{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\"FMP\"\n", "\"AudioLabs\"\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\"C2\"\n", "

STFT: Frequency Grid Density

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\n", "Computing a discrete STFT introduces a frequency grid which resolution depends on the signal's sampling rate and the STFT window size, see Section 2.1.4 of [Müller, FMP, Springer 2015]. In this notebook, we discuss how to make the frequency grid denser by suitably padding the windowed sections in the STFT computation. Often, one loosely says that this procedure increases the frequency resolution. This, however, is not true in a qualitative sense as we explain below. \n", "

" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## DFT Frequency Grid\n", "\n", "Let $x\\in \\mathbb{R}^N$ be discrete signal of length $N\\in\\mathbb{N}$ with samples $x(0), x(1), \\ldots, x(N-1)$. Given the sampling rate $F_\\mathrm{s}$, we assume that $x$ is obtained by sampling a continues-time signal $f:\\mathbb{R}\\to\\mathbb{R}$. Then, the **discrete Fourier transform** (DFT) $X := \\mathrm{DFT}_N \\cdot x$ can be interpreted as an approximation of the continuous Fourier transform $\\hat{f}$ for certain frequencies (see Equation (2.132) of [Müller, FMP, Springer 2015]):\n", "\n", "$$ \n", "X(k) := \\sum_{n=0}^{N-1} x(n) \\exp(-2 \\pi i k n / N) \n", "\\approx {F_\\mathrm{s}} \\cdot \\hat{f} \\left(k \\cdot \\frac{F_\\mathrm{s}}{N}\\right)\n", "$$\n", "\n", "for $k\\in[0:N-1]$. Thus, the index $k$ of $X(k)$ corresponds to the physical frequency\n", "\n", "\\begin{equation}\n", " F_\\mathrm{coef}^N(k) := \\frac{k\\cdot F_\\mathrm{s}}{N} \n", "\\end{equation}\n", "\n", "given in Hertz. In other words, the discrete Fourier transform introduces a linear **frequency grid** of resolution $F_\\mathrm{s}/N$, which depends on the size $N$ of the $\\mathrm{DFT}_N$. To increase the density of the frequency grid, one idea is to increase the size of the DFT by artificially appending zeros to the signal. To this end, let $L\\in\\mathbb{N}$ with $L\\geq N$. Then, we apply **zero padding** to the right of the signal $x$ obtaining the signal $\\tilde{x}\\in \\mathbb{R}^L$:\n", "\n", "\\begin{equation}\n", "\\tilde{x}(n) :=\\left\\{\\begin{array}{ll}\n", " x(n) ,& \\,\\,\\mbox{for}\\,\\, n \\in[0:N-1],\\\\\n", " 0, & \\,\\,\\mbox{for}\\,\\, n \\in[N:L-1].\n", "\\end{array}\\right. \n", "\\end{equation}\n", "\n", "Applying a $\\mathrm{DFT}_L$, we obtain:\n", "\n", "$$ \n", "\\tilde{X}(k) = \\mathrm{DFT}_L \\cdot \\tilde{x}\n", "= \\sum_{n=0}^{L-1} \\tilde{x}(n) \\exp(-2 \\pi i k n / L)\n", "= \\sum_{n=0}^{N-1} x(n) \\exp(-2 \\pi i k n / L)\n", "\\approx {F_\\mathrm{s}} \\cdot \\hat{f} \\left(k \\cdot \\frac{F_\\mathrm{s}}{L}\\right)\n", "$$\n", "\n", "for $k\\in[0:L-1]$. The coefficient $\\tilde{X}(k)$ now corresponds to the physical frequency\n", "\n", "\\begin{equation}\n", " F_\\mathrm{coef}^L(k) := \\frac{k\\cdot F_\\mathrm{s}}{L},\n", "\\end{equation}\n", "\n", "thus introducing a linear frequency resolution of $F_\\mathrm{s}/L$. For example, if $L=2N$, the frequency grid resolution is increased by a factor of $2$. In other words, the longer DFT results in more frequency bins that are more closely spaced. However, note that this trick does not improve the approximation quality of the DFT (note that the number of summands in the Riemann approximation is still $N$). Only, the linear sampling of the frequency axis is refined when using $L\\geq N$ and zero padding. The following example compares $\\mathrm{DFT}_N \\cdot x$ with $\\mathrm{DFT}_L \\cdot \\tilde{x}$. " ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "execution": { "iopub.execute_input": "2024-02-15T09:00:54.149319Z", "iopub.status.busy": "2024-02-15T09:00:54.149026Z", "iopub.status.idle": "2024-02-15T09:00:56.733751Z", "shell.execute_reply": "2024-02-15T09:00:56.733062Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "from matplotlib import pyplot as plt\n", "import librosa\n", "%matplotlib inline\n", "\n", "Fs = 32\n", "duration = 2\n", "freq1 = 5\n", "freq2 = 15\n", "N = int(duration * Fs)\n", "t = np.arange(N) / Fs\n", "t1 = t[:N//2]\n", "t2 = t[N//2:]\n", "\n", "x1 = 1.0 * np.sin(2 * np.pi * freq1 * t1)\n", "x2 = 0.7 * np.sin(2 * np.pi * freq2 * t2)\n", "x = np.concatenate((x1, x2))\n", "\n", "plt.figure(figsize=(8, 2))\n", "\n", "ax1 = plt.subplot(1, 2, 1)\n", "plt.plot(x, c='k')\n", "plt.title('Orginal signal ($N$=%d)' % N)\n", "plt.xlabel('Time (samples)')\n", "plt.xlim([0, N - 1])\n", "plt.subplot(1, 2, 2)\n", "Y = np.abs(np.fft.fft(x)) / Fs\n", "plt.plot(Y, c='k')\n", "plt.title('Magnitude DFT of original signal ($N$=%d)' % N)\n", "plt.xlabel('Frequency (bins)')\n", "plt.xlim([0, N - 1])\n", "plt.tight_layout()\n", "\n", "L = 2 * N\n", "pad_len = L - N\n", "t_tilde = np.concatenate((t, np.arange(len(x), len(x) + pad_len) / Fs))\n", "x_tilde = np.concatenate((x, np.zeros(pad_len)))\n", " \n", "plt.figure(figsize=(8, 2))\n", "ax1 = plt.subplot(1, 2, 1)\n", "plt.plot(x_tilde, c='k')\n", "plt.title('Padded signal ($L$=%d)' % L)\n", "plt.xlabel('Time (samples)')\n", "plt.xlim([0, L - 1])\n", "plt.subplot(1, 2, 2)\n", "Y_tilde = np.abs(np.fft.fft(x_tilde)) / Fs\n", "plt.plot(Y_tilde, c='k')\n", "plt.title('Magnitude DFT of padded signal ($L$=%d)' % L)\n", "plt.xlabel('Frequency (bins)')\n", "plt.xlim([0, L - 1])\n", "\n", "plt.tight_layout() " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The next code example implements a function for computing the DFT with increased frequency grid resolution, where all parameters are interpreted in a physical way (in terms of seconds and Hertz)." