{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# ECE 417 Lecture 24: Image Upsampling and Downsampling\n", "## Mark Hasegawa-Johnson, November 16, 2017\n", "This file is distributed under a CC-BY license. You may freely re-use or re-distribute the whole or any part. If you re-distribute a non-trivial portion of it, give me credit." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Outline of Today's lecture\n", "* Downsampling\n", "* Decimation\n", "* Upsampling \n", "* Piece-wise constant interpolation\n", "* Piece-wise linear interpolation\n", "* Piece-wise spline interpolation\n", "* Sinc interpolation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Preliminaries\n", "First let's load some libraries, and some data." ] }, { "cell_type": "code", "execution_count": 81, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5,1,'Image of a cat with resolution (240, 424, 3)')" ] }, "execution_count": 81, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import scipy.fftpack as fft # FFT computations\n", "import imageio # for image i/o\n", "import numpy as np # general numeric operations and matrices\n", "import io # for io.BytesIO, turns the data stream into a file-like object\n", "import matplotlib.pyplot as plt # allows us to plot things\n", "import urllib.request as request # downloads a file from the web\n", "import math # for things like pi\n", "%matplotlib inline\n", "image_url = 'http://courses.engr.illinois.edu/ece417/fa2018/cat400.png'\n", "cat400=imageio.imread(io.BytesIO(request.urlopen(image_url).read()))\n", "plt.figure(1,figsize=(int(424*0.05),int(240*0.05)))\n", "plt.imshow(cat400)\n", "plt.title('Image of a cat with resolution {}'.format(cat400.shape),fontsize=18)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Downsampling\n", "\n", "Downsampling just means we remove $D-1$ out of every $D$ samples, thus\n", "$$y[m,n,k]=x[mD,nD,k]$$\n", "\n", "I think you've seen this analyzed in ECE 310 for the case of one-D signals, where we have\n", "$$y[n] = x[mD]$$\n", "\n", "This is easiest to analyze in two steps. First, multiply $x[n]$ by \n", "$$p[n]=\\sum_{m=-\\infty}^\\infty \\delta[n-mD]$$\n", "which has a transform of \n", "$$P(\\omega)=\\frac{2\\pi}{D}\\sum_{k=0}^{D-1} \\delta\\left(\\omega-\\frac{2\\pi k}{D}\\right)$$\n", "Multiplying in the time domain is convolving in the frequency domain:\n", "$$v[n]=x[n]p[n] \\leftrightarrow V(\\omega)=\\frac{1}{2\\pi} X(\\omega)\\ast P(\\omega) = \\frac{1}{D}\\sum_{d=0}^{D-1}X\\left(\\omega-\\frac{2\\pi k}{D}\\right)$$\n", "Which has aliasing!!\n", "\n", "Then we downsample, to get\n", "$$y[n] = v[nD]$$\n", "$$Y(\\omega)=\\sum_n y[n]e^{-j\\omega n}=\\sum_m v[m=nD]e^{-j\\omega m/D}=V\\left(\\frac{\\omega}{D}\\right)$$\n", "$$Y(\\omega) = \\left(\\frac{1}{D}\\right)\\sum_{d=0}^{D-1} X\\left(\\frac{\\omega-2\\pi d}{D}\\right)$$" ] }, { "cell_type": "code", "execution_count": 82, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5,1,'Cat Decimated to 60x106x3')" ] }, "execution_count": 82, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "(M,N,K)=cat400.shape\n", "cat100=np.zeros((M,N,K),dtype=cat400.dtype)\n", "for m in range(0,int(M/4)):\n", " for n in range(0,int(N/4)):\n", " for k in range(0,K):\n", " cat100[m,n,k]=cat400[4*m,4*n,k]\n", "plt.figure(1,figsize=(int(424*0.05),int(240*0.05)))\n", "plt.imshow(cat100)\n", "plt.title('Cat Decimated to 60x106x3',fontsize=18)" ] }, { "cell_type": "code", "execution_count": 83, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5,1,'Row 160 of fullsize image, row 40 of decimated image, Blue plane')" ] }, "execution_count": 83, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure()\n", "t4=np.linspace(0,N-1,N,dtype='int16')\n", "f1=plt.figure(figsize=(14,4))\n", "plt.plot(t4,cat400[160,:,2],t4,cat100[40,:,2])\n", "plt.title('Row 160 of fullsize image, row 40 of decimated image, Blue plane')\n", "\n" ] }, { "cell_type": "code", "execution_count": 84, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 84, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "spec400=fft.fft(cat400[160,:,2])\n", "aliased = np.zeros(spec400.shape)\n", "for m in range(0,4):\n", " aliased = aliased + np.roll(spec400,m*106)\n", "aliased = aliased / 4\n", "spec100 = np.ones(spec400.shape,dtype=complex)\n", "spec100[0:106]=fft.fftn(cat100[40,0:106,2])\n", "\n", "plt.figure(1,figsize=(14,10))\n", "plt.subplot(311)\n", "plt.plot(20*np.log10(abs(spec400)))\n", "plt.title('Spectra of row 160: Original, Aliased in Frequency, Downsampled in Space',fontsize=18)\n", "plt.subplot(312)\n", "plt.plot(20*np.log10(abs(aliased)))\n", "plt.subplot(313)\n", "plt.plot(20*np.log10(abs(spec100)))\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Decimation\n", "We can avoid aliasing by lowpass filtering the signal prior to downsampling.\n", "\n", "An ideal lowpass filter with cutoff frequency $\\omega_c$ is given by\n", "$$h[n]=\\frac{\\omega_c}{\\pi}\\mbox{sinc}(\\omega_c n)=\\frac{\\sin(\\omega_c n)}{\\pi n}$$\n", "When we create a lowpass filter by hand, we have to be careful with the $n=0$ sample:\n", "$$h[0]=\\frac{\\omega_c}{\\pi}$$\n", "In order to avoid aliasing, we need\n", "$$\\omega_c=\\frac{\\pi}{D}$$\n", "We can approximate an ideal lowpass filter by creating a reasonably long, rectangular-windowed FIR filter\n", "(Hamming window would be better). Then we can lowpass filter by convolving each row and each column:\n", " $$x_{lpf}[n]=h[n]\\ast x[n]$$\n", " $$y_{lpf}[n] = x_{lpf}[nD]$$" ] }, { "cell_type": "code", "execution_count": 85, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 85, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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WNA0WO6D6iFND1GuMMcdFZDd2XIu3pvhrxhiPiKwGFovIH7HdJh7vxKJP+r2cYON9bM3l/dgLkQbsb/0SPhUbxpgyJ/9F2AvxBdha8v8Wkau8LV3GmP8nIs8Bn3Dy3gV8V0QeMcZ8v7O/RQ/y/ha3YltgAvEPpDozpqcjtjsXmGDHjOzFdjF8EPCdBKEzZfXmDbS/dNSb2LEVXm5OPh+sBD6LvWDzBmBrfF5fjR1HgpOn2BgTKKAIxLQTOIrf/219R//jQmfvjbMCO930hdiLtiPGmP0isgI7RmMO9qLOxYmWA+/nuIGraHt80k6fvNC941qwvYwdq/JHbJezMuz3uRr4OoErOtuadayt9EDfra28Hd0W2tORcnTm974VO/W/r9twxphgx500Awt9WmJ8Z9NcjQ2Sz3ce0LmWuc58n45sW53d1jZgK8AuEZG12HGVK4wxxSKyC9uSeQhbKeYb8Hs/5xFsj4FAyvzynkn7hjoLaFCjziQTOfV+Gt7an9MN5rweWOrbvQLbv1iwtZAPBXjP75y/s7H9srvrIDBORCJ8W2ucWt+xnPodVmAnEbgaexL0doPwDmS9klNrin1NwE4A4J/m5kRN+GexLTdXGmNaa1adGupTamWd2sZVzgMRmYrt4/z/sEGMN99B7O/3O6cW8z3geyLyK2NMWxflPaG9C/t9zt8Sn8AipIwxL4rIl4HviMifnO4i0LmyemuWp9P+xVJ7v803sPdz8vK/sPStjW7CtkD6DkBeDdwnIguxta7/IPgOYC8cY31ba5ztLYuTB0R7B95P4tR7hEx0/vruf959ajH2O3r3vS3YsSXe9Gxz8pTe+7BjHw4ZY/bRPm+ZJnBqa8QEeplTqXMltnvTV/xe6+ig/L7Ke+wbx6nrwn9Gw7exlTq+WrvyGWPqReRjbOC7CNsS47vNbce2iC/CBjxuTg6Mg8F321rj95r/tnUcW1kzyX8hzjaRis95xBjTIiLrsEH9Omxl4YfOy8ux5yvv5/uem7z7g6sDxzDf8vvr9X1DnT20+5k6k9wjdgYxoHU2sS9jTxD+Fyr45BuOHSTv3/XsY+xYBf/Hk87rv3KeB2smotexMznd5Zf+RSfdv3wrOHGDxHxjjO+JIho7k41/TbGv74mcNP3sDOwF13Kfi0BvrZ9/7dcP8dv/25hFaQ+2ZSfZyZMgIpG+GZzuQN6ucIG6r/QYJwhrJMD0yNha6WbgIb/uI4AdbyU+0/qejgRhSmfHf2PX7w990jpTVu+sd98Vv6lvnbwC7f82xpiNft2VVvi9fgA7YHkhJ4+n8VqDM9jeeb6qne/bVW9gx5190y/9Xk6d9vV97Hb6dSdgB1pnD7wXO/lG69gJJ0DbjR33Mh3n4sxpNViNnbhgPKdWKPzV+fsLpwvOSfy68XkraL7lm9dpDfWfErg3BDwWiEg6tkX7bPZv5+83xN6EGQAROQ+/cXXGmKMBuvP5zyjmHVfzQ2yrhu94IQ/2mH05NqjZZLp3r6tA3sPu2/fKyVMyZwAnTRnuVLC9BcwWkSV+y/khdnsIdG5KxU5y86E5caPRFdhKjNuxXUP3+rxnI3af+ooEvl1ApIgkOWU66uT/lNNbwpsnGlvholSXaEuNOpOUAhucrk2CnY41A7jLtD/V7