{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\"FMP\"\n", "\"AudioLabs\"\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\"C8\"\n", "

Salience Representation

\n", "
\n", "\n", "
\n", "\n", "

\n", "Following Section 8.2.2 of [Müller, FMP, Springer 2015], we introduce in this notebook an enhanced log-frequency spectrogram referred to as salience representation. Exploiting the instantaneous frequency, we show how the log-frequency spectrogram can be improved and refined, in particular in the low-frequency part of the spectrum. The salience representation as introduced in this notebook is inspired by the work of Salamon and Gómez.\n", "

\n", " \n", "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Running Example: Freischütz\n", "\n", "As our running example throughout this notebook, we use a short excerpt of an aria from the opera \"Der Freischütz\" by Carl Maria von Weber. The main melody of this excerpt is performed by a soprano singer.\n", "\n", "\"FMP_C8_F10a\"\n", "\n", "
\n", "\n", "\n", "\n", "The following figure shows a [logarithmically compressed](../C3/C3S1_LogCompression.html) spectrogram of the audio excerpt as well as a zoomed-in time–frequency section. In view of the [instantaneous frequency](../C8/C8S2_SalienceRepresentation.html) to be used, we chose a relatively small hop size parameter $H$." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "execution": { "iopub.execute_input": "2024-02-15T08:42:56.545733Z", "iopub.status.busy": "2024-02-15T08:42:56.545441Z", "iopub.status.idle": "2024-02-15T08:42:59.414502Z", "shell.execute_reply": "2024-02-15T08:42:59.413927Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import os, sys, librosa\n", "from scipy import signal\n", "from scipy import ndimage\n", "from matplotlib import pyplot as plt\n", "import IPython.display as ipd\n", "from numba import jit\n", "\n", "sys.path.append('..')\n", "import libfmp.b\n", "import libfmp.c2\n", "import libfmp.c3\n", "import libfmp.c6\n", "import libfmp.c8\n", "\n", "%matplotlib inline\n", "\n", "# Load wav\n", "fn_wav = os.path.join('..', 'data', 'C8', 'FMP_C8_F10_Weber_Freischuetz-06_FreiDi-35-40.wav')\n", "Fs = 22050\n", "x, Fs = librosa.load(fn_wav, sr=Fs)\n", "\n", "# Computation of STFT\n", "N = 1024\n", "H = 128\n", "X = librosa.stft(x, n_fft=N, hop_length=H, win_length=N, pad_mode='constant')\n", "gamma = 1\n", "Y = np.log(1 + gamma * np.abs(X))\n", "\n", "figsize = (10,4)\n", "fig, ax = plt.subplots(1, 2, gridspec_kw={'width_ratios': [2, 1]}, figsize=figsize) \n", "\n", "ylim_zoom_pitch = [65, 90] \n", "ylim_zoom = [libfmp.c3.f_pitch(ylim_zoom_pitch[0]), libfmp.c3.f_pitch(ylim_zoom_pitch[1])]\n", "xlim_zoom = [0,1]\n", "cmap = libfmp.b.compressed_gray_cmap(alpha=5)\n", "\n", "libfmp.b.plot_matrix(Y, Fs=Fs/H, Fs_F=N/Fs, ax=[ax[0]], title='Spectrogram', \n", " colorbar=True, cmap=cmap);\n", "ax[0].set_ylim([0, 5000])\n", "libfmp.b.plot_matrix(Y, Fs=Fs/H, Fs_F=N/Fs, ax=[ax[1]], title='', \n", " colorbar=True, cmap=cmap);\n", "ax[1].set_ylim(ylim_zoom)\n", "ax[1].set_xlim(xlim_zoom)\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Log-Frequency Spectrogram \n", "\n", "As preparation, let us recall the [log-frequency spectrogram](../C3/C3S1_SpecLogFreq-Chromagram.html) (Section 3.1.1 of [Müller, FMP, Springer 2015]. Let $x$ denote an audio signal sampled at a rate of $F_\\mathrm{s}$ and $\\mathcal{X}$ its STFT using a window length $N\\in\\mathbb{N}$ and hop size $H\\in\\mathbb{N}$. The frequency index $k\\in[0:N/2]$ corresponds to\n", "\n", "\\begin{equation}\n", " F_\\mathrm{coef}(k) := \\frac{k\\cdot F_\\mathrm{s}}{N} \n", "\\end{equation}\n", "\n", "given Hertz. To obtain a [log-frequency spectrogram](../C3/C3S1_SpecLogFreq-Chromagram.html), one strategy is to pool or bin the STFT coefficients regarding the sets \n", "\n", "\\begin{equation}\n", " P(p) := \\{k:F_\\mathrm{MIDI}(p-0.5) \\leq F_\\mathrm{coef}(k) < F_\\mathrm{MIDI}(p+0.5)\\}\n", "\\end{equation}\n", "\n", "for pitch parameters $p\\in[0:127]$. The [center frequencies](../C1/C1S3_FrequencyPitch.html) are given by\n", "\n", "\\begin{equation}\n", "F_\\mathrm{MIDI}(p) = 2^{(p-69)/12} \\cdot 440.\n", "\\end{equation}\n", "\n", "Instead of fixing a pitch and looking for all frequencies that lie in the resulting pitch band, one can also define a mapping $\\mathrm{Bin}:\\mathbb{R}\\to\\mathbb{Z}$ that assigns a pitch index to a given frequency:\n", "\n", "\\begin{equation}\n", " \\mathrm{Bin}(\\omega) := \\left\\lfloor 12\\cdot\\log_2\\left(\\frac{\\omega}{440}\\right)+69.5\\right\\rfloor. \n", "\\end{equation}\n", "\n", "Using this function, the binning can be expressed by\n", "\n", "\\begin{equation}\n", " P(p) := \\{k: \\mathrm{Bin}(F_\\mathrm{coef}(k))=p\\}.\n", "\\end{equation}\n", "\n", "From this, we obtain a log-frequency spectrogram $\\mathcal{Y}_\\mathrm{LF}:\\mathbb{Z}\\times [0:127]$ via pooling: \n", "\n", "\\begin{equation}\n", " \\mathcal{Y}_\\mathrm{LF}(n,p) := \\sum_{k \\in P(p)}{|\\mathcal{X}(n,k)|^2}.\n", "\\end{equation}\n", "\n", "The next code cell computes a log-frequency spectrogram of our Freischütz example using the implementation provided by the [FMP notebook on the log-frequency spectrogram and chromagram](../C3/C3S1_SpecLogFreq-Chromagram.html). \n", "\n", "" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "execution": { "iopub.execute_input": "2024-02-15T08:42:59.447670Z", "iopub.status.busy": "2024-02-15T08:42:59.447249Z", "iopub.status.idle": "2024-02-15T08:43:01.886625Z", "shell.execute_reply": "2024-02-15T08:43:01.886077Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "Y_LF, F_coef_hertz, F_coef_cents = libfmp.c8.compute_y_lf_bin(Y, Fs, N, R=100, \n", " F_min=32.703, F_max=11025) \n", "\n", "fig, ax = plt.subplots(1, 2, gridspec_kw={'width_ratios': [2, 1]}, figsize=figsize) \n", "\n", "libfmp.b.plot_matrix(Y_LF, Fs=Fs/H, Fs_F=1, ax=[ax[0]], ylabel='Frequency (pitch)',\n", " title='LF-spectrogram (semitone resolution)', \n", " colorbar=True, cmap=cmap);\n", "ax[0].set_ylim([33, 110])\n", "libfmp.b.plot_matrix(Y_LF, Fs=Fs/H, Fs_F=1, ax=[ax[1]], ylabel='Frequency (pitch)',\n", " title='', colorbar=True, cmap=cmap);\n", "ax[1].set_ylim(ylim_zoom_pitch)\n", "ax[1].set_xlim(xlim_zoom)\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Refined Binning\n", "\n", "We now extend the definition of the log-frequency spectrogram by considering a more general bin assignment. To this end, let $\\omega_\\mathrm{ref}\\in\\mathbb{R}$ be a reference frequency which is to be assigned to the bin index $1$. Furthermore, let $R\\in\\mathbb{R}$ (given in cents) be the desired resolution of the logarithmically spaced frequency axis. Then, for a frequency $\\omega\\in\\mathbb{R}$ (given in Hertz), the bin index $\\mathrm{Bin}(\\omega)$ is defined as\n", "\n", "\\begin{equation}\n", " \\label{eq:AudioDeco:Mel:SalSpec:binAssign}\n", " \\mathrm{Bin}(\\omega) := \\left\\lfloor \\frac{1200}{R} \\cdot\\log_2\\left(\\frac{\\omega}{\\omega_\\mathrm{ref}}\\right)+1.5\\right\\rfloor.\n", "\\end{equation}\n", "\n", "For example, $R=100$ yields a subdivision of the frequency axis with a resolution of $100$ cents (one semitone) per bin. Using $R=10$ results in a finer subdivision of the frequency axis, where each bin corresponds to $10$ cents (a tenth of a semitone). Based on the bin mapping function, we now extend the definition of the log-frequency spectrogram above. Fixing a reference frequency $\\omega_\\mathrm{ref}$ and a resolution $R$, let $B\\in\\mathbb{N}$ be the number of bins to be considered. For each bin index $b\\in[1:B]$, we then define the set \n", "\n", "\\begin{equation}\n", " P(b) := \\left\\{k: \\mathrm{Bin}\\left(F_\\mathrm{coef}{(k)}\\right)=b\\right\\}.\n", "\\end{equation}\n", "\n", "Furthermore, starting with the spectrogram $\\mathcal{Y} = |\\mathcal{X}(n,k)|^2$ (or a [logarithmically compressed](../C3/C3S1_LogCompression.html) version of it), we set\n", "\n", " \\begin{equation}\n", "\\label{eq:AudioDeco:Mel:SalSpec:SpecLogFreq}\n", " \\mathcal{Y}_\\mathrm{LF}(n,b) := \\sum_{k \\in P(b)}{\\mathcal{Y}(n,k)}\n", "\\end{equation}\n", "\n", "for each frame index $n\\in\\mathbb{Z}$ and bin index $b\\in[1:B]$. The refined binning strategy is implemented in the next code cell and tested on our Freischütz example. As for the implementation, note the following:\n", "\n", "* As input, we use the logarithmically compressed spectrogram computed above.\n", "* Only the frequencies between $\\omega_\\mathrm{min}=55~\\mathrm{Hz}$ (corresponding to pitch $p=33$) and $\\omega_\\mathrm{max}=1760~\\mathrm{Hz}$ (corresponding to pitch $p=93$) are considered. This range covers five octaves (corresponding to $6000$ cents).\n", "* As for the binning index $b\\in[1:B]$, we deviate in the Python implementation from the theory by starting indexing with index 0. This leads to a systematic index shift of minus one in relation to the algorithmic description given above.\n", "* The reference frequency is set to $\\omega_\\mathrm{ref}= \\omega_\\mathrm{min}$ and the resolution to $R=50$ cents. \n", "* In the visualization of the log-frequency spectrogram, the frequency axis is specified in cents (with $0$ cents corresponding to $\\omega_\\mathrm{ref}=55~\\mathrm{Hz}$.\n", "* In particular for low frequencies, the bins may be empty due to the linear frequency grid introduced by the STFT. The problem of empty bins may be resolved by [increasing the frequency grid resolution](../C2/C2_STFT-FreqGridDensity.html) or by using [interpolation techniques](../C2/C2_STFT-FreqGridInterpol.html). " ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "execution": { "iopub.execute_input": "2024-02-15T08:43:01.889454Z", "iopub.status.busy": "2024-02-15T08:43:01.889268Z", "iopub.status.idle": "2024-02-15T08:43:03.437460Z", "shell.execute_reply": "2024-02-15T08:43:03.436668Z" } }, "outputs": [ { "data": { "image/png": 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EIvR6PRKJBL1ej3K5TCgUwm63U6lUaDQag5M5MaE34sjICJVKRdePRqM4nU42Nzfp9/tUKhW8Xi8+n49kMkmn0yGTyeD3+7UvQqGQfrdSec3UzG63EwgEKBQKJBIJ1tbWiEQiVKtVotEonU5HtyGTJ+nbSqVCLBajXq8DEAwGyWQyRKNRVldXiUajOhDa7XYKhYK20+l06jHLdsvlMg6Hg1wuB8D09DQ7OwPfCbfbjdvtxufz6YOo0+kQCAzM0zqdDn6/n1qtpud8fX1w2SeTSarVKq1WC5vNhtvtBtDrS5Z7PB6y2axONhuNBm63m3q9rhP8ZDKpk1DpFzlG6Qefz6cTpuHfgj//8z/nhRdewG638573vIcDBw5QqVRYXV2lWq1iGAahUAiv10ulUiGTyXD06FGuXbtGKpXixIkTJJNJrl27ht/v1/P17W9/mx//8R8nn8/z0ksvMTc3x/79+9nZ2aHVatHv94lEIpw9e5YDBw5QKpXw+/0Eg0HkpTeTyeBwOGi1WrjdbpxOJxsbGzrRBUgkEhQKBWq1Gg6HA7fbTavVIpFIkMlk6Ha7pFIp1tfXaTQaOBwOfXn0+XxMTU3RarWw2+1ks1lcLpdOJlKpFDCYAPd6PXZ2dnA4HMzOzgLg8Xio1+t6Hcq1WK/X9dqQ33JduVwuvc82Nzfx+Xy0Wi06nQ6t1kDxT8aBUqnE5uamHkOxWKTZbOoxhMNhCoWCvqSNjo7yvve971bD6fcTie++ioXvhtHRUf7lv/yXGIZBu92mUCjQarVwOByEQiHGx8fx+/1sbW3pNQiD55P8L5Mwu92Ox+PRFziZhLndbmKxGF6vl1arpc9KeeGXCZbH4yEQCBAMBqnVarTbbR07YTAe+v1+3Z+Mj9VqVccmGIzJ/X6fRqOhz0On06nBHXnGwGsT+uFJttz33W6XYDCogTC592OxGLlcjq2tLfx+v/Zlt9vF4XAQCATw+/3YbDYSiQSdToednR1M0yQWi5HP5/fcX4lEgnw+ry8dMr7IGOr1eqlWq7jdbn3uyTNkZ2cHv99Pq9XC6/XqJNbhcBAMBrUP5fnRaDT2BLikTxuNBmtra3zjG99gfX2dYrG4J6gSDAYZHR1lZGREz5PT6aRUKu15BoTDYSKRCHNzc9jtdpaWliiVStjtdiYmJohEIrhcLhqNBrlcDrfbTSaT0XFyenqaX/mVX3m7LvfbOma8nRNhB3AP8PdM03zBMIzfZJcG8Tq41VuD+QbLv3PhoOr+dwGOHDlivvTSS4yPj9NoNCgUCiwuLuqEsVAoMD4+zvj4OLVajaWlJV599VVisRgul4vt7W3sdjujo6M6YZM31pmZGfL5vA4u8lk4HNYbLZ/PE4vF6HQ61Go1JiYmyOfz9Pt9SqUSDocDv99POBxmfX0dv9+Pw+FgYmJCJ11yg2ezWYrFIt1uF7fbrRffyy+/TKPRYN++fToQraysMDc3x9LSEoZhUCqV2Nra4uDBg9hsNrrdLk8++STT09NcuHCByclJtre3mZmZYX5+ns3NTVKpFHa7nW63S6FQ0Ad8Pp/H7Xbry8T6+jperxeAGzdukMvlCAaDVCoVarUaXq8Xm83G+vq6DoBOp5OdnR3i8bg+kCVKAYMJ4cbGBp1Oh3K5TCAQ0EErl8uxsbFBu93WY5EJYL/f14l9pVIhEokQjUZxu92Ew2E2Nzfx+/1UKhVsNhsTExOk0+k9kYZ6vU6j0aBSqbC4uMjU1JR+126302q1CIfDOgG12WxEIhHS6TTpdJpqtcrExAS1Wg2Xy8XTTz+N3W6nWq3y8MMPc/36dUKhEDabjWw2i8PhwOl0EgwGabVaOmkKBoM0Gg3Gx8cpFAoEAgHq9Tqbm5uEQiGd0DUaDVZWVvSBA4Mo9M7ODgcPHqTRaNBqtWi323g8Hl5++WXC4TBTU1PkcjkSiYS+bESjUZ1gbW5u4nQ6aTQa+P1+fD4fOzs72Gw2VldX+f3f/302NjaYnp5mdXWVeDzOe9/7Xp599lk8Ho9e8y6Xi0cffZRMJqMPm8XFRZ3c9Xo9er0e4+PjPPHEE4TDYS5fvkyhUGBhYYHl5WV9+Hz7298mGAxy7do1xsfHWV9fp16v0+/3SSaTex7GtVoN0zRJJpN6vrPZLPv376dQKPDqq69imiaBQIDp6WncbjfpdJobN25QKpUYHx/Xl2WJfCSTSb3u5eElD85+v8+NGzfw+/2USiWmp6f1+pAHYafTwW63k8lkKBQK+sCLxWK88sorjI6OUiwWSaVStNttotEo8Xicer2Ox+PRh1S322Vra4tgMMjKygqxWIylpSV9sajVaiQSCb2OS6USIyMjeu32+33y+Tx+v59MJkO5XKZarb7BsGzhhwUOh4OZmRlsNhter1fHRUBf9mw2G8ePH9fIYbPZBNBAQafT0cktQCgU0izj8At1t9vF6/VqEAT2Rm87nQ69Xo9isUgoFNLtydglk0t5DkhQIB6Pa3tkUibjrbw0yrNCJqDy/JV7VV7ue70ejUaDfD5PLpfj/PnzZLNZstksW1tblEolnSCOjY0xPj6QcN/Z2dEIscvlwuPxaH8GAgESiQS1Wo1cLke1WtVJaCwWI5lMEovF6Ha7rK+vs7m5uWei3ul0WFlZ0ZeQfr+Py+UiFAoRj8c12ySRVtmn2+0mGAySz+f1+SfH6na7mZoaGKPm83muXbvG1atXOXv2rM53hqPsHo+HSCTC7OwsoVCIWq2G3W7H5/MRjUY1ALiwsEC1WtXrKRgMEgqFCIfDhMNhrly5QrVapd/v02q16Ha7lEolarUaNpuNYDBIufzDYe75dnKE14F10zRf2P3/Mwwmxlu7lAiRsMoOrT9sczvJQDB/nb1WuLLcggULFiz8gELSwt/tx4IFCxbgzo0Zb1tE2DTNTcMw1gzDOGya5jzwAeDy7s8vMLCL/QXgc7tf+TzwKcMw/jdgnEFR3IumafYMw6gYhvEg8ALw88C//W7793g8zMzMUCwWSafTPPXUUxiGQTqdxul04vf7OXjwINlslmvXrmnkr1QqEY/H8Xq9NJtNZmZmiEQiXL16lU6nw759+/jsZz/L1tYWkUiEkydPamRmbGwMn89HMBjk7NmztNttIpEItVqNkZERxsfHWVhY4NSpU8zPz3P33Xdz9epVut0uExMTbGxskM1mcbvdSp8wDINoNEqhUKDX6zE1NaVvXqlUihs3brC6usqHPvQhrl+/jmmabG5ucvz4cVwuF1euXKHZbNLr9RgZGSEejxONRnnppZc4ffo0brebM2fOUKlUcLvde3jG8XicgwcParrV5XKRyWSoVCoa0bxy5Qrz8/N4PB6CwSCpVEqjWouLi4yPj2sEanJyUmkOgEbB+/0+4XCYVqvF9evX6fV6zM/P43A4CIfDmo6SKLuk4G02G4FAQCP2Pp+PtbU1Wq0WIyMjjIyM0G63CYVC+Hw+pXO0223y+Tyrq6tkMhkCgQA3btygXC7T6/W455579Px6vV7q9TobGxusrKywb98+jWZOTEzQarWoVCpcv36ddDrNysoK9957L6VSie3tbdrtNpubm5p6GxkZod/vK+3hzJkzrKysaIq7Wq3Sbrc1wpDNZllbW9MIztLSEjMzMwCaodjc3KRarRIKhdje3iYUCvHKK69QLpc5duyYfj5MOZHvt1otLl++TDKZ5OjRoxrlX1hYIBQKsb6+TrPZxOfzUa/XeeKJJ/B4PPzCL/wCHo+HZ555RikI9913H+FwmFqtRq1WY2Njg1gsxi/+4i+ytLQEwMLCAnNzc3S7Xa5du8bs7KymET/84Q/jcDiIRqMAbG5uUigUSCYH7KmdnR0MwyASibC0tMTo6CipVEpTlJVKhf3797O5uUkwGCQajfLKK69oVDadTrOzs0M0GuXFF18kkUgohUCoO5OTk+TzeaUJCYVGqFWlUokXX3yR/fv3a2an0+kQiUTY2tpiYmKC5eVljh8/TqfTYWxsDBhE7yU7UqlUmJub0yhdo9Fge3ubTCaj0TVJoTqdTra3t6nVapqFWltb03X8fj/xeJyzZ89y9OhRjh49yvz8PCdPnsRmsynFS2gwPp8Pt9tNsVgkmUxy48aNPVmR24k3+8CyBIAsWLAAd27MeLt1hP8e8EeGYbgY2Lf+LQZR6D82DOOXgVXgrwGYpnnJMIw/ZjBR7gJ/1zRNqYr6O7wmn/al3Z83RL1e59VXX2VkZIRsNsuP/uiPUigUyOfzzMzMaMp/YmKC6elp8vk8p06d4vr163i9Xo4fP678QLvdzqlTpzBNk52dHU1Zx2IxbDYbBw8eZGRkZE8aNJlMKvdPCtRkcuPxeHjkkUew2Wz4/X78fj/RaFRTM/JgEvpEqVTiiSeeYGlpiZ//+Z+nWCwyOzvLysoK09PTBINBNjc3Ne108OBB5RGfPHmS8+fPc+XKFc6dO6ecMa/XSywWA9CJCAwmYqZpUq1W2bdvH9lsVieusViMVqvFxsYGgUCAWCymVIFGo8HS0pI+bCuVCqdOnaJQKDA1NbWHg1qtVpWjGQwGicViFItFcrmcpv5dLhdjY2MkEgkmJia4dOkSR44cAWB2dpZms0mtVtPJdKPR2MOrXllZIRqNatuF9yqTtl6vx9zcHJVKhUQiQTwe1wlcPB5nenpaeXD3338/6+vrHD9+nGg0SrPZ1JRVv98nFovhdDo5fvw4kUgEj8eD3+8nkUgoz1goJML9FJ5uo9EgmUwqj1yOZWxsTOk20qetVkvpAMVikUqlwunTp7X/S6USyWQSj8ej57bRaJBOp4nFYhw6dIhgMEihUNBroNVqcfr0aUKhkNJBYDBJDoVCOjEXft0nPvEJEokE+/btY2RkhEKhwMsvv8y+ffv4q3/1r+J0Ovn0pz/NM888w6lTp2i1Wly9ehWfz0cgEGBnZ4c/+ZM/4Wd/9mc5duwYN27c4Bvf+Aa9Xk85v8ViEZ/PRy6X41Of+hT33HMPIyMjfOITnwBgcnKSgwcP0mq1SCaTpNNpgsGg9k0gEMA0TS5duqQp2XA4rFQdgA984ANK/bDZbKRSqT3c/eF078TEBJ1Oh3/9r/81zz77LNPT03zmM58hlUrxYz/2YwA6+dzY2CCZTLKxscGXv/xlPvOZz9BqtZicnORv/s2/qfdXPB7n6tWreh5KpRLPPfccn/zkJxkZGSEWi/HzP//zRCIR8vm8cvRXVlaYn59namqKyclJlpeXsdvtnDhxQifMwhUOBoMEAgGq1apy54Ue4XA48Pl8jI+PK+fcggULFt6NeFsnwqZpvgqcucVHH3id9X8D+I1bLD/LQIvYggULFiz8EOB2pDANwzjMQHdesA/4f5qm+W++541bsGDhBwp3asx4Ww017iQmJyfNf/tv/y35fB6Xy8W+fftIpVLYbDba7bbSGSQN2263yeVyRKNRTQ83Gg2OHz+uVZ0SgYzH4ywvL2vRjNfrpdfr0Ww2CYfDxGIxTYXCIBopES5RHJAiBSkiE3UDKRBrtVoEAgGazaYWuF2/fp3HHntMj8PlciltIhqNajGNUAak0EqKB3K5nG47Go1qZT1AOp0mEokAaORU5JqGCxcAVeGQggin08ni4qIWXMk+BDs7O9p3+Xyeer3O1taWFmhIxDQcDlOpVEgmkwSDQU09u91uarUanU5HI+vyI0oNw9JmUlwEr0XX4/G4FoNIfwB71BPkfyk8K5VKuj3p71qthtPpVHqEbEeWS//V63X9LgwyFPPz89jtdubm5jR6LdeIKACcPXuWpaUlIpEIH/7whzVKKhXaqVSKzc1N/vRP/xSAX/qlX9KKapvNRq1W02xEpVLRItFTp05x7Ngx6vW6FsoJBUZoD8VikZGREVXcuFXK/LnnniMWizEzM6P9+fjjj5PL5fiVX/kVrly5wuc//3ncbjf/xX/xX6hCSDab1f74j//xP/LAAw9w8OBBzp07x8svv8wHP/hBjh49qpQSKVD5oz/6I+6//356vR7nzp3j9OnTnDp1SotghK4ghXES8RRaQDweZ3t7WyO79Xpd7z8phpNlw/JSotgg5/PVV1/lP//n/8x9993HoUOHuHTpEpcuXeKnf/qnNQMkBTu1Wo1yuczv/d7vMTk5yeTkJAsLC9jtdh599FFV2ZACumAwyLlz57hx4wb33Xcffr+fy5cvk0qluPfee+l2uwQCAba2trDZbJw7d45Dhw4xNjam9Am5DyXjUa1WdawBdCyQ9Vqtlq7/4IMPcu7cudsunzasNPJG6PV63zZN81YBk5u3aQc2gAdM01z5Hpv4jsOpU6fML33pS3qf9Xo9LWYCVE0G9kolynjvcrlot9v6LBoeF4cL1WSsErUHoa/J9SyFZo1Gg06no0Vlok5RLBbJ5/Na0CaSjlI47HQ6laIXi8VUxkuuWZED83q9muWR4iyRDhM62traGouLi6ytrbG1taU0J7/fz9jYmFKmVldX92Riw+EwR48e1X2KgkMgECAajbKxsUGpVKLZbGrR9MGDBzFNk3q9zs7ODuVyGdM08fv9LC8vUygUdH2RQRuW3RR6oSj9dDod3G438XiccDis2cJqtUqj0dC+E9rh5OQkhmHw3HPPsb6+Trlcxu/3k0qlNIuayWTY3t5WadTJyUnuv/9+lpeXabVaKpXm8XiYmJggFovpcYyMjOi5crvdbG1tkc/nAZiamqJYLOr1JoWUv/3bv83q6uqblk+7U2OGZbFswYIFCxZuO96GopYPADesSbAFC+9M3Kkx4x07ETZNk2azycjICMvLy+zs7HD+/HmNuOzfv592u83q6qoK08ubbDgcJpFIqGSXRE2np6fJZDIsLi6SSCRwu90asYQBH7NWq1EsFlUjUYphhA8qkTZZ3mq1NHJTLpc1QhgIBMhkMmpEkEqlmJmZYXJykp2dHba2tuj1eoTDYXw+H+vr6xpZSiQSGu0VgwLhml67do1Wq8Xo6KjKojgcDiqVClevXsVut2vkU974JyYm9O1epFpEOzCVSqnkjkS5YrGYFkEVCgVGRkbwer0q7SRSVGNjY1qsZrfbaTabzM7OUigUNIpeLpeJx+OEQiE8Ho9qNEq/iNyOGDNIREOKlIblgeQNWiAC5hLhttls+Hw+jfRK0eJw5Hf4+8MauxIdlXbJNkWbc3FxUTnh2WyWcDhMIBBQaR2Ay5cvU6vVOHPmjBaTTU9PqwTa1NQUW1tbfP3rX2dkZIRms8nS0hJTU1MqVxYKhdjZ2WFkZAS/30+hUNBoj8jDhcNhGo2GRm/kWGT9Ya1jiYp6PB4qlQrHjx/HbrfTaDTw+XzYbDYefPBB/vzP/5wnnnhCJd6OHz+uMnDhcJixsTEKhYIWhorE25UrV4jH46RSKc1+HDhwgGq1SrFY5NixY1y8eJF6vc6xY8eUEx0IBEilUnoOK5XKnqiRx+NRbU6Hw0G9XmdhYUGjQMOSZE899RSrq6vY7XZSqRT79++nVqvR6/WIxWK43W7Onj3L6dOnVYJvbGyMa9euqZyaFKCJzNJzzz3HoUOHeO9736sc3scff1ylACVCnc/nsdlspNNpPv7xjzM6OgoMtKOfe+45zYqIRunVq1eZmpqiUCionrZkMNLptJ5PuU7b7TbhcJjjx49rMS0M5KKKxeIefdbbibdY3Z0wDOPs0P+/uyuFeTP+BvAfv+fGWbBg4QcOd3LMeMdOhC1YsGDBwg8Fct8tzblbcP3jwD/6/jTJggULP8C4rWPGO3Yi7Pf7sdvtWu0vDlBPPfUUwWBQ7VsnJiZYWRlEzVOpFK1Wi2AwqHw/UYFwuVzKC261WnskrYSnc+nSJZWmGhsbUy6T8Ab9fj87OzsaRRyO6kj1eqlUolQqsbGxwR/+4R+SzWY5cuQIR48eVZ7u+973Pra2tjh58qRW229vbxMIBNRCcd++fSqBJdFYiQBvbm7S6/UIBAKUSiV2dnY4ffo0KysrTE5OKodK2idRvZdeeonR0VFyuRz79+/H6/XS7XZZW1tjfHyclZUVdagTTqLD4aBcLmskVww0xCRCIrjSj3a7nXA4DLzGY5PfotYgUfNhrqO4vIkkGKC2ohLtFxdAieTKecjn86rkMCzGLhFRcVeSbUqUVCyFh7nSw050EkUW6TtRpxC3OXEHCwQCLC8v0+12uf/++/e4B21ubrJv3z7l/V28eJGDBw9y4MABzTSEw2HlVIvsnbjYvfDCC8oZFsci6WuxOBaTF5Epk6iiRIblOh/mzYoaB0AkEuHee+/l1VdfJRgM8jf/5t/UiLgcp9vtVh7vBz7wAb7whS/wmc98hnA4zF133aVRXOHser1eNQoR8fj3vve91Ot1zaYIT1wE52/mXItgv7jNSUZBIrcbGxvkcjlefvllRkdHyWazeL1eyuWycuBkHzs7O9x9991q0pLNZvnJn/xJnnjiCX7qp36KZDJJq9VS5ZHV1VXuvvtuxsbG6HQ6FAoFPvzhD/PUU08RCASYmZmh0+kQDAb52te+puYm4i6Zy+VwOBxcuHCBxx57TM/f4uIi999/vyqHBINBdnZ21GnK7/ezvb3N5OQk6+vr6oYpJjVyjsWAxO/377Esv524zWnOvwK8bJrm1u3c6DsJnU5Hr2ExXxLVGkDvd+GgilujPOMk4yfjoNSs2Gw2zaw5HA6tJZExql6va1ZMnlFiqpPP58nn82xvb5PP59UNTcZM+RG7YKnF8Pv9xGIxpqamWFxcVAtfsTf2+Xx4vV7GxsZIpVLE43Gy2ayOU5IFkrFH5BAlazY+Ps4jjzxCs9lkeXmZS5cuqRLPsJlGJBLRMUaykoFAgI997GMAXL16lXK5rHMEj8eD2+3m0KFDLC0tsbS0RKFQIBgM6rPk1KlTBINBfD4fjUaDTCYjVsSaoZGs1+TkJD/1Uz/Fzs6OjoW5XI7l5WXNJomJUrVapVqtMj4+TiqVYnp6moceeohwOEw+n+fq1avKUxYjj2g0yoEDB7R+QvrZ7/czNTXFzMyMZp+j0SiGYbC5uUm9XmdiYoKDBw8qN9s0TVwuF/F4nFOnTpHNZvnUpz71lq7hOzVmvJ2GGhYsWLBgwcLtwM9i0SIsWLDw5vGmx4x3bETY4XBw6tQpjeY99NBDale6ubmp1eQA99xzj+rcZrNZfSPsdDqqIep0OlV4X7zbAV588UW++MUvcvHiRbVpzGazjI6OcuTIES5dukQymeTIkSM8//zzahrR6XQ4fPiwRp1nZ2fJZrNEIhGmpqb4gz/4A77xjW/QbDZZXFxkfn6eYDDIiRMn+Df/5t9w4MABrU6v1Wpsbm7ynve8B5/PxyuvvMLp06cBePXVV+l2uxw9epRYLEYikeD69es4nU7Gxsb0bfLChQtqi7y+vk673WZ9fR2Hw7HHK35kZIRarUa32yUWi6mxhfRxpVJRrm6xWMTlcpFIJFSTVqKEjUZDbRvD4bBGEiQ6VS6XNcImkQuJ5EkUI5FIUCwW9TMYRI/FBlJ4wbVaTfncPp+Pq1evakSs2+3S6/XUPGN6eppcLkc2myWVSrG1tbWnvR6PRzV9hZO6vb1NpVLRyKTwb2HArRUb5Ha7rYYOw1xOUXYIBAKqQiLRbpvNpmYcTz/9NLFYjP379+u5kUriZrOJy+Xaw62WvhC+u1gp7+zsaF9Kn0iEPhgMatskii9RJIkcyfmQ9tvtdu655x7uuusujcJLVFyiUNIfYjt+6tQput0u99xzD9nswFxSKr8rlYqeu0QiwWOPPab7Fj6sRJEkAuTz+VQvV6JQEq2SynMxz5AsQTKZ5PHHH2d2dpaHH36YdrvNZz/7WQAee+wxJiYmKJfLPPfcc1phLUoxqVRKub7z8/PE43HV7/3yl7/MyMgIJ06c2KPMMjU1pcYbd999txrBNBoN7r77br1HarUa9Xqd06dPc/bsWZ5//nnlgYv1ajgcVkUOUbKRCN7+/fsJhUKcOXNGFTGGDTXkPEtkTvTHbzduV3THMAwf8CHg127LBi1YsPADiTs1ZrxjJ8IWLFiwYOGHH6Zp1oH4nW6HBQsWfjjwVseMd+xE2Ol0Mjo6SqFQUF1NiVQJLy4SiWhEU3iH1WqV1dVVVlZWsNvtjI6O4nA4GBkZUa6iRFPOnTvHJz/5SRYWFjh27Bjf/OY36ff7PProo8zPz1Mul3n55Zd54IEHmJ+fZ3FxkYWFBdrtNqZp8uqrr5JIJGg2mxw6dIjV1VWCwSAPPvggL774Ih6PhwcffJCXX36ZEydOMD8/z7Vr15iZmSEej6seYzAYZHR0FMMwKJVKOJ1OHn/8ceWW7tu3j69+9atMTk4yPT1Nt9tlcXFRtW7dbrfa0na7XWq1Go1Gg1OnTnHo0CGNsnW7XVZWVviRH/kRVldXKRaLrK+v43K5aDQanD9/Hr/fry5vwoMUbq/ww2AQ0RMu76VLlzRyDIMo6sbGBltbW+zbt49Lly4pvzORSGC322m1Wng8HtLpNLlcjlarpQoJo6Ojyi0LBAKq4hEIBNi/fz/nz5+nVCrxwAMPUKlUuHbtGolEgtnZWRqNBhsbG2qBHAqFiMfjNBoN9u/fr1HI5eVltra21MlLHPharRbNZpNYLEY8HieXy9Hv97l69Srz8/OMjIxov4gj3ObmpkaZRW/X6/WqjXU6ndYoqehzCu9L3qCLxaJG9gKBAC6Xi0qlwsGDB8lkMmo7LVFw4YmJNTWgEXuJoo+MjCjvT5ZLxFci99VqVdVLhAcn/DPRfoYBP1GUDDweD0ePHtXI7NjYmH7e6/XUeliiybINiQoLr3mYwyxc6wMHDijfEQYOg6Kp7Pf7NTPg9/s5f/48yWSSxx57TFU8stks586do9vtEgwGabVaFItF3v/+9xMKhZQ/Kdfu3XffrRqlkUhEr61HHnmEVCql0e5oNIrD4eCDH/wgzz77LBcvXmRmZoYnn3ySBx54gH379mnENhAI0O12Vd2lWq1y9epVQqEQyWSSTCajeqMyru3s7JDL5Ugmk3qPSXYGUC69nLdisaif3WmL5XcSDMNYBipAD+iapnnGMIx/AvxXwPbuav+DaZpf3F3/HwG/vLv+3zdN8y92l9/La26qXwT+gfldRP/L5TJ//ud/jsvlUotxyVw2m029LoQHahiGcomFYy9a7na7nVKpRLvdxjAMarWaZnak1kM4sTJ21Wo15a9ubW2pKovsz+12K/c/EoloNkv4rZVKRbNr3W4Xh8PBxMQEExMTnDlzhk6nw/r6urozwqC2JhQKYRgG7XabSqVCs9mk1+uxs7Ojzy3JlgnXVzKzwWBQn78rKytcunSJXC5HvV5XDeDZ2Vnm5uYIh8N4PB7a7TaNRoNz585RKBQwTROPx8Po6CgrKyuMj4/zuc99jo2NDcrlMr1eD4/Ho2OkZF6ldiMcDnP+/HkKhYJqEIsPQTAY5POf/zxHjhzh+PHj+syenZ3F7XbzzW9+k42NDbLZLIVCgXa7rd87ePAgi4uLRCIRms0mXq8Xn8+nesiLi4ucP3+eb37zm0SjUe666y4WFxd17HS5XFqv0263sdvt+Hw+1TRut9sEAgHuu+8+vvKVr2jGbnJyks9+9rO0223Nur+F++ctrX+78I6dCHc6HarVqtrXyrLhB3i328Xr9eqDvlarkc1mlQDfbDbZ2NhgamqKTqdDu90mFotx9913k81mqdfrpFIpjhw5wsc//nEef/xx1tbWsNvt7N+/n3379ql4/tzcHJFIhJGREe677z5CoRDf+MY3qNVqnDhxgo9//OO8/PLL1Ot1VlZWOHPmDH/9r/91Ll26RCqV4tixY0SjUTweDwcPHiQcDrO0tMQ999xDr9fjIx/5CBcvXiSTydBoNIhEIjzyyCOsrKzwyCOPYJom0WgUv9/PyZMnWVhY4MSJE1y4cIF8Ps/HP/5xlYo7efKkWgf3ej2SySTRaHTPgz0SidBoNBgfH9cJWCKRUPtWKQSTiYPT6dSJxDAtQCTHZHsiQZdKpTSNPT09zfb2NlNTUySTyT0TkXvuuYdSqUQ2m2VqaopMJqMTvNnZWfx+P2fOnNFJ2I0bN/jgBz+owurHjh3j/e9/P6VSiVarRT6fJ5lMkkgkVNJL9iUTdZG7u//++7ly5QojIyM89NBDOJ1ONWVptVrkcjnm5uY0HV2r1RgdHVVJuH6/Tzqd5u6779ZCSekXn8+Hy+Wi3+/r5E4KBaVI5fDhw1q8JzJ2cpw7Ozt4vV4OHTpEOBxWOoPYeEsxY7/fp9lsKqVCCmbkb3m5gNdkumT//X6fkZER2u32nuJD2ab0ldyLwxbXcrxSuDpcsCUPWXlIVSoVqtUq9XpdJ+0imTZsDw6obJpM9KXINBwO6zbk+9FolIcffpiJiQn9zgc+8AEtPAyHwxQKBR599FHm5uaUPtLpdLRwZmxsjK9+9asq6u/1enn44Yc5dOgQ/X5f6QsyEQ2Hwxw7doxer8f6+jp33XUXZ86c0aLZcDiM3W5X6tOxY8dYXFwknU6TSqWU8iPHKudFJPtEkk/OFQwmQclkck/hp5wjKVB8O/BunAjv4jHTNHM3LfvXpmn+r8MLDMO4i4G80zFgHPiaYRiHTNPsAb8N/CrwPIOJ8EeAL73tLbdg4Q7iTo0ZVrGcBQsWLFiw8P3HTwCfNk2zZZrmEnAduN8wjDEgZJrmc7tR4E8AP3kH22nBwjsa79iIcLlc5vOf/zwzMzOannA4HCQSCTKZjKZPxYJwYWGBr3zlK5TLZaLRKLOzs1y/fp1z584BcP/99xOPx6lUKnzjG9/QdESxWOTAgQN88YtfZGZmhi9+8YusrKzwsY99jGq1ysbGBtPT03Q6HT75yU+SSCTodDpMTU1x7tw51tbWeOaZZ3C5XKRSKf7oj/6I+fl5lcCR9Nbv//7v88gjj/DSSy9x9epV3G43wWCQ8fFxHn/8cZ5//nm8Xi/tdhufz0exWKRQKHDixAl+67d+i2azyeTkJJlMBhiklNLpNK+++uoeC+hKpcLhw4cJBAKUy2Wq1SrhcBiXy8Xzzz+PzWZjc3OTl19+mXK5DMD4+DixWIzjx48zPz9Pq9ViYmICv99Pp9Nhc3NTLTbD4bAWr0kKaHt7m9OnT6v81pEjR7hw4QJHjx7lW9/6FqFQiEajQaFQ4PDhwySTSTU7ETvnxcVFGo0G6XSaQCDAgw8+qMWEsVgMn89Hv98nl8sxNTWldI7hdFw6ndZ0oM1mI5lMqtybGCD4/X6lx4jkjc1m47nnnlN6hlAe0uk0hmEQCoU05R+LxXC5XCSTSZWok7QiDCKVN27cIJvNatZCJPFcLpcWLM7MzKjNsUQv5+fn1Y661Wrx5JNPqhWpFFl1u12lLkxMTKiZSTAYJBKJEAwGSafT5PN5SqUS1WpVDTIOHDiA2+3mwoULVKtVpqamvkOezu/3MzIyolH/xcVFlpeX1Sp6ZGSEeDxOIpFgaWlJr+NIJKKUDEBtsxcWFsjlchiGQTQaJRaLMT4+TqFQAAYFaK1Wi3K5vMc4Roobn3/+eTY3N9WO2+/34/f7CYfDZDIZJicn1bpY7GcBnn32Wc6dO0er1eLRRx/l/PnzSs2QTJJkQra2tjh37hyRSIR+v8/73vc+qtUq+XxepaYkmizR3WQyyfr6OpOTk2qFLdakIpXndrvJZDIqvSjFodJOibJLX3c6Ha5fv87MzAz1el0zDD6fD4/HozQwySwItarb7d728fctiuO/k2ACXzEMwwR+Z0jk/782DOPngbPAf2uaZgGYYBDxFazvLuvs/n3z8u+AYRi/yiByrNeaBQs/jLiTY4YVEbZgwYIFCxZuDx4xTfMeBhqmf9cwjPcwoDnsB+4GMsC/2l33Vk998w2Wf+dC0/xd0zTPmKZ5RjTsLViw8NZgfBf+/Q8tDh8+bP7Zn/0Z1WqVRCLB1772NV588UU2NjY0WpRMJrVARuTJpqenSaVSjI6Osry8TLlcZnl5mQsXLjAxMcE999zD7OwsTz/9tBZzzc3N4XQ61V72ySefpFAo8JGPfIRer8fi4iJra2scOHCAVCqlhQmVSoWVlRUWFxeZnJzkgQce4HOf+xwej4cTJ07g8/kIhUIcPHiQV155hWq1ypkzZ8hms5TLZQ4cOIDT6WRhYYFms8nJkydZW1sjkUiopNbhw4fZv3+/FumJhWsoFOKll17ib/2tv8WFCxe4fv06DocDwzCU9ynSWn6/H5/PRywW02KKSqVCuVwmEAjQbDYJhUJsbm7S6XTY3t7moYceUu6myHD5/X48Ho8WQjidTl566SW8Xi+maSpP+PTp01QqFTKZDKFQSA0OJII6MjJCJBKhUqng8Xj2GIBks1n8fj+Tk5PAoGBI+LFilytFRmJ363Q61YwjkUiwsbFBMBgkEAiovF2r1WJ9fR2/38/ExAS9Xo/z589z/Phxms0mxWKRdrvN2tqayrBJpFnMHIRDHQqFcLvdytOVfgyHw8rLlfY4HA6N2olV8tjYmHJvhyOyEvGz2WwUCgWNKIt8ms1mU/MFj8eD1+vF6/Uqp1m4os1mU6OMjUaDQCCg2xazh3Q6Tb/fV2MVr9ergvDSz41GQ+X3vF4v6XQaGERQhdubTCa18Eu4yWKO4nQ62draUq708Dalb8W+W673aDRKPB5XOUQxuJD2iYSaFOSEw2Gy2axK3omIfi6Xo1wuKyddLNOlr6WYZWpqiitXrqh5xenTp7WNYtktXPhAIEA6ndbIstQZ9Ho9pqamGB0dJRgMsry8DAyKA4cNQgA15xHzEDG8EQMgEbcPBoNaqAkD3rXwyf1+v2acstksP/uzP8v8/PxtDcXY7XZzOML+RqjVat/+bi5RP4zYLZKrDnODDcOYBb5gmubx3UI5TNP857uf/QXwT4Bl4BumaR7ZXf6zwPtM03xDKajDhw+bf/qnf4rb7dYof61WwzRNQqEQLpeLQqFAo9Hg8uXLKqMoxWpSDyGcfxhcb/IcEKMKr9erhZZyf5XLZZXylIJWsVaX+hCR3pSCZxjUKhSLRQzD0IJekYa8fv06ly9f3mNjH4lESKVSWlztcrnodDrMzMxw7do1Op2OFsnJPXfo0CGV8pyYGATW5Zkiz395hkiNw/r6OouLi5TLZS0U83g8xONxTpw4wX333Ue9Xuf8+fNsb29rjdHOzo7WIYTDYUZGRohGo/psk8K6eDyu45NkaLa2tvRcdLvd7zDckkz1mTNnWFtbY3FxkfX1dc0m+Xw+zbaJKYlpmgSDQYLBoG7X5/MxMzNDPp/XWoVSqYTdbmd6elqLCkWOUa4FGfekiHB8fJz9+/ezurrKlStXsNvtakEvhXRf+9rXyGQyb2psuZNjhhURtmDBggULtx2S6vxuP+8UGIbhNwwjKH8DPwpc3OX8Cv4qcHH3788Df8MwDLdhGHPAQeBF0zQzQMUwjAeNQQf9PPC579uBWLBwh3Cnxox3LEcY4Ny5c2oPKdaTY2NjvPrqq6ysrHDx4kXcbjfhcJh77rmH5eVltcNdWVkhGAxq1b1pmly6dAmv18u5c+c4cuSICtxvb2+Ty+U4deoUi4uLWun91a9+VU+cVJ1Xq1VmZ2dZWVnh/e9/P81mkz/5kz/hxo0bfOELX1BhfofDQTabpdlssrS0RKvVYv/+/czPz/OTP/mT+Hw+Ll68SCwWY35+HsMwuHLlCvfccw87OzuEQiFmZ2ep1+tcuHCBRqOBy+Xi9OnTFAoFbDYbDzzwAJ///OfJ5/PMzc3R7XbZ2dnhpZdewu/3Mz09TbFYJBwOq/SN8BArlQqmaRIOh0kmkxSLRRKJBL1eT6WnhL+aSqXY2dnRaPiwscb73/9+Njc3KZVKBAIBDh48qNaxR44cwWazkc1mlfuZSqXo9/tks1lVIBClCYfDQTQaJRwOs7m5STKZJBKJUCwWiUQiGkW12+0EAgESiQT1ep2trS2i0aheN36/n2QyqXa3Er2Ym5tjfX2dpaUlbDYbMzMzWnkv0lx33XWXRkySySTVahUY8DRFWky2GQ6HlXvcbDZVQiwQCKg5h8vlYmpqStsm0RF5SxeTGGCPMoDYcXY6HbUalWMWG2OJKA8rCfR6PVVmqNfrGlGXY2i1WqTTaer1ulpoS9RbovKiBiFtLBQKmg2Q6Kv0jRyvyBllMhnsdjv33nuvRmnErlX4sxcvXuTy5cvcf//9bG9vk0qlaDQajI2NKd9Wosvz8/Pk83nC4TBbW1sqT3fy5EkAFhYWuPfeewF45ZVXmJiYoFarceHCBex2OxsbG6q4cujQIbxeLwsLC8TjA4nKtbU1Ll++zPj4ONVqlXPnzuHz+Th8+DDnz59XFY5wOEwoFCKfzwMDCSuxiZa+X19fJxaLqXzhzMyMGnJIZEiyKN1ul0gkomNEOBym3W5z+vRprl69qtJT58+fp1KpKM88HA7j9XrZ2dnBZrMRiUSUl23he8Yo8NndB7UD+JRpml82DOMPDcO4mwG9YZldkX/TNC8ZhvHHwGWgC/zdXcUIgL/Da/JpX8JSjLBg4W3DO3oibMGCBQsW7gzeSdHeNwPTNBeBU7dY/nNv8J3fAH7jFsvPAsdvawMtWPgBx50aM96xHOFTp06ZX/va11hcXKTf7zM1NUU8HmdnZ4dr164xOTlJsVhU3qFY9zocDtxuNyMjI5RKJY3mPPfcc7z44otks1kOHDigusBi8SvRNZvNRr/fp1AocOnSJY34CXdRChqE/5lIJHjppZdYW1vD4/Hwt//232Zra4tvf/vbeL1ecrmc8o8PHz6svMpms4lpmsoHE4OFSCRCOp1WfrHwXe12u9rrCmfJ6XSyvLysbY7FYlQqFcbGxjSq3Gq1GBsbw263s7Ozo8cMqB2u3W5XQfTp6WlgEAUcG3stI9hut3G5XLTb7T39JbxUiXRWKhV8Ph9er5der0elUtnTt8Oap8PWvfK/8Nvq9boqEZRKJdVEvnn9Wq22R5u30+nsWVf0cfv9vnI9e70eTqdT2zgMaYO0TT4f3p5EYEXg/uZ1Zdnw9+Rv+ez1/h7ua/muHKPs51bturn98rdEqUXHuNfraRT85raLDbe0odfrce3aNVZWVvD7/YyNjang+rAiiZzz559/npWVFbxeL3fffbcqZIjm7cjICPl8ni9+8YsUi0V+9Ed/VDVzQ6EQxWJRjV4A5Rb7/X5mZmZUIebatWvEYjE1RhEbdYFcl6L/LIY70lax5ZbIvkR9hbcrPGeJxsOALzh8nqTPxBAEUBUb6f+bryu5rqvVqkaSxVym0Wgo91vW9fl8Kq4vusqC7e1tjQi/733v48KFC7edI/xmi7cqlco7kiP8/cbhw4fN3/zN36TdbmsWyDRNfD4fo6Oj2Gw2lpeXNYsg9t7ValXHZRlzhT9cq9X0Xpa5gsPh0GtY6h+CwSAjIyP4/X5KpZJ+T4w0RK/aMIw92zIMQ7cRCAS0HqXZbKo+fDqd1rqYVquFYRia3fV6vaqOIuOFz+dja2tLTTHcbjfRaJQTJ05QKBS0fkL6x+12c+TIEUqlknJ8h+9jaYco/BiGoc8jsSmHwXgjBkwy3vr9fjUuEUOKffv2qd6/3W7XOo2ZmRmtbcjn8ywuLrK0tLSHN2wYBjabbY+SkGS/IpEIExMTmKZJuVzWcVD020WJR7K2rVZL63UikQjxeFzrD9xuN4lEgoMHDzI6Okqz2cTlchEIBKhUKmxubmqW0eVy8e1vf5tms4lhGJimSbvdptvt8tRTT1EsFt80R/hOjRnv2IhwvV4nl8upw82BAwfUZODo0aM6UZNJlhSWiAh/r9cjGo3q9yORCGfOnGFjY4NAIMCpU6c01V4ul4lEIjoRbbVavPLKKzz22GM4HA4l64+NjWnhlhTCVKtV7rrrLjVN+J3f+R296aRAzO1260U2NzenN9ja2hr1ep3JyUnd5tWrV9VFbW1tTQuYxsbGSKfTZDIZPB4PqVSKQqHA7Ows1WqVTqejBT6rq6u6PSkyqlarRKNRisWips6FPO9wOHj++ec5duyYFjoI/SIcDlMqlYhGo1pIMSz3BK9N8KTwrdVqqWNZt9sll8tx8ODBPRMGmWCI81k0GtWCMXm5EVcxKaiQiUu9Xt9TwFQoFNRMRApD5EECg4FfJsLD2xD3M5kU3jwpHnZak8mzfKff75PJZPRlQUwtZLIyvF2Z/Eu75fty/clg1Gg0aLVa6mQkTmKXL1+mXq8Tj8fpdrvMzs7qy498X4q9hKbQ6XTUVajZbOo10uv1uH79OteuXcPv93P8+HFGR0f1PpBiwFarxcLCAs899xwjIyP6EHnwwQe1LzY3N5X2cuXKFR5//HEOHDhAvV7nE5/4BMeOHeN973uf9ufi4iKbm5s899xzGIZBoVBQV7aLFy9Sr9e5du0a7XZbCzTlmC9evMipU6doNBqMjIywurqq9JqNjQ2l2YgDVafToVKpkMvl2N7e1gl5NBrVB/P+/fv1nMvLtNPppFQqKY1E+hlec+ETNymhpwjtRx6Act6EFtFoNADU4VCuo3A4rG2VF3k5f+KuJVQLuZZlwi4vceIU9nbg3RYRtmDBwvcGSz7NggULFixYsGDBgoXvI96xEWGxl5WiISk+kpTO7OysRoNbrRbT09MavRkugJII2+TkJJ1Oh0ceeUS30W63NYrW7/eZnJzUyNv73/9+jcyJJavdbtd0vXzf4/GoqL7T6WTfvn20Wi0tuOr1egSDQb761a9qCke2NTs7i8vlYnt7W6OHExMTmuqWVLSkbyS1LdFNKa4aHR2l3W5TKBSYnp7eE1X0+/2Uy2WVgRpOvUrxnNvt5tChQyqVY7PZVIpG+l76TFK/kjqW9LCk6Gw2m0rWSCFWKpVSiohE2SRiXi6Xsdvt5HI52u22prokGi3Ww9euXdNtDKfvHQ6HUlTEeCOdTlOpVPB6vXg8HvL5vPrLSxoLBkV1Ygu9vr5Ov98nHo+zf/9+TddJ6loi2P1+n5WVFT3309PTrK6uav9KtFlS8BKxlvS3yNs4nU6VQpLrWCTI+v2+Rqy9Xi+RSIRCocArr7zC9PQ0169fV2rO7OwspVJJKT6tVot4PK6W0w6Hg1gsptHMYrGoxXFTU1OaYhPKztLSEiMjIxopff/738+xY8cAeOKJJ/ZkRPbt26cR6atXr/KRj3yE97znPVQqFZ5//nlNTTYaDUZHR7Hb7WSzWX7iJ34Cj8dDq9Xivvvuo1gsMjs7i8/n46GHHlJagES8xUI9Go3qPX7kyBGOHDmyx5ZaaCDDVJSRkREOHTq0p7BwfHxcU7CyntAS4DXrY7/fv4d6IuOEpE0DgQCA0lgikYhSkETOamVlReXsJMU7NjZGNBrVCLJEjgG9d4XeI3Jpw/e+3W4nHo/rffx2RGHeaYoQFixYeHtxJ8eMd+xE2IIFCxYs3DlYE2ELFiy8FVgT4duMbrerdsIS8el0Oho92dnZ0WiXzWajVCrR6XSIRqMa1SyXy3uKqKSwZbiwRiLIEvWRSJVEliQiJRzESqWyR5ILBqLkw6LVbrebfD6vRgXZbJaNjQ3q9boKgnu9Xt2PiGGLfaq0T6J4w/bCPp8Pt9utbZJo1M7OjloWD/NgpXBHjkM4hcKhbDQaXLlyRaOw0v5SqaScY3it8ArQYgiPx0MulyObzSpfU7a1b98+zp07R7/f58SJE6yurrJv3z62t7cpl8scOnRIbZ5DoRBTU1Osrq4yMTFBJpPB6XRy8uRJXnnlFQzDIJ1Os76+TigU4r777uP69euEw2G2t7dxOp1qzJBMJul2u7z00kskEgm15M1ms1QqFY3q7du3T4Xki8Ui165dAwY2p9PT0xolj0aj9Pt9bty4odfYysoKhUIBn8/Hq6++qsVhi4uLpFIparUaa2trJJNJ9u/fz9raGrlcjnw+z9LSkorjt9ttcrkcHo+HiYkJksmkFnbduHFDz92TTz7JlStXME2TU6dOYRiGZjuOHDnCzMwM586dY2pqSq9ZEYCX++XIkSMUi0U++clPks1meeyxxyiXy5w/fx6bzcZDDz2kMnYLCwvk83nOnj3LT/3UT7G8vKzFIvPz80xMTKjgv81mY2FhgW9961s88MADXLlyRQXmn3nmGTKZDBMTE3i9Xp5++mmuX7/OiRMnaLVaXLp0CbfbTSqVUrk8uV9gEJEdHR3VAlC5h4VrHQ6H9ZoUY4vhAs6bsba2xtNPP025XGZkZIS7775bJQPl2IfNKgKBgBqYiEWy3ENyr4ghSrPZ1HMsBbuFQoF8Pk8+n1czBL/fz4EDBzh48KBG5kXizuv1UqvViMViyvMWcfxqtaq1DMIzl/v4nVow/W6Dx+PRWgqx9C6VSsox7/f7HDhwgNOnTxOJRDSLIGNas9nUDJfUhYgRkM1mU665mC2IkYtw4GOxmHLYxZgI0IybmHXI9S3FnGKXHggE8Pl8lEolzeBcuXKFYrFINptlZ2eHSqVCvV7XLI/Y3cfjcaLRKB6PB4/Hg8/n02LZdrutZiGSjRmukZDsp91uxzRNremw2+0kEgncbjcXL15ka2tLMzVSuCZmO7I/Oa5oNKrPaHkmer1eNWfqdrualZNz43K5MAyDeDxOpVIhm82Sz+epVCoqr2maphobuVwuUqkUP/ZjP8bzzz/P3NwcFy9e3GP6IwXwMu643W6tZ9rZ2dE+EROq48ePs76+TrlcBgbGW1K7I88Tv9+Py+Uin8+rdKMYaMnx+P1+IpEIjz322Pfp6v/e8I6dCFuwYMGChTsHKyJswYKFtwIrInyb4XA4CIVCe2SuJPoJaORUlom5QbVaVU4r7JVSkohwq9VSSTLh4Q1HeOV7gEaZhCMrvEJ5u5Los7ylCi9S3pZlnXvuuYdWq8XRo0eBgUXkcNtEdkTE8eW4ZXvClZZ2SZukP+Lx+J5ItbRBPpfPer2eSjKJ/NyBAwc0qiDRATFCkEr2arWqfdhqtSgUCnv4tmL2MDMzQywWUwtgiUY8+OCDuN1utcMU8w2JiHm9Xh599FF9G5aotKh7CEcXBtJu9957L41GQ9VB5LglijY5Ocnk5CSrq6sEAgFVsBBuppyrYR6q9K289cv5qdfrnDp1SvtQopAej0cjc9VqlYmJCY2IHDp0SKPvcu4EpVJJFR2kzWIBKtecREdWVlaYn59nbm6ORx55hJ2dHfbv36+W4V6vF4fDwY//+I+TTqc5fPiwZguEzypqK16vl5MnTxKJRDh+/Di9Xk9NRkRiT6KutVqNj33sYwSDQWKxGE6nkwMHDjA2NobNZmNkZARAzVU+9rGPcejQIb32YrGYKj6cPn2aer1OKpUilUpx8uRJWq0W0WiURx99VCOmfr+fbrdLMpkkGo2qCcXo6KgeC6B9M8zhlyiL3BfDWR6RKRJjDuHRSzRFMjCxWAxAo+iFQoEbN27QarU08ySQMUP