[s], step)\n", "\n", "#fig.suptitle('Plantar pressure during walking', fontsize=16)\n", "axs[0].set_ylabel('X (cm)')\n", "fig.colorbar(img, ax=list(axs), label='Pressure (N/cm$^2$)',\n", " orientation='horizontal', pad=.1, aspect=40)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "It seems the Zebris software when exporting the pressure data to .apd files of a trial with a sequence of steps, saves first the data of the right foot and then of the left foot. \n", "\n", "The origin of the pressure platform was at the far right corner in relation to the walking direction of the subject in this trial (see the values at the x and y axes). So, the order of the subject's foot steps were: MDwalk2_4, MDwalk2_1, MDwalk2_3, MDwalk2, and MDwalk2_2.\n", "\n", "The size of the pressure data across steps is not constant, the width varies from 12 to 15 columns and the length varies from 30 to 32 rows of data. Multiply these numbers by 0.846591 cm to have the size of the pressure data in centimeters. Possible reasons for this variation are: 1. foot rotation, 2. differences at how the foot is supported at the ground at each step, and 3. perhaps measurement noise. So, one can't directly compare the images (the pressures), for example, we can't average the data in order to get the mean foot pressure (or other statistics related to the positions of the steps); we will have first to align the data (each step) and account for the different sizes. In image processing, this procedure is part of what is known as [image registration](https://en.wikipedia.org/wiki/Image_registration). For the application of image registration to foot plantar pressure, see Pataky et al. (2008), Oliveira et al. (2010).\n", "\n", "For now, given that there are only few steps and they seemed to be similar, we will only transform the images to have the same size." ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "### Image resize" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MDwalk2 has 120 rows and 60 columns.\n", "MDwalk2_1 has 120 rows and 60 columns.\n", "MDwalk2_2 has 120 rows and 60 columns.\n", "MDwalk2_3 has 120 rows and 60 columns.\n", "MDwalk2_4 has 120 rows and 60 columns.\n" ] }, { "data": { "image/png": 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Ed6/dFerPOPe5t4pudhJtsttzkUtptbSzjejza0/wqi2cv10tC+3ujI+iHpF/mL8ji/JC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DxDJu15AUOFJL1FOs/qcZ7dGu315Vk97g16fvlieKMwMevgXSfYkI6EtMIMrEVEyRXOXzUW5W2t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\ntVNuLDyDFs1K7c4nv+fyz2mHZ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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from scipy.misc import imresize\n", "\n", "datas2 = {}\n", "fig, axs = plt.subplots(1, len(steps), figsize=(14, 7))\n", "for s, step in enumerate(steps):\n", " maxdata = datas[step].max()\n", " datas2[step] = imresize(datas[step], size=(120, 60), interp='bilinear')\n", " datas2[step] = maxdata*(datas2[step]/datas2[step].max())\n", " print('%s has %d rows and %d columns.' %(step, *datas2[step].shape))\n", " img = plot_apd(infos[step], datas2[step], axs[s], step)\n", " axs[s].set_aspect('equal')\n", "\n", "#fig.suptitle('Plantar pressure during walking', fontsize=16)\n", "axs[0].set_ylabel('X (cm)')\n", "fig.colorbar(img, ax=list(axs), label='Pressure (N/cm$^2$)',\n", " orientation='horizontal', pad=.1, aspect=40)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now calculate for instance the left and right steps with the maxium pressure of all corresponding steps:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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UGkmuuv4KxIO4XhoLTxqNb3GVmR+8IfU4lN2bqYLl17JhfC9DPMGShCfNVKST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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "max_step_r = np.max(np.stack((datas2[steps[0]], datas2[steps[1]]), 2), 2)\n", "max_step_l = np.max(np.stack((datas2[steps[2]], datas2[steps[3]], datas2[steps[4]]), 2), 2)\n", "\n", "fig, axs = plt.subplots(1, 2, figsize=(12, 7))\n", "img0 = axs[0].imshow(max_step_l, cmap=cm.jet, aspect='equal', origin='lower', \n", " interpolation='nearest', vmin=0, vmax=40)\n", "axs[0].set_xlabel('Y')\n", "axs[0].set_ylabel('X')\n", "img1 = axs[1].imshow(max_step_r, cmap=cm.jet, aspect='equal', origin='lower', \n", " interpolation='nearest', vmin=0, vmax=40)\n", "axs[1].set_xlabel('Y')\n", "fig.colorbar(img1, ax=list(axs), label='Pressure (N/cm$^2$)')\n", "fig.suptitle('Plantar pressure during walking (maximum values across steps)', fontsize=16)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It doesn't work! \n", "We need to perform image registration..." ] }, { "cell_type": "markdown", "metadata": { "collapsed": true, "deletable": true, "editable": true }, "source": [ "## References\n", "\n", "- [Pataky TC1, Goulermas JY, Crompton RH. (2008) A comparison of seven methods of within-subjects rigid-body pedobarographic image registration. J Biomech., 20;41(14):3085-9. doi: 10.1016/j.jbiomech.2008.08.001](https://www.ncbi.nlm.nih.gov/pubmed/18790481). \n", "- [Oliveira FP1, Pataky TC, Tavares JM (2010) Registration of pedobarographic image data in the frequency domain. Comput Methods Biomech Biomed Engin., 13(6):731-40. doi: 10.1080/10255840903573020](https://www.ncbi.nlm.nih.gov/pubmed/20526916). [PDF](http://paginas.fe.up.pt/~tavares/downloads/publications/artigos/CMBBE_13_6_2010.pdf)" ] } ], "metadata": { "anaconda-cloud": {}, "hide_input": false, "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": "3.6.1" } }, "nbformat": 4, "nbformat_minor": 1 }