/XYE/a/fROdA+cpN3iUE4Po15t2bgAZwOJAF5xAqbHTuD6CEzQ5AcYW7AXTndjadf87yK/E1pBPwOdGhsaYHBE5jq1h/qidE2ImdmrVN4Eh2Iu3BuC7Pnlew14Uvi0if8JeOF+K7dZW6re8Z5zxE+9jW3r6Y2eOi+PE4PlFwJ9E5FXnO9ViA8q7gA3OIPPeth64XES+h70Qdxtj/mHs1Nn3Yrva5IjIi9ha2kHY738ttgWtoIOf0+0pnQGMMUtFZD1wh4j8whiT15myGmNqReQubOvIDhH5MzYwT8V2LXoYO8sTtPHbdLCoK7HTyXq/u+93KHO6oizwyRtsz2IrBB4SO2h5A3Zb+xR+4zmc8tyPnWhjg4j8BRu0fwE7nuLOAPvRCuxFm/d/3/TrA6RjjPlIRH6Kncp5s4i8gp22dgh29qvLsPsNxpidThfSLwPLRORf2DEF92In6jjPd9nOxd0+bKWE/8VntxljKkVkOXC7iDRhL8QznfIdcMp/VjLGbHPOK3cA74vI69h18VXscXomnevOuRK7DSzA9hDwv9HsamxruzdvUDnb+0+w+/oHzvEiBtvyn4s97/i6Hxu8/VtEnsS2Wi7Enq9WcqJrnZd3u5+AHfjvtRp7rp3AiQDfWyaP2PsDLcMel57Djo+Jwc5meQN2OnDvZ30LW9HwgYj8ATsG7LNo9zPVHeYMmIJNH+f2gxPT/C7B1vzmY7u87AQ+GyD/KnymdMYegFd14fM6O6VzW489PnkHYQfaF2AHhRdgW4ZS2li2d/rK2/zS/+ak/yzAe553XhuEPbGUYbsXrMBn2lSf/Nc5n1OHDWRewgaLh31/N+zF4ptOmZuwAzxXAzf45BmBvfDeja39rnP+fwifKUu7+9vTwSmdnfRx2D7c1c7r/tMIX4htRSvBBnVHnd/qm0C0T74CYFk7ZerKlM7XtfH6J5zXn+lKWZ2887CtGWXO+srHXjBkdfS36eC6MvhM3evz+u+d14618f62pnQ+pQztrNsU4H+xLVN1zm8xHdstZn+A5dyInXK33sm/Dri6jfJd73xmrl/6BCe9EejXxnuvcX7XCp/f/m3gi375wrEXv/nO8nZga9K90yUP88k73Un7SwfWjff3er2dPOs4dUrnQdh7aB3DVoBsx1a6BJoy+ZQytrVv+n3m/gDlDDTlelvbQqDpjtub0vnC05XDpyz/jQ3um7CB5Y3Y2bYMkNyJfaOfsz4N8ECA12dxYt+5ooPf8ZS0DvxWX8HeK6wJGxB/ra3fBdvC8jfsmL1mbCD7c3ymhPbJG4bd5wzOrRB8XtvgpH+hjd8mCzsDaJ7zOaXYVpmfB9iWFmL310bsZAK/w97XJuD2pQ99nO4hxnSmckKp4BORL2AvXBYZY1Z18r0DsQfD7xhjzompIEXkeex9BbRGS6mzhIh8C3vT24nmRFdU1cNE5B3spBkJRi+IlOrTdEyN6usGYmsUe2KgslJK9ZbLgT9oQNMzfMee+KRNx3YZXK4BjVJ9n46pUX2asQMVfxLqciilVHcYYy4PdRnOcneIyC3Y+z6VYLsZ3o3t+vRgKAumlAoODWqUUkopdbbbjJ1w4+vYWRprsIPaf2KM2R7KgimlgkPH1CillFJKKaX6tJC11KSkpJisrKxQfbxSSimllFLqDLdp06ZSY8yg0+ULWVCTlZXFxo3BuIm7UkoppZRS6mwkInkdyaeznymllFJKKaX6NA1qlFJKKaWUUn2aBjVKKaVCrq7JxY1Pfci6faWhLopSSqk+SIMapZRSIffW9qNszKvgqdX7Q10UpZRSfZAGNUoppULupewjAHywv4z8svoQl0YppVRfo0GNUkqpkMo9XsOW/EruunAEYQL/2Hgk1EVSSinVx2hQo5RSKqReys4nMlz4yqLRLByXyj83HcHl9oS6WEoppfoQDWqUUkqFTGOLm9e2FHLZpMEkx0Rx8+zhFFU3sSq3JNRFU0op1YdoUKOUUipk3tt1nMr6Fj4zezgAl4xPJSU2unWMjVJKKdURGtQopZQKmZezjzAsqT8XjEoBIDI8jJtmDWNlbjFF1Y0hLp1SSqm+QoMapZRSIZFXVseHB8q4edZwwsKkNf3Ts4bj9hhe2VQQwtIppZTqSzSoUUopFRIvZx8hTODGWcNOSh+REsO8kcm8nH0Ej8eEqHRKKaX6Eg1qlFJK9TqX28M/NxWwcFwqQxL6n/L6Z2ZnkF9ez/qDZSEonVJKqb6mQ0GNiFwhIrkisl9E7g/w+rdEJEdEtovIchHJDH5RlVJKnS1W5pZQUtPUOkGAvysmDyahf6ROGKCUUqpDThvUiEg48CRwJTARuEVEJvpl2wLMMsZMBV4BHgl2QZVSSp09Xs7OZ1BcNIvGpwZ8vV9kONdPT+fdncepqGvu5dIppZTqazrSUjMH2G+MOWiMaQZeAq71zWCMWWmMqXeergeGoZRSSgVwvKqRFXuKuXHmMCLD2z4N3Tx7OM1uD69tKezF0imllOqLOhLUpAO+7f8FTlpb7gTeCfSCiNwtIhtFZGNJid5YTSmlzkWvbDqCx8DNswJ3PfOaMCSeacMTeSk7H2N0wgCllFJt60hQIwHSAp5dRORzwCzg0UCvG2P+ZIyZZYyZNWjQoI6XUiml1FnjvV1FzMpMIisl5rR5b5iRzt6iWg6X1Z82r1JKqXNXR4KaAsC3Om0YcNQ/k4gsAR4ArjHGNAWneEoppc4mtU0udh2tYv6ogR3KP3+kzZd9qLwni6WUUqqP60hQkw2MEZERIhIFfAZ40zeDiEwHnsYGNMXBL6ZSSqmzwea8CjwGZmcldyj/6NRYkgZE8vFhDWqUUkq17bRBjTHGBdwLvAfsBv5hjNklIg+JyDVOtkeBWOCfIrJVRN5sY3FKKaXOYdmHywkTmJGZ1KH8IsKsrGSyNahRSinVjoiOZDLGvA287Zf2Y5//lwS5XEoppc5CHx8qZ9LQBGKjO3T6AWBOVjJLc4oorm4kNb5fD5ZOKaVUX9Whm28qpZRS3dXs8rD1SGWHu555zR5h82cfruiJYimllDoLaFCjlFKqV+worKLJ5WF2Vse6nnlNGhpP/8hw7YKmlFKqTRrUKKWU6hXeoGRWJ1tqIsPDmJ6RyMc6A5pSSqk2aFCjlFKqV2QfKmdkSgyD4qI7/d7ZWcnsPl5NdWNLD5RMKaVUX6dBjVJKqR7n8Rg25lV0ejyN15wRyRgDm/J0XI1SSqlTaVCjlFKqx+0trqGqoaV10H9nTc9IJCJM9CacSimlAtKgRimlVI/zzlw2p4stNQOiIpiUnsBGnQFNKaVUABrUKKWU6nHZh8pJi49meHL/Li9jTlYSWwsqaXK5g1gypZRSZwMNapRSSvUoYwzZh8uZlZWMiHR5ObOykml2edheUBXE0imllDobaFCjlFKqRxVUNHCsqrHLXc+8vJMM6NTOSiml/GlQo5RSqkd570/T1ZnPvJJjohidGqs34VRKKXUKDWqUUkr1qOzD5cT1i2Dc4LhuL2t2VjKbDlfg9pgglEwppdTZQoMapZRSPSr7cAWzMpMID+v6eBqvOSOSqGlykXu8JgglU0opdbbQoEYppVSPKa9rZn9xbZfvT+PP24VNu6AppZTypUGNUkqpHuMNPro7SYDXsKQBDE3ox8ca1CillPKhQY1SSqkek32onKiIMKYMSwjaMmdlJZN9qBxjdFyNUkopS4MapZRSPSb7cDnnDUskOiI8aMucPSKZ4pom8svrg7ZMpZRSfZsGNUoppXpEXZOLnUermT0iKajLnaP3q1FKKeVHgxqllFI9YuuRStwe0+370/gbkxpLQv9InSxAKaVUKw1qlFJK9YiNhysQgRmZwW2pCQsTZmUmsSmvIqjLVUop1XdpUKOUUqpHbM6vYGxqHPH9IoO+7BmZSRwoqaOyvjnoy1ZKKdX3dCioEZErRCRXRPaLyP0BXl8gIptFxCUiNwa/mEoppfoSj8ewOb8i6K00XjMy7HK35Ff2yPKVUkr1LacNakQkHHgSuBKYCNwiIhP9suUDXwD+HuwCKqWU6nv2l9RS0+hiZg8FNdOGJxAeJmzO1y5oSimlIKIDeeYA+40xBwFE5CXgWiDHm8EYc9h5zdMDZVRKKdXHbHbGu8zISOyR5Q+IimDCkDgdV6OUUgroWPezdOCIz/MCJ63TRORuEdkoIhtLSkq6sgillFJ9wKa8CpIGRDIiJabHPmNmRhJbj1Ticmt9mlJKnes6EtRIgLQu3cbZGPMnY8wsY8ysQYMGdWURSiml+oDN+RXMyEhCJNApJDhmZCZR3+wmt6imxz5DKaVU39CRoKYAGO7zfBhwtGeKo5RSqq+rqGvmQEldj00S4OWdLGCzdkFTSqlzXkeCmmxgjIiMEJEo4DPAmz1bLKWUUn3VliM2yOipSQK8hiX1JzUums06A5pSSp3zThvUGGNcwL3Ae8Bu4B/GmF0i8pCIXAMgIrNFpAC4CXiyMLmRAAAgAElEQVRaRHb1ZKGVUkqduTbnVRIeJkwdltCjnyMizMjQm3AqpZTq2OxnGGPeBt72S/uxz//Z2G5pSimlznGb8iqYOCSeAVEdOsV0y8zMJN7ddZySmiYGxUX3+OcppZQ6M3Xo5ptKKaVUR7jcHrYVVPbYVM7+ZmTaz9H71Sil1LlNgxqllFJBs+d4DfXN7h6fJMBr0tAEosLDdLIApZQ6x2lQo5RSKmi8LSY9PUmAV7/IcCanx2tLjVJKneM0qFFKKRU0m/MqSI2LJj2xf6995oyMJLYVVNHs0ptwKqXUuUqDGqWUUkGzKb+CmZk9e9NNfzMzk2h2ecg5Vt1rn6mUUurMokGNUkqpoCiuaeRIeUPrTTF7i3f8jk7trJRS5y4NapRSSgXF5jx7E8zemiTAKy2+H+mJ/XVcjVJKncM0qFFKKRUUm/MriAoPY3J6fK9/9ozMJJ0BTSmlzmEa1CillAqKzXkVTE6PJzoivNc/e2ZGIseqGjla2dDrn62UUir0NKhRSinVbU0uN9sLq3ptKmd/MzOTAb0Jp1JKnas0qFFKKdVtu45W0+zy9PokAV7jh8TRLzJMJwtQSqlzlAY1Simlus07nqW3JwnwigwPY9qwRDbnV4bk85VSSoWWBjVKKaW6bXN+BemJ/UmL7xeyMszITGJXYRWNLe6QlUEppVRoaFCjlFKqW4wxbMqrCNl4Gq+ZGUm4PIbtBVUhLYdSSqneFxHqAiillOqc2iYXB0tq2V9cy8GSOmZmJrFofGrIyrO3qJai6ibmjkwOWRkAZmclEx4mrNlbwpwRoSvLkfJ6Xs4+Qmp8NKMGxTI6NZbUuGhEJGRlUkqps50GNUop1QdkHy7nieX72FdUy/HqxlNef+CqCXxxwcgQlAyW7S4CYPH4tJB8vlfCgEhmZiaxbHcR37l8XEjKsLOwii/8bzaltU0npcdFRzAyNZYrJw/mSwtGaoCjlFJBpkGNUkqd4VbsKeKeFzczMCaK80cNZFRqrNMCEMPghP58/5Xt/Pzt3RyvbuSBqyYQFta7F8zLdxcxOT2ewQmhG0/jtWRCKv/z9h4KKuoZljSgVz97zd4S7nlxE4kDolj6zQXE9YvkQEmtfRTXsvNoNQ+/s4f88np+eu1kwnt5PSml1NlMgxqllDqDvbG1kG//YxsTh8bz/H/NITkm6pQ8v7tlOoPiovnzukMcr27k8U9P67UbYJbWNrHlSCX3LR7TK593OksmpPE/b+9hxZ5iPj8/q9c+91+bC/jeK9sZnRrLX+6Y0zphwuCEflwwOgWwY48eez+XJ1ceoLqhhcc/fR5RETq0VSmlgkGDGqXUOamh2U1tk4v6Zpfz101dk4uJQ+JJDeEMXr7+uj6PH7+xkzlZyTx7+yzi+kUGzBcWJjx49USGJPTjF+/soay2iadvm0VC/8D5g2nlnmKMscHEmWDkoFhGpsSwbHfvBDXGGP64+iC/fHcP80cO5OnPzyS+jfUkInz38vHE94vkF+/sobbJxVO3zqR/VO8EoO1pcXv4+FA5IhAbHcGAqAj7Nzqc2KiIXm/9U0qpztKgRil1Tsk+XM5j7+Wy4VB5wNejI8L47NwM7lk4itS40AQ3xhj+sOoAj76Xy+LxqTx56wz6RbZ/4SsifOniUaTF9+O7r2zj5qc/4sW75pISG92jZV2+u5jB8f2YNDS+Rz+nMxZPSOUvH+ZR2+QiNrpnT3M/fWs3z31wiGumDeXRm6Z2qIXsSxePIr5/JD98bQe3P/cxz35hVpuBUE9rcXv41+YCfrdiPwUVDQHzpMVHc++i0dw8O0NblpRSZywNapRSXVZZ38zbO46Tc6yKFpehxe2hxWNocXlweTxMTk/g2vPSGZESE+qisr2gkl+9v5fVe0sYFBfN1xePYVBcNDFR4a210hHhwqubCnjhozz+viGf2+Zl8qWLRzEormcDA1/GGB5+dw9Prz7ItecN5bGbphEZ3vELyeump5MSG80dz2fzs7dy+M1npvdYWZtcbtbuK+Ha6eln1MD3xRPSeGbtIdbtK+GKyUN67HOW5RTx3AeHuH1+Jg9ePalTrRm3zMkgNjqCb768lVv+tJ4X7pjDwB4OQH253B5e21LI71bsJ7+8nqnDEnjgqgkkDog6pfXyvV3H+dEbu3h6zUHuWzyG66enE9GJbbIn1DS28N6uIlbuKabF7SEyIozIMCEyPIzIiDAGxUbzyalDGJMWF9JyKqV6jxhjTp9J5Argt0A48Kwx5mG/16OBF4CZQBlwszHmcHvLnDVrltm4cWMXi61CzRiDx9l0zsTBro0tbnYWVlFa24wxBrdTXu/2PjYtjrFpcWdM2fPL6lmzr4S1+0ooqGjA7TEnHsZgDEwYEseFYwZx0egUMgcOCNlFZGOLm5V7inltSyErc4tpcRsS+kfSPzKcyAh7UREVHoYxsLe4BmNg2rAErjkvnaunDun1rl25x2t4fGku7+0qInFAJPdcPIrPz89qt8vP4dI6nlixj9e3FBIVEcbt87O4b8kYBkT1fD3Q40v38sTyfXxuXgYPXTO5y91+vMv5+11zOd8Z0xFsq/eWcPtzH/PcF2ZxSYhnPvPlcnuY+bNlXDoxjcdumtYjn9HQ7ObSX6+mf2Q4b993UacCT18rc4v58l83MTYtjv+7e16PtywB/Gf7MR59bw+Hy+qZNDSeby4Zy+IJqW0eU4wxrNlXymPv5bKjsIqRg2L45pKxfGLKkF7tltbY4mZVbglvbitk2e5iml0ehib0I2FAlK1QcXtocXlodhvK65rwGJg4JJ7rp6dzzXlDQ3pj2KqGFj46UMa6/SV8fKicxhYP4WFiHyKEhQnx/SKYN3IgC8amMG1YYsgDR6/jVY1sK6ikodmNiD3nh4kQJtAvMpxJQxN6teKno7zXKQKIcEZVvKjOEZFNxphZp813uqBGRMKBvcClQAGQDdxijMnxyfMVYKox5ssi8hngemPMze0t91wKairrmzng3FPCe1+JumYXxoDB7njGQGR4GFkpAxg1KJZRqbGMHhRLemL/Xu/L3OzysL+4lpxj1ew+Vk3O0Wr2HK+mutGFxymrV5hAVkoME4bEM3FIPBOGxDFxSAJp8b13TwZjDAUVDWzOr2BLfiVb8ivYdbQal6f9bTsmKpypwxKZnpHI9IwkZmYmBRyE3RMaW9ys2VvC2n2lrNlXQl5ZPQDpif0ZNziOCO/Jznm4PYYt+ZUUVtruIcOS+nPRmBQuHpvKJeNTe6VLyJ7j1Tz/wWH+s+MYNY0uBsVFc820oVw/PZ1JQ+MDru9jVQ28te0Yb2wrZGdhNSJw4egU7ls8hllZPXsfkYZmN796P5fnPjhETFQEd100kjsuzGpzXEogB0tqeWL5Pt7YdpQJg+N55vZZpCf277Ey/+XDwzz45i5umjmMR26c2q19qLHFzWW/XkNEuPDufQt6ZBv50es7+eemI2z98WWn7R7X2+57aQtr95WS/cCSHqm8ePS9PTy58gAv3z2PuSMHdmtZK/YU8cUXNjF3RDLPfWF2j/2WLreHn/1nN89/eJjxg+P41qVjuXRiWoe3M2MM7+0q4vGluewtqmVWZhK/vHEqowbF9kh5vUpqmnhy5X5e3VxATaOLlNgoPjl1KNecN5TpwxMDlr+kpom3th/l9S2FbCuoQgTOHzWQW+ZkcOXkIb1SobWzsIr3c4pYu6+EbUcq8RgYEBXOnBHJJA2IwuUxeDwGl8eD2wMlNY3sKKzCY+wU4OePHshFYwaxeEIqQxJ67rjjq9nlYUdhpXMurWRzfgXHqk6dQt7f8OT+zMhIYvrwRGZkJjFhSHyXA/2uqG1ykXu8mpxjNex2rl1yj9dQ3+xuzSMCYSJEhgujBsX6XLfYvwkDer8LaGV9M/uLa1uvEQ+U1FHd0GKDMMQJxiAiLIzhyf1Dfn0YKsEMauYDPzHGXO48/wGAMeYXPnnec/J8JCIRwHFgkGln4WdrUFNZ38yWI5Vsza9ky5FKco7a1gKv6IgwRqTE2P7T4lODgNDkcnOotI6K+pbW/P0iwxg3OJ7ZmUnMykpmVlZS0PvI1zW52JRXwfqDZXx0sIydhVW0uM1Jnz9xSBwDY6IJcwos2INDs9vN3qJadh+rPqk/dmpcNBeOTuGisSlcMDol6GMTml0esg+Xs3x3MSv2FHHYCQr6R4YzdVgCMzKTmJGRRHpif6dWydbShAm4PIaco9Vsya9w1pENgMLE3rzvqilDuHzS4KBPT+vxGNYfKuP1LYW8s+M4NU0uBkSFc/4oe+K6aEwKI1Ji2q0tPVxWz9p9Nhhaf6CMmiYXKbHR3Dx7GLfMyQj6FLbGGLIPV/DUqv2szC1hQFQ4V04ewnXTh3L+qJROXRjsL67lzW1HeenjfIprmrhsYhrfu2I8o1ODf0G0/mAZ3391O3ll9Xx2bgbfvWwcSd0IWFfuKebr/7eFqIgw/njbTGb3QED2xtZCvvHyVpZMSOOpW2cEpZZ2ZW4x//W/2Xz38nF8ddHoIJTyBGMMFzy8golDE3j29tOea3rdm9uO8vX/28Kr98xnZmZw19f+4lqu/O0arp42lMc/fV5QlvmvzQV86x/buHLyYH7/2RlBv+iurG/m3r9vYd3+Uv7rgiweuGpCl7cxt8fw6uYCfv6f3TS0uPnmkrF88aIRQW9ZqGty8czagzyz5iBNLg9XO5Uo548a2KnPOlhSy+tbbYCTX15P1sABfHHBSG6YMSzoAWRDs5t/bz/K39bnsa2gijCBacMTuWh0CheOGcR5wxPbrWCorG/mwwNlrN1Xwpq9pRRWNiAC80YM5PoZ6Vw5eXCnKmY6wlvJ9s7O4yzLKaKmyQXYyrPpTqByXkYiSQOinIpNg9sDHmOoaXSx7YgNfjbnV1BUbe/PFBcdwYJxg1g8PpWF41KDXmHY2OJm4+EK1u4vYe3eUnKOVbe+Ft8vgglOsJI0IAqD07PEGAx2He0triXnaPVJ95PKSB7AvJHJzBs5kPmjBgY9kGxscbOjsIrsw+VsPFzB9oLKk64PoyLCGJkS01pmb8U3BprdHvLL6ymvO5G/f2Q4Y9JiOW+4Uzk7PCmkvTh6UjCDmhuBK4wxdznPbwPmGmPu9cmz08lT4Dw/4OQpbWu5Z0pQU17XzI/e2MmolBhGDIphREosI1JiTjtrUGOLm8NldRwqqeNgaR37i2vZdqSSg6V1gG3BGJsWx5T0BEanxjImLZbRg+JIT+p/2pNVed3JkfuOgiq2FlTS7PIAMCIlhlmZSUwaGs/YwXGMS4vrcF/sZpeHQ6V15BbZ2owNB8vYXlCFy2OICBOmDU9kVlYSk4cmMGFIPCNSYjp8cq1ubCH3uF3uxsMVrNtf2roDjh8cx4Kxg5iZmcTUYQkMju/XqR3P5fZwoKSObUcqWbW3mDV7S6ltchEVEcYFowaycFwqMzOTGD84rtMnVm9XtTX7Snl35zH2FtUCMDMziSsnD2bR+FRGthNstMfjMeQW1fDvbUd5Y+tRCisbiIkK58opQ7juvHTmjEjucg26y+1h7f5S/rY+jxV7ijHAonGpfG5eBhePTe3WRZHHY1i+p5inVu1nc34lA2Oi+K8LsrhtXla3a7Pqm108t+4Qf1x9kIYWNzfPHs43lowJSuBb09jCL9/dw4vr88lIHsDDN0zh/FHB6Xq1v7iWL76wkYKKeh66djK3zMkIynLBduO68/lsZmQm8cIdc4J6ofXlv25i1d5iln7zYoYnBy/ozTlazVVPrOXhT03hM0H8LYKlqqGFmT9dyhcXjOT7V4wP2nKNMdz67AZ2Flax/NsLg9rt5tm1B/nZf3Zzy5wM/uf6yUG7ONlbVMMXX9jI0coGfn7dFD49e3hQlltc08iPX9/Fu7uOMyU9gUdunMqEId2fMMLl9vDyxiP8euk+SmubuGrKYL57+fhuj81zewxLc47z1KoDbCuoIiU2mjsvHMGt8zK6PVHD/uJa/rYhj1c3FVDd6GJ0aiyfm5vBddPTSRzQtQt6YwwHSup4a/tRXttSSF5ZPf0iw7h04mA+NT2d+aMGdvlYUVFng6d3dh5jxZ5i6pvdJPSP5LKJaSyekMaMzMROH5ONMRyramRzfgXr9pWyfE8xJTVNiMCMjCQuGZ9qr13SEzrdzbK2ycWuwiq2Hqlk3f5SPj5UTpPLQ2S4MCvTBiKThsYzYWg8QxM6fn1RXNPI7mM1rRWdGw6VU9VgK5YzBw5g3oiBTB2eYLusp8Z1+PzX2OJmf3Ete4tq2HO8hk15FewoqKLZba/jRg2KYUZGEmPT4hiVGtPp60PvI+dYFdsLqlpbpJIGRHLe8MTW67eRznXt6YLKZpeH/PI6DpbUcajUPi4eO4grp/TcmMTOCGZQcxNwuV9QM8cY8zWfPLucPL5BzRxjTJnfsu4G7gbIyMiYmZeX17lv1QP2FtVw9wsbOeKMY/BKiY1icEI/wpxWCRHbDAhQXN3E0aqGk7phpcVHt3ZlOm94IlOHJQa1b3STy154bzxcQfbhCjbllZ/UopMSG8XYtDgyBw4gIiystZkVbEtQcU0Te4/XcKi0rrVbVkSYMGVYAvNHDmTeyIHMykoK6pgBj8eQc6yaNftKWLevlI2HK1p36JTYaKakxzNlWCLjB8cRHRFmf2un3GEiHK9uZGdhFTsKq9h1tIrGFvvetPhoLhmfxuLxqZw/emDQxznsL67hnR3HeWfn8dban5TYaOaOSGbuyGTmjEhmbGpcwGZfl9tDzrFqPj5UzseHysk+bNdTeJhw0ZgUrp+ezmUTBwd9CtfCygZe+jifl7KPUFLTREpsNEsmpHLZpDTOH5XSoROfy+1hU14Fy3YX8X5OEXll9QxL6s/dC0Zy08zhQS9zWW0Tv1uxnxfX59lxK+dncdu8TIZ2oXuX92LloX/ncKy6kTsuGMG3Lxsb9G2jqr6Fr720hTV7S7h9fib/75MTu93FYkt+BZ99ZgNZKTG8/KV5QZ8F62hlA0seX835o1KC2qLyu+X7+NXSvXz8wOKQzRJ3Op99Zj2ltU28/82Lg7bMN7YWct9LW/npdZO5bV5m0Jbr9ct39/DUqgPcu2g037l8XLeXtyyniPte2kL/qAievm1G0FutAN7ecYwfv7GTyvoW7lk4irsuHNmlyo/GFjdvbT/GH1bt52BJHXOykrn/qvHMyEgKanmNMXx0sIynVh1g7b5SYqMjWDQ+lSUTbKtCR6ZCN8ae35bmFPH+riJyjlUTGS5cMXkIt87NYO6I5KDWmBtj2HKkktc2F/Lv7UeprG8hMlyYOiyROSPseWlmZlKbx4/imsbW89KGg+XkFtUAMDAmissmDeaqKYOZN3JgULuMeTyGXUerWb6niBV7itleUAXYa5KRKTFMSU9gslPxGybS2r3dY+x40oKKBnY41wAHSmpbr7lGp8Zy0ZgUFowZxJwRycQE8VrL4zHsPl7N+oPlrD9YxoaDZVQ3ulpfHxzfjzFpsa0VvsacGLtjMJTUNLG3qJa8srrWccdR4WFMTo9ndlYys7KSg97V3e0x7Cuuae1+v/VIJQdL6k7qgp84IJKM5AEnygytLVdVDS0cKa/Ht8d+SmwUX754FHddNDJo5ewO7X7WSTZKredgSW1rlFpU3eiMeTl57EtKbJRt0RkUw8iUGLJSYnplcKcvY+zOk1tUQ+7xGvYW1ZBbVEthhd0wfQ8OGEiKsUHPuMGxrYPkRw6K6bUb9IE9YeUcq2ZHga1Z2FlYxb7iGtob+jIgKpxJQ+OZnJ7A1GEJTElPYNSg2F5rXs0rq+PDA2XOiaCMo07fYnsfh3DCxI55CQuDcBFKapqoc2pMMgcOYE5WMrNHJLNoXGqvDKRscXtYmlPEf3YcY3VuCbVOF7cFYwZxyYRUBsVGEx4mRITbAf3hYcLxqkaW7bazCFU4J8r5o1K4YUY6n5gypMcHqx4ureOx93N5e8cxRITLJqbx+flZzBt5+ouC0tomXs4+wt835FNY2cDo1Fh+ecNUZmYG9yLIl8vt4Zfv7uGZtYeYMyKZX900rcstIPuKarjp6Y9I6B/JP788v8eCg6dXH+AX7+zhmc/P4tKJwRnQf+2THwDwxlcvCMryesKf1x3ip2/lsPZ7i4LSSlXd2MLiX61mSEI/XvvKBT0yLsMYww/+tYOXso/wo09O5M4LR3RpOU0uN08s38cfVh1g8tAEnr5tZpcqDDqqoq6Zh97K4bUthfSLDOOaaUO5bV4WU4YlnPa9hZUNvLg+j5c+zqeivoWxabF89/LxLGln8oJg2VlYxV8/ymP5niJKa5uJCBPmjkxmyYQ0pg1PdMa8GFxuQ4vHQ1OLm/UHy1maU9TaNWxmRhKXTUrj+unDeuU43+zy8MGBUjYcLOfjQyd6W4QJrV2Q3R6Dx9iHy20oc3pNDIgKZ2ZmklNJN5AZGUm9NmFOaW0T2wsq2VFQzY5Cew1wvLr98Tpp8dFMSU9gSnoiU4bZa4HerEQxxlBY2cC+olpyi+y11t6iGvLL6jHYIQRhYScqvxMHRDLOucYaNziOsWmxZA6M6dXxRWDPU0cqGjhUWtva+lJQ0WCvCZ2yeoc/xERHtPZWGpkSS1YHeiv1tmAGNRHYiQIWA4XYiQI+a4zZ5ZPnq8AUn4kCPmWM+XR7yz3TghoVGvXNLg6V1jkHYFr76xpjaxZGpMSeMTOUeSck2HConB0FlTS5PCeV2+0xJA6IZHaWrTUL5Uw7YC9q7Mn3OEtzilr7OgeSOCCSS8alsmRiGheNSQl6n+2OOFJez4sb8ng5+wiV9S2MS4vjc/MzGZdmW/KiI8PoFxFOdGQYBRUN/G19Hm/vOE6z28P8kQO5bX4ml05M67WTx2tbCvjR67vwGMMPrhzPrXMzOzxo0+MxvPDRYR55L5cBURH8657zyRgY3PFQvlrcHj7xxFrqmtws+9bF3W51K65pZM7Pl/PtS8fytcVjglTK4Msrq+PiR1fx4NUT+a8LuhYc+PrJm7v4y0eHeeOrFzB1WGL3C9gGl9vDV/++mfd2FXHNtKE8ePXETk33vL2gku/+czu5RTXcNHMYD107uddu8LnraBUvrs/n9S2FNLS4mTY8kc/Py+SC0Sk0uzw0udw0OX/Lapt5dXMBS3OKALh0Yhq3z89i/qiBvT4uwO0xbD1SybLdRSzLKWJfcW2beaMjwrhoTAqXTkzjkvFpIZ/5q77Zxdb8SjYcKudQaR1hYi+0w+TEzGpZAwcw1+mi1dsX2O0pqWkir6yudXYy76xqgpAaHx3y86g6MwQtqHEWdhXwG+yUzs8ZY34uIg8BG40xb4pIP+CvwHSgHPiMMeZge8vUoEap3uPxGA6U1FLb5MLtMbS4bRDW4vEQFx3BecPPnOlDG1vcvLntKH/58DC7jla3mS8uOoIbZg7jc/MyGJ0amntRFFY2cP+r21m7r5T5IwfyyI1TT9sisL+4hu+/uoNNeRUsGDuI/7l+ctAneAjk40PlfPrpj/jqolF89/LujTF5OTuf77+6g7e/fhETz6Cbbgay5PHVDI7vx4t3ze3WcnYWVnHN79dx69xMfnrd5CCVrm3NLg9PrTrA71fuIzY6ggevnsS15w1t92Lf2zrzx9UHSYmN4hefmhKyqbarG1t4dVMBf12fx8GSujbzJQ2I5DNzMrh1bvAnOumOw06PDW/LdkRYmPNXGJ0a2yvTuyulrKAGNT1BgxqlVHuMsZMslNU229rdFg+Nzt9+keFcOjEtqH2pu1POl7OP8LP/7G5ttblp1vBTxjE1uzw8vfoAv1uxnwHR4fz4kxO5vpdvWvntf2zjzW2FvPW1ixg3uOuB4Bdf2Miuwio+uP+SM36mnV+8s5vn1h1i848u7XILpNtj+NQfPqCwsoHl31rYq1O/7i2q4fuvbmdLfiULxw3i59dPOWVacbfHsL2gkvtf3UFuUQ03zhzGjz4xMSRT1Przjl85WFJHv8hw+kWGER0RTnREGP2jwpmSnnDGTQeulDqzaFCjlFK9yLfVBux9kJJiohgYE0VyTBRHKhrYX1zLJ6cO4SfXTAr61OwdUV7XzJLHV5ORPIBX7zm/S107G1vcTH9oKTfOHNYrLRbdlX24nJv++BFPfnYGn5jatZl8vLOSPXHLdK6ZNjTIJTw9t8fwlw8P8+h7uYQJnD86hcr6Zsrr7KOyoQVj7PiDULbOKKVUT+hoUBP6ak6llDoLpCf254U75