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

NMF-Based Spectrogram Factorization

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

\n", "Following Section 8.3.2 of [Müller, FMP, Springer 2015], we show in this notebook how NMF can be used to factorize a spectrogram into template and activation matrices that possess an explicit musical meaning. The notebook closely follows the original paper by Ewert and Müller. \n", " \n", "

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

" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Introduction\n", "\n", "We have seen in the [FMP notebook on nonnegative matrix factorization](../C8/C8S3_NMFbasic.html) how the NMF algorithm can be used to approximate a magnitude spectrogram of a given audio recording by a product of two nonnegative matrices. Intuitively, the first matrix represents the various spectral patterns (musical pitches) that occur in a recording, while the second matrix exhibits the time points where these spectral patterns are active. Generally, the factorization obtained from NMF has now direct semantical interpretation. In the following, we show how one can successively incorporate musical information (e.g., as specified by a score representation) to obtain a decomposition of the audio signal into musically meaningful sound events. \n", "\n", "Let us start with an individual note played on a piano, which corresponds to a time–frequency pattern. Intuitively, this pattern may be described by a spectral vector that has a pitch-dependent harmonic structure and some time-dependent weights that describe the sound's volume over time. Playing several notes, the resulting audio recording may be regarded as a superposition of the sound events that correspond to the individual notes. Even though this model is too simplistic to correctly reflect all acoustic properties of the music recording, it justifies applying the NMF framework. In order to decompose the given music signal $x$, we apply NMF to the [magnitude of the STFT](../C2/C2_STFT-Basic.html) $\\mathcal{X}$. More precisely, we use the transposed version, yielding a nonnegative $(K\\times N)$ matrix \n", "\n", "\\begin{equation}\n", " V:=|\\mathcal{X}|^\\top.\n", "\\end{equation}\n", "\n", "In the factorization $V \\approx W \\cdot H$, we expect that the template matrix $W$ picks up the structure of the pitch-dependent spectral vectors, while the activation matrix $H$ encodes when and how strongly the respective vectors are active. In this way, the matrix $H$ yields a kind of weighted piano-roll representation for the notes' templates. For this kind of interpretation, the rank parameter $R$ should correspond to the number of different pitches occurring in the piece of music. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Chopin Example\n", "\n", "As our running example throughout this notebook, we use the beginnig of the Prélude Op. 28, No. 4 by Frédéric Chopin. In the score, one can count eight different pitches, thus making $R=8$ a good choice.\n", "\n", "\"FMP_C8_F21a\"\n", "\n", "\n", "
\n", "\n", "\n", "\n", "As input to the NMF algorithm, we use a ([logarithmically compressed](../C3/C3S1_LogCompression.html)) magnitude spectrogram as computed in the next code cell." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "execution": { "iopub.execute_input": "2024-02-15T08:44:09.890924Z", "iopub.status.busy": "2024-02-15T08:44:09.890628Z", "iopub.status.idle": "2024-02-15T08:44:12.474336Z", "shell.execute_reply": "2024-02-15T08:44:12.473482Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import os\n", "import sys\n", "import scipy\n", "import numpy as np\n", "import pandas as pd\n", "import librosa\n", "import matplotlib.pyplot as plt\n", "import IPython.display as ipd\n", "sys.path.append('..')\n", "import libfmp.b\n", "import libfmp.c1\n", "import libfmp.c8\n", "%matplotlib inline\n", "\n", "Fs = 22050\n", "fn_wav = os.path.join('..', 'data', 'C8', 'FMP_C8_Audio_Chopin_Op028-04_SMD_beginning.wav')\n", "#fn_wav = os.path.join('..', 'data', 'C8', 'FMP_C8_Audio_Chopin_Op028-04_SMD.wav')\n", "x, Fs = librosa.load(fn_wav, sr=Fs)\n", "N_fft = 2048\n", "H_fft = 1024\n", "X = librosa.stft(x, n_fft=N_fft, hop_length=H_fft)\n", "V = np.log(1 + np.abs(X))\n", "#V = np.abs(X)\n", "freq_max = 2000\n", "\n", "libfmp.b.plot_matrix(V, Fs=Fs/H_fft, Fs_F=N_fft/Fs)\n", "plt.ylim([0, freq_max]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## NMF with Random Initialization\n", "\n", "We now apply the [NMF algorithm](../C8/C8S3_NMFbasic.html) to the magnitude spectrogram of the our running example by iteratively updating the randomly initialized matrices $W^{(0)}$ and $H^{(0)}$. In the next figure, both the initialized and learned template and activation matrices are shown. In this example, the rank parameter was set to $R=8$, allowing one template for each of the eight different musical pitches occurring in the music example.\n", "\n", "" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "execution": { "iopub.execute_input": "2024-02-15T08:44:12.507171Z", "iopub.status.busy": "2024-02-15T08:44:12.506853Z", "iopub.status.idle": "2024-02-15T08:44:18.033447Z", "shell.execute_reply": "2024-02-15T08:44:18.032937Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "image/png": { "height": 207, "width": 910 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def plot_nmf_factors(W, H, V, Fs, N_fft, H_fft, freq_max, label_pitch=None,\n", " title_W='W', title_H='H', title_V='V', figsize=(13, 3)):\n", " \"\"\"Plots the factore of an NMF-based spectral decomposition\n", "\n", " Notebook: C8/C8S3_NMFSpecFac.ipynb\n", "\n", " Args:\n", " W: Template matrix\n", " H: Activation matrix\n", " V: Reconstructed input matrix\n", " Fs: Sampling frequency\n", " N_fft: FFT length\n", " H_fft: Hopsize\n", " freq_max: Maximum frequency to be plotted\n", " label_pitch: Labels for the different pitches (Default value = None)\n", " title_W: Title for imshow of matrix W (Default value = 'W')\n", " title_H: Title for imshow of matrix H (Default value = 'H')\n", " title_V: Title for imshow of matrix V (Default value = 'V')\n", " figsize: Size of the figure (Default value = (13, 3))\n", " \"\"\"\n", " R = W.shape[1]\n", " N = H.shape[1]\n", " # cmap = libfmp.b.compressed_gray_cmap(alpha=5)\n", " cmap = 'gray_r'\n", " dur_sec = (N-1) * H_fft / Fs\n", " if label_pitch is None:\n", " label_pitch = np.arange(R)\n", "\n", " plt.figure(figsize=figsize)\n", " plt.subplot(131)\n", " plt.imshow(W, cmap=cmap, origin='lower', aspect='auto', extent=[0, R, 0, Fs/2], interpolation='nearest')\n", " plt.ylim([0, freq_max])\n", " plt.colorbar()\n", " plt.xticks(np.arange(R) + 0.5, label_pitch)\n", " plt.xlabel('Pitch')\n", " plt.ylabel('Frequency (Hz)')\n", " plt.title(title_W)\n", "\n", " plt.subplot(132)\n", " plt.imshow(H, cmap=cmap, origin='lower', aspect='auto', extent=[0, dur_sec, 0, R], interpolation='nearest')\n", " plt.colorbar()\n", " plt.yticks(np.arange(R) + 0.5, label_pitch)\n", " plt.xlabel('Time (seconds)')\n", " plt.ylabel('Pitch')\n", " plt.title(title_H)\n", "\n", " plt.subplot(133)\n", " plt.imshow(V, cmap=cmap, origin='lower', aspect='auto', extent=[0, dur_sec, 0, Fs/2], interpolation='nearest')\n", " plt.ylim([0, freq_max])\n", " plt.colorbar()\n", " plt.xlabel('Time (seconds)')\n", " plt.ylabel('Frequency (Hz)')\n", " plt.title(title_V)\n", "\n", " plt.tight_layout()\n", " plt.show()\n", "\n", "K = V.shape[0]\n", "N = V.shape[1]\n", "R = 8\n", "\n", "W_init = np.random.rand(K,R)\n", "H_init = np.random.rand(R,N)\n", "\n", "W, H, V_approx, V_approx_err, H_W_error = libfmp.c8.nmf(V, R, W=W_init, H=H_init, L=200, norm=True)\n", "#label_pitch=['54', '55', '57', '59', '63', '64', '71', '72']\n", "plot_nmf_factors(W_init, H_init, W_init.dot(H_init), Fs, N_fft, H_fft, freq_max)\n", "plot_nmf_factors(W, H, W.dot(H), Fs, N_fft, H_fft, freq_max) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As demonstrated by this example, there are various issues with this approach. Looking at the learned template matrix $W$, it is not clear to which sound or pitch a given template corresponds. While only a few of the template vectors reveal a clear harmonic structure, most of the templates seem to correspond to mixtures of notes rather than individual notes. This is also indicated by the activation patterns in $H$, which can hardly be associated to a piano-roll representation of the score. In summary, even though the original matrix $V$ may be approximated well, simply applying the standard NMF approach based on a random initialization often produces a factorization that lacks clear musical semantics." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Pitch-Informed Template Constraints\n", "\n", "To overcome these issues, one important idea is to guide the NMF processing by imposing additional suitable constraints on $W$ and $H$. In this context, the multiplicative update rules again constitute a great advantage over additive rules. In the multiplicative case, zero-valued entries remain so during the entire learning process. Thanks to this property, one can enforce certain structures on $W$ and $H$ by setting suitable entries to zero in the initialization stage. Using this modified initialization, one can then apply the [standard NMF approach](../C8/C8S3_NMFbasic.html) in the subsequent learning process.\n", "\n", "We now apply this strategy to enforce a harmonic structure in the templates of $W$. After assigning a musical pitch $p$ to each template vector, we can use the [center frequency](../C1/C1S3_FrequencyPitch.html)\n", "\n", "$$\n", "F_\\mathrm{pitch}(p) = 2^{(p-69)/12} \\cdot 440\n", "$$ \n", "\n", "as an estimate of the fundamental frequency. From this, we can derive the approximate positions for the harmonics, which are roughly located at the integer multiples of the center frequency. As the exact frequencies are not known, a neighborhood around these positions can then be initialized with nonzero values in the templates, while setting the remaining entries to zero. This kind of initialization is used in the following example.\n", "\n", "" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "execution": { "iopub.execute_input": "2024-02-15T08:44:18.036457Z", "iopub.status.busy": "2024-02-15T08:44:18.036277Z", "iopub.status.idle": "2024-02-15T08:44:19.064602Z", "shell.execute_reply": "2024-02-15T08:44:19.063984Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "image/png": { "height": 207, "width": 910 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def pitch_from_annotation(annotation):\n", " \"\"\"Extract set of occurring pitches from annotation\n", "\n", " Notebook: C8/C8S3_NMFSpecFac.ipynb\n", "\n", " Args:\n", " annotation (list): Annotation data\n", "\n", " Returns:\n", " pitch_set (np.ndarray): Set of occurring pitches\n", " \"\"\"\n", " pitch_all = np.array([c[2] for c in annotation])\n", " pitch_set = np.unique(pitch_all)\n", " return pitch_set\n", "\n", "def template_pitch(K, pitch, freq_res, tol_pitch=0.05):\n", " \"\"\"Defines spectral template for a given pitch\n", "\n", " Notebook: C8/C8S3_NMFSpecFac.ipynb\n", "\n", " Args:\n", " K (int): Number of frequency points\n", " pitch (float): Fundamental pitch\n", " freq_res (float): Frequency resolution\n", " tol_pitch (float): Relative frequency tolerance for the harmonics (Default value = 0.05)\n", "\n", " Returns:\n", " template (np.ndarray): Nonnegative template vector of size K\n", " \"\"\"\n", " max_freq = K * freq_res\n", " pitch_freq = 2**((pitch - 69) / 12) * 440\n", " max_order = int(np.ceil(max_freq / ((1 - tol_pitch) * pitch_freq)))\n", " template = np.zeros(K)\n", " for m in range(1, max_order + 1):\n", " min_idx = max(0, int((1 - tol_pitch) * m * pitch_freq / freq_res))\n", " max_idx = min(K-1, int((1 + tol_pitch) * m * pitch_freq / freq_res))\n", " template[min_idx:max_idx+1] = 1 / m\n", " return template\n", " \n", "def init_nmf_template_pitch(K, pitch_set, freq_res, tol_pitch=0.05):\n", " \"\"\"Initializes template matrix for a given set of pitches\n", "\n", " Notebook: C8/C8S3_NMFSpecFac.ipynb\n", "\n", " Args:\n", " K (int): Number of frequency points\n", " pitch_set (np.ndarray): Set of fundamental pitches\n", " freq_res (float): Frequency resolution\n", " tol_pitch (float): Relative frequency tolerance for the harmonics (Default value = 0.05)\n", "\n", " Returns:\n", " W (np.ndarray): Nonnegative matrix of size K x R with R = len(pitch_set)\n", " \"\"\"\n", " R = len(pitch_set)\n", " W = np.zeros((K, R))\n", " for r in range(R):\n", " W[:, r] = template_pitch(K, pitch_set[r], freq_res, tol_pitch=tol_pitch)\n", " return W\n", " \n", "fn_ann = os.path.join('..', 'data', 'C8', 'FMP_C8_Audio_Chopin_Op028-04_SMD_beginning.csv')\n", "#fn_ann = os.path.join('..', 'data', 'C8', 'FMP_C8_Audio_Chopin_Op028-04_SMD.csv')\n", "annotation = libfmp.c1.csv_to_list(fn_ann)\n", "pitch_set = pitch_from_annotation(annotation)\n", "\n", "K = V.shape[0]\n", "N = V.shape[1]\n", "R = pitch_set.shape[0]\n", "freq_res = Fs / N_fft\n", "W_init = init_nmf_template_pitch(K, pitch_set, freq_res, tol_pitch=0.05)\n", "H_init = np.random.rand(R,N)\n", "\n", "W, H, V_approx, V_approx_err, H_W_error = libfmp.c8.nmf(V, R, W=W_init, H=H_init, L=100, norm=True)\n", "plot_nmf_factors(W_init, H_init, W_init.dot(H_init), Fs, N_fft, H_fft, freq_max, label_pitch=pitch_set)\n", "plot_nmf_factors(W, H, W.dot(H), Fs, N_fft, H_fft, freq_max, label_pitch=pitch_set) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The learning process based on multiplicative update rules not only retains the harmonic structure but further refines it. At the same time, the activation matrix reflects the presence and the intensity of the played notes quite well. Note that the vertical structures in the activation matrix are the result of short-time energy bursts that are related to the note onsets' transients. These structures are not well reflected by the harmonically informed templates and are \"synthesized\" as superposition of all templates. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Score-Informed Activation Constraints\n", "\n", "If additional prior knowledge is available, it can be exploited to further stabilize the factorization process. In this context, a musical score is particularly valuable. On a coarse level, we can extract **global information** from the score, such as which instruments are playing or which and how many pitches occur over the course of a piece of music.