6TKJbolDidrs5fPgwHo9HI2Zy7W1sbGCz2YjFYsozlu0M85xtNpvy4eUek3VlHblmLFiwYOHdinfsRNiCBQsWLNw5WBFhCxYsvBVYEeHbjFarxerqqkbnhJ8jagwSxRONVOEsCncnEomQy+UAlBcEA71QEaWG1yKIvV6ParVKo9HQ6KxEx0QXVLjIEoWSqJZErmq1GvF4XKOIwu+tVqu4XC7m5+f32OEKX7jVarG5uali2KZpaiRRIqo7Ozt0Oh263S5er5dgMKgRJBhwNSXiJRHcQCCwh0sVDofVGlb6yu/3k8/nSaVSauQgfOR2u60c27W1Nex2u7avWq1y+PBhtbReX1/nG9/4BsFgELfbTa/Xo1wuK7fyxo0bJBIJ5ZcBKtx+6NAh5TS1223tZ7fbTSaTUcMFu91OoVAgmUwq31fOk0QMm82m2gcXi0Xlw0nUtV6va7R+mB8ukXkxPRCdV4mudjodzp07h8fjYd++fXv2KxHEtbU1lpaWWFxcVJte4VoVi0VSqRQ+nw8xinG73Rw9epSjR48yPj7O+vq6Rti3t7epVCp8/etf55lnnuGhhx5iaWlJ+6nb7TI2Nka9XlfdapvNRjqdxuFw6DEL97tcLus1ctddd2nbu90u1WqVxx9/nI9+9KPMz8/z5JNPEolE+OAHP8jm5ibRaFT73OPx8M1vfpNMJsNDDz3Et771LRYWFvjwhz+sOsQSxXS5XHz9619ne3ubZrPJjRs3uP/++5XDWCgU2N7e1iyE8OXD4TCFQkGNOkSLV3SwRet7a2uLYDDI9vY2gGYXYKABnUwmtT1LS0t88Ytf5NixY3i9Xq5fv87i4iLvfe97NXsi975cQ1/96lcJhUI4HA4uXrzI0tISR44cIRgM6j0nvMpz587hdrtJJpO43W4WFxeZmprC6/XSbrf1vN64cYOVlRUCgQBjY2Osrq6qWo3cs5J9kXuk1WrpNSu84OG6iZv1r28XrInw9xf1ep2VlRVCoZDWYPT7fdXCBzS7NDo6qlkfsduWDILD4VBr90KhoIZNYqQhCkSzs7MUCgXVwxYNeZvNprr8okpSqVRIJBIEg0FVupHrTrKx9Xqdzc1NVaKpVCr6LLXb7crzF6OIWq1Gt9tVM6jDhw+TSCRUFUmeu6I1L30kz3hR2ZF6F4fDoeO+y+VSNSIZy6WdTqeTgwcP0mw21RLe5/Np+2q1Gk6nk9HRUc0IV6tVYHDPd7tdzSIFAgG9JyXb3Ol0SCaTagAE6Fjb6XT0Oev1erlw4QK/8zu/Q61W46tf/SrtdltVosTwxOl07qnXMQwDl8tFOBzW85/L5ZRHLM9Oed6K6YcoPtVqNfL5vHLGxXwrFAoRDofVEn5jY0PnVW8W70gdYcMwlg3DuGAYxquGYZzdXRYzDOOrhmFc2/0dHVr/HxmGcd0wjHnDMD48tPze3e1cNwzjtwxrhLVgwYIFCxYsWLDwPeL7ERF+zDTN3ND/vw583TTNf2EYxq/v/v8PDcO4C/gbwDFgHPiaYRiHTNPsAb8N/CrwPPBF4CPAl95op91ul2effVYjsWIzefz4cbLZLK1WS6OWUqF65swZ5ufn6XQ6rK2taYS10WhQqVS0ujoSidDtdrWSW962xLpRqjPlrU3eAkVDVSKrpVJJ38SlqnZlZUX1duWNLZFIUCqVOHHihFpANptNtra2tAJcbDNFEcDv91OpVFhbW9Pot7ydDVfsCkfTNE263e4eLdph7rK8GZqmqbqm4nDmdDrJZrNEIhF1kpM3zlKpRDAYJBKJAAOeY7fbVT1a0fsdHx/n8OHDWu0s0VRx2hIbyGElg6mpKSKRCFtbW1o5LxELuQZM01TXPHmjl0j/MGdZznOr1SISiShXV6LODoeD6elpfbOXfq/VajQajT19ItFS0TEWbrNEs4f55MI9FitocTBMpVIsLS1pFF34pIuLi7Tbbebm5jRSKBkBidQXCgVVqBgfH+eDH/ygRo4l65DJZPZwTSW7IBB3MskkiPLBoUOH1O2w0+kwOjpKJBLhwoULXLlyhWw2y6lTpzh+/DidToejR4+SzWY1WtTtdvngBz/I2toahUIBp9PJBz7wAfx+P7VaTTMC5XKZ2dlZPvShD5FOp/F4PPzYj/0YoVCISqVCMBhkenpaI55ut5tisUg4HCYYDJLL5ZRHLVq86XSaYDCo1c4S0Xe5XFy+fFmj4sIVXltb0wyS6Fk3Gg0WFhbw+Xzce++9dDodstksfr9fI2PSp48++ijj4+MUCgUmJiY4efIkS0tLAHpNFYtF4vE4gUCA6elpQqEQ+XyeRCKh50KUaOSalnWq1SqGYZDNZgkEAprdkXugXC7TaDRot9uqXhEMBrWqXrJGbwcsHWELFiy8FbzbdIR/Anjf7t9/ADwJ/MPd5Z82TbMFLBmGcR243zCMZSBkmuZzAIZhfAL4Sb7LRNg0TX0wSYpEirnkgVyr1XTiarPZuHTpErVajUKhoJPDYcklSTfI5DYej6ugvUykxF+90+ng9/s19SkTJpkMdbtdnTTBa4VTIh0Dg5RRo9Egk8kohUIkZmQSD+j6Il3i8XjYv3+/TpZlsjucGpEHfqFQwG63YxiGTvJisZimV6TPhI5gGMaeibP4tUuhz8TEhKalxTRE5KyEmlKr1QiFQhSLRaWtHDx4kNXVVeC1AkIp6Gm1WupnXy6XNbUl6V3pe3lxkb5oNps4HI49Xu+SWhIzEEmziyWt7K9QKOg5k5eVYaktSTt5vV4KhQLlclllccS/XfzWd3Z2aDQaTE1N6TUXCoWUQiGTG0mtSzGXy+WiXC4zPT2tlJi1tTWcTicf//jHefrpp0kmk4TDYSqVCu12W1OLct7q9bp6xovphhyPtN/tdmuBqFwj6XSaarVKtVrVF71KpaJWzkI1kZe+UCjE2toarVaL/fv343A4qNVqrK+vq7W2XINiaS0pTofDoYVuQmeQc3v33XdTKpXUJMLr9bK5ualFriIJJinAWq1GOBzWl4Tt7W263a5SVKRvhs100um0UgvE8lpSkVIoJ9JoYgbj9XqVigCvUXJkvDhy5Ii+5DgcDjweDwsLC9r3w1hdXdVxwePxqNyRvHBLAd3k5CQXL15UGcZgMKgScKFQSO/TVqul95bIJwHk83lgMFEuFot6j/ygwzCMCPDvgeOACfySPA8sWLBg4Wa81THj7Z4Im8BXDMMwgd8xTfN3gVHTNDMApmlmDMNI7q47wSDiK1jfXdbZ/fvm5RYsWLBg4QcUtzG685vAl03T/GnDMFyA73Zt+J0Er9fLPffco1F+0ayXOhFAteYlKCEvcMM8+2AwSK/Xo9VqMTExsUcTXzivgkQiocvHxsb2OGRKthVeq5cZVkaS/clLvjiXSpZONIIFoswjbW80GuroOKzeJPsW2O12Vanp9Xp72gXoC6W0cWRkRAMt8Xgc2OsXIJ/1+33279+v+5BgyrBro/RVNBrdo1o1/Pfwb1EiEldLQDnH4hrZ7/dVi//IkSOUSiUNzsTj8e/wNpAM73D7PR4Pa2trrK+vawBMAiLj4+P4/X4NLgyfb8lWS/ZR+jufz+85XnHelFqFN4s7NWa83RPhR0zTTO9Odr9qGMbVN1j3Vj1gvsHy79yAYfwqAwoFIyMjmrqWkyPRRI/Hw9bWlhK/pcCk1+uRTqc1TTsyMkI8Hsfn8+HxeCgWiyrSL0VHiURCozNCepebVOgNcpOJWYfH49EIqkTBDMPQG1rErp966imNDnk8HkZGRrj//vu5evWq3iRSzCAFAZFIRKN8GxsbSoMIhUKMjY3RaDRIJpNq2SuyWK1Wi3K5TDwe5+jRo2pHLBbLIv/kdru1EKJYLOpgtG/fPvx+P7lcTk0hpEhHqBrtdptKpUK/31f7Z5EZk0JDGYAlUiwR5kAgQKlUUikzGUwlqh4MBgkGgxoVk4ismDNI6jgQCNBoNHRwcLvd+P1+vUZcLpcWCebzeY0cSsRSzhug58vhcKiBiGQAZLsul4t6vb6nnzudDgsLC/j9fpLJJI1Gg2eeeUbttIWeEolEuH79ugrSv/TSSxQKBWZmZrhw4QLb29v0ej0OHz6sZhqbm5ukUiktUHzyySeZnZ2lUqnoQ0DO2ejoqBbESQRZ+lqORQor3W63pvPlfhFahhiSbG9va4Gm9BkMCkxlmzK4Xr58mWKxyMmTJwmFQnS7XYLBIC6Xi2q1Sjwep9PpkE6nmZmZUTk9oWiMjIxolNbhcODz+XjllVe4ePGiFsA6HA56vR7NZlPvAaHdpFIpwuEwFy9e3HNfXrt2jfe+973cuHGDiYkJjh8/zpe//GWKxSJjY2MkEglcLhehUAiAL33pS7znPe8hlUrhcDhYWVlhaWmJtbU1jWbL/Wiz2bhx4wZut1uv13Q6rVQIn8/H6uqq0moajQY7OztaJCkR5dHRURqNBuFwmMnJSZrNphpxFAoFLRgSiLSdTDjk+h4uen07cDseaoZhhID3AL8IYJpmG2i/0XcsWLDww4k7NWa8rcVypmmmd39ngc8C9wNbhmGMAez+zu6uvg5MDX19EkjvLp+8xfJb7e93TdM8Y5rmGXlQWbBgwYKF7z+E8/fdfoCEYRhnh35+dWgz+4Bt4D8YhvGKYRj/3jAM/x05IAsWLLytuFNjxtsWEd7dsc00zcru3z8K/DPg88AvAP9i9/fndr/yeeBThmH8bwyK5Q4CL5qm2TMMo2IYxoPAC8DPA//2u+3fZrNx5swZ5SVKwZXwS8fHx9UqUSJifr+f2dlZjSJ5PB4ikYimkiqVCrFYjGAwqLzFYDCo0kapVIpqtar7E45er9dTw4lIJKKWyuPj45raEVmnqakpstmsSo8Vi0VKpRKmaao1rfA9hZMrkjeNRoOxsTHi8biaPjSbTU6ePKkyLcNR1HA4TDabpVQqMT4+zqFDhzSCPD4+vkc6TfoU0PSLiPELb1J+RB5HuMlut1sjhsPFYlIQ12q1yOfzRKNRarUas7OzbG1t6bmU9IykhISnKtFar9dLKBSi0+kQi8XUSlrOoRTFwSC9JpFnsZ8djviLdF29XlcjA5HQkv0Py+/5fD5qtZrKywSDQcbHx5XnDGhE1ePxaKQzFAopl7PdbrNv3z7Gxsb29M+pU6fw+/2k02k2NzeZnJzkscce0+vu4MGDKofX7/e1eFDkfHw+Hz/90z/N+Pi4Fknl8/k9ttdy7JJalMhyOBzWNJxAorASPQVUMk4MSCQtKak/u92u0VORmYvH46RSKU17SuGhRELlu7Ku8NXlHErbDh48SLVa1b4+fPiwRnqFl/3ggw/y1FNPqSTesBSg0+mk2+0yNTWlpiput1vtSo8cOcLW1haxWIwPfOADOJ1OisWi1gfIPVEsFpmcnMTn82nRYSqV0kLRYammaDSqxaQyNh05ckQ5vhMTE3pdi4ySFHcGg0FNF8u9I+dZMi92u13PkVyrcm5TqdQeUxyJbkuk+A4iZ5rmmdf5zAHcA/w90zRfMAzjNxkUWP9P37fWWbBg4QcNt3XMeDupEaPAZ3dn7w7gU6ZpftkwjJeAPzYM45eBVeCvAZimeckwjD8GLgNd4O/uKkYA/B3g/wS8DIrk3rBQzoIFCxYs3FncJr7fOrBumuYLu/9/hsFDzYIFC+8w3Kkx422bCJumuQicusXyHeADr/Od3wB+4xbLzzKo/nvTcDgc3HXXXVQqFQ4fPqwRxI2NDZLJQX3esMWwyBMNC82LUoLP59PPI5GIVrZLZFWiNyLaPWzHLOtKNFEiSmKkIOt5PB7lJQMaLZudnWV9fR2Xy4XP52NjY4NTp05pRbpEZ4V7K20RO+ZKpaKmH8CedbLZLPPz82xvbxOJRLTSXSJ5IiMlvN1AIKCGAfBaJFjkvXq9Htvb29RqNaampvZU5tdqtT2W0Z1OR0W8r127Rr1eVyWK559/HrfbrbJS7XabyclJVUQQnunU1BT1ep1KpUKpVKJcLjM2NqZyYsLFFHJ/KpWiUqnQaDRwuVxsbW2xsrJCr9dTDvXCwoK2tVqtctddd5HNZnW/q6urWmAyNTXFlStXlP974MABnn76ac0ICC9U5Pkk4lcsFjX6ub6+zqlTp1heXtbrod/vk8lk1JhEZOOOHDmiCgRjY2Mq9i4KGKVSSbctWQen08nFixf13M/NzSl/XtYVPrUI6ouhyfC1L/J7IyMjGlWV8xsMBqnVahpZHo4KS2GKnHu5luR6HFZQEMlBycgMRzOHi22kfaIEIZFQp9NJMpmk0+koT3l5eZl7771XrzvpY5/Px/r6OrFYjNnZWRWzl+MulUrcuHFDefQiNyh8cmmPRHiz2awqosh9IwUqci0IP7nf75PNZjEMg5GREY3oN5tNjdzL96RfKpXKHkULKRwaLjqSv4dt3QUul0ul4obXk/P+gwrTNDcNw1gzDOOwaZrzDJ4dl+90u34QIeooMv6L4o1cj4DeT4A+E2XMATTrIlkWqR0RSO2AbEtUUIbvm2GFGDG0GTa4EGvvdrtNs9nU58lwG4YNqwDdj3wmywGV4QTU9nz42S7j1c33uNyjsi0x35BM2PC6klkcbuOwpbxsW8b+YVUjae/w541GQzOor2doI8cl442sJ9KVw/0tmcRCoaA1IHLuhw105JyJnKfMicrlMg6Hg5GREU6cOKEFe1LrIRmtYWUrOSeiQiPL5BlSqVTetvqDN8JfZsx4xzrLWbBgwYKFO4PbrAn694A/2q3+XgT+1u3asAULFn4wcCfHjHfsRFgUIER70+/3qwpBv99neXlZI2lSMX/48GHq9Tr9fl/1Qbe3t8lkMjidThKJBNvb29jtdtbX15ment7z1igatKLeIG90mUxGeY1ut3uPBarwk0U/VN7Cht+exYyi0+kwNTWl/ExZJnxAeVvNZDLUajUqlQqjo6PA3kiw0+kkHA5z/vx5tra26Pf7lMtlUqkUuVyOSqWiCgfyW/YlWr0SEZfolBhQ3LhxQzmwso5E1uU4isWitqNarWpkQN6wG42GKmuMj4+TTqeZn5/f09cSoRM73u3tbTqdDouLi2rXKZqq8iaezWb38GPFulfeXjudDltbW9RqNVwuF6Ojo/T7fUKhEMlkkqtXr1Kr1VStYGFhgUajwbFjx8hkMnzlK1+h2+1SLpcZGRlRbWO/36/awRsbG3q+rl27Rq/XY3V1lUqlogYQ8tYtaiLZbBaPx6NKHtPT06ysrGgkVnRmxWZbIgQSFZIfiaiUSiXtY7HTbLVaBINB5bhK1EL0kSXKIAohcj3AQJ9WIg/D/Tsc6ZAo5LBSh1w/El0ZvnflWgWUwyrRB7mWRcpHIpuyrkRaAM2wiG61RKnEVnVyclLvNeEQT0xMMD8/z+rqKna7nbvuuotms0ksFtPtSgZGeL+i7xwOh5mamqLVaqmMkhitiN54t9vV8UU4+WJbK1klOSciFSURJ8kyCFde+kvMZABV65CovETmpc96vd6e796JqM1bgWmarwKvxwe0YMGChT14q2PGO3YibJom6XSaZ599VkP2ww5rknJwuVwqZv/cc8+phqIUrLndbkZHR3E4HGQymT2p6Ww2y/LyMt1uV2XLxIRDHubBYJBTp06xvr5Ot9ul0Wiow5WkgmWS4fV6dTKUy+XU8EC8vUOhkKbYbTYbS0tLOjEVU4KZmRlcLpfSA8TlClBhfZG8ajabRCIRxsbGuHr1qk4gh2kMMJBb2traotVqqZHCxsYGMJi0CY3A6XSyurpKLBZjbW1N25VMJve46I2MjFAsFtm/fz+1Wo1cLofL5dL0zaFDh/jWt77F6OgoL7/8shqXSIHb5uYmPp9PC9/kpSMYDLK2trZHeksKIx0OB1euXNFJ3bADnchqlUol8vk8/X6feDzOyy+/jMfjod/v89RTTwEDrc5kMsna2pp+93Of+5w61ombXiwWo1arUa/XOXDgANFolFdffVUpEE6nUyXzyuUy2WyWTCajk1iv18tDDz3EjRs3dCIcDAbZ3NykUChoGr3b7ZJIJPB6vVpEl81mSSaTqu8o9Ia5uTnOnTuHx+MhnU4zMjJCtVrlyJEjXL16FafTSSgUUim7RqPB9PQ0q6urFAoF9u/frzJeYgQSDofx+/3YbDZ2dnbURdHv9+8pVBQKi9/v13Riq9XSF5BYLKYUAklPijuipCzl2iwUCpimqf0n9478wGtUgXK5rPQUoe1IcWOtViOVSukLkmxHKDQysZ+eniYYDLK9va0vsNI3CwsL6grZbDZJJpMEAgF9+ZPzOfxCKI6T2WyWfD5PMBjUIl2bzUYkEuGVV15Rjc9er4dpmgSDQfbv34/f72dxcVHHAXkxOHXqlN6ngBbEDRcjyvUtL9vDae3bjR9kyoUFCxZ+8HCnxox37ETYggULFixYeLdA9M3lhXJsbGwPJ1gMNIYzAvICLZAs5HCWMxwO7zHIGOa2DmcahiFZFlEFutktVLY9zFcf5tTLj7x4Srtk28MBJPmR7UvGVNp4c1uHOcTDmddh4wh5wZRtDWdThj8f5gIPb1swrKZ0K0idzXA2bTgjDK9l3qQtst5wVme4H6Uvh2sFhvnSgKoWzc3NEYlE9OXZ6/WSSCQYHx/XgJH0tZzH4W2KQYd4JUi75bp6veP+QcM7diIsRhWrq6u4XC7C4TCZTEYjPfCa1fDwDSTFNul0GtM0cTqdbGxs6MUq0RRJNWcyGex2Ozs7O2qC4HQ61ezA5/NRqVRwOByMjY2xvb3N1tYWm5ubKuyfy+UoFAp4vV5OnjypxgapVIpGo8HS0pLSAMScoNFosL6+rvSL2dlZjWxJdDiXy2mRmRQ8SAq+UqlQLpc5dOgQKysrtNttnnnmGY2GVSoVTp48SavV4tq1azSbTVKpFPl8XgvTxKo4lUpRKBQoFouaupboc6fTIZVKaQTRNE1KpRIAr776KhsbG6TTaS08lMhqNBplYWGBQqGgVJPt7W3W19d1uxLd73a7xGIxtZOW/TSbTQzDUPMBiUoKxUJskoWCMGzCIOR/iWqLc0+n01FZNZvNxvb29h6KhsiTpdNpteg9d+4cwWCQer1OuVzWASMQCGgEuVqt6nXi8/moVqv8xV/8Bd1uV6W25AG3tbVFs9mk3W6TTCb13Ej6PRgMUigU1GhEZLKWl5cJhUJsbm6qdFg0GuXy5cs6sG9sbGikttFokM1m1YhmZ2eHaDSqGQCREzxy5AjZbFatj2OxmFqYSyGMSMWJ3fb09DSFQkHvH7/fr+sIhQbQTIPYGUsWRiyUR0dHtVDt9OnTavYiBhVC7xGqwerqqtIc3G43Fy9eZP/+/XS7XZaXl7UI0+PxaCah1+tRq9X0fEpkularUS6XVZpse3ubzc1NlT6UaLTsW643KVTM5/Mq2SdFdjKmZDIZtra29GHf6XTY2dmhWq3i9Xp1MtDr9XQMEFtlwzAYHx/X+11oYd1ul2w2qw8qGa9M85b+RN8zbiPfz4IFC+8C3Kkxw8pdWbBgwYIFCxYsWHhX4h0bEU6n0/zjf/yPNYr38MMPs7i4SCgUYmtrS6NsIqdkGAahUIhGo6FROSlsEXkz4TUeOXKEdDpNPB5naWmJ6elplSI5efKkmlSYpqm8yVQqRSaT4cKFCypBs7q6ysTEhBZzpdNpYrEYIyMjrK6ukslkmJubI5/PMzMzo9GtxcVFarUaOzs7GukeGRkhl8uxuLjI+Pg47XabRCLB008/rdtYWFhgc3MTu93O6dOnyWQyLC8vc/ToUVZWVuh0OkxMTNDr9cjlcjz55JMcPHiQTCajxXwSYWo0Ghr1tdlsXLp0iUKhwIkTJzSS+973vpd0Os2LL76o0fnNzU1Nz9jtdk6cOMHy8jLFYlG5oCIhNT8/Tzwe13MkHMput0symcThcJDNZikWixw5ckSPIRaLUS6XqdfrWrQn3GnJAkh6UOyC5bzbbDYMw1Db5NHRUSYnJ1lYWFDO9/r6OjabTS2GRXpte3tbZeDEDEVk5yKRCJFIhEAgsCcifPfdd3PlyhVNablcLjV3KBaLGjWWQjaJ/kmaSrzua7UakUhETUkkupxIJJSbLmYVEh0UsxeJHg8XYck1ub29DaCRddM0SSaTGIah8m3DhXjRaFSzKsJfB5S/K8d17dq1PTJkuVxO+0bOr1gAi3X06uoqGxsbe85XNBqlWq1imiZXr14lGAzSbrfV6COdTisPWiKvci/LvXPx4kWtC/B4PFSrVeUkp1IpNbVoNptqVlOr1Th37hy5XI6pqSmazabWC5RKJcLhsGaB7HY7lUoFu92uEXW/36+Fufl8HsMwSCQSWq9gmiY+n0+LbIUbXSgU2N7eZnp6msnJSbrdLltbW9TrdS0GlH4B9Nwnk8k9aWAYpEkXFhb2mKbcTlgRYQsWLLwVWBFhCxYsWLBgwYIFCxa+jzDeLn7YnUYikTA/+tGPEgwGcblcGoWbmJggkUiQy+VU9qnX62EYBqZp6o/T6cQ0TVwulxo9+Hw+RkdHGR0dxev1qmxSpVJhZmaGdrtNrVYjHA6rvfHk5KTKtPl8Pi5evMjs7CzpdJpDhw5hs9nI5/MAyi9eX1/H6/WSTqe55557ePrppzl69CiFQoHr169rtfzU1JSKW3s8HlUygNfk0ux2OyMjI3qs4XCYUChEPp+n2WzicDgoFAqqgiEWrcL1dLlchEIhwuHwHvmnSqWiZH2xVRbO8+rqKufOnePQoUMEg0GuX79OIBBQfq8IbQeDQU6fPq3KEZVKRaOufr9fjSiEPy3RzkQiQSAQwG63k8vl6Ha7FAoFjSRLUQcMCgpSqRQul4tKpaIW2D6fb49QuUjaSVRaDBCGpa2GRdyHzSMAtbUVqSr5zs2FJxL5FU7xsIGJQCLDw7Jgw0ULUvQyvK78PSy8PswjHd73cLHKzfu8GWI+Itsetum22Wz6mWxPtjncvnq9rv0lZhEieza8b7HElgIS2aYogsh2JVo9LCM4XFgi50qULBYWFmi328TjceVZy7lst9uqSCKc8GEDAskcSbulD8TMxuv16jkXHrFpmni9XkZHRzUKL7UBApGQE4USqT+IRCKqdiIya2KXHg6HuXbtGvBawYzf72dnZweXy8XBgwfZ2dnRyHy1WgVQfr7D4VBraDmfjUaDj370o1y+fPm2hmLcbreZSqXe1Lqrq6vffgO7VAtvEocPHzb/7M/+7DtkC6WITgqiAOWIC25lBCEFVyKv2e/3NYsm25N1ZHyRDITsw2az6Xjs8Xg0QweDe0uUdYYVUADNMsk4OQzJ5MIg4zFs5BAIBL5DflHaKNldeXYMj1vyHJVjkqwNvFYoNzz+D/8dCAT2GHINm3DIMck4KNKjkkEbPhbZ1nDxXT6f31NfIDUKcixer3dPQZ+M/8NKWVL/JMtFolHalsvlWFtb0xqfWCymGSWBSCyKqo1krmQbbrebcrmsij4y/v/SL/0S8/Pzb2psuZNjxjuWGmHBggULFu4cLGqEBQsW3gru1Jjxjp0IOxwOfu7nfo4XXngBl8vF3Nwc8/PzTE1NYbfb8Xq9xONx4vE4mUwGr9dLJBJR04tEIsErr7yiFe31ep25uTlVZxApFlFIyOfz7Ozs0O129c3rvvvuw263q9bo+fPnlb+4ublJpVLB7XZz9OhR1tfX9xgfvPDCC1y9epVPf/rTjIyMcPjwYcLhMBsbGxpdLhaLnDhxgi996UvMzc2xtLTE5OQkKysrRCIRms0m09PTPPHEE3i9XtUhzWQy5HI5vF6vqmhsb2+recXOzo7a0QJMTU1phMrn83HlyhXl2jqdTg4fPgygkVB5+11cXOThhx9mYmJCNZLHxsZYXFwkkUhoBDoUCpFIJMjn8xptCIfDBAIBVeMQW2DRRpXosUTf3W43gUAAn8+n6hkiZSMc43q9rpxjiX6IoYlgWAJH3rAlAipv3sORVTlmecsefjsfjtCKliu8FomVyIFovA5L8sh6w2olEkkettDs9/tqnCDrS3T6ZkkdiWIMS98MR4WHo7iyX/leKBTaE2mSyO3N/SCR3uF9AJohkX0OR+1lH8NRjOFIk3xX+mWYIz1seTp8vuRvMbAR++lhCadgMEixWFS1C7/fT6FQ0GiIqIO4XC7cbjeGYSin2efzEQwGWVlZwWazMTExQaFQYGtrC5/Pp1bUxWIRQDWDxfa7UCioIkixWGR0dJRqtar1C16vV3XARQVGIlfFYhHTNPdkfRqNBisrKwBqGnTjxg3l8dvtdkZHR4nH45qZ2dzcpFgs6nm/3bAmwhYsWHgrsDjCFixYsGDBggULFix8H/GOjQgHAgEWFxeZnJyk1+tRLpcZGxvTiFEoFFKL2tnZWVVDyOVyNBoNtra2VB9U1BCy2SxLS0tEIhFsNhuNRoPz589z/fp1jSTt27ePdrtNKpXi61//Oq1Wi6NHj/LKK69Qq9W4evUq29vbWlEejUapVCrKlYrH4ywuLrK4uMi1a9dot9tMT09z8eJFNjc32dzc5OTJk4RCIb7xjW/wyiuv4Pf7yWQyAKyurpLL5dQdrt/vk06nmZubo9/vc+HCBZxOJ+VymSNHjtBqtUilUqysrHDgwAFqtRrZbBa/38/o6CgbGxu43W6uX7+uagyizyq8JWnTtWvXWF5eZnZ2lhdffBG/38/GxgaxWIzNzU0efPBBVldXSSaT1Go1xsfHNapbqVQIhUI4nU62trYIh8M0m03VTAXURUzcuCRiKTa3EoUV3rdENYUTKu0OBoMaKRM+6HDkdhgSdbyVKPkwp1bWG7bIlgisfCZcKuA7eLC3Eh6XSKmcx+E2DHN1hyO/EnWW/29WCRi22R7Gzdxe2a9kN4T3NyymP/w9ieZKdHq4/bLPYW6gfH+YUy1OizcL10skWPiCw/0v/Wiz2SiVSqTTaW1vt9ulWq1iGAbBYFB5s8O22aKQInz1Z599Vi2SRYdaeJFyHZXLZQKBANFolEwmQ6/XI5FIqH21KGc4HA7a7bZmedxuN7FYjLm5OdU0F/6m6Fa3Wi3tg2AwSKPRUGdIiSYLT7xQKOB2u9m/fz8XLlxQ22zpo36/j2mae8wChAtZKBRoNBqqmPN2wIoIf3/R7Xb59re/Tbvd1szkMIYVcWSMEvfHcDhMLBZTO3gxwhANa9Eol3FSxgVxeLTb7bjdbr1GJyYmCAQCqvLS7/dVexteuz5hMNZIm+Ve73a7mmmT45B6JvmeZO7EgVX0smUcgdeylO12W9sq95xso9/vUyqV9PhkLJNtS7/JWCRZGllHlg2bewzXHAiGHWDlWSU1D8MZsuExT/6XMSgYDGoWular7Tmu4fbJeZC23sxDFhWoRqOhtVNTU1Pa79VqdQ/fePicp9Np3Z/0p2Qmm82mjivDfPE3C4sacZvR7/f5kR/5EWAwgfJ6veRyOdxuN5OTk5RKJZ0sVioVpS6USiU2NjYoFAr4/X7S6TSBQIATJ05QLBZ1opFOp7lx4wYXL15kY2ODbrdLJpNhZWWF8fFxPvaxj/HSSy+piL3YxV64cIF8Po/T6WRzc5OZmRmlRbhcLgqFAlNTUywtLSktoFKp8OyzzzI6Oko6naZcLqscW6/X49ChQ2SzWR577DGeffZZarUaBw8eZH5+Xgc9EeJvNpuUSiWVxZqammJzc1NtiiUdLBekTIJHRkZIJpO88MILas5x9OhRvTFfffVVEokEN27cYG1tTVPJ3W6XGzdu4Ha7WVxcZHNzUy15xaBAiuecTqdKUAldQCganU5HX2RkwifLZdIwPEmUYjgZ4GT58CQL0OI5YI+Rw3C62O/3Kw1ACuhksiU0m2E6ggwawwV1Ytd9K1rCcGHWMK0AUDqETDBvnoAOuyiJK5PId/X7fZW6s9vte9aV4xEHoOFJ980T9GFKxc2uSVLoNuzWNNy/w4UfwwV5w8coEz/pdzFlGS4+bDab+rcUjt38oC8UCjqBFWtiMaAJh8NazClGI4VCgTNnzugDb2RkhKmpKcLhMI1Gg5MnTxKPx7Vos16vk0gkWFhYIBKJkMvlOHDggMoqzs7OkkgksNlsJJNJWq0WPp+PUqmEz+ejUChoYdzY2BjT09N7xqubz/3c3Jx+12Yb2J+L9KLf79ciULfbzYkTJ3TMkiKfo0ePUq/XtdBQHljT09P4/X663S6tVmtP0aEFCxYsvNvwjp0IW7BgwYKFOwOJGFmwYMHCm8GdHDPesRNh0zTJ5XJakDU6Oorf7+fSpUt4vV6KxaKmBiT9L5a/Ym0KaJHZ5cuXCQQC+P1+Tp06Ra1WY2FhgZWVFVqtFiMjIxQKBY1kfuELX1Db2I2NDZrNJrlcTiWUXC4XOzs7WgQ0NjZGuVwml8uRyWQoFApq85rP57l06RIbGxvU63WazSaVSoVms6mWxYZh8K1vfYtkMsnKygpnz57VtK6YicRiMY3SGoZBq9Vic3OTY8eOsbm5yXPPPcfo6KhaGmezWY3K3X///Tz33HMaXY1EImpL22g0+NEf/VE1tPD7/Rw6dIizZ88yOTlJOp1mampKbZ1FCi2Xy6lJRDAYZGlpiUwmw5EjR8hkMhw6dIiLFy/SarU4efIk586dI5FI7LGkBajX63sMIdbX1zUdLwYLIu82XBwnUWmv16tSU8NpLYk8ii2yRJnFgEIoD2J/KxE3l8u1Z7+AmkSEQiEAlQCTfQ6bS9TrdfL5vC73+Xx7osmyTxhE7IVyINFzu91OtVoln8/jcDhUIm+YUpBIJPRcDqf3gsGgRtrL5TKhUGhPutDtdmvqS1J9Es0VGsswfUJk0QqFAtlsVs+T0+nUdKbYXIsRhGQlpHBR+uv69esAWrw3PT2tls1iIDM7O0upVKJUKqmdthRq2mw24vG4WjQ7HA62trY09bi8vKwRdLfbrYWd+/btY2dnh3g8TqlUwu/343a7mZ2dxWazUSgUNMUZjUb3UDzq9TrhcFipH61WS7MQrVaLRCKh16/I+A0XwQFKf2k0GkxOTmrUX67BRqOhGYNGo0Gr1VJ5tunpaY0mSzGu0MAAjRZbsGDBwrsV79iJsAULFixYuHN4N3KEDcNYBipAD+iapnnGMIwY8J+AWWAZ+BnTNAu76/8j4Jd31//7pmn+xe7ye4H/E/ACXwT+gfldRP9Fv7XZbCrnVr4iXE6Jutntdl0myiWiWCIOnMM8V+F8Cn90GPLiKxx1obY5HA6l3wzTq+A1nu/wIUkQYvjvYb7zzQ6Isl/R6x3mC0ciEex2O9vb27RaLfUCgAHdTPitwh+Wl8nhIIhcv8McYdFz7/f76pYpxykvocJLvpkjLIGSWCxGLBajXq+zs7OjL9GidSyKMLJv0T6XbYiOf7Va1WOT9YX3LccaDocBNNAQCoVotVr68i60L2m33+8nn89rAEKCK8IZFwqd0BrFUXf4WL+XqK7FEb7NiMfjyhEexsmTJwGYnJz8js9+5md+5i3t49d+7df+co37IcX73//+N/w8Ho9zzz336P8iq3b8+PFbrj83N7fn/1uJaQ9v77777ntT7Xy9/b0RxGjgVhgWdfd6vRrVHcbNx/K9IBKJMD4+/pf67nBbR0ZG9O+ZmZm3vK3h738vbQmFQoRCoVvec4Lhcz/M1R7Grfr4Vsu8Xu8tryWBjAECuU5vBemD4b64uV9udT3AayYogMqzwXce362MTG6F4e/Jtt4sbmVMIBg