vB+ThH7i2spq22mor6ZsrpmSmub6RcZFtSB+l2RHBPFg1dP5L6XtvLCR4e7NM7kwwOlNLS4WTwhNfgF7AEzMpJIGhDJst1FXQpq8svqeez9XBaPT+XqLgZF3RUeJtxx4QgunZjGT9/K4XBZHckxUYwbHEdyTBTJMdH2ZrhTh54RrTNKKRUKGtQopVSQiAiXTxrM5ZNCXZK2XTNtKK9tKeTR93K5dGJap8cxvLKpgAFR4cwbObCHShhc4WHCovGpLMspoqy2qVMD7o0x/PC1HUSEhfHT64J335iuGp48gD99/sy70alSSp0JzoyRwUoppXqFiPDz66cA8MPXdtKZLshvbjvK2zuOc/eCkX1qHMTdC0bS2OLh/n/t6NT3fXVzIev2l/L9K8b16HTISimluk+DGqWUOsekJ/bne5ePY83eEl7fWtih9xRWNvDAazuYnpHIvYtG93AJg2v84Hi+d8U4luYU8VL2kQ69p6SmiZ++lcOszCRunRv8m2wqpZQKLg1qlFLqHHTb/CxmZCTy0L9zKKtt+x5GYAeqf+vlrXg8ht/cfN4ZM/13Z9xxwQguHJ3CQ//O4WBJ2/cg8frvf++iodnNwzdM6fD9h5RSSoVO3zszKaWU6rbwMOHhG6ZS2+Tiobdy2s37zNqDbDhUzoPXTCJzYEwvlTC4wsKEx26aRlREGN98eSstbk+beZflFPHW9mPce8nokN0DSSmlVOdoUKOUUueosas90ZkAACAASURBVGlxfHXRaN7YepS/b8jH7Tl1vMnOwip+9X4uV04ezE0zh4WglMEzOKEfv/jUFLYVVPHbZfsC5sk9XsOP3tjJuLQ4vnzxqF4uoVJKqa7SoEYppc5h9ywcxbRhCfzwtR1c/OhKnl17kJrGFgAamt3c99IWkmOi+J/rp4R89q9guGrKEG6cOYw/rNpP9uFyADwew8rcYm778wYu/80aqhpa+OWNU4mK0FOkUkr1FXrzTaWUOse5PYalOcf587pDZB+uIDY6gk/PGk5VQwuvbi7gr3fO4aIxg0JdzKCpbXJx1W/X4jGGLy0YyfMfHuZASR1p8dF8fn4Wn52TQVJMVKiLqZRSio7ffFODGqWUUq22F1Ty53WH+M/2Y7g8hjsvHMGPPjkx1MUKuk155dz0x4/wGJiSnsCdF47gqilDtHVGKaXOMBrUKKWU6rJjVQ18sL+Mq6cNITqi79yTpjPW7SslOjKMWZlJZ0XXOqWUOht1NKiJ6I3CKKWU6luGJPTnxj4+McDpXDgmJdRFUEopFSTazq6UUkoppZTq0zSoUUoppZRSSvVpIRtTIyIlQF5IPrxnpACloS6E6hZdh32frsO+T9dh36brr+/Tddj3nW3rMNMYc9opOEMW1JxtRGRjRwYxqTOXrsO+T9dh36frsG/T9df36Trs+87Vdajdz5RSSimllFJ9mgY1SimllFJKqT5Ng5rg+VOoC6C6Tddh36frsO/Tddi36frr+3Qd9n3n5DrUMTVKKaWUUkqpPk1bapRSSimllFJ9mgY1SimllFJKqT5Ng5ogEJGviUiuiOwSkUd80n8gIvud1y4PZRnV6YnId0TEiEiK81xE5AlnHW4XkRmhLqMKTEQeFZE9znp6TUQSfV7T/bAPEJErnHW0X0TuD3V51OmJyHARWSkiu53z331OerKILBWRfc7fpFCXVbVNRMJFZIuIvOU8HyEiG5z197KIRIW6jKptIpIoIq8458DdIjL/XN0HNajpJhFZBFwLTDXGTAIec9InAp8BJgFXAH8QkfCQFVS1S0SGA5cC+T7JVwJjnMfdwFMhKJrqmKXAZGPMVGAv8APQ/bCvcNbJk9h9biJwi7Pu1JnNBXzbGDMBmAd81Vlv9wPLjTFjgOXOc3Xmug/Y7fP8l8CvnfVXAdwZklKpjvot8K4xZjwwDbsuz8l9UIOa7rsHeNgY0wRgjCl20q8FXjLGNBljDgH7gTkhKqM6vV8D3wN8Z864FnjBWOuBRBEZEpLSqXYZY943xricp+uBYc7/uh/2DXOA/caYg8aYZuAl7LpTZzBjzDFjzGbn/xrsxVQ6dt39xcn2F+C60JRQnY6IDAM+ATzrPBfgEuAVJ4uuvzOYiMQDC4A/Axhjmo0xlZyj+6AGNd03FrjIaapdLSKznfR04IhPvgInTZ1hROQaoNAYs83vJV2HfdMdwDvO/7oO+wZdT32ciGQB04ENQJox5hjYwAdIDV3J1Gn8Bluh53GeDwQqfSqJdF88s40ESoD/dboQPisiMZyj+2BEqAvQF4jIMmBwgJcewP6GSdim99nAP0RkJCAB8uv82SFymnX4Q+CyQG8LkKbrMETaW4fGmDecPA9gu8T8zfu2APl1HZ55dD31YSISC7wKfMMYU20r+9WZTkQ+CRQbYzaJyEJvcoCsui+euSKAGcDXjDEbROS3nCNdzQLRoKYDjDFL2npN/n97dx4fV13vf/z1nZnMpNmTNumWraWle+mSlk2RHQQBUTZXFLxcuICo93pdEP2JeK/CFcSr1+UqIIoCIgIKshQQLmubpkD3vWnSNluzb7N+f3/MmTQtaZM2M5lM+34+HnnMzJkz53za75w538/5LseYG4DHbfSGP8uNMRFgHNGrGyX9Vi0Gdic0UDmog5WhMWYeMAV41zkRFwNVxpilqAxHlUMdhwDGmKuBjwBn2X034FIZpgaVU4oyxqQRTWgestY+7iyuN8ZMtNbucbrsNhx8C5JEpwIXG2MuANKBHKItN3nGGI/TWqNjcXSrBWqttW87rx8jmtQck8egup8N3xNE+59ijDke8AJNwFPAVcYYnzFmCtHB5suTFqUMyFq72lpbZK0tt9aWE/2BWGStrSNahp91ZkE7CWiLNefK6GKMOR/4GnCxtba731s6DlPDCmC6M+uSl+jkDk8lOSYZhDP+4jfAemvt3f3eegq42nl+NfDkSMcmg7PWfsNaW+yc+64CXrLWfgp4GbjMWU3lN4o5dZUaY8wMZ9FZwDqO0WNQLTXDdx9wnzFmDRAArnauEq81xjxK9MsVAm601oaTGKccvmeAC4gOLu8GPp/ccOQQfgr4gBecFre3rLXXW2t1HKYAa23IGHMT8BzgBu6z1q5NclgyuFOBzwCrjTHvOMu+CfyAaFfsa4nOKHl5kuKTI/M14GFjzB3AKpxB6DJq3Qw85FwQ2ka0ruLiGDwGzb5eGiIiIiIiIqlH3c9ERERERCSlKakREREREZGUpqRGRERERERSWtImChg3bpwtLy9P1u5FRERERGSUW7lyZZO1tnCw9ZKW1JSXl1NZWZms3YuIiIiIyChnjKkeynrqfiYiIiIiIilNSY2IiIwKG+s6CIQiyQ5DRERSkJIaERFJuq2NnXz43lf5xStbkx2KiIikICU1IiKSdI+uqCFi4ZEVNYQjuim0iIgcHiU1IiKSVMFwhD9X1TI208uu1h5e39KU7JBERCTFKKkREZGkenF9A02dAe746FzyM9J4ZEVNskMSEZEUo6RGRESS6tHKGsbn+Dhn9nguXVjM8+vqaO4KJDssERFJIUpqREQkaeraevnHxgYuW1yMx+3iyiUlBMOWx6tqkx2aiIikECU1IiKSNI+tjE4QcEVFCQAzJmSzoCSPRytrsFYTBoiIyNAoqRERkaSIRCyPVNZw8tSxlI3N7Ft+5ZISNtV3sqqmNYnRiYhIKlFSIyIiSfHmtr3UNPdw1dKS/ZZfdMIkMrxuHlmuCQNERGRolNSIiEhSPLKihpx0D+fNmbDf8iyfhwvnTeSv7+2m0x9KUnQiIpJKlNSIiMiIa+0O8OzaOi5dOJn0NPf73r9qaQndgTBPv7c7CdGJiEiqGVJSY4w53xiz0RizxRjz9QHe/4oxZp0x5j1jzIvGmLL4hyoiIkeLJ1btIhCKcMWSkgHfX1Saz3GFmbpnjYiIDMmgSY0xxg38DPgwMBv4hDFm9gGrrQIqrLXzgceAO+MdqIiIHB2stTy8ooZ5k3OZMyl3wHWMMVy1pJSqna1sru8Y4QhFRCTVDKWlZimwxVq7zVobAB4GLum/grX2ZWttt/PyLaA4vmGKiMjRYvWuNjbUdRy0lSbm0kWT8biMWmtERGRQQ0lqJgP9zyi1zrKDuRb4+0BvGGOuM8ZUGmMqGxsbhx6liIgcNR6trCE9zcXFJ0w65HrjsnycM3s8j6/aRTAcGaHoREQkFQ0lqTEDLBvwjmjGmE8DFcBdA71vrf2VtbbCWltRWFg49ChFROSo8eqmJk6bXkjumLRB171w/kSauwKs3d0+ApGJiEiqGkpSUwv07yNQDLxvOhpjzNnArcDF1lp/fMITEZGjSX17Lzubu1k6pWBI6y8tj663YntzIsMSEZEUN5SkZgUw3RgzxRjjBa4Cnuq/gjFmIfBLoglNQ/zDFBGRo8GKHdHkZEn50JKaopx0ysZm9H1ORERkIIMmNdbaEHAT8BywHnjUWrvWGHO7MeZiZ7W7gCzgT8aYd4wxTx1kcyIicgxbsb2ZMWluZk/KGfJnKsoKqKxuwdoBez6LiIjgGcpK1tpngGcOWPbtfs/PjnNcIiJyFFqxo4VFZXmkuYd+7+elU/L5c1UtWxu7mFaUlcDoREQkVQ39rCIiIjIM7b1B1te1D7nrWUxsfXVBExGRg1FSIyIiI6KqugVrhz6eJmbKuEzGZXmV1IiIyEEpqRERkRGxYkczbpdhYWneYX3OGENFWYGSGhEROSglNSIiMiJW7Ghh7qQcMrxDGs65n4ryfGqae6hr601AZCIikuqU1IiISML5Q2HeqWk97K5nMbH72qi1RkREBqKkRkREEm7NrjYCoQgVR5jUzJ6YQ4bXTaWSGhERGYCSGhERSbjl21sAWFKef0Sf97hdLCrNZ/mOlniGJSIiRwklNSIiknCVO5qZWpjJ2CzfEW+jojyfDXXttPcG4xiZiIgcDZTUiIhIQkUilsrqFpYeYdezmKXlBVgLK6vVWiMiIvtTUiMiIgm1qaGDtp7gEY+niVlQmofHZVixXeNqRERkf0pqREQkoVY442CG21KT4fUwZ3IulRpXIyIiB1BSIyIiCbViezPjc3yUFIwZ9raWlufzTm0r/lA4DpGJiMjRQkmNiIgkVOWOZirKCzDGDHtbFeUFBEIRVte2xSEyERE5WiipERGRhKlt6WZ3W++wu57FVJRFp4RervvViIhIP0pqREQkYWLjXyqO8P40Bxqb5eO4wkyNqxERkf0oqRERkYRZvqOZbJ+HmRNy4rbNpVMKqNzRTCRi47ZNERFJbUpqREQkYSp3NLOoLB+3a/jjaWIqygpo7w2xqaEjbtsUEZHUpqRGREQSoqUrwKb6TpZOic94mpjY9nS/GhERiVFSIyIiCbGy2hlPUxaf8TQxxfljGJ/jY7nG1YiIiENJjYiIJMTKnS14XIYTSvLiul1jDBVlBVRVK6kREZEoJTUiIpIQK6tbmDM5l/Q0d9y3vagsn12tPdS398Z92yIiknqGlNQYY843xmw0xmwxxnx9gPdPM8ZUGWNCxpjL4h+miIikkmA4wnu1rSwqjW8rTUxsu2qtERERGEJSY4xxAz8DPgzMBj5hjJl9wGo7gc8Bf4h3gCIiknrW72mnNxhhcZzH08TMmZSL1+PqG7cjIiLHNs8Q1lkKbLHWbgMwxjwMXAKsi61grd3hvBdJQIwiIpJiYi0oi0oTk9R4PS7mT86laqeSGhERGVr3s8lATb/Xtc6yw2aMuc4YU2mMqWxsbDySTYiISApYubOVibnpTMobk7B9LC7LZ82udvyhcML2ISIiqWEoSc1Ad0w7ots4W2t/Za2tsNZWFBYWHskmREQkBVRVtySslSZmYWk+gXCENbvaE7ofEREZ/YaS1NQCJf1eFwO7ExOOiIikurq2Xna19rAoQeNpYhaVabIAERGJGkpSswKYboyZYozxAlcBTyU2LBERSVWxcS6JmiQgpig7ndKCDI2rERGRwZMaa20IuAl4DlgPPGqtXWuMud0YczGAMWaJMaYWuBz4pTFmbSKDFhGR0auqugWfx8XsiTkJ39ei0jxWVrdg7RH1ihYRkaPEUGY/w1r7DPDMAcu+3e/5CqLd0kRE5Bi3cmcL84ujUy4n2uKyfJ54Zze7Wnsozs9I+P5ERGR0SvwZR0REjhm9wTBrd7UnfJKAmIXOfnS/GhGRY5uSGhERiZu1u9sIhCMJnyQgZuaEbDK8blbtbB2R/YmIyOikpEZEROKmqjqaXIxUS43H7eKE4jy11IiIHOOU1IiISNysrG6htCCDwmzfiO1zcVk+6/a00x0Ijdg+RURkdFFSIyIicWGtZeXOFhaV5o3ofheV5RGOWN6rbRvR/YqIyOihpEZEROKitqWHxg5/wu9Pc6CFJdH96X41IiLHLiU1IiISF7GkYuEIjaeJyc/0MrUwkyqNqxEROWYpqRERkbioqm4hw+tm5oTsEd/34tJ8qna26iacIiLHKCU1IiISFyt3tnBCcR4e98ifWhaV5dPcFWDH3u4R37eIiCSfkhoRERm27kCI9Xs6Rnw8TUxsv+qCJiJybFJSIyIiw/ZuTRvhiE1aUjOtMIvsdA8rNVmAiMgxSUmNiIgM275JAkZ2OucYl8uwsDRfLTUiIscoJTUiIjJsVdUtHFeYSV6GN2kxLC7NZ2N9Bx29waTFICIiyaGkRkREhiUSsVTtbGHRCE/lfKBFZXlYC6t2tiY1DhERGXlKakREUpC1loaOXt7Y2kRdW29SY3lvVxst3UFOmTY2qXEsLsvH63HxyqbGpMbhD4V5Y0sTWxs7CYUjSY1FRORY4Ul2ACIiMrjW7gBPvrObjfUdbK7vYFN9J2090W5W2ekefv6pxXxg+rikxLZsXT1ul+GMGUVJ2X9MhtfDqceNZdn6er514SyMMSMeQ1Onn+serKTKaS3yul1MLcxk+vhsji/K4oyZRcydnDvicYmIHO2U1IiIjHI1zd1cfd9ytjV1kTsmjePHZ3Hh/IkcX5RFcX4Gdz23kavvX853L57Dp08qG/H4lq2vp6IsP6njaWLOnj2eW/+yhq2NnUwrGtmbgG6s6+Da366gscPPf1w6D5/HxaaGDjbXd/JOTQt/fXc3P3lpMz+6YgEXnzBpRGMTETnaKakRERnF1uxq43P3ryAYjvDwdSdx4pSC97VAnDi1gC/+cRXfemIN2xq7uPXCWbhdI9NKUdvSzYa6Dm69YNaI7G8wZ80cz62s4YV1DSOa1Ly8sYGb/7CKMV43j/7zyZxQ8v5Z4Jq7Alz/+5V88Y+rqG/r5QsfnJKU1iQRkaORxtSIiIxSr2xq5MpfvonP4+LPN5zMSVPHDlgJzk5P49dXL+GaU