\n", "In our example, this information can be used to set the number of templates automatically to $R=8$. One can also refine the initialization of the templates using instrument-dependent harmonic models, which may be derived from example recordings of isolated notes. On a finer level, one may also exploit **local information** about when notes are actually played. Assuming that the note events specified by the score are aligned to the time positions where they occur in the audio recording, one can impose time constraints on where certain templates may become active. To this end, one initializes suitable regions in $H^{(0)}$ by setting the corresponding activation entries to one. The remaining entries are set to zero. Such a score-informed initialization is used in the following figure. For example, the activation entries corresponding to pitch $p=55$ are constrained to the time interval ranging from roughly $t=2$ to $t=7$ (given in seconds). \n", "\n", "" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "execution": { "iopub.execute_input": "2024-02-15T08:44:19.067940Z", "iopub.status.busy": "2024-02-15T08:44:19.067704Z", "iopub.status.idle": "2024-02-15T08:44:20.351586Z", "shell.execute_reply": "2024-02-15T08:44:20.351066Z" } }, "outputs": [ { "data": { "image/png": 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MZ5PF/jNJkuYG78TsbV7vJpIkSZIkSZIkSZI0OnPqTkxJktR8XkUmSZLULOYzSZKk5jGj9eYg5hyRmaxb57PNJUnNZwCTJElqFvOZJKmpRvV8v3F7juAo30/Tv3dV1zfK92tG683pZCVJUqVaDyafyUvqJSJeHRHZ47W2rf0uEfGOiDgrIm6MiPsj4paI+G5EPKvO9yJJ0qiZzyRJkprHfNabd2JKkqTKDBqqIqLxV/apdhcDJ3TZ9kzgIOCMtnXvB14KXA6cDqwAdgNeALwgIt6cmScNrVpJkhrCfCZJktQ8g2S0ScxnDmJKkqRKTeqVYRquzLyYYiDzYSLiP8s/fq5t9Q+BD2Xmf09peyDw78A/RsSpmXlT9dVKktQs5jNJkqTmMaP15iCmJEmqlAFMoxQRTwCeAfwW+EFrfWae3Kl9Zp4bEecAzwH2A74z/ColSaqX+UySJKl5zGi9OYgpSZIqZQDTiL2uXH4xM9dO2/IPHiiXDw6hHkmSGsd8JkmS1DxmtN4cxJQkSdKcFBGbAK8A1gFf6HOfHYCDgXuA8/rcZ1mXTbv3s78kSZIkSZJmzkFMSZJUKa8i0wj9BbAl8IPMvLFX44jYCPg6sBHwN5l5x3DLkySpGcxnkiRJzWNG681BTGlAj3nMY+ouQW0uv/zyukuozB577FF3CZUYl/ehmYmIgQKYoU0DOrpcfrZXw4hYDzgF2B/4FvDhfk+SmYu6HHMZsE+/x5EkqQ7mM02aefPmMX/+/LrLGJkdd9xx4H233XbbCiuRBrPVVluN5DybbLLJSM4zKitXrqy7hLE1b968kZxnkIw2ifnMQUxJklSpSQxUGr2I2APYD/gNcHqPtusBXwOWAP8CvCIzc+hFSpLUEOYzSZKk5jGj9eYgpiRJqpQBTCPyunL5xcxc261RRKwPfINiAPMbwCunay9J0jgyn0mSJDWPGa03BzE1UmvXjk+f4fLly+suoRILFy6suwRJY8YApmGLiI2BI4F1wBenabchxZ2XLwS+ChyVmetGUqQkSQ1iPpPUiZOTqAlWr149kvOsWzde/xW8++676y5hbI3yd8WM1puDmJIkqVIGMI3AEmAr4PuZeWOnBhGxEfCvwPMoBjqPdgBTkjSpzGeSJEnNY0brzUFMSZJUmUEeSt7aT5qBo8vl56Zp8xmKAczbgN8C7+3we3ZOZp5TeXWSJDWI+UySJKl5Bslok5jPHMSUJEnSnBERjwf+BPgNcPo0TXcsl48E3jtNu3OqqUySJEmSJElVchBTkiRVahKvCtPoZOYVQM9fssxcPPxqJEmaG8xnkiRJzWNG681BTGnCXXPNNXWXIGnMGMAkSZKaxXymSbJu3TpWr15ddxlzwj333FN3CRJ33XXXSM6z6aabjuQ80kyY0XpzEFOSJFXKACZJktQs5jNJkqTmMaP15iCmJEmqlAFMkiSpWcxnkiRJzVNHRouIRwCHAc8H9gK2A+4HLgW+DHw5M9f1eazlwA5dNt+SmdvOtl4HMSVJUmUiYqAAZseaJEnScJjPJEmSmmeQjFZRPlsCfBq4CTgbuAH4I+DFwBeA50bEkszMPo+3Ejixw/pK5nZ3EFOSJFXKDi9JkqRmMZ9JkiQ1T00Z7SrgBcAP2u+4jIi/A34OvIRiQPM7fR7vzsxcWnWRLfOGdWBJkiRJkiRJkiRJzZCZZ2Xm96ZOGZuZNwOfKb9cPPLCuvBOTEmSVCmv9JckSWoW85kkSVLzDJjRdo+IZZ02ZOai2VXEA+XywRnss1FEvALYHrgbuAQ4LzPXzrIWwEFMSZJUMTvJJEmSmsV8JkmS1DxNymgRsT7wyvLLH85g122BU6asuz4ijsrMc2dbl4OYksbCHnvsUXcJkkpNCmCSJEkyn0mSNG4WLFhQdwlja7311hvZuQbMaFdWcMdlJx8EngCcnpk/6nOfLwPnA78EVgE7AW8EjgbOiIh9M/MXsynKQcw5ZO3aSu6+lSRpaCJioABmx5okSdJwmM8kSYLMrLsE6SEGyWjDymcRcSxwHHAlcGS/+2XmCVNWXQYcExGry+MtBQ6bTW0OYkqSpErZ4SWNL/9+q0kG6Yga1e+wf1fGV5UdoIsWDeMC+s78nZQkSWqeJmS0iHgD8DHgcuDgzFxRwWE/QzGIecBsD+QgpiRJqlQTApgkSZL+wHwmSZLUPHVntIh4C/BPFHdQHpyZt1Z06NZx5s/2QA5iSpKkStUdwCRJkvRQ5jNJkqTmqTOjRcQ7KJ6DeTHwnMy8rcLD71sur5vtgRzElKSGWbZsWd0lVGKU02NJkiRJkqSZuf322+suQWLFiipmruxtgw02GMl5xtHWW29ddwmqWES8B3gfsAw4ZLopZCNiA2Bn4IHMvLZt/Z7ATVP3jYgdgE+UX35ttrU6iClJkirllf6SJEnNYj6TJElqnjoyWkS8imIAcy1wPnBshzqWZ+bJ5Z+3A64Afg0sbGuzBHhnRJwNXA+sohjsfD6wMXA68OHZ1usgpiRJqkxEDBTA7FiTJEkaDvOZJElS8wyS0SrKZzuWy/WAt3Rpcy5wco/jnA3sBjyZYvrY+cCdwAXAKcApmZmzK9VBTEmSVDE7vCRJkprFfCZJktQ8dWS0zFwKLJ1B++XAwwrNzHMpBjuHykFMSZJUKTvJJEmSmsV8JkmS1DxmtN4cxJQkSZUygEmSJDWL+UySJKl5zGi9OYgpSZIqZQCTJElqFvOZJElS85jReptXdwGSJEmSJEmSJEmS1M47MSVJUmUiYqCryLzyTJIkaTjMZ5IkSc0zSEabxHzmIKZG6jGPeUzdJWiKa665pu4SJI2ZSQxUGr6IeDXw5R7N1mXmemX7DYDXA08CngzsAWwAvDYzvzC8SiVJah7zmaRO5s+fX3cJ0sj4+z64SfvezZs3uglMzWi9OYgpSZIqZQDTkFwMnNBl2zOBg4Az2tbNB04s/3wLcDPw2CHVJklSo5nPJEmSmseM1puDmJIk9XDqqafWXcKs3XHHHSM7lwFMw5CZF1MMZD5MRPxn+cfPta2+B3gecHFm3hQRS4Hjh1iiJEmNZT6TpMn261//uu4SurrnnntGcp4999xzJOcR3HDDDXWXMCv333//yM5lRuvNQUyN1PLly+suoTILFy6suwRJaiQDmEYpIp4APAP4LfCD1vrMvJ+H3pkpSdLEMp9J6mT16tV1l6ARufvuu+suoatRDWJKTWRG6210k/tKkqSx13oo+SCvis7/mIj4UkT8LiLui4jlEXFiRGw1w+M8PyLOjIjfRMSaiLguIk6NiH0rKVRVel25/GJmrq21EkmSGqjufFbWYEaTJElqU3c+myu8E1OacI973OPqLqESy5Ytq7sESaW6AlVE7AxcCGwDfBe4Enga8Gbg0IjYPzNv7+M4HwL+BrgdOA24DXgc8ELgJRHxysz82lDehGYkIjYBXgGsA74wxPN0+5DZfVjnlCSpSnV2eJnRNGrz5s1js802q7uMOWHzzTevuwSNSJP/Tqy33np1lzAnrVixou4Sumpybf1Yu3Z010dP4qDkTDmIKQ3ommuuqbuESozLIKYkAZ+i6Bw7NjM/3loZER8F3gp8ADhmugNExLbA24FbgL0z89a2bc8CzgLeB9hB1gx/AWwJ/CAzb6y5FkmS1JkZTZLU1apVq8bqPKNy1113jexcG2ywwYzaz/Xv9SgHMdWb08lKkqRK1TEVRkTsBBwCLAc+OWXz8cDdwJERMb/HoXagyEc/a+8cA8jMs4FVwKNmXbCqcnS5/OwwT5KZizq9KO4kkSSp8Wqc6t+MJkmS1IVTyfbmIKYkSapUTZ1kB5XLMzNzXfuGzFwF/ATYFHhGj+NcDdwPPC0iHjnlfR0AbA78RxUFa3YiYg9gP+A3wOk1lyNJUqPV+LwlM5okSVIXDmL25nSykiSpUrMIVbt3e/ZgedfbdHYrl1d12X41xV0AuwI/7naQzFwREe8APgpcHhGnUTx3aWfgBcC/A6/rUYtGo/Vz+GJmOteLJEnTqCmfgRlNkiSpq0kdmJwJBzElSVJlBr0yrILQtqBcruyyvbV+y14HyswTI2I58CXgtW2brgFOnjqFmUYvIjYGjgTWAV+suRxJkhqtxnwGZjRJkqSOBslokzjo6SCmJEmq1CwC1ZV9XtE/iFZR2bNhxN8A/xs4CfgEcDOwO/APwNcj4kmZ+TdDqlP9WQJsBXw/M2+suxhJkpquofkMzGiSJGmCTeKg5Ew5iClJkipVUwBrXcW/oMv2Laa06ygiFgMfAv4tM9/WtumiiDiMYiq04yLiM5l53eDlapaOLpefm65RRLyTonMT4Enl8qiI+JPyzxdk5heqL0+SpGapsYPMjCZJktSFg5i9OYgpSZIqVVMA+1W53LXL9l3KZbfnMbX8Wbk8e+qGzLwnIn4OHAY8GbCDrAYR8XjgT4DfAKf3aH4ocOCUdfuVrxYHMSVJY6/GDjIzmiRJUhcOYvbmIOYcscEGG/CYxzym7jJmbfny5XWXIEkaT60OrUMiYl5mrmttiIjNgf2BNcBPexxno3L5qC7bW+vvH7RQzU5mXsEfpp7r1XbxcKuRJEk9mNEkSdPadNNNR3Ke+fPnj+Q8o3LvvfeO7Fwz/d6N6mc6LPPmzau7BLXxpyFJkirVejD5TF6zlZnXAmcCC4E3TNl8AjAf+Gpm3l3WuEFE7B4RO09pe365PDoitpvyvp5L0dF2L3DhrIuWJEkakTryGZjRJEmSplNHPptrvBNzjrj//vu9i1FDcfnll9ddgqZYtGhR3SVU4tRTT627BNVg0FBVURB7PUXH1UkRcTBwBfB04FkUU5S9q63tduX2X1N0qrV8G/gP4NnAFRHxb8DNwOMppjEL4J2ZeXsVBUuSJA1bzfkMzGgasbVr17Jy5bSPWR0rN9xww8D73n333RVWoib73e9+N5LzbL/99jPe56qres0oXo2tt956JOcZlRUrVozsXLfccsuM2s/m36VBDPJ7N51169b1blSBQTLaJA5kOogpSZIqVVegysxrI+IpwPsonoX4POAm4CTghMzsmfAzc11EPI/iToGXUTxbaVNgBcXzF0/KzDOH9BYkSZKGos4OLzOaJElSZ5M4KDlTDmJKkqRK1dxJdiNwVB/tltPluYqZ+QBwYvmSJEma8+ruIDOjSZIkPVzdGW0umHPPxIyIwyPi4xFxfkTcFREZEV/r0nZhub3b65vTnOdVEfHziFgdESsj4pyI+LNp2m8SESdExK8i4t6IuDUi/iUiHl/F+5Ykaa6o65lLkiRJ6sx8NnnsP5MkqfnMZ73NxTsx3w08EVgN/AbYvY99fgGc1mH9ZZ0aR8SHgePK438e2JBiupLvRcSbMvMTU9pvBPw7xYPk/wv4GPBYYAnw/Ig4KDN/1kedkiTNeZMaqiRJkprKfDaR7D+TJKnhzGi9zcVBzLdShKNrgAOBs/vY5+LMXNrPwSNiP4oAdi3w1My8o1z/j8Ay4MMR8f1yipOWt1EEsG8DL83MdeU+36IIf1+KiL1a6yVJkiRJkqQhsv9MkiTNeXNuOtnMPDszr87MHNIpjimXH2gFsPK8y4FPAhvR9hyHKIbKW/v8TXvQyszvAucDe1AERkmSxtogU5VN8pQYkiRJw2Y+m0z2n0mS1Gzms/7MuUHMAf1xRLwuIv6uXO49TduDyuUPO2w7Y0obgJ2B7YGrMvP6PveRJGlsGcAkSZKaxXymPtl/JknSCJnPepuL08kO4jnl6/ci4hzgVZl5Q9u6+cB2wOrMvKnDca4ul7u2rdutXF7V5dyd9ukoIpZ12dTPcwskSWqESQ1VkiRJTWU+U5/mRP9ZWYN9aJKkOc+M1ltlg5gRsQdwAMVVVY8E1gC3AhcD52XmqqrONQP3AO+nmFf/unLd3sBS4FnAjyPiSZl5d7ltQblc2eV4rfVbtq0bZB9JksaWAUwaX7OZkc5/G1Q1f6fG0/Bmvpxs/n1plgb2odl/JklSDcxovc1qEDMiHgMcDfwV8OjW6inNElgbEf8BfBr4/hDn43/oiTNvBd47ZfV5EXEIcAHwdOA1wMdmeugZtG19P3ruk5mLOh6guLpsnxmcU5Kk2hjAJEmSmsV8Vr8m96HNtf4zsA9NkjQezGi9DTSIGRFbU1yN9TpgA2A58A3g/wE3AyuATYBHUEzjsC+wGPhT4FcRcVxmnjH1uKOSmQ9GxBcoQtgB/CGEta76WtBxx85XjfXaZ4sO+0yshQsX1l1CZa655pq6S5A0IkuWLKm7hFn74Ac/yPXXd3r0TLUGnaPf0CZJkjQc5rN6zeU+NPvPxt/8+fPrLkEj8vjHP34k59l+++1nvM+qVXVM4KhhGuT3oEnn23DDDSs9XjeDZLRJzGeD3ol5DbAR8AXgK5n58147RMQWwMsorjr7fkS8NTNPGvD8Vfifcvn7T+vMvDsifgtsFxGP7jCv/y7lsn3+/l+Vy25z9nfaR5KksTWJgUqSJKnJzGe1mut9aPafSZI0JGa03gYdxPwa8IHMvKXfHTLzLuBzwOci4kXAxgOeuyrPKJfXTVl/FnAkcCjw5SnbntvWpuVa4AZg14jYMTOn3ubSaR9JFVu0qONMMpIkSZIk1Wmu96HZfyZJDbT11lvXXUJjVP29WG+99So9nmZn3iA7ZeaxMwlfHfY/LTO/Oej+/YqIp0fEw+79jYiDgLeWX35tyubPlMt3RcRWbfssBN4A3EdbOCufTdDa5/9ExLy2fV4IPBO4HDh3Vm9GkqQ5ojUdxkxekiRJGh7zWX3mQh+a/WeSJNXDfNbboHdi1qa8Au1F5Zfblst9I+Lk8s+3Zebbyz9/CNgzIs4BflOu2xs4qPzzezLzwvbjZ+aFEfFR4G3AJRHxbWBD4KXA1sCbMnP5lLI+CvwZcDjws4j4MbA9sAS4B/irzFw34FuWJGlOmdRQJUmS1FTms8lj/5kkSc1nRuutkkHMiDgLuBt4c2ZOnV6i1eZVwKsy86BO22fgScCrpqzbqXwB/BpohbBTgMOAp1JMS7EBcAvwL8AnMvP8TifIzOMi4hLgjRTPH1gHXAT8Y2Z+v0P7+yLi2cA7gSMorlK7CzgNOD4zLx/kjarZHve4x9VdQiUuv9xfT0nVMoBJkiQ1i/msOUbYh/Yk7D+TNAdsvvnmY3UejV7VP9tRTidbR0aLiEdQfO4/H9gL2A64H7iUYhaFL8/koqKIeAzwPoop5h8B3ETx2X5CZt4x23qruhNzcbl8akS8MDN/1qHNQuDA2Z4oM5cCS/ts+0XgiwOe5yvAV2bQfg1wfPlSF9dcc03dJVRmXAYxJalKg05vYceaJEnScJjPGmdxuRxqH5r9Z+rHqlWr6i5BY2b16tUz3mdUv4cLFiwYyXmkfg2S0SrKZ0uAT1MMNp5N8czqPwJeDHwBeG5ELCmngu9Vz87AhcA2wHeBK4GnAW8GDo2I/TPz9tkUO9AzMbs4C9gEOCsiDq/wuJIkaQ7xmUuSJEnNYj5rHPvQJElSXfnsKuAFwGMy8+WZ+beZ+VfA7sCNwEsoBjT78SmKAcxjM/NFmfnOciaJfwJ2Az4w22KrHMQ8D/gTYAXwzYj4/yo8tiRJmiPsJJMkSWoW81nj2IcmSZJqyWeZeVZmfm/qlLGZeTPwmfLLxX3UvhNwCLAc+OSUzcdTTJ9/ZETMn029VQ5ikpmXAk8HLgE+GBGfjohKzyFJkiRJkiTNZfahSZKkBnqgXD7YR9vWs7vP7DAgugr4CbAp8IzZFFR5OMrM3wHPBM4AXgd8PyI2q/o8kiSpmbzSX8MWEc+MiO9ExE0RcV+5PDMintdjvy9GRJYvH24tSZoY5rNmsg9NkqTJNmA+2z0ilnV6zbKW9YFXll/+sI9ddiuXV3XZfnW53HU2dQ3lCq/MvJtiTt1PA4cC5wOPHca5JElSs9hJpmGKiHdTTMF2AEWo/gjwPWArppnuJCL+HPgrYPXwq5QkqVnMZ81lH5okSZOrYfnsg8ATgNMz80d9tF9QLld22d5av+Vsilp/NjtPp7x99A0RcR3wIWDvYZ1LkiQ1w6Chyo4y9SMilgDvB/4DeHE5PUn79g267Pco4PPAt4BtgQOHXKokSY1hPms++9AkSZo8g2S0sv2Vmbmo4lqOBY4DrgSOrOqw5TJnc5CqBjHPpXh458Nk5kci4nrga8BGFZ1v4my44YYsXLiw7jJm7Zprrqm7BE2xxx571F2CxtSSJUvqLkE1scNLw1A+I+pDwD3AEVMHMAEy84GH7Vj4XLl8A/Cd4VQoSVJzmc8axT60IVtvvfVYsGBB74ZjYq+99hp439WrnaRE9dt3331Hcp7NNnO2bvVn3rzRPaK6CRktIt4AfAy4HDg4M1f0uWvrTstuH7pbTGk3kEoGMTPzWT22/yvFAzylsXH55ZfXXUIlHMRsnnPOOafuEiqxePHiuktQTZoQwDSW9gN2BL4N3BERz6eY5uRe4OeZ+Z+ddoqIVwMvAg7LzNv9/ZQkTSI//5rDPjQ1yS233FJ3CRIrV85qfKNvm2+++UjOM4622WabuksYqbVr147sXHVntIh4C/BPwGUUA5i3zmD3X5XLbs+83KVcdntmZl+GNp2sJEmaTHUHMI2tp5bLW4CLgIdcch4R5wGHZ+b/tK3bgeJqwq9l5mmDnjgilnXZtPugx5QkaZTMZ5IkSc1TZ0aLiHdQPAfzYuA5mXnbDA9xdrk8JCLmldPjt469ObA/sAb46WzqHHgQMyK2H2S/zLxh0HNKkqTms5NMQ9K69PMY4Hrg2cDPgB2AjwB/CpwKLIbfTz/7FWA1cOyIa5UkqVHMZ/WyD02SJHVSV0aLiPcA7wOWAYdMN4VsRGwA7Aw8kJnXttZn5rURcSZwCMXjez7ettsJwHzgs5l592xqnc2dmMuZ+QM5c5bnlCRJ0mRar1wGxR2Xvyi//mVEHEYxPcmBEbFvObXsW4EDgedn5h2zOXFmLuq0vrxDc5/ZHFuSJE2E5diHJkmSGiAiXkUxgLkWOB84tsNg6vLMPLn883bAFcCvgYVT2r0euBA4KSIOLts9HXgWRT/Nu2Zb72zC0A08PIBtSfEQz1/P4rjq4L777uOaa66puwxJkqYVEQNdRebdAepDayDyurYBTAAyc01E/Aj4a+BpEXEb8AHgy5l5+ojrlCSpUcxnjWAfmiR1sWrVqrpLUA+bbjpZj2pet25d70YVGCSjVZTPdiyX6wFv6dLmXODkXgcq78Z8CsWg6KHA84CbgJOAE6a7w7NfAw9iZubCqesiYinwnszc8WE7SJKkiWCHl4ak9cD4O7tsbw1ybgLsCWwEHBURR3Vpf3X5u3rYbJ6XKUnSXGA+q5d9aJIkqZM6MlpmLgWWzqD9copZsbptvxHo1vcya1VPSzHTqTEkSdKYsZNMQ3Ie8CCwS0RsmJn3T9n+hHK5vHx9sctxng9sS/H8zLvKtpIkjTXzWSPZhyZJ0oQzo/Xm3PqSJKlSBjANQ2beFhHfAl4OvBd4d2tbRDwH+FNgJfDDzLwTeE2n40TEORSDmH+Xmc7VL0maCOYzSZKk5jGj9eYgpiRJqpQBTEP0NooHxL8rIg4Afg7sABxG8UD615YDmJIkqY35TJIkqXnMaL05iClJkiozyEPJW/tJvWTmrRHxdIq7MA8DngGsAn4A/ENm/rTO+iRJaiLzmSRJUvMMktEmMZ85iClJkio1iYFKo5OZKyjuyHzbgPsvrrQgSZLmAPOZJElS85jRenMQU9JYOOecc+ouQZIkSZIkSZKG7pZbbqm7hLH1wAMP1F2C2gw8iBkRawfYlpnpwKkkSWPMq8gkSZKaxXxWL/vQJElSJ2a03mYThgb57voTmXCPe9zj6i6hMpdffnndJVRi2bJldZcgacwYwCRJkprFfFY7+9BGaO3ataxYsaLuMuYE7zZSE/h7qElmRutt4EHMzJxXZSGSJGk8GMAkSZKaxXxWL/vQJElSJ2a03pyWQpIkVSYiBgpghjZJkqThMJ9JkiQ1zyAZbRLzmYOYkiSpUpMYqCRJkprMfCZJktQ8ZrTeBprOIiK2m+2JI+LRsz2GJElqntaVZDN5SZIkaXjMZ/WxD02SJHVjPutt0Dn5r4mIf5ppEIvCCyPiv4HXDnhuSZIkSZIkaS6wD02SJGlAgw5i/iNwNLA8Is6IiKMiYpdODSNis4g4KCI+BNwI/Ctwb7mUJEljxiv9JUmSmsV8Viv70CRJUkfms94GeiZmZr43Ij4HvBc4AjgEICJWATcDdwAbA48AHk0xWBrAfwNvz8xvzr50SZLURJMaqiRJkprKfFYf+9AkSVI3ZrTeBhrEBMjM3wBHR8TbKULYs4H9gV3bmt0PXAycA3wnM386cKVSw+yxxx51l1CJZcuW1V2Cpli8eHHdJUgDG/TKMEObNP4ys+4SJA1olJ/TZoLqmc/qZx+ammqbbbapuwSJTTfddCTn2XrrrUdynlFZsGBB3SWMrfXWW28k5xkko01iPht4ELMlM+8CPlO+iIgNKK4eW5OZK2d7fEmSNLfUGagi4jHA+4BDKfLITcBpwAmZeccMj/VM4C3AfsDWwArgUuDEzDy9uqolSZKGq+4OLzNawT40SZLUru6MNhfMehBzqsx8gGI6DOlhLr/88rpLqMy43IkpSVWrK4BFxM7AhcA2wHeBK4GnAW8GDo2I/TPz9j6P9W7g/cBtwPcpOtoeCTwZWAw0uoNMkiSpXc0XmZnRurAPTXVbudKxc9Vv1apVIznPuN2JqfHgIGZvlQ9iajg22mgjHve4x9VdxqyN0yCmJKmzGgPYpyg6x47NzI+31fNR4K3AB4Bjeh0kIpZQdI79B/DizFw1ZfsGVRYtSZI0bDV3kJnRJEldbb755iM5z2abbTaS84zKPffcU3cJY2tU08lC7RltTphXdwGSJGm8tOb0n8mrgnPuBBwCLAc+OWXz8cDdwJERMb/HceYBHwLuAY6Y2jkGv79iXpIkac6oI5+V5zWjSZIkdVFHPptrHMSUJEnj4KByeWZmrmvfUHZy/QTYFHhGj+PsB+xIMRXZHRHx/Ih4R0S8OSL2rbpoSZKkMWdGkyRJ0sCcTlaSJFVm0CvDyn12j4hlnbZn5qIeh9itXF7VZfvVFHcB7Ar8eJrjPLVc3gJcBOw1pc7zgMMz83961CNJktQINeYzMKNJkiR1NEhGm8S7Mb0TU5IkVaqm6coWlMuVXba31m/Z4zjblMtjgE2AZwObA08AfgQcAJw6cJWSJEk1qGs6WcxokiRJXTmdbG/eiSlJkio1i1B1ZZ9X9A+iVVT2aNd6entQXM3/i/LrX0bEYRR3ERwYEftm5n8OoU5JkqTKNTSfgRlNkiRNsEkdmJyJSu7EjIgNqjiOJEma+2q60r91Ff+CLtu3mNKumzvK5XVtnWMAZOYaiiv9AZ424wolSZJqUuOdmGa0KexDkyRJLd6J2VtV08n+NiI+FBGPq+h4kiRpjqqpk+xX5XLXLtt3KZfdnsc09Th3dtne6kDbpL+yJEmS6lfjIKYZ7eHsQ5MkSYCDmP2oajrZecD/B7w9Is4CPgN8NzMfrOj4E+/ee+/l8ssvr7sMqbEWL15cdwmSGOyh5K39ZunscnlIRMzLzHVtx94c2B9YA/y0x3HOAx4EdomIDTPz/inbn1Aul8+2YEmSpFGoMZ+BGa0T+9Akqc3Klb1uxp9b5xmVjTbaqO4SxtaoBgsHyWiTOJBZ1Z2Yfwy8AjgfOBj4F+DGiPhAROxY0TkkSZI6ysxrgTOBhcAbpmw+AZgPfDUz74ZiGq+I2D0idp5ynNuAb1FMefbe9m0R8RzgTymmO/vhEN6G+hQRz4yI70TETRFxX7k8MyKe19bmsRHxqYj4WUTcXLb7XUScHxFHOZWbJEnDZ0bryD40SZKkPlVyJ2Z5Bdw3gG9ExK7A64BXAn8LvCMizgQ+C3yv/ao7aS5btmxZ3SVUYtGiRXWXIGnM1HhV2OuBC4GTIuJg4Arg6cCzKKYoe1db2+3K7b+m6FRr97Zyv3dFxAHAz4EdgMOAtcBrM/POob0LTSsi3g28H7gN+D5wE/BI4MnAYuD0sunOwMuBnwGnASuARwDPBb4EvDIinuNdD5KkSVDzVftmtDb2oQ3feuutx9Zbb113GXPCeuutV3cJ0sjukFyxYsVIzqO5b+3atSM71yTeWTlTVU0n+3uZeRVwXET8LXA48FrgUIqr4m6KiC8An8vM31V9bkmSVL+6AlhmXhsRTwHeR5E9nkcxwHUScEJm9vU/lsy8NSKeDrybolPsGcAq4AfAP2Rmr+nONCQRsYRiAPM/gBdn5qop29vvrrwQ2Gpq51/Z5kyKAc8XU9z9IEnSWKuzg8yM1p19aJIkTTYHMXurfBCzJTPvj4gfUFwZvwvFdBl/TDHtx99GxKeBd2TmfcOqQZIkjV7NnWQ3Akf10W450LXQsjPtbeVLDRAR84APAfcAR0wdwATIzAfa/jz1WVm/bxMRp1EMYu4ylGIlSWqYujvIzGjTsw9NkqTJVHdGmwuGMogZEc+gmA7jL4CNgbsorrD7ErAPRdh8E7AR8L+GUYMkSaqHAUxDsh+wI/Bt4I6IeD7wBOBe4OeZ+Z/9HCQi1qO4AwTgkmEUKklS05jPmss+NEmSJpcZrbfKBjEjYnPgSIrg9QSKK+cuAj4NfCMz15RNL4mIUygetn44BjBJksZGRAwUwAxt4yEidgHeDDwN2Aro9JCdzMydBzj8U8vlLRQZc68p5z4PODwz/2fK+kcCb6TIpo8CngM8juJZVN/v58QR0e1B2Lv3W7wkSXUxnzWPfWiSJGmQjDaJ+aySQcxyjv6XApsC9wGnAJ/KzJ93ap+ZayPiHOCgKs4vSZKaYxIDlSAi9qV4VuUmwIMUg40Pdmo64Cm2KZfHANcDzwZ+BuwAfITi2VGnUkwT2+6RwPFtXyfwYeDvMjMHrEWSpDnFfNYc9qFJkqQWM1pvVd2J+VfAtcBngC/3+VD2cyge6i5JksaIAWxi/QPFNGfHAF/KzE4DmLPRuqszKO64/EX59S8j4jDgKuDAiNi3fWrZzLwSiHIa2e2Awygy6J9ExPP7ya2ZuajT+vIOzX0GfkeSJI2I+axR7EOTJEmAGa0fVQ1iPjczfzSTHTLzJ8BPKjq/JEmS6vVU4NuZ+bkhHf+Ocnld2wAmAJm5JiJ+BPw1xVS2D3s+ZmauBW4APhYRtwD/TNEZ+MYh1StJktSJfWiSJEl9qmQQc6bhS5Nrjz32qLuEyixb1u3xWJLGzdKlS+suYdZuuummkZ3Lq8gm1v0Ug4TD8qtyeWeX7a1Bzk36ONYZ5XLxLOqRJGnOMJ81h31oapIFCxbUXYJG5NJLL627hK5uuGGY/438g7322msk51Gzf9/6sWbNmt6NKmJG621eFQeJiIMj4ksR8cddtv9xuX1xFeeTJEnN1Xow+UxeGgsXAk8e4vHPo3jG5i4RsWGH7U8ol8v7ONZ25bLqKW8lSWok81lz2IcmSZJa6spnEXF4RHw8Is6PiLsiIiPiawMcZ3m5b6fXzVXUWtV0sm8Cds/M33XamJm/i4h9gQUU8/hLkqQxNGiosqNsLPwdcGFEHJmZp1R98My8LSK+BbwceC/w7ta2iHgO8KfASuCH5bqnA5dm5j3tx4mIzYCPlV/+oOo6JUlqGvNZ49iHJkmSBspoFeazdwNPBFYDvwF2n8WxVgIndli/ehbH/L2qBjH3Af6jR5sLgEMqOp8kSWooO7wmQ0S8t8Pqs4CTI+I1wDI6T/2amfn+AU/7NuDpwLsi4gDg58AOwGHAWuC1mdk6598CiyPiXIppbu8BHgs8F9iS4s7RfxiwDkmS5hTzWaPYhyZJkoBaM9pbKQYvrwEOBM6exbHuzMylVRTVSVWDmNsAHa8ga3NL2U6SJI0xO8kmxtJptj2zfHWSwECDmJl5a3mH5bspBi6fAayiuKPyHzLzp23NPw/cDTyV4tmXm1I8N3MZ8C/AlzLT6WQlSRPBfNYo9qFJkiSgvoyWmb8ftGx6TqxqEHMlxZXt03ksRUeSJEkaY00PP6rMs+o4aWauoLgj82092v0Ap4uVJAkwnzWMfWiSJAkYm4y2UUS8AtieIr9cApyXmWurOHhVg5g/B14UEdtm5sMe1lk+rPxFwE8qOp8kSWqoMQlg6iEzz627BkmS1B/zWaPYhyZJkoCBM9ruEbGs04bMXDS7igayLXDKlHXXR8RRVfQdzZvtAUofBzYHzo+IF0TERgARsVFEvBA4D9gMOKmi80mSJEmSJElzjX1okiRpXHwZOJhiIHM+sBfwWWAhcEZEPHG2J6jkTszMPDMi3g+8B/g3ICPiDmArIMrX+zLzh1WcT5IkNVNEDHQVmXcHzH0RcTDwcuDdmfmw5zyVdxX8PfDVzDxnxOVJkjSxzGfNYh+aJEmCwTJa2f7Kmu64fJjMPGHKqsuAYyJiNXAcsBQ4bDbnqGo6WTLz+Ij4CfAm4OnAlsAK4KfAxzPz36s4T0QcDhwIPAl4IsXVa1/PzFdMs89+wLuBZwAbA9cAXyrr6jgvb0S8CngDsAewFvhv4MOZ+f0u7TcB3gm8DNgBuAs4Bzg+M6+Y6fucauONN2aPPfaY7WFUoUWLGvHvxKydc845dZdQicWLF9ddQmVOPfXUukuoxC9/+cu6S1BN7PCaWG8Cdu80gAmQmb+LiH2BBRQZSZIkjYj5rFlG0Yc2qf1nAA8++CC33nprFYeaEy699NKB973hhhsqrERNdskll4zkPHvvvfeM9xlVbfPmVTUp5eTZYYcdZtR+9erVQ6qks7322qvS42244YaVHm86Y5zRPkMxiHnAbA9U2SAmFFeTAWdWecwO3k0RvlYDvwF2n65xORXHd4B7gW9RhMI/B/4J2B9Y0mGfD1N8g38DfB7YkCJcfS8i3pSZn5jSfiPg38vj/RfwMYqHsC8Bnh8RB2XmzwZ8v5IkzSljHMA0vX2A/+jR5gLgkBHUIkmS2pjPmmcEfWj2n0mS1HBjnNFaVxPNn+2BKh3EHJG3UoSjayiuKDu7W8OI2IIiRK0FFmfmf5Xr3wOcBRweES/LzG+27bMfRQC7FnhqZt5Rrv9HYBnw4Yj4fmYubzvV2ygC2LeBl2bmunKfbwGnAV+KiL1a6yfZsmUdnzc7J43LnZiSVLUxDmCa3jZAx7sw29xStpMkSSNkPptI9p+ppxUrVtRdgkZkVD/rQc7j76Em2RhntH3L5XWzPVDl91BHxPyI2C4itu/0mu3xM/PszLw6M7OP5ocDjwK+2Qpg5THupbgiDeB/TdnnmHL5gVYAK/dZDnwS2Ag4qrU+it+y1j5/0x60MvO7wPkUU2oc2Ee9kiTNea05/Wfy0lhYSXEl/XQeC9w9glokSVIb81kzDbMPzf4zSZKaby7ks4jYICJ2j4idp6zfMyK27tB+B6A1G8PXZnv+ygYxI+LIiLiMYi77G4DrO7xmPeo6QweVy04PQz8PuAfYr5zOop99zpjSBmBnYHvgqsy8vs99JEkaS4N0kNlRNjZ+DrwoIrbttDEi/hh4UdlOkiSNiPmseRrYh2b/mSRJI1ZnPouIF0XEyRFxMsWzqgH2ba2LYsr4lu2AK4AfTznMEuB3EXFGRHwqIj4UEd8GrgQeB5wOfJhZqmQ62Yh4NcWDvtdSXDl1I/BgFceepd3K5VVTN2TmgxFxPbAnsBNwRUTMp/iBrM7Mmzoc7+pyuWs/55hmn44iottcq9M+t0CSJKkBPg48Hzg/Io4DfpSZ95WdXYcCHwE2A06qsUZJkqRaNbQPbU71n4F9aJIkzdKTgFdNWbdT+QL4NfD2Hsc4m+Lz/ckU08fOB+4ELgBOAU7pc0aIaVX1TMy3A3cAf5KZV1R0zCosKJcru2xvrd9ywPaD7iNJ0tjyqv3JlJlnRsT7gfcA/wZkRNwBbAVE+XpfZna6Wl+SJA2R+axRmtiHZv+ZJEk1qCujZeZSYGmfbZdT9OlMXX8ucG6VdXVS1SDm44CvNCh89av1jZ/paPBM2vd9jsxc1PEAxdVl+8zgnJIk1cZOssmVmcdHxE+ANwFPp+iEWgH8FPh4Zv57jeUNxUUXXeTvvKSHqeCC40YZt/fTFIsWdewCGAo/qxplLvahNar/DOxDkySNBzNab1UNYq4A7q3oWFVqXcW1oMv2Laa069W+01VjMz2HpCE49dRT6y5BY2zp0qV1lzBr3/ve97jppk4zPVXPADbZMvNM4My665AkSX9gPmuUJvah2X8mjbm99957JOfZa6+9RnIewY033lh3CV1tscUWvRtVaMGCbh8tg1lvvfUqPd50zGi9zavoON8HFkfzvuO/KpcPm08/ItYHdqR47sB1AJl5N/BbYLOIeHSH4+1SLtvn7+96jmn2kSRpbNX1UHLVKyJeGRHT/s84IvaKiFeOqiZJklQwnzVKE/vQ7D+TJKkG5rPeqroT82+BnwCfiYjjMnN1RcedrbOAlwOHAv88ZdsBwKbAeZl535R9jiz3+fKUfZ7b1qblWuAGYNeI2DEzr+9jnxm75557WLas2zPLJUlqhkFD1aQGsTFzMsXzFC6Zps0LgPcBXx1BPZIkCfNZAzWxD21s+s8kzT233377SM5zxx13jOQ8ozKq7xvAZpttNrJzDWLFihWVHm/t2rWVHq+bQTLaJOazqu7EPBW4B3gNcFNEXBQRZ3V4/bii8/Xr28BtwMsi4imtlRGxMfD35ZefnrLPZ8rluyJiq7Z9FgJvAO6jLZxl8XCQ1j7/JyLmte3zQuCZwOWM4AGnkiQ1gVf6axrrMfNnKUmSpFkynzVKE/vQ7D+TJKkG5rPeqroTc3Hbn+cDT+rSbtadVhHxIuBF5Zfblst9I+Lk8s+3ZebbATLzroh4LUUYOycivknx7IEXALuV67/1kAIzL4yIjwJvAy6JiG8DGwIvBbYG3pSZy6eU9VHgz4DDgZ+VQXN7YAlFMP2rzFw32/cuSdJcMKmhSn3ZFRivy18lSZoDzGeNsrjtz0PrQ7P/TJKk5jOj9VbJIGZmVnVHZz+eBLxqyrqdyhfAr4G3tzZk5mkRcSDwLuAlwMbANRQh66TySrCHyMzjIuIS4I3A0cA64CLgHzPz+x3a3xcRzwbeCRwBvBW4CzgNOD4zLx/0zUqSJDVVRHxpyqoXlVffT7UeRQfVM4EfDLsuSZKkphphH9qTsP9MkiTNcVXdiTkymbmU4nlLM9nnJ8DzZrjPV4CvzKD9GuD48iVJ0sTyKrKJ8uq2PydFZ9mTurRN4GcUnVWSJGmEzGeTx/4zSZKaz4zW25wbxJQkSc1mAJsoO5bLAK4DTgQ+1qHdWuCOzLx7RHVJkqQ25jNJkqTmMaP1VtkgZvlA7jcALwceD8zPzPXLbU8GXgucmJlXVXVOSbO3ePHiukuoxKmnnlp3CZVZsmRJ3SVUYlzeh2Zm0AeNG9rmpsz8devPEXECcHb7OkmSVD/zWfPYhzZc66+/Pttss03dZYzMwQcfPPC+T37ykyusRBrMTjvt1LtRBbbeeuuRnGdUbrjhhrpL0CwNktEmMZ9VMogZERsCZ1A8nHwFsArYrK3J9cBfAf+D00VIkjTWJjFQCTLzhLprkCRJnZnPmsM+NEmS1GJG662qOzH/P+BZFHPt/z3wXuA9rY2ZeWdEnAf8KQawibZo0aK6S6jMOeecU3cJlRiXOzElNYcBbDJExPblH3+bmWvbvu4pM71kVJKkETKfNYp9aGqMcbszTXPTrbfeOlbnGZVxez9N8sADD4zsXGa03qoaxHw58JPMfB9ARGSHNtcDf17R+SRJUkMZwCbGciAppkC7qu3rXpIBM2hELAd26LL5lszcdkr7zYB3AIdTPL/zXmAZ8JHMPH2QGiRJmovMZ41iH5okSQLMaP2oahBzR+AHPdqsALy8R5IkaTx8lWJAcuWUr4dtJXBih/Wr27+IiC2B84EnAL8EPgvMB14A/CAi3pyZJw21UkmSpIezD02SJKlPVQ1irgG27NFme+DOis4nSZIayqvIJkNmvnq6r4fozsxc2ke7pRQDmP8KvDQzHwSIiEcBPwc+HBFnZObVwypUkqSmMJ81in1okiQJMKP1Y15Fx7kYOKR8OPnDRMQCirn8f17R+SRJUgNFxMAvzV0RsX1EvCQiXhwRj627ntKLy+V7WwOYAJn5P8BHgA2AY+ooTJKkUTKfNc7F2IcmSdLEM5/1p6pBzM8DjwW+HhFbtG8op/I6GdgK+ExF55MkSQ1lAJssEfFh4DrgX4BTgesj4h+HeMqNIuIVEfF3EfHmiHhWRKzXoV3r+ZjXddjWWnfwcEqUJKlZzGeNYh+aJEkCZp7RJlEl08lm5j9HxLOBoyieM3QHQET8F7AnsBHwycw8vYrzSdJUS5YsqbsESaVJDVWTKCKOAN5G8SzMK4EAdgPeFhEXZeY/D+G02wKnTFl3fUQclZnntq27DXg0xXOnLp/SfqdyuXs/J4yIZV029bW/JEl1M581h31okqQqbL/99nWXMLY23LDjZAlDYUbrrapnYpKZfx0R5wNvBvam6MTaB/gl8NHM/HJV55pEm266KYsWLaq7DEmSejKATZS/Bh4E/jQzzwYoO+XOKLdVPYj5ZeB8iny5imIw8o3A0cAZEbFvZv6ibPt94LXA0oj4y8xcW9b3CIqBVyju6twkM9dUXKckSY1iPmsW+9Ak6Q+23nrrukuQHmL99SsbNuvJjNZbpT+NzDwZODkiNqGY+mJlZt5d5TkkSVKzGcAmyt7Aaa0BTIDM/I+I+C6wuOqTZeYJU1ZdBhwTEauB44ClwGHltvcChwBLgMdHxI+BTYEXUgyA3lN+vbaP83a8kqy8Q3OfGb8RSZJGzHzWPPahSZIkM1pvVT0T8yEyc01m/s7wJUnS5PGZSxNlK+BXHdZfCWw5wjpaz4w6oLUiM28GngqcBMwHXk8xgPl94NnAJhSdhfePsE5JkmphPmsu+9AkSZpc5rPeRndfrCRJksbNPOCBDusfoJgWbVRuLZfz21dm5v9QTNP25vb1EfEsivr+30iqkyRJkiRJ0oxVMogZEdf12TQzc+cqzilJkppn0CvDJvVqsjGRdRcA7Fsu+82kry2XXx9CLZIkNYr5rFnsQ5MkSTBYRpvEfFbVdLLzKK5mn/raElhYvjas8HySJKmh6pyuLCIeExFfiojfRcR9EbE8Ik6MiK1mccwjIyLL12sqK3Z8LI2Ite0viudRMnV9+XpwkJNExJ4RsXWH9TsAnyi//Frb+nkRsVmH9q8B/hK4GAcxJUkTou7pZM1oD2EfmiRJApxOth+V3ImZmQu7bYuIx/GHZxH9aRXnkyRJzVVXqIqInYELgW2A71I8l/FpFFOJHhoR+2fm7TM85mOBjwOrgYcNiAmY+bSxg/6CLAHeGRFnA9cDq4CdgecDGwOnAx9ua78pcEtE/DtwTbnumRS/E9cCh2Vmp6lwJUkaO3V2epnRHso+NEmS1DKpA5MzMfRnYmbmNRHxYuAy4Hjgb4d9TjXXOeecU3cJlVm8eHHdJUhSI9UYwD5F0Tl2bGZ+vK2ejwJvBT4AHNPvwaJ4I18Gbgf+FXh7pdWOgcwc5R0CZwO7AU+mmD52PnAncAFwCnBKZrZPbXsf8E3gT4DnlOuupcijH83M1aMpW5Kk+tXcQWZG65N9aBq1W2+9tXcjaUxss802dZegOWL99Yc+bPZ7DmL2NpKOp8y8F/h3iqm7JEnSGKtjurKI2Ak4BFgOfHLK5uOBu4EjI2L+DA57LHAQcFS5v2qUmedm5l9m5u6ZuWVmbpCZj8rM52TmV6cMYJKZD2TmX2fmbpk5v3ztnZnvcwBTkjRp6ppO1ow2c/ahSZI0OZxOtrdRXj3/ILDtCM8nSZJGbJAOsoqC2EHl8szMXNe+ITNXAT+hmF70GX2+j8cDHwQ+lpnnzbY4SZKkutSYz8CMNij70CRJGnM15rM5ZST3xUbEI4HDgBtHcT5JklSfWQSq3SNiWacNmbmox767lcurumy/muIugF2BH093oIhYn2J60huAv+txXkmSpMarKZ+BGW3G7EOTJGlyTOKg5ExVMogZEe+d5viPBV4ILMC5/CVJ0nAsKJcru2xvrd+yj2O9l+K5i3+SmWtmWZckSdIkM6NNYR+aJElS/6q6E3Npj+13AX+fmf+novNJkqSGmsVVZFf2eUX/IFpF5bSNIp5GcWX/RzLzP4dUiyRJ0kg1NJ/BZGa0pT2224cmSdKE8E7M3qoaxHxWl/XrgDsoQu+DFZ1rIq1atYpzzjmn7jI0hk499dS6S6jEkiVL6i5BUqmmANa6in9Bl+1bTGn3MG1TlF0FvKe60iRJkupVYweZGe3h7EMbsvvvv58bbrih7jLmhFtvvbXuEiRuvvnmkZznaU972kjOo7nvwQdH9zHsIGZvlQxiZua5VRxHkiTNfTUFsF+Vy127bN+lXHZ7HhPAZm3739vlfXw+Ij4PfCwz3zLTIiVJkupQYweZGW0K+9AkSVKLg5i9VXUnpiRJEhExUACrILSdXS4PiYh5mbmu7dibA/sDa4CfTnOM+4Avdtm2D8UzmC6g6Iyb69OYSZKkCVFjPgMzmiRJUkeDZLRJHPSsZBAzIrYfdN/MdH4HSZLGSB2BKjOvjYgzgUOANwAfb9t8AjAf+Gxm3l3WuAGwM/BAZl5bHmMN8JpOx4+IpRQdZF/JzC8M631IkiQNQ10dXma0h7MPTZIktUzioORMVXUn5nJ6PIS9i6ywBkmS1AA1BrDXAxcCJ0XEwcAVwNMpnjt0FfCutrbbldt/DSwcbZmSJEmjVXMHmRntoZZjH5okSaL2jDYnVBV+vkoRLg+geBj7xcDNwLbAkyge4H4uRVCTJEmqXHml/1OA9wGHAs8DbgJOAk7IzBV11qfxtM8++7Bs2bK6y5DUp1F1EtgZIf2BGe1h7EOTJEnqU1WDmP9A8dyBf6IIoHe1NkTEFhRThLwSeF1mTvewdkmSNMfV2XGbmTcCR/XRbjnQd6GZuRRYOmhdkiRJdap7YN2M9hD2oUmSJKC+jBYRhwMHUlxA9URgc+DrmfmKAY71GP5wsdojKC5WO40i59wx21qrGsT8IHBpZh43dUMZxt4aEYvKdi+u6JyagxYvXlx3CZKkIau7k0ySJEkPZT5rFPvQ1BjbbLNN3SVI0kSrMaO9m2LwcjXwG2D3QQ4SETtTPDZgG+C7wJXA04A3A4dGxP6ZeftsCp03m53bHABc0KPNBRQju5IkaUxFxMAvSZIkVc981jj2oUmSpLrz2VuBXYEtgP81i+N8imIA89jMfFFmvjMzD6KYcWI34AOzLbSqQcyNKObun86jy3aSJGmM2UEmSZLULOazRrEPTZIkATPPaFXJzLMz8+rMzFnUvhNwCMVzvD85ZfPxwN3AkRExf+BCqW4Q87+Bl0XEkzttLKfBeClwUUXnkyRJDWUnmSRJUrOYzxrFPjRJkgTUN4hZkYPK5ZmZua59Q2auAn4CbAo8YzYnqeqZmCcAPwR+GhFfB84DbgH+iGL6iyMoBkxPqOh8kiSpoRoYqiRJkiaa+axR7EOTJEnAwBlt94hY1mlDZi6aXUUzslu5vKrL9qsp7tTcFfjxoCepZBAzM/8jIl4GfBZ4NfCqts0B3AEcnZkDFypJkuYGO8kkSZKaxXzWHPahSZKkljme0RaUy5VdtrfWbzmbk1R1JyaZ+e2IOAN4IbAPxRtYSTH9xXcz8+6qzjWJNt98cxYvXlx3GWpz6qmn1l1CJZYsWVJ3CZpi6dKldZdQiXF5H5IkSZJUJfvQhmvDDTdk++23r7uMOeHSSy+tuwSJm2++eazOM4723nvvuksYqXXr1vVuVK8rR3zH5aBaI7QDP3cTKhzEBChD1jfKlyRJmjCDztE/x688kyRJaizzWTPZhyZJ0mQbJKM1LJ+17rRc0GX7FlPaDaTSQcyWiNgK2CwzbxzG8SVJUnM1LFBJkiRNPPNZc9mHJknS5JrjGe1X5XLXLtt3KZfdnpnZl3mz2bldRGwWER+JiJuB24Dr27Y9PSJOj4h9qjqfJElqptaVZDN5SZIkaXjMZ81iH5okSYKZZ7SGObtcHhIRDxlrjIjNgf2BNcBPZ3OSSgYxI2IB8J/AW4HfAVfwh/luAS4Fngn8ZRXnkyRJzWUnmSRJUrOYz5rDPjRJktQyF/JZRGwQEbtHxM7t6zPzWuBMYCHwhim7nQDMB74622d9V3Un5ruAPYFXZ+Y+wKntGzPzHuBc4OCKzidJkhrKTjINS0Qsj4js8rp5StuTp2nbev24rvciSdIomc8axT40SZIE1DeIGREvKvtNTgbeWa7et7UuIj7c1nw7iouuOvWhvB64FTgpIk6LiH+IiLMoLta6iiL3zEpVz8R8MfCjzPzqNG1+DTy1ovNJ0kMsXbq07hIkMdhDyVv7SX1aCZzYYf3qKV+fBizvcowjgZ2AM6oqSpKkpjKfNY59aJKkWbvsssvqLmFsrVmzZiTnGSSjVZjPngS8asq6ncoXFFnk7b0OkpnXRsRTgPcBhwLPA24CTgJOyMwVsy20qkHMxwDf6dFmNbCgovNJkiRpMt2ZmUt7NcrM0ygGMh8iIrYE/ga4Hzi50sokSZJ6sw9NkiTVquxXWdpn2+U8dOr7qdtvBI6qoq5OqhrEXAVs06PNjhQPK5ckSWPMq/bVcEcCmwDfzEyzqSRpIpjPGsU+NEmSBJjR+lHVIOb/A/4sIjbPzFVTN0bEoyluI/1+ReeTJEkNZQDTkG0UEa8AtgfuBi4BzsvMtX3u/9py+bl+TxgRy7ps2r3fY0iSVCfzWaPYhyZJkgAzWj+qGsT8GMUzhU6PiKPbN0TE44HPAxtTzIMrSZLGmAFMQ7YtcMqUdddHxFGZee50O0bEvsBewFWZefawCpQkqWnMZ41iH5okSQLMaP2oZBAzM38UEUsp5tC9DHgAICJuA7aimC/3HZl5YRXn09x16qmn1l1CZZYsWVJ3CRpTS5curbsEaVYMYBqiLwPnA7+kmIptJ+CNwNHAGRGxb2b+Ypr9Wx2Fn5/JSTNzUaf15R2a+8zkWJIk1cF81hz2oalJFizw0auq39577z2S82y//fYjOc+o7LDDDnWXMLY23HDDkZ3LjNbbvKoOlJnvAw4G/i9wB7AWSOB04NmZ+Y9VnUuSJDVTRAz8knrJzBMy86zMvCUz78nMyzLzGOCjFM+5XNpt34hYAPwFcD9w8ijqlSSpCcxnzWMfmiRJMp/1p5I7MSPiAOCucloup+aSJGmCTWKgUu0+AxwHHDBNm1cAmwLfzMzbRlKVJEkNYT5rDvvQJElSixmtt6ruxDybP0zPJUmSJphXkakGt5bL+dO0eW25/OyQa5EkqXHMZ41iH5okSQJmntEmUVWDmLcBayo6liRJkjQT+5bL6zptjIinA08ErsrMc0ZVlCRJUgf2oUmSJPWpkulkgXOA/So6ljq44447OPXUU+suQ5Kknib1yjANV0TsCdyUmSumrN8B+ET55de67N662+FzQypPkqRGM581yjnYhyZJv3fDDTfUXcKc9Otf/7ruEsbW/fffP7JzmdF6q2oQ893AzyLi/cD7MvOBio4rSX1ZunRp3SVIKhnANCRLgHdGxNnA9cAqYGfg+cDGwOnAh6fuFBFbAC8F7ge+MrJqJUlqEPNZo9iHJkmatb333rvuEsbWJptsMrJzmdF6q2oQ82+By4C/A/46In4B3AzklHaZmX9d0TklSVLDDDpHv6FNfTgb2A14MsX0sfOBO4ELgFOAUzJzavYEeHnZ9puZedtoSpUkqTnMZ41jH5okSRooo01iPqtqEPPVbX/etnx1koABTJKkMTaJgUrDl5nnAucOsN+ngU9XX5EkSXOH+axRXt32Z/vQJEmaYGa03qoaxNyxouNIkqQ5zgAmSZLULOazRrEPTZIkAWa0fgw8iBkRrwQuzsxLMtOnyEqSxpaBYmb8fkmSJDWL+axe9qFJqts3vvGNukvo6oYbbhjJed75zneO5Dxq9u9bP1asWDGyc5nRepvNnZgnA0uBS1orIuJVwKsy86DZlaVxtWTJkrpLkCQNmQFMkiSpWcxntTsZ+9DUQNtvv33dJWhE/FlLzWRG621excdbCBxY8TFnLSKWR0R2ed3cZZ/9IuL0iFgREfdExCUR8ZaIWG+a87wqIn4eEasjYmVEnBMRfza8dyZJkiRJkqQ5aCEN60Oz/0ySJDVNVc/EnAtWAid2WL966oqIeCHwHeBe4FvACuDPgX8C9gcedjthRHwYOA74DfB5YEPgZcD3IuJNmfmJSt6FJEkNFhEDXUXmlWeSJEnDYT7TDNl/JknSCAyS0SYxn03SIOadmbm0V6OI2IIiRK0FFmfmf5Xr3wOcBRweES/LzG+27bMfRQC7FnhqZt5Rrv9HYBnw4Yj4fmYur/YtSbO3dOnSukuoxLi8j3EyiR+qKvizlyRJahbzmWZgzvefrVmzhksvvXQ2h5hT5vqz5zQao/o9OeKII2a8zwc/+MEhVKI6jfrfpUF+75rCjNZb1dPJjoPDgUcB32wFMIDMvBd4d/nl/5qyzzHl8gOtAFbusxz4JLARcNSwCpYkqUlaV5LN5CVJkqThMZ9pCOw/kyRplsxnvc32TsyspIrR2CgiXgFsD9xN8TD18zJz7ZR2rQeq/7DDMc4D7gH2i4iNMvO+PvY5A3hP2eb4QYvfaqutWLLkYbNwSJLUOJMaqiRJkprKfNYIc6UPbU73n0mae7bffvuxOo9G/72u+nwbbrhhpcebjhmtt9kOYi6NiKVTV0bE1GDTkplZ1xS22wKnTFl3fUQclZnntq3brVxeNfUAmflgRFwP7AnsBFwREfOB7YDVmXlTh/NeXS537VVgRCzrsmn3XvtKktQUBjBJkqRmMZ81wlzpQ2t8/xnYhyZJGg9mtN5mG4Zm+h2u6yfyZeB84JfAKooA9UbgaOCMiNg3M39Rtl1QLld2OVZr/ZYDtpckaWwNOr2FoU0af/491yTJnCs3XKlOixYtGsl5zGeNMRf60Ow/kyRpRAbJaJOYzwYexMzMOfM8zcw8Ycqqy4BjImI1xQPFlwKH9Xm41m/JTP9X2rN9Znb8H0x5ddk+MzyfJKki49ARuWjRIi666KK6y5AkSZImzlzpQ5sr/WdgH5o0U0ccccRYnUfNNurfg6rP95GPfITly5dXekwNbk6EqCH6TLk8oG1d68qvBXS2xZR2vdr3utJMkqSxMtOHkk/iVWSSJEmjZD7TLNl/JknSEJjPepv0Qcxby+X8tnW/KpcPm4M/ItYHdgQeBK4DyMy7gd8Cm0XEozucY5dy+bBnBEiSNI7sJJMkSWoW85lmyf4zSZKGwHzW26QPYu5bLq9rW3dWuTy0Q/sDgE2BCzPzvj73ee6UNpIkjTU7ySRJkprFfKZZsv9MkqQhMJ/1NvaDmBGxZ0Rs3WH9DsAnyi+/1rbp28BtwMsi4ilt7TcG/r788tNTDteaVuNdEbFV2z4LgTcA91E8HF2SpLFnJ5kkSVKzmM/Ui/1nkiSNnvmst/XrLmAElgDvjIizgeuBVcDOwPOBjYHTgQ+3GmfmXRHxWoowdk5EfBNYAbwA2K1c/632E2TmhRHxUeBtwCUR8W1gQ+ClwNbAmzJz+TDfpEZv6dKldZdQiXF5H2qezKy7BNVg0FA1qUFMkiRp2Mxn6tPY9J9tsskm7LXXXrM9zJzxD//wD3WXIM3KEUccUXcJmuMuvfTSSo+3Zs2aSo/XzSAZbRLz2SQMYp5NEZ6eTDH9xXzgTuAC4BTglJzS056Zp0XEgcC7gJdQhLVrKELWSVPbl/scFxGXAG8EjgbWARcB/5iZ3x/OW5MkqXkmMVBJkiQ1mflMfbD/TJKkETOj9Tb2g5iZeS5w7gD7/QR43gz3+QrwlZmeS5KkcWIAkyRJahbzmXqx/0ySpNEzo/U29s/ElCRJkyMiHhMRX4qI30XEfRGxPCJObH/mTo/9HxERr4mIf4uIayJiTUSsjIgLIuKvI8LsJEmSNENmNEmSJA1i7O/ElCRJo1XXVWQRsTNwIbAN8F3gSuBpwJuBQyNi/8y8vcdhlgCfBm6imFLrBuCPgBcDXwCeGxFLOk2NJUmS1FR1XuVvRpMkSerMOzF7cxBTkiRVqsYA9imKzrFjM/PjbfV8FHgr8AHgmB7HuAp4AfCDzFzXdoy/A35O8ayfFwPfqbZ0SZKk4am5g8yMJkmS1IGDmL05iKmRWrp0ad0lSJKGKCIGCmCzDW0RsRNwCLAc+OSUzccDRwNHRsRxmXl3t+Nk5lld1t8cEZ+h6GRbjB1ktYiI5cAOXTbfkpnbtrVdCFw/zeG+lZkvq646SZKaqa58Vh7DjCY12KWXXlp3CdLIfg/32muvkZxH6tcgGW0SBz0dxJQkSZWqKVAdVC7PbL86HyAzV0XETyg60J4B/HjAczxQLh8ccH9VYyVwYof1q7u0/wVwWof1l1VUjyRJjVdjh5cZTZIkqYtJHJScKQcxpQF5V6kkdTaLALZ7RCzrtCEzF/XYd7dyeVWX7VdTdJDtygAdZBGxPvDK8ssfznR/VerOzFw6g/YXz7C9JEljp6Z8BmY0SVIPo7pD0jsx1a9NNtlkZOdyELM3BzHniJtuuslBM0nSnFBTAFtQLld22d5av+WAx/8g8ATg9Mz80YDHkCRJqkWNHWRmNEnStJzWWE2zZs2akZ3LQczeHMSUJElNcWWfV/QPopUKc8Y7RhwLHAdcCRxZZVEayEYR8Qpge+Bu4BLgvMxc26X9H0fE64BHALcD/5mZl4ymVEmS5rxh5jMwo0mSJNUiIh4DvA84lKLP5CaKx/GckJl39HmM5cAOXTbfkpnbzrZOBzElSVKlarqKrHUV/4Iu27eY0q4vEfEG4GPA5cDBmblisPJUoW2BU6asuz4ijsrMczu0f075+r2IOAd4VWbe0M8Ju02jB+zez/6SJNWtxqv8zWiSJEld1JXRImJn4EJgG+C7FBeFPQ14M3BoROyfmbf3ebiVwIkd1q+uoFQHMSVJUnUiYqAAVkFo+1W53LXL9l3KZbfnMT1MRLwF+CfgMorOsVsHrk5V+TJwPvBLYBWwE/BG4GjgjIjYNzN/Uba9B3g/xVWE15Xr9gaWAs8CfhwRT8rMu0dWvSRJNagxn4EZTZIkqaNBMlqFg56fohjAPDYzP952/I8CbwU+ABzT57HuzMylVRU2lYOYkiSpUjVdRXZ2uTwkIuZl5rq2ejYH9gfWAD/t52AR8Q6KZyxdDDwnM2+rtlwNIjNPmLLqMuCYiFhNMZ3cUuCwsu2twHuntD8vIg4BLgCeDryG4i6OXuftOI1eeYfmPjN4C5Ik1aLGOzHNaJIkSV3UkdEiYifgEGA58Mkpm4+nuFD8yIg4rgkXfjuIqZFaunRp3SVIkoasjgCWmddGxJkUIewNwMfbNp8AzAc+2wpfEbEBsDPwQGZe236siHgPxTMBlgGHOD3ZnPAZikHMA3o1zMwHI+ILFIOYB9DHIKYkSXNdXYOYZjSp2fbaa6+6S5CkiVZTRjuoXJ7ZfoEZQGauioifUGS3ZwA/7uN4G0XEK4DtgbuBS4DzMnNtFcU6iClJkipV45X+r6eYz/+kiDgYuIJioOpZFFOUvaut7Xbl9l8DC1srI+JVFJ1jaymmLT22w/tZnpknD+UdaFCtaeTm99n+f2bYXpKkOa3GfAZmNEmSpI4GzGi7lzNDPUy3maSm2K1cdpvO/2qKQcxd6W8Qc1vglCnrro