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "execution": { "iopub.execute_input": "2024-02-15T09:00:56.736916Z", "iopub.status.busy": "2024-02-15T09:00:56.736682Z", "iopub.status.idle": "2024-02-15T09:00:57.663433Z", "shell.execute_reply": "2024-02-15T09:00:57.662909Z" } }, "outputs": [ { "data": { "image/png": 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tG8rLy3HkyBHDr//tt9+iu7sb//znPw2/tkQiGRmIiKD6+nrs2LFjiHsjkXhm2JQqb25uxoIFC/C9730P//jHPwy//saNG2EymXDkyBHs2rXL0Gv39PRg0aJFmDlzJt5++21Dr63myJEjeOWVVwAgIBM+cc2+vr6AfAYSyXCBmfHYY4/h7LPPxo033mj49Tdu3AgAMJlMtr+N5Le//S0uvfRS3HTTTejt7TX8+gK1h9touXn8+HGUlZXZ2rFYLIZeXyKRDH+YGWvXrsUZZ5yB0NDQgM6hJBKjGBbK07fffovZs2dj+/btiIyMNDy+vqOjAzt27MDKlSsBnPBCGcXBgwcxODiIsLAwrFixAr/97W8DMhF46aWX0NPTg6uuugqVlZU4evSoodcvKirCmDFjMG/ePPztb38LiIdOIhlquru7ce211+Kee+5BfHw89u/fj8HBQUPb2LRpE8aNG4dLLrnEcHkDAPv27UNCQgJefPFFnHfeeairqzO8jdbWVqxduxZXXXUVAEU+GElxcTEsFguuuuoqHDx4EB9//LGh15dIJMOfnTt3oqKiArfeeivmzp2Lt956a6i7JJF4xBDliYj+DeArAJOJqI6IbtJ77muvvYa5c+ciNDQUX3zxBWbOnGmzRhrFZ599BovFgu9///soKCgwfDIj+vv+++/jxhtvxEMPPYQVK1YYGn5osViwevVqzJkzB6tWrQJgvCW4qKgIM2fOxB133IGamhq89957hl5fIjECf+RNbW0tzjnnHLz++ut45JFH8Pjjj6O/vx/V1dWG9Y+ZsWnTJsyfPx8LFizAwYMHUVtba+j1y8rK8P3vfx///e9/UVpailmzZuHrr782rA0A+Mc//oG+vj48+OCDSE9PN1x5Etf74x//iJSUFDz99NOGXl8ikQx/Xn/9dZhMJlx22WVYvnw59uzZg4qKiqHulkTiFqOq7V3LzOOYOYyZM5hZV8yX2WzGzTffjJkzZ2L79u0oLCxEfn4+SktLjeiWjY0bNyIqKgpnnXUWFixYgM8++wz9/f2GXb+0tBREhNNPPx0vvPAC/vznP+Pdd981tDjFhx9+iIqKCtx+++0oLCwEYKwluL+/H3v27EFhYSGWLVuGjIwMOZmRDEt8lTcA8Oijj+LAgQN4//33cc8996CgoAAADJU5e/fuRUtLCxYsWIAFCxYAMNbb3djYiM7OTuTn52PFihXYtm0bIiIiDC30Mjg4iL/97W+YP38+CgoKUFhYaHio8M6dO5GYmIgJEybglltuwXvvvYeqqipD25BIJMMXZsbrr7+Oiy66CImJibbCNDJ0TzLcGdKwvdraWvT09GDVqlVISkoCABQUFKC5udnQ5ORNmzbh3HPPRUREBObPn4/jx49j27Zthl2/rKwMOTk5iIqKAhHhjjvuQHh4OPbv329YG08//TRSU1Nx+eWXIyUlBePGjTN0MrN3714MDAygsLAQJpMJt912Gz7++GNDxyCRDDX79+/H6aefjoULlWWi8vPzAcBQb7dQlObPn4+pU6ciKSnJUOVJ9FUofgUFBViyZImhz+r69etx6NAh3H777QCAwsJClJWVGepNLyoqQmFhIYgIt956K0JCQvC3v/3NsOtLJJLhzbZt21BdXY1rrrkGAJCbm4vTTz9dKk+SYc+QKk/CNTthwgTbNqMnM83NzdizZw/mz58PADj//PNBRIZOZkpLS239BoDQ0FDk5uYa5nquqKjAhg0bcOuttyI8PBwAMHPmTEM9T+JaM2fOBAD88Ic/RHh4OP76178a1oZEMtRUVFTYyZuEhASkpKQY6nnatGkTJkyYgOzsbISEhOCCCy7Apk2bDKuMJ/qqljkTJkzAkSNH0N5uzPJXq1evRmZmJpYuXQpAkQsWiwUlJSWGXH9gYAAlJSU2eZOeno7LL78czz//fECqrUokkuHH66+/jvDwcLulEFasWIHPP/98xC/xIDm5GVLlSZT2zsvLs20T1lSjlKfNmzcDgC18JjExETNnzjSsApbFYsH+/ftt/Rbk5eUZVrr8b3/7G0JDQ3HLLbfYthUWFqK0tBQ9PT2GtFFUVITY2FjbZ5GcnIyrr74aL730Eo4dO2ZIGxLJUNLf34+amho7eQMoMscoeTM4OIgtW7bYjDWAInvq6upw8OBBQ9ooKyvD6NGjMW7cONs2MSYjDDalpaX45JNP8KMf/QgmkwkAbKHCRnm79+3bh/7+ftt1AeD222/HkSNHRvxafBKJxDMWiwWvv/46LrnkEsTHx9u2L1++HBaLBevXrx+6zkkkHhhyz1NERATS09Nt23JychAREWGYJXjTpk2Ii4uze0nPnz8fX331lSEWzpqaGvT29tpZgQHFElxRUWGItfm1117D8uXLkZaWZttWWFgIs9lsmCV4586dmDFjBkJCTnwlbrvtNnR2do6IwhHvv/++ywIaFosFf/nLX9DV1RXcTgWZtWvXYtasWbLkswtqampgsVjsPE8AbHmWRjyrRUVFOHr0qM1YA8CmSBnl7RaebiKybRNjMkJ5WrNmDUJDQ3HzzTfbtmVlZSEhIcEwb7e4jlouz507F1OmTMFrr71mSBuBpL6+3u3aVFu2bMGXX34ZxB4Fn66uLkyaNCkg65hJTn6+/vpr1NXV2UL2BIWFhcjMzJShe5JhzZB7nnJzc+0m7KGhoZg0aZJhluCNGzfi/PPPt1lQAWUyMzAwgM8//9zv6zvmHwjy8vLQ1dWFlpYWv67f3d2NxsZGzJo1y267CHcxYjJjNpuxe/duu4mMuo1gLP7rL7fddhv+8Ic/aO7bvXs3fvrTn54UJVBra2tdTvK/+uor7Ny5Ex0dHZr7jxw5ctIrkO4Q32NH5amgoAAdHR1+P6vAifWd5s2bZ9uWl5eHjIwMw7zdZWVlTvJm/PjxAIx5Vg8ePIisrCyoFxcmIkNDhYuKihATE4OJEyc6tTES5M0//vEP3HjjjS6ftbvuugu//vWvg9upANDR0eEy8qC6uhoHDx50mT9sNpvR0NAQyO75DREtJKL9RFRORPe6Oe4MIjIT0ZXB7N/JzNq1axEREWELDRYQEZYvX46PPvpIhvBKhi1D7nlyDKEBYFjFverqalRWVtpZgQHFwmkymQyxBGvlHwDGWYJFCeXc3Fy77dnZ2YZZgsvLy9Hd3e2kPEVFRSE1NXXYV8BiZjQ3N7uc/DY3N9v9HqmUl5cjOzvbForqiBi/q1jxFStW4Ec/+lHA+jfcEc+io8wRz64RMmfTpk2YOnUqUlJSbNuICAsWLMDmzZv99gp2dnaivr7eSd5ER0cjLS3NEM9TVVWVk7wBFItwcXExBgYG/G5j586dmD59OkJDQ+225+bmora21pA2AomQJe5kzkiXNwBwxRVX4NZbb9XcJ+SMq3vw73//25aLNxwholAAqwEsAjAFwLVENMXFcY8C+DC4PTx5MZvN+M9//oPFixdj9OjRTvtXrFiBnp4eufabZNgyZMoTMzslbwsKCgpQWVmJvr4+v9oQk0x1/gEAxMTE4KyzzjJEeSorK0NSUpKtWqBATND8taIKxcVxMkNEmDFjhiE5COIawtOkJjc3d9grT52dnejv73epNHh6yY8UysvLwcwuc2c8jfPgwYOndPXE8vJyxMTE2Ck2gHF5ln19ffj888+djDWAIoPa2tr8DrMVn5+j5wkwLs/SnfLU39/vt5JpsViwa9cuJ2MNoMgbi8Vi6LpYgcCdoYKZ0draOuLlDaB831zJG0/GmoMHD6K3t3c4f5ZnAihn5kpm7gewBsByjePuAPAGgJH/gQ4TvvjiCzQ2NjqF7AnOO+88xMfHnxTRIpKTkyFTnpqbm9Hd3e3S82SxWPxOsN64cSOSk5Nx2mmnOe2bP38+duzY4TLsQi+OlfYEOTk5CAkJMczzlJOT47SvsLAQJSUlGBwc9KuNoqIihIeHY8oUJ6MbcnJyDF1A1Ff+8pe/YOrUqZr7xEvc1WTF0/5XX30V2dnZw97a3dTUBMD1OMQkRmsyY7FY0NraarvGqYgw1qhzhQAgIyMDMTExfisFX3/9NXp6epyMNcAJA46/oXuuPN3AiTxLf+jp6UFzc7NLeQP4HypcUVGBrq4uTeVJtDvUMqelpQXx8fH44osvXO5X/1Zz7Ngx9PX1ob29XVOmdHV1ISUlZdgnxFssFrcefXfyBjhxb4axzEkHoNbs6qzbbBBROoDLADzj6WJEdAsRbSei7bJSnHvWrl2LqKgoXHrppZr7w8LCcOmll+Ldd9/1e34jkQSCIVOeXOUfAMZZgj///HPMmzfPabIEABdccAEsFovfSb1a+QcAEB4ejszMTEM8T9HR0UhOTnbaN3PmTPT29vp9n4qKijB16lSEhYU57cvNzcWhQ4eGXIBt27YNe/fu1YyBFi/p9vZ2mM1mp/2ePDLbt2/HoUOHhvNLHoB/ylNHRwcGBwfR1NRkWMnskUZ5ebmmvCEi5OfnGyJviAjnn3++076MjAzk5eVh69atfrVRVlaGsLAwW46TmgkTJqCxsRHd3d0+X99VmDAATJo0CdHR0X57uz15ugEMube7tLQUR48edTlWd14X9bbDhw877a+pqUFLSwu+/fZbg3obGNrb2zE4OIiWlhZNmXESKE/OEwPAcaBPAriHmZ1fLI4nMj/HzLOZebY6X1Biz+DgINatW4clS5YgNjbW5XHLly9HW1vbSV94RTIyGTLlyVX+AaC8pInIL0twf38/Dh06pGmhBU5YbisrK31u4/Dhwzh8+LDLNvLy8vy2BFdVVSEnJ0dTATTCEszMKCoq0pzIAMpkxmw2o66uzuc2jEC0r5VHIF7SzIy2tjan/Z6UJ/FyH+oxAkqBkP7+fs197pQnESrkar/YNjAw4DIH4ejRoyetYmU2m1FZWakpbwBj8iwrKiowbtw4xMXFuWzDH3kDKJP6vLw8TUOHGJs/bbgKEwaUYj7Tp0/32/NUVFSEsLAwzYiAjIwMhIaGDrnyJGSBq4m/XuVJ61kcTvLGbDa7LAgh+tnb26tZaEavx9/VPezr6zNsqQ0fqQOQqfo/A4BjhYvZANYQUTWAKwH8lYhWBKV3JymfffYZWlpacPXVV7s9buHChQgPD5ehe5JhyZB6nkJCQpCdne20Lzo6GtnZ2X5ZgkVVMq3wEwBISUlBZGSkX+EhrirtCSZMmGCI58nVGCZPnoyoqCi/LMG1tbVoa2vTDKEBToTRDPVkpr6+HoD2i1itULmbzHhSnkQbQ8ncuXNx3333ae5zpzwdPXrUFiKkdQ/U52jdw9bWVqSmpp605WHr6+vR39+v6XkClGe4trbWr2qE1dXVLp9VwJgQWFeebuCEF98fmSOec1fjKCwsRFFRkV+FL3bu3InTTjvNtuC3GpPJhMzMzGEtbwYGBmyLEXtSnrSMPcNJ3jz77LPIzc3VNNiox64lc/z1PK1cuRJXXXWV1302kG8BTCSiXCIKB/BdAO+oD2DmXGbOYeYcAOsA/JiZ3wp6T08i1q5di5iYGCxevNjtcaNGjcKFF16It99++6Q16klGLkPqecrOztZ8gQL+W4JramoAQFM5A5RQnaysLNtxvuAu/wBQLMFtbW1+5VVVV1drWoEBYyzB4lx3nifRj6GCmd1agtUvdndeF1fhJ8PFEjwwMIDdu3e7LCrgTnlST2B8UZ7Ky8vR29uLHTt2eN3vkYA7Tzdw4hn2p6BGTU2NS3kDKLKos7PTZ3kwMDCA8vJyl/LGiAqf1dXViIiIQGpqqub+mTNnoqury+c2PHm6AUXmDHXOkzt548mz5EkeDRd5AwA7duxAW1sbGhsbnfbpVZ56eno0Q0U9KU/FxcVDKm+YeRDA7VCq6JUCeJ2Z9xLRbUR025B17CRmYGAAb7zxBpYtW4bo6GiPxy9fvhyVlZXYs2dPEHonkehnSJUnV1ZgQLEE79+/32cLp1CKPFmC/VGeysrKEBkZ6XLC5O9kpqOjAx0dHS6VJ8B/S3BRURFCQkJw+umna+7PzMxESEjIkFqCOzo6bOEdnpQnd5bg3t5ezRCV4WIJrq2thcVicdkPd8qTp3vgSXkSbQ61xT9QuMuxBPzPszSbzaitrfUobwD4LHMqKiowODjo0vOUkJCAxMREvz1PotiNFv6GCtfX1+Pw4cMuPd3A8Kjw6c7zpFfeOB4rGC7yBjjxvGv1RT12LQ+au3H29/fbjASulKf6+no0NTUNaegeM7/PzJOYeQIz/8G67RlmdioQwcw3MvO64Pfy5GHz5s1oa2vzGLInWLZsGYjopI2IkIxchjRsz5UVGFAswcePH/e5zGl1dTWICBkZGS6Pyc7O9svCWVpaismTJ7ucaIjx+ao8eQqhAZTJTGdnp8+TjZ07d2Ly5MkurUDh4eFIT08P+GSmp6cHDzzwgKYFU22hdTWZSUhIAOB6MiP2O77ke3t7bS95V5OZ//73v/jww8Av8SHusSuLtBh7W1ubUwEPMe7MzEyPypXWPRRtDvWkNVBUVFQgLCwMmZmZmvvz8vIQGhrqs7e7sbERAwMDHj1PgO9eXE+ebsD/PEt3YcIAcNppp