6dw3+vb+acHK0dsBrAX1zcA0RaS0WBCbjrzJueybH39iOzPWssDr2/n2gdWUFqQwZM3njpgQgNQkOnlwWuWcuH8iXz/mfXc/rd1hCN2ROIUETnaqaVGRI45Nc3dvLltLx29ITp6g3T2huj0R/9mTczhyiUljMvyJTXGx1bW8vU/v8f08dk88PkljM9JP+T6bpfh2xfNZmphJt95ai2X/fxNfv+FEynMTuy/Y9n6eqYWZjJlXGZC93M4zppVxL0vbmZvp5+xCSxHay3f/es6HnhjB2fPGs+9Vy0g03fo02p6mpv/vmohE3LS+c1r26lv7+XuKxaQnuZOWJyDCYYjvLCunufW1uFxuchO95Dl80Qf0z1MGZfJyQdJqEVERgslNSJyTLDW8ua2vdz/+g6Wra/H9rtAnuF1k53uIT3Nzd/e28O9yzZz4fyJfPbkMhaU5I1oZc5ay//8Yyt3PbeRU6eN5RefXkx2etqQP//pk8ooG5vBF35bybefXMPPP704YbF29AZ5a9terjl1SsL2cSTOnjWeHy/bzEsbGri8oiRh+3l2TR0PvLGDq08u49sXzRlylz+Xy3DbR2YzMTedO55eT1PHcv73sxXkZgy9nOOhoaOXh5fX8NDb1dS3+xmX5cPncUUTfX+I/o1I04qy+Nwp5Xxs0WQyvKo6iMjoM6RfJmPM+cC9gBv4tbX2Bwe87wMeBBYDe4ErrbU74huqiIwmPYEwq2paWL69meq93fhDYfzBCIFwBH8oQiAUoXxsBkumFLCkvIBphVm4RmicR3+9wTBPrNrFA2/sYENdBwWZXm48fRqXLprMuEwfmT43Hve+nrhbGjr43ZvV/LlqF39ZtYt5k3O5+pRyLl04OeHjVKy13P3CJv77pS18dMEk7rzsBLyew+8l/MHphXzxrOnc9dxGlq2rT1jXsFc3NREMW86aNTq6nsXMmZTDxNx0XlyfuKSmvTfId55ay+yJOdz2kdlH9N34wgenMj4nnX999F0+/Zu3+f0XTiR3TOITm/dqW/n1/23n72v2EAxbTju+kO9/tIwzZhb1/TustXQHwnT0hnh9SxP3v7Gdbz2xhjuf3cAnlpbymZPLKM7PSHisA2ns8LOyupnl21tYvasVa8HrceHzuJxHNwWZXhaX5XPilAKKBmnlFJGjg7H20P15jTFuYBNwDlALrAA+Ya1d12+dfwHmW2uvN8ZcBVxqrb3yUNutqKiwlZWVw41f5KACoQi9oTCRiCUcsUQsRKzFWshK95DpdSe9O0VPIMzO5m6q93Y5j920dAcIRyzBsCUciRCKWCLWUpjlo7Qgg5KCDEoLMigdm8H47PQRSxR6g2He2raXt7c3s3x7M+/VthIMW4yByXljSE9z91UqvG4XHrdhY10nTZ1+APIy0qgoy+ekqWO56IRJg3anike8D765g1+8so3mrgAzJ2RzzalTuHjBpCF19en0h/hLVS2/fbOaLQ2dLC0v4O4rT0hoRe6eFzZx74ububKihP/82LxhlW0gFOGi/36Njt4gL3zlQ4N2izoSX3nkHV7e2MCKW8/eLzEcDb71xGoer9pF1W3nJKRr121PrOGht6v5y78cfAzNUL20oZ5//t1KZk/M4cFrE5fYBEIR7lm2iV+8spUsn4fLF5fw6ZNKmVqYNehnrbVUVrdw/+vbeW5tPdZaLlkwmS+dPZ2ysYnteugPhXlhXT2vbmqkckcL25q6APB5XMydnIvP4yIQ2ncxJRCOUN/eS3cgDMCUcZksLS9g6ZQCTp02jgm5I5fktHUH2dncTU1LNzubo3+1LT1EIha3y5DmNrhdBo/bxZg0NyX5GZSNjf6+lxVkUJDpTfp5KhKxNHcHCIUtLhe4jMFtDC4n/jFpyT+XytHNGLPSWlsx6HpDSGpOBv6ftfY85/U3AKy1/9lvneecdd40xniAOqDQHmLjoyWpae8N8vKGBowxuAwYnEdjMCZ68EZf46xjiFjbV1EORyxhG6s0W8IRCEci0cd+60WsJRR77nwmEnGWOc8jFjwug8dtcLtcpLkMbrchzeXq9+MXrSx6XMZZtv97aa59P5CxbXlcLiLW4g9F8AfD0cdQpO/Ket/zUAR/MJoIxB57g87zYJhQxGKJntysBUv00edcGUtP2/eY7nWT7Yv2y85KT9vXP9sX7aOd7fOQnZ5Geppr0B/DUDhCVyBMlz9Elz9Ea0+Q5q4ALV0BmrsDNHdGH6Ovg7Q473X4Q4fcrsdlyMtII3dM9K8g08fE3HQm5Kb3exzDxNz0YVeK9nb62dzQyeaGTrbUd0QfGzpp6PDvt152uofCLN++74BzwnMZQ317L7tbe/brEjImzc284lwWleazqDSPRWX5cR0Lsqu1h5c2NPDyhgZe39KEPxTB4zLMK87lxCljOXFKAYvK8g9aCbPWUr23m+U7mqnc0cyKHS1sb+rqu6fJVUtKOH1GYVwrxIFQhEcqa/jpS5upb/dz2vGF3PCh4zhp6vtnDRsKay2PV+3iO0+txQB3XDqXSxZMjlu8Mfcu28w9yzZx+eJifvjx+XFJVldWt3DZL97g86dM4dsXzY5DlPuEwhEqvr+MM2cUcfeVC+K67Xh4eWMDn79/BQ98fgmnx/n+ObH/18+dUs53LpoTl20uW1fPDQ+tZM6kXB68dik5h9HlcCi2NnbypYffYfWuNq6sKOG2i2aTdYSJ7q7WHh54fTsPvllNOGK5ckkJN585Pe7Jwqb6Dh5eXsNfVtXS0h0kd0waS8rzqSiPtv7OnZyDzzPwb3MoHGHt7naWb2/m7e3NrNjR3HdfpzmTcjhzZhFnzizihOK8uF0Y6g2GWbOrjaqdLVRVt1K1s+V9v/EFmV6K88eQ5nYRCkcvWoXCllAkQqc/RH37/utn+aJjmqYXZTFtfBbHF2UzfXx0Kvfhthz3BsM0dvhp6PDT2OGnsaOXhg4/De1+Gjv9NHT00tDuZ29X4JATWsTOpTlj0shzzqd5Gd6+c2vsPLvvfLvvvcFaokPhCN3BMN3+MF2BEN3+MJ3+EN2BEF2BMN3+0L76gfN+/8dwxOJy6nOwr07n87jxpbneV3/xeVzRC3QHec/X7+Jd+ID6XaxO179uFw5HH0NhSzAccf6i5R0IRcs/GIoQjETfD4UjWBvtomoM0eTRSSBdTp3U3e89d6zO53Lqh311wPcvd7lMX/0t0u8xWrT7X/iNWMv0omxmT8oZ1ncsXuKZ1FwGnG+t/YLz+jPAidbam/qts8ZZp9Z5vdVZp+mAbV0HXAdQWlq6uLq6+vD+VQmwqb6Dc+95NWn7j33R3M6BFkt8QkmcEcfjMqSnHZCkpLnxuExfsmeIHlyW6CDT3mCY3mA0OeoNRugJhAkM4U7abpchw+vuq7hHf6P3/V90+UP4Q4fezpi0aFeDgkwv+ZleCjLSyM/0kp/hJcPr7vsRiP0oGAyd/iCt3UFae4K0dQdp7QmwtzPAnrbevhNff/kZaUxwEpwJuekUZfvwepwfCrMvyfSHIn0niNgJob69l/befQlWls/DtKIsjivMojx2RW5sJmUFGeRlpB2y4h0MR9jd2tN3xW9zfSerdrawdnd733empGAM84vzmD0xh5kTspk1MdoVZ7AKvT8UZktDJxv2dLB+TzuvbWliQ11H3zbPmjmeM2YWsaQ8f1h96rc3dfFoZQ1/qqylqdNPUbaPyyuKuWxxybAGm4cjliff2cU9yzZR09zDkvJ8/u3cGZw4NT53ua9p7uZLj7zDyuoWPrpgErd/dG7cKp4/fWkz//X8Jj6+qJg7L5sf125u33piNX94eydP3Hgq84uH16LQ3/LtzVzxyzf5n08t4oJ5E+O23XjpDYZZ9L0X+Niiydzx0Xlx224wHOEjP3mNdqcF7EgTg4E8v7aOf3moinnFuTx4zdLDGkt1MNZaHl5Rw+1/XYcvzcUPPjaP8+fGp7zq23v56Utb+OPynbhdhs+eXMYNp0+jIPPI71fU3hvk2dV1PLxiJ1U7W0lzG86dPYErl5Rw6rRxR3xsRCKWDXUdvLKpkZc21LOyuoWIhbGZXj50fCHzi3OZMSH6m5k/hPg7eoNsrIv+Vq7b08G63W2s29NOMBz9HS4tyGBhaR5zJuVQWpDptLKPGbRMe4NhaluirfbVe6O/81sbO9lc30lde2/fel6Pi/E5Poqyo+ejomwfRTnp5IxJG/Cia2t3oC+BiSYu+5+XYlwGxmb5+rZZmB3dR2G2jzS3y6kE79t+MGxp7w3S5pxL23qi59O2nug5tmOAffSX6XWT6fP0XTCNVawjEdt3AXaovB5X3/YyvR7GeKP1Fsu+yrol+l0IhPbVV2IXdXuDYSQDEAAAEU5JREFUYZJY9SLNuQjtMhCx0Qvj1u7raTLSbjpjGv923oyR3/EA4pnUXA6cd0BSs9Rae3O/ddY66/RPapZaa/cebLujpaXGHwpT29IT/bI7B5TFEolEDwLYl8la52A2TtNrLEOOVchjWXFfkuLioOvFmm4PJvZFDsX+nCs6YSeb39c9ad/rUCTiXPHZ/zOhsMXtot+Vhn5XHQ64WuH1uOJWofKHwnT5w3T2hujw7z/DVEfsufO434+Zc9XAZQxZPg+ZPg8ZXjdZPg8ZPg/5GWnkZzhJTIaXMd74di3pDoSoa+ulrq2XPW291DktJP1fN3cFDvp5r8f1vhNC2dgMpo/PZnpR1pASjMMVu0K4amf06uCa3W3UNPf0vZ87Jo0Z47PJTveQ5naR5om2AnndLjr9ITbWdbCtqavvapzX7WJBaR5nz4pezTyuMCvuMQfDEV7a0MAjK2r4x8YGIhZmTsjm/LkTOH/uBGaMzx5SK15ldQvPra3j+bX17GrtYc6kHP7tvBmcfnxh3GMOhSP87OWt/OSlzUzISeeeKxewdErBsLb5s5e3cNdzG/nYwsncdfkJcR+3094b5OwfvcK4LB9P3XRq3FrF/uOZ9dz/+naqbjsnLpXvRPjn31XyXm0bb3z9zLh9F2Ll9b+freCcBIxVenZNHTf9oYoTSvL47TVLh5U07e30843HV/P8unpOnTaWH12+ICFdr2qau/nxss38ZVUtPo+b02cUcu6c8Zw5Y/yQJj9o7grwwro6nl1Tx+tb9hIIRziuMJNPLC3l0oWTEzKDXUtXgFc3N/Li+gZe29K032/6+BwfMyfkMCkvnWC/K+yBkCUQjrC9qfN9v6+zJmazsDSfRaX5LCjJS8isg+29QbY0dLKlvpOtjdEkp69V5SBJSozP46LISYIKs3zO8/2TlqIcH2MzfXH9DQpHLO09zgXEniCt3dGEp63vgmKQLn+or7fMvt4xBp/HRYbXQ6bP3feY6fWQ4Txm+txO/SBaR0iLw29b0BkT6g+G6T2gd0tv7HkwetE2Vo+L1fs8rvfXDWP1vthF0DS3y/mL9qiJddWOXTQ+lP4JTiy53K9lKPbotASFD1weifT1OIpdmDZOTyRXbLmh7/8/Vs8aDdT9TCSB9iWS+7oUhiIWr9tFzhjPqOhf3NEbZINzJXH9ng62NHTQHQg7TdzRk3MwHMHncXP8+CxmTshhxoRsZk3Mpnxs5oiOkdjT1sMzq+t4bk0dK6qbsTbaD/7cOeMpyc8gw+tmTJqbdOextTvIsvX1vLi+npbuIF6Pi9Omj+Pji4o5b86EhI8zqtrZwpcefoedzd1cUVHM186fedgVr55AmHtf3MwvXtnKJQsmcfcVCxI2EcHfV+/hhoequPWCWfzTaVPjss0z/+sfTM4fw++uPTEu20uEP1XW8NXH3uNvN3+AuZNzh7296r1dnHvPq5w5syihs8r9ffUebvrjKk4ozuVHVyw47BbMcMTyh+U7+a/nNtITCPPV82Zw7QemJPy42NLQwQNv7OD5tfU0dPjxuAwnTR3LuXPGM2tiDr3BMN2BaLfmnkCY1p4gr2xs5O3te4lYKM4fw4fnTuD8uRNZVDpysw5aa2no8LOhroONde1s2NPBhroOGjv9ePtVQNPcLrxuQ3F+BrMmRlvBh9oSPhJ6g2Hae4O4jXPF30VfpdrnGbyrt8hoFc+kxkN0ooCzgF1EJwr4pLV2bb91bgTm9Zso4GPW2isOtV0lNSIykIaOXl5YV8+za+p4c+veg3bFzEn3cNas8Zw7ezynHV+YkIHwh9LlD/GTlzbzm//bTobXzVfPm8EnTywbNDGx1vK39/bwn8+sZ3dbL1dWlPD9S+cmNIm01vJPD1by+pa9PP/l0ygpGN5kB1sbOznrR6/w3YvncPUp5fEJMgGaOv0s+f4ybjlrOl86+/hhbctay2d+s5x3a1pZ9q8fSvhEF8+s3sNX//QugXCEaz4whZvOmDakFrFVO1u47ck1rNnVzklTC7j9krkcPz47obEeKBKxvFvbyvPr6nl+bR1bG7sOuu5xhZl8eO5Ezp87gTmTclTxFpH3iVtS42zsAuDHRKd0vs9a+31jzO1ApbX2KWNMOvA7YCHQDFxlrd12qG0qqRGRwfQEwnT0BukJhumJXeUNhEnzuFhQkheX7gbDtaWhg28/uZY3tu5lzqQcbr9kLovL8gdcd82uNr7717Ws2NHC7Ik5fOei2XEb8zOYXa09nHP3KyydUsD9n1syrMrjr17dyn88s4HXvnZG0qb1HaqP//wNAqEIf735A8Pazl9W1fLlR97le5fM4TMnl8cnuEE0dPRy17Mb+dPKWsZl+fj382Zw2eLiAVtcmrsC3PnsBh5eUUNRto9vfWQ2F82fOCqShK2Nnexq6SHD6yY9zc0Yp8U1w+smL2N0dG8RkdErrklNIiipEZGjhbWWp1fv4Xt/W0d9u5/i/DGMy/IxLstHYbaXsZk+6tp7+XNVLfkZXr563gyuqChJ+H1vDnTfa9u5/W/r+PGVC/jowiOfwe2KX75JR2+Iv9/ywThGlxg//8dWfvjsBt76xllHPJ6kqdPPOXe/wpRxmTx2/Skjfr+ld2ta+e5f11K1s5V5k3M5Z/Z4mrsCNHb6aerw09TpZ1drD6Gw5ZoPTOGLZ02P6wQGIiLJpKRGRGSEdflDPPDGDjbXd9DUGaCp009TZ4DmLj8uY/jcKeXcfNb0EbnB4kDCEcvlv3iD7U1dvPCVDx3R9N8tXQEW3/ECN54xjX89d3TMjHMom+s7OOeeV/n+pXP51IllR7SNG/9QxQtr63nmlg8wrWhku3LFWGt56t3d/OczG6hr7+2b/n1slpdxWT7G56TzyRNLR7yrmYhIog01qdGlHBGROMn0ebjxjGnvWx6bpTARN4E8HG6X4c7L5nPBva/xnafW8rNPLjrsbfxjU3SmurNnxX/mr0SYVpRF2dgMlq2rP6Kk5tk1dTz93