+IozLz3D72n5aDmJLUMDV3MFQmM+suQTWp+Ur/p1B0cB0KPA+4CTgJOKHPq/V3LJfrAW/p0uZc4ORZFauq7Vsur5u21R88Y4btJUma0+r8P4YZTWqub3zjG3WXIHHppZfWXYJ6OOKII+ouYWzVlNEWlMuVXba31m/Zx7G+THGB2S+BVcBOwBsppqQ9IyL2zcxfDF6qg5hzxqMf/WinYpUkNd4gDyVv7VeFzLwROKqPdsuBh520fBD50kqKUaUiYk/gpqkdnRGxA/CJ8suvta1/OvDfmXn/lPYHUTyk/iHtJUkaV3XnMzCjSZK6c1rj5pu0n9Emm2wykvMMktHK9lf2ecfloFpF9bxDJTNPmLLqMuCYiFhN8difpcBhsynGQUxJkiTNBUuAd0bE2cD1FFf47Qw8H9gYOB34cFv7DwF7RsQ5wG/KdXvzh2c/vCczLxxB3ZIkSZIkSU3RutNyQZftW0xpN4jPUAxiHjCLYwAOYkoaE+MyBas0Dvz7qCE5m+K5DU+mmD52PnAncAHFsxdOyYfOY30KxdV+TwWeC2wA3AL8C/CJzDx/ZJVLklQz85kkSePF6aCHZ8WKfma6r0ZNGe1X5XLXLtt3KZfdnpnZj1vL5fxZHANwEFOSJFXMTjINQ/kw+L4fCJ+ZXwS+OLyKJEmaO8xnkiRJzVNTRju7XB4SEfMyc11bPZsD+wNrgJ/O4hz7lsvrZnEMAObN9gCSJEntWnP6z+QlSZKk4TGfSZIkNU8d+SwzrwXOBBYCb5iy+QSKuye/mpl3lzVuEBG7R8TOU2rfMyK27vCedgA+UX75tdnW652YktQwD50NUZp77PSSJElqFvOZpE6OOOKIukuQpIlWY0Z7PXAhcFJEHAxcATwdeBbFNLLvamu7Xbn91xQDny1LgHdGxNnA9cAqYGfg+cDGwOnAh2dbqIOYkiSpMoNeGWbHmiRJ0nCYzyRJkppnkIxW5d2YEfEU4H3AocDzgJuAk4ATMrOfB4OeDewGPJli+tj5wJ3ABcApwClZwd06DmJKkqRK2eElSZLULOYzSZKk5qkzo2XmjcBRfbRbDjys0Mw8Fzi3+soeykFMSWPBKVil5rCTTJIkqVnMZ5IkjRengx6ej3zkIyxfvnwk5zKj9Tav7gIkSZIkSZIkSZIkqZ13YkqSpEp5FZkkSVKzmM8kSZKax4zWm4OY0oQbl38onU5Wao5x+XdFkiRpXJjPNElWrFjBN77xjbrLkNQwTr+qJjKj9eYgpiRJqkxEDBTADG2SJEnDYT6TJElqnkEy2iTmMwcxJUlSpSYxUEmSJDWZ+UySJKl5zGi9OYgpSZIqZQCT1IlTv6sJRvUZ5WehmsbfSUmSpOYxo/XmIKYkSaqUAUySJKlZzGeSJEnNY0brzUFMaUD+AyNJkiRJkiRJg/vGN75RdwnSQ6xYsaLuEtTGQUxJklQpL/KQJElqFvOZJElS85jRenMQU5pwPp9KUpUiYqAAZmiTJEkaDvOZJs3WW2/NEUccUXcZkiRNa5CMNon5zEFMjdQk/iWTpEnjv/WSJEnNYj6T1InTeKoJRvV76MUNaiIzWm8OYkqSpEoZwCRJkprFfCZJktQ8ZrTeHMScIy666CJ/oRvGaVglqTM/ryRJkprFfCZJktQ8ZrTeHMSUJEmVMoBJkiQ1i/lMkiSpecxovTmIKUmSKjPIQ8lb+0mSJKl65jNJkqTmGSSjTWI+cxBTI+UUrJIkSZIkSVL9jjjiiLpLkCRpWg5iSpKkSk3iVWGSJElNZj6TJElqHjNabw5izhH77LMPy5Ytq7sMSZJ6MoBpWCJiObBDl823ZOa2Pfb/IvBX5Ze7ZOY1FZYnSVJjmc8kSU3lHcFqmo985CMsX758JOcyo/XmIKYkSaqUAUxDthI4scP61dPtFBF/TjGAuRrYrPqyJElqLvOZJElS85jRenMQU5IkVcoApiG7MzOXzmSHiHgU8HngW8C2wIFDqEuSpMYyn0mSJDWPGa03BzElSVJlImKgAGZo05B9rly+AfhOnYVIkjRq5jNJkqTmGSSjTWI+cxBTkiRVahIDlUZqo4h4BbA9cDdwCXBeZq7t1DgiXg28CDgsM2/391OSNIn8/JMkSWoeM1pvDmJKkiRpLtkWOGXKuusj4qjMPLd9ZUTsAHwM+FpmnjboCSNiWZdNuw96TEmSJEmSJE1vXt0FSJKk8dKaDmMmL6lPXwYOphjInA/sBXwWWAicERFPbDWMiHnAV4DVwLEjr1SSpAYxn0mSJDWP+aw378SUJEmVmtRQpeHLzBOmrLoMOCYiVgPHAUuBw8ptbwUOBJ6fmXfM8ryLOq0v79DcZzbHliRpFMxnkiRJzWNG6807MSVJUqW80l81+Ey5PAAgInYBPgB8OTNPr60qSZIawnwmSZLUPOaz3rwTU5IkVWbQUDWpQUyVubVczi+XewIbAUdFxFFd9rm6/L07bDbPy5QkqenMZ5IkSc0zSEabxHzmIKYkSarUJAYq1W7fcnlduVwOfLFL2+dTPFPzVOCusq0kSWPNfCZJktQ8ZrTeHMSUJEmVMoBpGCJiT+CmzFwxZf0OwCfKL78GkJkXA6/pcpxzKAYx/y4zrxlWvZIkNYn5TJIkqXnMaL05iClJkiplANOQLAHeGRFnA9cDq4CdKe6s3Bg4HfhwfeVJktRc5jNJkqTmMaP15iCmJEmS5oKzgd2AJ1NMHzsfuBO4ADgFOCUzs7bqJEmSJEmSVCkHMSVJUqW8ikzDkJnnAudWcJzFs69GkqS5xXwmSZLUPGa03hzElCRJlYmIgQKYoU2SJGk4zGeSJEnNM0hGm8R85iCmJEmq1CQGKkmSpCYzn0mSJDWPGa03BzElSVKlDGCSJEnNYj6TJElqHjNabw5iSpKkShnAJEmSmsV8JkmS1DxmtN7m1V3AOImIx0TElyLidxFxX0Qsj4gTI2KrumuTJGlUWnP6z+RV4bkr+Sz2M12SJI2TOvNZeX4zmn7Pn6MkSQXzWW/eiVmRiNgZuBDYBvgucCXwNODNwKERsX9m3l5jiZIkDd2goaqKIFbVZ7Gf6ZIkaZzUmc/K45jR9Hv+HCVJKgyS0SYxn3knZnU+RfGDOjYzX5SZ78zMg4B/AnYDPlBrdZIkjb+qPov9TJckSaqOGU3t/DlKklS/OZPPHMSsQETsBBwCLAc+OWXz8cDdwJERMX/EpUmSNHJ1TFdW1Wexn+mSJGkc1TWdrBlN7fw5SpL0UOaz3hzErMZB5fLMzFzXviEzVwE/ATYFnjHqwiRJGrWaOsmq+iz2M12SJI2dugYxMaPpofw5SpLUxnzWm8/ErMZu5fKqLtuvphiR3hX4cbeDRMSyLpueeMUVV7Bo0aLBK5QkTbQrrrgCYOEozvOUpzxloP2A3bt9FmZmrw/BSj6LKzyOJsNCM5okqelqzGdgRtNDVfZztA9NkjQsTe5Dm8R85iBmNRaUy5VdtrfWbzng8deuWbNm5UUXXbR8wP37tXu5vHLI5xk230fzjMt78X00z7i8l1G8j4XAXUM8PsCVa9as4aKLLhp0/4WzOHdVn8XD/kzXeNlszZo1ay+66KJf1F3IHDAu/16Pit+vmfH7NTN+v/o37O/VQsY7n4EZTQ81ip/jPPPZjPiZ0D+/VzPj92tm/H7NzKRntIWzPPecymcOYo5G6z7fnK5Rn6PkQ9Mava+7jtnyfTTPuLwX30fzjMt7GZf3kZkvr7uGafT1WTzC42g8XAZz/+/uKIzLv3Oj4vdrZvx+zYzfr/6Nw/eq4fkMzGh6qL5/jt3+Xo7D39tR8vvVP79XM+P3a2b8fs3MOHy/Gp7RGpXPfCZmNVojygu6bN9iSjtJklStqj6L/UyXJEmqjhlN7fw5SpJUvzmVzxzErMavyuWuXbbvUi67zQ0sSZJmp6rPYj/TJUmSqmNGUzt/jpIk1W9O5TMHMatxdrk8JCIe8j2NiM2B/YE1wE9HXZgkSROiqs9iP9MlSZKqY0ZTO3+OkiTVb07lMwcxK5CZ1wJnUjxQ9Q1TNp8AzAe+mpl3j7g0SZImwkw/iyNig4jYPSJ2ns1xJEmS1J0ZTe38OUqSVL+5ls/Wn83OeojXAxcCJ0XEwcAVwNOBZ1HcLvuuGmuTJGkSzOSzeLty+68pwtagx5EkSdL0zGhq589RkqT6zZl8Fpk522OoFBGPBd4HHAo8ArgJOA04ITNX1FiaJEkTod/P4ohYCFwP/DozFw56HEmSJPVmRlM7f46SJNVvruQzBzElSZIkSZIkSZIkNYrPxJQkSZIkSZIkSZLUKA5iSpIkSZIkSZIkSWoUBzElSZIkSZIkSZIkNYqDmJIkSZIkSZIkSZIaxUFMSZIkSZIkSZIkSY3iIKYkSZIkSZIkSZKkRnEQcwJExPKIyC6vm/vY/4tt7R83ipqnqaXv9xIRC6dpmxHxzTnyPk7u8T4yIn7c9PdRtt8sIt4fEVdExL0RcWdE/DginldH/Z1ExDMj4jsRcVNE3Fcuz2yvMSIeGxGfioifRcTNZbvfRcT5EXFURGxQ53soa+z5PrrsV/vf94h4dR+/82vb2m8QEW+OiC9HxMURcX/Z5jV11N9ugPeyS0S8IyLOiogby/dyS0R8NyKeVed7kfQHEfGYiPhS+W//feXn4YkRsVXdtTVFRDwiIl4TEf8WEddExJqIWBkRF0TEX0eE/w/pQ0Qc2fZ5UfvnWhMNmnkmUUQ8v/ze/Kb8O3ldRJwaEfvWXVsdIuLwiPh4meHvKv+efa3HPvtFxOkRsSIi7omISyLiLRGx3qjqltSZ+aw/ZrTZM5/1Zj7rn/nsocxn6mT9ugvQyKwETuywfvV0O0XEnwN/VbbbrPqyBjLT9/IL4LQO6y+rqJ5B9fs+TgOWdznGkcBOwBlVFTWAvt5HRGwJnA88Afgl8FlgPvAC4AcR8ebMPGmolfYQEe8G3g/cBnwfuAl4JPBkYDFwetl0Z+DlwM8ofj4rgEcAzwW+BLwyIp6TmQ+OsPzfm8H7mLpfU/6+Xwyc0GXbM4GDeOjv/Hz+8Dt4C3Az8Ngh1TZTFzOz9/J+4KXA5RQ/pxXAbhR/T17QhL8n0qSLiJ2BC4FtgO8CVwJPA94MHBoR+2fm7TWW2BRLgE9TfAadDdwA/BHwYuALwHMjYklmZn0lNltEPBb4OPV/LjfWoJlnEkXEh4C/AW6nyK+3AY8DXgi8JCJemZnTdhCNoXcDT6T4O/YbYPfpGkfEC4HvAPcC36LIaX8O/BOwP8W/e5JqYD6bETPaLJjPejOf9c981pH5TA8TfiaNv4hYDpCZC2e436OAS4FzgG2BA4FdMvOaaiucUU3Lob/3EhELgeuBr2Tmq4dZ10wN+jOZcowtgd8B6wHbZeZtVdQ2wxqWQ98/jxMp/gPxr8BLWwN85e/Zz4HtgD0z8+ohldurviXAvwD/Abw4M1dN2b5BZj5Q/nlD4MHMXDe1DXAmRSh7aWb+yyhqn1JD3+9jyvrG/X3vJCL+E3gG8MLM/L/lug2Bg4GLM/OmiFgKHA+8NjO/UFuxPXR5L68GfpGZ/z2l7YHAvwMJLMzMm0ZcrqRSRPwIOAQ4NjM/3rb+o8Bbgc9m5jF11dcUEXEQxUUmP2j/vIyIbSk+9x8LHJ6Z36mpxEaLiKD4d39Hiuz0dhr+uTZqg2aeSVT+vfst8D/A3pl5a9u2ZwFnAddn5k41lViL8r3/BriGIvueDXw9M1/Roe0WZbsFwP6Z+V/l+o0pvn/7An+ZmbXN9iNNMvNZ/8xogzOf9WY+65/5rDPzmTpxigBN53Pl8g21VqFujgQ2Af61jgHMAby4XL63/Q7FzPwf4CPABkAt/6kop0v5EHAPcMTUkAXQHrIy8/6pA5htbU4rv9xlONV2N9P3MUXj/75HxBMoBv1+C/ygtb78eZwxlwb2pnkvJ08dwCzXn0sxwLwhsN+IypQ0RUTsRNFBthz45JTNxwN3A0dGxPwRl9Y4mXlWZn5v6udlZt4MfKb8cvHIC5s7jqW4W/8oit8rtZll5plEO1D83/9n7R1kAJl5NrAKeFQdhdUpM8/OzKv7vNvocIrv0TdbHWTlMe6luGMA4H8NoUxJPZjPZsaMNivms2mYz2bMfNaB+UydOJ3s5NgoIl4BbE/xQXsJcF5mru3UuLwb6EXAYZl5e3GxUWPM6L0AfxwRr6OY7vN24D8z85LRlDqtmb6PqV5bLj83bavh6/d9bFsur+twjNa6g4dTYk/7UVxJ923gjoh4PsW0t/cCP8/M/+znIOVc6635/ev4HRvofTT873u715XLL87g70lTDfJeWmG/lmmKJQFFpwXAmR06flZFxE8oOtGeAdTyvOo5wn/PphERjwc+CHwsM88r75jQQ1WS3SbI1cD9wNMi4pHtF0BGxAHA5nR+/Ib+oPX38Icdtp1H0WG7X0RslJn3ja4sSZjPqmRG68J81hfz2cyYz2bPfDYhHMScHNsCp0xZd31EHFXe4fN7EbED8DHga5l52ojqm4m+30vpOeXr9yLiHOBVmXnDcErsy0zfx++VD3feC7iqvDqnTv2+j9uAR1MEmsuntG9NjTDtPOdD9NRyeQtwEcX39vci4jyK6VT+Z8r6RwJvBILiyp/nUMxd/w2Kef9HbcbvYw78fQcgIjYBXgGso3hOx5w1yHspf04HUwSw84ZXnaQediuXV3XZfjVFJ9mu2EnWUUSsD7yy/LLTfzYnWvn9OYXi+VR/V3M5TTZQdptUmbkiIt4BfBS4PCJOo7i4c2eK527/O3+4wEqddf33PzMfjIjrgT0p/l9zxSgLk2Q+q4IZrTvzWd/MZzNgPquE+WxCOJ3sZPgyRef3thTz3u8FfBZYCJwREU9sNSxv/f8KxcNzjx15pb31/V4oOvvfDywCtipfrbm0FwM/rnE6kZm8j06OLpefH1aBfZrJ+2gN6i0t71gEICIeAbyt/HKjcoBn1LYpl8dQTNH7bIornp4A/Ag4ADi1w36PpJie5r0U0xPsDHwYeHWf0x5UbUbvYw78fW/3F8CWwBmZeWPNtczWjN5LRGwEfB3YCFiamXcMtzxJ01hQLld22d5av+XwS5mzPkjxuXR6Zv6o7mIa6L3AkymyxJq6i2mwQbPbxMrMEyke77A+xYwu7wSWADcCJ0+dxkwP47//UnP597MaZrTuzGf9MZ/NkPls1vz3f0I4iDkBMvOEcs77WzLznsy8rHyg+UcpPlSWtjV/K8VA32ub2FE+k/eSmbdm5nsz86LMvLN8nUdxBd7PKO6Ye03T38dUEbGAYhDkfuDkUdTbzQzfx3uBX1N8GF8cESdGxOco7spcRzHoDFDHNKGtQdWguCrsx5m5OjN/CRxG8UDpA8s7YH8vM6/MzKAIGztQ/P05GjgvIrYeXfm/N9P30ei/71O0Bu4/W2sV1ej7vZQD/qcA+wPfohgkl9Rcrfm467iQpfEi4ljgOOBKimd7q01EPI3i6v6PON1WTwNlt0kWEX9DMb3byRQX3s2nuNjzOuDrEfF/6qtuLPjvv9Rc/v3swYzWnflsRsxnM2Q+Gzr//R8TDmJOttYDuw8AiIhdgA8AX87M02urajAPeS/TycwH+cMUjj3bj1g/7+MVwKbAv7bPl94wD3sf5UPinwqcRPGh/HrghRR3aD6bYtBzZWbeP9pSAWgN4F2Xmb9o31BeZde6CvFpnXbOzLWZeUNmfoxiqodnAO8bVrHT6Pt9zKW/7xGxB8WzFX4DNLrWXmbyXsoBzK9RDPz/C/CKmu7wlfQHrSs5F3TZvsWUdipFxBsopi+/HHhWZq6ouaRGaZum7CrgPTWXMxfMKrtNmohYDHwI+L+Z+bbMvK68APEiik7F3wLHRcRO0xxm0vnvv9Rc/v2cBTNad+azGTOfzYD5rBL++z8hHMScbK1b0ltTqu5JMV3hURGR7S+Ku7UAri7XvWjEtfYy9b300pp/va7pZLvp5328tlw2+Y60ju8jM/8nM9+cmTtl5oaZ+UeZ+dcUz8kM4P+NutDSr8rlnV22t4JYP1PdnlEuF8+inkHN5H3Mpb/vrWcAfDEz67hTt0p9vZfyP0v/DLyM4hmrR5QXYEiqV+vf2V27bN+lXHZ7JtNEioi3AJ8ALqPoHLu53ooaaTOK36vHA/dO+Vw+vmzz+XLdiXUV2SBVZrdJ8Gfl8uypGzLzHuDnFH0DTx5lUXNM13//y9y2I/AgxZ0TkkbLfDYgM1pP5rOZMZ/NjPls9sxnE2L9ugtQrVq377f+Ii8Hvtil7fMpnnt4KnBX2bZJpr6XXp4xw/ajMu37iIinA08ErsrMc0ZV1ABm+vNoDcx+fQi19OM8ig+1XSJiww53gz6hXP7/7d17kCZVecfx708uIhJBULwLGquAeENABQVd5CKiAiZiJIQCokjFRCVKigWVi0qMUcGAQUTUFZWCAhKIESM3FxaQGFSiZSAlyIIgFxEWRWG5Pfnj9MDLu+/szuzszPvO8P1UdfVM9+nup3tuz5xz+pzFEzjXc7r1MBqcJnMfi5kFP+9J1qINZ/Mw48c7K0z0XpKsSXvzcnfgFGD/qnp4RoKUtCJj/2DunOQJvT+bSf6INvTzvcAVwwhuFCU5hDbH0lXATiM8isSwLWX8vw1b0CovLqX9o+5QZqs2d3s8eGK3fvo4+8e2D2NElNniImBvYBdaR7Ner6ONlHNJVS2d6cAkmZ+tDHO0CTE/mxzzs8kxP5s687PHi6pymcML7W2r9Qds3wj4OW1M6MMmcJ6FXdkXzZZ7AV4NrDmg/BuA+7ryrxn1++gr8+Vu/4dm2/cWrffQOgPKv7sr+2NgjSHezze6OD7Rt30nWqPTEmC9nu+ttQecYx3g/O48R4/6fSznHEP/ee+JZZ8ulm9N4pgju2PePez4J3svtCT22125k4EnDDtuFxeXxy60YZAKeF/f9mO67ScOO8ZRWWjDbhVw5aCcwWXCz3Ek/64Ne1kVOc/jZQHe0T2rW4Hn9O17U/e87gU2GHasQ3xG87pn9I1x9j+FNprPUmCrnu1rAZd3x75z2Pfh4vJ4XczPJv28zNGm/gzNzwY/F/OziT8r87MVPyPzMxeqyjcxHwf2BOYn+R5wPfA72kTBb6b9QJ8LfGZ44U3KZO/lU8CLkyykzT8H8DJaIybAR6vq8hmIu99KfU2SPAX4c1oPnK/NWLTjm+x9rA3cluR84Npu23a0sfCvA95WVQ/MUOyDfJDWOPnhJK+jDduwEW0c+oeAA6pqSVf2UGBekouBG4E/AM+jJRnr0f5QfnImg+8xmfuYDd7TrU9aXqEk84FNu08379b7J9m2+/jSqjp5mQNn1kTu5URgV+AO2vwHhyfpL7OwRvtNbGmuey/t9/xxSXYArqb93t2eNkzZh4cY28hIsi9tfuiHgEXA+wf8PltcVQtmODTNHXMt55lOZwIX0OahvzrJv9EqzDajDWUWYH5V/WZ4Ic68bsqEPbpPn9mtt0myoPv4jqo6GKCqfpvkANqzXJjkNOBOYDdgk2776TMTuaQBzM8myBxN08z8bOLMzwYwP9MgNmLOfd+j/dC+gjbE55NpvV4upU1O/fWq1kVhFpjsvXyd9kfylbTGpTWA22jDNH6+qhbNWOSPtbJfk727sqfVaAzzMdn7WAqcBmxL64EFrfHyCOCYqrpnZsIerKpu74br/Qjt+2ZrWsPst4FPVlXv0DNfAn5P+96aR2ugvQv4Ie376ys1pPkLJ3kfIy3JZrTvl5tojeLLswuPzuU55jXdMmZojZiTuJcXdOunAYcvp9zCVROZpMmqquuSbEWr/NmF1vHgFuA44KiqunOY8Y2Qsd9nqwEHjVPmYmDBTASjuWcu5TzTraoeTrIr8De0+bbfRstf76TlJcdV1XlDDHFYNgf27dv2wm4BuAE4eGxHVZ2d5PW0xpA/o3XcvJZWYXvcLPq/WppzzM8mxRxN08b8bOLMz8a1OeZn6hO/jpIkSZIkSZIkSZJGyROGHYAkSZIkSZIkSZIk9bIRU5IkSZIkSZIkSdJIsRFTkiRJkiRJkiRJ0kixEVOSJEmSJEmSJEnSSLERU5IkSZIkSZIkSdJIsRFTkiRJkiRJkiRJ0kixEVOSJEmSJEmSJEnSSLERU5IkSZIkSZIkSdJIsRFTkiRJkiRJkiRJ0kixEVOSJEmSJEmSJEnSSLERU5IkSZIkSZIkSdJIsRFT0shKsiBJJdl4ms4/rzv/kdNxfkmSJEmSJEmStHJsxJQ0o7pGw97loSR3JLkoyd4TOH7j7rgFMxCuJEnSlCTZr8td9ht2LJORZP0kdyb5l2HHMoqm0tkuzVVJFk1DaJIkaQLM0eYmczRp7ll92AFIetw6qluvAWwC7AFsn2TLqvpgt+9Q4B+Bm2c+PEmSpMdKUpM8ZP9pCWRmfAx4EvAPww5krqmqSnIEcHaSt1fVmcOOSZKk2cwcTauCOZo0mmzElDQUVXVk7+dJdgDOBw5KclxVLa6qW4BbhhGfJEnSAEcN2HYQsC7wz8CSvn1XAdcDVzCLcpokzwcOBL5aVXYmmwZVdU6Sq4Gjk5xVVZOtfJUkSY8yR9MqYY4mjR4bMSWNhKq6MMk1wGbAK4HF3ZCx+wIvqKrF3dyVR3SH7Jtk355T7F9VC8Y+SbIz8D7g1bSk9XbgR8DxVXVB//WTbA4cDbwWWBP4b+DQqrp8Fd6mJEmaxfo7YUEbioyWa3yuqhaPc+jd0xfVtDiQ9r/igiHHMdd9jTbqyA7AMvmpJEmaGHM0rWLmaNIIcU5MSaMk3Xq8Xk4LaT3oAP6H1tNubLnqkZMkRwHfBeZ1688CF9IaSP9ywHm3Ai4H1gJOBv4D2Ba4MMkmK3kvkiRJ4863lGRxt6yT5Ngkv0xybzcPzx5dmdWTHJbk50nuS3Jdkr9dzrXemOTcbr7xpV35TydZbxLxhjbE2i8HdeZK8owkn0nyf0l+n2RJ9/GCJC+cakxJnpvkuJ57vjPJD5J8dEDZLZOcleT27tw3JDkhybMGlH1kfqQkByb5aXf+25KclGTdceLZMcmi7l7vTHJ2kk2X8/x2S3Jhklu6mH6V5OIk7x1Q/LRu/a7xzidJkqaHOZo5mjmaNDv4JqakkZBkR9rcmEV7C3IZVbUwyWLgA8BV4/S02xk4nDYsyHb9w2skee6AU7+ZZd/kPBA4sbvWoIRGkiRpqtagDae/PnAObTSIvYCzupzmvbRRJb4DLAX2BI5P8uuqOr33REkOp3XsupPWIet24GXAwcCuSbapqt9OIKYXA8/i0cqb3musDVwG/HEX97dondA2AnYHzgR+sbIxJdmK1gFtfeAS4F+BtYE/AY4EPt5T9i3AWd31zwRuALYE/hrYPclrx3nr4p+AN3axnwdsDxwAvAh4Q9/9vh04Hbi/W99C6+j2feAnA57Pe4AvArd2578D2LC75/2BE3rLV9UNSW4GdkwShyuTJGlkmKOZo5mjSSPCRkxJQ5E2NCy0xHATYA9agnNsVd0whVO/r1t/aND8AFV104BjLuttwOx8Bfg88KopxCJJkrQ8z6YNdz+vqpYCJPk6rXLoDOA64CVVtaTbdwxwDTCfVmFDt317WkXU94Fdx8p3+/YDvtrt/7sJxLRtt75ywL4daJVjn6uqx5wryZrAE1c2pu74M2iVY3tX1al9539ez8fr0IZRW5327Bb17DuENvzXScDOA+5ha+ClVXVjV3514CJg+ySvqqof9Fzji8DDtI5xjzyPJMfS5tnqdyCtMu3lVXV7X/xPG1AeWue9PWgjhvzvOGUkSdLMMkczRzNHk0aEw8lKGpYjuuVQWo+qRcA+VfXBKZ53a9rbnP85iWOWSQCr6gHgNuCpU4xHkiRpeQ4aqxwD6Cp7rqflIIf0VixV1S9ovexfmmS1nnO8v1sf0Fu+O2YBbdj9vScYz/O79S3LKXNv/4aqur+qfjeFmN4KbAz8e3/lWHfML3s+3R3YADi9t3Ks81lgMbBTkuezrI+NVY51532QVlkHj+28tjutsu7U3sqxzpGMP4fWg8ADA+K/Y5zyt3brQbFKkqThMUdrzNEkDZVvYkoaiqrKikutlPWAu6pqmcRtOZaMs/1BYLVx9kmSJE3Vkqq6bsD2XwEvAH44YN/NtPzkmd3HANvQKmX2TLLngGPWBJ6eZIOq+s0KYtqgW981YN/F3TXnJ9kCOJdWYXdVVT3UV3ayMW3dbf/OCuID2KJbX9S/o6oeTHIJrbLtFcCNfUUGvb0wVvnW23lt7BoXD7jG3UmuAl7ft+ubtAq6nyU5vTv2sqr69bh30oZxAxjvLQBJkjTzzNHM0czRpBFhI6akuWYJsEGSJ02yIVOSJGmmLa+nOFU1aP+D3XqNnm0b0P63O2IF11sHWFEF2Vj+tFb/jqr6bZKtaUOM7UabtwjgjiQnAJ/oRrNYmZjW6z5fZjqAAdbt1uO9iTC2fb0B+5YM2Db2THs7r41d47ZxrnFr/4aqOibJHbR5st5PG86sklwM/P2AtwUAntStzVslSRod5mjmaOZo0ohwOFlJs81YD7Lx3pC8gja35i4zE44kSdLQ3U0biSIrWCYy7/jYPEEbDNpZVTdV1buADYGX0CqCfgMc3i0rG9OSbv2cCd4vtDcdBnlWX7mVMXbsM8bZP/DaVXVKVW1Ne35vBr4MvA74bpINBxwy9pxvH7BPkiTNbuZoj2WOJmnSbMSUNNvcRZvzcrwx6Y/v1p9NskyCNWibJEnSLHcF8NQkL14F5/pJt950eYWq+VlVHQ/s1G3eYwoxXdGt3zSBsj/u1vP6dyRZHdi2+/RHE7z2IGPH9g9HRpJ1gc2Xd3BVLamqc6vqAGABbe6m7QYU3RR4GPjpFGKVJEmjyRytY44maWXZiClpVqmqe4D/ArZL8s0kRyT5SJKXdfvPAz5Om6Pg6iSnJDk6yclJrgGOHl70kiRJ0+LYbv2lJM/u35nkyd0QYxOxiDbyxTLlk7wkycYDjhnrCf+HKcT0LWAxsFuSvQaU7+2IdjZtnqK9BtzXQcALgQuqqn+upck4h9Z57i+SbNW370geHcqsN8Zdugq6fmO9+//QV/6JtIq2H1fVkinEKkmSRpM52qMOwhxN0kpwTkxJs9E+tKRrF2Av2vCxN9H1Squqw5NcQRs64y3Ak2nDP1wJnDKMgCVJkqZLVV2YZD7wSeDnSc4FrqfNZbQRraf6pUxguP2qujvJhcC8JE+tqrt6du8IHJPkcuAaWn71XGB3Wk/1T69sTFV1f5I9gfOAU5McSOv5vxawGbAD3f+vVXVPkr8CzgAuTnIGcCOwJbAzbS6kAyfxCAc9h3uSvAc4HViU5HTaPE7b0oZou4Q2BFmv04D7klxKq+wLrWf/K4EfAhf0lZ8HrAmcNZVYJUnSaDJHM0eTNHU2YkqaUVWVSZTdD9hvwPZrgbeu4NhzgXNXUGYhLXEZb//GK45SkiRp+KrqU0kuo3Xi2pZWaXU3cDNwEnDqJE53Aq2i6Z3AF3q2fxf4HK1iaHfgKbRKo/OBY6rq8qnEVFVXJtkcmE8bsuw1wO+Aa4Ej+sqek+S1wGHAG2m97m8FTgQ+XlW/msT9DlRVZybZpbv2O4CltIqxbboY+yvI5nexbAHsCtwH3AAcAnyhqh7oK78vcD9tTiZJkjQHmaOZo0mamlTVsGOQJEmSJI2IJKvR5v+5H3hF+U/jKpdkQ9qbAKdW1buHHI4kSZoFzNGmnzmaNHqcE1OSJEmS9Iiqegg4GHg58KdDDmeuOow2r9VHhx2IJEmaHczRZoQ5mjRibMSUJEmSJD1GNzT/B2jzHWkVShLaEG/7VNUtw45HkiTNHuZo08ccTRpNDicrSZIkSZIkSZIkaaT4JqYkSZIkSZIkSZKkkWIjpiRJkiRJkiRJkqSRYiOmJEmSJEmSJEmSpJFiI6YkSZIkSZIkSZKkkWIjpiRJkiRJkiRJkqSRYiOmJEmSJEmSJEmSpJFiI6YkSZIkSZIkSZKkkWIjpiRJkiRJkiRJkqSRYiOmJEmSJEmSJEmSpJFiI6YkSZIkSZIkSZKkkWIjpiRJkiRJkiRJkqSRYiOmJEmSJEmSJEmSpJFiI6YkSZIkSZIkSZKkkfL/3A3LXeQ92jQAAAAASUVORK5CYII=\n", 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\n", 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" ] }, "metadata": { "image/png": { "height": 207, "width": 910 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def init_nmf_activation_score(N, annotation, frame_res, tol_note=[0.2, 0.5], pitch_set=None):\n", " \"\"\"Initializes activation matrix for given score annotations\n", "\n", " Notebook: C8/C8S3_NMFSpecFac.ipynb\n", "\n", " Args:\n", " N (int): Number of frames\n", " annotation (list): Annotation data\n", " frame_res (time): Time resolution\n", " tol_note (list or np.ndarray): Tolerance (seconds) for beginning and end of a note (Default value = [0.2, 0.5])\n", " pitch_set (np.ndarray): Set of occurring pitches (Default value = None)\n", "\n", " Returns:\n", " H (np.ndarray): Nonnegative matrix of size R x N\n", " pitch_set (np.ndarray): Set of occurring pitches\n", " \"\"\"\n", " note_start = np.array([c[0] for c in annotation])\n", " note_dur = np.array([c[1] for c in annotation])\n", " pitch_all = np.array([c[2] for c in annotation])\n", " if pitch_set is None:\n", " pitch_set = np.unique(pitch_all)\n", " R = len(pitch_set)\n", " H = np.zeros((R, N))\n", " for i in range(len(note_start)):\n", " start_idx = max(0, int((note_start[i] - tol_note[0]) / frame_res))\n", " end_idx = min(N, int((note_start[i] + note_dur[i] + tol_note[1]) / frame_res))\n", " pitch_idx = np.argwhere(pitch_set == pitch_all[i])\n", " H[pitch_idx, start_idx:end_idx] = 1\n", " return H, pitch_set\n", "\n", "frame_res = H_fft/Fs\n", "H_init, pitch_set = init_nmf_activation_score(N, annotation, frame_res, tol_note=[0.2, 0.5])\n", "\n", "W, H, V_approx, V_approx_err, H_W_error = libfmp.c8.nmf(V, R, W=W_init, H=H_init, L=100, norm=True)\n", "plot_nmf_factors(W_init, H_init, W_init.dot(H_init), Fs, N_fft, H_fft, freq_max, label_pitch=pitch_set)\n", "plot_nmf_factors(W, H, W.dot(H), Fs, N_fft, H_fft, freq_max, label_pitch=pitch_set)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To account for possible alignment inaccuracies, the temporal boundaries for the constraint regions can be chosen in a rather generous fashion. As a result, the activation matrix $H$ can be interpreted as a coarse piano-roll representation of the synchronized score information. In a sense, the synchronization step can be seen as yielding a first approximate factorization, which is then refined by the NMF-based learning procedure. As expected, combining the activation constraints with those for the template vectors further stabilizes the factorization in the sense that the result better reflects the desired semantics." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Onset Model\n", "\n", "So far, the NMF-based decomposition only represents harmonic properties of the signal. To also account for percussive properties such as onsets, we now show how one may extend the NMF model by introducing additional templates. A first idea is to use one additional template that jointly explains the onsets for all pitches. However, since the spectral patterns for note onsets may not be completely independent from the respective pitch (as is the case with the piano), we use in the following one additional **onset template** for **each pitch**. In general, it is hard to predict the spectral shape of an onset template. Therefore, in contrast to the harmonic templates, we do not enforce any spectral constraints, but initialize the onset templates uniformly and let the learning process derive their respective shapes. While it is hard to find meaningful spectral constraints for the onset templates, the **short-time nature of note onsets** makes it possible to introduce relatively **strict temporal constraints** on the activation side. Using the synchronized score information, one has a rough estimate for the onset positions. Within a small neighborhood around each of these positions (accounting for possible synchronization inaccuracies), we initialize the corresponding activation entries with one, while setting all remaining entries to zero. This strongly constrains the time points where onset templates are allowed to become active. In the following example, we use such an extended NMF model with initializations on the template and activation side.\n", "\n", "" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "execution": { "iopub.execute_input": "2024-02-15T08:44:20.354466Z", "iopub.status.busy": "2024-02-15T08:44:20.354285Z", "iopub.status.idle": "2024-02-15T08:44:22.690417Z", "shell.execute_reply": "2024-02-15T08:44:22.689703Z" } }, "outputs": [ { "data": { "image/png": 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owLYBlwGntnmT12Tm2QCZeVdEvJaiGLs4Ir4M3A68EFhW7v9K88mZeXlEfAh4C3BlRHwV2BF4KfAw4M8zc01Lnx8Cfg94CfDDiPgO8BhgBXA38MeNwkySpJluVAVYRJwAnFC+bDyt/oiIOLv8fn1mvrX8fh/g58CNwNKWUK8HLgfOjIjnlO0OB55NsbzVO+rPXoOKiCcATwduAr7Z2N+oB1tl5iURcTHwXOBI4F+Gn6UkSaNlfTa7OH4mSdL04CRmb9NqEpNiDX6AucCbOrS5BDi78SIzzyuvuH8H8AfAAuBaiiLrzGyziHBmnhYRVwJ/BpwMbAd+DPxtZn6jTft7I+J3gLcBfwS8GbgLOA94T2YO/9YtSZLGwKDLW0REHev6Pwl4Vcu+/csvKAbE3koP5dX+T6EY+DkOeD4wAZwJnN7jKnZNvVPK7ecys+rlko2Ha/hwFEnSjGd9Nis5fiZJ0pgbpEarqT6bVqbVJGZmrgRWDnDe9ykK3H7O+SLwxT7a3wO8p/ySJGnWGtVVZP3UCeVV4R0TzcxfASfVkZeGJyJ2Al5BMWD22Yrn7As8h+Jq/0srnrOqw6GDq5wvSdKoWZ/NLo6fSZI0PXgnZm/TahJTkiRJavKHwGLgm+XAZlcRMR/4B2A+8BeNZzdJkiRJkiRp/DiJKUmSauVVZJpCJ5fbT/VqGBFzgXOAoyie6fSBqp1k5mEdYq4CDq0aR5KkUbE+kyRJGj/WaL05iakHbN/us9MlSZNnAaapEBGHAEcCvwbO79F2LvAlYAXwz8Ar2j3XSZKkmcr6TJI0HVT537R+/1euMeZdR+xB/jey3TlV43Rr13qszv/F7Sf2ZH6+umJM5/+9t0brzUlMSZJUKwswTZFTyu3nMnNbp0YRsQPwjxQTmP8IvLJbe0mSZiLrM0mSpPFjjdabk5iSJKk2ETFQARYR0/rKOU2tiFgAnAhsBz7Xpd2OFHdeHg/8PXBSZrr0hCRpVrE+kyRJGj+D1GizsT5zElOSJNXKq8g0BVYAuwPfyMxftWsQEfOBfwWeTzHRebITmJKk2cr6TJIkafxYo/XmJKYkSaqVBZimwMnl9tNd2nySYgJzPXAT8O42n82LM/Pi2rOTJGnMWJ9JkiSNn1HVaBHxfuApwEHAnsA9wI3AecDHMvO2PmI9CjgDOA7YA5go45yemXdMNlcnMSVJUq0cJNMwRcTjgKOBXwPnd2m6X7ndE3h3l3YX15OZJEnjy/pMkiRp/IywRnsz8GPg34FbgIXA04GVwMkR8fROK181i4gDgMuBRwBfA1YDTwPeCBwXEUf1MyHajpOYkiRJmjYy8+dAzyo/M5cPPxtJkiRJkqRpZ7fM3NK6MyLeB/wV8Hbg9RXi/B3FBOapmXlWU5wPUUyUvg943WQSdRJTkiTVyiv9JWl26+ffgcwcYiaaDfqtO8bpM3fYYYdNWV/WZ5IkSeNnVDVauwnM0j9TTGIe2CtGROwPHAusAT7ecvg9FI8COjEiTsvMzYPm6iSmNMYe9ahHDb2PiYmJofexdOnSofcxFT/HTHLIIYcMvY+peE+WL18+9D7Az1c/ImKgAsyBNUmSpOGwPtNsM2fOHHbeeecHXs+fP3+E2QzfnDlzHvj+MY95TM/2zb+P7du3P+jYIx7xiI7n1TG2s8cee/R9zpIlS6Y0Zr/x6ojVKUaduSxcuLBynF7vdT959Xr/ALZs+c1cyqJFi3q27/ezuHbtWgAWLFjQs22vfB/2sIf11XenmFXjdMunNcbGjRt7xttrr70q9dvPz9ku5rZt2yqfD+3HwOfNm9dXDKj2HlfR/Hd1mAap0aagPvv9cntlhbbHlNsLM/NB/6Bk5saI+D7FJOfTge8MmpCTmJIkqVYOeEmSJI0X6zNJkqTxM2CNdnBErGp3IDP7WuojIt4K7AIsAp4CHE0xgfk3FU5fVm6v6XD8FxSTmAfhJKYkSRoXDpJJkiSNF+szSZKk8TMGNdpbgebbab8FvDozb61wbuPW6Ts7HG/sXzxYagUnMTUj9XvL+iDmzp079D7WrFkz9D5m+rIqkqbeGBRgmoEi4tXAF3o0256Zc8v2BwIvBn6X4lkOewF3AD8APpKZFw0vW0mSxov1maQquj03uI5nCg8So9c5dcfsN14dsTq1G0UuVdrWGau1zebNvR+bV6VNu/atyye3c/fdd0/qeNVzqsbp1q71WJWYdfRbpW2/v6c6Ygx6TjtVPit1GbBGW93vHZedZOaSMo+9gCMp7sD874j4vcz88STDN364Sf0D4iSmJEmqlYNkGpIrgNM7HHsGxbMYLmja917gpcBVwPnA7RRLnbwQeGFEvDEzzxxatpIkjRHrM0mSpPEzLjVaZq4D/i0ifkyxPOzfA0/ocVrjTstOD7PdraXdQJzElCRJtRnkoeSN86RuMvMKionMh4iI/yy//XTT7m8B78/M/25p+yzg34G/jYhzM3Oi/mwlSRof1meSJEnjZ5Aabdj1WWbeGBFXAU+KiD0zc32X5leX24M6HD+w3HZ6ZmYlcyZzsiRJkjRKEfEE4OnATcA3G/sz8+zWCcxy/yXAxcCOFEulSJIkSZIkqbB3ue31zL7GY3qOjYgHzTVGxK7AUcA9FI/1GZh3YkqSpFp51b6m2Cnl9nOZWfWh2PeX261VGkfEqg6HDq7YnyRJI2V9JkmSNH5GUaNFxMHAhsxc27J/DsWjeR4BXJ6Zd5T75wEHAPdn5nWN9pl5XURcCBwLvAE4qync6cBC4FOZ2d+DbFs4iSlp6K699tqh97Fw4cKh9yGpGgfJNFUiYifgFcB24LMVz9kXeA5wN3Dp8LKTJGl8WJ9pNtm2bRubNm164PXWrZWuW5u2tmzZ0lf75t/H5s0PHle+5557Op7X/Dsd1CAxep1Td8x+49URq1O7OnNpfa8HjVPleL9tm3Orkmc/P0tz+5122qmv86SpMKIa7TiKR+xcClwH3AbsBTwL2B9YC7y2qf0+wM+BG4GlLbFeD1wOnBkRzynbHQ48m2IZ2XdMNlknMSVJUq0cJNMU+kNgMfDNzPxVr8YRMR/4B2A+8BeNqwp7yczDOsRbBRxaOVtJkkbE+kySJGn8jKhG+w/g0xTLvf42xbjKZopJx3OAMzPz9iqByrsxnwKcQTE5+nxgAjgTOL1qnG6cxJQkSbVykExT6ORy+6leDSNiLkUxfhTwFeADQ8xLkqSxYn0mSZI0fkZRo2XmTymWf63afg3QMdHyovKTJp9Ze05iSpKk2kTEQAWYA2vqV0QcAhwJ/Bo4v0fbucCXgBXAPwOvyMwcepKSJI0B6zNJkqTxM0iNNhvrMycxJUlSrWZjQaWROKXcfi4zt3VqFBE7AP9IMYH5j8Aru7WXJGkmsj6TJEkaP9ZovTmJKUmSpGklIhYAJwLbgc91abcjxZ2XxwN/D5yUmdunJElJkiRJkiRNipOYkiSpVl5FpimwAtgd+Eb57IWHiIj5wL9SPFT+c8DJTmBKkmYr6zNJkqTxY43Wm5OYkiSpVhZgmgInl9tPd2nzSYoJzPXATcC723w2L87Mi2vPTpKkMWN9JkmSNH6s0XpzElOS+nDIIYcMvY+JiYmh9yENkwWYhikiHgccDfwaOL9L0/3K7Z7Au7u0u7iezCRJGl/WZ5IkzWy77rprzza77bZbpVh333135X7bxaySS68Y/eTQLc4g5s6dW0ucKqzRenMSUw/Ytm3b0PuYyj8AkqSpFxEDFWAWbaoqM38O9PzAZOby4WcjSdL4sz6TJE0XmVlLm3bt64jdb9+dzqkap1u7unKZbOzJ/Hx1xhj0nFEapEabjfWZk5iSJKlWs7GgkmYj/1tXHSbzOZrsIIWf4dlpsu/7dBsca/DzLkmSNH6s0XpzElOSJNXKAkySJGm8WJ9JkiSNH2u03pzElCRJtbIAkyRJGi/WZ5IkSePHGq03JzElaRZatWrV0PvYe++9h96HpNkjIl4NfKFHs+2ZObdsPw94PfAk4MnAIcA84LWZ+dnhZSpJkiRNTxs2bOh4bPHixUON38lOO+00pTH7jVdHrE4xRpEL9H6v+4nV6/1rjVcldr+/l0b7HXboPRWyYMGCWvvuFLNqnG751JVLldh1/PcvDcpJTEmSVCuvItOQXAGc3uHYM4BjgAua9i0EPlJ+vw5YCzx6SLlJkjTWrM8kSZLGjzVab05iSpKk2kTEQAWYRZt6ycwrKCYyHyIi/rP89tNNu+8Gng9ckZkTEbESeM8QU5QkaSxZn0mSJI2fQWq02VifOYkpSZJqNRsLKo1ORDwBeDpwE/DNxv7MvI8H35kpSdKsZX0mSZI0fqzRenMSU5Ik1coCTFPslHL7uczcNtJMJEkaU9ZnkiRJ48carTcnMSVJUq0swDRVImIn4BXAduCzQ+xnVYdDBw+rT0mS6mR9JkmSNH6s0XpzElOSJNXKAkxT6A+BxcA3M/NXI85FkqSxZX0mSZI0fqzRenMSU5IkSdPVyeX2U8PsJDMPa7e/vEPz0GH2LUmSJEmSNFs5iSlJkmoTEQNdReaVZ+pXRBwCHAn8Gjh/xOlIkjS2rM8kSZLGzyA12mysz5zE1Iz0qEc9auh9TExMDL2PpUuXDr2Pqfg5JM0us7Gg0kicUm4/l5nbRpqJJEljzvpMUhU77bRTx2MLFiyYdPydd96573N69Vt3zH7j1RGrU4w6c+n23vYTB/rLq8rnpjm3PfbYo2f7Km2a3XfffUC1vHu1GeTz1u6cqnG6tasrlyrt+s2j39zqiDHoOe3MmTOnljhVWKP15iSmJEmqlQWYhi0iFgAnAtuBz404HUmSxp71mSRJ0vixRuvNSUxJksbAueeeO9T4d9xxx1DjN7MA0xRYAewOfCMzfzXqZCRJGnfWZ5Kkhptuuqnr8Xnz5nU9vnbt2sp9bdvWe9Gc5nzuueeenu175deqke9BBx3U13mq180339zxWLv3dN26dX33UeXzVkXj7t2pYI3Wm5OYmpHWrFkz9D7mz58/9D4kaTqyANMUOLncfrpbo4h4G3Bw+fJJ5fakiDi6/P57mfnZ+tOTJGm8WJ9JquLuu+8e6Fgd8Qc9p+6Y/carI1andsPKZbK/037yqtK2uc2WLVtqidmsysSoNCrWaL1N3eK+kiRpxms8lHyQr5r6f1REfD4ibo6IeyNiTUR8JCJ27zPOCyLiwoj4dUTcExHXR8S5EXFELYlqYBHxOOBo4NfA+T2aHwe8qvz67XLfkU37ju5wniRJM8ao67MyB2s0SZKkJqOuz6YL78SUNHSPfexjh97HxMTE0PsAWLVq1dD72HvvvYfehzRMoyqoIuIA4HLgEcDXgNXA04A3AsdFxFGZeVuFOO8H/gK4DTgPWA88Fjge+IOIeGVmfmkoP4R6ysyfA5U+ZJm5fLjZSJI0PYxywMsaTVNt7ty57LLLLg+8nukrae2wQ3/Du82/j4ULFz7oWOvrZs2/00Ft2rSp73N69Vt3zH7j1RGrU4w6c2l+b3v9Trt9Dqoc77dtcz5z587tq30Vg3xGpqMNGzb0bLNgwYLaYnWL2e78bjEXLVo0qRwa6vp7X9eytFXMxknJfjmJKY2xa6+9duh99FN4SNKY+zuKwbFTM/Osxs6I+BDwZuB9wOu6BYiIJcBbgXXAb2XmLU3Hng18FzgDcIBMs1K//4OVmQOd23yeVKfJfIYlDcwaTZJUyebNm3u26XdSshGzynm9+h9kQrRdzKpxuuXTGqOOn69TrG4XS7SL2e/PPJnfUbM6LrYA2L59ey1xVA+Xk5UkSbUaxVIYEbE/cCywBvh4y+H3AJuBEyOi15Ub+1LURz9sHhwDyMyLgI3AwyedsCRJ0hQa4VL/1miSJEkduJRsb05iSpKkWo1okOyYcnthZj7okrnM3Ah8H9gZeHqPOL8A7gOeFhF7tvxczwR2Bf6jjoQlSZKmygift2SNJkmS1IGTmL25nKwkSarVJIqqgyOi7YNnM/OwHucuK7fXdDj+C4q7AA4CvtMpSGbeHhF/CXwIuCoizqN47tIBwAuBfwdO6ZGLhiAiXg18oUez7Zk5t2w/D3g98CTgycAhwDzgtZn52eFlKknS+BlRfQbWaJIkSR3N1onJfjiJKUmSajPolWE1FG2Np8Df2eF4Y//iXoEy8yMRsQb4PPDapkPXAme3LmGmKXMFcHqHY8+guNPjgqZ9C4GPlN+vA9YCjx5SbpIkja0R1mdgjSZJktTWIDXabJz0dBJTkiTVahIF1eqKV/QPopFU9mwY8RfA/wecCXyMYvLrYOCvgX+IiCdl5l8MKU91kJlXUExkPkRE/Gf57aebdt8NPB+4IjMnImIlxbO3JEmadca0PgNrNEmSNIvNxknJfvlMTEmSVKsRPXOpcRX/og7Hd2tp1yn35cD7gf9fZr4lM6/PzLsz88fAi4CbgNMiYv/Jp6w6RMQTKJ6jdRPwzcb+zLwvMy/IzImRJSdJ0pgY4TMxrdEkSZI6GEV9FhF7RMRrIuLfIuLaiLgnIu6MiO9FxJ9EROV5w4hYExHZ4WttHfl6J6YkSarViK4iu7rcHtTh+IHlttPzmBp+r9xe1HogM++OiB9RDJQ9Gbi+3yQ1FI3nX30uM7eNNBNJksbUCK/yt0aTJEnqYEQ12grgE8AERW31S2Av4MXAZ4HnRcSKzOy5UkbpTn7zOJ9mmyafqpOYavKoRz1q6H1MTHgzhCRpKBoDWsdGxJzM3N44EBG7AkcB9wA/6BFnfrl9eIfjjf33DZqo6hMROwGvALZTFNrD6mdVh0MHD6tPSZJmCGs0SVJlCxYs6Nlmp512GijmzjvvPOn+q8SoErNqnG75tMa4777e/wRW/d21xu6Wb7sc2/XTre9+2/cTZxBz5sz4BUyvAV4IfLOlNvsr4EfAH1BMaP5LxXgbMnNl3Uk2zPh3Q5IkTa1RLFeWmdcBFwJLgTe0HD4dWAj8fWZuLnOcFxEHR8QBLW0vK7cnR8Q+LT/X8ygG2rYAl086adXhD4HFwAWZ+asR5yJJ0tga1XKy1miSJEmdjag++25mfr15ArPcvxb4ZPlyeS2d1cA7MfWANWvWDL2P+fPn926kGeeqq64aeh+777770PuYSQ477LCh9zEVd16fe+65Q+8D4Oijj56SfmaCQYuqmgqx11MMXJ0ZEc8Bfg4cDjyb4iqzdzS13ac8fiPFoFrDV4H/AH4H+HlE/BuwFngcxTJmAbwtM2+rI2FN2snl9lPD7CQz2/7RLO/QPHSYfUuSNFkjrs/AGk1TbNu2bdx1110PvK5yZ9d0tmXLlge+v/nmm3u2b/59tI4F3n333ZXOG9TatbU8Hm2oMeuMN9lYw8ql13hNr/HbdevWdTy29957P+j13Llze+bWfNfbDTfc0LP99u3be7Zp1sh38eLFPdv2yvfWW2/tq+9OMavG6ZZPa4wNGzZMKl632N3y3bhx40P2tZtn6Pb3aevWrQ/Z18/nv/G56/Y3rB/9fsYGNUiNNgXLz95fbh/6pnQ2PyJeATwG2AxcCVxa1yN/nMSUJEm1GtUzlzLzuoh4CnAGcBzwfIr1/c8ETs/M2yvE2B4Rz6e4U+BlFM9W2hm4HTgfODMzLxzSj6A+RMQhwJHAryneG0mS1MEIn4lpjSZJktTBgDXawZ0ee9PpIuyKuewAvLJ8+a0+Tl0CnNOy74aIOCkzLxk0nwYnMSVJUq1GPEj2K+CkCu3WUFyx3+7Y/RQPJP9IjampfqeU28/VdXWfJEkz1SjrM7BGkyRJamfUNVqLvwGeAJyfmd+ueM4XKJb9/xmwEdgf+DOKlbMuiIgjMvMnk0lq2j0TMyJeEhFnRcRlEXFXRGREfKlD26Xl8U5fX+7Sz6si4kcRsSki7oyIiyPi97q03ykiTo+IqyNiS0TcEhH/HBGPq+PnliRpuhjVM5c0e0TEAuBEYDvwuRGnI0nS2LM+m30cP5MkafwNWJ+tzszD2n1NIo9TgdOA1RTjLZVk5unlMzbXZebdmfnTzHwd8CFgJ2DloDk1TMc7Md8J/DawiWL5sIMrnPMT4Lw2+3/arnFEfIDiDfs18BlgR4rlSr4eEX+emR9raT8f+HeKB8n/F/BR4NHACuAFEXFMZv6wQp6SJE17DnppCqwAdge+Ud7ZIUmSurA+m5UcP5MkacyNQ40WEW+g+Df5KuA5VZb6r+CTFDXCMycbaDpOYr6Zoji6FngWcFGFc67IzJVVgkfEkRS/3OuAp2bmHeX+vwVWAR+IiG+US5w0vIWiAPsq8NLM3F6e8xWK4u/zEfHExn5JkiRNysnl9tPdGkXE2/jNgN2Tyu1JEXF0+f33MvOz9acnSZI0co6fSZKkriLiTcCHKS5Yek5m3lJT6EachZMNNO2Wk83MizLzF5mZQ+rideX2fY0CrOx3DfBxYD5Nz3GIYqq8cc5fNBdamfk1ivWAD6EoGCVJmtEGWarMJcvUj3KpsaMpBuXO79H8OOBV5ddvl/uObNp3dIfzJEmaMazPZifHzyRJGm+jrs8i4i8pJjCvAJ5d4wQmwBHl9vrJBpp2k5gD2jsiTomIvyq3v9Wl7THl9lttjl3Q0gbgAOAxwDWZeUPFcyRJmrEcINMwZebPMzMy89GZua1H2+Vl205fr56itCVJGinrM1Xk+JkkSVNohBOY7wL+hmL1hOdk5voubedFxMERcUDL/sdHxMPatN8XaCwp3/Z53P2YjsvJDuK55dcDIuJi4FWZ+cumfQuBfYBNmTnRJs4vyu1BTfuWldtrOvTd7py2ImJVh0NVnlsgSdJYcNBLkiRpvFifqaJpMX5W5uAYmiRp2htFjRYRrwLOALZRrIRwaps81mTm2eX3+wA/B24Elja1WQG8LSIuAm4ANlJctPQCYAHF6lkfmGy+tU1iRsQhFA/pfAywJ3APxbq3VwCXZubGuvrqw93AeynW1W/ctvpbwErg2cB3IuJJmbm5PLao3N7ZIV5j/+KmfYOcI0nSjOUgmTRzTWZFutZzu/2t8O+IxoWfxak3vJUvZzc/y+NlDMfQHD+TJGkERlSj7Vdu5wJv6tDmEuDsHnEuorhI6ckUy8cuBDYA3wPOAc6pY1n7SU1iRsSjgJOBPwYe2djd0iyBbRHxH8AngG8McT3+B3dcrOH77pbdl0bEsRS/yMOB1wAf7Td0H20bv4+e52TmYW0DFFeXHdpHn5IkjYyDZJIkSePF+mz0xnkMbbqNn4FjaJKkmWEUNVpmrqS4UKlq+zU8tGYhMy+hmOwcqoEmMct1blcCpwDzgDXAPwL/D1gL3A7sBOxBsYzDEcBy4HeBqyPitMy8oDXuVMnMrRHxWYoi7Jn8pghrXPW1qO2J7a8a63XObm3O0ZAtXbp06H1MTLRbMUWSBrNixYqhxv+bv/kbbrih3aNn6jXoGv0OrEmSJA2H9dloTecxNMfPZp+dd955oGN1xB/0nLpj9huvjlid2g0rlwMPPLBrnF7jqrvuumvHY/vss8+DXu+1115dYwHMmzfvge83b97cpWWh33Hfbvlq6uy99959HZszZ07l2I3PXZXPWxXNn8lhGqRGm4312aB3Yl4LzAc+C3wxM3/U64SI2A14GcVVZ9+IiDdn5pkD9l+HW8vtwsaOzNwcETcB+0TEI9us69/4C9+8fv/V5bbTmv3tzpEkacaajQWVplZEPINiyZMjgYdRDP79D/CRzDy/y3mfo7j7AeDAzLx2yKlKkjQWrM9GarqPoTl+JknSkFij9TboJOaXgPdl5rqqJ2TmXcCngU9HxAkUD/YcpaeX2+tb9n8XOBE4DvhCy7HnNbVpuA74JXBQROyXma23ubQ7R9I0ddhhbVesqZV3+UpSZxHxTopnNq0HvgFMUDxL6skUdy20ncSMiN+nmMDcBOwyFblKkiQx/cfQHD+TpGlg8eLFtbQB2LJly6T6rdpPt/aD5NBvv53MnTu3ljiqR/V7cptk5qn9FF9tzj8vM7886PlVRcThEbFjm/3HAG8uX36p5fAny+07ImL3pnOWAm8A7qWpOCufTdA45/9GxJymc44HngFcxRSsDSxJ0jhoLIfRz5dURUSsoJjA/A9g/8w8KTP/KjNPzsynAu/ocN7Dgc8AXwFWTVnCkiSNCeuz0ZkOY2iOn0mSNBrWZ70NeifmyJRXoJ1QvlxSbo+IiLPL79dn5lvL798PPD4iLgZ+Xe77LeCY8vt3ZeblzfEz8/KI+BDwFuDKiPgqsCPwUorlyv68fJBpsw8Bvwe8BPhhRHwHeAywArgb+OPM3D7gjyxJ0rQyW4sqDVc50PV+itrqjzJzY2ubzLy/w+mfLrdvAP5lOBlKkjS+rM9mH8fPJEkaf9ZovdUyiRkR3wU2A2/MzNblJRptXgW8KjOPaXe8D08CXtWyb//yC+BGoFGEnQO8CHgqxbIU84B1wD8DH8vMy9p1kJmnRcSVwJ9RPH9gO/Bj4G8z8xtt2t8bEb8DvA34I4qr1O4CzgPek5lXDfKDSo997GOH3odLl0qqmwWYhuRIYD/gq8AdEfEC4AnAFuBHmfmf7U6KiFdTDOC9KDNv8/MpSZqN/PdvfEzhGNqTcPxM0jSzcOHCWtq0a19H7H777nRO1Tjd2tWVy2Rjt2u7yy79PcFlMr+j5rb99tvJnDkDLWA6EGu03uq6E3N5uX1qRByfmT9s02Yp8KzJdpSZK4GVFdt+DvjcgP18EfhiH+3vAd5TfmnErr322qH3Mcg/FJI00w26vIVFmyp4arldRzE49sTmgxFxKfCSzLy1ad++wEeBL2XmeYN2HBGdlqA9eNCYkiRNFeuzsbO83A51DM3xMw1i8+bNAx2rI/6g59Qds994dcTq1G4UuVRp2+34pk2bHvS6yqRS8zlV8hz097Lrrrv2dZ40bIPUaLOxPqtzSvm7wE7AdyPiJTXGlSRJ04jPXNKQPKLcvo6i5vwdYFeKuzG/DTwTOLfRuFx+9ovAJuDUKc1UkqQxY302dhxDkyRJ1mcV1DmJeSlwNHA78OWI+N81xpYkSdOEg2QakrnlNijuuPxOZm7KzJ9RLH/2a+BZEXFE2e7NFHcwvDYz75hMx5l5WLsvYPVk4kqSNFWsz8aOY2iSJMn6rIJaF/fNzP8BDgeuBP4mIj5RXgUvSZIkTUZjIvL6zPxJ84FyWbJvly+fFhEHAu8DvpCZ509hjpIkSZU4hiZJktRb7cVRZt4MPAO4ADgF+EZE1PNEVUmSNPa80l9DcnW53dDheGOScyfg8cB84KSIyOYvfvN8qV+U+04YVsKSJI0L67Px5BiaJEmzm/VZbzsMI2hmbo6IFwJnAX8KXAasGkZfkiRpvMzWokpDdymwFTgwInbMzPtajj+h3K4pvz7XIc4LgCUUz8+8q2wrSdKMZn02vhxDkyRp9rJG620ok5gAmbkdeENEXA+8H/itYfUlSZLGw6BXhlm0qZfMXB8RXwFeDrwbeGfjWEQ8F/hd4E7gW5m5AXhNuzgRcTHFJOZfZea1Q05bkqSRsz4bf46hSZI0+wxSo83G+qyuScxL6HAVe2Z+MCJuAL5EsayXxtTSpUuH3sfExMTQ+9D4OeSQQ4beh5+t2WnFihVT0o+fr/7MxoJKU+YtFM+OekdEPBP4EbAv8CJgG/DacgJTkiQ1sT4bK46hDdncuXPZbbfdHng9f/7M/lXuuOOOD3zf/HN30vz7WLBgwYOObd68ueN5++677wDZPdiiRYv6PmfJkiVTGrPfeHXE6hSjzlxa3+tuer3X/eS166679mzT/Lk99NBDe7bv97O4du1aAHbZpfdq3XvttVfX41V+nioxq8bplk9duUw2druY8+bNq3w+tH9PB/n5dtppp77PaWfOnKl7RLU1Wm+1TGJm5rN7HP9XYOc6+pJmk6uuumrofey+++5D70Pj5+KLLx56H8uWLRt6HxpPFmAalsy8JSIOp7gL80XA04GNwDeBv87MH4wyP0mSxpX12fhwDE3jbP369R2PLVy4cNLxb7vttr7P2WGH7sPXdcfsN14dsTrFqDOXbu9tq17vdT959Xr/4MG53XXXXT3bb9++vXL/0N8k5j333FMpVj/axawap1s+deVSJfaee+7Zse3OOz/0n6yNGzf2lVe79v3G6JTLIPr9jE2GNVpvQ1tOVpIkzU4WYBqmzLyd4o7Mtwx4/vJaE5IkaRqwPpMkSRo/1mi9DTyJGRGPGeS8zPzloH1KkqTxZwEmqZ1+/jZk5pT2V7XfumP2G6+OWJ1ijCKXXnHqjtVvvKoxB40/VZ+3yX42NDNYn42WY2iSJKkda7TeJnMn5hqg3//LyUn2KUmSJEmSJE0na3AMTZIkqW+TKYZ+yUMLsMXAIuDGScTViFx77bVD76OO9fMlSeMrIga6iswrzyRJkobD+mwsOIYmSRVs3ry5ljaDtt+0adOkjlc9p2qcbu3qyqVKuwULFnRs2+5Zo/3m1u49GuTnq/Lc0yq2bdtWS5xeBqnRZmN9NvAkZmYubd0XESuBd2XmfpPISZIkTWOzsaDS1IqIZwBvAo4EHgbcDvwP8JHMPL/LeZ8D/rh8eWBmDv8KLkmSxoD12Wg5hiZJktqxRuut7mUpfIiGJEmznAWYhiki3gm8F1gPfAOYAPYEngwsB9pOYkbE71NMYG4C6rk8U5KkacL6bCw5hiZJ0ixnjdaba+tLkqRaWYBpWCJiBcUE5n8AL87MjS3H53U47+HAZ4CvAEuAZw05VUmSxor1mSRJ0vixRuvNSUxJklQrCzANQ0TMAd4P3A38UesEJkBm3t/h9E+X2zcA/zKcDCVJGl/WZ5IkSePHGq03JzElSVJtBnkoeeM8qYcjgf2ArwJ3RMQLgCcAW4AfZeZ/tjspIl4NnAC8KDNv87MmSZptrM8kSZLGzyA12mysz5zElCRJtZqNBZWmxFPL7Trgx8ATmw9GxKXASzLz1qZ9+wIfBb6UmecN2nFErOpw6OBBY0qSNJWszyRJksaPNVpvTmJKUh8uvvjiofexbNmyofchSdPQI8rt64AbgN8BfgjsC3wQ+F3gXGA5PLD87BeBTcCpU5yrJEmSJElT5rbbbuvZZocdqk0HVYnVLeb69esrnw+wyy67TDpGp1wGsXXr1lriqB4Dv6sRsW2AY5mZTpxKkjSDeRWZhmRuuQ2KOy5/Ur7+WUS8CLgGeFZEHFEuLftm4FnACzLzjsl0nJmHtdtf3qF56GRiS5I0FazPRssxNEmS1I41Wm+TKYYG+e36jmhKPPaxjx16HxMTE0PvY6ZYtarTKnz12XvvvYfeh6RqLMA0JI2JyOubJjAByMx7IuLbwJ8AT4uI9cD7gC9k5vlTnKckSWPH+mzkHEObQtu2bWPDhg0PvF6wYMHokpkCW7Zs6at98++j+fcEcP/993c8r447k+67776+z+nVb90x+41XR6xOMerMpdt7208c6C+vKp+b5tyq5NnPz1I1B2lUrNF6G3gSMzPn1JmIJEmaGSzANCRXl9sNHY43Jjl3Ah4PzAdOioiTOrT/RflZfdFknpcpSdJ0YH02Wo6hSZKkdqzRenNZCkmSVJuIGKgAs2hTBZcCW4EDI2LHzGy9/PcJ5XZN+fW5DnFeACyheH7mXWVbSZJmLOszSZKk8TNIjTYb6zMnMSVJUq1mY0Gl4cvM9RHxFeDlwLuBdzaORcRzgd8F7gS+lZkbgNe0ixMRF1NMYv5VZl475LQlSRoL1meSJEnjZxQ1WkTsAbyI4iLvJwL7APcB/wN8geLRPNv7iPco4AzgOGAPYAI4Dzg9M+/ocmolA01iRsQ+mXnTZDqOiEdmpg8VlCRphnGQTEP0FuBw4B0R8UzgR8C+FMX3NuC15QSmJElqYn02Oo6hSZKkTkZUo60APkEx2XgR8EtgL+DFwGeB50XEiszMXoEi4gDgcuARwNeA1cDTgDcCx0XEUZl522SSHXRN/msj4sMRsU8/J0Xh+Ij4b+C1A/YtSZKkWSgzb6GYxPww8GjgVOAY4JvAMzLz3BGmJ0mS1I5jaJIkaZxcA7wQeFRmvjwz356ZfwwcDPwK+AOKCc0q/o5iAvPUzDwhM9+WmcdQjNssA9432WQHncT8W+BkYE1EXBARJ0XEge0aRsQuEXFMRLyf4hfwr8CWcitJkmaYxpr+/XxJVWXm7Zn5lszcLzN3zMw9MvP4zPxBxfOXZ2a4lKwkaTaxPhspx9AkSVJbo6jPMvO7mfn11iVjM3Mt8Mny5fIKue8PHAusAT7ecvg9wGbgxIhYOJl8B1pONjPfHRGfpnge0R9RJEpEbATWAncACyjWv30kxWRpAP8NvDUzvzyZpCVJ0vhy0EuSJGm8WJ+NjmNokiSpkzGs0e4vt1srtD2m3F7YZkJ0Y0R8n6LueTrwnUETGmgSs0zi18DJEfFWiiLsd4CjgIOamt0HXAFcDPxL1SvkJRUOOeSQofcxMeFjNWaj5cuXD70PP1uz06BXho1h0SapZhUepzH2/dUds854k401TrkMK9Yw4g0zfl2xhvEz++/29GJ9NnqOoWm62HPPPQc6VtXWrVXGxPvrt+6Y/carI1anGHXmsmnTplriQH95VfncNOe200479Wy/7777Vu4fYOeddwZg0aJFPdsuWbKk6/Eq+VWJWTVOt3xaY+y222494+21116V+m38zqrYddddH7KvSi69Ytx99919xegUZxBz586tJU4vg9RoZfuDI2JVu+OZedgk8tkBeGX58lsVTllWbq/pcPwXFJOYBzGKScyGzLyL4hbTTwJExDyKq8fuycw7JxtfkiRNL6Mc8IqIRwFnAMdR1CMTwHnA6Zl5R5+xngG8CTgSeBhwO/A/wEcy8/z6spYkSRquUU9IWqMVHEOTJEnNRl2jtfgb4AnA+Zn57QrtG1cGdKphGvsXTyapSU9itsrM+ymWw5BG5qqrrhp6H7vvvvvQ+5Ck6WhUBVhEHABcTvFA8a8Bq4GnAW8EjouIozLztoqx3gm8F1gPfINioG1P4MkUzwUY6wEySZKkZiO+yMwarQPH0DRuNm7c2PHYXXfdNdT4nfS6I6zumP3GqyNWpxijyAV6v9f9xKpyR19zvCp3jPb7e2n8PFXuxJSm2oA12urJ3HHZIY9TgdMo6rQT6wpbbie1NEztk5iavh772McOvQ+Xl5SkmW+Eg2R/RzE4dmpmntWUz4eANwPvA17XK0hErKAYHPsP4MWZubHl+Lw6k1b/qtyBERGPBt4OHAbsC+wO3AZcB3we+FI5cChJ0ow34qv8rdEkSZXssssuPdssXLhwoJh1xK4So0rMqnG65dMa45577ukZr2q//UwUt4s56Hs0aA7d4gxizpw5tcSpYhzuxIyINwAfBa4CnpOZt1c8tXGnZacrBHZraTeQqXs3JEnSrNBY07+frxr63J9inf01wMdbDr8H2AycGBFdK+mImAO8H7gb+KPWwTF44Ip5jUh5B8alwDMpntHwQeDrFJOUy5uaHgC8nKJYPq+p3b4Uk5gXls97kCRpxhtFfVb2a40mSZLUwSjqs5b+3wR8DPgp8OzM7GeFiKvL7UEdjh9Ybjs9M7MSB24kSdJMcEy5vTAztzcfyMyNEfF9igG0p9P9YeJHAvsBXwXuiIgXUDwPYAvwo8z8z9ozV2V93oFxObB76+ehbHMhxYTni4F/HmbOkiTNctZokiRJYygi/pLiOZhXAM/NzPV9hrio3B4bEXOaa72I2BU4CrgH+MFk8nQSU5Ik1WbQK8PKcw6OiFXtjldY639Zue10ddcvKAbIDqL7ANlTy+064MfAE1vyvBR4SWbe2iMf1azfOzAy8752cTLz/og4j2IS88B2bSRJmklGWJ+BNZokSVJbg9RoNa6W8S7gDGAVcGy3JWTLi8EPAO7PzOsa+zPzuoi4kKKWewNwVtNppwMLgU9l5ubJ5OokpiRJqtWI1vNvrL/faZ39xv7FPeI8oty+DrgB+B3ghxRLkH4Q+F3gXB68bKmmRi13YETEXOD55csrh5GoJEnjZoTPW7JGkyRJ6mAUNVpEvIpiAnMbcBlwaps81mTm2eX3+wA/B24Elra0ez3FSlhnRsRzynaHA8+muIjtHZPN10lMSZJUq0kUYKsrXtE/iEZS2aPd3Kb2L8nMn5SvfxYRL6IowJ4VEUe4bNmUG+gOjIjYE/gzivf04cBzgccC/wh8o0rHne5AAQ6umrwkSaM0pvUZWKNJkqRZbEQXmu1XbucCb+rQ5hLg7F6Byrsxn0IxKXocxUXjE8CZwOnd7vCsqpZJzIiY5wPUJUkSjKwAa1zFv6jD8d1a2nVyR7m9vmlwDIDMvCcivg38CfA0wAGyqTXoHRh7Au9pep3AB4C/ysxeA6aSJM0II7wT0xqthWNokiSpYRQ1WmauBFb20X4Nv7nwrN3xXwEnTTavTuq6E/OmiPgC8JnMvLammJIkaRoa0SDZ1eX2oA7HG88+7PQ8ptY4Gzocbwyg7VQtLdVooDswMnM1EOUysvsAL6K4QvDoiHhBlasCO92BUt6heejAP5EkSVNkhJOY1mgP5RiaJEkCRlqjTRt1TWLOAf438NaI+C7wSeBrmbm1pviaAlddddXQ+9h9992H3oc0TMuXLx96HxMTE0PvQxqWQR5K3jhvki4qt8dGxJzM3N4Ue1fgKOAe4Ac94lwKbAUOjIgdM/O+luNPKLdrJpuw+japOzAycxvwS+CjEbEO+CeKycw/G2rWkiSN2AjrM7BGa8cxNEnqYOPGjbW0ade+ynk777xzrX13ilk1Trd8WmMsWLCgZ7wdd9yxUr9VYnWLOX/+/Mrnd4rRTw7d4gxizpw5tcTpZZAabTZOetb1buwNvILiIaDPAf4Z+FVEvC8i9ut6piRJ0iRl5nXAhRQPGH9Dy+HTgYXA32fmZiiW8YqIgyPigJY464GvUCx59u7mYxHxXIolS+8EvjWEH0Pd1XkHxgXldvkk8pEkST1Yo7XlGJokSVJFtdyJWV4B94/AP0bEQcApwCuBtwN/GREXAp8Cvt581Z2k7latWjX0Pvbee++h93HYYW1X4auVdy9K42OEV4W9HrgcODMingP8HDgceDbFEmXvaGq7T3n8RopBtWZvKc97R0Q8E/gRxXMXXwRsA16bmRuG9lOokzrvwNin3HrHgyRpVhjxVfvWaE0cQxu+uXPnsnjx4gde93tH0HTT791Kzb+P5t8TFL+7TlrbDuLee+/t+5xe/dYds994dcTqFKPOXO68s9ejh6vFgf7yqvK5ac5tkDsdq9qwYUPPNr3+XlSJUSVm1Tjd8qkrl8nGnszP17Bo0UMfnT3Mn6+XrVunbqhgNt5Z2a/a74vNzGsy8zSKwrNxZdlxwL8Cv4yIlREx/FkTSZI0Eo3lMPr5qkN5pf9TgLMpBrhOAw4AzgSOyMzbKsa5pTz/w8CjgVOBY4BvAs/IzHNrSVh96fcOjIg4PCIesvZOROwCfLR8+c1h5ixJ0rgYVX0G1mjdOIYmSdLsNqr6bDqp65mYD5GZ90XEN4E9KR7Uvnf59W7g7RHxCeAvM7P/y2UkSdLYGmVRlZm/Ak6q0G4N0DHRzLyd4mr/t9SWnOrQzx0YbweWR8QlFM/CvJtiwPN5wGKKO0L+eiqTlyRpVEY96GWN1p1jaJIkzU6jrtGmg6FMYkbE0ymWw/hDYAFwF8UVdp8HDqUoNv8cmA/86TBykCRJo2EBpmHJzFsi4nDgnRQTl08HNlLcgfHXmfmDpuafATYDT6V49uXOFM/NXEXx7KnPZ6bLyUqSZgXrs/HlGJokSbOXNVpvtU1iRsSuwIkUhdcTKK6c+zHwCeAfM/OesumVEXEOxVJfL8ECTJKkGWPQ5S0s2maGiDgQeCPwNGB3oN1DdTIzDxi0j6p3YGTmN3G5WEmSrM/GkGNokiRpkBptNtZntUxiRsRngZdSXOF+L3AO8HeZ+aN27TNzW0RcTPHsAkmSNIPMxoJKEBFHAP8B7ARsBdaV24c0ncq8JEmTN8i/7ZlZe+x2MfvNrY4YneL067DDDpt0jKqsz8aHY2iSJKnBGq23uu7E/GPgOuCTwBfKK+R7uRg4o6b+JUnSmLAAm7X+mmKZs9fhUq2SJI0V67Ox4hiaJEkCrNGqqGsS83mZ+e1+TsjM7wPfr6l/SZIkjdZTga9m5qdHnYgkSdIYcwxNkiSpolomMfstvqRhO+SQQ4bex8TExND7kDR7rFy5cqjxp/JvlleRzVr3Ab+cio4i4hnAm4AjgYcBtwP/A3wkM88v2zwaeDtwGLAvxTM6b6O48+HzwJcy8/6pyFeSpFGzPhsfjqFpnO26664DHavq7rvv7vucXv3WHbPfeHXE6hSjzlyaj61evbprnHnz5nU9vnbt2so5bdu2rWebm266qe33nfTKr1Uj34MPPriv81Svbp+7LVu2PGRfP5+zhg0bNvR9Tjv33ntvLXGqsEbrbU4dQSLiORHx+YjYu8Pxvcvjy+voT5Ikja/Gg8n7+dKMcDnw5GF3EhHvBC4Fngl8C/gg8HWKScrlTU0PAF4O3Amc19RuX4pJzAsjoq5VSSRJGmvWZ+PDMTRJktRgfdZbXQM3fw4cnJk3tzuYmTdHxBHAIop1/CVJ0gw0aFE1WwuxGeavgMsj4sTMPGcYHUTECuC9wH8AL87MjS3Hmy/JvRzYPTO3t2lzIcWE54uBfx5GrpIkjQvrs7HjGJokSRqoRpuN9Vldk5iHUgwmdfM94Nia+pMkSWNqNhZUs1FEvLvN7u8CZ0fEa4BVwIY2bTIz3ztAf3OA9wN3A3/UOoFZBr6/6fv72sXJzPsj4jyKScwD+81DkqTpyPpsrDiGJkmSAGu0KuqaxHwE0PYKsibrynaSJGkGswCbNVZ2OfaM8qudpLibsl9HAvsBXwXuiIgXAE8AtgA/ysz/rBIkIuYCzy9fXjlAHpIkTTvWZ2PFMTRJkgRYo1VR1yTmncCje7R5NLC5pv4kSdKYsgCbNZ49xf09tdyuA34MPLH5YERcCrwkM29t2b8n8GdAAA8Hngs8FvhH4BtVOo6IVR0OHVw1eUmSRsn6bKw4hiZJkgBrtCrqmsT8EXBCRCzJzLWtB8uHlZ8AfL+m/iRJ0piyAJsdMvOSKe6ycTfC64AbgN8BfgjsC3wQ+F3gXIplYpvtCbyn6XUCHwD+KjNziPlKkjQ2rM/GimNokiQJsEarYk5Ncc4CdgUui4gXRsR8gIiYHxHHA5cCuwBn1tSfJEmSZpe55TYo7rj8TmZuysyfAS8Cfg08KyKOaD4pM1dnZlBcvLcv8GbgZODSiHhYlY4z87B2X8Dqmn42SZI0eziGJkmSVFEtk5iZeSHFs40OAP4N2BwRt1IsffGvwP7AezPzW3X0J0mSxlNEDPyl6S0inhMRny/vHmh3fO/y+PIBu7ij3F6fmT9pPpCZ9wDfLl8+rd3JmbktM3+ZmR8FTgGeDpwxYC6SJE0b1mfjxTE0SZIEg9dos01dy8mSme+JiO8Dfw4cDiwGbgd+AJyVmf9eRz8R8RLgWcCTgN+muHrtHzLzFV3OORJ4J8Vg1QLgWuDzZV7bOpzzKuANwCHANuC/gQ9kZttnJ0XETsDbgJdRXOV/F3Ax8J7M/Hm/P+coHHLIIUPvY2JiYuh9zCSHHXbY0PuYivfk4osvHnofy5YtG3ofM8m555479D6OPvroofexcuXKofcBcMopp0xJPzPFbCyoBBQ14MGZeXO7g5l5c3mX5CKKGqlfV5fbDR2ONyY5d6oQ64Jyu3yAPCRJmnasz8bLVIyhzebxs61bt7J+/foHXi9YsKCOsGNry5YtD3y/enXvhULmz5//wPdr1qx50LFuY0RLly7tO7dWa9c+ZAXlnpYsWTKlMfuNV0esTjHqzKX5vf75z7v/p7bffvt1Pd7tc/K4xz3uQa9vueWWrrH6za1X/93az507t0dL2LhxY9fjg3ze2sWsGqdbPnXlUiX23nu3vVYZgLvvvvsh+zZvfuhjndu1G7R9q8a4cK+/F1XNmzevljhVWKP1VtskJjxwNdmFdcZs450UxdcmimXDDu7WuFyK41+ALcBXKIrC3wc+DBwFrGhzzgeA08r4nwF2pCiuvh4Rf56ZH2tpPx/49zLefwEfpXgI+wrgBRFxTGb+cMCfV5KkacUCbNY6FPiPHm2+Bxw7YPxLga3AgRGxY2be13L8CeV2TYVY+5TbrQPmIknStGJ9Nn6mYAzN8TNJksacNVpvtU5iTpE3UxRH11JcUXZRp4YRsRtFEbUNWJ6Z/1XufxfwXeAlEfGyzPxy0zlHUhRg1wFPzcw7yv1/C6wCPhAR38jMNU1dvYWiAPsq8NLM3F6e8xXgPODzEfHExn4N36pVq4beR7crUCRpNrMAm7UeAbS9C7PJurJd3zJzfVlbvRx4N8XAHAAR8Vzgd4E7gW+V+w4H/iczH3T5ZkTsQjFgBvDNQXKRJGm6sT6blRw/U9/uuOOOjscWL1486fgbNmzo+5xed9LWHbPfeHXE6hSjzlya39s777yza5xunwOAu+66q+Ox1pyr3AndT26t7avolq80atZovdXyTMxmEbEwIvaJiMe0+5ps/My8KDN/kZlZoflLgIcDX24UYGWMLfxm4OtPW855Xbl9X6MAK89ZA3wcmA+c1Ngfxaescc5fNBdamfk14DKKJTWeVSFfSZKmPdfzn7XupLiSvptHUzzvaVBvoRiIe0dEXBoRH4iIcymWh90GvDYzN5Rt3w7cHBFfi4izIuL9EfGPwK+A3wEuB/56ErlIkjRtWJ+Np2GOoTl+JknS+LM+6622ScyIODEifkqxlv0vgRvafF1fV38VHVNu2z0M/VLgbuDIcjmLKudc0NIGigexPwa4JjNvqHiOJEkz0iADZLO5EJthfgScEBFtH0IREXsDJ5TtBpKZt1A8N+rDFBOip1LUWN8EnpGZzQ/8/Uy5/3HAKykmQH+H4s6AU4BnZeamQXORJGm6sD4bP2M4hub4mSRJU8z6rJpalpONiFdTPOh7G8WVU79iPJ4xtKzcXtN6IDO3RsQNwOOB/YGfR8RCimckbcrMdk8I/kW5PahKH13OaSsiOq2B2vW5BZIkSWPgLOAFwGURcRrw7cy8txzsOg74ILALcOZkOsnM2ykmJN/So903cblYSZI0ZsZ0DG1ajZ+BY2iSJM0WdT0T863AHcDRmfnzmmLWYVG57bSYdmP/4gHbD3qOJEkz1my8KkyQmRdGxHuBdwH/BmRE3AHsDkT5dUZmtrtaX5IkDZH12VgZxzE0x88kSRoBa7Te6prEfCzwxTEqvqpqfEKqPB+gWT/tK/eRmYe1DVBcXXZoH31KkjQyFmCzV2a+JyK+D/w5xbKvi4HbgR8AZ2Xmv48wvaH48Y9/7Gde0kNUewTd9DHMn2eysevIbaa9X+34b9VYmY5jaGM1fgaOoUmSZgZrtN7qmsS8HdhSU6w6Na7iWtTh+G4t7Xq1b3fVWL99SJrGzj333N6NJunoo48eeh8aPytXrhxq/K9//etMTLRb6al+FmCzW2ZeCFw46jwkSdJvWJ+NlXEcQ3P8TJpFli1b1vX4fvvt1/X47rvv3vHYwQc/eEXnvfbaq2c+CxYs6NmmWa/8WnXLdya56aaberbZtm1bpVhr166t3O/27dsfsu/mm29+yL5dd921Y4zddtvtIfvuvvvuyjk0Ynfrox9z586tJU4V1mi9zakpzjeA5TF+v/Gry+1D1tOPiB2A/SieO3A9QGZuBm4CdomIR7aJd2C5bV6/v2MfXc6RJGnG8qHks1NEvDIifqtHmydGxCunKidJklSwPhsr4ziG5viZJEkjYH3WW113Yr4d+D7wyYg4LTM31RR3sr4LvBw4DvinlmPPBHYGLs3Me1vOObE85wst5zyvqU3DdcAvgYMiYr/MvKHCOWNp1apOz0Svz9577z30PiRJozNoUTVbC7EZ5mxgJXBllzYvBM4A/n6QDiJiDbBvh8PrMnNJS/tdgL8EXkIx+LYFWAV8MDPPHyQHSZKmG+uzsTOOY2iOn0kaCxs2bKilTbM77rij8nm97grtt+9OMavG6ZZPa4w77+x9I3vVu15bYy1cuLCvmP3+ntq17ydGI99+7+rtpOodq5M1SI02G+uzuu7EPBe4G3gNMBERP46I77b5+k5N/VX1VWA98LKIeEpjZ0QsAP5P+fITLed8sty+IyJ2bzpnKfAG4F6airMsHp7ROOf/RsScpnOOB54BXAVcUsPPI0nS2PNKf3Uxl/6fpdTqTuD0Nl8faG4UEYuB/wTeCWwDPkVRGz4R+GZEnDrJPCRJmjasz8bKOI6hOX4mSdIIjKo+i4iXRMRZEXFZRNwVERkRXxogzpry3HZf1dcl7qKuOzGXN32/EHhSh3aTHbQiIk4ATihfNq62PyIizi6/X5+ZbwXIzLsi4rUUxdjFEfFlimcPvBBYVu7/yoMSzLw8Ij4EvAW4MiK+CuwIvBR4GPDnmbmmJa0PAb9HcZX/D8tC8zHACorC9I8z86GLQ0uSNAM56KUuDgLumGSMDZm5skK7lcATgH8FXpqZWwEi4uHAj4APRMQFmfmLSeYjSdLYsz4bK8ubvh/aGJrjZ5Ikjb8R1mjvBH4b2AT8Gji4e/Ou7gQ+0mZ/LatN1DKJmZl13dFZxZOAV7Xs27/8ArgReGvjQGaeFxHPAt4B/AGwALiWosg6s7wS7EEy87SIuBL4M+BkYDvwY+BvM/MbbdrfGxG/A7wN+CPgzcBdwHnAezLzqkF/WEmSpHEVEZ9v2XVCefV9q7kUA1TPAL457LxKLy63725MYAJk5q0R8UHgLOB1wGlTlI8kSdJUjqE9CcfPJElSe2+mmLy8FngWcNEkYlW92Hwgdd2JOWXKX8bKPs/5PvD8Ps/5IvDFPtrfA7yn/JIkadbySv9Z5dVN3yfFYNmTOrRN4IcUhfJkzI+IV1BMim6meAbnpZnZ+tCKxh0H17eJ0dj3nCodRkSnB4dP5kpFSZKmjPXZ7OP4mSRJ429UNVpmPjBpOe514rSbxJQkSeNt3Isf1Wq/chsUE4MfAT7apt024I7M3FxDn0uAc1r23RARJ2Vm8zOU1gOPLHNsvaq/cQeCk5CSpFnB+kySJGn8zJAarerF5gOpbRKzfCD3G4CXA48DFmbmDuWxJwOvBT6SmdfU1aek6WH58uVD72NiYmLofcwkK1asGHofU/GerFy5cuh9gJ+vfgz6oPEZUrTNOpl5Y+P7iDgduKh53xB8AbgM+BmwkWIysrF82QURcURm/qRs+w2K+nNlRPyvRvEcEXtQLIsGRaG9U3lHQEeZeVi7/eUdmodO8meSJGmorM/Gj2Now7XDDjuw5557PvB6/vz5I8xm+O69994Hvj/66KN7tm/+fTz60Y9+0LEnPvGJHc9bunRp/8m1WLt2bd/nLFmypOvxumP2G6+OWJ1i1JnLmjVrKsfp9V73k1ev9w9g0aJFD3z/mMc8pmf7fj+LjXwXL17cs+1Ufd4m+9loF+Pmm2/uGW+vvfaq1O+6desqtesUc8GCBZXPB9h3330fsq/K+zXdDVKjle0P7rRiVKfxiyGrerH5QGqZxIyIHYELKB5OfjvFoNIuTU1uAP4YuBWXi5AkaUZzwGt2yszTR9DHT4HXRcQmimdbrgReVB57N3AssAJ4XER8B9gZOJ6iVr27fF3LlYGSJI0z67Px4RiaJElqmAE1Wj8Xmw+krjsx/zfwbIqBo/9DMWj0rsbBzNwQEZcCv4sFmKbAYYcN/4KDqbgz6+KLLx56H8uWLRt6H5JmlxlQgKmCiGhcIntTZm5ret1TZv6y5nQ+STGJ+cymPtZGxFOBdwK/D7weuIPiDs33Uix/e2dm3ldzLpIkjR3rs7HiGJrGVrc7n5rvlhvUli1b+j6nV791x+w3Xh2xOsWoM5d+7mqr83de5XPTnNv69et7tt+6dWvl/gHuv/9+AG699daebXfYoft0SZUYVWJWjdMtn9YYVX53c+fOrdRvlVjdYvZzPsDChQsnHaNTLoPo9zM2GQPWaKtHdMflQ/R5sflA6prEfDnw/cw8AyAisk2bGygGkCRJ0gzmINmssQZIiiXQrml63UtS/3PZbym3D/o/n8y8FXhj+fWAiHg2xXM8/1/NeUiSNJasz8aKY2iSJAmY0TXaQy42H1RdA0j7Ad/s0eZ24GE19SdJkqTR+nuKCck7W16PwhHl9vqK7V9bbv9hCLlIkiR14xiaJEma6dpebD6IuiYx7wEW92jzGGBDTf1JkqQxNYOvIlOTzHx1t9d1i4jHAxOZeXvL/n2Bj5Uvv9S0fw6wc2Zuamn/GuB/AVfgJKYkaZawPhsrjqFJkiRgRtdo/V5s3lFdk5hXAMdGxI7tnisUEYso1vK/vKb+JEnSGIqIgQqwGVy0zQrl8zCfSnEn5v/LzF8NoZsVwNsi4iKKJdY2AgcALwAWAOcDH2hqvzOwLiL+Hbi23PcM4GnAdcCLMvP+IeQpSdJYsT4bO1fgGJokSbPeIDXaKOqziJhHMf5yf2Ze17S/r4vNB1XXJOZnKK5k/4eI+JPmAxGxGPgCsDvFOriSJGkGc8BrdomIDwBvonjGJEBGxIcz83/X3NVFwDLgyRRX9C2kuEPhe8A5wDmZ2byc7b3Al4GjgeeW+64D3gN8qPUOTUmSZjLrs7HiGJokSQJGV6NFxAnACeXLJeX2iIg4u/x+fWa+tfx+H+DnwI3A0qYw/V5sPpBaJjEz858i4neAk4AXAncARMR/AY8H5gMfz8zz6+hPkkZlxYoVQ+9jYmJi6H1Iw+Qg2ewREX8EvIXiDszVFBOZy4C3RMSPM/Of6uorMy8BLumj/f3An/RsKEnSLGB9Nj4cQ5