2VrBwW/CYaZq5of9/Hfi6aZr/wjCMX9/9/x8ahnEX8DeAY8A48DXDMA6ZptkDfhv4VeB5BhPhjwBf+n4ehAUL7xZYJC4LFixYsHDbYRjGm/p5F+AngD/Y/fsPgJ8cWv5p0zRbpmkuAdeB+w3DGANCpmk+txsF/sTQdyxYeMfiTo0Z79iIcDab5fd+7/eo1+sYhsEDDzzAV77yFU6cOMG1a9dwu90cOXKEV155hdHRUZ5++mnW1taUS2eaJr1eD9M0cTgczM7OqkJCMpmk0WgwPz+vXN7p6Wk6nQ6bm5s0m00mJib40Ic+RDabpVarsba2ptzE8fFxjh49yvnz56nVatjtdvbv36/SXhcuXFDO48zMjIr279u3j1KpxKFDh9jY2AAG1r4/93M/x1e+8hVM08Tj8Sjn0G63c/DgQTXOCAQCjIyMqGLGyMgI8/PzmuoRY4BGo6GmAiKvdO+999JqtVhcXCQajbJ//36eeuop6vW68j1jsRilUonx8XEymQylUolQKEQqlcLr9Sqf8+DBgzSbTTY2NvB6vcrjFNm3YDBIIpFQJQvhEJfLZYLBoCoZTE1NUavVqFQqKpsWDAZZXl7W9J3b7VYeq3BtRY6q1WqpnE84HCYajbKzs0OhUFC+7Pj4+B4pIRgYEcBrqchWq6UmFw6HA4/Hg8vl0u2LVbfIak1MTJDL5fbYeUajUZX5KxQKanTidrs1/SZRwFqtphxj4YLKcYo99OrqKpubmypx1Gg0lLMbDAaJxWIqW1er1XA4HASDQbX0leXCrxVjEmlvPp9X6+RhebNgMKj9LFag0jfpdJpSqaS87Fgsxvj4uNoTDxudOBwOms0mqVSKVqtFLpfbk847cOAAjUaDSCRCqVTS/pH0rdiJiyJJr9ejUqlo+4U3Lfd7rzewWff5fEQiEQKBAN1uV7nEck2K9KDYm9ZqNfL5vHJ0xY58WL5KIq7SpyKnJhKFxWJxT0p12D71ZmMY4TBLu+T+EavxYR64tDkQCJDP57Wd8Fpq2uFw6D1wu/EumeTeDBP4imEYJvA7pmn+LjBqmmYGwDTNjGEYyd11JxhEfAXru8s6u3/fvPw7YBjGrzKIHJNIJG7ncViw8H2HRY2wYMGCBQvvGLxLJ8KPmKaZ3p3sftUwjKtvsO6tOsh8g+XfuXAw0f5dgH379r0hh9iChR90WBPhtwFTU1M88cQT+Hw+/t2/+3dUq1XOnTuHw+EgHo9z8eJFyuUyjUZDq7Ulcic6o1J5nsvlNNp2/fp1FRmfnJzE6/UyOzvL9vY2Ho+HpaUlWq0Wzz77LHNzc1y+fFkjp9FolHA4TDqdZmJigmKxqBGh/fv3c/bsWdU0Fb3Pra0tvF4vExMTNJtNstksP/IjP8LLL79MIBBgYWFhTzQuEAjwkY98hPPnz5NOp9U62Waz8cADD/DUU0/h8XjIZDKEw2Hq9TqhUEgvQqk+f/DBB7ly5QrNZpOLFy8Si8U4fPgwwWAQp9NJvV4nEAhw+vRprly5QjKZVKUBsaCemJhg3759aqscDAbZ2dlRAwxAiwFCoRCRSIROp8PMzAyFQoFgMKjmGaLC0e/3iUQiNBoNVUWQooJut7unEt7j8ej/EmGLRqN4PB62t7dpt9sqKi/np9vt7om2SWRaoplyHUghiESiu92uRnBF61gUGTwej5oy1Ot1NfIQXWJARenD4bBq5ooous1mIxAI7LGGlqgi7BWGj0ajGtEWbVqJdoqBicPhUBUN6Sf5XKKhsg/Rxu10OhQKBex2O2NjY+RyOY2wyvGL5m2/3yccDrO+vo7f7+fy5ctqKCKKDMlkkkAgoCoKEl0VtY/Z2Vk1R0kmB0G0SqVCsVjk2rVrzM3NUalUtCCkWCxqtqFUKgGD6PnExARra2skEgnVEofXFBPELlo0eUdGRhgdHaVcLmu01O/3a6RZIs8w4O1KkY2cG/lMlEAkwiuZF+kzMS+Q7Yt99rA5y7Cov7RPCnXk3IvOtRigSEGSfN7pdPR6lvMk945cnxZuD0zTTO/+zhqG8VngfmDLMIyx3WjwGJDdXX0dmBr6+iSQ3l0+eYvlbwibzcbW1pZqQ0umSu5p0aEOBoPkcjk1mhH1IpfLxejoqJojRCIRzQ7JtST3v2RFJiYm2N7eptfrEY1G6ff7OqaJ7j1ANBrF4XBoG+x2O/l8HtM0dXxptVoEAgFVqgkEApo9aTabquEv2S/5OxaLKR9fMjaSRZTjlftSnh9er1eVnkQJRgr65N7sdrt7CvUcDoeOHTIODGdsOp0OuVxOvy+ZJ3hNTx0G440Y6ITDYeXvDxedibmOZHk8Hg+GYej2PR6PZrJM08TtdmsWFgYZzu3tbc0ISsGiZLplzJJj8vl8+P1+EokEIyMjBINBtaaXrJoYr0h7ZBsyTsqzzev14vF4SKfT36H1/oOKd+xEWNKW5XKZ1dXVPdWVclNJBaRc5JOTk8TjcU2ZnjlzRmXWVlZWyGazpFIppTOkUilM0+Tuu++mXC7T7XYZGxuj1+uRyWTIZrM6yfV4PDrROnXqFC+88AJOp5NDhw6xsLBALpejXC7jcrkIh8PMzMywublJPp/nwIEDRCIRisUigUAAu93O+vo6ExMTKvQfCASYnJxkbW2NWq3GH/7hHzIzM8N73/tenn32We6++24WFxd56qmndJIm7RFKgDxIJRUOAxpDp9NheXmZXC6Hz+fD4/GQzWaJxWIqp3X06FEqlQqTk5PUajWtXLXZbOqkJ64/3W6XSCRCv99ndHSUQqGgkxmRkAJ0gjg2NkY+n9cJovxdr9c1hSyTcxkAZfIsg4YMZjIgiQnH8LH2ej18Ph/j4+N7pM3kodDr9XS7sv6wzJVMQuRBMGxyMWyEIYYWgJ5PoS3IMQ9vS6TTZD/DxU0yiIoRxdbWFtvb21ocJ8ctE+RSqaTyaoKxsTGVyWs2m/h8PqWgDDvgyXZkIicvCsFgkHg8rgYS9XqdarXK4uIi58+fZ319HY/Hw/79+3WSVyqVWFhYwO/34/P5SKVSPP/886ysrODxeHj44Yd5+eWX2djYIBQK4fP51OnxwoULlEolNQR56aWXsNlsTE1NcfXqVUZHRzl58qTKjHm9Xvbt28crr7yiFeMykUylUkpDEmkxm83G2tqanoNhOoL0QygUwuPx0Gw29dqV89lqtYjFYnvMRaTyfmxsTCUWfT6fSuaJy6Vcq/IdaYO8NDmdTkKhkD54ZfIdj8e/Q7Ju2KhF6Clyvcq+br6ebhfeRfxfhWEYfsBmmmZl9+8fBf4Z8HngF4B/sfv7c7tf+TzwKcMw/jcGxXIHgRdN0+wZhlExDONB4AXg54F/+/09GgsWvr+4k2PGO3YibMGCBQsW7hxu10PtVpJkt2XDtx+jwGd3j9sBfMo0zS8bhvES8MeGYfwysAr8NQDTNC8ZhvHHwGWgC/zdXcUIgL/Da/JpX8JSjLDwLsCdGjPe0RPhw4cP88QTT2Cz2ZTCIBp8hmFoSlaKhPx+P/F4HL/fr5G/u+66i6WlJdxuNxsbG+TzeY0kjY6OamRU0vWmaTI7O4tpmhSLRQzDYHx8nP3796ut8dbWFuFwGKfTid/vZ2pqivX1dS3gO3PmDF/+8pdJJBJasFOpVKjX65w6dYpms8nIyAgbGxsUi0VtczQaJZ/Pa2QuHA6ztLRELBZTYxEpUgK4ceMGoVBI00T33nsvV69eZWZmho2NDYLBoGpDiimApNn6/T5nzpwhn8+TTCbVS16sZWu1mppISKo4FAppur1araoM1TBNoF6vE41GtTgIUMtgSadJyllS8FKwJRHber2u263X6xqNc7vdGvEsFosabZXIXL/fJxgMalRZrHrFUnk4QgtosZgYs4idtURTJfo4HOUW049CoaDR3+EosPzudDqk02mlBrRaLcLhMM1mU9PxpVJJr2GhHSQSCVZWVsjlcnrOlpeXWV5e1mtFLIdDoRBra2sAzM7OsrOzQzabJRqNqjmGRFV9Ph87OzsAvPzyy9y4cYNOp0M8HmdiYoJkMkkymVTTi/vuu48LFy5w/vx5isUiNpuNdDpNMBgkmUxSrVY1LTc5OcnOzg43btxge3tbU69CMxF9UzFdEROXZ555hmAwqNfU2tqa0oPW1taw2+1kMhlSqRRnz55lc3NTo+IiZzY2NsbKygrpdFq1RiUbkM/nAThx4gSNRoOdnR2KxSKhUEgNYaQgUa4rv9+vkVy5hiQt2e12KZVKJBIJvZ4qlcoeWbRsNksymaRer1MqlZicnKTdbut17/P5yOUGylyBQEDNMoavfclASMQ6n88r7UZswmV8k2LYHwLcLEn2AwfTNBeBU7dYvgN84HW+8xvAb9xi+VngretAWrBgQfCmx4w3nAgbhjHJQOfwRxikbhrAReBx4Eumafbf4OsWLFiwYOFdih+SCfYe/DA/82w2G48++qjyWoU+M/z5sDnE8DLhrwtlcJg7LtxagOnpaV0mBh3C5Rdeq2xXamdgoLAjJh3Ce52amsLj8SjVSni+brdbaTuBQECPoVKpAKiKjtB85CVQ3FoTiYQGFWQdMZpoNpsaROl0OkSjUaVeCb95uL+E0jj8QisBAnGQlMCF0+kkkUjoPoapbOI0Kcoww8YdAqEyDZtjCL1OviPnxe/302w29SW40WgwMzOjTqZC6YIB91j4xoJSqaTrejweQqHQnqDCcF+nUqnvuG6E+wwwMTGB0+lUsw/TNPF6vbznPe/hk5/85Ju9fIEfwGI5wzD+AwPJli8A/5IBwd8DHGIg7v0/Gobx66ZpPvX9aOhbhdxsyWRSo1bCY/zoRz/K008/rbxJt9tNKpVSLurIyAirq6tUKhW8Xi8PP/wwTz31FKurq2xsbDAxMcGRI0dYX19nZmZGB4OxsTG9mScmJtjY2MDlcjE1NaiHOHjwIIZhqLxSoVDANE3i8Tj79u3TyHS5XOaxxx7jwQcfpFgs8pWvfIVLly6pDNIHP/hBrl+/rmT/ubk5pqenmZ+f5/3vfz+bm5sayc3n8+zfv1/J/5lMBq/Xy1133QUMjAyEB5vL5Zibm9P9yI0iETCRiJPBSyS8pJjC7XZTLBZJJBLKta7VasTjcY28ioSUSGW1Wi12dnYIh8OUSiW2t7e1EE4i7efOnaPf7zMyMkKj0dACokKhsIfn7fF4mJiYoN/vq7yXzWYjmUxSq9U0+t9sNimXy+zs7GjkTIop5JhlcB0fH9fBVgZCMUCYnJzk7NmzdDod8vk8brdbJdIkAigPmFwuR7vdZmZmRuXiHA6HcrOlsEPkwWq1GplMRgfYVquFy+UiEAgwNTW152Hh9XqZn58nlUrp4LexsaHFbRLB3d7eJhQKcfjwYTY2NggEAni9Xqamprh48SL1ep3Z2Vm1HD958iTVapXz58/jdDqZm5vjW9/6Fjdu3GBra0sHLeH7iuTZ3NwcX/jCF7h+/braFQNUq1X8fj933XUXL7/8MrFYjK2tLW7cuKEyZn6/XyOlIhkoUXjTNNWJym630+/3aTQajI2N6fYnJycxTZNsNks+n1f3LIkGC49YxohMJkOz2VSuu1w/fr+fXC6nzkmSOTl+/Dif//zn9WGUy+W49957uXLlijoyCU9YCmfloRGNRmk2m3g8Hq1DkEKgXq/HlStXiMViXL16lW63q4WynU6HixcvUiwWMU0Tv9+PYRjKtxfr5qmpKXWKSqVSek1KJHp0dJRMJoPP59vjbHWzY9ftwm18qN1Kkuy244f9mWfBwg877tSY8UYR4X9lmubFWyy/CPxnwzBcwPRfvp0WLFiwYOGdirfwUEsYhnF26P/fvenB9R2SZG/TZNR65lmwcAdxp8YM47vYl9/cyCgwZZrm+bfwHTtwFtgwTfNj3y/f9TNnzphnz559o1UsWLBg4V2PM2fOcPbs2duak/R6veaBAwfe1LoXL1789pstgDMM458AVdM0/9fvoXlvGn+ZZ96dwqFDh8zf//3ff1upEfLYHaZGiJzjragRompzK2qEZPFuNzVCOPr/f/b+Ozqy7L7vRT+7cs4oFDLQ6G50mukJPdlDDqMoUlcSn2xaWjItX8uiH0lfBdvPFvXue5J9H9fSfdeSZckiZepeyZIcJCrQlinyUQxiGIaZ6Znh9HSc7kYOhcq56lQ67w9g7ylg0N1AN3oA9OzPWlioOnXCPmmfffb+/b5fuHVohFx+t0IjgD0LjZC5KrA7oRFSmUceixuFRkjp0s2hEV6vlx/6oR/iwoUL26pb9rLOuKWApBDi60KIwHoD9hXg99flXrbLzwGXer5L3/UjwFfXv7PJd/19wKfWG9Hwuu/6kfW/9+1g+xqNRqN5E9muVeqteoCEEF4hhF9+Zk2SbKte290s+50+8zQazQ7ZyzpjO6oRQdM0S0KIfwT8vmmavyyE2Nbb8XriwQdYy4r9p+uTfwR4Zv3zHwBfB/4lPb7rwIwQQvquz7Luu76+Tum7flM5mUwmw/LyMl/72teIxWJMTU2RTCbVW4+MVR0cHNxgyyqNNHq1UWdnZ5XAdzgcJplMUq1WmZiYULGFUvkAUJnz8k1WWjPLYPpKpaLiSKWSxNjYmNIdbjQanDx5knw+D8Dly5f5sz/7M9xuN8888wyVSoVarUYwGGRoaIjV1VXC4TBer5dSqaRME6rVKqurq/T19eF0OlV5pCauFCOXShhSeaBQKFCv15U+bzAYJJlMKkMIWLMnlioPDoeDRCKhhLd9Pp96y04mkwQCAex2u1JKkJnv0oAkmUwqDVy73U4qlcLn8ykVjunpaZXlf/ToUebm5pTQe++bst/v54EHHmB1dZWVlRXa7TZCCMLhMNFolHK5zIkTJ7h48SKpVEopOcjeCfnmLG213W43Pp9Pvf3abLYN1rtSeUQKi8t9k70LUpWgWCyyuLioBNYfeOAB+vv76XQ6vPDCC0qM3O/3c+LECb72ta/h9Xp57bXXNhgqyJ6NeDzO1NSUiuk+f/680jQeGRkhFotx/vx5+vr6yGazfP7znyeTyajeHNnjYrVaiUajTE5OqjjdI0eOKN3igYEB6vW6OpaDg4N85zvfYXV1VfXwnDhxgpWVFaVdK+PlFxYWSCaT9Pf389hjj5FOp3n++edVGd/1rnfx3e9+l1Qqxc/8zM/wyU9+kqmpKf7BP/gH/PEf/zGXLl3CZrPx8MMPU6lUCAQCKk72ySefJJVKkU6nlea2tB/O5/PKeKbVanH48GHK5TLJZBK32616VJrNpjKtmZmZoVQqKf3iSqVCKpViaWlJWX0Hg0FeeOEFXn31Ver1OoFAgL6+PjweDwMDA/j9fhYWFpRhiM1m4/Lly6yurirjgUgkos7f+Pg4V65cwev1UiwWlTX4zMwMlUqFoaEh7r//fqampjh37hwLCwssLi6q497X16d6teS92t/fT39/P2NjY8rsJBgMKhMBKbZ/+PBhda/Pz88ro4LdZpfi/baUJNuNFd+E237m7SU2m009z2S9LXv2gsEgiUSCZDJJu90mGo3SarWoVCr4fD5grRdxfn5e1X1SOUY+N2T+TDabVXkcsgext7c0l8spZSKp9y57VWUvaaFQUAYOsqdXKpv0mgxJdRWpjCNVd6TueblcxuVyUavVVPw9oK5p+V0+J+D1nleZeyHVgHqRPb6be9Tl80/2AktDJan/3atXL+vrVqtFtVpV95x8Xskee/ndMIw36N3LHJbe89DpdNT6pK6/zGfqNXDqXUb25LZaLUqlkjIx6e3Z9Xg8GIahVH76+vrwer3quS9zN2RPslSQksdJ9q7LkQV5Te6EvaoztlNK27obzoeA/+cOC/QbwL8A/D3T3hTfdXkjajQajeZgciNJsrvMnTzzNBrNHnI7dcZ2GsL/CvgS8Kxpmi8IIQ4BV2+1kBDih4CUaZovCiGe2cZ2dtV3fXh42CwWiwwODjI0NKTcwarVKv39/coCMRKJqB4tWGtAy0zsZDJJIpFQmfWZTGZD712vs5PUjO12u0xMTFAoFDZYG/daM0rNXPnW1el0lIKF2+2mUCiQz+fVW2EoFFJqB4VCQZXx8OHD1Ot1pdcre7KGhoYYGhrC7/dz8eJFYrGY0liVb6HSXnZlZUW9ua6srDA5OUmn08Hr9ZJKpVRsUzgcVvvrdrtJp9PEYjGliyqtH2XvAqxl8TudTmXV2Gw2qVarVCoV6vU6Pp+PI0eOqAz5XC6ndFPHx8dJpVIqnuv06dNcu3ZNudvZ7XblFAhrMWuBQIBYLKa0WDudDkIIpdxRKBQolUr4/X6azaaSzalWq9TrdRqNhlJt8Hg8yrJTnjev16sUF2SvvEReEy6XSzkPBoNBjh8/zqVLlyiVSiwvL1Mul/H5fLz44otKT3l8fFxp+v7RH/0R6XSacDjMoUOHGB4eVi6Ejz32mFI8+PKXv6z2bWFhgWPHjjE3N0cikeDFF19keHgYr9fLyy+/TD6fx+FwcOLECbLZLIuLi3z0ox/ls5/9LKOjo8zOzhKPx5mfnyebzXLy5Emq1SrVapVms4nP51OqA7Jn+PDhwzSbTQzDUPa+0WgUgFKppM7T6OgoqVSKxcVFjh8/ztWrV1lcXOTs2bNK4eDf/tt/SyAQwOv1Mjc3R7lc5sEHH2R2dpYXX3yRwcFBotEohUJB9To8/vjj/PVf/zXvfve7mZmZIRqNEolEqFarLC4ucujQIeUuGYvFNqgnHD9+nLm5OaLRKMvLywQCASqVCsFgkJWVFaUeIS2Pg8Eg586d4/Lly+RyOTUi4HA4iEQiZDIZCoUCIyMjXLt2TW1zeXmZVCql7jNpMX79+nVeffVVde7lCJLFYiGXy5HL5VRPXbFYpFgs8uSTT/KFL3yBoaEhpqenefTRR7ly5YrqEfN6vRw+fJhqtapGw2RPejgcVr13shdYxllKS927wQG2br6tZ55Go7kz9qrO2E5DeMU0zfvlF9M0p7cZL/UU8MNCiPezJkETEEL8J94k33XDMPh3/+7fIYRQwxQ2m039weuJAuv7hRAC0zSVlJaU5ZK/wetxLL0PDyGEGvKxWq3Kz7s3uFzOJ9lcHrkOGdQfDoeJxWK43W7C4TDBYFAlIMTjccrlMvPz8wwPDyu5rbm5OSwWC9/73ve4ePEiPp8Pv9+vDC5yuRyZTEb5hksTkUwmo8wqXnnlFeVBDmtDW8vLy8pe1jAMJT8mj4vNZsM0TWV6EIlEVKNINj7k0LVMLmi321QqFebn5/H7/WroPplMEovFsNlsxGIxEomEsrc+duwYqVSK/v5+nE4n+XyeRCKhZLeWlpZoNps4nU4efvhhNYQjG/X3338/ly5d4sEHH1S+8FIDMZ/PKxk32ciRxyCbzeJwOJQVrzw/rVZLSY3ZbDbq9fqGMBin00k6nWZubo4XX3yRarWKaZrk83kGBwfV9dVoNLhy5QozMzNqWrVapVarMT09rUxBvvCFLxAIBLhw4QKmaWK1Wnnttdcol8tcvHiRsbExzp1bG8E9cuQIjUaD69evK3lAacTh9/v53Oc+pyT0pNV3LpfD7XbTarU4cuQIFy5cAODJJ5/k3Llzyk7Z7/czMTFBMpncYFASjUZZWVmh2+3i8/kYHBwknU4jhCCRSNButxkbG2NxcVEl1sgXKGno8fWvf51EIqHCDr75zW9iGAYvvvgiLpdLJd9cvHiRRCKhQiicTqeybDYMg1KpRDqd5vDhw7z44ovE43FOnTrFlStX1IuSNN144YUXqNVqjIyMYLPZqFQqLC0tKTnFcrnMlStXqFQqDAwMqMQim82mhiir1SqwZkySyWQ4f/68ui5jsRgzMzM0Gg1lXrOwsKAsweU9GY/HCQaDymxkZWWFoaEhisUi3/rWtzh06BCXLl0iHA4r+3ghBI888gjFYpHl5eUNL5Qvv/wyoVCISCTC9evXWV5eZmRkRL0MNhoNJicn71pD+ABzu888jUZzANlOQ/i3gIe2MW0Dpml+AvgEwHqP8D83TfPvCSH+D7Tvukaj0dzT7JU4/i5wW8+8vabT6aiX9bm5OaUVHg6HabfbnD9/Hr/fTywWU7HC/f391Go1NbIzNDTE7OwsxWKRw4cPq9Edp9NJMBhkdXUVwzCo1+uEQiHVoSBHzFKpFLFYTJlayJHP1dVVpRG+srJCJBLB5/OxtLSkOk1gLSa4UCiwtLS0QY2i1WoRCoVwOp2USiXVSSGdQK1WKx6Ph1QqpUZt5b7JmONIJEKz2VT725vvIt1F5QikPJ5SY17GGssXXxkXLTW88/m8GjH1eDwqVlfGDctOLjnSK2Og7Xa7GqmW32Xsv4x5lp1Qsgy9x9Xr9dJsNpWbJKC2L0fPZCcdvD5KK+N6Ze6J3PetFDlkvLF0pAwGg+pcydhvGSPdarXweDwbVDl2wn401HgCeBLoE0L8056fAsDO9m4jv8qb4Ls+NjbG7/zO79xBMfcXv/RLv7Th+yOPPKI+P/TQWv185sy21EQOHFNTUzua7/jx42/4LZFIABuP0eDgoPocCAQYGxvbcr2bp/dW3L2ft6Kvr4/JyUk+9KEP3aL0d4df+ZVf2fa8b3/72zd8v/9+1SmmjsETTzyxK+XaLj/5kz95x+voLfPExIT6LPfvve997y3X8fTTT+9om+97390Rtnn3u9+tPsv7/kYcOXJEfR4eHr7hfL3hTLvFdrK79xt38Zmn0WhuwV7WGTfrEXYAvvV5epPdSsDf3slGTNP8OmvqENp3XaPRaDT7kV175mk0moPDDRvCpml+A/iGEOI/mqY59yaWaVeYmZnhQx/6kIrTlRJUvTG58m9zrLAU5JbC373INxYpRbV5PZvp9f3ojTPuLZP8s1qtuFwuNQwlZcdGRka4ePEii4uLnDx5ktOnT3PlyhX8fj9TU1N8+ctfJhaLKdmwRqOh4nXD4TD9/f1MTExw9uxZksmkGtqRsY4Oh0NZAsuYaCnILW1p0+k0tVpN2RBXq1Ulqi7Ftm02m5JcGRgYYHx8nJWVFWVV63Q6icfjSo5rYWFBWe4uLi6Sz+cZHx+n2WwyPDy8IR5ZesjbbDaV+DY/P6+SFCcnJ8lms8qWeGBggGazSSKRUMNOxWJRxfXGYjFGRkaUzbK0YZZDcZ1Oh9dee00NHx0/fhyr1cry8jJHjhzBMAwSiQTf/va3WV1dJZ/PMzY2xqlTp7hw4YJKHFxeXmZubo7V1VXGx8fJ5/M0Gg1isRiGYTA6OkoikeDZZ5+lWCwSjUbxeDxUKhVM01QSOM888wzdbpe/+Zu/weFwMDAwoKyt5XCVYRgMDQ2xsrLC2972NjweD//m3/wbAoEADzzwALFYjOeee45ms6mkySYnJ/nrv/5rQqEQ5XKZ/v5+ACW9JJmYmKBarfLcc88xMjKi4sNlQqaMZW632xw9epSBgQG8Xi/pdBrDMHjggQeYnp6m2+1SKpW4evUq9XodIQSnT5+m0WhgmibDw8NUKhV1Pb366qtqyPGBBx5gcXGRvr4+NfQHKGm96elpVSYpOF8ul/H7/fT19XHkyBHOnTvH0NAQi4uLTE1N8ed//ucqjllKOQUCAU6ePMnJkye5fPky586do1AoMDU1xf3330+9Xiefz5NOp0mlUgQCAYQQPP7446yurjI7O8vs7CxDQ0PYbDYCgQCLi4sqMVMm5sqE23Q6reJ1ARYXF7nvvvtUvLWME5aShcPDw2p4OBAI8Mgjj6hYaZkgFwgEqNfr2Gw2EokEs7Oz1Go1Jafk8/lUndN7nneTg9YjfNCfeRrNQWc/9ghLnEKIz7DmBKfmN03znXerUBqNRqM52By0hnAPB/KZZ5omLpdLqYasrq4qjXMZr9k7/NzrwCbjcGXHgoxthdddxXoTumViObzugCbX39tJJDWJZaeLTNyWDna925HbkjG0MjG31zVNxrzKfZCxuHL70iUtFAqxsLCg1G/kS6DUJbbZbDgcDqUMJDt0erWA5TGVx0d2IMmEdqkoZLFY8Pv9jI+PYxiGSgbenHTf7XbVSzSgXPRkXLBcl81mo9vtKodAeUxlmWTstHSs6+2Ak50DvR1sMpm71/lPugXK8yDVoGRMtES67TmdTkKhENlsllKppM6hdKzb3GEoj6dMWN8u+7kh/KfA7wD/J2vWxwcCq9WqYkBlhre8YR0Oh1J+kDe37KUB1AUoK4bNag+9lYdcXvbyyvVKKTWpINEbNC4vUHmx9N6c0sAhGAzi8/mo1+vE43GSyaRSRZDB/Y1Gg6tXr6rA92AwSDabxefzEY1G8fl8BAIBYE3Sqq+vj1arhc1mU8kRsoeu0+kwNTVFLpfDNE0l0SaVG7xeL5FIhJdeeolgMEi9Xqfb7arsc6/Xi9PpVEkAsViMq1ev4na7VeIErCUmyN5MKf4uxbej0agyB5AmA+VyWZkQyAD8c+fOMTw8TDgcJp/P88orr/DFL35R9Sj+wA/8AM899xz1ep3FxUVCoRBWq5WXXnqJxcVF2u22qjS9Xq8y0AiFQrhcLtrtNqlUimQyqc7Xyy+/rMTjX3rpJaXmsbS0xNzcHJ1Oh7m5OZ577jl13mVSQSqVUuuVUla1Wo1SqYTFYuHSpUsUCgVGR0dxu910Oh0ikQhut5uFhQUqlQpf+9rX8Hg8xGIxGo0G8Xhcyc/VajXm5uZotVqEw2FCoRAXL15kYGBA9cRLO854PI7dbieRSOD3+3nllVc4cuQIS0tLPProoywvL6vtjI2NYbfbuXz5MsVikUKhoM7l4cOHlQmNzWYjHA5z5coVLBYLw8PDTE1N0W63OXbsGF6vlxdeeIFoNKokC+XIRCgUotvtcvz4cbrdLsPDw8oAo1Qq8cgjj6iEF4CTJ08Si8UYGhri/Pnz6iEkJctisRhCCAzD4NSpU3zrW99SxzydTtNsNpmZmcFut/Nf/+t/JZ1Ok0gksFqtDA0N8fLLL2O321ldXUUIwalTp/ibv/kbZYaxuLiopOSCwSBLS0tkMhklg/jSSy+RSqUIhUIb6iF5PD/72c9SKpU4ceIE+Xyeubk5JUnXaDSYmpqiVCqp5V9++WU1GiKvZdM0yeVyDA0NIYQglUqRz+dVHSTXHY1GSaVSaiQkHo/TaDSoVqucPn2alZUVVca7wQFuCB/IZ55Gc9DZzw3htmman77rJdFoNBrNPcMBbgjrZ55GswfsVZ0hemNYt5xBiF9hTev3c4Ahp5ummburJbtDzpw5Y549e3avi6HRaDT7mjNnznD27NldfQJ5vV7z1Knt5Tc///zzL5qmuW8kbw7qM+/o0aPml770JTVS+FYPjZDWxm92aEShUDjwoRGyXHKbTqeTQCCw49CIf/SP/hGXLl3aVt2yl3XGdnqEf2r9//+jZ5oJHNqtQtwN8vk8v/mbv4nNZsPlcuHxePB4PHS7XVU5BAIBnE4n5XJZGSVIlyzp9FYulzEMA5/Ph2EYuN1uVldXsdlsnD59mvPnzyvnt2KxqLT+3G63CsmQvw0MDDA7O8vU1BSvvvoq5XIZi8WihtClf3swGKRYLKqwCa/Xy+LiIt/97nexWq38rb/1t5QQ/zvf+U6++c1vMjQ0xKVLl0gmk+rGs9vtPPLII8rXvdlsKp2/yclJzp49y6uvvkq1WsXtdnP06FHa7TZPPfUUV69epVQq4XK5lEmI9DUfGBggGAxSrVax2+3K7e7b3/42Fy9eVElzgUCAYDCoyiKd8zKZDF6vl3g8zvLyMoVCgUqloipc6W/earWUQcLq6irlchmn04kQAp/PR7fb5fvf/z6pVArDMJThSCQSwWq1qmHyyclJTNPkC1/4AuVymWg0qgw9jh49ysrKCm63WyXqyQdJu91W2pOlUkkNX9tsNk6ePMkrr7xCPp/HNE1CoRCFQkGdR1nhO51OIpEIQggV8uDxeGi32ySTSZVgJo0XnE4nuVwOn8/HsWPHlCudTPAcHx9X5h2FQgGXy8Xhw4fJ5XIMDAxgGAZ9fX2srKwwMDDAN77xDT7ykY/w1a9+Vd0H0vNeOrFJPUxppiGvS2m+MDQ0xPXr14E1GTqHw0E8HiebzSqnxu9+97sMDAxQLBZ54oknWFlZUUl/brebdrtNoVDAbreTy+WYnp5WJhJOp5Njx46pcypDLqQDYa+ZSzgcVveGDJ0JhULKJa7b7dLf38/8/DzpdFrpccrEURnDFw6H+Yu/+AucTifvfve7VVxlo9GgXq/jcDjUQ7DT6fAzP/MzFItF5ufnKZVKGIbBgw8+yLPPPsvi4poDvBCCQqGA0+nkPe95j3qYXLp0CZfLxejoKNevX6dcLlMul6lUKlitVhW6Ew6HqdVquN1uRkdHaTQaXLt2TT1Y5Tnz+XyUSiWcTidWq5WHHnqIq1ev0mw2edvb3ka73cZisah6rlwuK+MTWZ+0223cbrdy3dxtDqJ8Wg8H8pmn0Rxk9qt8GgCmaU7cah6NRqPRaHo5qA3hg/rMk6YZAOVymWKxSDabVco3NpsNr9dLKBSiUqlQqVRUrohUDZK9kKZpbql4BBttcHtVkzbny8ie00AgQF9fn8q9kC9mrVbrDdvo7cmUCk+yLLJXdSslJ9nD6/F4VH5NrVajUqm8YVs2m031IMueS+kE6na7cbvdWK1WZRzSaDQ2KCr1btNut6vtLi4ubnCtlQlmIyMjLC4usrq6SrFYpFwub+htlwpOcvvBYBC73b6h51W+1EpFJ5mPEwgEiMfjhMNhstnshuQ0qSgke4/T6bSybO91zZW9wfIYyiS3arWq1I9cLhf1ep16vU6xWCSXy1EqldSxlZ1+TqcTn8+nRgB6e/u3w75tCAshPMA/BUZN0/yIEOIIMGWa5ufveunugHA4zM/+7M/e9e30CvRvh76+PgCeeuqpHS135MgR3vGOd2z524//+I8DOxf97zVM2MztmHNs1/iil+0OhdyInRgufPCDH7yjbR1EpEnGnRpT9JqPSHpNGn7wB39ww2/SgENe75vn344xh0z03C5Sfgxufl099thjALzznTsXAXjggQc2fL+VqQWw4b7tNcTYTe7ETKc3UXg3OagN4YP6zNNoDjp7VWe8Ufj2jfw+0GTNcQdgEfj/3LUSaTQajebAs7m38EZ/+xD9zNNo9oC9qjO2EyM8aZrm3xVC/ASAaZp1sU9rr14ymQy//du/reIT4/E4lUpFxePKGDspQj84OIjX61XDJJcvX1Ye4NlslpGREebn53G5XCwvLytf7m63SyKRIBKJ0Ol0uO+++3jhhRdwuVzKJMButyvJs2q1qowGisWiMqVwuVz09fWpGFgZLyuHSpaWlkin07TbbUzTVPG1gBLE9/v9SnZKBsAPDQ0pebWxsTEVO1ooFMjn8ySTSRVAf/jwYaxWq4rV9Hg85HI5Go0GExMTKuYxHo+TSCR45ZVXMAyDVCqF3+/npZdeolAoYLFYGBgYIBQK4fF4VBznoUOHsFgsLC8v02w2GRkZoVKpALCwsMDo6CjZbBaPx8PExAQzMzO0Wi1WVlao1+u4XC5yuRzj4+PMzs7SarXI5V7PX/H5fDSbTZrNJqdPn+bpp5/m7Nmz1Ot1rl+/rrZ15swZisUi09PT6ny73W5+8id/ks997nPU63VyuRx+v58Pf/jDPPfcc5w9e1YlHMhrqVQq0e12cbvd/PRP/zS/93u/p2JLpRFIMBgkGo2qIb1IJKLk8QAVJ/zEE0+