h6+et6MpCU0EJ2N6JIFk/nI/Emj4rskIjLaJL9DuojIUc7t3PtpNJhWlM0tZ0/n6ff28NzausP6bCAU4b7XdjAhJ515cZhNbCQYYzh39nj+b3MTa3a1HdZn27qD3PbkGmZPzOG6OM0aN1yj6bskIjKaKKkRETnGXHfaVGZPzOFbT6yhrfv9N5s9mLtf2MTqXW38v4vnjPi4kuG44fRpjM3ycsvDq+gOHPpmgP197+l10QH4l80fFZNSiIjIwelXWkTkGJPmdnHnZfNp7grwvafXDekzr29p4pevbuWTJ5Zy/twJCY4wvgoyvdxzxQK2NXXxvb+tH9JnXtnUyGMra7n+Q1Pjco8bERFJLCU1IiLHoLmTc7n+Q1N5bGUtr2xqPOS6zV0BvvzIO0wdl8ltF84eoQjj65Rp47j+Q8fxx+U7eXbNnkOu2+kP8c3HV3NcYSY3nzl9hCIUEZHhUFIjInKMuvnM6UwryuKbj6+m0z9wtyxrLf/+2Hu0dgf5yScWMsabuuM5vnLO8ZxQnMvX/rya3a09B13vh3/fwO62Hu687ASNXxERSRFKakREjlHpaW5++PH57G7r4ZP/+xbPrtlDOLL/NP+/f6uaZevr+dqHZzJnUmp3w0pzu7j3qoWEwhG+/Mg77/u3bqrv4N8fe5ffvVXN50+ZctCbqIqIyOijpEZE5Bi2uCyfe65YQEt3gOt/X8WZP/oHD765g+5AiI11Hdzx9HpOn1HINaeWJzvUuCgfl8ntl8zl7e3N/OKVrVhreX1LE5+7fznn3vMqT727m6tPLuOr543+e/CIiMg+uvmmiIgQjlieW1vHr17dxjs1reRlpJHp9eAPhfn7LadRmH34N+ocray13PLwOzy9eg/Ti7LYUNfBuCwfV59cxqdPKiM/05vsEEVExKGbb4qIyJC5XYYL5k3kw3MnsLK6hV+9uo1/bGrkV59ZfFQlNBC9d80dl85lza42QhHLDz8+j0sWTNb4GRGRFKaWGhERGVAkYlPqfjSHKxKxGBNNckREZHRSS42IiAzL0ZzQwNH/7xMROZZoogAREREREUlpSmpERERERCSlJW1MjTGmEahOys4TYxzQlOwgZFhUhqlPZZj6VIapTeWX+lSGqe9oK8Mya23hYCslLak52hhjKocyiElGL5Vh6lMZpj6VYWpT+aU+lWHqO1bLUN3PREREREQkpSmpERERERGRlKakJn5+lewAZNhUhqlPZZj6VIapTeWX+lSGqe+YLEONqRERERERkZSmlhoREREREUlpSmpERERERCSlKamJA2PMzcaYjcaYtcaYO/st/4YxZovz3nnJjFEGZ4z5N2OMNcaMc14bY8xPnDJ8zxizKNkxysCMMXcZYzY45fQXY0xev/d0HKYAY8z5ThltMcZ8PdnxyOCMMSXGmJeNMeud898tzvICY8wLxpjNzmN+smOVgzPGuI0xq4wxf3NeTzHGvO2U3yPGGG+yY5SDM8bkGWMec86B640xJx+rx6CSmmEyxpwBXALMt9bOAf7LWT4buAqYA5wP/I8xxp20QOWQjDElwDnAzn6LPwxMd/6uA36ehNBkaF4A5lpr5wObgG+AjsNU4ZTJz4gec7OBTzhlJ6NbCPhXa+0s4CTgRqfcvg68aK2dDrzovJbR6xZgfb/XPwTuccqvBbg2KVHJUN0LPGutnQmcQLQsj8ljUEnN8N0A/MBa6wew1jY4yy8BHrbW+q2124EtwNIkxSiDuwf4d6D/zBmXAA/aqLeAPGPMxKREJ4dkrX3eWhtyXr4FFDvPdRymhqXAFmvtNmttAHiYaNnJKGat3WOtrXKedxCtTE0mWna/dVb7LfDR5EQogzHGFAMXAr92XhvgTOAxZxWV3yhmjMkBTgN+A2CtDVhrWzlGj0ElNcN3PPBBp6n2FWPMEmf5ZKCm33q1zjIZZYwxFwO7rLXvHvCWyjA1XQP83XmuMkwNKqcUZ4wpBxYCbwPjrbV7IJr4AEXJi0wG8WOiF/QizuuxQGu/i0Q6Fke3qUAjcL/ThfDXxphMjtFj0JPsAFKBMWYZMGGAt24l+n+YT7TpfQnwqDFmKmAGWF/zZyfJIGX4TeDcgT42wDKVYZIcqgyttU8669xKtEvMQ7GPDbC+ynD0UTmlMGNMFvBn4EvW2vboxX4Z7YwxHwEarLUrjTGnxxYPsKqOxdHLAywCbrbWvm2MuZdjpKvZQJTUDIG19uyDvWeMuQF43EZv+LPcGBMBxhG9ulHSb9ViYHdCA5WDOlgZGmPmAVOAd50TcTFQZYxZispwVDnUcQhgjLka+Ahwlt13Ay6VYWpQOaUoY0wa0YTmIWvt487iemPMRGvtHqfLbsPBtyBJdCpwsTHmAiAdyCHacpNnjPE4rTU6Fke3WqDWWvu28/oxoknNMXkMqvvZ8D1BtP8pxpjjAS/QBDwFXGWM8RljphAdbL48aVHKgKy1q621RdbacmttOdEfiEXW2jqiZfhZZxa0k4C2WHOujC7GmPOBrwEXW2u7+72l4zA1rACmO7MueYlO7vBUkmOSQTjjL34DrLfW3t3vraeAq53nVwNPjnRsMjhr7TestcXOue8q4CVr7aeAl4HLnNVUfqOYU1epMcbMcBadBazjGD0G1VIzfPcB9xlj1gAB4GrnKvFaY8yjRL9cIeBGa204iXHK4XsGuIDo4PJu4PPJDUcO4aeAD3jBaXF7y1p7vbVWx2EKsNaGjDE3Ac8BbuA+a+3aJIclgzsV+Ayw2hjzjrPsm8APiHbFvpbojJKXJyk+OTJfAx42xtwBrMIZhC6j1s3AQ84FoW1E6youjsFj0OzrpSEiIiIiIpJ61P1MRERERERSmpIaERERERFJaUpqREREREQkpSmpERERERGRlKakRkREREREUpqSGhERERERSWlKakREREREJKX9f1GoZ3uRhiFgAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "n_axis = np.linspace(-63.5,63.5,128,dtype='int16')\n", "lpf_rect = np.zeros(128)\n", "lpf = np.zeros(128)\n", "zero_sample = 63.5\n", "hamwin = np.zeros(128)\n", "for n in range(0,64):\n", " lpf_rect[int(zero_sample+n+0.5)]=np.sin(0.25*np.pi*(n+0.5))/(np.pi*(n+0.5))\n", " lpf_rect[int(zero_sample-n-0.5)]=lpf_rect[int(zero_sample+n+0.5)]\n", " hamwin[int(zero_sample+n+0.5)]=0.54+0.46*math.cos(math.pi*(n+0.5)/64)\n", " hamwin[int(zero_sample-n-0.5)]=hamwin[int(zero_sample+n+0.5)]\n", " lpf[int(zero_sample+n+0.5)]=lpf_rect[int(zero_sample+n+0.5)]*hamwin[int(zero_sample+n+0.5)]\n", " lpf[int(zero_sample-n-0.5)]=lpf_rect[int(zero_sample-n-0.5)]*hamwin[int(zero_sample-n-0.5)]\n", "plt.figure(1,figsize=(14,4))\n", "plt.subplot(211)\n", "plt.plot(n_axis,lpf_rect)\n", "plt.title('pi/4 Lowpass Filter: Rect-Windowed, Hamming-Windowed',fontsize=18)\n", "plt.subplot(212)\n", "plt.plot(n_axis,lpf)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Separable Filter\n", "\n", "The np.convolve2d function implements convolution in two dimensions, but it's very slow to convolve in 2D (complexity is O($M^2N^2$)). \n", "\n", "A much faster method is to first convolve each column (complexity: O($N^2$)), then convolve each row (complexity: O($M^2$)), total complexity is only O($M^2+N^2$). This is called \"separable filtering\".\n", "\n", "Here, we use mode='nearest' in order to repeat the outermost edge outward as padding for the convolution." ] }, { "cell_type": "code", "execution_count": 86, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5,1,'Cat that has been convolved with an LPF')" ] }, "execution_count": 86, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import scipy.ndimage.filters as filters\n", "cat_half_filtered_double = np.zeros(cat400.shape)\n", "cat_filtered_double = np.zeros(cat400.shape)\n", "for k in range(0,K):\n", " for m in range(0,M):\n", " cat_half_filtered_double[m,:,k]=filters.convolve1d(cat400[m,:,k],lpf,mode='nearest')\n", " for n in range(0,N):\n", " cat_filtered_double[:,n,k]=filters.convolve1d(cat_half_filtered_double[:,n,k],lpf,mode='nearest')\n", "cat_filtered = np.ndarray.astype(np.maximum(0,np.minimum(255,cat_filtered_double)),dtype='uint8')\n", "plt.figure(1,figsize=(int(424*0.05),int(240*0.05)))\n", "plt.imshow(cat_filtered)\n", "plt.title('Cat that has been convolved with an LPF',fontsize=18)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Decimation = Filtering followed by downsampling\n", "Now let's dowsample the filtered image. This should give a spectrum with much less downsample-aliasing." ] }, { "cell_type": "code", "execution_count": 87, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5,1,'Decimated cat: lowpass filtered, then downsampled')" ] }, "execution_count": 87, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "catf100_double = np.zeros(cat100.shape,dtype=cat400.dtype)\n", "for m in range(0,int(M/4)):\n", " for n in range(0,int(N/4)):\n", " for k in range(0,K):\n", " catf100_double[m,n,k] = cat_filtered_double[4*m,4*n,k]\n", "catf100 = np.ndarray.astype(np.maximum(0,np.minimum(255,catf100_double)),dtype='uint8')\n", "plt.figure(1,figsize=(int(424*0.05),int(240*0.05)))\n", "plt.imshow(catf100)\n", "plt.title('Decimated cat: lowpass filtered, then downsampled',fontsize=18)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Upsampling\n", "\n", "Upsampling is the process of creating a larger image, from a smaller image, by just inserting zeros:\n", "$$z[m,n,k] = \\left\\{\\begin{array}{ll}\n", "y[m/D,n/D,k] & m/D,~n/D~\\mbox{are integers}\\\\\n", "0 & \\mbox{otherwise}\n", "\\end{array}\\right.$$\n", "\n", "Again, the problem is aliasing:\n", "$$Z(\\omega) = Y(D\\omega)$$\n", "\n", "This time, though, the aliasing is much more visible in the image. In fact, the image is mostly black dots, with a few spots of color (one per $D\\times D$ square).\n" ] }, { "cell_type": "code", "execution_count": 88, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5,1,'Cat that has been upsampled without interpolation')" ] }, "execution_count": 88, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cat_upsampled_double = np.zeros(cat400.shape,dtype=cat400.dtype)\n", "for m in range(0,60):\n", " for n in range(0,106):\n", " for k in range(0,K):\n", " cat_upsampled_double[4*m,4*n,k]=cat100[m,n,k]\n", "cat_upsampled = np.ndarray.astype(np.maximum(0,np.minimum(255,cat_upsampled_double)),dtype='uint8')\n", "plt.figure(1,figsize=(int(424*0.05),int(240*0.05)))\n", "plt.imshow(cat_upsampled)\n", "plt.title('Cat that has been upsampled without interpolation')" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "# Piece-wise constant interpolation\n", "\n", "The solution is obvious: rather than just filling zeros between the upsampled samples, we need to fill in some meaningful value.