8FkMvkcKizOc6c85eTkoLGxMeCT6jVr1uCzzz7T3KdHeUpISHApb6KjoxEeHu5Weero6NCUdw0NDfjDH/7g95pgenAnczx5nlpaWmzPk+N9UP+vdQ+7u7ttcneovYyS4LF27VqMHj0aCxcu1HV8amoqvvOd78i8J4nhPPLIIzjnnHN8jgQZEuXJbDajvb3do+cJ8N0SXFNTg/T0dJdhgYDykm5tbfV5FWt3+QcAbBWxfJ3MuKt8JZg+fToA+OzW3rt3r+0arghGGM0HH3yA//mf/9FUUtRKjavJjPgcHF/iwtskktMdJwFqi6orpeW+++7D/fffr3MkviMS/Ts7O508ZD09PTh69CjS09PBzE5VvMS4p0yZojmha25uxpgxYxAeHu7W8+RvQYPhSnl5OXJzc50WZRWEh4djwoQJfskbwHWYsHqfr54n0Td3ypO/5crdhQkDQEREBAoKCvySNwBcerqBE/Lu0KFDPrWhB2bGT37yEzz88MOa+9UFahyVGCFDTjvtNJfK09ixY5GcnOxWeQK0DTb//ve/cf/99/u9JpgnBgYGbPfYlecpLS0NgLPcFO9wsbyF430QcjU9Pd2tvAFOXpkjsae/vx///e9/sXz5ckRGRuo+b8WKFdixY8dwXi9MMsLo6+vD448/jq+++grXXHONT9Wkh0R5EovfevI8AfDZElxdXe12IgP4N5np6elBdXW124lMbGwsUlNTfQ6jcVf5SiD2+TIGs9mMQ4cOub2+aCPQHgkxUdBqR7xo4+LiXCpPaWlpGDNmjNNLXrzUxRpRjvvF9eLi4jQnEBaLBVVVVdi7d2/ALcHqsTv2RUxGxKTT1TinTJmCw4cPO+V2tbS0ICUlBampqW49T0MdRhMoKioq3MobwL88S3frsQnGjh2LqKgovzxPGRkZbsv75uXloaamxmXFRnd0dnaivb1dlzzwVQGsrq5GUlISRo0a5fb6QGC9oE1NTWhvb9dsQ5T0j4uLg9lsdqrgKZ69qVOnorW1VfNZS05Odqs8iYqMWjJHKBOBVp5EmLCrfjQ1NSE7OxtxcXFO42hrawMz24xSjsqTOP7000/HkSNHnBa8VxuqTlZvt8SeTz75BEeOHNEdsidYvlxZt/idd97xcKREoo933nkH7e3tuO666/DRRx/hl7/8pdfXGFLlyZ3nKSkpCYmJiX5ZggOpPB04cADM7FZ5AvyzBFdVVWH06NGIj493eUxSUhKio6N9mpA1NDRgcHDQ7YQPUCaEDQ0NTi9AIxGWbK0XqXjRFhYWulSekpOTMXbsWJfhI648T+J6s2bNQn19vdNEqLGxEf39/ejp6Qm4hdSd8iT66Up5amlpwahRo5CZmYnBwUEnV7S4R6mpqZr5C+r2TsYwGldrPKnJz8/HwYMHfbJCCRmSlZXl8hgiQnZ2tl+eJz3yxmKx+NSGnjBhsb+6utqnClieKhKq2w/kpFooJtXV1U5GkebmZpjNZsyaNQuAs7e7paUFYWFhyMvLw8DAAI4ePWq3X4/nSVxby9stxh3oJHn1/XUVtpeamqo5Dk9yVa08Ac45U2p5I5WnU4N169YhLi4OF198sVfn5efnY/LkyTLvSWIYL774IjIyMvDSSy/hzjvvxFNPPYXnnnvOq2sMifLU29sLAJoLPQqICAUFBT5ZggcHBz0mbwP+rWYv+uUubA9QLMG+ep5ECI3WGk8CfyZkekKNAMUSzMwBDaMRkxktBaW+vh7JycnIyspymsgMDg6ira3No/IkwkvcKU99fX1OVmZ1f4ywBBcXF+Pll1/W3FdZWWn7TrpSnkSIpdZkZuzYsRCLM2pNZoTy5CqMRrSt9RnU1dXhySefHJElYwcHB9HV1eXR81RQUICBgQGflOTq6mokJyd7rCDla7lyZvYYJgyc8Ob7InP0hAkDirzo6upyuV6YO/QYtcaNG4eIiIiAKvHiWe7r63OqNCeePXfKk/AsAdr5Pq6Up4GBARw+fNh27UB7ngYGBvDII49oxvWLdnJyclx6nlJTU5GSkuJSOcrJyUFkZKRLz5OQV473ULSXk5Oj+bwxM55++mmpWJ1EfPPNN5g7d67bVApXLF++HJs3b/arcrFEAiiy58MPP8QNN9yA0NBQPP7441i4cCF+8pOfYPPmzbqvM2Sep3HjxiEmJsbtcfn5+T55nhoaGmA2m3W9pE0mk0+KR1lZGYgIEydOdHvchAkTUF9f71MoVFVVlceJDOD7hExPqBEQ+DCa3t5eHDx40GUbdXV1yMjIsE381RN48dJ2FSYj/s/IyNAMPxEvdVE62XESoe6PEZOZ+++/H6tWrdL04lVVVWHu3LkAnC3BnjxPjsqT1mQmJSUF48aNc5rIMDPq6+ttbWt9Bs8//zx+/vOf+7Wm2FAhjDV6PE+Ab3mWepQCAD4bOhoaGnDs2DFdnifAtzxLPWHCgO9VA5kZNTU1HuWNWP8vGJ4nwPn7LmTA7NmzAThP/Jubm5GSkqJpqGBmO+WqubnZTl6JYydMmID4+HgneWOxWGxy2Qh588EHH+C+++7D66+/7rSvqqoKJpMJZ511lpO86e/vR1tbm0fPk5A5WvImMjLSpsw73sO6ujokJCTgtNNOcxmqfccdd+DRRx/1ftCSYUdfXx/279/vMb/aFStWrMDg4CA2bNhgcM8kpxovv/wyLBYLbrzxRgDK2oJr1qzBxIkTceWVV+o2PA6Z8uTJCgwoluCWlhbbgoR60VOmHFDWSfJ1rafS0lLk5uYiKirK7XFinN5as5lZt/Lkr+fJXagREHjlqbS01KbsaoXR1NfXIz09HampqXYlcIETkxExmXHleUpOTta0oDY1NSEpKcn2XXGcRFRVVYGIkJmZ6fdkpq+vD5s2bYLZbHaaoHd1daG1tRVTpkxBQkKCpueJiDBp0iSYTCaXniUta7i4Z8Lz1Nraahea1tbWhr6+PsycORNRUVGan7MY+0h8eenJsQT8y7PUk2MJKM9qW1ub14vx6vV0p6SkICYmxifPU1VVFWJjYzFmzBi3x/laNbClpQW9vb267lOg8yxLSkps/XBsR8gAXzxPXV1d6Ovrw9ixY5GSkoLe3l67z1pcKzU1Fenp6U7yprGxEX19fcjOzkZtba3flnbxvGrJrsrKSmRlZSErKwsNDQ2aSp5QnhzD7vQYrZKTkzFu3DgA2p6n9PR05ObmorKy0smjrZY3I9HbLbFHvOOnTZvm0/lnnnkmoqOj8c033xjcM8mpBDPjhRdewHnnnWc3H4iLi8O7774LQCmP7xiKrcWQKU+erMCA75Zg8VLXO5nxxWuzf/9+TJ482eNxvlqCRRVATwog4PuErKamBsnJyR4VwLS0NISFhQVsMiNelMuWLUNvb6/mi1Z4ngDtEroibK+trQ1ms9m2v7W1FWFhYYiLi9N8yYvQlPT0dFtbaiorK5Geno5Zs2b5rTx9/vnnttLEjtcS93b8+PHIyMjQ9DwlJSUhLCzMpSXYledJPdFJTU0FM9vtF21lZGTYJjOOjHTliYg8Pkvx8fFITU31Wt6IkFY9z6qvXhuxeK8nmUNEPudZijLl7sKEAd/HoDdMWLQRKHljNpuxb98+LFmyBICzYau+vh5hYWHIzc1FdHS0S+XJ3bMmwvbE8QK18pSRkeHS071s2TIA/uU9MbNb5amqqgrjx49Heno6+vv77Sp4qvuZnJzstDyCGOeYMWNcep7UCqaW5yk9PR3jx4/HsWPHnAykor+HDh3yOe9ZMnwoLi4G4L7KpjtCQ0Nx+umnY9euXQb2SnKq8cUXX6C8vBwrV6502jdhwgS88cYbOHjwIL773e96zH0eEuVpYGBAl+dJ5ER5+xLV61EBfFsol5lRWVmpSwH0NQdBb/4B4PtkRk/yNnDCQ+dvDsLRo0cxMDDgtL2kpAQRERG2RFL1593T04O2tjab5wlwrzwxs92LuLW1FUlJSSAiTQuqUJ5SU1MREhKiOZkZP348pk2bhoMHD2qGX4rKU57YsGEDwsPDERYW5lJ5ys3NRXp6uqbnSYzfUXkSypCrnCf1PdK6h6ItoTw5Pm/Hjx9HeXk5YmNj8fXXX/uU6zKU9PX1ISsrCxERER6PHT9+vNfyprm5WbdHxdciNZWVlYiKirJZ8t3ha56lpzLlgsTERMTExHgtD/SGCQPKc9DW1qa5qLVeLBaLZtRCeXk5ent7MXv2bM017IRXJCQkxClHUB2W56/ypPWcOypPWkpPd3e3rjDw/fv3o7q6GrGxsSgpKXGSUSKyQayFqLWenlCemNkuH7SlpQWJiYkwmUxulafw8HCMGTPGpUHMVVRDSUmJrarkSDTYSOwpLi5GRESExzQHd8yYMQO7du2SnkiJz7z44ouIjY3FlVdeqbl/3rx5WL16NT744AP86le/cnutIVskV4/i4WvVperqaqSkpHj0qADKZMbbSnLt7e04duyY7olGfHy815ZgvfkHgO8TMr15GqIf/liCS0pKkJmZiXvvvVdzX0FBgU2wqi3BDQ0NAKBLedKarIiXuDjGlecpLCwMKSkpTh6fyspK5ObmYtq0abBYLE4hXbW1tcjIyMBtt93mUahv2LAB5513HvLz850mRWLMepUntRLY2dmJgYEBJCcnIyIiAqNHj7abzIhjPSlPIoymqqrKbiz79u0DM+PWW2+FxWLBxx9/7Hacww29nm7At++53jBh9THeKh56vUKAIlsrKyvtPLCe8CZMWHjxAul5Ev3w1WAzODiISy+9FPn5+bacN4F49qZNm6bpaRVeEQBOylNXVxd6e3uRnJyMyMhIjBo1yqWhwp3ylJKSYlsDSW3hrKysBBHh3HPPRVxcnKby9IMf/ACTJk2yyUZXCKXjlltuQXt7u11hDBEmLOQNoL2enlCeHMfR2tpqJ1e11nkS+x3v4cDAAJqammyeJzFuNSUlJZgzZw6mTJkilaeTgOLiYtsC274yY8YMHD161OdqpZJTm66uLqxduxZXX3212+U+brnlFvz0pz/Fk08+6fZ6Q6Y86fE8RUVFITU11esXqJ6kZIE4zpsF2LzxCgG+WYL1lg1WH+PNfRLljL25T74qT83NzViyZAmOHTuGdevWaca3T5s2DdnZ2SAizRK67sL2RFieK0uw2O4YfsLMdkqJYxhNX18fGhoakJuba1snyjGM5r333kNvby+ee+45tw/boUOHsG/fPixatAjTpk3T9DyNGjUKY8aMQUZGBpqbm+28dO48T+JvMU5HS7Anz1NdXZ3Nyj5+/Hjbej8C0debbroJCQkJI24yozfHElCe6bq6Ok0PqSu8CRNOTU1FeHi4T15ib+RNf3+/ZgU1V4iwX73ywJdw5+rqasTHx9vWOHKHv+XKf/7zn+ODDz5Aa2srPvvsM7t9e/bsQUhICKZMmaLpaRReEcB54q9+lgDnZ02P5yk+Ph6RkZHIyMiAxWKxu35VVRXS09MRGRmJqVOnOsmJ7u5uvPfee6irq8OyZcvcLvC+YcMG5OfnY+nSpQC0i2SIMGExbnU/AUXJc6U8qeXN8ePHbSHJau+c1j0URX9ceZ4GBgZQWlqKadOmYdGiRfjss8+8DkmXDC+Ki4t9DtkTzJgxAwBQVFRkQI8kpxrr1q1Dd3c3Vq1a5fHYP/3pT7jkkkvcHmOI8kREC4loPxGVE5Gza0GDQFqC9SZvA74lP3vjFQJ8W+tJLCbpTkMWpKSkeD0ha2lpsSUm6yE3Nxetra22F6Reenp6sGLFCrS2tuK2227DoUOH7Lw37e3taGhowLRp0xAZGYm0tDTN9Y7S09MRHx+P8PBwp8lMcnIyiEiX8qQOP+ns7ERvb69NoXBM4K6pqQEzY/z48Zg4cSIiIiKcJjMbNmxAdnY2Lr/8cvzyl7/E+vXrNe+DUDiE8lRXV2eXDC48XESE9PR0MLPNUuyo5DkWvlBP2MRvV8pTSkoKAGfPU0pKii3PA3CuMhgVFYVJkybh4osvxgcffBDwBYM94Y3MGRwc9EreWCwWr4wp3nhUQkJCfAqB1esVAnzLs/TWIORLkRpvPd3qfnnD6tWr8fTTT+PHP/4xIiIinJT9kpIS5OXlISoqCrm5uaivr7dFHjCzW8+TN8qTVgit+jkWbahljpADAGxGFrWxafPmzejv78edd96JnTt34vrrr9d8Fru7u/Hpp5/a5A1gb/hRe7pTUlIQEhLiFLaXkJCAiIgIm8xwpzypx97Z2Yn+/n7beY73UC3TR40ahaSkJDvPU3l5Ofr7+23KU39/v1clhCXDi5aWFjQ3N/utPE2bNg0hISEy70niEy+88AImTZqEc845x+OxJpMJb775pttj/FaeiCgUwGoAiwBMAXAtEU1xd05oaCgSEhJ0Xd9bj4fFYtGdvC2uD3gX8uaNVwhQLMHV1dVeWbO9mSyJ0r7eTDS8yT8AfJvMMDNWrVqFr7/+Gq+88gp+/etfA1DK5wrUITSiHfWLVO15IiKnF7E6PMRV2J5aeVLvV4emAHAKl1NPMEwmEwoKCuyUp/7+fmzcuBGLFi3Cyy+/jMLCQlx77bW25Fg1QsnKz8/XnMyI3CoxVvXYjx49ir6+PjvPk9rSq6U8Od6DiIgIjBo1ClFRUYiLi3PyPImJnFaeYUlJCaZMmYLQ0FAsWrQITU1N2L17t9MYg4UvMkev8uSLx6OmpgYJCQkYPXq0ruO9VTw6OjrQ0dHhlbwBvMuz9NYglJOTgyNHjqCzs1N3G954upOSkhATE+O14ezDDz/Ez372MyxduhRPPfUUzj//fDt5A5zwdAMn1rATn0dHRwd6enrslKf29nabciVCYIVioPWsRUdHIyYmBhEREYiLi7MLsXX0dAPOC8aqlaejR4/aKTUffPABYmJi8Mgjj+CJJ57AG2+8gQceeMDpPmzZsgX9/f1YtGgRxowZg3Hjxrn0PJlMJqSmpjp5ntTyRj12MU5XypOjgum4xIQYj7jHjgZS9Tvh3HPPRUxMzIjzdktOID5Pf5Wn6OhoTJo0SSpPEq85ePAgtm7dipUrV+oKfQfgcc1GIzxPZwIoZ+ZKZu4HsAbAcncn6EncFuTm5qK2ttZj5QtBc3Mz+vv7dVs4RWKwN5MZEX4SHx+v6/gJEybAbDZ7raDpnWgA3k/IvLGWA75NKh999FGsWbMGDz/8MC6//HJkZmbitNNOs3sROipPjmE09fX1GDVqFEaNGgVA2xIsXtKixLJ4iff19eHYsWMulStH5SkjIwMdHR02pcRxQukYbieq5y1atAgxMTF45513MHr0aCxdutSuj2oli4hsYxXXcsw3ccxBcOyn4zgcJyuOOQhq75zWPVSHKYk+OC4OLPq8cOFCAEOexO21zPEmbA/wzkjgjacb8P5Z9dYrlJGRgbCwMJ+UJ2/C9gD9Ridm9uo+ibwqb+RNZWUlrr76akydOhWvvfaaTdkvKyuz3UNR/EQtb4AT41cXTwFOPHN6nzW1R0bs9+R5Em329fWhvr7e1ictObFhwwbMnz8fERER+PnPf44f/vCH+OMf/+i08PaGDRsQHR2N8847z3YtR+VJXZbeMWRZ3c/4+Hi75RHMZrNtYXL1vXB1j1JTU9HT02Mr/uF4j7WUp9DQUBQUFCAiIgILFiyQJctHMMKY6GuZcjWFhYVSeZJ4zUsvvYSQkBBcf/31hl3TCOUpHYA6xqXOus0OIrqFiLYT0faQEP3N5ubmYnBwUHf8vrcelbCwMGRkZHgdtqd3IgOcmLjpDaMR+UjetOGr58nbMBpvJjMvv/wy5s2bh3vuuce2zTGGvaSkBAkJCUhLS7O1U1dXh/7+fgAnKl8JtJQnYQU2mUxITEy0TWYcPTKO4SdanifRphhrRESErcLZtGnT0NDQYMsHEtXz5s+fbzv/3XffxeHDh7FixQpbRazPP/8cXV1dWLRoEQAgMzPTLhm8paUFx48ft91jR4u0J+VJy/N0+PBh22RDfY+07qH6Hou8K/E5t7a2orm52fbiS0lJwcyZM4daefIoc9TyJjQ01DYh9URmZiZCQ0O99jx5Y+jIyclBU1OTUyEDV3jrFRLj9SZsr6qqCgkJCbrykQDvPfZHjhxBV1eXV0qmtyHbb7/9Njo7O/HGG2/Ywp3FMye+r6L4idrzBJy4x45eEcccQVf5heJZc1SeHENs1UrJmDFjEBERYWtThAmLPok8SyEnDh48iMrKStuYiAirV6/G/PnzcfPNN2Pr1q0AnJUsQJFd+/btsxURUYcJi/E6hu2JfoaEhNh52Nrb28HMXnme1Pewvr4eERERSExMBKAosDU1Nba+lZSUYOLEiYiMjLR9htXV1bZy/ZKRRXFxsV3unD/MmDEDhw4d8nrtT8mpi9lsxj//+U9ccskltnmmERihPGn5wJxMRMz8HDPPZubZetZHEnjr8fDWoyKODaRXyNschMbGRvT393ulPOXk5KC5uVlXCVtAuU+JiYk2j44nUlJSEBkZqVtBs1gsqKysxOzZs+3cpAsXLrSLYRdeDXGMYxhNXV2dTZkA7Cf+jonJgL0l2FGp0BO2B5xQWiorK5GTkwOh7Dtagjds2IC5c+fa5aXNnDkTr7zyCrZt24aVK1eCmfHBBx/YKVlEZJcMrg6hAYCEhARERkbaJjN6lKfY2FjbZGPs2LEYGBiwLfTmeI/U97C7uxsdHR1291jt/XP0DALKZOarr77CEOJR5qjlzYwZM3R/z00mEzIyMnTLG289KsAJ2XTo0CFdx3vrFQK8z7P0piAF4H2uqLdGLUCRBdXV1bo9DhUVFYiPj7dTlCdNmoTc3Fyn9Y7E9zktLQ3h4eE2T6s6HwfQVp7i4uJsSol41kT4oroKHWDveerq6kJXV5ftmiK/UW2sEeMGFDmQkZHhtMaa8P4CivFv3bp1yM3NxWWXXYbKykonJUuMt7e31+aNVIcJA+49T47j0DLWqLd7Up6ETFfL/IGBAVv7ak+3erwydG9kYkSxCIEoGjGUYeOSkcUnn3yC+vp6XYUivMEI5akOQKbq/wwA7muoeoG3Hg9vPSriWL2TADFZ8maiMW7cOERFRekOo/FlsuTthMzbCZ+3YTQiCdsx10Qdw87M2LNnj92LUiuMxtHz1NraisHBQdt6J+rJitpC6mgldgw/aWpqQlhYmC3/zjHXyNHDqFaeamtrsXfvXrsJiuCyyy7DI488grVr1+LBBx/UVLLUyeCOkybHSZUe5Ult7XZMVHenPDlOFkU/xGTSlfLkTRnsABBwmaP3e97e3o7u7m6vPU+AfsWjqqoKo0eP1p0nCpyo8KlX8fDWICSMKXqNTr4YtXJyctDZ2al7XbHy8nJMmDDBzlhDRFi0aBE2bdqEvr4+W/ETIWdCQkLs5Jp49oWFUkt5cpQ3Yrv47SpsT+QMqZUStcdHPHNqpUYdbrdhwwZMnjzZ6d2TkJCA9evXw2KxYMmSJVizZg0AOClPAOxkjvo66enpOHr0qE3B6+7udqk8OcrV2NhYREREOClPSUlJmvfQUaarZX5XVxcqKyvt5E1OTg7y8/Ol8jQCGRwcxN69ew1TnqZPnw4AMnRPopsXXngBiYmJtqqjRmGE8vQtgIlElEtE4QC+C+AdA64LQAmjCQkJ0T3RqKmpwZgxY3RVqRPk5OSgvr5eV16VWBDTG+WJiLyyBHsbpgN4H0bjbaiR6I/eSaUYq2OuiTqGvaamBseOHbN7UapzbsxmMxobG508T2JRWEcLJ2Bf/Ur8Fvsdw08aGxttlaYAbc+TeiKTlpaGhIQElJSU2FXP0+JXv/oVVq5ciQcffBB79uxxOk6dDC4mTerPIyMjw87zpFbyxKRFTMa0vG9i/MxsV1RD3MPOzk4cP37cKUwJUD4DEUZTUlKCpKQku7C/73znO7rz/QJEQGWO8HjowVdjDaD/WRXGGr2JroDieRJr+XjCYrF4bRAiIq+qBvrqeQL0G84qKio0c9sWLVqE7u5ubN26FSUlJTjttNMQGhpq147a8yQWdwVOPEuulCfHZ00r5+nw4cMwm81ORhDA3uPjGCYMKHKitLQUnZ2d2LJli0t5M3HiRLz55ps4ePAgfvvb3zopWQUFBQgJCUFJSYlTmDBgL/u0+qnleRJjFwuQq5XEhIQE2z3U8jw5yhtAkbd79+61jVvNokWL8Omnn2qOXTJ8KS8vR19fn2HKU0pKCsaNGyeVJ4ku2tvb8dZbb+G6667zqtaCHvxWnph5EMDtAD4EUArgdWbe6+91BeHh4ZqrwLvCW48KoExmzGaz0wKpWvjiFQK8W+vJnwmZnsmML6FGgHeTSjFWrSpnIoZ93bp1AE7E9gMnwmiqqqrQ3NwMs9ns5HkClBexXuXJcTIjlA7H0JSYmBjExcWhvr7eVuFMPcEQxR727NmDDRs2ICsrCwUFBZrjJyI888wztoRtLeUJUCzBVVVVSE1Ntavu4uh5Sk1NtU2eo6Ki7BbndOV5am1ttZUNdlSeAGWS45i8DSiW4IGBATQ0NKCkpARTp061m7ibTCZcfPHFmuMOBoGWOTk5OWhsbNQVAuvNArmC9PR0hIaGeuV58kXeAPoq7jU3N6Ovr88r5QmAVwvl1tTUICYmxpbnogdvincMDg6iurpaU95ccMEFCA8Px4YNG7Bnzx47eQPYh6k6ekVEbo5aeVIbEtTPWnd3N3p7e53kjVgeQUspEc85MzuFCQOKbBwYGMBzzz2Hvr4+l8oTAMybNw/PPPMMAGDx4sV2+6KiopCXl2eTN2LcAnWepV7lyVHmqD1PanmTmJgIk8lkq7inLlADAFlZWQgJCUFVVZWmpxuArWS50Xha8oCIvk9ExdafL4louuGdOIkRxSKMUp4AJXRPKk8SPbz22mvo7+/HypUrDb+2Ies8MfP7zDyJmScw8x+MuKYabzwevnhUvPHa+OIVAhQlorKyUtf6OFVVVRg3bpwth0UPaWlpMJlMusbQ1taG48eP+3SfhFLhiYqKCoSFhSEzM9Npn5gAiEVl1ZMZdRiNllfEk/KktvS2tLTAZDLZeUnUkwBH5Qk44fFx9TmLMJpPPvnEVj3PFeHh4Vi/fj22bt2KKVPsK2mrk8HVa7uo+yEmVVr9VCeiuwvb07pH6nvoKmwPUD7DvXv3alZJuuOOO1yOOxgEUuaI8et5lnwxdIi8Kj3X1wqx0oM3eZa+GoS8yRUVctkb75k3+a6HDh1yuZ5XTEwMzj//fKxduxZNTU1O3+fc3FwcOXIEHR0dTjmWgH2Yq7uwPVfySOx3pTz19vaivb1d83MWfX3yySftque54qabbsKnn36Khx56yGmfkF3qJRjU/QAUr5BWP1NSUtDd3Y3u7m7bOEWlPnEf1MqTWsEMCQlBSkoKmpqabGXf1fJGvCcqKytRUlKCmJgYp/tw3nnn4fHHH3c7dm/RueRBFYDzmfl0AL8H8JyhnTjJKS4utlVONIoZM2Zg3759tuUDJBJXvPjiiygsLLTlyhmJIcpToNHr8RCFBnzxPAHeTZZ8sQT39vaiocFzaobWZNoT3kzIfMk/ALTLWLuivLwcOTk5MJlMTvuys7NRUFCA+vp6ZGVlOVX4EmE0Wl4R9cRfeJAcJzPMjPb2drS2tiIpKcluwuZJeRKWYK38A0CZgBw7dsyuep47Ro0ahXPPPddpuzoZ3DF5W/Sjv78fhw8f1uynGIdW0Qy1NdyT8lRXV4e4uDjExMTY9ou+bN68Gd3d3ZrKk9aYTha88XjU1NQgNjbWq3wkQL/icfjwYacQKz0ID4Yez5PWZFpvGyIEzBO+eLrFchB65Q3guiT9okWLbPJES3kCFCXN0fMEnFCeBgcHcfjwYZfPmitPN6B495qamhASEmLLBQLsPT5aylNBQQFCQ0NRX1+PCy64QJdB7bzzztMMW582bZrNIKIeN6AvbA9QFKPW1lYkJiYiLCzMbr+rHEtxLSFv1O0JhIFUhFU6VuSNiIjAXXfd5XHsXuJxyQNm/pKZRdLd11DyKyU6KS4uxuTJkw0NmZoxYwYGBwexb98+w64pOfnYvXs3du7cGRCvEzCClCf1KvCuEBMNbxWbrKwsAPomS1VVVUhOTrabbOrBG0vw/v374U1FQoHewhe+WMsB2Pqkp2Ssq/wDgVA8tCbmIoxGyysiLJpqz5OrkDXHylfAiZe82WxGa2urpudJTGQAbc8ToFhLRfU8X5k2bRqKiopQW1vr1I7jZMaV8tTZ2YmBgQG7exAZGYlRo0bpUp4cQ2iAE2E0b7/9tt2YTxW8ybWprq722qMCKIqHXnmj7pNeIiIikJmZqVvehISE6F5IWOBNkRpfjFqAInP0yhvA9WLIWsUTBMJYUFpaira2Npeep7a2NjCz3bMUFRWF2NhYj8qT8DwlJyfb5VuJ53zv3r04cuSIkxElIiICkyZNchqDL0ybNg3MjPfeew8pKSl2YcLR0dFISEiwyZvQ0FA7z5Kj8qQeoxizq7A94MQ91DKIASdkvmMBoQCja5kVFTcBcFm1Qr08gp5cw1MBIyvtCYQXQYbuSdyxdu1amEwmfO973wvI9UeE8pSTkwNm9viS9tWjIpJ09YbteaucAfpzEDo6OtDU1OSTm1tvDoIveRqAkpQcEhKC0tJSt8cxs63ylSvcKU+5ublob