o+ORSqQTAu971Lr74xS9y7Ngx3G43r7zyCjabjUgkAqyZxkQiET7wgQ9w9uxZjh8/Tr1eZ2VlBcMwsFqtXL16lXg8jtvtVtJmMk7UarUSDAZJJpMqPjifz5PP5/H5fLTbbarVKoODg1y6dEnJsx09ehSv10uhUKBWq+FwOKhWqxw7doxUKoXFYuHQoUPMz8/T39+PxWKhUqlw6dIlHA6Hive2Wq34/X5lbiKHGnO5HG63G7/fj9VqpVAoKEMJgFwuRyqVUmYwQ0NDRCIRZZ5SLpcZGRkhk8lgGAYjIyMsLCxw+fJlJQ8YCAT43ve+x6FDh3j88ceZmZlhaGgIv9+v5OJmZ2cRQnD//ffTbrcJhUI0Gg0ikQiXL19WST2zs7NqCFXWB6dPn1ax8fKeePLJJ3nhhRfU8Gg2myUQCDAwMMDy8jIjIyMUi0V1fh0OB4ZhkMvlMAyDp556CsMwmJ2dBdaSlJaXl3G5XBiGoa5Fv99PNBplYmICm81GJpOhWCyqPIFoNEooFFLHR15vGsWBfOZpNJrbYzsN4aYQws1asgBCiEl6Mmk1Go1Go9nMAW47Hshn3vLyMr/wC7+gVAZkUqvsSLDZbESjUSKRCH19fcpt0OVyKXdRv99Ps9lUygZer1epL0i9fdmJ5HA4qNVqmKaJ1+tFCKHiSv1+P6ZpUqvVEEIQDAZxuVwqjtVutxMIBGi1WrRaLZWUXa/XsVgsSie/2WwSCATodrs0Gg3sdjter3dDkm8sFlMJ6QAejwev14vL5SKRSHDt2jXy+byKd5UvtC6XSyUhN5tNYrEYg4ODlMtlXC6X0ua22+2k02lM08TtdlOv19XLYyAQYHBwEIfDoToUgsEgnU5HxdReu3aNxcVF9bIqQ5FkB10mk1Ha9rJTDVCeAdVqVcVf53I5Na9MtJfxw+12m5WVFex2uzLBkJ0egUBAma1ItQip+R8KhXC73RiGQSQSUeWEtU62VCqlEnDr9TpOp5NMJkO5XMbhcOB2u5Um+cDAAG63m2q1SqlUUk6W22XfxggDvwz8/4ARIcR/Bp4C/sHdLNRuEIvF+PjHP37by2+OBdwJvbGKu8Ujjzyy6+u8UzbHjf7ET/zErq5/N/Z5OzGcvWx13re7jrtxjnrjrmW871b0xt/u9NrdKv53M9uJ6d1cjt443Wg0quKGd7IO2BhnvBN6l4tGo284Lh/+8IfV596Y/e3E2773ve+9rTJt3rfbYbvnQnKjPAZZlp3GYm+HfRz2sB0O5DNPoznI7HfViC8LIV4CHgcE8HOmaWbuesk0Go1Gc2A5qA1h/czTaPaGfdsQFkJ8EPiaaZp/tf49JIT4UdM0/9vdLtydkM1m+eu//mvC4TCLi4sEg0GsVivDw8N4vV4uXbpEsVhUQzQyblRqlC4sLChd0FqtRrfbpVwu02w2lfarFPCORqMkEglM01TDQ3JIQMqHSLFyKVgtdWDl73L4wufzKd1eqTFaKpUYGBhgamqKz372s0qPVUqayGELqevbbrfV8JMU9nY4HExMTDA7O0swGKRQKDAyMkKj0cDpdHLlyhUmJycZHh5menoaj8ejdHUvXLjAxMQEhw8fVtuWQyz5fJ5wOMwXv/hFarUa999/P7Ozsxw/fpxMJsPQ0BClUonJyUmlJdxut3nttdcIh8OEw2FsNpuy3B0eHiafz/PAAw/w1a9+lXQ6zcWLF2k2m2poTmo1yzhsaRHs9/s5dOgQzz33nBoelENc9Xqdf/gP/yHnz5/H7XbjdDqV/WytVlMSOVIrenR0lB/7sR/jlVdewefz8cILL1CpVCgUCiomNpFIcOLECS5cuMDg4CBWq5WBgQEuXLiA3W6n0WgQCAR46qmneO6555icnKRarZJKpTh16hTtdlsJs+dyOc6cOcP8/DyxWIyZmRl1LmCtZ3hmZoajR49y8eJFXC4Xi4uLNJtNxsfHlTas3+/H4XCouPGrV69y6tQpyuWy2q9yuYzH41Gx67VaTWn++nw+Lly4gM1mo1gsquEtaXEcDAYZGxvjxIkTXLx4Ebfbre43GUPtdrvxer1q/kwmQ7VaJZ1O02g0lHyPEIJAIIDf76e/v59YLKauXSnFY7PZVJy+xWLB6/WyurrK4uKi0tYNhUKEw2GCwaCK3ZeyQalUClizuZbyRZ1ORw2tjo+P09/fj8PhYHJyUt3/5XKZF154ASEEhw4dolqtEolElK5xsVik0WgQDAap1Wo88MADvPzyy1itVh588EHq9TqDg4NkMhklJ+R2uzl//jzZbFZdl/JcAEq6yePxKOMCeU7kfsm6RVq3ZzIZJWEkZaFk3PHExISy6Zbxy1Kmye/3UyqVVJ13NzioDeGD+szTaA46+1k14pdN01Q1pWmaBdaGjjQajUaj2ZIDrBqhn3kazR6wn1Ujtmosb2e5PcVqteL1ehkZGSGfz3PfffdRqVRoNpuqB/WZZ55RvV3SKtDv9wMQiUSU05PD4SCVStFsNlVvlezxDQQCOBwOTpw4QblcptvtbgjaL5fLRCIRlpaWqFQqRKNRnE4nwWCQ69evqx5baUXp9XpV4Hqj0WBoaIhr165hs9n4/ve/TzabZWJiApfLRSQSoVwu02q1OH/+POl0mieeeIJDhw5x5coVvF4vuVwOq9VKp9NRKg6yhykejxOLxVhYWGBqaoq5uTlGR0eZmJhQAft+v1/1BkciESwWC4FAgGKxyKOPPspXv/pVXnnlFcrlMvF4XGXNp1IpXC4Xfr8fwzAYGxtjenpa9Uy53W5OnjypejXf9a538e1vfxur1crx48fJ5/Nks1muXr1Kq9VSbm3xeFypLvT19ZHP52m1WkxOTipFire//e28+OKL5PN51ZPZ19fHd77zHYaGhggGg7jdboQQPPTQQ3z7299mZWVF9dAGg0EcDgdf+9rXOHz4MLVajVgshsfjob+/n3w+TyQS4dChQ8TjcYLBIKurq4yOjjI0NITP58Nms5FIJNR5fOyxx3C73RQKBdVTJ8XXQ6EQiUQCi8XC0NAQqVSK4eFhgsEgR44cIRqNkkwmGRsbo1arcebMGZLJJENDQ7zyyiuMjIwQjUbVvrpcLmKxmOoFtlgsTE1NUavVKJfL+P1+5cInr1NAWYY+8sgjpFIpvF6vUkMBlDB7OBym0WgwMjJCX18fVquVdDrNysqKukZkooZMwPH7/Wp0Q7qaGYahrnu3283IyAjlclmJycvz3Gq11PXY39/PysqKcoWU947f78dut9NqtYhGo6pHVdYFfr+fYDBIIBCgXC4zOzurtilHV2SvssViYX5+nve85z0AVKtVpegik0WWlpZwu92Uy2WlNvPkk0/SbreVUovVamVoaEj1uNdqNeLxOI8++qjq0YY1F0xZ70SjUZVsIx0hDcNQahILCwskEgkA4vE4V65cUYk6Xq9X9QonEgml/iLLU6vV1P65XC6WlpaIxWLqOtQoDuQzz+fz8fjjj29QHbJarZw6dUop6kglI5k4B68/K2W9JYTA5XLh9XppNBpUKhXa7bZaXl5jvba/0mhCbhfYYEDRbrfVtuR/i8WiRlFN01SGEtIOWZppdDodZfYAa40l+RyTxhaRSASv16vKI0e+Go0Gp06dwuVyqXpDuk+urq4yNjZGJpMhEAiokSC5X/fff78aVZJtATnq5fF4VL0VCASUs2mxWFT1aT6fZ2hoiPPnz/Oud72L8+fPc+jQIbrdLslkkgceeICXXnqJeDxOvV5XzrOHDh0ik8nw9re/natXrxIKhcjlcmpETI6EScfJ/v5+Wq0Wq6urnD59mkwmQyKR4Pr168reGuDEiRPMzMyQTCbV+ZXPNdluuXr1qjJakW2T3oany+XC7XZz+vRpDMNQbR7pUCldN2W93Wu+sp/Zzs19Vgjx68Bvs5ZF+78AL97VUu0CoVBIJcDIB8eNxP17l5FsTiDaTgKcHA7eKvloq2myXLeiN1nrRokymw0NbpTgtZWg/82MNeCNSU/weuLWBz/4wW0bVWxlctB7XDfvw/Hjx7e13q344R/+4W3Pu1MjkltxO8YivchjDK9fk5sTnuRx672OZcNWIq/HG33fvEyvscLw8PCOErv6+vpuO6mtF7nvvQlc8mFzO2Xrvfd7j+GtEuJuZfSynQRDiTyuDodDJez11jU3ovc6kGzeb3mf36y8N9qWPB5bXRe7wW723AghrMBZYMk0zR/atRVvzYF85mk0B529qjO201z/X1gTF/8T4LNAHbh9OQaNRqPR3NNsd4hzBw++nwMu3cUi96KfeRrNm8xe1hnbUY2oAr+43S3vFwzDYG5ujnPnzjE0NKSSSnw+H0ePHmVhYYF6vc6xY8eUgH8+n8fr9ZJKpZiamlLDnuVymf7+fqanp2m1WjidThXCIJNYZNKRw+FQft+yt01qNsqkKKfTicvlotvtMjo6it/vZ2VlhWQyqXqBpGe3HM5ut9sEg0H+9E//lMOHDyvtvytXrnDlyhVKpRI+n4+HHnoIl8uFaZqsrKzQ19dHs9lkbGyMdDqtdBcXFhbI5/OMjIxQq9WUf/jDDz/MoUOHWFlZIRgMks/nyeVynDhxAr/fz/LyMvV6nW63i2EYXLhwgZmZGXK5HEePHmVsbIxAIMDCwgKxWIx0Or0hEcpisZBKpQiFQlgsFhU2cfHiRbxeL3a7XZlzXL16lWKxSCKR4P3vfz8vvfQSiUSCRqOB3+8nk8kwPDxMMpnE5/Op0BI5JDQzM0O9Xicej/PYY49x/fp1XC4XR48eVcYPR48e5YUXXiCZTKoEuCeeeIJkMgmsWQUvLCxgsVjodrvcd999dDodXn75ZeLxOD6fj+npaYrFohoKlMPi9XqdYDCo9lUaWrRaLSqVigoBcDqdVKtVqtWq0tH0er2Mjo7SaDTI5/MYhoFhGGq4XyZOBYNBIpEIpVKJaDTKa6+9xvDwMOVymXq9robS5BC70+lUCYFyGDEcDqv7JpvNkkqlKJfL2Gw2VR45XDo2NobT6VRhRoAKl3E6nRvuwVarxdzcHK1Wi3a7TbfbxeVyqXCSdDqtht9kr6XUIM3lclSrVTXcJsMgZMhSp9Oh2+2STqdxOBwqyVTeO61WSyWb1Wo10uk01WqVTqejjDkGBgZIJBIsLi7i9/vVsKfX68Xj8ajQpkKhAKDCjHr1M9vtNuFwmFAoRKvVUkmIVqtV6aPmcjkqlQqNRkOdg1KpRKPRwOv14vf7lZmMNK2RyFAiu93O7Owsi4uLhEIhpqamMAyDQCBAoVAgFAptMO5ptVo0Gg2sVqs6L16vV4Vk+Hw+KpUK5XJ53yfLCSGGgQ8An2TN+viuclCfeRrNQWev6owbNoSFEJ8Bfss0zVe3+M0L/F3AME3zP99+cTUajUZzL7KLw5y/AfwLwL9bK9yKg/7Ms9lsjI6OEo1GOX36NOfOnVMvtG63m06nQ7PZVApC7Xab2dlZOp0OXq+XBx98kNXVVQqFAjabDZ/Pp3ICIpEIfr+fS5cuYRgGg4ODdDodZTRx6NAh7HY78/PzWCwWHn30US5fvqzUfjwej8o1sFqtqrNJCMGLL76oYn1l50mn0yEQCGCz2SiVShvMLmQc7pEjR1heXlZqKNLsotlskk6n8fv91Ot1EokEuVxOuZWapkmz2eTIkSPkcjm63S5zc3PAWiyzz+fjvvvu49q1a/h8PsbGxrh27RpHjx4lFovRarVU/oV86Zbul7FYTL28+v1+vve97zE0NMTZs2ep1WoUCgUGBweJRCJ8/etfVy/p0rHW7/dz7tw5wuEwZ8+eZXh4WDlLyvwmm82mjDW63a7KJajX60xPT1OtVrl8+TJLS0uqE63T6dDpdBBC4HA4CAQC9PX1MTQ0xOnTp8lms0SjUTKZDIVCgVwup8xSHA4HXq9XOV1OT0+rzofDhw/jdrv5m7/5G6VA5ff7VefBHhpq/AY7qDNu1iP8KeD/JYS4DzgPpAEXcAQIAL8H7MsKAdZ6hcbGxm4o4t8ba7c53k/Gpm6O4d2pOUMvt4rDvVHcYyAQ2FCOn/u5n9uVMt2qPDLec/PxO3LkyIbvjz322G1tfzObY7C3MoXYjtEB3DiOunedvfvxvve97w3z9l4Tm2M1rVbrhv3eaWxsb8zrdpbdTiy5LKM8RtuNP9/MduNvt4pf3el8N4uT3W75b7QOORoj/9/MzONm24pGo2ofdmqUI2ODtxs/favj3tfXt6Vpy3bPBWw8DrJM0u57t9nBQy0mhDjb8/0zpml+Zn0dPwSkTNN8UQjxzO6W8A0c6GeeRnPQ2as644YNYdM0vw98SAjhA84AA6zFSl0yTfPKdkur0Wg0mrceO3ioZUzTvNFb7lPADwsh3s9aozQghPhPpmn+vd0oYy/6mafR7C17VWdsJ0a4Anx9u6XbL6TTaX7jN35DDQ30eqBLqSKLxUI4HCabzdLtdpU0VyqVYnx8XHl8DwwMcOLECb7xjW8wPz+vpGfsdruSfJLe2o1GQ23H4/EwNTXF9PQ0KysrFAoFDMNQ/uWhUIhgMKiGLqrVKh6PR8neeL1eFd8nvdar1SqNRoNcLkc8HqfZbDIzM0MikaDZbOLxeAgEAgQCARqNBkePHmVlZYXx8XEymQyZTIaRkRG+/e1vUywWcTqdeDweTp06pYxHut0u7Xabvr4+Nbz0wAMPsLi4SLVaZWlpiYWFBbLZLOVymaGhIRYXFxkeHiYWi9Hf38/IyAh+v5/z588zNTVFOp1WcmczMzN4vV68Xi/nz5+nUCjQbrcRQqj46fn5eRwOB7FYjCeffJLFxUUVQ7y6ukosFqNer3P06FG+9KUvYbVa6Xa71Go1arWa8qu3Wq2Mjo7S39+vJGKkCcKDDz7Iiy++yPLysiqDNHqQckKRSASr1YoQgnq9vuG3SqVCpVIhl8uRy+XU0JU0Q7Hb7eocRiIRFRtrsVg2mKDI89JrxOL1egmFQlitViUnJK9ZaSwiZcGcTqeSTEqn0wBKDlAaNDgcDhV72ul0VDyt9KuXv2UyGZaXl1WMrpQ9kkYmg4ODSlap2+0qWSOfz0cgEFD7J6WILly4QCqVUvGqbrebwcFBXC4XxWJRDdtKYw0Ziy3vF2mGIoTA7Xbj8/lUD6aMyXa5XLhcLiVpJOXMms0m09PTpFIpNXTZKwvk9XpVfLTNZlPSQF6vV11PMp67VCop85pOp6Mk4uR5ldJlUlJJDmHKWO5cLqfuGTl8K4d0g8GginGXkoOyjH6/n2PHjnH58mVSqRSvvfYa/f39akRHXl+ZTIZgMEi1WlVmJFK6r7+/n2w2S7PZxDAMFYO9tLREOp1W18x+xDTNTwCfAFjv3fnnd6MRvGmbB/KZp9Fobq/O2PfaiBqNRqM5WOxjs4y7zmbZJiHErwA/w1qoBcAvmab5hfV5PwH8NNABftY0zS+tT38Y+I+AG/gCazbP5s226/P5eOaZZ1hZWWF6epp4PM7g4KB6KZbxoQClUgnTNInH42r569evq5c7id/vVy+Fq6ur9Pf3q8Rdq9XK4OCgSgKXscB2u53nnnuOwcFBTNOk0Wjw9NNP8/LLL5NOpwmHwxw7dozz589z/Phx1TFw3333cenSJRWyk8/nMU2T++67j/n5eZWQLhOOZ2ZmGBkZUfGzzWZTaWTncjlsNhuXL1+mUCioxNBqtaoSaJvNJqZpqs6AQCBALBYjEAiwvLyMy+Wi3W5z7tw5xsbGeOWVV6jVaiopVRIIBIhEIrjdbl544QVsNptyFm00Grz22mtUq1XK5TK1Wo1qtaoSlWVss4w3lvG4fr8fn8/H8vIydrsdIQT5fF6dR9mh1tfXR6fTYXl5WXXCFQoF1aEhE45l54fcXjAYVJ2EslPk5Zdfpl6vUy6XqVQq6vxLbXwZD/3KK68oh86XX34ZWNOgdzgcav/k8re4ZDewl3XGPdsQ7uvr4+d//ud3dZ1/+2//7dta7k51Ze+UO4m37UXux07ikmWsrYxNHBsb21AeqfV8K7aKjdxcrtvhAx/4wG0vq7k1t4pFvxFbXbO3w17fe73cKHZ9O8jjuJUOONw6TnhzLPXk5KS6p/7Df/gPt12um7HbDzXTNL/OweiplbJNgZ5p/9Y0zX/TO5MQ4gTw48BJYBD4ihDiqGmaHeDTwEeA77HWEH4f8MU3oewazZ6xV3XGLXWEhRA3V5bXaDQajWYTB9Vi+U6eeT2yTf/nNmb/EeCPTdM0TNOcAa4BjwohBoCAaZrfXe8F/kPgR2+3TBrNQWGv6oztGGr8jhDieSHEx4QQoV0vgUaj0WjuOQ5qQ5g7e+b9BmuyTd1N0/+JEOKcEOL3hBBSuHsIWOiZZ3F92tD6583T34AQ4iNCiLNCiLOlUmmHRdVo9hd7VWdsJ1nubwkhjgD/kDXryeeB3zdN88s3W04I4QK+CTjXt/Nnpmn+shAiwppjzzgwC3zINM38+jK7Fi+VTCb5V//qX2Gz2ZQpgdVqJZFIYBgGnU4Ht9vNe97zHv7H//gftFotxsfHlUHCxMQEqVSKVqtFOBzm8OHDzM7OMjc3RyAQ4NixYywvLyuv9MHBQdLpNLlcDrvdzsDAAIDyBJdxSjL5SMYyyQQfgHq9js/nA9YSgYLBIC6XC4vFosxAhBDMz89z7tw5lfgnE3wKhQKmaZJIJGi1Wjz++OMqLsowDIrFIpVKBYvFomKKbDab8hxvNpvEYjHK5bJKBLRYLEpeqlwu4/f7+da3vsXi4iL1ep1Wq6XirMLhMOPj44yMjHD8+HHS6TSXL18mFAphs9lot9s4nU6mp6eVOUQqlVJxTO12m5GREa5evYrdbmd8fJynn34am83G17/+dd72trfx2muv8eCDD/Lqq69Sq9XweDxMT09TLpcBNiSsuVwufD4f/f39TExMUCwWlfGIaZpEIhHm5uZIJpOUy2U6nY46n71JZsFgEKvVSqfTodVqKX3LdrtNqVRidXVV+dpLowcZjyWNGXw+H/F4XA1R22w2FSu2urqqTBdksp7H41EJWHJ/pG+7XLdM3HM4HOpvdXWVer2ukqbcbjehUEgZNchkL3mN2e12lTDpdrvJZrNMT09TKBQol8sqSU8my4VCIZVMJpMbZdKeTPSy2+24XC4ajQYvv/wyS0tLGIahrvlwOIzD4VD6pW63m2g0qiTl6vU68/Pz5PN5CoUCjUZD6Vn2bkMm5YVCIXUfwFq82ujoKPPz87z00ksq2S2fzyOEUOdIJj263W5sNhtWq5VoNKqOlYyDk0mR0hhkvV7E5XIRi8WYmJhQCbiyXHJ//X6/Sox84YUXSKfTKvmx3W5jt9vV9SHPgc/nw26302q1OHHiBJlMBr/fz6uvvko+n8fpdHLq1ClCoRCpVAqbzabqGsMw8Hq9jI+P0+l0mJubU+Y37XabaDRKsVgklUqxurpKsVi8a8ly+7SRe0vu4Jl3I9mmTwP/G2t2zf8b8Gvr697qAJk3mb5VWT8DfAbg8OHD2w/I1Gj2Ifs6Rtg0zatCiP+VtQSA3wQeFGsl/iXTNP/iBosZwDtN06wIIezAs0KILwL/N+Crpmn+qhDiF1lz8PmXOl5Ko9Fo7g32cW/vtrjNZ94tZZuEEL8LfH796yIw0rP8MLC8Pn14i+k3pdvtUq1WGR0dJZFI0Ol0GB0dZWlpiXA4rFRP5AtysVhUL7qNRoOJiQlyuRyFQoFDhw7h8XiU66DspCmVSsqBMRqNUqvVSKVSxGIxpciTyWTo7+/n0qVLdLtdyuUy//7f/3u63S71el29CHa7Xb797W8rlZNr167hcDiYmZlRqj8TExNYrVaCwSDT09NYLBbq9bpK4JMdKtJ1EuD8+fPKHbNUKlEoFCiVSlSrVZUkJ1+G5TUqVX7ky7Z0jw2FQhscPpeXlykWi6pDQXZKuFwuAoEAhw8fZmVlhW63y9GjR3n55ZeZnZ0ln8+rZLlGowG8rgDUuw6fz0c0GqWvrw/TNJVDqDxvHo9Hde7JDiQAl8ulkgylOk0mk1EmGnI70lij183zO9/5jupAE0KwsrJCuVzGNE1sNhtLS0vY7XbsdjuBQIBQKMTy8jL5fJ5Wq4XFYuHQoUOqvAC1Wo1EIrHBJfNW7OtkOSHE/cD/zFrc05eB/8k0zZeEEIPAd4EtK4X1HtvK+lf7+p/JWlzUM+vT/4C1QOZ/SU+8FDAjhJDxUrOsx0utl0fGS920IZxIJPjlX/7lW+0ecPNELM0buZk5QS+BQGBLE4LbSdSTBhgy+Wk7pg/bYbcMQe4l3vGOd+zaum43WW03kuWOHz+uzHH2AxMTE7e1nEw43Wr5m90HVqv1DQY4W/F7v/d7t1WuW3FQG8J38MzbUrZJCDFgmubK+mwfZM2sA+Avgf8ihPh11jp/jgDPm6bZEUKUhRCPA88Bfx/4rd3fU41mf7FvG8LAvwd+l7U34bqcaJrm8vob8w1Zl5F5ETgM/LZpms8JIfplpWCa5ooQQuq3DLHW4yuRcVEtdhAvxVrPMaOjo9vYNY1Go9FoNnDbz7wb8P8VQjzAWkfQLPCP19d3QQjxWeAi0AY+vj4CCvBRXg8H/CJ6BFSjuWtspyH8fqAub1AhhAVwmaZZM03zj2624PoyD6wnHHzuFtm4uxovNTExYf7RH/0RZ86c4fLly0xPT2Oz2Xj729/Oq6++SqVSUUMN2WyWVqul4iylmL0cdvB4PEQiEaUF6Pf7mZqaIpPJkM1mcTgcHD16VMW7ShH8TCajYnPlUJCM52u1WjSbTaLRKD6fD5/Px8LCAg8//DCFQoHl5WU1VGUYBvl8npGREWw2G8899xwXLlygv7+fRx55hGPHjvHNb34TWDNEGBsbo9Vq8c53vpNLly7hcDioVquEQiEWFhY2xD+KdS1Ch8PBtWvXeMc73sHi4iLRaJRqtQqsxT1K3UOLxcKVK1dotVp0Oh01TOVyuRgYGFBGBePj48r3PJFI4Ha7SaVSWCwWkskkTqeTYDDIa6+9htVqxWKxkEqlsNvtXLt2jbe97W3Mz88TCoXI5/Nks1lOnTrFtWvXsNlsG2KADcMglUqpnupMJkOj0aDVaqm4aqk1Kc+r1E8MBoM4HA6azSZWq1UNiQFqGCsQCDA0NKSMCOT1IeO53W43pVKJ+fl5ut0uAwMDHD16lJmZGZxOp/KxTyQSOJ1O6vU6q6urVCoVpbMYDod54IEH+M53voPT6cTn8xEOh1VcrlyH9H8PhULcf//9arjLbreTTqfJZDLk83kajQZ2u10ZOsj99fl86ji0Wi0GBgao1+sYhkG9XldDhsViUeljynj1ixcvqrhkOXwoY52dTqeKiZVDhsViEdM0CQQCdDodFXMciUSUUUwikVBDnG63Ww3BLiws0Ol0lEGKEELF8cpjAqg4Yzl8KQ0wwuEwjUaDb33rW5w5c4ZkMslLL73EyMgIrVaLXC5HMBjE7/erIdV6vc59992n8gkymQw2m41yuUyz2cTr9Srjina7jWEYTExMEAgE8Pl8OBwOGo0GtVqNTqdDu90mEAhgtVpptVrMzs6q+G05JC1NT2QcOqxZHqdSKbrdLrOzs2o4OhwOKzOed73rXSwvL3PhwgUef/xxrl+/roZ/5bUj65t2u00kElFD2jabjWw2q+LI5XDmbiNj2g8gt/3Mk/TKNpmm+eGbzPdJ4JNbTD8LaMUmzVuKvaozttMQ/grwbl4Pc/AAfw08ud2NmKZZEEJ8nbXY3lU5VLQuE5Nan21X46U0Go1Gs3cc1NAIduGZtxdIg4xEIsHy8jI2m43nn3+eYrFIs9nE7XbT19enXoaazaZyU/T7/Tz//PMYhoHP56NQKFCv1ykUCsBaEnImk9ng0nr16lVqtRrlchmn08nIyAjXrl0jmUyqWGOZoF2r1VRnhIyvlZ0rEhkzK90qnU4nr7zyiopPlbHAMnHY4/EQDocJBoMEg0GuX7+OaZqYpsni4qJKBpVxtrLzRqwbi0jzj3q9rswvZDlkEmu5XCaXy3Hu3Dn1Eg5sMNSQBiPlcpmFhQWazSaNRoPvfOc7NJtNZVAhk/RlTLDsFGu32zSbTarVKsVikUwmw8zMDKZpqvLKl3+fz0e5XKZYLKp9ki6Vchm5L91uV3XiORwOlayczWYplUpcunSJq1evqhjt5eVlhBA0m03VcSeEUOfbYrGwurqq5pGx1rITS3YgyVj1ZDK54Thth/0cGuFat5wE1uwnhRCeWy0khOgDWuuNYDdrFcv/zlpc1E8Bv7r+/7+vL7Kr8VLRaJQPf3jtRXxznOBuifXfip3GscpyRqNRFVu71Tq2ivv74Ac/uOU6N5tf3CxmU8ZKS5WIG7HduM/Nx1nGOvaaLLxZ52IvkOfw6aef3vYyN4pp3c4xv1FM9m6xEyOVO0UmfuwEWRHL3mKv18uP/uiPAmv30XZj06V6xe3EoUvr8K3YybUuz+PNDGeOHDmi6oJb3bOb6Y03looXu8kBT5a7rWeeRqO5ffZ1shxQFUI8ZJrmS6CkzOq3WAZgAPiD9ThhC/BZ0zQ/L4T4LvBZIcRPA/PA3wEdL6XRaDSafcHtPvM0Gs0BZDsN4Z8H/lQIIcMRBoC/e6uFTNM8Bzy4xfQs8K4bLKPjpTQajeYe4AD3CP88t/HM02g0d8a+7RE2TfMFIcQxYIq1xLXLpmm27nrJ7pBarca5c+dwOp309/fT6XQoFAosLi4Sj8c3xNdMTEzQarVYXl6m2+1y7NgxFRvldrspFAp4vV4lcl8ul/F6vXS7XRXnJBNvZKKMjI0JBoM4nU6y2SywZqQg9RaLxSLdblfFCzWbTRwOB/F4nPn5eQYGBuh2u6TTaRYWFhgYGGBycpK/+qu/IplMqqFWKfKfyWSIxWKEw2Hm5uY4dOgQrVaLYDBINpvl8OHDTE9Pk0wmlfmAxWJRSTOPPvoof/VXf8XU1JRKsjIMQ8UyjY2NUa/XKRaL5HI5ms2mMqY4dOgQ58+fV0mEk5OTnDt3jpMnT2K325mfn2dmZoZ6fa1jRSY5yeSvSqXC5OQkly9fplqt4vF48Pv9XLt2TSUgygQsm82mkobkeajX6xtimywWizK2ME2TbrerTAykcYZM8HI4HLjdbhwOB8ViUS0jk/jC4TCJRAK/30+1WlVJZXKZ4eFhLBYL165dI5fLqTgwef3I66bT6RCLxVhZWaHRaFCpVLDb7coEweFwEIvFlC5jJBKhXq+rfctkMtRqNWVg4Xa7sVqtDA8P0263abVaKrFQGnRIMwdpINHpdAgGgyqJTcbsySQzGZcmr0mXy6Xi9rrd7obYsF5DDovFospjs9mo1WrAWlKoNAZxOp34/X7Gx8eVHqjT6SSXyzE8PMzZs2cZHx9nfn5e3aPScKNQKDAwMIDdbiebzar4xmw2i9/vp1gsqiS+YrGojuP169cpFAokEgmsVitutxuLxUKhUKDdbqt7w+v1KlMQuV/yuguHwyqh1ul0srS0xMjICMlkUh07eY/Ie9hqtVKtVlXybSgUUnF6Pp+P1dVVIpEIuVwOr9dLuVwmHo9z/fp1HA4Hc3NzeL1ezp8/r+7Rvr4+DMPgiSeewOl0MjMzo+6JbrdLqVSi1Wrh9/uVGU8+n+fo0aMkk0l1TCKRCBaLhdHRUWWsczc4qA3hg/rM02gOOvu2IbzOI6w5wdlYExbHNM0/vGul0mg0Gs2BRQhxkFUj4AA+86LRqIopv51cga3yEHYaJ//EE0/seLuae5cvfelL2553L+sMcQunYoQQfwRMAt9nzfoY1vwyfvbuFu3OOHPmjHn27Nm9LoZGo9Hsa86cOcPZs2d3tSsmEomY73rXlhFwb+DP/uzPXjRNc+cuO3cJ/czTaHaHndQte1lnbKdH+AxwwrxVi1mj0Wg0mnUOamgE+pmn0ewJ+zk04jyQAFZuNeN+IpvN8ulPfxqLxYLNZtsg9A9siCH1eDzEYjGsVqvyJ5dxm9KDXMaZynhHGS8p44SlqYHNZlNe4HKaxWLBMAwlwm+apvLo7tVSdDgchEIhut0uKysrtNttTNOk2Wzy8MMPU6/XSSQSPPfccywvLzM4OIjH4yEYDKpYWrfbrbQUA4EA4XCYsbExLly4QKPRoFwuK91CGU8rsVgsKo5V+q5LT/dut4vb7VamB+l0Go/Hw+nTp1lYWABQGpSnTp3itddeo1KpKNMJGZMdCAS4fv06tVoNj8fDsWPHOHHiBF/96lfJZrOEQiFcLhelUonR0VG+8Y1vYLVaeeKJJ1hcXGR5eZnR0VEymQzhcJhjx47x2muvAZBOp1WMqCzn4OAgqVRKSbOUSiU8Hg+lUolEIkEul+PQoUOk02ne9ra38fnPf56pqSnm5uaIRCIUi0VOnz5Nq9UiHo/TbDYplUrqhpUxxEIILl++TKfTwefzYbFYVBll7HG9XicUCpFMJnnwwQf53ve+xw/+4A/y+c9/nqeeeorvf//7nDlzhvPnzzMyMoLD4aBer3Ps2DEVl20YBqFQiHq9zqlTpzh//jyJRELpUMZiMa5cuUKlUlH76/P5yGazvO1tb+Pb3/42733ve3n++eeJxWLKNMXtdpNOpxkdHWVmZoZQKESn02FkZEQdo6WlJRVrDdBoNHA4HCQSCebm5ohGozQaDUKhEKurqwwNDZFKpRgaGqJcLqt42fvvv59Go8Hc3JzSK+12uxQKBWw2G4Zh4HK5lK6oy+VSmqEyxr5cLiu9zF6TlEQiweDgIBcuXKDdbhOLxZQxRiAQIJfL0Wq1aDQa2Gw2vF4vjUYDl8vF1NQUhmGoeOBms6lioL1eL4Zh0Gq1aLVaSq+z3W4rgxcZO93pdDbEqttsNoLBIAMDA5w4cYK5uTlyuRzVahUhxIbYdan/2W63CYfDrK6u8gM/8AP81V/9FY8//jivvPIKk5OTpNNp6vU6w8PDzM7OqnhjWJNVk/HVs7OzjIyMsLKyQjAYBNYk3p5++mnm5+fVObgbHOCG8IF85mk0B5393BCOAReFEM8DSh3ZNM0fvmul0mg0Gs2B5gA3hA/kMy+VSvGpT30Kl8ulXBnli5rdbqfdbiOEIBQKcfToURYWFlhcXKRcLmOaJj6fj0OHDikzDGmWIJOSo9EoHo+H8+fPq8TRI0eOkE6nuXr1KqVSSTlB1mo1leTbbrdpt9uqw0h21MjrQ3Yy9XbACyGU82c4HOb48eNUq1Xy+Tyw1gEhO4pcLhfBYFCZhUgzjUKhQK1WU0ndMgZVOm4GAgGcTifNZlMZR5TLZWV80Tuv3+8nGo1y5swZut0u165do16v09/fj81mUwnoY2NjPPvss+RyORqNxobEYmkEkkgk6O/vZ2xsjHK5zNzcnDpWssNMmlnYbDa1fb/fj8/no9FoUK1W6Xa7+Hw+rFYrs7OzyrlTLisTjaVDqGma6txUq1W139LJNB6Pc/z4cS5evKg6e6LRKJFIhOXlZZUUHAqFCAaDzM3NqY6U+++/n9OnT5PJZJifnyeTydBsNpmfn9/RNbyfG8K/crcLcTeIRqN89KMf3eti3BV6xfAlb3/722+6zI2MGnaDrYwCbpZk8c53vvMN0z70oQ9tOe873vGOW27/scceu+U822W7pgu7saw02jh16tSG7ztJONnKSOFm51qaYmzXFGW765VmLNtFPljvFr2mLfuNnZpfwOvXyK3u851w/Phxjh8/rgxIdpsD3BD+