\n", "The first solution to consider is piece-wise constant interpolation, sometimes called zero-order hold (ZOH).\n", "\n", "$$z[m,n,k]=y[\\mbox{int}(m/D),\\mbox{int}(n/D),k]$$\n", "\n", "This results in some aliasing, but not as bad as the upsampled cat." ] }, { "cell_type": "code", "execution_count": 89, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5,1,'Cat interpolated using PWC interpolation')" ] }, "execution_count": 89, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cat_pwc_double = np.zeros(cat400.shape,dtype=cat400.dtype)\n", "for m in range(0,240):\n", " for n in range(0,424):\n", " for k in range(0,K):\n", " cat_pwc_double[m,n,k]=cat100[int(m/4),int(n/4),k]\n", "cat_pwc = np.ndarray.astype(np.maximum(0,np.minimum(255,cat_pwc_double)),dtype='uint8')\n", "plt.figure(1,figsize=(int(424*0.05),int(240*0.05)))\n", "plt.imshow(cat_pwc)\n", "plt.title('Cat interpolated using PWC interpolation')" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "# Piece-wise linear (bilinear) interpolation\n", "\n", "If piece-wise constant (PWC) interpolation is much better than upsampling, then piece-wise linear (PWL) interpolation should be much better.\n", "\n", "PWL interpolation in two dimensions is called bilinear'' interpolation. In this case the word bilinear'' just means linear\n", "in two different directions. \n", "\n", "A sample $z[m,n]$ in the output is closest to four different samples of the input: $$y\\left[\\mbox{int}\\left(\\frac{m}{D}\\right),\\mbox{int}\\left(\\frac{n}{D}\\right)\\right],$$\n", "$$y\\left[\\mbox{int}\\left(\\frac{m}{D}\\right)+1,\\mbox{int}\\left(\\frac{n}{D}\\right)\\right],$$ $$y\\left[\\mbox{int}\\left(\\frac{m}{D}\\right),\\mbox{int}\\left(\\frac{n}{D}\\right)+1\\right],$$ and $$y\\left[\\mbox{int}\\left(\\frac{m}{D}\\right)+1,\\mbox{int}\\left(\\frac{n}{D}\\right)+1\\right].$$ The first thing to do is to calculate the fractional contribution of each of these four samples to the \n", "output:\n", "$$e = \\frac{m}{D} - \\mbox{int}\\left(\\frac{m}{D}\\right)$$\n", "$$f = \\frac{n}{D} - \\mbox{int}\\left(\\frac{n}{D}\\right)$$\n", "\n", "Then we can create the output sample as\n", "\n", "$$z[m,n,k] = \\left(1-e\\right)\\left(1-f\\right)\\times y\\left[\\mbox{int}\\left(\\frac{m}{D}\\right),\\mbox{int}\\left(\\frac{n}{D}\\right),k\\right]$$\n", "$$+ e\\left(1-f\\right)\\times y\\left[\\mbox{int}\\left(\\frac{m}{D}\\right)+1,\\mbox{int}\\left(\\frac{n}{D}\\right),k\\right]$$\n", "$$+ \\left(1-e\\right)f \\times y\\left[\\mbox{int}\\left(\\frac{m}{D}\\right),\\mbox{int}\\left(\\frac{n}{D}\\right)+1,k\\right]$$\n", "$$+ ef\\times y\\left[\\mbox{int}\\left(\\frac{m}{D}\\right)+1,\\mbox{int}\\left(\\frac{n}{D}\\right)+1,k\\right]$$\n" ] }, { "cell_type": "code", "execution_count": 90, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5,1,'Cat upsampled using piece-wise linear interpolation')" ] }, "execution_count": 90, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cat_pwl_double = np.zeros(cat400.shape,dtype='double')\n", "for m in range(0,240):\n", " for n in range(0,424):\n", " for k in range(0,K):\n", " m1 = int(m/4)\n", " n1 = int(n/4)\n", " m2 = min(int(M/4-1),m1+1)\n", " n2 = min(int(N/4-1),n1+1)\n", " e = 0.25*m - m1\n", " f = 0.25*n - n1\n", " cat_pwl_double[m,n,k]=(1-e)*(1-f)*cat100[m1,n1,k]+e*(1-f)*cat100[m2,n1,k]+(1-e)*f*cat100[m1,n2,k]+e*f*cat100[m2,n2,k]\n", "\n", "cat_pwl = np.ndarray.astype(np.maximum(0,np.minimum(255,cat_pwl_double)),dtype='uint8')\n", "plt.figure(1,figsize=(int(424*0.05),int(240*0.05)))\n", "plt.imshow(cat_pwl)\n", "plt.title('Cat upsampled using piece-wise linear interpolation')" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "Notice that piece-wise-linear interpolation is just like upsampling the cat, and then convolving with the piece-wise linear interpolation filter:\n", "\n", "$$h_{PWL}[n] = \\left\\{\\begin{array}{ll}\n", "\\frac{D-|n|}{D} & -D\\le n\\le D\\\\\n", "0 & \\mbox{otherwise}\\end{array}\\right.\n", "$$\n", "\n", "Similarly, piece-wise constant interpolation is just like upsampling the cat, and then convolving with the piece-wise constant interpolation filter:\n", "\n", "$$h_{PWC}[n] = \\left\\{\\begin{array}{ll} 1 & 0\\le n" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "zero_sample = 6\n", "n_axis = np.linspace(-zero_sample,zero_sample, 2*zero_sample+1, dtype='int16')\n", "h_pwc = np.zeros(13)\n", "h_pwl = np.zeros(13)\n", "for n in range(0,4):\n", " h_pwc[zero_sample+n]=1\n", " h_pwl[zero_sample+n]=0.25*(4-n)\n", " h_pwl[zero_sample-n]=0.25*(4-n)\n", "plt.figure(1,figsize=(14,6))\n", "plt.subplot(211)\n", "plt.stem(n_axis,h_pwc)\n", "plt.title('PWC Interpolation is like convolving with the PWC interpolator')\n", "plt.subplot(212)\n", "plt.stem(n_axis,h_pwl)\n", "plt.title('PWL Interpolation is like convolving with the PWL interpolator')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Sinc Interpolation\n", "\n", "PWC interpolation suffers from obvious blocky artifacts. PWL interpolation smooths away most of those, but not all.\n", "We can get rid of all of them, and get the lowpass-filtered cat back again exactly, by filtering the upsampled cat\n", "using an ideal sinc function.\n", "\n", "$$z[n]=D^2 h_{LPF}[n]\\ast y[n]\n", "\n", "Multiplying by a factor of $D^2$ is necessary because we're trying to construct $D^2$ output samples from every one input sample. " ] }, { "cell_type": "code", "execution_count": 92, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5,1,'Cat upsampled using sinc interpolation')" ] }, "execution_count": 92, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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zaMn6UjP7eADPA/D9ZvZlWDwB3whLu/95xHS8+4XvBPChZvbpWPR+BvA1pZRXmtkHY/lA82Iz+xIsbfo6WOrhf8bSzi+6Iq8fAfDvzOwfYqEQvz+WvvzppZSfARZarZl9DJYPP99V2/IVAP4sgHcE8JmllNAbrZTyimq/PtDMXoWFzvs0LH33J9HvG9U8Mj/bzL4cwKsB/EAp5Qeg8TexbJb/vPph+XuxeMh9KBY7cd/0I5FIJBKJ+4H8YJVIJBKJxz1KKT9mZm+H5cXuT2H5+PEULLSv/wDgWVj2hkEp5VfMrH3A+lgsY+F3Y/ko8qHoP1h9DhYq3/ti+eg0YfkIdu6D1WdjoaZ9EJYPKT9U0357xB+s/iiAvwvguQCejOVl9BPrqXwNXwDgz9Ryvi6Wj3LfC+BjSynfWst3NLM/juXEs2dh2avrB+r12+LBfrD6F1hefP8KFgrbfwHw6fXfWZRSXm5mfxjA/4aljO+NZe+el2L5yPhFFPeXzex/wFJfH4zlo8yLsLTLN18h7wcB+AdYTij8ICwnI74Llnp+OsV7IZaPiH8Gi2fXq7DQzj4cwBdfkd8l+Cgs+yt9KJY2fDGAvwjgGVj051WD5x81WUspX2BmP47lo+rHAXhilf2bsXxQfdD4FCz94KOxfIwyLHTOV5ZSvsHM3gHAXwbwgVg+/P0yFtre3wXwfTLFGP8Ayyl9H4vlJMCfBvDxpZTP5UillK8xsz8C4K9iqZcnYPmY9uGllC/CGB8I4G9g+cj4LCxt9ylYKKqOwlxK+Q4z+2QsdukfYbFlz8W2wTtO4rc+9lwAfxLLnna/AOAfAvjU6h2aSCQSicSdgdEJ2olEIpFIJB5lmNkLADyrlPK43cS4eqr9JIDnllKe85gK8xoKM/saLAcCPPXMBvmJ+wwzeyaAbwXwIaWUFzy20iQSiUQi8RsLuYdVIpFIJBKJxB2BmT1ZhL0NgD+GhYqaH6sSiUQikUj8hkBSAhOJRCKRSCTuDp5V91/6Wiwbpb8Vlj2tHgbw1x5LwRKJRCKRSCQeTeQHq0QikUgkEom7g+/BsiH4x2HZn+kVAL4FC93yex9LwRKJRCKRSCQeTTywPazM7I8C+FwAOwBfVEr5Gw8ko0QikUgkEolEIpFIJBKJxGsUHsgHKzPbYTn+992xnO7zXQDer5TyQyr+EyYrTz7dTSsS64otaVvUS0o4StbEj2G6F2RsLa372AwWFUbkwVv8mrp/XyQSYBmvyKRFVe0RZXE/2gmDdpqL/3s2DyHvxO1gZ6OO02fcIq1r2vx+7hAd6m1FCX8M4o7yvSKNEl2XPlA9z3lF7azqYVTP19TNKN37se23TEKVd9AvOM5IxcOkrqq8q29f91ygH7eq8msU97bpSoN7+eMhbpHuKK3HxfExgzE2rI4rbKPs06MkbzEGX4QrbNmov1yT1zVqNVLFYd3dTzxWg+8oK8rrkdotC65VXiMM582DueElaZXuYtxMd84WjcbQgdG4bXmsu3jkuNX8OErrET5/27yG+nPb9yPVOUd6jQvq4ZqX6UFejzStqCJHc85b4TYDaxB8P3XtKrM30qXH6Jifl/tdOH+xlPL6o2ceFCXwGQB+rJTyEwBgZv8My/HU8oPVkyfgv3/Kcn1ogQcVEzCWeFDR+9FEdi8vZfKP9INVFPemZnwIyltq+DWDuEWtOvpgdY9u7MNHQlz1jXHQiYLqWKPecOCNiICtTQ9R3dVMDuKZU7GO4oPVgTrcq2vdvZoEP7gE6HpX8yK5nsS6SNdr0UbtzxXGRpzqZt/f9ih9UrtBtvuBrl0z7t6QrGqccDoRKEhrk2s+AEdVe28QxiLcaz8e1vcbbigz2c4A9jf9fVfNqr8c9f3DYGvmGxFWBqNC1De5Hvfdhdf3NfiSWdM9ka/40M5J7aUwAQa6EpV3FEHpD8e9d81kS3XEgV1jXDPQc/uvixhXjD8X5aXSVcb3EgNycH/C+07VbvsR0wZ5jeyOeJCDXN2N2j/I9lYfrIZKrqMqOzvqe1d9sBrJFdTRNd2/9dPbfrBy6avMyAYfbqEfoWCjwfkKhHrXgiiCs7O3yOBGB29h0SRM4B7Vl3xJCz5u7MVkiOfgnG0LL0FcRoviht1bznXXfjRq54O8lHFCs6YagsvL4Vcc96DmAT7jM89EaQbzIlOBEdp71QVRJUSbjmw3N+PIrB0inRk8eFADAdufIFnlrCBt6xXjBMMlP3wRGSCoG9nsV4w/Dq3O+B1eTJb5nTlspsMZ+QJE9nZNcjDgGwtAcu/UnFO9BHQZXhDnQrSkvvblLvgllzz7oE4JfCMAP0O/X1rDVpjZR5jZfzCz//Dw/ICkSCQSiUQikUgkEolEIpFIPO7woDyshot8pZTnA3g+ADzVrLzqlUv4cVaxKeGBxPwFrn3Jk9QdAIUit4+MRmFcCPdlb+BhtYbTh7jIxfNYv1wfg1WLee5lGbk5T8EK1fCDtljqnYPnlQhzdF/6fdM1f/Wt10e+P/eXMzdIsALVisNpOcperfNLPKxafvw8e6881DysolUpxlHkRZ45N1Se40DX1qiBhw17WK31QPfdt+L64x57wgQfk1sS+2glQOntAPcCD6vW1K6L8Moq6cLDqh9xfVzhHts8YPiRh1gEev6h5tlF97nqlGfgntr8iRxeG5X1YE9lLKJN7nEYXR9FXK4DV11ro9J9UXdBVthRuq15JtZlKsNad1HbMISHlYrLfZM92YrwvLjG5T5aUF7HEl6Z5zpQ9p8So+Yf9pNJLC2FdO7Z/QEQD/QtWTdG8hhYTiKeQMl9a8ePgYeV8+ZRdpzTGiyCXWOXlKoE5vaqPIRKXOO84MDPjcbmhmtWKyNnYQXX/g/396N87+e6pZoeDBz0HEbmIZp+FFU4MX85vVb5PppQi+wWROB+OHT8FAMf64/K916gIC2Y6409nXYqcpDWoUY2Eobn4DPPA+71+XJcNeZHfUS1bxR31Vsug1JGfp8I0jr3OIBhPx05WETvBq0MJtKPno8cPlZVonGC27yNVdMlb7WDirqKXibeWVw9Dzys1HuTe/+5YoBwnjctw0fBw4p1ZfAKv83HLukkA4PIcq/zT55TCgM1Be3ksq2yOXst0mJPJmcfOFK9cc28iGV0lSvmOk5/atyJ556U8U7Y7vIELYMpHbxmkOZvB9E7x5V4UB5WLwXwJvT7jQH83APKK5FIJBKJRCKRSCQSiUQi8RqEB+Vh9V0AfreZvSmAnwXw5wC8fxjb6Kt4+/wWrCrsBp8p1YdJtzIffPVbswv2QWBx1o3SAxlGHla8QtVWziPvgubhEHofiFV2V0dCyHBFmL04Jp//6XMjpykXPlqGp0+upsp77C9dGQer/6HK1AiS13t6faqf8N4jbb+BG+I028g7ieTeMc/Y+uuozdpjcmUXfrVpEu3AKzLrqoL1YadYowT9ZQ0L+ptMMyqDKjzny+1Qr6M9rG71hT5YwSz0Y1fbmvuLyitamWd9bntYOT1gT6War7NPYhUmEoL7luwb0Ypujczt4bx4KLEWZ0dpcX+ZRh4wAxcHZVPcNnFsb8U+JrzqNHJ1kB4D2LxfOYLzOFMr9jzmRPuvNPBK8sDguhXSWueXbDsgPaxYxnYjMKJKrKv6WDTIjjysRIZsx0cuUM5TW7V/MCY0vQnVk/u/KIPa2MwNZVF9KA87upZ2etDHnEPbyLUnsGsj7yNl06Px+KhkGC3Husx0Hi04qo61HoK8ihCY686ZXmVv2QYG3g4Nu1GFMgbtq7w8Irjb5v4sCN4U1jiB19UaHNgyl+9grqs85fh5tZeYsv0AzbspjNuJVWGtZuX2De9t1WRXjAzgZG8ZATXnHHoDX+KyUJ+7xkFC9aEw+aieVeBgLBt5oux4TuuEqGHBnNTZywtdGS+KJ/TW5atsQvQypfpAMBYpOPvR6ilgDbG9lR5WjJZG0I6cryQ5iOciveb5/MjxS4nowriMqm8GaHFdWQbtGJgHbU8VxHcBALIjynECmw1zNjjoL6s9DVwanbyK5nIFS2FWcW+xL9YD+WBVSjmY2ccA+AYs9fIlpZQffBB5JRKJRCKRSCQSiUQikUgkXrPwoDysUEr5OgBf96DSTyQSiUQikUgkEolEIpFIvGbigX2wugbTDnjSb16uS3MTC/xC9wO/OhO/Dhecn7lWROAHu7/G/01Ei55Yy1P0dt+H6oPnyhXWwXLDN6ryPQ2kEVHDTfrU49fsPstCCmqMS0oc28sbL0Z+uyqtg2iUsFxiJ8jDYcvY7VFfd//cE+UjOvq4gV2buTys4zeiFMMNKtk9n3ZFt1pPhSIcReW6NEcu7JEFuY27p9t0fauELYvAV3i/ZbYfUGD3V5i8Q5PhuDWq2ziTN3yt1wem/IhDDDh33rD+Sdz+N30/Zv1QerVn/biCdiBrgyK4pMTmoa5uhSv+jnJgXYmophsowhNLlxej5SWq20fgH7vLFbcEg9FxPdVje+ZguvLUGLRj+rAyVtQfbjNQX9IFB6eZ63FxgAvZFiLygBsRcO/kuDMqPBf8mp2K931QhJUuMKAE+ofoesjJ2QIPByHR4Lj7fZSXQjSXEQm7MUHIHfe8eod5U6P6CvJyebRNkYMkVmpKkBdPzVrUqAyS1sgYtImkeoSZDfKSHZkQ1Vd/ezzxpsx4rrx2gT3fh4x7XpptjDsEfV9RAj21m2c2S+2zqpXubk2qje1k5x37eNCmw/4fVe3A6K91G5RBRQ5VRsgQ0Y5k8qKPRMnLZAe6yNhHedWEh6oaSiYSu+A5GxHXlA0MKXR1rsPP8PvRoPLcbTEZjnRcUXvl2By85AU7vGz5qmqOxuj7ONfwurAXyevyWN3vg0U8DMoQ7kKgtiSQuW5wXwOCd2UZVBPej2w/B99ExxwwaoIHqTV9vJP7sm5efYWBqXhQm64nEolEIpFIJBKJRCKRSCQSt0J+sEokEolEIpFIJBKJRCKRSNwp3A1K4DThyU950vKjeZxFrt7lPIlBswO076H0iL9hCsKW137k9jnIIPT63Xym5f0mu3O0C6mGxacZZny5z+zIAVDy+RYpTsXyCNwcNxaF9rNeGaPOZ3JwVB3l73Sh0k3ik0S2TFoWnhJI1M3qKnlzOHZhkVw35NvsTomD0jutwzt1FiLRaG4o4a1uiUpC6ZYqr3PfdC6gW3k3JmtgQg7SMVjHba66rhmpDszH6x+nOj8V0F8GlEDdYdb2vbelP5FPP1fNVH+4YnPz10K4U42ooz6JjoncV24dS8r6riiBitpZc65/tY2UtsL1F0K1jexA7OqWeIstiRv0fYgTVvary7kW2AIL1CiuR7q/c/ZH6J3jFbBeHztJTBNvt3YgTsY9ysszm5pibIE3pCtF9Y3AJlwK74at7cdecGeY4rBvtiTq5wJlOP44waIffZDr0+ft+IgS6KYRI9oZo9ZDTNEP6BkNRyFYVAeuzhW/sB9/XBwKk5RARz+N2rdvQBciylN2Sm6gWbSQErgaCHEsMAB5FFm0dYT7da/+H9A/Vuq3TstEHjs33nL/12msOPD40rA9dKM6DJsfZyIVHzPIN6RAL9CjYqSL5yGn7nu2zRz3cg5kow86TY+oZO1H4f7YD0BMnw9YWKuK36NQzveeG3pV/2b+16j/E/b9uCPpZ+HeE31/iUydoprtQyPXRzaSVY3pF2270fINZFzvBxFKna+rbSFiXE9LOn3smhNWG4KdAyAnRsFLmCLZKhpvJJ6j1gYxKLGaAQtAdovCm46N2jnU2xudh4T1c06XlHtXXuJeRICz/l1I2nbaA+QQ1rTY3mAAb8vU5J/GfpHVnvKyva6jbbuHKziYh5D4eBZsd1bJXvaKy/OtSA+rRCKRSCQSiUQikUgkEonEnUJ+sEokEolEIpFIJBKJRCKRSNwp3AlKoJnh5glPXH7sqhtjQAnczcrdfF5DtFc3u29vbmwThJvyzfYNrxCHZTdwTTR1PW1pTc49d0trO4mDT3Pbok7VZ3kuWxlRWMYtvNR0J4rqsrUWpL9TFqbGVD9Xc17F5F69MhS2Gt85v2Kioq3yFHXbfTad1Tk8jiq2pMFu+jZTAsZursoFkx9crqmZTlyXqQyt7myLbKwTNXyi+rBJUxU083IdAAAgAElEQVTb5Q3RMBwlkNp3DS66zZqMTi7K64aObpurvNz+RhVZqhATlWvmMoD7Tr2/01RE7I5NwA2kly64yrCbqF9Q3be+46hZ3GY77vXm/pxExQ6qnthvmO9XehgZo727z/W0hBv7h5NYU7VrfPIOUwJvdqwLS9nZM3qiumlN7RgyZKuMC7yeDEl2guSKTvxbZeQf1TayXDtq8z3rWntE0GoBYJbqTDKyvtf6cJRAZ+Oq3aO2nTgzSQmk9LluxZDo9E7xyLkPzZtgtiN7OVfHbaqPHZVhrgVykpJ+7cPjOAWaB7pz+ddj4K6mO7FeM0Wp9v+yD8aMAYsvRKuamcccQVHoTexybb0NcxI6RnqzH1tix11gjEQg97Np1UWWxXXULQ9RBsxihsLl5nF+3+twcaWksYZ0beU77ojCxPI2UTmMKWO+cJ247vaxp9DyYFacgiw57igFbhObB5RAiPE0WHL1s8Sp/i0udJOqpss2haV2jIne1rAQW3E1raVM5/cs2CvaSHTsmaSMslRsqM/TPlw1VnlnTpMqgfVdsMhd3bfuUHY0p3HTQLa9zXBpW9fGbh4HuG12PvKCeYs7u3Zart3Ukcq1Y7u0Jsx1QHlx11kT5LFqU6x1vqRfB+DnyDfdfRP6XqaAEsYYspF6+thu6tuZZXRykS7OVDlltVv93JGScn0kJicvT7rTpN3Urc4jOTDo05tNd5yxPl74g1DribOaJGdQ14GfC9d2cIlNdF8JQO+pTn/6Ps+PTyTxLCIUN4eqfW+nDa48GZQj0Li2zpGD9yN+B1cTAT9H4i1P+pz3rnl3XRjPI5wu2cP1Ps/hWNxqI6ltItprS0K/jxLclJTsDyv8vtlAnVeTkZtpmvT8teUxTXpsmHncano50YA8qzmUnjftXJ3L7C5CelglEolEIpFIJBKJRCKRSCTuFO6EhxWAflWYP8/xl89ZfTLfvvq5u+uXTfZOottqEcxFpS/Qg51kd+pDffA5UG9fqD/fty/tvEJhR/4yvpV9jRN4WKkPqW4Dd5a3uD+9tMX6CGIl0l9SWLB321qGop6nIC6ja5v+ei76q2/7YaLcy40+v3Kk+uaVs7qZ5vHAOkMeI5Ts+lFefqE+gVJMwhFtVYnyYk8W1ueWlmt0IaPzdBj4S5SgQ23ufFtQtNzVvEtck/erP+Zd8VYcWS/F7qG8Isv9ZVsc0Y1eqisS1+FMK68z68K6kiiTojva5YzTnaqM2gtpy2tmWY/axjUdn8nzrwSbC5d1KSjoBHUl0W2eXpQR5ceLvt+WCt19YcsiuDLWsvNq2XzeJuDIett7gZy4xZxLyYsV2KI1PKjbVl5Xbta7SfQdl1RvW/0QqvveXFfMbDAq+frUImxh7DXB4WJMpz6kbInL13klsO3c8SOdZNK0zrqeKQMZVXbJYMlQLKz7+0K+mT30xG6qs+svtG33zDqqdKUXwnsPBPZDlU2EubRYFtEfZgt0rT0Xjf3O67L14168Jbh3aZ6dByffnl28DsKbs7jVZ05XJEI67uYiIivpyB8PBH1Y0Acg580y5vrLPcGegeyJJDJmz6x1SHHdfIvLY/fqoT/pRm3jndx4HKf6XPMgO89ytbH9SLL4fsh62ZLUE2tvhs/X3TonDIc3mgccVfuKfhyyPwb99HyyKBP3w74/uak/15djObT+EmQsb5x/10IwFrV+7PVAZys5OeLlMUzL9f/qhcxeMV1KflwsYRlrfbn3I223VNGcA+dR2Q1+iuZbopqLf8mqGeikimlPowZ+Z93eM4TXlQ+Wqfk2UXXaz1/4Onpd5PnJUeit6mdzoNhKb9S7SQRnaWYnxBLmplL9XGZm78hAaZo9NOX1Dd/NtrkMJ0Ae3usVeZjzHIrSVV6ilyI9rBKJRCKRSCQSiUQikUgkEncK+cEqkUgkEolEIpFIJBKJRCJxp3AnKIGlFBwfetgHHrR/tvaq21zj7+kcdMbK3X0OqmTgfS0drimtsdNu73ILADgsT96jMjJV4EDhK8Ug8Dbd9nsMyig89YUn8BKu+AzBvp7lIAI1K0CUBrLy/IbTQbpdml0qy5/QW35L7FC9Hw+HLbXjYXOJfLhSAuk2jmoTYWx7pU5MKTu/JyoiDTooN2jXvJfvcHdoqVC5DoPDBpwr8e78JrCcLuNom9N0w172DKYlULKDzslpcVTe9Jxjb+nWNiWj8tCR25/sTq2ng+m8GgPOVadzbefDE+rfYB/klsaRszqQO7qg9LCdCIykhFPLas/4wIPiNhwXNIlgM+ciZaC6HVECD+qH2HzfCUM/nOs839/7eAAscJ0/rEltcdk+ODO+6n7Uj8V93nt6N+jHLjOVU0CjqOnO0Bv3lr04PGGY6hU4xNa5y4DqY2+672j0HJajXd4fnISKIeeMzVaPF89FOIjrQ7HL5CB8muqhuz9ENN/SBZYyXI5o8B9xK