2/Hvn37EBYWZveijo6OxujRo23KU1xcnJ01Vp3ArfWSF+En1dXVsFgsmp6npqYmHDx4UHMhZBFuN3fuXN3lr12hXntFK2wPUD4rLSVPKE9aEzbxv7uiGiEhITZLsKMVWKx9JsrBnnbaaX6Nc6Qxbtw4W96dJ3xVCrKzs9HQ0OAxj8PXkDpAf55laWkpJkyY4LV1WG+epaiY58sYCgoKPMobQJGrUVFRdsUW1EyePBk5OTlOxU+AE4rp559/DsDZKyIm/lqebuDEs+ZYSAGwX1vOVZgwANsaTVpKspCRRihPgGKR1WpHVP7TUvL0KE/Hjx9HZ2en3QK6Aj2ep8bGRrS2tgZTedK1zAoAENEFUJSne7T2A/bLIzjen1ORo0ePoqamxnDlKS8vDzExMSgqKjL0upKTi3fffRdz5861MwIZyYhQnvSG0fgaUifO0eu18dYKDChVA00mk0dLcFlZGQAgPz/f6zays7NRX1/vcUJWXV2NUaNGeV0xLTIyErm5ubY+uuLw4cM4duyYW8/Teeedh+uuuw5XX3210z5xf7du3Yq0tDSnEA7xItaycDrmIDi+xMTxIjFZS3myWCz48ssvNRdWHT16NO6880788pe/dDk2vWiVaFf3A1Csa1pKnljPSkzotCYz6jwM9f7Q0FCMHTvWpedJ3Z/c3Fy/lcSRRkhIiFdeXF/ljcVi8VikRvTBF5mjt8JnWVmZT/JGb66or0YtQJGDjY2NtjXLXFFRUYHx48c7yQoBEeGBBx7AXXfd5eQlFIsDCwVGS3k6fvy4LXxQS+a4etbUyyNoKU+iEIw75WnlypW44447dC/07Irx48cjKirK9rcjwuvuytMNuJar4n+h6GopTy0tLaitrUVISIjT9R3LswcJXUseENHpAJ4HsJyZ24LUtxHPnj17ABhbLAJQ5PP06dOl50nikurqauzZswdLliwJWBsjSnnyZAn25yWtJwfBbDbj0KFDPk1kTCYTcnJyPFqChWLiq+eJmT1OyHxJ3hYUFBR4VJ7cVdoThIeH41//+hcKCwud9okX6Z49e5wmMoA+5cmV50kcL6oAubIE79mzx+Xn/Oc//9mpmpUvaJVoF6SmpiIkJAQ7duzQ7GdycjIsFovts9AKTxSeJ3XZYPX1a2tr0dTUpHmPRX9OtZA9gZ4iNUePHsXRo0d9ljeAZ8WjqqoKSUlJXi29IJgwYQIOHz7sVvEYHBzEwYMHfZI348aNg8lkCqhRS/TLU+heeXm5W2MNAKxatQr33KPtOBg/frxtsqcVtgeckBnuPE9RUVF2Id3q5RG0lJKwsDCkpKTY2tZSahYuXIinnnrK7dj0EBoaavMiu/I8uVKe1EYpV+HQwIkJs5byZDabsXv3bqSkpNjlSzn2J4gyx+OSB0SUBeBNAD9g5gPB6tjJQCAq7QlExT09Bbgkpx7vvfceAEjlKS0tDWFhYR4nM9XV1YiLi/NpDZqcnBwcOnTI7cNYX1+PgYEBnyYBgOJu9mQJLi0tRXh4uE9t6A2j8SV5W5Cfn48DBw64XSTV1RpPelG/SLW8Iu6UJ+Gira+vR2dnp8uXvCvlSavqXKDIz89HaGiordiHGpPJhNTUVGzfvl2zn2IcIvnbXdie4z0Q19u1axeYWSpPGuhZENrX8Ff1OZ6eVV/DhIETz587mVNVVYX+/n6fPE+hoaHIysoKuOcJgNvQPYvFgsrKSq9zttRoFU8QOCpPjmF/wlChZawR+0XYn+NzDJyQcVphwkYjnmdXylNTUxNqa2ud+hkdHY3Y2Fhb7pcrz5OQR1rKEwBs377drbxJTk7WvIeBwNWSB0R0GxHdZj3s/wEYA+CvRLSLiLYHpXMnAcXFxYiLi9N8h/vLjBkzcOzYMd3LPUhOLd59911MmjTJli8aCEaE8iRe0p4eFF/zDwDlxS7WtnGFPyE0gGIJLi8vB7NmWDUAxfM0ceJEzSp1nvAmjMbXCVl+fj76+vrcfhbl5eUgIp/vU0JCgm0S4a3nKSwsDImJibZKPJ48T44TIXV7/obJeEIkg2dnZ9vlFwgyMjLQ2NgIwLXyJCy9rpQnkb/gSGpqqu3a7sL2HNfEOVXIzc1FW1sbjh075vIYXwuvAEoYLxHpMnT4I28A93mW/oQJA/o89jU1NYiMjHR61vQwfvx4hIWFufV2izW5fDXWiHYAIDY2FqNHj7bbp1aeHJc+ADwbKpKTk7F//34MDAxoKk9C5gRa3gAnnmdXYXuieqdWP5OTk1FaWgqLxeJSeXLneQLgtOi5ICUlBVFRUUE31mgtecDMzzDzM9a/b2bmBGaeYf2ZHdQOjmBEsQhfIlw8IYtGSFzR1dWFzZs3B9TrBIwQ5QnQF0ZTUlLi83oC4jwh/LXwtfKVIC8vz5ZQ64rS0lKfx5CRkeFxQtbR0eFzqBFw4j65swRXVFQgMzPTr/Kk4h678jx1dnZqho8AyovcnUcGUCaUsbGxTuFQSUlJthC3QHueAODHP/4xfvjDH2ru06oy6Pj/nj17EBsba8tlECQnJ2NgYAAHDx50qTxptSO44IILsHjxYixYsED/YE4i9ORZirw5XypjhoeHY8KECW7ljcViMUR5cud5Es+xr8qTnlzR6upqZGVl+TSJMplMmDhxokd5A7gPE/aEJ3kDKDJDFFtRM3bsWPT396OiosKl50kosO48T8GQN8uXL8ell16KWbNmOe3TWk9PjTq80FPYnqO88iRviAh33HEHVq1apXcokmGMxWJBSUlJQEL2AMUIEBISIpUniRMff/wx+vv7sXTp0oC2c9IoT0eOHEF1dbVmDo0ehCXDXQWXqqoqEJGttLm3eJrM9PX1obKy0ueJTHh4ONLS0txagv0JoQFOTLLcWYIrKir8msgAJyYSrjxPAJzKBgvGjh1ru8eOkxkRfsLMmhMEIrK1GYzJzO233+4yD0P0Y9SoUU6l8cW4GxsbNSdsYltjY6NH5UlrwpiWlob33nsvaCE0ww09eZZFRUWYMGGC0zpleiksLHQrbxobG9Hf3+/z9zA2NhYpKSlulaeysjKkpKR4vU6VIDs7G42NjW6XkfAnIgBQZI4neQP4HiYMuJc3Y8aMQWhoqFt5I/rhSnkS0QbuPE/BkDcTJkzA+vXrnbxrgPZ6emqSk5Nt3mrHccbGxiIiIgKNjY0ICwtzeiY8yRsAePTRRwNWVlgSXGpqanDs2LGAKU9RUVHIz8+XypPEifXr1yMuLg5z5swJaDsjRnnytCCjeIh8VZ7i4uIwfvx47Ny50+Ux1dXVSEtL89mj4qlceXl5Ocxms1+rcXuyBPuTvA0AiYmJtvANV+hJ3vaECCtxpzwBzhZQsU3krrna73gdNenp6SAivyZ8RiAmGVr9TExMtFnA3SlPgPY9ENeMiIgIWCnPkYyenKSioiKf5Q2gyKqqqiocOXJEc7+/zyrguVy5P55u4ESRmtraWpfH+FqRUFBQUIDy8nKXVUTLy8thMpl8NmoB7uVNSEiIzZPiTp5YLBa3+wH3ylMwwvbc4cnzpLU4sICIbNuSk5OdvIyxsbE2A5DWPZacXAivfKCUJ+BE0QiJRGCxWPDee+9h4cKFTkVpjGbEKE+ewmiE0uPvZMaT58kf62Bubi6IyKUl2N/8A8BzDoK/nifAvSVYhNP563kSoVBaky5PypPWorlqPClP48ePR05Ojt36UUOBmGRo9VNU8QL8U57S0tICEpM+0hk7diyio6Ndep46OjpQWVmJmTNn+tyGONfVBMDfMGHAfblyZva5TLnAU9XA48ePo7W11W95YzabXY6joqIC2dnZPuWJCrKzsxEREeFSgRHPiz/yRn0dNaJNX8I/jSQxMdFmGPRWeVJv07pH6mtK5enkR+QUBzJntrCwELW1tW7TICSnFtu3b0dzc3PAQ/aAEag8uZrMFBUVISMjw68wo5kzZ6KiosJlaV9/lafIyEhkZGS4tAQLb44/L9GcnBzU1dVhcHBQc39NTQ2ioqL8uk9i4UqtwhdGhNAAwPXXX48vvvjCbQ4C4BxbD5x4iYeGhmpWrxLnuFKeHn30Ubz//vu+dNtQ3HmegBOTFE/WbnfKUyAqIZ0MiIInruSNv55u9bmuDDaibX8Uj7y8PNTV1aGnp8dpX3NzMzo6Ovz2PAGulSexsLm/nifAdZ6lEZ7uyMhIfPnll7jzzjs19/ujPAl5ExkZqRkuN2fOHGzZsgUXXHCBL103DCJyK3PUY09KSnK535PyJGXOyGTbtm0oLCy0PdPuKC4uxvjx431aYkEvItVCLOYukaxfvx4hISFYuHBhwNsaMcqTePm6U578mcgAJyYzWpbg/v5+1NXV+TUJANxbgsvKypCVleWU3+INOTk5GBwcdDmZKS8v93mNJ0F+fj6OHDmC1tZWp31GJG8DSv7WOeeco7kvOTnZFrLmbjKTlJSkuWimOGfcuHGa109NTfXLGm8U7jxPwIlx+ON5klZg17grVy4UHn9kTnJyMtLS0twqT+PGjfPLAyqeQ61xGOHpTk9PR2hoKA4ePKi5XxiK/JGbwpik5e1mZpSXl/stbwDFeOYqf03ICnfGGse/BWp5oyV3iQjnn3/+sPAAp6enIyoqSnNhbDGOhIQEzZAY6Xk6ubn33nuxa9cu/OEPf/B4rKi0F0imT58OQFbck5zg3XffxZw5c4KSijBilCdRylQrbO/48eMoKyszTHnSmszU1taCmf1O6nWXg+Bv/gEAnHXWWQBgW7FejcViwdatW23H+Io7S7CeBXL9JTQ0FGPHjkVoaKhmorsnC6insL3hQkZGBqKjo11a1d0pT5GRkTarn9aELy4uDmPGjBnyUKHhTG5uLqqrqzU9rDt37kRaWppP5bfVzJw502WepT+V9gTu8izF8+uPzAkLC8Ps2bM15Q0AfPbZZwgPD/dLNsfGxiIzM1NT3rS3t+Po0aN+e5484c7zFB0dbTN4+ZJjOZzIz89HXl6epiLnTt6ot7uSu3l5eUhPT/fLOCgZGj799FNs3rwZGRkZeOGFF9ymBhw/fhwHDx4MuPI0duxYpKen61KePv/8c1x33XUuc+YlI5+6ujrs2rUr4CXKBSNGeSIil5bg4uJiWCwWv/IPAOXlNm7cOE3lyYj8A0BRKlpaWpzWj7FYLH7nHwBKjPHYsWOxceNGp327du3CkSNH/C4/7a7iXkVFBZKTkzUtl0aSmpqqWTYYgNtcIGDkTGaioqKwZ88e3HrrrZr73SWxq7dr7Sci7Ny5E3fffbdBvT35yM3NRWdnp2ZBByM83YBisCkrK9N8qfsbJgy4r/BZVlaGmJgYv8OoFixYgG+++QZdXV1O+zZu3Iizzz4b0dHRfrXhKs/SKE+3J9wpT4B7mSO2DXd5AwCPP/44PvzwQ819euWNK4PCAw88gK+//tqAXkqCzYMPPojU1FRs3LgRISEh+OMf/+jy2H379sFisQRceQKU0D13eeqAUsV45cqVePXVV/H4448HvE+SoeG9994DAKk8aeFKeTIihEZQWFioaQkW7fobticspI6Tmbq6Ohw/ftxvzxMRYf78+di0aZOTxXzTpk0A4HdsfWZmJqKjo116ngI9kQEUr0xaWprmPk/KkwgbGQmx97m5uS6rO+qxBGst6inIysrye1J7MuMqVPj48eMoLS01TN6INVHUDA4Oora21m95k5iYiPj4eJeep/z8fL/DxebPn4/BwUEn71N7ezuKioowf/58v64PKN6xsrIyJ5kmxhVoz5OQFb7InOjoaCQkJIwIeTN69GiX4cz+ep6MUNQlwUd4ne655x5MmjQJN998s1vvUzAq7QlmzJiB0tJS9Pb2ujzmqaeeQnl5OaZNm4ZHH31UV86WZOTx7rvvYvz48X7PofUyopQnEUbjyM6dO5GYmIjMzEy/2ygsLERpaalTgnV1dTVCQ0P9Fv6uLMFG5B8I5s+fj4aGBhw4cMBu+6ZNm5Cfn+9yAqCXkJAQTJ482aUlONATGQD485//jJdeeklzn6ewvWXLluGdd94J+mr2RqNnMqNVNliiD1cVPktKSgzxdAMnKu45Gmzq6upgNpv99jwRkcs8SyM83QBwzjnnICIiwsnb/emnn4KZDVGe8vPz0dXVhfr6ervtYlyBXiNpyZIlePvtt21J6o4kJycjKirKZUja+++/j/vuuy+APQw8YnkEX5UnydDCzHj66aexfft2r84TXicRAXHvvfe69T4VFxcjOjo6KKX3Z8yYAbPZjL1792rub2pqwu9//3ssXboU7777LpjZ5bqKkpHL8ePHsXHjRixZsiRo850RpTyNHz