lb0ugEbzVmTfNoRN0/yGEGIMOGKa5lfWHXasd79oGo1GozmIHGTVCP3M02jefPayzrjlVoUQPwP8GfAf1icNAf/tLpZJo9FoNAccGZd/q7/9hn7maTR7w17VGdsJjfg48CjwHIBpmleFEPFdL8kuk81m+dSnPoXNZlNJX7B2oAOBAA6Hg1KphNVqJRwOE4/HCYVCtFotLl68qBLjAJUsJk0DZCJWs9nEYrGoxDdpLCCTd1qtljJlkMliMnFOJu7JuCgp4v+e97yHb3zjGywtLVGtVmm32zidTgYHB3E4HCruplgs4nQ6CQQC+P1+kskkFouF/v5+FZPlcDgIBoM4HA7y+bwyWHA4HFQqFWq1mrqwZJyW3W4nEomoJEKv16vKLvel1WphGAbBYJCxsTGKxaIyEgmHwyphDV43+7DZbEQiEQYHB/ne975HtVrF6/Xy4INr5oMyrshqtfLMM8/w6quvkk6nKRQKhEIhlUTWG6d08uRJrly5gt1uJ5/Pq7KVy2VlZmC324G1RD6n06mSrwzDoF6vY7fbsVqtNBoNlQQlz7t8Q/X5fDidTmXyIM9zoVDAarViGAbdbpdyuazi8QzDUAmTgEqgkgYX8s1XXpcOh0PFpQkhcLlcuN1uut0u0WgUr9fL5OQk2WxWnTu5v/L6bLVa1Go1ZYIi481kXJ68fqxWq4o/gzXTC3kcZMJnt9vF4/EogwxpRCGvc8Mw1DVYr9fJ5XLY7Xb8fr8ygOh2u7hcLgYGBtT16fV6GR4eJplMUiwWMQxDmZRIExqZwOlwOPB4PHS7XWKxGIlEQsXjlctlKpUKhmGo+y2XyxEIBIjH41y5coVWq4XP52N4eFgll2azWVKpFO12m/7+fqLRKIuLi7hcLg4fPqyMTgzDUOfV4/EoEwp5jUojENM0lUFJqVSi0+nQbreVUYw8fsFgkJGREY4ePcq1a9coFosbkutk4t3mJFoZ7ymv3UAgQKlUUjGSLpeLSqWiDF4CgQCTk5NUq1VlelMqlVT95XA4CAQCxGIx9dvdSpY7wBzIZx6grqeRkRGy2SxXr16lVqup52ChUKBSqfCVr3xFPSdkrK0Qgu985zuqoSGvc5n8K2Nt5b3RarX45je/uaFu642Hlc8WeR+7XC6VZGqxWIhGo7hcLlKpFJ1OByHEhnVLo6ROp8PZs2dVWcbHx1WSrWEY5HI50uk0MzMzwFoSr3w+y1jZUCjE4OAghUIB0zRVMng8Hsc0TTKZDE6nUyX89j7TZOyuxWLhpZdeolar4XA4GB0dpdPpcP36dSqVCs1mk3PnzinTIbkd+UxsNBoIIZTZTSaTIZvN4vP5mJycZHV1lWq1SqvV2lAfynXIGOZwOMzk5CTXr18nm82qZ5c8x06nE5fLpZ4bmUyGcrnMyMgIsViM6elpOp2OMkuSdcLQ0JBKWHY6nXS7XdVmkEn3Pp+P69evk8/n8Xq9Khm+WCzy2muvKSEAGdfscDj25kbYIdtpCBumaTblzSGEsAFaVkaj0Wg0N2Q3em6EEC7gm4CTtefVn5mm+ct3vOKbo595Gs0esFd1xnYawt8QQvwS4BZCvAf4GPA/7rSwd5toNMrHPvax21p2q2S0N5P3ve99e7r9u82P/uiPvmHa2NjYhu/SIamXrRLwdpqkddCJRqN3NcnsbrH53N2O85VkO8lmWyVk7hf6+vr2uggb2OfJcgbwTtM0K0IIO/CsEOKLpml+bzdWfgMO5DNPozno7FWdsZ3I5F8E0sCrwD8GvgD8r7tRWo1Go9Hce2w31u9WDz5zjcr6V/v6393undXPPI3mTWYv64ztqEZ0gd9d/9NoNBqN5pbsVga4EMIKvAgcBn7bNM3ndmXFN0A/8zSavWGv6oxbNoSFEDNs0Zo2TfPQ7RZSo9FoNPc2OxjmjAkhzvZ8/4xpmp+RX0zT7AAPCCFCwOeEEKdM0zy/eyXdyEF95rndbu6//34qlYpKljQMQxldyARuaWix2UFaTutNdqvVairxWU6XyXVy+d71SGdVl8tFKBRieHiYer2uEq5lUpx0bmy32xw6dIhgMEixWKTdbquk7GKxyMrKCs1mU5lT1Go1stksLpcLv99Pt9tVv8mEUKvVit/v3+AIa7FYaDQajI6OEg6H8Xq9HDlyhG9+85sq0S8YDOL1eqnVaoRCIarVKqVSSTlYXr9+XSVQWywWUqkUwIaEZJno7PF41Lwy+SwQCGC1Wjl16hRXrlwhl8sph9pKpYLH4+Hw4cN0Oh1KpZJKjpMunIBKRF5Zed300OFwKMdbmTDX19dHKpWiVCrhdDppt9ssLCwoA42hoSGOHTtGMpkE1hKmpYmKNFfpdd+1WCzk83mVWOvxeAgEAvzYj/0YX/va15QhSaWy1hHr8/lUov5O2Ks6Yzsxwr0uAS7g7wCR7ZZWo9FoNG89dvBQy5imeUs3GtM0C0KIrwPvY80G+W6hn3kazR6wV3XGLfuhTdPM9vwtmab5G8D+zUTRaDQazZ6yW/F+Qoi+9V4dhBBu4N3A5btZdv3M02jefPayzthOaMRDPV8trL0t+2+13F5TLpf57ne/i81mIx6P02w2KRaLBINB+vv76Xa7ZLNZpctps9nw+Xx4PB6uX7+O0+nE6/Uq/UC73Y7T6cRut+NyuZRuqtRB9Pl82O32DVrBdrtd6QUXCgU1lCP1EUOhkFp/LpfDarVSr9fV90qlQqvVwuv1MjY2RqlUYnl5WWktWiwWOp0O0WiUSqVCIpFgeHgYm81GKpUiHo/TbrcpFotEo1FmZ2cJh8McOnRIaZk6HA4ikYgaBmq320xMTCiN0qGhIVKpFPV6HZvNpobXvF4v5XKZkydPkk6n6Xa7GIbB6Oio0ni02WzU63V1bCSNRgNAHSO73U4mk8Hlcql5pa6qz+ej0+lQqVRoNBrEYjEymQyRSASn07nhnMthILvdzurqKi6Xi3a7rbR96/U6brdbDYVJPWin06k0Z+W1ACjtVqkF7HK51HCR3+9nZWWFeDyuhrikvq5cn/zcqw/baDSUNi2wYTmpGyy34fP51JCZ3W5XOrDVahW73U6tVsPv96shR3lMO52OuhatViuVSgWLxYLH41E6t5tjseT+1+t1BgYGWFxcJBwOA2t6oq1WSw0XynXXajVVxlqtht1ux+Px0Gq1aLVaat3hcFhp88bjcaV7KfexV3Pa6XTS6XSo1+uEw2F17oPBIH6/X2mWAtRqNXVc6/U6s7OzSgM5n88Daxqchw8fJplMKj3hTCajdC7j8TgzMzOMjY2xvLzMqVOnlCaoy+UimUwSCoWUZubi4iIDAwN4PB6SyaSaz2q1Uq1W8fv9FIvFDZrR8nrx+/24XC51fHqvObvdTqFQUFrAmUwGwzBUHTQwMEAqlWJoaIjp6WmlaR0IBKhUKuTzeRKJBPV6nb6+PgzDUNdYMplU1728noPBINlsllAoRK1Wu9Pqdkt2KQN8APiD9Zg/C/BZ0zQ/vxsrvhEH9Zmn0Rx09qrO2E5oxK/1fG4Ds8CHbreEGo1Go7n32Y2Hmmma54AH77w0O+LAPvO8Xi+jo6MqXjObzSoDHYvFgsvlUp08MobWbrfj9XqVKVC9XldGSPIc9ppmACr2VRrwSOMY2TkkjYGcTiexWEwZGHW7XdU55PevvVs0Gg2sViuDg4P4fD5sNhuFQoF8Pk8sFqNcLqtyyRfoVqtFLpdT++X1epWZhHxp9Xq9tFotZXRjtVqxWq1EIhEefvhhnn/+efUiGgqFVAz05OQkdrud5eVl1akjTTpkPDCsxUZLky253/Ll+tSpU1y6dEm9LMPrsbyrq6t4PB4cDgeGYaj12Gw2qtUq0WiUH/zBH+TFF19kbm6OUqmk9l0ee9kx5/f7icViDA4OMjg4yNmzZymXy9RqNcLhsDLLkudQfm42m5w/fx6Hw4EQgna7rUxAAoEAhw4dIhAIkM1m6XQ6+Hw+JiYmSCaTFAoFFeP9J3/yJ8rww+/3q+PYu62dsFd1xnZUI95x2yXaQ/x+P0888cRN55H6mZt1PU+dOnXL9fdqmW5Hd/hW2qGDg4O3XMdO2KpMvdMeeuihN/x+I7bS7+1ls67r7ejc3ur49K7zRusPBALq8+1qo+5E41Uel+3o2t4uvfu0eZrb7Qa4ZULC7ejWbtZ1lkjXPVmp95bjZvTOs7m8t1q+93xLJ6Teskhudh9OTU0BW+sXHzlyZMM8vcdr83Hova5utL2d3sty/3rvs63OmZzvgQce2DC9r6/vpvt+I81muS+y53i3uRtWqG8GB/WZp9EcdPaqzthOaMQ/vdnvpmn++u4VR6PRaDT3Age1IayfeRrN3rBvG8KsxUc9Avzl+vf/iTX7uoW7VSiNRqPRHFy2k9Syj9HPPI3mTWYv64ztNIRjwEOmaZYBhBC/AvypaZr/6G4W7E5pNBpcunQJwzAoFou4XC6ViBSJRFRSmtPppF6vYxgGsViMZrOJw+FQCWipVAqv10skEmFubo5Dhw6RzWZVAky1WqWvr09pN8oEuGq1qpK1isUiXq9XJfXA2rButVrF6XTicrloNpssLi5y/PhxrFYrpVIJWEsg6u/vZ3p6GrfbTTgcZmZmRukgnj17lnq9TiwWU4lQMklOJq/Nzs5u2O9UKsWxY8eYm5vD7Xar5LxIJKJiubxer4q3kslaMkGr0WjQ19dHLpdTiTYymavb7VIsFlXMULFYVElS5XJZJci1Wi21TCaTIRQKkUwmsdlsuN1ulRDX6XQol8uEQiEcDgdzc3NEIhG8Xq/abxk3BmvD7IuLiwSDQZXAJ6fLcw6oRDu5/7IsdrtdratWq6l4JxnnZRiG0lWEtSQzp9OJw+FQyVHNZlPFp8lzKBPnqtWqug5lvJ3NZtuQZCfj7eD1eDCZkCXnt9vtKs6uUChgt9upVCoq+U6eF5mc2e121THw+/1qezKpSp6PTqeDx+MhnU6rofNKpYLdblfnTpZLHker1aqS5XrX4XA4lPanPHZSB9PtdqsybF6PjNuTvxUKBRUO0Ww2VdKmTCSLRqPk83mi0agqh7x/Go0G4XCYdrvN3Nwc8XicarVKIpEglUrR7XYJBoMkk0m8Xi8DAwOsrKyo60ceN6fTSaFQoN1u43A4aDQaeDweisUifr9fJYDKWD95fv1+v0rYlNeOTPBrNpu43W4KhQKhUEhdL6lUiuPHj9PtdlUiabvdplqtAhAMBlXSpay3eu/bbrerdFHlNe/xeFhaWiIcDquy+v1+yuWyurZ3mwPcED6QzzyN5qCznxvCo0BvTdkExu9KaTQajUZzT3CAG8IH8pnXbrfJ5XJKnUgmzQkhCAaD2Gw2vF6verGTSVELCwvqpatWqxGJRHj00UexWq2srq7y2muvUSgUaDabOJ1Ojhw5QiaToV6vq5dxq9WKx+NRHTxWq5WJiQmWlpZUx4ZM5MtmsypxTnYiLC8vMzExQb1eV6oriUSC5557TpmCSGMLmQwmXzCl0kogECAcDuN2u9U2Op0Oo6OjKilMvvBfu3aNQCBAMBhUCXAOh4NOp6M6qE6fPo3L5aJarZLP55WxR7lcVh0WMkFOJh/KzqBsNkssFuPQoUOEQiFM06RUKuF2u3E4HOq71+tVKjnyBbnT6bCwsEAgEGBqakqZhcgOGLldmS8hkyFLpRLHjx9XCZBOp5MHH3xQdQbV63Xy+Tyzs7Ok02lWV1fVsRZC4PV6icfjOJ1Ocrmc6vA6cuQILpeLV199FSEEU1NThEIhXn31VZWIaLfbGR0dZXJyUqlFyY6tnbCfG8J/BDwvhPgca247HwT+8K6WahdwuVwcP378jtYRCAQ2JL7IZJWtErG2SmraKTJpB96YLNOb3NabnPX000/fcr2bk2vkdm4nqa030elGSVi9x6w3oWlzcpNE7k9vspBMXNrMjRJ/tlrfnXK7CXdvNvI87sY1KOld13aukxsdK7fbva1kus3r6d3+dpL9Ni+3VZk3J33eKOH1Rtu7nftlO2wu1+bEtxvdNzvlRvu1U/en7XKAG8IH8pmn0Rx09m1D2DTNTwohvgjIFtf/bJrmy3e3WBqNRqM5qEhZq4OIfuZpNG8+e1lnbLff2gOUTNP8/XXXjgnTNGfuZsE0Go1Gc3A5wD3CoJ95Gs2bzr7tERZC/DJrWbRTwO8DduA/AU/dYrkR1oaTEkAX+Ixpmv9OCBEB/oS1mKtZ4EOmaebXl/kE8NNAB/hZ0zS/tD79YeA/Am7gC8DPmbej1qzRaDSaN4WD2hC+3WfeXhMOh3nve9+7Ydo73nFrSeTHHnvshr+FQqEbhqltBxlO1Bv2t1UY1Y10sG+kZ665fbYTTrkVm/0VbuVFMDExseNwvb2qM7bTD/1B4IeBKoBpmstsz26yDfwz0zSPA48DHxdCnAB+EfiqaZpHgK+uf2f9tx8HTgLvAz61bpEH8GngI8CR9b/3bWvvNBqNRrMnSDmkW/3tQ273mafRaO6AvaozthMa0TRN0xRCmOsF3VbmhmmaK8DK+ueyEOISMAT8CPDM+mx/AHwd+Jfr0//YNE0DmBFCXAMeFULMAgHTNL+7vv0/BH4U+OLNtl+v18lms8zNzSnZslgsRqFQ4MSJE8zPz1MqlUgkEkxPT+NwOAgGg6TTaSwWi5LDqtfr2Gw2hBBUKhV8Ph+maSKEUPO4XC4lZyQlo6R1YrfbfYM8kcwAhTWnLJltarPZGBkZoVqt4vV6abfbpFIp/H4/qVRKZWeWSiUcDoeSzqpUKgSDQVwuF61Wi1gspuTF7HY7yWRSyXAVCgWVIdtsNmm320ryStpFwpodo8vlIhwOKzkvKQkls0wBqtWqyqC1WCwYhqGyk+W+ysxemWUMKLvOZrOp5M9KpZKSl5L72ul06HQ6avtSrkxmo0pXrE6no+wkpTyU1WpVy/daTTocDiWTJpO5LBaL2v92u0273aZcLqtz3Wg0VLnkfsn1SYtR+V1aeZqmqfZNWpTKa0L+yfmkZJtcXu6vzAx2Op3KzlRmfrtcLtxuN8ViUUlplctldY5kBrMsr0SWV8ZjyWMpZd3k9drrOCbPvZTmkvNLab1Op4Pb7WZ0dJRSqYTNZlOybJVKhXa7rWTAZFlk1rcsg81me4O0nNwveS7l8vJ8yWMk7WNlFnu1WlXZ0oFAgEwmo+xm7XY7brebfD6PaZrqvpG/dbtdJXfYbrfxer0qE7rRaNDpdJTNq7y25HUBKIk5mbnde9+bpqn2Ta4HUNed3Pbg4CBut5tcLke9Xsfn85FMJqlUKqpuaLVatFotfD6fynzvPR7yvMljLa1sZZllhrqUmttt9mkjdzvc1jNPo9HcGfu5R/izQoj/AISEED8DfAX43Z1sRAgxzpr383NA/3ojWTaW4+uzDbFRsHxxfdrQ+ufN07fazkeEEGeFEGfz+fxOiqjRaDSaXWK7PTv7tLF8R888IYRVCPGyEOLz698jQogvCyGurv8P98z7CSHENSHEFSHED/RMf1gI8er6b78p9umB0mh2i72sM27aI7x+8/0JcAwosRYz9f82TfPL292AEMIH/Dnw86Zplm6yE1v9YN5k+hsnmuZngM8AnDlzxoxGozeUPOqVVtvPcUh3KgGnuffZLbm43WJzXJi8B7cjfafZSK8U4d2qC/71v/7Xd2W9B1E1YjeeecDPAZcAeSPIcMBfFUL84vr3f7kpHHAQ+IoQ4qhpmh1eDwf8Hmt5Me/jFqOgmUyGP//zP2diYoJEIsHCwgIzMzO0223cbjder5dEIkE4HKbb7ZJMJpWZC6B0Y7PZLH6/X5nB1Ot1pfsLEI/H1chUsVgE1kbZ4vG4MnuSox59fX1qhE6OsgWDQcrlMl6vl0AgwNLSEuPj4ywvLzM+Pk65XAZgdnZW7UetVmNycpJyuczs7CxWq5X777+f8+fP0263SSQSqqxyRHdoaEgZXnU6HaLRKMvLy3S7XarVKpFIBIBcLkd/f/8GDWCAfD6vjLikkU+1WsVisXDy5Elee+01ZYIjR5CkwU6v6c3k5CSNRgPDMKhUKgBqJG94eJhyuUyxWKS/vx+AdDqNw+FQ50GOPI+MjFAul6lUKlitVqrVqtImnpiY4NKlS4TDYRKJBBaLhcXFRbxeL+FwmFqthmEYSs95bm6OS5cusbCwQKlUwjRNPB4PQ0NDRKNRIpEIbrebdDoNoEYC2+02QgisVqs6f36/n+XlZaxWK+GwesdTI+U7YV+qRqwPD/030zQfBnZSEQAghLCz1gj+z6Zp/sX65FUhxIBpmitCiAEgtT59ERjpWXwYWF6fPrzFdI1Go9HsUw5iQ3gXnnnDwAeATwL/dH3ymxIOqNEcdPaqztjOVr8nhHhkpytef7P+v4BLpmn+es9Pfwn81PrnnwL+e8/0HxdCOIUQE6wlxT2/Hj5RFkI8vr7Ov9+zjEaj0Wj2GQc8NOK2nnnr/AbwL1hTSpLctXBAjeZeYd+GRqzzDuD/vv6WWmUtVME0TfP+Wyz3FPBh4FUhxPfXp/0S8KusxWD9NDAP/B3WVnhBCPFZ4CJrihMfXx8iAvgor8unfRH9ZqzRaDT7mn3ayN0Ot/XME0L8EJAyTfNFIcQz29jOHYcDCiE+wloIhRrq12gOKntVZ9ywISyEGDVNcx74wdtZsWmaz7L1DQ3wrhss80nWhpQ2Tz8LnHrjEhqNRqPZjxy0hvCdPvNY6/z5YSHE+wEXEBBC/CfuYjhgb17M+Pi41tbXHGj2XUMY+G/AQ6Zpzgkh/tw0zR97k8qk0Wg0mgPOQWsIc4fPPNM0PwF8AmC9R/ifm6b594QQ/wdrYYC/yhvDAf+LEOLXWUuWk+GAHSFEWQjxOGtKS38f+K1bbb/dblOr1UgkEhSLRdxuNydOnCCTydDtdhkZGVHJU4uLiwwODnLy5EmWlpbw+/0YhkE+n+fEiRPUajU8Hg8ej4disaiS0NxuNx6PB5fLRblcJhKJUKvVCAaDpFIpJZvp9/vVMpFIhEajQT6fV9KGLpcLp9Oplk0mkwQCARqNBk6nU0lb2u12Dh06hGEYSjbx9OnTapkTJ05gsVjI5/PEYjEllZpIJMhkMgwPDyupw8XFRQKBgJIglFKfhw8fplAo4HQ6qVQqhEIhut0uoVBIyZUahkE0GqXRaKh9PX78OMlkksHBQXWMBgYGMAxDyUpKrFYrTqdTyRtWKhVGR0eVtOTw8DCNRoNKpaKS+zwej5IkjcViFItF7HY7wWAQu91OIBBQUpr5fF4lqrVaLWq1GmNjYxSLRZWgZ7fbGR8fJ5/PEwqFGBwcpF6vK8nRdrutkuMsFgvValVJTR47doyrV6+STqeVZOPk5KSSdpVSk8VikWAwSDwe3yC/uV32Y0O4t0SH7nZBNBqNRnNvINZ1ig8Yd+uZp8MBNZpbsJd1xs0awuYNPms0Go1Gc1MOYI/wrj3zTNP8OmvqEJimmUWHA2o0t2Q/9gifFkKUWHtLdq9/htcTB3ZmIv0mUywW+cpXvrLBqSoej1MsFgmHw+TzeSwWCw8++CAXLlxQ7nGGYVCv1xkbG6PdbrOwsEAsFsMwDAqFgkpIkA5NdrtdOVjZ7Xbl6AVQLpexWq1q2MHpdCo3KafTSbvdxmKxKN3FI0eOcOXKFaLRKH6/n2KxSLlcJhaLqeGrcrm8wS1KDud0u11isZhyBZPuVEtLS9RqNeUClsvlaLfbBAIBisUiQogNDm5+/5qTaKPRIBKJqGEq6Q5nsVhIJpO43W5sNhvNZpNyuYzf76fVatFoNPD7/cplLRAIqKEpuR6pyyiHZKQ+o2EY2O12qtWqcvmq1WrKda/XiUwOO0mXODkMJz93Oh1V9s0ua3a7XTnvSWc5eZ04HA6l0SiH4xwOhzruzWaTTqejzj+gtivd4uQQmLwuep3lJFJnU/Q43skyyHMiXfjkEKHD4VDnWeL1eqlWqxuu+06nQ6PR2HDc5LGX15zL5VLHU5ZBfpeamXK/5Hbq9bo6b3Jf7XY70WhUDXt6vV6cTicej4d8Po/T6aTValGtVpUDnsPhoFqtquFP6eoGbCijZPNxk8dJLi/PgxzGk+ekXq/Tbrfx+/2USiVVHrn/xWJR3UOtVks597XbbTUsKd3/pJanYRiqDNIprtcpUB5zWUfIcyan9S4r900Od2YyGaX3Koc/C4WCWm8+n1fHTx6jarWq3Ot6Hfd6sdlsyhGv9z6QaGc5xYF+5mk0B5191xA2TdP6ZhZktwkGg7z73e/e1rxPPPHEDX97sw0tegX0d6McN1rfnaCNETSbmZiYeMM02SjV3D7Dw8O3nukO2WyAslvsxkNNCDEC/CGQYE2S7DOmaf67O17xFhz0Z55hGHzzm9/k2WeffYPMlIxN7ZWgki/dm6dttueW3ErCSr7Qy99N01TTeqcDG14kO52OmlfO37uu3vX3ft9cjt7lezsYeuff/L13H+Xx6F2ffGncqjxyWfmyLOffvJ6t2EoSrNc2vvccyH2RRha9x0EIgc1mUx1HTqcTp9OJ1WolFAphs9lwuVzY7Xba7TamaeJ0OgkGg4yMjFAsFmk2m2p7gUCAsbExTNPEMAz8fj/xeFzZ0cuOkXq9zvz8PH19faojAdZMNGTMdC6XUx1z22Wv6oztyKdpNBqNRrNtdjHerw38M9M0XxJC+IEXhRBfNk3z4m6sXKPR7A/2ss7QDWGNRqPR7Dq70buzbkAhzSjKQohLrJlL6IawRnOPsVd1hm4IazQajWbX2e0McCHEOPAga5JiGo3mHmOv6gzdENZoNBrNrrOD3p2YEOJsz/fPrBtF9K7LB/w58POmad6d7D6NRrOn7FWdoRvCGo1Go9lVbpRQdQMypmmeucm67Kw90P6zaZp/sRvluxcZGxvjd3/3d/e6GJoDxJkzN7ztdsRDDz205fSdJOLuZZ2hG8IajUaj2XV2Y5hTrD0Z/y/gkmmav37HK9RoNPuWvaozDpz1j0aj0Wj2P1tJRG31dwueAj4MvFMI8f31v/ff/dJrNJo3m72qM+7ZHuFsNsuv//qvb9DYO3z4MAsLC8pj3Ofz8eSTT/LKK68ok4T+/n5lnlGv17HZbPT19TE5OcnVq1dpt9tEo1G8Xi+BQIBcLkepVFKGHVJDL5PJKIOCWCymvg8NDbGysoLX6yUUCtFqtZTwf7vdplQqcfz4cWZnZ/H7/WQyGR566CFefvllgsEgFouFUChEKBRiZWWFXC5Ht9vFMAylG1gul5mammJxcZHh4WEqlQqVSoVwOMzKygqwpvcnDRNarRbBYJB0Oq3E/JPJJNFoFIvFQqVSUfO6XC4ymQzhcJhut0uj0cAwDILBoDILyWQyyoCj0+kwPDxMs9mk1Wqp/Y3H46RSKWWoYLfbyeVyyoDA5/MBa9qYgUAAu92u/NSTySSAMkYJBAIUCgXcbrcyF8hkMhw+fJhms0mxWARQ5hoej0eVI5FI0Gg01HEIhULKY71SqdBqtdR2wuEwxWKRarVKNBpV+omVSgWfz0elUsHj8Shvd2ne4PF41LGqVCrY7XZVBnndSfMQuR45j9w/q9WqzEWi0Sj1el1tt9dgQhqaFItFpScpzTxcLpf6HI1GyWazuFwuZTgir5F8Po/P56NWq6ly9s5fLpeV4UetVsPpdGIYBj6fD6/XS6fToVwuYxiG+g3A4/HQaDRwuVzqGPl8vg3HQupRSoMSv9+vzDekhqXcV2lok0qliMfjypBFXk/lcplgMMjs7Ky6B4PBIOFwGKvVSrFYpNVqEYvFaDQaWK1WXC4Xq6urOJ1OZRIjDWNcLheFQkHdP9LIwzAMOp0OwWBQHWdppiMNb3w+34ZzKM+LPObJZBKLxcLAwABWq1Xpb0otT4BXX31VGfD09fWRTqdpNpvK8CcajVKr1ZTxjjxe0jxEnlOXywWg7ld5fnabXcoAf5aN1scajeYeZa/qDLFZdPpe4cyZM+bZs2dvPaNGo9G8hTlz5gxnz57d1cbmyMiI+Qu/8Avbmvef/bN/9uLN4v002yMajZrvec97NjgH9hov3MhMA9jwffNvNzKx2Or/5obMZoOMXuMMaUBxIzONm3GzBtN2jDRuZsyxXW5VzhuZgWw+hjcyOLnZvL0GHLKzz2azqQ4Kp9OJ1+vdYKIiX/R9Pp/qNDIMg4sXL5JOpzEMA4fDQSgUoq+vj1gsRiAQUJ0A6XSa5eVlarUaNpuNaDTK+Pg4TqeTZ599lnq9jmmauFwu/H4/drudj33sY1y7dm1bB3cv64x7tkdYo9FoNHvHbvTuaDSatw57VWfohrBGo9Fodh3dENZoNDtBN4Q1Go1Gc09wu8PNGo3mrcle1hm6IazRaDSaXWe3XaI0N8dqtRIKhVTyrUyGlEmT3W5XxZJ2Oh2EENhsa00AGUMq414dDseGZYQQKjnUarWq9crpMj610+mo2NV2u61iYzudjvqt0+mo6TLpVdJut1VZ5LblfsjryTRNVaZ2u63mlXHGcj65jNwnuYzctky6lQ0wuT25rDwuvf83T5fblfvYG+e7OeZZbhNQ5ZLrkWXb/Ftv+eRx6d2+zWbD5XKp8yjPndvtpr+/n2q1qhLV5XmxWq3E43G8Xi/1ep1kMkm5XKbZbNJoNCgWiwSDQQKBADabTSXD9/X1USgUaDQaKjF7eXmZdrtNKBRSyejtdptWq7UjDWHJXtUZuiGs0Wg0ml1H9whrNJqdoHuENRqNRnNP0Nt7pdFoNLdiL+sM3RDWaDQaza6je4Q1Gs1O0D3CGo1Go7ln0A1hjUazE3RDWKPRaDT3BL2JQZo3h9HRUX7nd35nr4uhOWBMTk5ue96xsbEdrTsUCm173r2sM3RDWKPRaDS7ju4R1mg0O0H3CO8yqVSKT33qU9hsNhwOB4ZhcPToUWZmZrDb7XS7XRwOB6OjowAUCgWazSadTge3200gEGBlZQUAv9/PyMgIqVSKbrdLrVajv7+fYrHIiRMneOmll3jmmWf41re+xdDQELlcTsmpDA0NsbKyQrvdJhaLkcvlOHbsGC+//DLvfOc7+f73v4/FYlESJ5FIBIBWq8Xq6iqHDh0in8/j9/vJZDIcOXKERqOBy+Vienoa0zRxu900Gg2i0SjNZhO/30+pVCIWizEzM8PY2BjVapVIJEIul8PpdFIoFAiFQgSDQarVKn19faysrBAMBrHb7ZRKJQKBAB6Ph1qthtVqpVKpqLJls1ksFgter1dJ7TQaDYLBIDMzMzz11FO88MILDAwMUK/X1TG2Wq20Wi1isRjz8/PYbDa8Xi/VahWHw0G73Qag2WwSDodJpVJ4vV61rNyOz+ej3W6reSKRCIVCAYvFQqvVwuPxYBiGkrPplfSBNdmZdrutzrdhGGr9drsd0zRpt9vqs9PpVBI1TqcTAK/XS7fbpVQqYbfbsdls6vg7HA6azSZerxfDMFheXlbHulfSyDRN7HY7qVQKYIPEjXw7lmXz+Xw0m01sNpuS8ZHzdjodnE4nFosFwzBwu92Uy2XcbjetVkvZaQLqGNjtdlqtltpHn89Hq9XC6/XSbDap1+vKcrNer+P3+ykWi7RaLcrlMgButxuLxUK1WsXpdNJqtajVauqasFgsFAoFdcysVivRaFTNn0gklMSPy+UikUiQSqWwWq0EAgFarRaGYZDL5Wg2mxv2W5a91WpRLBbx+/3qmJXLZXUsDh8+zMzMDJ1OR0lLyWNSr9ex2WxqXikpJa9TeT7sdjsOh4NGo4HD4cButyv5JXmuDcPA6/UCqHMtz2Or1aLRaKhjarfbqVarqhx+v596vU673aZcLuN0OimXyzgcDmVbKu+hRCKhJI7K5TLdblfJHEl7VXndyOtcylvJ7Xm9XiwWC/V6Xd3Xu41uCGs0mp2gG8IajUajuSfQqhEajWYnaNWIu0A8HudjH/vYG6a/4x3v2PVtDQ8PA/CBD3xgy9+PHz9+w2Weeuqp297uduJ1JiYmttzuVvQKYEejUfXZ7XYDG+N9Nq+3l8HBQQAeeeSRm5ZtJ7FJB52bHa+DRCKRuOvb2Oq6ltfU7XLkyJE7Wv5exufz3ZX16hjhN5d8Ps+nP/1pWq0WsNGkwWazYbPZME1TjUhIYwqXy7VhmXa7TbvdVqMhrVYLIQR2ux2Xy0UgEMAwDGq1mjLDkKNc4XBYmWT4/X6sVqsadbHb7RiGQaPRANZGLDqdDh6PB4/Ho0a2yuWyGoW0Wq243W41GiPLCWvPJZvNRrlcplQqqXK6XC76+/tJJBI0Gg2WlpbUaIvD4SAQCOB2u9UoTL1eVyNSwIZ9t1qteL1eWq0Wfr+fbrdLuVxWI07BYJD+/n58Ph+pNpnd4AAAHfxJREFUVIpisQhALBZTo34AKysrGIaB0+lkfHycfD5PsVhURhbyePQabsgRV4BarYbH48FiseB2u9UIpNPpJJPJ4HQ61Yja1atX6Xa7asTIbrczOTnJxYsXabfbauRMjgpdunSJq1evkslk1KiY2+0mEonQ399PNBrFZrNRLBaVkYYcRYrH45w6dYorV66wurpKsVjEbrdz5MgRDMMgk8ns6Breqzrjrm1VCPF7QoiUEOJ8z7SIEOLLQoir6//DPb99QghxTQhxRQjxAz3THxZCvLr+228KPd6m0Wg0+55eR6yb/Wk0Gg3sXZ1xN5vf/xF436Zpvwh81TTNI8BX178jhDgB/Dhwcn2ZTwkhZB/5p4GPAEfW/zavU6PRaDT7iN64/Fv9aTQazV7WGXetFjJN85tAbtPkHwH+YP3zHwA/2jP9j03TNEzTnAGuAY8KIQaAgGma3zXXDLv/sGcZjUaj0exTdI+wRqPZCXtVZ7zZMcL9pmmuAJimuSKEiK9PHwK+1zPf4vq01vrnzdM1Go1Gs4/RjVyNRrMT3uqqEVvtvXmT6VuvRIiPsBZGoWTRNBqNRvPmolUj3nzC4TAf/ehH97oY+46tktXvBjdLXu/r69vwvTcx/U7ZnAB///33bznfAw88sOX0RCJxxyICN0pmjsVi217HXtYZb3aA1up6uAPr/1Pr0xeBkZ75hoHl9enDW0zfEtM0P2Oa5hnTNM9svvA0Go1G8+ahY4Q1Gs1OuOdihG/AXwI/tf75p4D/3jP9x4UQTiHEBGtJcc+vh1GUhRCPr6tF/P2eZTQajUazD9HJchqNZifsZZ1x10IjhBD/FXgGiAkhFoFfBn4V+KwQ4qeBeeDvAJimeUEI8VngItAGPm6aZmd9VR9lTYHCDXxx/U+j0Wg0+xgdI6zRaHbCPRcjbJrmT9zgp3fdYP5PAp/cYvpZ4NQuFk2j0Wg0d5nd6rkRQvwe8ENAyjRN/Sy4AZlMhs985jPKmMFut+N0Oul0OspsIhAIEI/HKZVKVCoVZTvu8/mUsYY0yZAGF9VqVa3T5/MxNjbG0tISlUoF0zSVAYPH41H23dLOW9p/SxvxYrFILpejVCopYw2bzYbP5yMej9NqtVhcXFRGE16vl0gkgt1uJ5lMUq1WlWW4y+VSFu6VSoVms4lpmmrfbba15o20ZbfZbMpQIxwO4/F4qNfryoo8HA4zPDzM8vIy2WyWRqOh9s/lcmG32+l0OtRqNWXsIcshhKDdbisbe1kGGfNqGAbtdhshBB6Ph06no8w8DMNQx73T6aht9vaQSnMRp9OJw+HA5XIpAxDTNOl2uxviay0WywYzFWkdL403AHX8s9kslUqFer1OrVbDNE2cTidut5tWq6X21el0EgwGabVaFAqFDeYm0rBEHmu5/WQyuaNreK/qDD0updFoNJpdZxelkP4jWj9eo7nn2as6Y7+oRuw6y8vL/Nqv/RqNRoN2u43H46HRaFCtVgkGg+pgtlotPB4P7XYb0zSJx+OsrKwQCoUQQlAqlQgGg4yPj3P16lUikQiGYVAul4nFYthsNpaWljh9+jRXr16l2WwyOjpKqVTCMAze//7388UvfpFWq8V9993H1atXcTgcJBIJkskkpmkyPDzM9PQ0iURCWSba7XYcDgelUolIJEK73aZUKvHQQw9RrVZZXFwkGo2Sz+epVqtMTU2RyWSo1WqcPHmS5eVlMpkMiUSCUqmEy+Xi8ccf5/nnn6der3P8+HGuX79OLBYjEomQyWQIBoMUi0WcTiejo6MsLy/j9XrJZDJ4vV663S4Wi4XXXntNHed2u00gEMDhcFAsFtXxc7vd6u21UqngcDhIpVJYrVYcDgf1el31RnQ6HQzDwG63Uy6XcblcyuZT/t5oNLBYLHS7XWWVCSjb0Ha7TafTUZagVqsVi8VCp9NRb8PyTRvWegk2v73K3+S6pdWmfBvvPQYOh4NgMEi328UwDGWTKZeVdpyyV0T2IlgsFgzDwDRNZcEpewt6p8t9lVitVmw2myqPtDGV88oy9i4jj0fvNNM0Ve+OPLawVgE5nU6VuWuaJq1WS9mxyp4JaZFaq9XUckIIut2u6n1qNpvYbDasViutVot6vY5pmrhcLjVd9mg4HA6EEMruNZFIUK/XcbvdDAwMsLKyQrlcplAoqPXInog1afG1e7jZbKpj1G63Ve+QEAKHw0Gz2VTXiLSeldeA3F95buUxkMdG9qTIY2m1WtUxkb02Qgh1vD0ej7qupK1sq9WiVqup60QeG9ljZrfb1fUie2VM09xw/crl7Ha7uh/a7ba6nnv3V+6bPLayV0j29jgcDrWuUqm00+r1lvSW+U4xTfObQojxXVmZRqPZl+xlnaF7hDUajUaz6+ygdycmhDjb8/eRvS777SCEcAkhnhdCvCKEuCCE+Ffr039FCLEkhPj++t/7e5b5hBDimhDiihDiB3qmPyyEeHX9t98UOuBa8xZgr+oMIXtV7jXOnDljnj17dq+LodFoNPuaM2fOcPbs2V1taB09etT8rd/6rW3N+773ve9F0zTP3Gye9d6dz+/nGOH1xqrXNM2KEMIOPAv8HGtDtBXTNP/NpvlPAP8VeBQYBL4CHDVNsyOEeH592e8BXwB+0zTNmyaK62eeZr+xk7plL+uMezY0QqPRaDR7x1tNGs1c61WqrH+1r//drKfpR4A/Nk3TAGaEENeAR4UQs0DANM3vAggh/hD4UbRikuYeZ6/qjLdWTaXRaDSaN4VdTHw5MAghrEKI77NmFvVl0zSfW//pnwghzgkhfk8IEV6fNgQs9Cy+uD5taP3z5ulbbe8jcng4nU7v5q5oNG86e1Vn6IawRqPRaHYVmUS4G+L4Yk2T/rvAlBBiUazp0O9LTNPsmKb5AGsuqI8KIU4BnwYmgQeAFeDX1mff6olu3mT6VtvTbqqae4K9rDN0aIRGo9FodpVdzgC/kSb9vsU0zYIQ4uvA+3pjg4UQvwt8fv3rIjDSs9gwsLw+fXiL6RrNPcte1hm6IazRaDSaXeetFiMshOgDWuuNYDfwbuB/F0IMmKa5sj7bB4Hz65//EvgvQohfZy1Z7gjw/HqyXFkI8TjwHPD3gVtmEWWzWT73uc8RCoVotVo4nU6i0Sj1ep1kMqnkKP1+P6ZpKolBj8dDOBxmYGCAUqlEuVzG6/Xi9/up1+vMzs5SLBaV9KCUfZQGDl6vl2AwSDweVxKcfr+fcrm8wQBDyv3V63XK5TKGYdDtdpV0oJTRbDabGIZBp9NR0o/SFEQaT0i5wE6no2QR5XeJlNC0WCxKotButyvzD7fbrfZFyjfK9cptSVlFWQ4pUSinS6S0opTylJ/Xr4sNBhu965TbkRKacrleaU8pdSmlLKX0oTwX8tj2hgzIdfTus8ViodlsbjBYcTgcRCIRbDYbk5OTfOMb32B1dRVYM9AolUrU63VVFilRKaUy5Tns3R8pLVmtVllZWWEn7FWdoRvCGo1Go9l17rX4320wAPyBEMLKWtjhZ03T/LwQ4o+EEA+wFt4wC/xjANM0LwghPgtcBNrAx03TlC25j7JmCuBmLUlOJ8pp7nn2qs7QDWGNRqPR7CqyF+ythGma54AHt5j+4Zss80ngk1tMPwvsW6k4jWa32cs6QzeENRqNRrPrvNUawhqN5s7QDWGNRqPR3DPohvCbi9VqJRgM4vF4lEW90+kkFosBkM/n8fv92O12xsbGWFlZwW6343K5lA18u90mGAxSrVZxu90Ui0UsFgvBYJBwOMz4+DjT09OMjIxQq9Ww2+20Wi1isRiNRgPDMHC5XKRSKex2O06nE7fbTTgcJpvN4nQ66e/vJ51OUy6XCYfDKq5Y2rTLeGS5fcMwcLvdKt5Yxj9Xq1Vlty5jYGWcau8xkTGtXq9X/SaPSzAYpNPpUKvV1D7LeN12u63s0mu1GpVKBafTSTAYBFCxzNKaPRKJkMlklA29jMk1TROv16ts43O5HN1uF4fDgdfrJZlMUq/X1f73xuQCGIahbOnHxsbIZDIq/tfhcADQ19enygdQKpVoNpt0u1117uS+r66uUi6XabVa6vh4vV6+//3vUyqVaDQaVKtVFT8+OjrK4OCgWkYIQTwep9VqkclkcDqdlMtldd7z+TyNRoNGo7EhZns76IawRqPRaO4JdjMDXKPR3PvsZZ2hayqNRqPR7CpvxRhhjUZz++gYYY1Go9HcU+iGsEaj2Qm6IazRaDSaewbdENZoNDtBN4Q1Go1Gc0+gQyPefEKhEO985zu3/C2RSLxh2nYsmYeHh98w7aGHHtpyXq/Xu6EsN1tXIBDY8Fvv/IODg7cs126zuTy3y3bKvvm4b3VubsaN5u/dh2g0+obf3W73G+brZWJigieeeGJHZbkVn//852890zo6NEKj0Wg09xS6IazRaHaCbgjvMktLS3z84x9XtoXSFlFaKcLaG4jMVJQWhVarlU6ng9PpxGKxKKkWj8eDYRgEAgFlLSjfgCuVCrFYjEqlQrPZZGhoiEqlgmmaDAwMsLi4CKCkTwBGR0eZmZnBZrMxOjrK9PQ0/f39WK1WstksDoeDYDBIJpMhFovRarWo1Wr4fD5cLhfZbJaJiQlSqRTVapWxsTHm5uYQQjA+Pk4ul6NQKPDggw9y5coVvF4v4XCY5eVlDMNgZGSEXC6H0+nEbrdTqVRwu93KAtLpdGKz2Wi32zSbTWDtjd5isXDx4kXi8TiNRoN8Pk9/fz+hUIjp6Wmefvppnn/+eaxWq7L3rFarPPbYY3z961/H7XYTi8WYm5vbcPwAxsfHefXVV+nr66NcLtNoNIhEIlSrVer1Oj6fT0noOJ1Ode7cbje5XI5ms0kwGFSyLW63m3q9jsViUctKe8pKpbLBltJms2Gz2Wi1WurNuV6v43K5sFqtNBoNBgYGMAxDyfn0WpkWi0UAXC4XgPotm83i9/vxer1cu3ZNXUetVotQKES9XscwDHUO2u22WofEYrHgcDiUvafT6cQwDGUbKssgsdlslMtlZb8pJYfcbjc2m410Oo3dbsfj8VCr1dRycrutVgubzYZhGPT39yvZnGAwSD6fVzaoDocDwzCU3aa0EK3X69hsNnw+n7onms2m6qWQ95HX68UwDPx+P81mk3q9zujoKHa7nWq1it/vV+dbWrJKqR55LKQkkLRotdvtNBoNHA4H1WpV2avabDYl6SNlner1+oZyS3vQRqOhrgFp3RqJRJRVrLwWLRaLkluSVqjNZpPh4WGy2Sz1ep1gMKjkjwqFAs1mc4MdqxBCHQcpwyQlq4QQ1Ov1Defe4/HQaDSw2WzKLlVeA9IC1+FwqOWsVivNZnODxarb7abT6eDxeJRU1m6jVSM0Gs1O0KoRGo1Go7lnkJ0KGo1Gsx32ss64ZxvCQ0ND/PZv//ZeF+NN5emnn95y+qlTu+vUOTk5ueX048ePA/Dud797y98/8IEPqM/333//lvPcaPq9wNTU1F4XQfMmMTExsddF2Da9sZ27iQ6NeHMxDIOXXnqJer3O8PAwy8vLyrwhHo9jt9tZWlpSowGAGklwuVxqZEKO3gwMDLCyskK73VbXSCaTwW63Mzk5SS6Xo9Fo4HK5iEQidLtdDMMA1s59NpvFNE18Ph+dTodqtapG6/x+PyMjIySTSQzDIBKJ0NfXh8VioVKpqHLEYjGsVivpdJpCoYDVasViseD3+9XoarPZxO/302631W8WiwWn00mr1VIjUxMTEywvL2OxWNSoTq1Wo9lsqmVtNhvVapVut4vNZlOjVYZhEAqFCAQCpNNpgA0jc91ul2g0yvz8vBrZkY26arVKuVzG4XBgs9k2NPZcLpcyB5Fl7u/vp9PpUCgUGB8fZ2VlRY1WyVFGid/vx+FwEA6HyefzagTc7/fj8XiwWCyqvF6vF7vdTrfbpVAoqNHUfD6vTFHOnj3LysqKMgRxuVwMDg5y+PBhdS0BxGIxqtUqKysrlEol5ufn1ehmp9NR5ZCj4dtFh0ZoNBqN5p5BN4Q1Gs1O0A1hjUaj0dwT6NAIjUazE3RohEaj0WjuKXSPsEaj2Qm6R1ij0Wg09wRCCOx2+14X4y2F0+ncoPE7Njb2hnlupAF8I7bSEZbcSjN3O3HyW2nibqVzu5Uu8Y1yVbZCavfuhkbxzTSHdzMfR6rsbD4HNzquWx0j2Lq8vVrGvefgh3/4h3dazJvy7LPPbnvevawzdENYo9FoNLuKNtTQaDQ7QRtqaDQajeaeQccIazSanbCXdcaBeWUXQrxPCHFFCHFNCPGLe10ejUaj0dwYaTJyqz+NRqOBvaszDkQtJISwAr8N/CBwAvgJIcSJvS2VRqPRaLZC9u5s528b69KdIBrNPc5e1hkHJTTiUeCaaZrTAEKIPwZ+BLi4p6XSaDQazZbsxjBnTyfIe4BF4AUhxF+apqnr/k2k02l+67d+S9l3t9ttZcPd7Xbpdru0Wi1ldiCRRhLSkt1utyvb8c3mENIgQ5o71Ot1ZcoBryc8OZ1OPB4PLpeLdrtNrVaj0WjQbrex2+34fD6CwaCyNG80Gqo8QghcLhfhcJipqSmsViuZTIZUKkU6naZYLFKr1Wi1Wqp8NptNmVNI0wqLxYLdblcW99IAQ9q1S/v0brer7O17j03vMZGf5XqtVis+n49EIkEwGGRubo5cLqfKZhiGOtadTkdtS+6fjIfttYB3uVxqH2QZ5H9ZTlnGTqejjrXNZkMIoeaTDUqPx6Omy2MhzT/kcQNot9uYpolhGOo42O12IpEITqeTmZkZKpUKrVYL0zSx2+04HA68Xi+BQIBMJsP8/Lyyew8EAtjtdsrlMsvLyzu6hveqzjgoDeEhYKHn+yLw2OaZhBAfAT4CMDo6+uaUTKPRaDQb2MUMcN0JotG8BdjLOuOgNITFFtPMN0wwzc8AnwEQQpSFEFfudsH2GTEgs9eFeJPR+/zWQO/z3eONOlt3yIsvvvglIURsm7O7hBBne75/Zr0uh212gmhgfn6+8rM/+7N7/czbD/epLsP+KcPUdmfcyzrjoDSEF4GRnu/DwK363K+Ypnnm7hVp/yGEOKv3+d5H7/Nbg4O8z6Zpvm+XVrWtThANsA+eefvhmtVl2F9l2O68e1lnHIhkOeAF4IgQYkII4QB+HPjLPS6TRqPRaO4ut9MJotFo3rrsuM44EA1h0zTbwD8BvgRcAj5rmuaFvS2VRqPRaO4yuhNEo9HshB3XGQclNALTNL8AfGEHi3zm1rPcc+h9fmug9/mtwf+/vXuPlaOswzj+fWyLRUoscku5pQgiKhfbQgQqWKBBoYZ6aULCLSFGgiYIGgMIKiAagxIlarAm0IApSLwULxBKSbgaBEyvp7VQUZoGwVTkJoJC28c/5j1ygFPOlu7OHHaeT7I5s7O7M8+cs/ub97w7M28bt/lVbG+QNNgJMgaYl06QzRoN75dkqCRDpfYMb6ZmaPCSHhERERERbfKWODQiIiIiIqLb0hCOiIiIiFbqu4ZwG4fjlDRP0npJK5vOUgdJe0q6U9JqSaskndN0pl6TNF7Sg5KWl22+tOlMdZE0RtJSSTc3naUOktZKGpC0bEsuPxT9b6T9myo/KI+vkDS1gQynlHWvkHSfpIPrzjDkeYdK2ihpTrczdJpD0ozyWV4l6e66M0h6p6TfDdl3nNHl9b9h+6OO9+RWs903N6oDo/8CvBvYBlgOvL/pXDVs91HAVGBl01lq2t5JwNQyvT2wpt//zlTXRpxQpscBDwCHNZ2rpm3/EnADcHPTWWra3rXATk3nyG103TrZvwEnALeWenEY8EADGY4AdijTxzeRYcjz7qA6yX5OQ3+PiVQjmu1V7u/SQIYLgcvL9M7AU8A2Xczwhu2PXr8nu3Hrtx7h/w+tZ/slYHBovb5m+x6qN3cr2H7C9pIy/S+qS+rt3myq3nLl+XJ3XLn1/ZmukvYAZgFXN50lomGd7N9mAz8t9eJ+YKKkSXVmsH2f7afL3fupruPaTZ3u588GfgWs7/L6tyTHycAC2+sAbHc7SycZDGwvScAEqrbChm4F6KD90ev35Fbrt4bwcEPr9XUDqe0kTQamUPWQ9rVyiMAyqsJ+u+2+32bgSuA8YFPDOepkYJGkxZLObDpMjBqd7N96vQ/c0uV/hqo3sJtGzCBpd+CTwNwur3uLcgD7ATtIuqt8nk9vIMOPgPdRDSoxAJxju856OurbZW+Z6wh3KMNxtoikCVT/8Z9r+7mm8/Sa7Y3AByVNBG6SdIDtvj0uXNLHgfW2F0ua0XCcOk23/bikXYDbJT1Uel2i3TrZv/V6H9jx8iUdTdUQ/nAX199phiuB821vrDpCe6KTHGOBacCxwLbAHyTdb3tNjRk+CiwDjgH2oaop99a4zxz17bJ+6xHOcJwtIWkcVSP4etsLms5TJ9vPAHcB3RqbfbSaDpwoaS3VV37HSJrfbKTes/14+bkeuInq68+ITvZvvd4HdrR8SQdRHc402/Y/u7j+TjMcAtxYascc4CpJn2ggx2PAQtv/tv0kcA/QzZMHO8lwBtXhGbb9CPAosH8XM4xk1LfL+q0hnOE4W6Ac63QNsNr295rOUwdJO5eeYCRtC8wEHmo0VI/Z/ortPWxPpvos32H71IZj9ZSk7SRtPzgNHAf0ba9/bJFO9m+/BU4vZ+ofBjxr+4k6M0jaC1gAnNbFns8tymB7b9uTS+34JfB527+uOwfwG+BISWMlvQP4ENU5LXVmWEfVI42kXYH3An/tYoaR9Po9udX66tAIt3Q4Tkk/A2YAO0l6DLjY9jXNpuqp6cBpwEA5ZhbgQlfDcPerScB1ksZQ/QP7c9utuJxYy+xKddgLVPX5BtsLm40Uo8Hm9m+SziqPz6W6QsIJwCPAC1S9gXVn+DqwI1UvLMAG24fUnKHnOslhe7WkhcAKqvMcru7m4Wwd/i4uA66VNEB1mML5pXe6K4Zrf1CdzF3Le7IbMsRyRERERLRSvx0aERERERHRkTSEIyIiIqKV0hCOiIiIiFZKQzgiIiIiWikN4YiIiIhopTSEo+9I2lHSsnL7u6S/lennJV3Vo3We24PhM980SWsl7fQGj98o6T11ZoqIGJQ6nTo9WuTyadHXJF0CPG/7ih6uYyywBJhqe0Ov1rMlyohKh2zuepGSPgKcavuztQaLiHiN1OnU6SalRzhaQ9IMSTeX6UskXSdpUfmv/FOSviNpQNLCMoQzkqZJulvSYkm3SZo0zKKPAZYMFldJX5D0J0krJN1Y5m0naZ6kP0paKml2mT9G0hVlvSsknV3mH1ueN1Be9/Yyf62kSyUtKY/tX+bvWLZlqaSfUMZ3L+u9RdJySSslnVQy3wvMLDuHiIhRIXU6dbpuaQhHm+0DzAJmA/OBO20fCLwIzCpF9ofAHNvTgHnAt4ZZznRg8ZD7FwBTbB8EnFXmXUQ1RPChwNHAd1UNoXsmsPeQ518vaTxwLXBSyTMW+NyQ5T9peyrwY+DLZd7FwO9tT6Ea0nKvMv9jwOO2D7Z9ALAQwPYmqpF+ujnufUREt6VOp073VBrC0Wa32n4ZGKAannJwKNsBYDLVmOwHALerGsr5q8AewyxnEvCPIfdXUBXKU4HBr+COAy4oy7kLGE9VBGcCcwd7KWw/Vdb7qO015bXXAUcNWf6C8nNxyUl5fH5Zxi3A00O2ZaakyyUdafvZIctZD+w27G8mImJ0SJ1One6pdLdHm/0Xqv+6Jb3sVw6Y30T12RCwyvbhIyznRaqCOWgWVcE7EfiapA+UZX3a9sNDXyhJwGsP1FcnuYGNvPoz/LoD/m2vkTSNaqz3b0taZPsb5eHxJXtExGiVOp063VPpEY7YvIeBnSUdDiBpXCmWr7Ua2Lc8523AnrbvBM4DJgITgNuAs0tBRdKU8tpFwFmDx4BJehfwEDBZ0r7lOacBd4+Q9R7glLKM44EdyvRuwAu25wNXAFOHvGY/YNXIv4aIiFErdTq2ShrCEZth+yVgDnC5pOXAMuCIYZ56K698JTYGmC9pAFgKfN/2M8BlwDhghaSV5T7A1cC6Mn85cLLt/wBnAL8oy9kEzB0h7qXAUZKWUH29t67MPxB4sHzVdxHwTQBJuwIv2n6is99GRMTokzodWyuXT4voAkk3AefZ/nPTWToh6YvAc7avaTpLREQdUqdjOOkRjuiOC6hOxnireIbq5I6IiLZInY7XSY9wRERERLRSeoQjIiIiopXSEI6IiIiIVkpDOCIiIiJaKQ3hiIiIiGilNIQjIiIiopX+Bw8N3XPBHg4vAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "@jit(nopython=True)\n", "def f_coef(k, Fs, N):\n", " \"\"\"STFT center frequency\n", "\n", " Notebook: C8/C8S2_SalienceRepresentation.ipynb\n", "\n", " Args:\n", " k (int): Coefficient number\n", " Fs (scalar): Sampling rate in Hz\n", " N (int): Window length in samples\n", "\n", " Returns:\n", " freq (float): STFT center frequency\n", " \"\"\"\n", " return k * Fs / N\n", "\n", "@jit(nopython=True)\n", "def frequency_to_bin_index(F, R=10.0, F_ref=55.0):\n", " \"\"\"| Binning function with variable frequency resolution\n", " | Note: Indexing starts with 0 (opposed to [FMP, Eq. (8.49)])\n", "\n", " Notebook: C8/C8S2_SalienceRepresentation.ipynb\n", "\n", " Args:\n", " F (float): Frequency in Hz\n", " R (float): Frequency resolution in cents (Default value = 10.0)\n", " F_ref (float): Reference frequency in Hz (Default value = 55.0)\n", "\n", " Returns:\n", " bin_index (int): Index for bin (starting with index 0)\n", " \"\"\"\n", " bin_index = np.floor((1200 / R) * np.log2(F / F_ref) + 0.5).astype(np.int64)\n", " return bin_index\n", "\n", "@jit(nopython=True)\n", "def p_bin(b, freq, R=10.0, F_ref=55.0):\n", " \"\"\"Computes binning mask [FMP, Eq. (8.50)]\n", "\n", " Notebook: C8/C8S2_SalienceRepresentation.ipynb\n", "\n", " Args:\n", " b (int): Bin index\n", " freq (float): Center frequency\n", " R (float): Frequency resolution in cents (Default value = 10.0)\n", " F_ref (float): Reference frequency in Hz (Default value = 55.0)\n", "\n", " Returns:\n", " mask (float): Binning mask\n", " \"\"\"\n", " mask = frequency_to_bin_index(freq, R, F_ref) == b\n", " mask = mask.reshape(-1, 1)\n", " return mask\n", "\n", "\n", "@jit(nopython=True)\n", "def compute_y_lf_bin(Y, Fs, N, R=10.0, F_min=55.0, F_max=1760.0):\n", " \"\"\"Log-frequency Spectrogram with variable frequency resolution using binning\n", "\n", " Notebook: C8/C8S2_SalienceRepresentation.ipynb\n", "\n", " Args:\n", " Y (np.ndarray): Magnitude spectrogram\n", " Fs (scalar): Sampling rate in Hz\n", " N (int): Window length in samples\n", " R (float): Frequency resolution in cents (Default value = 10.0)\n", " F_min (float): Lower frequency bound (reference frequency) (Default value = 55.0)\n", " F_max (float): Upper frequency bound (is included) (Default value = 1760.0)\n", "\n", " Returns:\n", " Y_LF_bin (np.ndarray): Binned log-frequency spectrogram\n", " F_coef_hertz (np.ndarray): Frequency axis in Hz\n", " F_coef_cents (np.ndarray): Frequency axis in cents\n", " \"\"\"\n", " # [FMP, Eq. (8.51)]\n", " B = frequency_to_bin_index(np.array([F_max]), R, F_min)[0] + 1\n", " F_coef_hertz = 2 ** (np.arange(0, B) * R / 1200) * F_min\n", " F_coef_cents = np.arange(0, B*R, R)\n", " Y_LF_bin = np.zeros((B, Y.shape[1]))\n", "\n", " K = Y.shape[0]\n", " freq = f_coef(np.arange(0, K), Fs, N)\n", " freq_lim_idx = np.where(np.logical_and(freq >= F_min, freq <= F_max))[0]\n", " freq_lim = freq[freq_lim_idx]\n", " Y_lim = Y[freq_lim_idx, :]\n", "\n", " for b in range(B):\n", " coef_mask = p_bin(b, freq_lim, R, F_min)\n", " Y_LF_bin[b, :] = (Y_lim*coef_mask).sum(axis=0)\n", " return Y_LF_bin, F_coef_hertz, F_coef_cents\n", "\n", "R = 50\n", "F_min = 55.0\n", "F_max = 1760.0\n", "\n", "fig, ax = plt.subplots(1, 2, gridspec_kw={'width_ratios': [2, 1]}, figsize=figsize) \n", "\n", "Y_LF_bin, F_coef_hertz, F_coef_cents = compute_y_lf_bin(Y, Fs, N, R, F_min=F_min, F_max=F_max)\n", "\n", "\n", "libfmp.b.plot_matrix(Y_LF_bin, Fs=Fs/H, F_coef=F_coef_cents, ax=[ax[0]], ylabel='Frequency (cents)',\n", " title='LF-spectrogram (R = 50 cents)', colorbar=True, cmap=cmap);\n", "\n", "libfmp.b.plot_matrix(Y_LF_bin, Fs=Fs/H, F_coef=F_coef_cents, ax=[ax[1]], ylabel='Frequency (cents)',\n", " title='', colorbar=True, cmap=cmap);\n", "\n", "ylim_zoom_cents = [3200, 5700] \n", "xlim_zoom = [0,1]\n", "ax[1].set_xlim(xlim_zoom)\n", "ax[1].set_ylim(ylim_zoom_cents)\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Using Instantaneous Frequency\n", "\n", "In the simple binning approach as introduced above, the linearly spaced frequency information in $\\mathcal{Y}$ is expanded in a nonlinear, logarithmic fashion. This results in artifacts in the frequency direction (e.g., the horizontal white stripes), which are visible particularly in the lower part of $\\mathcal{Y}_\\mathrm{LF}$. We now discuss how this problem can be alleviated by using the [instantaneous frequency](../C8/C8S2_InstantFreqEstimation.html) (see also Section 8.2.1 of [Müller, FMP, Springer 2015]). Instead of taking the center frequencies $F_\\mathrm{coef}(k)$, the idea is to employ the refined frequency estimates $F_\\mathrm{coef}^\\mathrm{IF}(k,n)$ \n", "for defining the sets \n", "\n", "\\begin{equation}\n", " P^\\mathrm{IF}(b,n) := \\left\\{k: \\mathrm{Bin}\\left(F_\\mathrm{coef}^\\mathrm{IF}(k, n)\\right)=b\\right\\}\n", "\\end{equation}\n", "\n", "for $b\\in[1:B]$ and $n\\in\\mathbb{Z}$. From this new bin assignment, we derive a refined log-frequency spectrogram $\\mathcal{Y}_\\mathrm{LF}^\\mathrm{IF}$ by setting\n", "\n", "\\begin{equation}\n", "\\label{eq:AudioDeco:Mel:SalSpec:SpecLogFreqIF}\n", " \\mathcal{Y}_\\mathrm{LF}^\\mathrm{IF}(n,b) := \\sum_{k \\in P^\\mathrm{IF}(b,n)}{\\mathcal{Y}(n,k)}\n", "\\end{equation}\n", "\n", "for each frame index $n\\in\\mathbb{Z}$ and bin index $b\\in[1:B]$. The effect of this modification is illustrated by the following code cell. Note that using the instantaneous frequency alleviates some of the problems introduced by the [linear frequency grid of the STFT](../C2/C2_STFT-FreqGridDensity.html). In particular time–frequency patterns become sharper when spectral coefficients can be clearly assigned to a single harmonic source.