8eR44csS3UJygqKsLMmTMNuWkzZ86E2Wy2rZQu2LdvH7KysvwqhwucUJ4cLcFG5B8IRFieejLT39+Pzz77zO+QPYGouKemt7cXdXV1QfE8TZw40aXyk5SUhISEBEyaNElzf1hYGJYuXTrilYqLL74YN9xwg8tysKtWrcIvfvGLIPfq5EFMyB1fzEZ6urOyspCQkOAUerJv3z67PviDVp5lV1cXamtrDZE3UVFROOecc2yebcHGjRsRExODM8880+82XOVZlpeXIyMjA1FRUX634Q6TyYRly5a5lBmTJk3CpEmTXO4/66yzXHp0RgqhoaG47777cO2112ruP/fcc3Hdddfh7LPPDnLPJHp45plncMcdd2Dx4sVoaGjQdY7a6ySesczMTLfep+LiYkydOhWhoaGG9l8LYcxwlff0m9/8Br29vfjTn/6E7Oxs3H333VizZo3LHE3JyGTjxo3o7e0NSolyG8wc9J9Zs2axL5SWljIA/p//+R/btv7+fg4PD+df/epXPl3TkcrKSgbAzzzzjG1bQ0MDm0wmvvPOOw1pY+zYsfzDH/7Qbtttt93GCQkJbLFY/L6+xWLhrKwsvuKKK2zbPv/8cwbAb7zxht/XZ2Z+6KGHGAB3dXXZtu3bt48B8CuvvGJIG/5w+PBhHhgYGOpunNQA2M5DID+8/fFV3jAzn3feeZybm8uDg4O2bbfccothzyoz8/z583n27Nl22y6//HIeM2YMHz9+3O/r//rXv2aTycT9/f22bdu3b2cAvG7dOr+vz8z8+9//nomIDx8+bNtWUFDACxcuNOT6jY2NDICfeuopu+1z5szh888/35A2/KGnp4ePHDky1N046TkVZI47Nm3axI899hibzWavztu+fTuHh4fzueeey9HR0Tx37lxd78cLLriAU1NTneTQoUOHODw8nG+55Ra77RaLhceMGcM33XSTV/3zFbPZzKNGjeLbb7/dad+3337LRGQ3N+zq6uKMjAwuLCy0k+me2LlzJx88eNCQPkv0YbFY+PXXX+fGxkaPx95yyy0cGxvLfX19hvbBnbwZUZ6n/Px8XHTRRfjb3/5mW8eotLQU/f39hliBASXPIT4+3s4S/Pe//x2Dg4P48Y9/bEgbWpZgUWnPCG+IyHvavHkzLBYLACVkj4gwb948v68PnLAE79+/37YtGJX29DJmzBi/vYQSye23346qqips2LDBtk0UizDKczlz5kyUlJRgYGAAgLI20ltvvYWbb77ZEI9KXl4eBgcH7WL9jfR0A0qoMDNjy5YtAIDGxkaUlpYaErIHKEUI4uPjNT1PwQgT9kRkZKTL3EKJRPD111/jO9/5Dj744AOvz92yZQsWL16Mu+++G7/4xS80q4Bq0dHRgauuugopKSl466238Oyzz2Lr1q144IEH3J6n5XUSuPI+NTU1oa2tLSj5ToCSQjB9+nQnzxMz42c/+xnGjh2L+++/37Y9JiYGjz32GIqKilyG/Tvy4Ycf4qyzzsIZZ5why6IHCWbG3Xffjauvvhrnn38+mpub3R67fv16XHLJJQgPDw9aH0eU8gQok5n6+nq8/fbbAE7kChilPBERZsyYYbvuwMAAnn32WSxcuBATJ040pA2tHASj8g8ECxYsQHt7u20BuY0bN6KwsBCJiYmGXF+r4p5RC+RKJMOFFStWIC0tDatXrwagyIPi4mLD5A2gyK6+vj6bYvDss88CAG677TZDrq+VZ1lWVobQ0FDDntUzzjgDsbGxtlBhEcJnVJgwETlV3Ovq6kJzc/OwMNZIJJ7YunUrLrroInz77bdYvnw53nnnHd3nbt++HUuXLsX48eNx22234f/+7//w0EMPeTyPmbFq1SrU1tZi7dq1GDNmDK677jr88Ic/xCOPPGKrUKaFY66TI/fdd59T7lNxcTGA4BSLEMyYMQO7d++2GYoBYM2aNfjyyy/x8MMPOy1M/d3vfhdz5szBr3/9a3R2drq99pYtW7BixQrk5+dj1KhRuOiii1zmV7lj//79dv2TuOehhx7CE088gSuuuAJ1dXW48MIL0dbWpnlsUVERGhoaghuyB4yssD1m5sHBQc7OzuYLLriAmZl/+tOfckxMjFcuWE/84he/4MjISB4YGODXX3+dAfC7775r2PV/97vfMRHxt99+y8zM7e3tDIAff/xxw9qoq6tjAPzEE09wd3c3h4eH81133WXY9Xt7ezkkJITvv/9+ZlbCVi6++GIePXq0YeFMkuENTpEQmgcffJAB8IEDB7i4uNjw0FQR7vrSSy9xb28vjx07lpcvX27Y9evr6xkA/+hHP7KF+1x++eU8adIkw9pgZl68eDFPnjyZmZlXrVrFCQkJhsrllStXcmpqqu3/V155hQHw2rVrDWtDMrwZqTJn48aNHB0dzfn5+bx3714+88wz2WQy8X/+8x+PY967dy+PGTOGc3JyuK6ujs1mM994440MgJ988km35/75z39mAPy///u/dtuPHz/O06dP58TERK6pqXE6b8uWLbqu/5Of/IRNJhNXV1czM/Pjjz/OAOzCdwPN888/zwC4vLycmU+E5s2aNctleOP27dudQvoc+fLLLzkmJoanTJnCLS0tfODAAR43bhynpqbygQMHdPWtu7vb9lktWrTIp/ty/Phxrqur8/q8ocZisfDzzz/Pjz32mF3IuCfEd2jlypVsNpv5k08+4YiICJ41axZ3dHQ4Hf/ggw8yEXFzc7OR3Wdm9/JmWAgWb3nkkUcYAO/Zs4fnzp3L55xzjl/Xc+Rf//oXA+CSkhLNnAd/qaio4KysLI6IiOB//vOf/OWXXxquoDEzT548mRctWsQfffQRA+D333/f0Ovn5eXxlVdeyXV1dXzmmWcyAH7ssccMbUMyfBmpExlvaWxs5LCwML7zzjv5n//8JwPgffv2+XVNNYODgxwdHc0/+9nPbLLn448/Nuz6FouFV61axQD48ssv587OTp4yZQovW7bMsDaYmZ944gkGwHV1dZydnc2XXXaZodd/9NFHGQC3t7fzb3/7WwbAs2bN4qNHjxrajmT4MhJlzgcffMCRkZE8depUbmpqYmbmo0eP8pw5czg0NJRfffVVl+OtrKzktLQ0Tk1NtSkHzMwDAwN8+eWXMwB+8cUXNc/96quv2GQy8YoVKzQNmgcOHOBRo0bxWWed5ZQr4irXyZHa2lq73Kcf/OAHnJ6e7vYco3HM3/x//+//MQD+/PPP3Z63atUqDgsL01SEtm/fzqNHj+a8vDxuaGiwbd+7dy8nJSVxZmYmV1VVub1+WVkZT506lYmIv/vd73J4eDhnZmbyV199pXts77//PmdnZ7PJZOL77rvP6xzYffv28Q033MAPPvigXX66HgYGBnj16tW8YMECfvXVV70yitfW1vLFF1/MABgAz5w5k/fs2ePxvNWrVzMAvuaaa+zm3OvXr2eTycRz5sxxGscZZ5zBZ599tv6BecFJpzy1trZyREQE33rrrRwbG8s/+clP/LqeI3v27GEAfNdddxnuERK0tLTwBRdcwAC4sLDQznJiFD/+8Y85JiaGf/nLX7LJZOJjx44Zev2lS5dyamoqp6SkcGxsLL/55puGXl8yvBmJExlfufbaazkuLo5vvvlmjo6ONtSYwsx89tln89y5c/k73/kOT5482XDvrcVi4f/93//l0NBQnjJlCoeFhfE999xjaBtFRUUMgH/3u98xAH766acNvf4777xjJy9vuOEGQwpqSEYOI03mvPvuuxweHs4zZszg1tZWu7EcO3aM582bx0TEL730ktNYGxoaePz48ZyQkMAlJSVO+3t7e/miiy7ikJAQp0JQhw8f5szMTM7NzeX29naX91NE1vz85z+3bdPrdRKovU/Tp0/nRYsW6TrPKHp6ejg0NJTvv/9+rq6u5sjISL722ms9ntfY2MijRo3ipUuX2m3fvXs3JyYmcnZ2Nh86dMjpvF27dnF8fDzn5uZybW2t5rXXrFnDsbGxnJSUxB9++CEzKwUscnJy2GQy8ZNPPulWxjc2NvI111zDALigoIC/973vMQCeMGECf/LJJx7H1t7ezj/96U85NDSUo6OjGQCnp6fzK6+8ouvdsnnzZp42bRoD4LFjxzIAPvfcc3nnzp1uz7NYLPzKK69wfHw8R0dH8+rVq3ndunWclJTEERER/Pjjj7t8d7744osMgJctW6bpqXr99dc5JCSEL7zwQu7p6WFm5RkBwH/4wx88jskXAqY8AbgKwF4AFgCz9Z5nxGTmxhtvZJPJxAD4H//4h9/XUzMwMMBRUVFsMpk4MjKS29raDL2+up0777yTAXBERIThE7J169YxAB49ejTPmTPH0GszM//qV79iAJyXl8d79+41/PqS4c1QTGR8kTlGyJsvvviCAbDJZAqIlUtMQKBRUc5IPvnkEx4zZoxbi7WvmM1mTkxM5NGjRxvunWNWLOUAODQ0lJ966ikZHnwKYrTMAbAQwH4A5QDu1dhPAJ6y7i8GMFPPdWfNmsVvvPEGm0wmnj17tss5RHd3N1900UVMRPzcc8/Ztre1tfHUqVM5JiaGv/76a5f3o6uri88++2wOCwuzTdLNZjMvXryYw8PDbakB7rjjjjsYgM34qdfrJBDep5UrV3JYWBjffffdus4zkqlTp/KSJUv46quv5qioKE2lRwvhzf7ggw+YWanoPHbsWE5PT+eKigqX523bto1HjRrFkyZNsqsG19vbyz/5yU8YAJ9zzjlOylV7ezsvW7aMAfAVV1zhFIZmNpv5ueee4/j4eA4PD+eHHnqIe3t7mVkJ/Zw4cSID4B/84Afc0tLi1C/hLRozZgyHhITwbbfdxi0tLbx161aeNWsWA+Czzz6bt23bpjmu6upqvvLKKxkAZ2dn87p163hwcJD//ve/89ixY5mI+JZbbtFsu7W11Xbu2WefbVedsKmpiZcvX84AeO7cuU73du3atRwSEsIXXXSRTTHSQkR+LFmyhPv6+mwhm7t373Z5jj8EUnkqADAZwJZgK0/CVQvAozbsC9/5zncYAK9atcrwazvyn//8h//6178aft3Dhw8zETEAfuCBBwy//oEDB/iee+6RJXpPUYZIefJa5hghbywWi83j8eMf/9jv6zkiXgKxsbEBD0OrqqriX/ziF24t0r5yxRVXMAAeN26c4cqN2WzmBx98kD/99FNDrysZORgpcwCEAqgAMB5AOIDdAKY4HLMYwAarEnUWgG/0XDs3N5dDQ0P57LPP1szTUNPT08OLFy9mAPyXv/yFOzs7+cwzz+SIiAjeuHGjx3vS3t7Op59+OkdHR/MXX3xhS2tYvXq1rnva29vLZ5xxBsfFxdms/3q9TgKhMGCIliq57rrrOCoqyub51ktvby9PmDCBCwoKuLS0lNPS0jglJYXLyso8nrt161aOjo7m0047jVtbW7mqqorPOOMMBsC/+MUvXOb5WCwWfuyxxzg0NJTz8vJ4165dzKyE2J177rkMgM8//3zNPvT09PD999/PYWFhPGbMGH7ppZdscvbjjz/mqVOnMgC+4IILnBQKs9nML7zwAqekpDAAvv7667m+vp6ZFSX+t7/9LUdGRnJUVBQ/9NBDTsrzkSNH+M4772STycTx8fH8f//3f7YxvvPOO5ySksJhYWH88MMPazoCLBYLv/TSSzx69GiOiYnhZ599li0WC7/zzjtsMpl47ty53N3d7fG+//Wvf2UAfNVVV/GSJUs4KysrYIa0gIftDYXyxKwoOGFhYYbXdmdW1l0CwDt27DD82sFETPi2bNky1F2RnGQMZQhNsJUn5hMKzt///ndDrqdmx44dAVPMgol4sX3/+98f6q5ITkIMVp7OBvCh6v/7ANzncMyzAK5V/b8fwDgd1+bzzjuPOzs7dY2rr6+PV6xYwQB44sSJHBoaym+99Zbu+9LU1MR5eXk8evRoDg0N5WuuucarCWVVVRXHx8czAK+8TgLhfQLAxcXFXp1rBCLfMjMzU9cEXM3bb7/NADgqKorHjBmjGSLpio0bN3JkZCRPmTKFExISOC4uTnf6wmeffcZpaWkcGRnJN9xwA4eFhXFCQgK/8MILHj+7PXv28Jw5cxgAz58/3+bVGT9+PL/55ptuz+/s7OR7772Xw8PDOSYmhu+8807Oysqy5RppFRBRs3fvXr7ooosYAE+ZMsUWUnj66afr8gDV1NTwggULbEpiREQEn3HGGV4ZDcXnHeh35rBQngDcAmA7gO1ZWVmGDKyoqChgVo4DBw7YudFHKvfffz8nJCTYXL8SiVEMZ+UpEPKmt7eXH3300YB4hsxmM//pT3+yJZSPVMrLy9lkMvFrr7021F2RnIQYrDxdCeB51f8/APC0wzHrAZyr+n+jK7mjljmRkZFeJ+j39/fz1VdfzQD45Zdf9vreVFdXc0ZGBk+aNMknGfX2228zEfmcq/jTn/6U4+LiAmLM9oQouuVL5U2LxcILFy7kuLg4n4zl77//PoeFhXFhYaHXeevNzc184YUX2gxO3lSMM5vN/Mwzz3BcXBzHxsbyww8/7DbkzZGKigq+7LLLGABPnz7dKwO7xWLht956i8ePH88hISH861//2qvP3Ww281NPPcVRUVF8+umn+5QaI6rgbt682etz9eJO3pCy3zVE9AmAVI1dv2Hmt63HbAFwFzNvd3sxK7Nnz+bt23UdKvGT/v5+dHR0IDk5eai7IjnJIKIdzDw7ANc1VOZIeRNc6uvrkZaWZtgiwhKJwEiZQ0RXAbiEmW+2/v8DAGcy8x2qY94D8DAzf279fyOAu5l5h7trz5w5k8Vakd5gsVjQ2NiI9PR0r88FgGPHjgEARo0a5dP5LS0tPs8VBgcH0drainHjxvl0vr/U1tYiMzPTp3P7+vrQ3d3t8zqYDQ0NSEpK8mmRVrPZjEOHDiE3N9enttvb28HMGDNmjE/nNzY2YuzYsTCZTF6f29fXh+bmZmRlZfnUdktLC2JjYxEdHe3T+a2trRg7dqxP5+rBnbzxeLeY+ULjuyQJFuHh4VJxkowopMwZ2fg68ZNIgkwdAPVsOwNAgw/HOBESEuJTh0JCQvx6fnxVmgT+zBVMJtOQKU4AfFacACAiIgIRERE+n5+WlubzuaGhoT4rTgB8VvgE/nxmERERPitOgH/fNwABVZw84dsTLpFIJBKJRDJy+RbARCLKJaJwAN8F8I7DMe8AuJ4UzgJwlJkbg91RiUQyvPAYtuf2ZKLLAPwFwFgAHQB2MfMlOs47BiXxcihIAnD4FGpXtn3qtBvstrOZOaimH19kzikqb07Vtk/FMZ9KbRsqc4hoMYAnoVTee4GZ/0BEtwEAMz9DSuzp01BKmh8HsFJPqLCUOadc20Pd/qnadqDbdylv/FKefIWItgciV2I4t30qjvlUbftUHPNw5lT9PE7Ftk/FMZ/KbQ9XTtXP41Rte6jbP1XbHsr2ZdieRCKRSCQSiUQikehAKk8SiUQikUgkEolEooOhUp6eG6J2h7LtU3HMp2rbp+KYhzOn6udxKrZ9Ko75VG57uHKqfh6nattD3f6p2vaQtT8kOU8SiUQikUgkEolEMtKQYXsSiUQikUgkEolEogOpPEkkEolEIpFIJBKJDgxVnohoIRHtJ6JyIrpXYz8R0VPW/cVENFPvuQa0/X1rm8VE9CURTVftqyaiEiLaRUQe13Dwoe15RHTUev1dRPT/9J5rQNu/UrW7h4jMRJTo77iJ6AUiaiGiPS72B/Kz9tR2QD5rHe0G8nP21HZAPufhzqkoc6S80dx/0skbnW1LmTOM8Pee+9l2JhFtJqJSItpLRD8LcvuhRFREROuD2a617XgiWkdEZdbxnx3Etn9uvd97iOjfRBQZ4PacnksiSiSij4nooPV3QhDbftx634uJ6L9EFB+stlX77iIiJqKkQLStCTMb8gNlkbkKAOMBhAPYDWCKwzGLAWwAQADOAvCN3nMNaPscAAnWvxeJtq3/VwNICuC45wFY78u5/rbtcPxSAJsMGvd5AGYC2ONif0A+a51tB+qz9tRuQD5nPW0H6nMezj+nosyR8ubUkTc625YyZ5j8GHHP/Wx/HICZ1r9HATgQ5PZ/AeA1re9jENr+J4CbrX+HA4gPUrvpAKoARFn/fx3AjQFu0+m5BPAYgHutf98L4NEgtn0xAJP170eD2bZ1eyaADwHUBFPmGOl5OhNAOTNXMnM/gDUAljscsxzAy6zwNYB4Ihqn81y/2mbmL5n5iPXfrwFkeDtAX9sO0Lm+nH8tgH97cX2XMPNnANrdHBKoz9pj24H6rHWM2RUBH7MDhn3Ow5xTUeZIeaPNSSdv9LTtBilzgo/f99wfmLmRmXda/z4GoBTK5D7gEFEGgEsBPB+M9hzaHg1lYv0PAGDmfmbuCGIXTACiiMgEIBpAQyAbc/FcLoeiQML6e0Ww2mbmj5h50PqvofLPU9tW/gzgbgBBrX5npPKUDqBW9X8dnB9cV8foOdffttXcBMVKKWAAHxHRDiK6xYt2vWn7bCLaTUQbiOg0H/vta9sgomgACwG8odrsz7h97Zu/Y/YWIz9rPQTic9bNEHzOQ8mpKHOkvPGubye7vAGkzBkuBPu75hIiygFQCOCbIDX5JJQJrCVI7akZD6AVwIvWsMHniSgmGA0zcz2AJwAcAtAI4CgzfxSMth1IYeZGa58aASQPQR8AYBXs5V9AIaJlAOqZeXew2hSYDLwWaWxz1ARdHaPnXH/bVg4kugDKC+5c1eY5zNxARMkAPiaiMquWa1TbOwFkM3MXES0G8BaAid7024+2BUsBfMHMas3dn3H72jd/x6y/A8Z/1p4I1OfsDcH+nIeSU1HmSHnjXd9OZnkDSJkznAjmPXfdCaJYKIrsnczcGYT2lgBoYeYdRDQv0O1pYIISznUHM39DRP8HJXTtgUA3bM0tWg4gF0AHgP8Q0XXM/Eqg2x5uENFvAAwCeDVI7UUD+A2UsMGgY6TnqQ5K7KEgA87uS1fH6DnX37ZBRKdDcSsvZ+Y2sZ2ZG6y/WwD8F4r73bC2mbmTmbusf78PIMya2BaUcVv5LhzCKvwct69983fMugjQZ+2WAH7O3hDsz3koORVljpQ33vXtpJU31utKmTN8COY914SIwqAoTq8y85tBanYOgGVEVA0lVHE+EQVTeagDUMfMwsu2DooyFQwuBFDFzK3MPADgTSg5kMGm2RqmDOvvlmA2TkQ3AFgC4PvMHCyDwQQoSutu63cvA8BOIkoNSutsXDKXCUCldTAiWfI0h2MuhX1S7za95xrQdhaAcgDnOGyPATBK9feXABYa3HYqTixIfCYUFy8FY9zW4+KgxIrGGDVu63k5cJ3IHJDPWmfbAfmsdbQbkM9ZT9uB/JyH64/OZ++kkjk625Xy5iSRNzraljJnmPwYdc/9aJ8AvAzgySG8B/MwNAUjtgKYbP37dwAeD1K73wGwF0quE0HJN7ojCO3aPZcAHod9wYjHgtj2QgD7AIwN9rgd9lUjiAUjjB7YYigVXioA/Ma67TYAt1n/JgCrrftLAMx2d67BbT8P4AiAXdaf7dbt461Cbrf1IQhE27dbr70bSkLdOcEat/X/GwGscTjPr3FDsTQ2AhiAYvm5KYiftae2A/JZ62g3kJ+z27YD9TkP9x8dz95JJ3N0tCvlzUkgb3S2LWXOMPrx95772fa5UMIEi1XfxcVB7sM8DI3yNAPAduvY34K1+mWQ2n4QQBmAPQD+BSAiwO1pPZdjAGwEcND6OzGIbZdDyfUT37lngtW2w/5qBFF5EhYriUQikUgkEolEIpG4wdBFciUSiUQikUgkEonkZEUqTxKJRCKRSCQSiUSiA6k8SSQSiUQikUgkEokOpPIkkUgkEolEIpFIJDqQypNEIpFIJBKJRCKR6EAqTyMcIhpDRLusP01EVG/9u4uI/hqgNu8kousDcW1fIKJq68KQrvavIaKJweyTRHIyIuWNlDcSSbAhIrNK7uwiopyh7pNREFEhET1v/ftGInraYf8WIprt5nwpb4YA01B3QOIfrKxmPwMAiOh3ALqY+YlAtUdEJgCrELwVvI3gbwDuBvDDoe6IRDKSkfJGF1LeSCTG0sPMM7R2EBFBWSjaEtwuGcavAfyPH+dLeTMESM/TSQoRzSOi9da/f0dE/ySij6xW08uJ6DEiKiGiD4gozHrcLCL6lIh2ENGHRDRO49LzAexk5kHrOT8lon1EVExEa6zbYojoBSL6loiKiGi5dXsoET1hbbeYiO6wbl9gPa7Eel6EdXs1ET1IRDut+/Kt28dYx1JERM9CWSBTtPseEe0moj1EdI21z1sBXGidiEkkEoOR8kbKG4kkWBBRDhGVkuLt3gkgk4h+ZZUBxUT0oOrY3xDRfiL6hIj+TUR3WbfbPDpElERE1da/Q4nocdW1brVun2c9Zx0RlRHRq0QkZMEZRPSlVRZsI6JRRLSViGao+vEFEZ3uMI5RAE5n5t06xryMTnje9hNRlXWXlDdDgFSeTh0mALgUwHIArwDYzMzTAPQAuNQ6ofkLgCuZeRaAFwD8QeM6cwDsUP1/L4BCZj4dyurzAPAbAJuY+QwAFwB4nIhiANwCIFd1/KtEFAngJQDXWPtjAvAj1fUPM/NMKNaVu6zbfgvgc2YuBPAOgCzr9oUAGph5OjNPBfABAFgtUuUApntzwyQSic9IeSPljURiFFEqxeG/1m2TAbxsfS4nA5gI4EwonvFZRHQeEc0C8F0AhQAuB3CGjrZuAnDUKk/OAPBDIsq17isEcCeAKQDGA5hDROEA1gL4GTNPB3AhFDn3PIAbAYCIJgGIYOZih7ZmA9jjsO0a1Vh3WY8BM7/DzDOsHrjdAJ6wbpfyZgiQytOpwwZmHgBQAiAU1he99f8cKMJnKoCPrQ/s/QAyNK4zDkCr6v9iKJOS6wAMWrddDOBe63W2AIiEMuG4EMAzworMzO3WdquY+YD13H8COE91/Tetv3dY+wnr/les13gPwBHVWC4kokeJaC4zH1VdpwVAmuadkUgkRiPljZQ3EolR9AjFgZkvs26rYeavrX9fbP0pguKJyoeiTM0F8F9mPs7MnVCMH564GMD1VnnyDYAx1msBwDZmrrMqLLtwQpY1MvO3AMDMnVaZ8x8AS6yGolVQjDaOOMo3AFirGusMANvVO4nobuv9WK3aLOVNkJFuvlOHPkCxUhDRADOzdbsFyveAAOxl5rM9XKcHyuREcCmUycUyAA8Q0WnWa13BzPvVJ1pd3Ax7SE+/AZhh/311vA6Y+YDV0rQYwMNE9BEzP2TdHWntu0QiCTxS3kh5I5EEkm7V3wTgYWZ+Vn0AEd0JjWfXyiBOOBDUMoYA3MHMHzpcax5OyAfghIzQkjNg5uNE9DEU7/vVsHqQHHCUb24hogUAroK9wUf0X8qbICI9TxLBfgBjiehsACCiMOvExJFSAHnWY0IAZDLzZigJi/EAYgF8COAOVTxwofXcjwDcJmJziSgRQBmAHCLKsx7zAwCfeujrZwC+b73GIgAJ1r/TABxn5leguLTVSeaTAOz1fBskEkkQkPJGIpEYxYcAVhFRLAAQUToRJUN5di8joihrftFS1TnVAGZZ/77S4Vo/ohO5mZOsYcCuKAOQRkRnWI8fpco/eh7AUwC+tXq+HbHJN08QUTaAvwK4mpkdFSUpb4KM9DxJAADM3E9EVwJ4iojioHw3noTzA7kBwL+sf4cCeMV6PAH4MzN3ENHvrecWWyc01QCWQBEkk6zbBwD8nZmfJqKVAP5jFTjfAnjGQ3cfBPBvItoJZeJzyLp9GpR8BwuAAVhzGYgoBYqbu9HL2yKRSAKAlDcSicQomPkjIioA8JXVhtIF4Dpm3klEa6GE2NVAKa4geALA60T0AwCbVNufhxKOt9MqT1oBrHDTdj8pxWL+QkRRUDxAF0KpRLqDiDoBvOji3DIiiiOiUcx8zMMwb4QSQvhf6xgbmHmxlDdDA52IppBI9GFN2LybmQ8OdV/0QEQ/B9DJzP8Y6r5IJBLvkPJGIpEYAQVheQWH9tKg5GHmuyqlbpUXx5j5eR/bkPJmCJBhexJfuBdKouNIoQNKYrhEIhl5SHkjkUhGFKQs7P0NgN94WIPqb7DPpfKWDkh5E3Sk50kikUgkEolEIpFIdCA9TxKJRCKRSCQSiUSiA6k8SSQSiUQikUgkEokOpPIkkUgkEolEIpFIJDqQypNEIpFIJBKJRCKR6EAqTxKJRCKRSCQSiUSig/8PF4rCF9npcpoAAAAASUVORK5CYII=\n", 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def compute_plot_DFT_extended(t, x, Fs, L):\n", " N = len(x)\n", " pad_len = L - N\n", " t_tilde = np.concatenate((t, np.arange(len(x), len(x) + pad_len) / Fs))\n", " x_tilde = np.concatenate((x, np.zeros(pad_len)))\n", " Y = np.abs(np.fft.fft(x_tilde)) / Fs \n", " Y = Y[:L//2]\n", " freq = np.arange(L//2)*Fs/L\n", " # freq = np.fft.fftfreq(L, d=1/Fs)\n", " # freq = freq[:L//2]\n", " plt.figure(figsize=(12, 2))\n", " \n", " ax1 = plt.subplot(1, 3, 1)\n", " plt.plot(t_tilde, x_tilde, c='k')\n", " plt.title('Signal ($N$=%d)' % N)\n", " plt.xlabel('Time (seconds)')\n", " plt.xlim([t[0], t[-1]])\n", " \n", " ax2 = plt.subplot(1, 3, 2)\n", " plt.plot(t_tilde, x_tilde, c='k')\n", " plt.title('Padded signal (of size $L$=%d)' % L)\n", " plt.xlabel('Time (seconds)')\n", " plt.xlim([t_tilde[0], t_tilde[-1]]) \n", " \n", " ax3 = plt.subplot(1, 3, 3)\n", " plt.plot(freq, Y, c='k')\n", " plt.title('Magnitude DFT of padded signal ($L$=%d)' % L)\n", " plt.xlabel('Frequency (Hz)')\n", " plt.xlim([freq[0], freq[-1]])\n", " plt.tight_layout() \n", "\n", " return ax1, ax2, ax3\n", "\n", " \n", "N = len(x)\n", "\n", "L = N\n", "ax1, ax2, ax3 = compute_plot_DFT_extended(t, x, Fs, L)\n", "\n", "L = 2 * N\n", "ax1, ax2, ax3 = compute_plot_DFT_extended(t, x, Fs, L)\n", "\n", "L = 4 * N\n", "ax1, ax2, ax3 = compute_plot_DFT_extended(t, x, Fs, L)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## STFT with Increased Frequency Grid Resolution\n", "\n", "We now show how the same zero-padding strategy can be used to increase the frequency grid resolution of an STFT. The `librosa` function `librosa.stft` implements this idea by means of the two parameters `n_fft` (corresponding to $L$) and `win_length` (corresponding to $N$). Care has to be taken when converting the parameters to the physical domain. Our example is the note C4 played by a violin (with vibrato)." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "execution": { "iopub.execute_input": "2024-02-15T09:00:57.666205Z", "iopub.status.busy": "2024-02-15T09:00:57.665889Z", "iopub.status.idle": "2024-02-15T09:00:57.797830Z", "shell.execute_reply": "2024-02-15T09:00:57.797155Z" } }, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import os\n", "import IPython.display as ipd\n", "\n", "# Load wav\n", "fn_wav = os.path.join('..', 'data', 'C2', 'FMP_C2_F05c_C4_violin.wav')\n", "\n", "Fs = 11025\n", "x, Fs = librosa.load(fn_wav, sr=Fs)\n", "ipd.display(ipd.Audio(x, rate=Fs))\n", "\n", "t_wav = np.arange(0, x.shape[0]) * 1 / Fs\n", "plt.figure(figsize=(5, 1.5))\n", "plt.plot(t_wav, x, c='gray')\n", "plt.xlim([t_wav[0], t_wav[-1]])\n", "plt.xlabel('Time (seconds)')\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We now compute an STFT with zero-padding. In the visualization, the axis are shown in terms of time frames and frequency bins. " ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "execution": { "iopub.execute_input": "2024-02-15T09:00:57.800516Z", "iopub.status.busy": "2024-02-15T09:00:57.800326Z", "iopub.status.idle": "2024-02-15T09:00:58.384789Z", "shell.execute_reply": "2024-02-15T09:00:58.384211Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def compute_stft(x, Fs, N, H, L=N, pad_mode='constant', center=True): \n", " X = librosa.stft(x, n_fft=L, hop_length=H, win_length=N, \n", " window='hann', pad_mode=pad_mode, center=center)\n", " Y = np.log(1 + 100 * np.abs(X) ** 2)\n", " F_coef = librosa.fft_frequencies(sr=Fs, n_fft=L)\n", " T_coef = librosa.frames_to_time(np.arange(X.shape[1]), sr=Fs, hop_length=H) \n", " return Y, F_coef, T_coef\n", "\n", "def plot_compute_spectrogram(x, Fs, N, H, L, color='gray_r'):\n", " Y, F_coef, T_coef = compute_stft(x, Fs, N, H, L)\n", " plt.imshow(Y, cmap=color, aspect='auto', origin='lower')\n", " plt.xlabel('Time (frames)')\n", " plt.ylabel('Frequency (bins)')\n", " plt.title('L=%d' % L)\n", " plt.colorbar()\n", " \n", "N = 256\n", "H = 64\n", "color = 'gray_r' \n", "plt.figure(figsize=(10, 4))\n", "\n", "L = N\n", "plt.subplot(1,3,1)\n", "plot_compute_spectrogram(x, Fs, N, H, L)\n", "\n", "L = 2 * N\n", "plt.subplot(1,3,2)\n", "plot_compute_spectrogram(x, Fs, N, H, L)\n", "\n", "L = 4 * N\n", "plt.subplot(1,3,3)\n", "plot_compute_spectrogram(x, Fs, N, H, L)\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we repeat the same computation, where the axis are now converted to show physical units specified in seconds and Hertz. Furthermore, we zoom into the time-frequency plane to highlight the effect of having a denser frequency grid density." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "execution": { "iopub.execute_input": "2024-02-15T09:00:58.388066Z", "iopub.status.busy": "2024-02-15T09:00:58.387855Z", "iopub.status.idle": "2024-02-15T09:00:58.795818Z", "shell.execute_reply": "2024-02-15T09:00:58.795300Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def plot_compute_spectrogram_physical(x, Fs, N, H, L, xlim, ylim, color='gray_r'):\n", " Y, F_coef, T_coef = compute_stft(x, Fs, N, H, L)\n", " extent=[T_coef[0], T_coef[-1], F_coef[0], F_coef[-1]]\n", " plt.imshow(Y, cmap=color, aspect='auto', origin='lower', extent=extent)\n", " plt.xlabel('Time (seconds)')\n", " plt.ylabel('Frequency (Hz)')\n", " plt.title('L=%d' % L)\n", " plt.ylim(ylim)\n", " plt.xlim(xlim)\n", " plt.colorbar()\n", "\n", "xlim_sec = [2, 3]\n", "ylim_hz = [2000, 3000]\n", "\n", "plt.figure(figsize=(10, 4))\n", "\n", "L = N\n", "plt.subplot(1,3,1)\n", "plot_compute_spectrogram_physical(x, Fs, N, H, L, xlim=xlim_sec, ylim=ylim_hz)\n", "\n", "L = 2 * N\n", "plt.subplot(1,3,2)\n", "plot_compute_spectrogram_physical(x, Fs, N, H, L, xlim=xlim_sec, ylim=ylim_hz)\n", "\n", "L = 4 * N\n", "plt.subplot(1,3,3)\n", "plot_compute_spectrogram_physical(x, Fs, N, H, L, xlim=xlim_sec, ylim=ylim_hz)\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Further Notes\n", "\n", "* As an alternative, we discuss in the FMP notebook on frequency interpolation how one can change and adapt the linear frequency grid (as introduced by the discrete STFT) using standard interpolation techniques. \n", "\n", "* A summary of the STFT variant as used for most parts in the FMP notebook can be found in the FMP notebook on STFT conventions and implementations." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "Acknowledgment: This notebook was created by Meinard Müller.\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", "
\"C0\"\"C1\"\"C2\"\"C3\"\"C4\"\"C5\"\"C6\"\"C7\"\"C8\"
" ] } ], "metadata": { "anaconda-cloud": {}, "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": "3.8.16" } }, "nbformat": 4, "nbformat_minor": 1 }