\n", "\n", "" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "execution": { "iopub.execute_input": "2024-02-15T08:43:03.440343Z", "iopub.status.busy": "2024-02-15T08:43:03.440156Z", "iopub.status.idle": "2024-02-15T08:43:07.633550Z", "shell.execute_reply": "2024-02-15T08:43:07.632905Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "@jit(nopython=True)\n", "def p_bin_if(b, F_coef_IF, R=10.0, F_ref=55.0):\n", " \"\"\"Computes binning mask for instantaneous frequency binning [FMP, Eq. (8.52)]\n", "\n", " Notebook: C8/C8S2_SalienceRepresentation.ipynb\n", "\n", " Args:\n", " b (int): Bin index\n", " F_coef_IF (float): Instantaneous frequencies\n", " R (float): Frequency resolution in cents (Default value = 10.0)\n", " F_ref (float): Reference frequency in Hz (Default value = 55.0)\n", "\n", " Returns:\n", " mask (np.ndarray): Binning mask\n", " \"\"\"\n", " mask = frequency_to_bin_index(F_coef_IF, R, F_ref) == b\n", " return mask\n", "\n", "@jit(nopython=True)\n", "def compute_y_lf_if_bin(X, Fs, N, H, R=10, F_min=55.0, F_max=1760.0, gamma=0.0):\n", " \"\"\"Binned Log-frequency Spectrogram with variable frequency resolution based on instantaneous frequency\n", "\n", " Notebook: C8/C8S2_SalienceRepresentation.ipynb\n", "\n", " Args:\n", " X (np.ndarray): Complex spectrogram\n", " Fs (scalar): Sampling rate in Hz\n", " N (int): Window length in samples\n", " H (int): Hopsize in samples\n", " R (float): Frequency resolution in cents (Default value = 10)\n", " F_min (float): Lower frequency bound (reference frequency) (Default value = 55.0)\n", " F_max (float): Upper frequency bound (Default value = 1760.0)\n", " gamma (float): Logarithmic compression factor (Default value = 0.0)\n", "\n", " Returns:\n", " Y_LF_IF_bin (np.ndarray): Binned log-frequency spectrogram using instantaneous frequency\n", " F_coef_hertz (np.ndarray): Frequency axis in Hz\n", " F_coef_cents (np.ndarray): Frequency axis in cents\n", " \"\"\"\n", " # Compute instantaneous frequencies\n", " F_coef_IF = libfmp.c8.compute_if(X, Fs, N, H)\n", " freq_lim_mask = np.logical_and(F_coef_IF >= F_min, F_coef_IF < F_max)\n", " F_coef_IF = F_coef_IF * freq_lim_mask\n", "\n", " # Initialize ouput array and compute frequency axis\n", " B = frequency_to_bin_index(np.array([F_max]), R, F_min)[0] + 1\n", " F_coef_hertz = 2 ** (np.arange(0, B) * R / 1200) * F_min\n", " F_coef_cents = np.arange(0, B*R, R)\n", " Y_LF_IF_bin = np.zeros((B, X.shape[1]))\n", "\n", " # Magnitude binning\n", " if gamma == 0:\n", " Y = np.abs(X) ** 2\n", " else:\n", " Y = np.log(1 + np.float32(gamma)*np.abs(X))\n", " for b in range(B):\n", " coef_mask = p_bin_if(b, F_coef_IF, R, F_min)\n", "\n", " Y_LF_IF_bin[b, :] = (Y * coef_mask).sum(axis=0)\n", " return Y_LF_IF_bin, F_coef_hertz, F_coef_cents\n", "\n", "\n", "R = 50\n", "F_min = 55.0\n", "F_max = 1760.0\n", "Y_LF_IF_bin, F_coef, F_coef_cents = compute_y_lf_if_bin(X, Fs, N, H, R=R, \n", " F_min=F_min, F_max=F_max, gamma=1)\n", "\n", "fig, ax = plt.subplots(1, 2, gridspec_kw={'width_ratios': [2, 1]}, figsize=figsize) \n", "libfmp.b.plot_matrix(Y_LF_IF_bin, Fs=Fs/H, F_coef=F_coef_cents, ax=[ax[0]], ylabel='Frequency (cents)',\n", " title=r'IF-based LF-spectrogram ($R = %0.0f$ cents)'%R, colorbar=True, cmap=cmap);\n", "\n", "libfmp.b.plot_matrix(Y_LF_IF_bin, Fs=Fs/H, F_coef=F_coef_cents, ax=[ax[1]], ylabel='Frequency (cents)',\n", " title='', colorbar=True, cmap=cmap);\n", "ax[1].set_xlim(xlim_zoom)\n", "ax[1].set_ylim(ylim_zoom_cents)\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the following figure, we show the IF-based log-frequency spectrogram using a resolution of $R=10$ cents. Note that, even at this high frequency resolution, the artifacts due to empty frequency bins are barely visible." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "execution": { "iopub.execute_input": "2024-02-15T08:43:07.636305Z", "iopub.status.busy": "2024-02-15T08:43:07.636075Z", "iopub.status.idle": "2024-02-15T08:43:10.767150Z", "shell.execute_reply": "2024-02-15T08:43:10.766624Z" } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "R = 10\n", "Y_LF_IF_bin, F_coef, F_coef_cents = compute_y_lf_if_bin(X, Fs, N, H, R=R, \n", " F_min=F_min, F_max=F_max, gamma=1)\n", "\n", "fig, ax = plt.subplots(1, 2, gridspec_kw={'width_ratios': [2, 1]}, figsize=figsize) \n", "libfmp.b.plot_matrix(Y_LF_IF_bin, Fs=Fs/H, F_coef=F_coef_cents, ax=[ax[0]], ylabel='Frequency (cents)', \n", " title='IF-based LF-spectrogram ($R = %0.0f$ cents)'%R, colorbar=True, cmap=cmap);\n", "\n", "libfmp.b.plot_matrix(Y_LF_IF_bin, Fs=Fs/H, F_coef=F_coef_cents, ax=[ax[1]], ylabel='Frequency (cents)', \n", " title='', colorbar=True, cmap=cmap);\n", "ax[1].set_xlim(xlim_zoom)\n", "ax[1].set_ylim(ylim_zoom_cents)\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Harmonic Summation\n", "\n", "Recall that a sound event such as a musical tone is associated to a fundamental frequency along with its harmonic partials, which are (approximately) the integer multiples of the fundamental frequency. Therefore, a spectrogram representation of a recorded melody typically exhibits an entire family of frequency trajectories which are stacked on top of each other. The multiple appearance of tonal time–frequency patterns can be exploited to improve a spectrogram representation. The idea is to jointly consider a frequency and its harmonics by forming suitably weighted sums—a technique also called **harmonic summation**. Let $H\\in\\mathbb{N}$ be the number of harmonics to be considered in the summation. Then, given a spectrogram representation $\\mathcal{Y}$, we define a harmonic-sum spectrogram $\\tilde{\\mathcal{Y}}$ by setting\n", "\n", "\\begin{equation}\n", " \\tilde{\\mathcal{Y}}(n,k) := \\sum_{h=1}^{H} \\alpha^{h-1} \\cdot \\mathcal{Y}(n,k\\cdot h) \n", "\\end{equation}\n", "\n", "for $n,k\\in\\mathbb{Z}$ (assuming that $\\mathcal{Y}$ is suitably zero-padded in frequency direction). In the summation, harmonics may be weighted exponentially using the weighting parameter $\\alpha \\in [0, 1]$." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "execution": { "iopub.execute_input": "2024-02-15T08:43:10.770025Z", "iopub.status.busy": "2024-02-15T08:43:10.769826Z", "iopub.status.idle": "2024-02-15T08:43:12.401058Z", "shell.execute_reply": "2024-02-15T08:43:12.400525Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "@jit(nopython=True)\n", "def harmonic_summation(Y, num_harm=10, alpha=1.0):\n", " \"\"\"Harmonic summation for spectrogram [FMP, Eq. (8.54)]\n", "\n", " Notebook: C8/C8S2_SalienceRepresentation.ipynb\n", "\n", " Args:\n", " Y (np.ndarray): Magnitude spectrogram\n", " num_harm (int): Number of harmonics (Default value = 10)\n", " alpha (float): Weighting parameter (Default value = 1.0)\n", "\n", " Returns:\n", " Y_HS (np.ndarray): Spectrogram after harmonic summation\n", " \"\"\"\n", " Y_HS = np.zeros(Y.shape)\n", " Y_zero_pad = np.vstack((Y, np.zeros((Y.shape[0]*num_harm, Y.shape[1]))))\n", " K = Y.shape[0]\n", " for k in range(K):\n", " harm_idx = np.arange(1, num_harm+1)*(k)\n", " weights = alpha ** (np.arange(1, num_harm+1) - 1).reshape(-1, 1)\n", " Y_HS[k, :] = (Y_zero_pad[harm_idx, :] * weights).sum(axis=0)\n", " return Y_HS\n", "\n", "Y_HS = harmonic_summation(Y, num_harm=10)\n", "\n", "fig, ax = plt.subplots(1, 2, gridspec_kw={'width_ratios': [2, 1]}, figsize=figsize) \n", "\n", "libfmp.b.plot_matrix(Y_HS, Fs=Fs/H, Fs_F=N/Fs, ax=[ax[0]], title='Spectrogram after harmonic summation', colorbar=True, cmap=cmap);\n", "ax[0].set_ylim([0, 5000])\n", "libfmp.b.plot_matrix(Y_HS, Fs=Fs/H, Fs_F=N/Fs, ax=[ax[1]], title='', colorbar=True, cmap=cmap);\n", "ax[1].set_ylim(ylim_zoom)\n", "ax[1].set_xlim(xlim_zoom)\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Salience Representation\n", "\n", "A similar construction can be applied for log-frequency spectrogram representations such as $\\mathcal{Y}_\\mathrm{LF}$ or $\\mathcal{Y}_\\mathrm{LF}^\\mathrm{IF}$. In this case, however, one requires a modification in the harmonic summation. In particular, working in the log-frequency domain, the relation between a frequency and its harmonics is not a multiplicative but an additive one. For example, in the case of the log-frequency spectrogram $\\mathcal{Y}_\\mathrm{LF}^\\mathrm{IF}$ one obtains its harmonic-sum version $\\mathcal{Z}:=\\tilde{\\mathcal{Y}}_\\mathrm{LF}^\\mathrm{IF}$ by setting \n", "\n", "\\begin{equation}\n", " \\mathcal{Z}(n,b) := \\sum_{h=1}^{H} \\alpha^{h-1} \\cdot \\mathcal{Y}_\\mathrm{LF}^\\mathrm{IF}\\left(n,b+ \\left\\lfloor \\frac{1200}{R}\\log_2(h)\\right\\rfloor\\right) \n", "\\end{equation}\n", "\n", "Emphasizing the salience of tonal frequency components, $\\mathcal{Z}$ is also referred to as a **salience representation**. The following code cells implements the harmonic summation for log-frequency representations. \n", "\n", "" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "execution": { "iopub.execute_input": "2024-02-15T08:43:12.404253Z", "iopub.status.busy": "2024-02-15T08:43:12.404074Z", "iopub.status.idle": "2024-02-15T08:43:13.946412Z", "shell.execute_reply": "2024-02-15T08:43:13.945874Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "@jit(nopython=True)\n", "def harmonic_summation_lf(Y_LF_bin, R, num_harm=10, alpha=1.0):\n", " \"\"\"Harmonic summation for log-frequency spectrogram [FMP, Eq. (8.55)]\n", "\n", " Notebook: C8/C8S2_SalienceRepresentation.ipynb\n", "\n", " Args:\n", " Y_LF_bin (np.ndarray): Log-frequency spectrogram\n", " R (float): Frequency resolution in cents\n", " num_harm (int): Number of harmonics (Default value = 10)\n", " alpha (float): Weighting parameter (Default value = 1.0)\n", "\n", " Returns:\n", " Y_LF_bin_HS (np.ndarray): Log-frequency spectrogram after harmonic summation\n", " \"\"\"\n", " Y_LF_bin_HS = np.zeros(Y_LF_bin.shape)\n", " pad_len = int(np.floor(np.log2(num_harm) * 1200 / R))\n", " Y_LF_bin_zero_pad = np.vstack((Y_LF_bin, np.zeros((pad_len, Y_LF_bin.shape[1]))))\n", " B = Y_LF_bin.shape[0]\n", " for b in range(B):\n", " harmonics = np.arange(1, num_harm+1)\n", " harm_idx = b + np.floor(np.log2(harmonics) * 1200 / R).astype(np.int64)\n", " weights = alpha ** (np.arange(1, num_harm+1) - 1).reshape(-1, 1)\n", " Y_LF_bin_HS[b, :] = (Y_LF_bin_zero_pad[harm_idx, :] * weights).sum(axis=0)\n", " return Y_LF_bin_HS\n", "\n", "Y_LF_IF_bin_HS = harmonic_summation_lf(Y_LF_IF_bin, num_harm=10, R=R)\n", "\n", "fig, ax = plt.subplots(1, 2, gridspec_kw={'width_ratios': [2, 1]}, figsize=figsize) \n", "\n", "libfmp.b.plot_matrix(Y_LF_IF_bin_HS, Fs=Fs/H, F_coef=F_coef_cents, ax=[ax[0]], ylabel='Frequency (cents)', \n", " title='IF-based LF-spectrogram after harmonic summation', colorbar=True, cmap=cmap);\n", "\n", "libfmp.b.plot_matrix(Y_LF_IF_bin_HS, Fs=Fs/H, F_coef=F_coef_cents, ax=[ax[1]], ylabel='Frequency (cents)', \n", " title='', colorbar=True, cmap=cmap);\n", "ax[1].set_xlim(xlim_zoom)\n", "ax[1].set_ylim(ylim_zoom_cents)\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Looking at the visualization, the effect of harmonic summation does not seem to be huge. There are many parameters that may have a significant influence on the final result. In particular, a high frequency resolution in combination with the IF-based sharpening may lead to problems in the harmonic summation due to **small deviations across harmonically related bins**. A simple method for increasing the robustness of the harmonic summation is to introduce a **smoothing step along the frequency axis**. This step, as indicated by the next figure, may have a significant effect on the resulting salience representation. The next code cell summarizes the overall procedure by providing an implementation for computing the final salience representation." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "execution": { "iopub.execute_input": "2024-02-15T08:43:13.950550Z", "iopub.status.busy": "2024-02-15T08:43:13.950367Z", "iopub.status.idle": "2024-02-15T08:43:18.226694Z", "shell.execute_reply": "2024-02-15T08:43:18.226164Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def compute_salience_rep(x, Fs, N, H, R, F_min=55.0, F_max=1760.0, num_harm=10, freq_smooth_len=11, alpha=1.0,\n", " gamma=0.0):\n", " \"\"\"Salience representation [FMP, Eq. (8.56)]\n", "\n", " Notebook: C8/C8S2_SalienceRepresentation.ipynb\n", "\n", " Args:\n", " x (np.ndarray): Audio signal\n", " Fs (scalar): Sampling frequency\n", " N (int): Window length in samples\n", " H (int): Hopsize in samples\n", " R (float): Frequency resolution in cents\n", " F_min (float): Lower frequency bound (reference frequency) (Default value = 55.0)\n", " F_max (float): Upper frequency bound (Default value = 1760.0)\n", " num_harm (int): Number of harmonics (Default value = 10)\n", " freq_smooth_len (int): Filter length for vertical smoothing (Default value = 11)\n", " alpha (float): Weighting parameter (Default value = 1.0)\n", " gamma (float): Logarithmic compression factor (Default value = 0.0)\n", "\n", " Returns:\n", " Z (np.ndarray): Salience representation\n", " F_coef_hertz (np.ndarray): Frequency axis in Hz\n", " F_coef_cents (np.ndarray): Frequency axis in cents\n", " \"\"\"\n", " X = librosa.stft(x, n_fft=N, hop_length=H, win_length=N, pad_mode='constant')\n", " Y_LF_IF_bin, F_coef_hertz, F_coef_cents = compute_y_lf_if_bin(X, Fs, N, H, R, F_min, F_max, gamma=gamma)\n", " # smoothing\n", " Y_LF_IF_bin = ndimage.filters.convolve1d(Y_LF_IF_bin, np.hanning(freq_smooth_len), axis=0, mode='constant')\n", " Z = harmonic_summation_lf(Y_LF_IF_bin, R=R, num_harm=num_harm, alpha=alpha)\n", " return Z, F_coef_hertz, F_coef_cents\n", "\n", "Z, F_coef_hertz, F_coef_cents = compute_salience_rep(x, Fs, N=1024, H=128, R=10, \n", " num_harm=10, freq_smooth_len=11, alpha=1, gamma=1)\n", "\n", "fig, ax = plt.subplots(1, 2, gridspec_kw={'width_ratios': [2, 1]}, figsize=figsize) \n", "\n", "libfmp.b.plot_matrix(Z, Fs=Fs/H, F_coef=F_coef_cents, ax=[ax[0]], ylabel='Frequency (cents)',\n", " title='Salience respresentation', colorbar=True, cmap=cmap);\n", "\n", "libfmp.b.plot_matrix(Z, Fs=Fs/H, F_coef=F_coef_cents, ax=[ax[1]], ylabel='Frequency (cents)', \n", " title='', colorbar=True, cmap=cmap);\n", "ax[1].set_xlim(xlim_zoom)\n", "ax[1].set_ylim(ylim_zoom_cents)\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As shown by this figure, the summation process amplifies the dominating tonal components, while noise-like artifacts as introduced by the instantaneous frequency estimation are attenuated. On the downside, the process produces **ghost components** that appear particularly in the lower frequency range of the spectrogram (see, e.g., the vibrato around the frequency $3500$ cents in the right plot). This, however, is not a major problem when one is looking only for the predominant frequency trajectories (Section 8.2.3 of [Müller, FMP, Springer 2015])." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Summary and Further Notes\n", "\n", "In summary, the construction of our salience representation $\\mathcal{Z}$ is motivated by several assumptions and observations. \n", "\n", "* First, the logarithmic frequency binning accounts for the logarithmic perception of frequency and the musical notion of a note's pitch. \n", "* Second, using the instantaneous frequency improves the accuracy of the frequency estimates. \n", "* Third, the harmonic summation amplifies the regularly spaced frequency components. This accounts for the fact that a tone's energy is not only contained in the fundamental frequency, but spread over the entire harmonic spectrum.\n", "\n", "Furthermore, we have seen that the additional smoothing step before the harmonic summation may yield significant improvements in the final salience representation. In general, when applying **local** operations to data that is sampled with high resolution, small deviations or outliers in the data may lead to considerable degradations. In such situations, additional filtering steps (such as convolution with a Gaussian kernel or median filtering) may help to alleviate some of the problems. In our case, smoothing helped to balance out small deviations in frequency bins before applying harmonic summation. In the context of [novelty-based boundary detection](../C4/C4S4_StructureFeature.html), we applied a similar strategy. Here, to compute the novelty function $\\Delta_\\mathrm{Structure}$, additional filtering was beneficial before computing the local difference between successive features." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "Acknowledgment: This notebook was created by Meinard Müller and Sebastian Rosenzweig.
" ] }, { "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 }