MkDcMjH/nIWtoAzJkzZ1L93n9/f4se7bPPPpPKoVsug5g3b14tcaoYYY32JOBVLfv2L7+gmLB8K931e7H5QOq6E5PM/JOIuAx4I/BbFINYhwI/o7ja/Qt19aXhOOyww4beh5MzkjTzOUg2q/wJsBX43cy8CKAclLugPFbbJOZ0UUN9PmP187ehjt/jIH+LevVbd8x+49URq1OMUeTSK07dsaTZzPpsvDiGJkntLV68uJY2ze65557a+u8nVreYVeN0y6euXCYbu13Mft+jyfyOJtNvJ3Pnzq0lThWjqtEycyWwsmLbNfxm9a3m/X1dbD6o2iYxATLzbODsiNiJYumLOzNzc519SJKk8eYg2azyW8B5jQlMgMz8j4j4GrB8ZFlJkqQHsT4bP46hSZIka7Teap3EbMjMe4D+p8olSdK0ZwE2q+wOXN1m/2p+82wFSZI0YtZn48sxNEmSZi9rtN76X1hYkiRJKswB2j3s4n7aLDUyWRGxJiKyw9faNu13iYj3RsTPI2JLRGyIiO9ExPPrzk2SJEmSJEn1quVOzIi4vmLTzMwD6uhTkiSNn4gY6Coyrzyb1qb6IXR3Ah9ps39T84uIWAxcBjyB4vlSn6J4yPwLgW9GxBsz88yhZipJ0hiwPhsvjqFJkiQYrEabjfVZXcvJzqH9ANYiYHH5/c20v1JfkiTNIKMsqCLiUcAZwHHAHsAEcB5wembeMWDME4G/L1++NjM/W0OqM8nKiFjZ7kBEbGuzOzNzMjXohvIB9D3zopjA/FfgpZm5tczp4cCPgA9ExAWZ+YtJ5CJJ0rQw6gEva7QHcQxNkiQBo6/RpoNaJjEzc2mnYxHxWOBMiivff7eO/iRJ0vgaVQEWEQcAlwOPAL5G8VzGpwFvBI6LiKMy87Y+Yz4aOIviLr9d6s14xuj3DZ+qD8iLy+27GxOYAJl5a0R8kOJ9fR1w2hTlI0nSyIz4IjNrtCaOoUmSpAYnMXur607MjjLz2oh4MfBT4D3A24fdp3TxxRcPvY9ly5YNvY/ly5cPvY+JiYmh9yFpdhlhAfZ3FINjp2bmWU35fAh4M/A+ikmrSqL4Qb4A3EZxN99ba812BsjMUTxffX5EvAJ4DLAZuBK4NDNb7/pcUm7bLdnW2Pec4aQoSdJ4GfEAmTVaRY6hadTWr1/f8dguu0z+eoFbb72173N22KH78HXdMfuNV0esTjHqzKXbe9uq13vdT1693j/oL7fJePjDH96zzR577NH1+NatW7serxqzapxu+dSVy2Rjt4u5adOmNi37izHMn6+XKp/bujiJ2duUDDxl5hbg34H/NRX9SZKk0Wms6d/PVw197g8cC6wBPt5y+D0Uk10nRsTCPsKeChwDnFSer/GwBDiHYsDzI8B3gV9ExLNa2jX+T3i/NjH2L7cHV+kwIla1+6p6viRJozaK+qzs1xqtT46hSZI0e4yiPptupvLq+a385op4SZI0Aw0yQFZTIXZMub0wM7c3H8jMjcD3gZ2Bp1f8OR4H/A3w0cy8dLLJqTZfoLh7cgnFMmtPBD4FLAUuiIjfbmr7jXK7MiLmNnZGxB7AW8qX8yNip2EnLUnSKI2wPgNrtEE5hiZJ0gw3wvpsWpmS+2IjYk/gRcCvpqI/SZI0OpMoqA4u7257iMw8rMe5jTW+r+lw/BcUdwEcBHynW6CI2IHiTr9fAn/Vo19Nocw8vWXXT4HXRcQmimdbrqSoOQHeTfGerwAeFxHfoRgkPR7YCNxdvm5dhrZdv20/f+Xn9dC+fxBJkqbYiOozsEbrm2NokiTNHrNxUrJftUxiRsS7u8R/NMVg0SJcy1+SJA3HonJ7Z4fjjf2LK8R6N/Bk4OjMvGeSeWlqfJJiEvOZjR2ZuTYingq8E/h94PXAHRR3aL6X4rmYd2bmfVOfriRJs4Y1WgvH0CRJkqqr607MlT2O3wX8n8z8vzX1J0mSxtQkriJbXfGK/kE0ksqujSKeRnFl/wcz8z+HlIvqd0u5fdDztDLzVuCN5dcDIuLZFJ+J/zcl2UmSNGJjWp/B7KzRVvY47hiaJEmzhHdi9lbXJOazO+zfTnHF++rM3FpTXxqSiy++eOh9LFu2rHcjzTjnnnvu0Ps4+uijh96HpGpGVIA1ruJf1OH4bi3tHqJpibJrgHfVl5qmwBHl9vqK7V9bbv9hCLlIkjR2RjhAZo32UI6hDdl9993HTTfd9MDrBQsWjDCb4duyZUtf7Zt/H82/J4Dbbrut43nz5s3rL7E21q1b1/c527dv73q87pj9xqsjVqcYdeZy8803V47T673uJ69e7x88OLf169f3bH/XXXdV7h9g7dq1ADzxiU/s2XaHHbpPl9x666199d0pZtU43fKpK5fJxm4Xs8r72GyXXXaZVA7dchnE1q1T98+wk5i91fKuZuYldcSRJEnT34gKsKvL7UEdjh9Ybjs9jwlgl6bzt3T4OT4TEZ8BPpqZb+o3SQ0uIh4PTGTm7S379wU+Vr78UtP+OcDOmbmppf1rgP8FXIGTmJKkWWKEA2TWaC0cQ5MkSQ1OYvZW152YkiRJRMRABVgNRdtF5fbYiJiTmQ9c7hkRuwJHAfcAP+gS417gcx2OHUrxDKbvUQzGTfdlzKajFcDbIuIi4AZgI3AA8AJgAXA+8IGm9jsD6yLi34Fry33PAJ4GXAe8KDPvn6LcJUkamRHWZ2CNJkmS1NYgNdpsnPSsZRIzIh4z6LmZ+cs6cpAkSeNhFAVVZl4XERcCxwJvAM5qOnw6xbMSP5WZm8sc51FMgN2fmdeVMe4BXtMufkSspBgg+2JmfnZYP4e6ughYRvE+HEHxnm6gGLQ8BzgnM5ufp3Uv8GXgaOC55b7rgPcAH2q9Q1OSpJlsVANe1mgP5RiaJElqmI2Tkv2q607MNfR4CHsHWWMOkiRpDIywAHs9cDlwZkQ8B/g5cDjFc4euAd7R1Haf8viNwNKpTVODKJdeq7z8WnmX5Z8MLyNJkqaPEQ+QWaM92BocQ5MkSYy8RpsW6ip+/p6iuHwmxcPYrwDWAkuAJ1E8wP0SikJNkiSpduWV/k8BzgCOA54PTABnAqe3PktRqsOhhx7KqlWrRp3GtPDgG2WnZ391x6wz3mRjjVMuw4rVygEDaWpYoz2EY2iSJEkV1TWJ+dcUzx34MEUBelfjQETsRrFEyCuBUzKz28PaJUnSNDfKQeHM/BVwUoV2a4DKiWbmSmDloHlJkiSN0qgn7a3RHsQxNEmSBIy+RpsO6prE/BvgfzLztNYDZTH25og4rGz34pr6lDpavnz50PuYmJgYeh+SNB1ZgEmSJI0X67Ox4hiaxtYee+zR8diee+456fhbt27t+5xe/dYds994dcTqFKPOXDZt2lRLHOgvryqfm35yg+6f03YG+YxIU8Uarbc5NcV5JvC9Hm2+Bzyrpv4kSdIYioiBv6ReImJNRGSHr7Utbc/u0rbx9Z1R/SySJE0V67Ox4xiaJEmyPquorjsx51Os3d/NI8t2kiRpBpuNBZWm1J3AR9rsb7189zw6P0vqRGB/4IK6kpIkaZxZn40Vx9AkSRJgjVZFXZOY/w28LCI+lpn/3XqwXAbjpcB/1dSfJEkaUxZgGrIN5fOvusrM8ygmMh8kIhYDfwHcB5xda2aSJI0p67Ox4hiaJEkCrNGqqGsS83TgW8APIuIfgEuBdcBeFMtf/BHF0rWn19SfJEkaUxZgGnMnAjsBX87M9aNORpKkqWB9NlYcQ5MkSYA1WhW1TGJm5n9ExMuATwGvBl7VdDiAO4CTM9PnDkmSNMNZgGnI5kfEK4DHAJuBK4FLM3NbxfNfW24/PYzkJEkaR9Zn48MxNEmS1GCN1ltdd2KSmV+NiAuA44FDgUUUzyz6MfC1zNxcV18ajuXLlw+9j4mJiaH3MZOce+65Q+/j6KOPHnofK1asGHoffrb6s3LlyqH3ccoppwy9D0mz0hLgnJZ9N0TESZl5SbcTI+II4InANZl5UdUOI2JVh0MHV40hSZLU4BjacO24447ss88+D7yeP39mP1703nvv7at98+/j/vvvf9Cx1atXdzxv48aN/SVWU4yFCxdOacx+49URq1OMUeRSpW0/sXq9f63x1q/vvVjOLrvsUrn/5phVYt96661dj69du7avvjvFrBqnWz515VIl9rJlyzq2bfc3qN+/S+3a33fffX3FGKTfTjKzljiqR22TmABlkfWP5ZckSZplImKgq8i88kwVfQG4DPgZsBHYH/gz4GTggog4IjN/0uX8k8vtZ4aapSRJY8T6bDw5hiZJ0uw2SI02G+uzWicxGyJid2CXzPzVMOJLkqTxNRsLKk2NzGx9NtRPgddFxCbgNGAl8KJ250bEIuAPgfuAs/vs97AOMVdR3D0hSdJYsz4bX46hSZI0e1mj9TanrkARsUtEfDAi1gLrgRuajh0eEedHhIM8kiTNcI0ryfr5kibpk+X2mV3avALYGfjXzOy9jpAkSTOI9dl4cQxNkiRB/zXabFTLnZjlle3fAx4PXEFRgD2uqcn/AM8A/hfF+v6SJGmGmq1FlUbqlnLb7YErry23nxpyLpIkjR3rs/HhGJokSWqwRuutrjsx30FRfL06Mw8Fzm0+mJl3A5cAz6mpP0mSNKa80l8jcES5vb7dwYg4HPht4JrMvHiqkpIkaVxYn40Vx9AkSRLgnZhV1PVMzBcD387Mv+/S5kbgqTX1J0kjsXLlyqH3ccoppwy9D2lYBi2qZmshpuoi4vHARGbe3rJ/X+Bj5csvdTj95HL76SGlJ0nS2LI+GzuOoUmSard69eqebTZs2FAp1tq1ayv3e+eddz5k35o1ayqfD3DvvfdOKoduuQxiy5YttcTpZZAara76LCJeAjwLeBLFRd+7Av+Qma8YINajgDOA44A9gAngPOD0zLxjsrnWNYn5KOBferTZBCyqqT9JkiTNLiuAt0XERRTPjdoIHAC8AFgAnA98oPWkiNgNeClwH/DFKctWkiSpPcfQJEnSqL2TYvJyE/Br4OBBgkTEAcDlwCOArwGrgacBbwSOi4ijMvO2ySRa1yTmRooku9mPYp1/SZI0g3nVvobkImAZ8GSK5WMXAhsonil1DnBOZmab815etv1yZlqLSpJmJeuzseIYmiRJAkZao72ZYvLyWoo7Mi8aMM7fUdQ1p2bmWY2dEfGhso/3Aa+bTKJ1TWL+P+D3ImLXzNzYejAiHgk8H/hGTf1JkqQx5SCZhiEzL6F4PlS/530C+ET9GUmSNH1Yn40Vx9AkSRIwuhotMx+YtBw0h4jYHzgWWAN8vOXweyge7XNiRJyWmZsHyxTmDHpii49SrHV7fkQ8rvlA+fpcimW+zqypP0mSNKb6fSi5g2qSJEnDZX02VhxDkyRJQP81WungiFjV7muK0z+m3F6YmdubD5QXan0f2Bl4+mQ6qeVOzMz8dkSsBFYCPwXuB4iI9cDuQAB/mZmX19Gf1Mu555479D6OPvroofexYsWKofcxMTEx9D40flauXDn0PvxszV4OekmSxlW//0a1X6W6nvi9Yg/y72m7mFXjdMunrlwmG3syP1+dMTrF6ddhhx026RhVWZ+ND8fQNM523XXXgY5VtXlz/zfi9Oq37pj9xqsjVqcYdebSz/tX5++8Sr/NbZYtW9az/dKlSyv3D7BoUfGI4X322adn27322qvr8XXr1vXVd6eYVeN0y6c1xt57790z3pIlSyr1u3bt2krtOsW87777Kp8P7XOfM6f/+++q/ny9zJs3r5Y4VUzzGq3xH+w1HY7/guJOzYOA7wzaSV3LyZKZZ0TEZcCpFDOrewAJnA98ODO/W1dfkiRpPA165f40L9okSZLGlvXZ+HEMTZIkDVKjle1XZ+bUXQ3X2aJye2eH4439iyfTSS2TmBHxTOCuch3dQR8AKkmSZgAHvCRJksaL9dn4cAxNkiQ1zPAarfHDTWoJk7qeiXkRxUM6JUnSLOczlzQsEbEmIrLD19qWtmd3adv4Gng5E0mSphPrs7HiGJokSQIGfibmuGjcabmow/HdWtoNpK7lZNcD99QUS5IkSerkTuAjbfZvanl9HrCmQ4wTgf2BC+pKSpIkqSLH0CRJ0kxwdbk9qMPxA8ttp2dmVlLXJObFwJE1xdKInHvuuUPv4+ijjx56H5Kk0RrDK8M0s2zIzJW9GmXmeRQTmQ8SEYuBvwDuA86uNTNJksaU9dlYuRjH0CSprZtvvrlnmx133LGvmGvXru3dqLRt27baYnWLWTVOt3xaY1T53W3fvr1Sv/38nO1iVsmlWbv3dJDfddWfr5f777+/ljhVTPMarbEs/rERMSczH3gDImJX4CiKC7d+MJlO6prEfCfww4h4L3BGZk7duyxJU2jlypVD72NiYmLofUjDNM0LMM18JwI7AV/OzPWjTkaSpKlgfTZWHEOTJNVu2bJlPdssWbKkUqxFizqtDlot5vz58yufD7B06dJJ5dAtl0EsWLCgljhVTIcaLSLmAQcA92fmdY39mXldRFwIHAu8ATir6bTTgYXApzJz82T6r2sS8+3AT4G/Av4kIn4CrOWhD+zMzPyTmvqUJEljZtA1+qdD0aaxMT8iXgE8BtgMXAlcmpndL5n9jdeW208PIzlJksaN9dnYcQxNkiQNVKPVVZ9FxAnACeXLxuzvERFxdvn9+sx8a/n9PsDPgRuBpS2hXg9cDpwZEc8p2x0OPJtiGdl3TDbXuiYxX930/RJ+80O3SsACTJKkGcwBLw3ZEuCcln03RMRJmXlJtxMj4gjgicA1mXlRt7Yt563qcOjgqjEkSRol67Ox8uqm7x1DkyRpFhthjfYk4FUt+/Yvv6CYsHwrPZR3Yz4FOAM4Dng+MAGcCZyembdPNtG6JjH3qymOJEma5hwk0xB9AbgM+BmwkaK4/jPgZOCCiDgiM3/S5fyTy+1nhpqlJEljxvpsrDiGJkmSgNHVaJm5ElhZse0aoGOimfkr4KQ68mpn4EnMiHglcEVmXpmZN9aYkyRJs85MGliaST+Lxktmnt6y66fA6yJiE3AaRQH+onbnRsQi4A+B+4Cz++z3sA4xVwGH9hNLkqRRsD4bLcfQJI2Tr33ta12Pt3s+YbO1a9dW7qvKMwrXrFnzwPc333xzz/a98mvVyPdP//RP+zpP9er2uWv3nvbzOWuo65mYGzZsqCVOFdZovU3mTsyzKQaKrmzsiIhXAa/KzGMml5Y0OStWrBh6HxMTE0PvQ5KmIwswjcAnKSYxn9mlzSuAnYEvZ+b6KclKkqQxYX02cmfjGJqmgX322afjsb333nvS8efOndv3OXvttdeUxuw3Xh2xOsWoM5f777//ge+7vc/Q+73uJ69e7x88OLcq+v0szpkzp6/20lSyRuut7v+ClwLPqjnmpEXEmojIDl9tp/Qj4siIOD8ibo+IuyPiyoh4U0R0/CsdEa+KiB9FxKaIuDMiLo6I3xveTyZJkiTglnK7sEub15bbTw05F0mSpCqWMmZjaI6fSZKkcVPXMzGngzuBj7TZv6l1R0QcD/wLsAX4CnA78PvAh4GjgIfc5hcRH6C4A+DXFM9Z2hF4GfD1iPjzzPxYLT+FJEljLCIGuorMK880SUeU2+vbHYyIw4HfBq7JzIunKilJksaB9Zn65PiZJElTYJAabTbWZ7NpEnND+bDSriJiN4oiahuwPDP/q9z/LuC7wEsi4mWZ+eWmc46kKMCuA56amXeU+/8WWAV8ICK+UT4AVZp1Vq5cOfQ+TjnllKH3ofEzVf9wV3kmg35jNhZUGr6IeDwwkZm3t+zfF2gMdn2pw+knl9tPDyk9SZLGmvWZ+jDtx8+2bNnC6tWrH3i9YMGCyYQbe1u2bHng+17POoQH/z6an0XYS7/PIWxnGM+4qztmv/HqiNUpRp25NL/X5513Xtc4k3km5gknnPCg11WeLdic2yc+8Yme7ffdd9+ebZrV+QzPuj5vk/1s1JnLZGO3i9nub8swn4l5/PHHV247bqzRenNB6Id6CfBwiucl/VdjZ2ZuAd5Zvmx9CvDryu37GgVYec4a4OPAfOCkYSUsSdI4aVxJ1s+XVMEK4OaIuCAi/i4i3h8RXwVWA48Fzgc+0HpSOcD2UuA+4ItTmbAkSePC+kxD4PiZJEmTZH3W22TvxMxaspga8yPiFcBjgM0UD1O/NDO3tbRrPFD9W21iXArcDRwZEfMz894K51wAvKts855J5D90K1Y8ZJWP2k1MTAy9D0nSaM3WokpDdxGwDHgyxfKxC4ENwPeAc4BzMrNdbfrysu2XM3P91KQqSdJ4sT4bC9NlDM3xM0kj88hHPrJnm7333ruvmHPmFPdx7bPPPj3b7rXXXl2Pz53b8XG/fcWsGqdbPnXlMtnY7WLef//9D9nX7X1rd6zxvlXReG+r/ny9zJs3r5Y4VVij9TbZScyVEbGydWdEtBY2DZmZo1rCdgnFAFezGyLipMy8pGnfsnJ7TWuAzNwaETcAjwf2B34eEQuBfYBNmdluhu4X5fagXglGxKoOhw7uda4kSePCAkzDUNZrl/Rs+NDzPgH0XpNIkqQZzPpsLEyXMbSxHz8Dx9AkSTODNVpvky2G+v0Nj+od+QJwGfAzYCNFAfVnFM9HuiAijsjMn5RtF5XbOzvEauxfPGB7SZJmrEGXt7Bok2Yf/7vXdDDo57T9jeFTH6OuOHXlMozY4/7zjQPrs7ExHcbQHD+TJGmKDFKjzcb6bOBJzMycNs/TzMzTW3b9FHhdRGyieKD4SuBFFcM1PiX9/l9Oz/aZeVjbDouryw7tsz9J0jQy7MGzww47jB//+MdD7UOSJEnSQ02XMbTpMn4GjqFJk3HCCSd0Pb506dKux9euXdvx2PHHH/+g10uWLOmZz5o1a3q2adYrv1bd8tXU6fa523fffR+yb926dZVjNz53dS0ne8YZZ9QSR/WYFkXUEH2y3D6zaV/jyq9FtLdbS7te7XtdaSZJ0ozS70PJZ+NVZJIkSVPJ+kyT5PiZJElDYH3W22yfxLyl3C5s2nd1uX3IGvwRsQOwH7AVuB4gMzcDNwG7RES7Jw8fWG4f8owASZJmIgfJNCwRsSYissPX2pa2S7u0zYj48qh+DkmSppr1mSbJ8TNJkobA+qy3UTwgfJwcUW6vb9r3XeDlwHHAP7W0fyawM3BpZt7bcs6J5TlfaDnneU1tJEma8WZrUaUpcyfwkTb7N3Vo/xPgvDb7f1pTPpIkjT3rM02S42eSJA2BNVpvM34SMyIeD0xk5u0t+/cFPla+/FLToa8C7wdeFhFnZeZ/le0XAP+nbPOJlm4+SVGEvSMizsvMO8pzlgJvAO7locWZJEkzkgWYhmxDZq7so/0VfbaXJGnGsT5TL46fSZI09azRepvxk5jACuBtEXERcAOwETgAeAGwADgf+ECjcWbeFRGvpSjGLi6XGrsdeCGwrNz/leYOMvPyiPgQ8Bbgyoj4KrAj8FLgYcCfZ+aaYf6QmplWrlw59D5OOeWUofcxFT/HxMTE0PvQ+MnMKenHz1d1gy5vYdEmSZI0HNZnqmjGjJ8tWLCAgw8++IHX8+fPn2zIsXbvvb+52bX55+6k+fdx4403Vu5n33337S+xNtatW9f3OXvttdeUxuw3Xh2xOsWoM5c63+t+8ur1/kHx32w/li5d2lf7tWvX9m5UWrJkSdfjixcv7qvvTjGrxumWT125TDZ2u5h1vKf95LB69WoANmzY0Fe/nWzZsqWWOL0MUqPNxvpsNkxiXkRRPD2ZYvmLhcAG4HvAOcA52TIKnpnnRcSzgHcAf0BRrF1LUWSd2dq+POe0iLgS+DPgZGA78GPgbzPzG8P50SRJGj+zsaDSlJofEa8AHgNsBq6kWKpsW4f2e0fEKcAewG3Af2bmlVOTqiRJ48H6TBU4fiZJ0hSzRuttxk9iZuYlwCUDnPd94Pl9nvNF4Iv99iVJ0kxiAaYhW0IxkNbshog4qaz7Wj23/HpARFwMvCozf1mlw4hY1eFQ70vdJUkaA9Zn6sXxM0mSpp41Wm9zRp2AJElSXSLiURHx+Yi4OSLujYg1EfGRiNi94vl7RMRrIuLfIuLaiLgnIu6MiO9FxJ9EhLXTaH0BeA7FROZC4InAp4ClwAUR8dtNbe8G3gscBuxefj2L4i6D5cB3ImLhVCUuSdJsZo0mSZKkQcz4OzElSdLUGtVVZBFxAHA58Ajga8Bq4GnAG4HjIuKozLytR5gVwCeACYrJrl8CewEvBj4LPC8iVrRbGkvDl5mnt+z6KfC6iNgEnAasBF5Utr0FeHdL+0sj4liKZdEOB14DfLRCv4e121/eoXloHz+CJEkjMcqr/K3RJEmS2vNOzN68Uk2SJNWq8WDyfr5q8ncUg2OnZuYJmfm2zDwG+DDF833eVyHGNcALgUdl5ssz8+2Z+ccUy4b+iuJZPy+uK2HV5pPl9pm9GmbmVorBzkrtJUmaCUZYn4E1miRJUlsjrM+mDe/E1Iy0cuXKofdxyimnDL0PSZpuBi2qJluIRcT+wLHAGuDjLYffA5wMnBgRp2Xm5k5xMvO7HfavjYhPUgyyLQf+ZVIJq263lNuqy8Pe2md7SZKmrVHVZ2UMazRpGlm9enXHY1u2bJl0/LVr1/Z9zoYNG6Y0Zr/x6ojVKUaduaxZs6ZynF7vdT959Xr/4MG5XX311T3b9/tZXLduHQDLli3r6zxp2Aap0WbjRKZ3YkqSpFqN6Er/Y8rthZm5vflAZm4Evg/sDDx9En3cX263TiKGhuOIcnt9xfaNz0HV9pIkTWsjvBPTGk2SJKkD78TszTsxpTE2FXeUTkxMDL0PSbPLJIqqg8tnDD5Ep2cSNmlcUnlNh+O/oLgL4CDgO/0mFhE7AK8sX36r3/M1eRHxeGAiM29v2b8v8LHy5Zea9h8O/Hdm3tfS/hjgza3tJUmayUZUn4E1miSpD1Xully6dGlfMRcvXgzAwQcf3LPtXnvtVSlWP9rFrBqnWz515TLZ2O1iLliwoPL5APvuu++kcuiWyyD6zX8yZuvEZD+cxNQDXIJVklSHERVgi8rtnR2ON/YvHjD+3wBPAM7PzG8PGEOTswJ4W0RcBNwAbAQOAF4ALADOBz7Q1P79wOMj4mLg1+W+3+I3d4S8KzMvn4K8JUkauREOkFmjSZIqG+ZyslVM1fLFk11quM5cJhu7Xcx+li+G9u/pMH++XupYPrsqJzF7cxJTkiSNi9UVr+gfRKMqzL5PjDgVOA1YDZxYZ1Lqy0UUd3M8mWL52IXABuB7wDnAOZnZ/P6eA7wIeCrwPGAesA74Z+BjmXnZlGUuSdL0Ncz6DKzRJEmS1IWTmJIkqVYjuoqscRX/og7Hd2tpV0lEvAH4KHAV8JzWpUw1dTLzEuCSPtp/Dvjc8DKSJGn6GOFV/tZokiRJHXgnZm9OYkqSpNoM+qDxGoq2xpozB3U4fmC57fQ8poeIiDcBHwZ+SjE4dsvA2UmSJI3ICOszsEaTJElqa5AabTZOejqJKUmSajWiguqicntsRMzJzO1N+ewKHAXcA/ygSrCI+EuKZyxdATw3M9fXm640+/Tzt+HBKwMPv7+q/dYds994dcTqFGMUufSKU3csaTYb4YCXNZokSVIHs3FSsl9OYmpGWrly5dD7mJiYGHofkjQdjaIAy8zrIuJC4FjgDcBZTYdPp3h+4qcyc3OZ4zzgAOD+zLyuOVZEvAs4A1gFHOvyZJIkabob1QCZNZo0vRx88MEdj+27776Tjr948eK+z9lrr72mNGa/8eqI1SlGnbksWLCgcpxe73U/efV6/6C/3ACWLl3aV/tBPiPSVHESszcnMSVJUq1GWIC9HrgcODMingP8HDgceDbFEmXvaGq7T3n8RmBpY2dEvIpicGwbcBlwapufZ01mnj2Un0CSJGkIRjxAZo0mSZLUhpOYvTmJKUmz0FT8A3nzzTcPvQ+NpxFf6f8UigGu44DnAxPAmcDpFa/W36/czgXe1KHNJcDZk0pWA4mINUCny4LXZeaSprZLgRu6hPtKZr6svuwkSRpfoxwgs0aTpo+vfe1rHY/VcSfmunXr+j6n1518dcfsN14dsTrFqDOXG2+8sXKcXu91P3lVuROzObfVq1f3bN/vnZhr166t3HbJkiVdj/cTq1vMqnG65VNXLlViH3/88X33pWpGWaNFxKP4TX22B0V9dh5FfXZHxRhrqDhOMygnMfUAl2CVJE3WIA8lb5xXh8z8FXBShXZrgId0mpkrgZW1JKNhuRP4SJv9mzq0/wlFEd7qpzXlI0nSWBt1fQbWaJKkarotadzQ74R6ncvf1rV88WSXGq4zlyqxu70v7WL2u0Rwu/d0mD9fL/3mP6hBarS66rOIOIBipYxHAF8DVgNPA94IHBcRR2XmbRXD9TtO0xcnMSVJkjSdbCgHMqu6os/2kiRJkiRJM9nfUUxgnpqZDzyzPCI+BLwZeB/wuoqx+h2n6YuTmJLUB5dhlXpzPX9JkqTxYn0mSdLMdt555/VsM+hyst20u/uxn+WLof2dmMNYfrqqDRs21BKnilHUaBGxP3AssAb4eMvh9wAnAydGxGmZuXmK03sIJzElSVKtHCTTkM2PiFcAjwE2A1cCl2bmtg7t946IUyie73Ab8J+ZeeXUpCpJ0niwPpMkSRo/I6rRjim3F2bm9uYDmbkxIr5PMcn5dOA7FeL1O07TFycxJUlSrRwk05AtAc5p2XdDRJyUmZe0af/c8usBEXEx8KrM/GWVDiNiVYdDvR/YIknSGLA+kyRJGj8D1mgHdxqnyMzDKpy/rNxe0+H4LygmMQ+i2iRmv+M0fXESU5Jmocwceh8TExND70PjyUEyDdEXgMuAnwEbgf2BP6NY6uSCiDgiM39Str0beC9wHnB9ue+3gJXAs4HvRMSTxmFpFEmShs36TFIVxx9/fMdj7ZZ77NcwloesO2a/8eqI1SlGnbn0s7xnr/e6n7yqLO9Zx9Kj3dSZb12ft8l+NurMpa7YGsyIarRF5fbODscb+xdXiNXPOM1AnMSUJEm1iYiBCjAH1lRFZp7esuunwOsiYhNwGsUE5YvKtrcA725pf2lEHAt8DzgceA3w0Qr9tr2Ssbzy8dA+fgRJkqac9ZkkSdL4GaRGK9uvrnjH5aAaSfW8C6afcZpBzZnMyZIkSa0aRVg/X9IkfbLcPrNXw8zcCny2antJkmYC6zNJkqTxM6L6rHGn5aIOx3draTeIyuM0vXgnpiT1wWVYpd4c9NII3FJuF1Zsf2uf7SVJmtaszyRJmtm6LQfdMIzlZNvFrGOJ4GEul9vLGWecUUucKkZUo11dbg/qcPzActvpmZlV9DtO05F3YkqSJGm6O6LcXt+11W88vc/2kiRJkiRJM8FF5fbYiHjQHGFE7AocBdwD/GASffQ7TtORk5iSJKlWLlemYYiIx0fEw9rs3xf4WPnyS037D4+IHdu0PwZ4c2t7SZJmMuszSZKk8TOK+iwzrwMuBJYCb2g5fDrF3ZN/n5mbyxznRcTBEXFAS+59jdMMyuVkJQ3dVPwP8M033zz0PiRV46CXhmQF8LaIuAi4AdgIHAC8AFgAnA98oKn9+4HHR8TFwK/Lfb8FHFN+/67MvHwK8pYkaeSszzSbbNiwgfPOO++B1wsWLBhdMlNgy5YtfbVv/n30s+Rju+Ue+zWM5SHrjtlvvDpidYpRZy51vteTXWq0VR1Lj3bTyLfKcqvSVBthjfZ64HLgzIh4DvBz4HDg2RTLyL6jqe0+5fEbKSY+G/odpxmIk5iSJKk2g14Z5sCaKrgIWAY8mWJZkoXABuB7wDnAOfngBxefA7wIeCrwPGAesA74Z+BjmXnZlGUuSdIIWZ9JkiSNn0FqtDrvxoyIpwBnAMcBzwcmgDOB0zPz9gph+h2nGYiTmJIkqVYOeGkYMvMS4JI+2n8O+NzwMpIkafqwPpMkSRo/o6zRMvNXwEkV2q0BHpJov+M0g3ISU5Ik1cpBMknt1HAB5sj7qztmnfEmG2ucchlWrFb+e6XZxM+7JEnS+LFG681JTEmSVCsLMEmSpPFifSZJkjR+rNF6cxJTGmNT8Ufs5ptvHnofkiRJkiRJktTNeeed17PN0qVL+4q5du3aym332muvrsfXrVvXV9+dYlaN0y2funKZbOx2MW+88cbK5wPsu+++k8qhWy6D2LBhQy1xVI85o05AkiTNLI0Hk/fzJVUREWsiIjt89fw/04j4XFP7x05FzpIkjQPrM0mSpPFjfdabd2JKGrqpeAbWxMTE0PuQ1NugRdVsLcQ0kDuBj7TZv6nbSRHx+8Afl+12qT8tSZLGk/WZZpvFixdzwgknPPB6/vz5o0tmCtx77719tW/+ffRzt1S7O6X6NYw7q+qO2W+8OmJ1ilFnLnW+15O9S69VHXftdTPIZ0SaCoPUaLOxPnMSUzOSy7BK0ujMxoJKU2pDZq7s54SIeDjwGeArwBLgWUPIS5L0/2/vzsMlqcrDj39fGBYFBUUR48LIIhg0qKCCKA6giCJbIsYNZSKK0Qio+UU0EQYJiSYuoMYgiqCikSARYgJxQQZQXKKIaBwUhQEXFlmGzWEb398fpy709HTf7r7dt6v63u/neeqpuVWnznu6eql36lSdUmOZn0nqx9lnn911nZ2Ys1eXnZgPtG02h5NtvbhBagpztN7sxJQkSSNlAqYGOqmavxk4s86GSJJUB/MzSZKk5jFH681OTN3Puxebx2FYJU0iEzDNsvUi4tXA44E7gcuACzNzVafCEXEwsD9wQGbe5OdTkjQfefyTJElqHnO03uzElCRJI2UCplm2GfDZtmVXRcTizLygdWFEbA6cAJyWmWfNNGBE/KDLqm1nWqckSeNkfiZJktQ85mi9rVV3AyRJ0twx9VDymUxSH04B9qB0ZG4APAX4OLAQODcitp8qGBFrAZ8G7gAOG3tLJUlqCPMzSZKk5jE/6493YmpOchhWSZLmnsw8pm3RT4A3RsQdwNuBJcAB1bq3As8D9s7MW4aMu0On5dUdmk8fpm5JkiSpKfbbb7+u6zbffPOh67/++usH3uZRj3rUWOsctL5R1NWtjlG25eqrr+67nl7v9SDt6vX+wWBtg8E/izP5jEhqDu/ElCRJI+VVZKrBidV8V4CI2Bo4DjglM8+prVWSJDWE+ZkkSVLzmJ/15p2Yup93L0qSRmG+JlWq1Q3VfINqvh2wHrA4IhZ32eaK6rN6wDDPy5QkaRKYn0mSJsF0dwNPmc07Mcd15++wd+mOsi3D1t2pzlHcXTubr6+X97znPSOppx/maL3ZiSlJkkbKBEw12LmaX1nNlwMndym7N+WZmmcAt1VlJUma08zPJEmSmsccrTc7MSVJ0kiZgGk2RMR2wLWZeXPb8s2Bj1Z/ngaQmZcCh3SpZymlE/NdmfmL2WqvJElNYn4mSZLUPOZovdmJKUmSRmamY/SbtKkPBwJHRsT5wFXA7cCWlDsr1wfOAd5fX/MkSWom8zNJkqTmmUmONh/zMzsxJUnSSM3HhEpjcT6wDfA0yvCxGwArgG8CnwU+m+N4wLckSRPI/EySJKl5zNF6sxNTkiRJjZeZFwAXjKCeRcO3RpIkSZIkSbPNTkxJkjRSXkUmSZLULOZnkiRJzWOO1pudmJIkaaRMwCRJTTXoMWrQUaoHqb9X3TM5nnaqs996pmvPqNoybN3DvL5R1tGtnkHtsMMOQ9fRL/MzSZKk5jFH681OTEmSNFImYJIkSc1ifiZJktQ85mi9rVV3AyRJ0twRETOepF4iYnlEZJfpuj62P7ml/FbjaLMkSXUzP5MkSWoe87P+eCemJEkaqfmYUGmsbgWO77D8juk2ioh9gL+oym04+mZJktRc5meSJEnNY47Wm52YkiRppEzANMtWZOaSQTaIiEcCnwBOBzYDnjcL7ZIkqbHMzyRJkprHHK03OzElSdJImYCpgU6q5m8GzqyzIZIk1cH8TJIkqXnM0XqzE1OSJEmTZL2IeDXweOBO4DLgwsxc1alwRBwM7A8ckJk3+R8ESZIkSZKkyWAnpiRJGik7iTTLNgM+27bsqohYnJkXtC6MiM2BE4DTMvOsmQaMiB90WbXtTOuUJGmczM8kSZKaxxytt7XqboAkSZo7ImLGk9SHU4A9KB2ZGwBPAT4OLATOjYjtpwpGxFrAp4E7gMPG3lJJkhrC/EySJKl5zM/6452YkiRppOZjQqXxyMxj2hb9BHhjRNwBvB1YAhxQrXsr8Dxg78y8Zci4O3RaXt2h+fRh6pYkaRzMzyRJkprHHK0378SUJEkj5VVkqsGJ1XxXgIjYGjgOOCUzz6mtVZIkNYT5mSRJUvOYn/XmnZiSJGmk5mtSpVrdUM03qObbAesBiyNicZdtrqg+qwcM87xMSZImgfmZJElS85ij9eadmCMUEY+NiE9FxG8j4u6IWB4Rx0fEw+pumyRJ41Lnlf6jOhZ7TJ84O1fzK6v5cuDkLtN1VZkzqr+Xj6uRkiTVpe47Mc3R1Mr3UZKkwvysN+/EHJGI2BK4GNgUOBu4HHgmcDiwV0Tskpk31dhESZJm3UyTqlEkYqM6FntMb6aI2A64NjNvblu+OfDR6s/TADLzUuCQLvUsBTYD3pWZv5it9kqS1BR15mdVPeZoup/voyRJxUxytPmYn3kn5uh8jPJGHZaZ+2fmkZm5O/AhYBvKc5kkSdLsGdWx2GN6Mx0I/DYizo2Ij0XE+yLii5QEeSvgHOD9tbZQkiR1Yo6mVr6PkiTVb2LyMzsxRyAitgD2pAxH9i9tq48G7gQOiogNkCRpjqtjuLJRHYs9pjfa+cCXgCcArwTeBjwP+CbwWuAlmXlPfc2TJKm56hpO1hxNrXwfJUlanflZb3Zijsbu1fyrmfmH1hWZeTvwLeDBwE7jbpgkSeNW00myUR2LPaY3VGZekJmvyMxtM3PjzFwnMx+ZmS/IzM9kZvZZz6LMDIeSlSTNJ3V1YmKOptX5PkqS1ML8rDefiTka21Tzn3dZfwWlR/qJwHndKomIH3RZtf0VV1zBC1/4wpm3sA/rrLPOrNYPcO+99856DJg7r8XX0T8/W4PxdQxmLryWZcuWASyc1SBVnB133HFG2wHbdjsWZuYOPaoYybF4hPVofli4bNkydtih18dT0qSaze/3bNQ9TJ2jbk/TXt8o6xhVPcuWLWP99dcfQWt6x6kpPwNzNK1uZO/jdOfQLr/8cnbeeefWsgM2c7L0eS3f/Vr3xz339D+QybrrrjtQnE7uu+++gbdZsGD609ejrnPQ+kZRV7c6RtmWUb7Xg7Sr1/sHg7UNBv8sjrK9o/q8DfvZGGVbhq27U52jeE9n8/X10uRzaPMxP7MTczQ2qua3dlk/tXzjGda/6q677rr1xz/+8fIBttm2ml8+w5jGmMw4xph/McYVxxiTH2MhcNvom7Kay1euXMkll1wy0+0XDhF7VMfi2T6ma27ZcOXKlasuueSSH9XdkAkwrmPiXOH+Gsys7a8hjmm11N1nnR3316jbU+PrG2UdXT9bI3p9C1euXDmX8zMwR9PqxvE+rrVy5cpVP/zhD83P+mPO0T/31WDcX4Nxfw1mtvfXQpp9Dm3hkLEnKj+zE3M8pi5xmvbSqD57yfsLWPXEj7JOYzQ/jjHmX4xxxTHG/IsxE5n5qrrbMI2+jsVjrEdzw0+ged/FJmrq71ZTub8G4/4ajPurf3NhXzU8PwNzNK2u7/ex2/dyLnxvx8n91T/31WDcX4Nxfw1mLuyvhudojcrPfCbmaEz1KG/UZf1D28pJkqTRGtWx2GO6JEnS6JijqZXvoyRJ9Zuo/MxOzNH4WTV/Ypf1W1fzbmMDS5Kk4YzqWOwxXZIkaXTM0dTK91GSpPpNVH5mJ+ZonF/N94yI1fZpRDwE2AVYCXxn3A2TJGmeGNWx2GO6JEnS6JijqZXvoyRJ9Zuo/MxOzBHIzF8CX6U8UPXNbauPATYAPpOZd465aZIkzQuDHosjYp2I2DYithymHkmSJHVnjqZWvo+SJNVv0vKzBcNsrNW8CbgY+HBE7AEsA54F7Ea5XfZva2ybJEnzwSDH4sdU66+mJFszrUeSJEnTM0dTK99HSZLqNzH5WWTmsHWoEhGPA94D7AVsAlwLnAUck5k319g0SZLmhX6PxRGxELgKuDozF860HkmSJPVmjqZWvo+SJNVvUvIzOzElSZIkSZIkSZIkNYrPxJQkSZIkSZIkSZLUKHZiSpIkSZIkSZIkSWoUOzElSZIkSZIkSZIkNYqdmJIkSZIkSZIkSZIaxU5MSZIkSZIkSZIkSY1iJ6YkSZIkSZIkSZKkRrETcwJFxPKIyC7TdX1sf3JL+a0mIUZELJymbEbEFyYkxqk9YmREnFdXnEHf94jYMCKOjYhlEXFXRKyIiPMi4sWdXsO4YrRs+9yIODMiro2Iu6v5V1u3jYjHRcTHIuK7EXFdVe63EXFRRCyOiHUmIUaX7Xp+D8cRJyIO7uPzuKql/DoRcXhEnBIRl0bEPVWZQ6ZpQxNjbB0R74iIb0TEr6oY10fE2RGxW10xJA0vIh4bEZ+qfsvvjnJsOz4iHlZ325oiIjaJiEMi4ksR8YuIWBkRt0bENyPidRHh/0P6EBEHtfz+dz1GzWczzV/mo4jYu9o3v66+k1dGxBkRsXPdbatDRLw0Ij4SJSe/rfqendZjm2dHxDkRcXNE/D4iLouIIyJi7XG1W1Jn5mf9MUcbnvlZb+Zn/TM/W535mTpZUHcDNGO3Asd3WH7HdBtFxD7AX1TlNpzAGD8Czuqw/CcTEuMsYHmXOg4CtgDOrTlOXzEiYmPgIuDJwP8BHwc2APYF/jsiDs/MD9cVIyL+DjgWuBH4L+Ba4BHA04BFwDlV0S2BVwHfpey3m4FNgBcBnwJeExEvyMz7Gh6jfbtBvoezHedS4Jgu654L7M7qn8cNeODzcT1wHfC4Hi+hiTGOBf4c+Cll/90MbEP5/O7b5fM7jhiShhARWwIXA5sCZwOXA88EDgf2iohdMvOmGpvYFAcC/0o5npwPXAM8CvhT4JPAiyLiwMzM+prYbBHxOOAj9Hksn49mmr/MRxHxPuBvgJso+eiNwFbAfsCfRcRrMnPaE0Rz0N8B21O+Y78Gtp2ucETsB5wJ3AWcTsm79gE+BOxC+d2TVAPzs4GYow3B/Kw387P+mZ91ZH6mNWWm04RNlM6p5TPY7pGUE/VfAJYCCWw1CTGAhVVdp87WvhpHjGnq2Bj4PXA38Ii64gy4v46v9teZwIK2z8BVwD3A1jXFOLDa7mvAQzqsX6fl3+sCa3UqQ0noE3hZ02O0Le/7ezjOOF3q+Ha13b5t++tFwKOrv5dUZQ6Z4ee+rhgHA0/rUPZ51Wf37qn4TYnh5OTUewK+Un0X39K2/IPV8hPrbmMTJspFF/u0H/+AzSgnyxL4s7rb2dQJCODrwC+Bfx7mGDVXp5nmL/Nxqr53q6q8bdO2dbtV+/HKuttZw37ZDdi6+r4tqvbDaV3KPhS4ocqtdmxZvj6l4ySBl9f9mpyc5utkfjbQvjJHm/m+Mz/rvY/Mz/rfV+ZnnfeL+ZnTGpNDBMwvJ1XzN094jLnoIOBBwH9k5o0TEudPq/lR2XIHYWb+DvgApYPujeOOUQ198j5KZ+0rM/P29koz896Wf9+TmX/oUuas6s+tmx6jTd/fw3HF6RL7ycBOwG+A/26Jd09mnpuZ186k3gbFODUzf9hePjMvoHT6rgs8uykxJPUWEVsAe1IuyPmXttVHA3cCB0XEBmNuWuNk5jcy88vtx7/MvA44sfpz0dgbNjkOo5xkXEz5XKnFkPnLfLQ55VEy383MG1pXZOb5wO2Ui9Pmlcw8PzOvyMx+7jZ6KWUffSEzv99Sx12UOwYA/nIWmimpB/OzwZijDcX8bBrmZwMzP+vA/EydOJzs5FovIl4NPJ5y4LwMuDAzV3UqHBEHA/sDB2TmTRExkTGAP4qIQylDcd4EfDszL5vAGO1eX81PmrbUeOL0G2Ozan5lhzqmlu1RQ4xnA08AvgjcEhF7U4ajvQv4XmZ+u0ubVlONmz41Vn/7+9/YGDP4Ho4rTieHVvOTB/gMz5UYU4n7GkMI1xhDUm+7V/Ovdjjxc3tEfItyEm0noOMzrgX4+zStiHgS8F7ghMy8MCJ277XNPDSSXGweuYIyQsMzI+IRrRczRsSuwEPo/DgNPWDqe/g/HdZdSDlh++yIWC8z7x5fsyRhfjZK5mhdmJ/1xfxsMOZnwzM/myfsxJxcmwGfbVt2VUQsru7AuV9EbA6cQLn1+qxJjVF5QTW1xl4KvDYzr5mgGK117ww8Bfh5daXNdMYRp98YNwKPpiQoP20rv0U17zZu+WzGeEY1vx64hPKa7xcRFwIvre7mbF3+COCvKMMVPJLyGdgK+DxlDP/Gx5jh93BccVYTEQ8CXg38gfLcjZFraoxq/+1BSaYubEIMSX3bppr/vMv6KygnyZ6IJ8k6iogFwGuqPzv9Z3Neq/bPZynDub2r5uY02YxysfkqM2+OiHdQhlX8aUScRblYc0vKc7S/xgMXTKmzrr//mXlfRFwFbEf5P8qycTZMkvnZKJijdWd+1jfzswGYn42E+dk84XCyk+kUysnpzYANKAeFj1Oe6XhuRGw/VbC6lf/TlIfhHjapMSgn4o8FdgAeVk3PozxPcBFwXpehQZoWo5M3VPNP9Cg3jjiDxJjqdFtS3VEIQERsAryt+nO9qgNmnDE2reZvpAyd+3zK1UtPpjwnY1fgjA6v/RGUoWaOogw1sCXwfuDgDkMYNC7GEN/DccVp9zLKM1rPzcxfDVHPRMWIiPWAzwHrAUsy85aGxJDUn42q+a1d1k8t33j2mzKx3ks5xpyTmV+puzENdBTwNEpusLLuxjTYTHOxeSszj6c8qmEBZXSWIynPrfoVcGr7MGZag7//UnP5/RwNc7TuzM/6Y342IPOzofn7P19kAx7M6TSaidIZksCXWpa9vVr24rayS6vlW01CjGnKLgC+U5U/fNJiUH5s76Q8gPgRo3rfRx2ny/u+GeWZEwn8GDieMkzt9cAvqngJrDvOGMA/VctWAdu3xXgQJRFIYOcu7VibMszt4ZSD3beBh7eVaVyMmX4PxxWnQ9xvVeX36aPskqrsIQN+bpsWY23g36vyXwCiKTGcnJz6m6pjUNffCuAfqvVH1t3WJk6Ui1+SchXsw+tuT9Mm4JmU4dv+qW35jI5Rc3kaNhebjxPwN9Xn64OUq9EfDDydclIx2z93822iXLSalJFGOq3/eY+c+uJq/U51vxYnp/k2mZ+NZB+ao3XfN+Zn/e8r87PB95n52fT7x/zMicz0Tsw5ZuoB3LsCRMTWwHHAKZl5zqTGmE5m3scDwyv2LN/AGK+mHKD+I1vGPh/QOOKsESPLQ9+fAXyYckflm4D9KHdPPp+SoNyamfeMOcYt1fzKzPxRa4AsV8xNXVH4zE6NyMxVmXlNZp5AGbZhJ+A9bcUaFWPI7+G44twvIv6Y8qyEXwOj+t1odIzqTuLTKFfU/Tvw6sySUdUdQ9JApq7k3KjL+oe2lVMlIt5MGYr8p8BumXlzzU1qlJZhyn4OvLvm5kyCoXKx+SYiFgHvA/4zM9+WmVdm5u8z8xLgAOA3wNsjYotpqpnv/P2Xmsvv5xDM0bozPxuY+dkAzM9Gwt//ecJOzLll6hbzqSFPt6MMJ7g4IrJ1ogyTCnBFtWz/BsfoZWos9X7LNynG66v5xweot444HWNk5u8y8/DM3CIz183MR2Xm6yjPsAzgf2uI8bNqvqJLnKmkqn2Y207OreaLGh5jmO/huOK0mhrT/+TMXDVNuWE0Jkb1H59/A15Oef7pK6uLI5oSQ1L/pn4zn9hl/dbVvNszmealiDgC+CjwE8rJsevqbVEjbUj5XD0JuKvtGHt0VeYT1bLj62pkg4wyF5sPXlLNz29fkZm/B75HOTfwtHE2asJ0/f2v8rAnUO6kuHKcjZIEmJ/NmDlaT+ZngzE/G4z52fDMz+aJBXU3QCO1czWf+mIuB07uUnZvylCdZwC3VWWbGqOXnQYs34gYEfEsYHvg55m5dIB664gz6P6a6jT9XA0xLqQcoLaOiHU73An65Gq+vI8Yj6nm7Z1BTYuxnJl/D8cVB4CIWB84CPjDNHUNpUkxImJdyl2R+wGfARZn5h+aEkPSwKb+g7lnRKzV+l2LiIcAuwArKcPQC4iId1CesXQp8IIhRp6Y6+6m+2/90yknL75J+Y/6t8fVqAYbZS42H6xXzR/ZZf3U8n5HUJmPvgG8CtiLcuFYq10po95cmJl3j7thkszPZsIcrS/mZ4MxPxuM+dnwzM/mi7rHs3UabKLcCbXG+PTA5sAVlHGe39VHPUvpMmZ0E2MAz6LDsxWB3YG7qvLPbnqMtjInV+vfPpvve79xZrC/1gI27FD+kKrsD4F1xh2jWn9atf7v25a/gNIhtALYuOV9f3CHOjYEvlbVc1zTY8zkezjuOFW5g6pyX+71uW/ZZgkDPGuiKTEoCel/V+U+CazVb3vGFcPJyWnwiQeeT/KWtuUfrJafWHcbmzJRht1K4Pv4fKVh9uNAx6j5Mo0if5kvE/Cyal9dBzymbd2Lqv21Etik7rbWuI8WMf0zlx5KGZ3nbmDHluXr88Dzll5e9+twcpqvk/nZwPvLHG34fWh+1nm/mJ/1v6/Mz3rvI/MzJzLTOzEn0IHAkRFxPnAVcDuwJeUuqPUpz0x7/xyM8T5gu4hYSnk2HMCfUDoYAd6dmRdPQAwAIuKhwJ9Trqb59Bp7Z03jiDNojAcD10fE14BfVMueSxnb/pfAAZl5bw0xAN5G6Tj824jYlTIEw+aUMeVXAa/PzBVV2XcCiyLiAuAa4PfA4ygJw8aUg94/TkCMYYwrDsAbqvlJ0xWKiCOBbas/n1rNF0fEc6p/fzMzP7nGhs2KcSLwYuBGyrMMjoqI9jJLs/sd0uOIIWlwb6L8bn84IvYAllF+Q3ejDFP2tzW2rTEi4rWU5z2vAi4CDuvw+7Q8M08dc9M0d4wzf5l0XwS+Tnmm/LKI+BLlhNmTKEOZBXBkZt5UXxPHr3r8wf7Vn5tV850j4tTq3zdm5l8DZOZtEfF6yr5cGhFfAG4G9gW2qZafPp6WS+rA/KxP5miaZeZn/TM/68D8TB3V3YvqNNhEee7cvwGXU65euZdyxcHXgNcA0Wc9S+l+l2TjYgCvA/6LMuTAHZQrLK6h/BA9dxT7ahwxWrb7y2rf/Ntsvu+DxJnB/lqHcpfnz4A7q+ky4Cg63D05rhgt2z6cctXlVZRO3JuAs4Gd2srtTRmS9ueUBz3fS3k+59cpnUgLJiHGTL6H445DScQS+BWwdp/1dZtObXqMPupPYEldMZycnGY+US5EOQW4tvrNvBo4Aa9kb91HS/r4fVpadzsnYcIr/afbN0PlL/NpouTVR1CGU7yNMtzbDZT//+xZd/tq2ie9fqeWd9hmF8qFl7dQ7o74MfDWXnmnk5PT7E/mZ33vJ3O00e5H87M19435Wf/7yvxszX1ifua0xhTVGy1JkiRJkiRJkiRJjbBW3Q2QJEmSJEmSJEmSpFZ2YkqSJEmSJEmSJElqFDsxJUmSJEmSJEmSJDWKnZiSJEmSJEmSJEmSGsVOTEmSJEmSJEmSJEmNYiemJEmSJEmSJEmSpEaxE1OSJEmSJEmSJElSo9iJKUmSJEmSJEmSJKlR7MSUJEmSJEmSJEmS1Ch2YkqSJEmSJEmSJElqFDsxJUmSJEmSJEmSJDWKnZiSGisiTo2IjIiFs1T/oqr+JbNRvyRJkiRJkiRJmhk7MSWNVdVp2DqtiogbI+IbEfGqPrZfWG136hiaK0mSNJSIOLjKXQ6uuy2DiIiHR8TNEfEvdbeliYa52C6KSyPiollomiRJ6oM52txkjibNPQvqboCkeeuYar4OsA2wP7BbROyQmW+r1r0TeC/wm/E3T5IkaXURkQNusnhWGjIe7wEeBPxD3Q2ZazIzI+Jo4KyIeGlmfrHuNkmSNMnM0TQK5mhSM9mJKakWmbmk9e+I2AP4GnBERHw4M5dn5rXAtXW0T5IkqYNjOiw7AtgIOAFY0bbuUuAq4DtMUE4TEY8HDgVOyUwvJpsFmXl2RCwDjouIMzNz0JOvkiTpAeZoGglzNKl57MSU1AiZeV5EXA48CXgGsLwaMva1wBMyc3n17Mqjq01eGxGvbalicWaeOvVHROwJvAV4FiVpvQG4BPhIZn69PX5EPBU4DtgFWBf4X+CdmXnxCF+mJEmaYO0XYUEZioySaxyfmcu7bHrr7LVqVhxK+b/iqTW3Y677NGXUkT2ANfJTSZLUH3M0jZg5mtQgPhNTUpNENe92ldNSyhV0AD+iXGk3NV16fyURxwBfARZV8w8A51E6SF/dod4dgYuB9YFPAv8FPAc4LyK2meFrkSRJ6vq8pYhYXk0bRsSHIuJXEbGyeg7P/lWZBRHxroi4IiLuiohfRsRfTRPrhRFxTvW88bur8v8cERsP0N6gDLH2q04Xc0XEoyLi/RHxs4i4MyJWVP8+NSK2GLZNEfHYiPhwy2u+OSK+FxHv7lB2h4g4MyJuqOq+OiI+FhGP7lD2/ucjRcShEfHjqv7rI+KkiNioS3ueHxEXVa/15og4KyK2nWb/7RsR50XEtVWbfhsRF0TEmzoU/0I1f123+iRJ0uwwRzNHM0eTJoN3YkpqhIh4PuXZmEm5C3INmbk0IpYDhwOXdrnSbk/gKMqwIM9tH14jIh7boeq9WfNOzkOBE6tYnRIaSZKkYa1DGU7/4cDZlNEgXgGcWeU0b6KMKnEucDdwIPCRiPhdZp7eWlFEHEW5sOtmygVZNwB/Avw18OKI2Dkzb+ujTdsBj+aBkzetMR4MfAvYsmr3lykXoW0O7Ad8Ebhypm2KiB0pF6A9HLgQ+A/gwcAfA0uAY1vKvgQ4s4r/ReBqYAfgL4H9ImKXLndd/BPwwqrtXwV2A14PbAXs3vZ6XwqcDtxTza+lXOj2beCyDvvnDcDHgeuq+m8ENq1e82LgY63lM/PqiPgN8PyICIcrkySpMczRzNHM0aSGsBNTUi2iDA0LJTHcBtifkuB8KDOvHqLqt1Tzt3d6PkBm/rrDNt9q7cCsfAr4KPDMIdoiSZI0nT+iDHe/KDPvBoiIz1JODp0B/BJ4cmauqNZ9ELgcOJJywoZq+W6UE1HfBl48Vb5adzBwSrX+rX206TnV/Psd1u1BOTl2fGauVldErAusN9M2VdufQTk59qrM/Hxb/Y9r+feGlGHUFlD23UUt695BGf7rJGDPDq9hJ+ApmXlNVX4B8A1gt4h4ZmZ+ryXGx4E/UC6Mu39/RMSHKM/Zanco5WTa9pl5Q1v7H9GhPJSL9/anjBjy0y5lJEnSeJmjmaOZo0kN4XCykupydDW9k3JF1UXAQZn5tiHr3YlyN+f/DLDNGglgZt4LXA88bMj2SJIkTeeIqZNjANXJnqsoOcg7Wk8sZeaVlKvsnxIRa7fUcVg1f31r+WqbUynD7r+qz/Y8vppfO02Zle0LMvOezLx9iDbtAywE/rP95Fi1za9a/twP2AQ4vfXkWOUDwHLgBRHxeNb0nqmTY1W991FO1sHqF6/tRzlZ9/nWk2OVJXR/htZ9wL0d2n9jl/LXVfNObZUkSfUxRyvM0STVyjsxJdUiM6N3qRnZGLglM9dI3Kaxosvy+4C1u6yTJEka1orM/GWH5b8FngD8oMO631Dyk82qfwPsTDkpc2BEHNhhm3WBR0bEJpl5U482bVLNb+mw7oIq5pER8XTgHMoJu0szc1Vb2UHbtFO1/Nwe7QN4ejX/RvuKzLwvIi6knGx7GnBNW5FOdy9MnXxrvXhtKsYFHWLcGhGXAs9rW/U5ygm6/4uI06ttv5WZv+v6SsowbgDd7gKQJEnjZ45mjmaOJjWEnZiS5poVwCYR8aABOzIlSZLGbborxcnMTuvvq+brtCzbhPJ/u6N7xNsQ6HWCbCp/Wr99RWbeFhE7UYYY25fy3CKAGyPiY8DfV6NZzKRNG1d/r/E4gA42qubd7kSYWr5xh3UrOiyb2qetF69Nxbi+S4zr2hdk5gcj4kbKc7IOowxnlhFxAfD/OtwtAPCgam7eKklSc5ijmaOZo0kN4XCykibN1BVk3e6Q/A7l2Zp7jac5kiRJtbuVMhJF9Jj6ee741HOCNum0MjN/nZmvAzYFnkw5EXQTcFQ1zbRNK6r5Y/p8vVDudOjk0W3lZmJq20d1Wd8xdmZ+JjN3ouy/vYGTgV2Br0TEph02mdrPN3RYJ0mSJps52urM0SQNzE5MSZPmFsozL7uNSf+Rav6BiFgjweq0TJIkacJ9B3hYRGw3grouq+bbTlcoi//LzI8AL6gW7z9Em75TzV/UR9kfVvNF7SsiYgHwnOrPS/qM3cnUtu3DkRERGwFPnW7jzFyRmedk5uuBUynPbnpuh6LbAn8AfjxEWyVJUjOZo1XM0STNlJ2YkiZKZt4BfBd4bkR8LiKOjoi/i4g/qdZ/FTiW8oyCZRHxmYg4LiI+GRGXA8fV13pJkqRZ8aFq/omI+KP2lRGxQTXEWD8uoox8sUb5iHhyRCzssM3UlfC/H6JNXwaWA/tGxCs6lG+9EO0synOKXtHhdR0BbAF8PTPbn7U0iLMpF8+9MiJ2bFu3hAeGMmtt417VCbp2U1f3/76t/HqUE20/zMwVQ7RVkiQ1kznaA47AHE3SDPhMTEmT6CBK0rUX8ArK8LG/proqLTOPiojvUIbOeAmwAWX4h+8Dn6mjwZIkSbMlM8+LiCOBfwSuiIhzgKsozzLanHKl+jfpY7j9zLw1Is4DFkXEwzLzlpbVzwc+GBEXA5dT8qvHAvtRrlT/55m2KTPviYgDga8Cn4+IQylX/q8PPAnYg+r/r5l5R0T8BXAGcEFEnAFcA+wA7El5FtKhA+zCTvvhjoh4A3A6cFFEnE55jtNzKEO0XUgZgqzVF4C7IuKblJN9Qbmy/xnAD4Cvt5VfBKwLnDlMWyVJUjOZo5mjSRqenZiSxiozY4CyBwMHd1j+C2CfHtueA5zTo8xSSuLSbf3C3q2UJEmqX2a+LyK+RbmI6zmUk1a3Ar8BTgI+P0B1H6OcaHo58K8ty78CHE85MbQf8FDKSaOvAR/MzIuHaVNmfj8ingocSRmy7NnA7cAvgKPbyp4dEbsA7wJeSLnq/jrgRODYzPztAK+3o8z8YkTsVcV+GXA35cTYzlUb20+QHVm15enAi4G7gKuBdwD/mpn3tpV/LXAP5ZlMkiRpDjJHM0eTNJzIzLrbIEmSJElqiIhYm/L8n3uAp6X/aRy5iNiUcifA5zPzkJqbI0mSJoA52uwzR5Oax2diSpIkSZLul5mrgL8Gtgf+tObmzFXvojzX6t11N0SSJE0Gc7SxMEeTGsZOTEmSJEnSaqqh+Q+nPO9IIxQRQRni7aDMvLbu9kiSpMlhjjZ7zNGkZnI4WUmSJEmSJEmSJEmN4p2YkiRJkiRJkiRJkhrFTkxJkiRJkiRJkiRJjWInpiRJkiRJkiRJkqRGsRNTkiRJkiRJkiRJUqPYiSlJkiRJkiRJkiSpUezElCRJkiRJkiRJktQodmJKkiRJkiRJkiRJahQ7MSVJkiRJkiRJkiQ1ip2YkiRJkiRJkiRJkhrFTkxJkiRJkiRJkiRJjWInpiRJkiRJkiRJkqRGsRNTkiRJkiRJkiRJUqPYiSlJkiRJkiRJkiSpUf4/OXOrEK41vVYAAAAASUVORK5CYII=\n", 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\n", 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" ] }, "metadata": { "image/png": { "height": 207, "width": 910 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def init_nmf_template_pitch_onset(K, pitch_set, freq_res, tol_pitch=0.05):\n", " \"\"\"Initializes template matrix with onsets for a given set of pitches\n", "\n", " Notebook: C8/C8S3_NMFSpecFac.ipynb\n", "\n", " Args:\n", " K (int): Number of frequency points\n", " pitch_set (np.ndarray): Set of fundamental pitches\n", " freq_res (float): Frequency resolution\n", " tol_pitch (float): Relative frequency tolerance for the harmonics (Default value = 0.05)\n", "\n", " Returns:\n", " W (np.ndarray): Nonnegative matrix of size K x (2R) with R = len(pitch_set)\n", " \"\"\"\n", " R = len(pitch_set)\n", " W = np.zeros((K, 2*R))\n", " for r in range(R):\n", " W[:, 2*r] = 0.1\n", " W[:, 2*r+1] = template_pitch(K, pitch_set[r], freq_res, tol_pitch=tol_pitch)\n", " return W\n", "\n", "def init_nmf_activation_score_onset(N, annotation, frame_res, tol_note=[0.2, 0.5], tol_onset=[0.3, 0.1],\n", " pitch_set=None):\n", " \"\"\"Initializes activation matrix with onsets for given score annotations\n", "\n", " Notebook: C8/C8S3_NMFSpecFac.ipynb\n", "\n", " Args:\n", " N (int): Number of frames\n", " annotation (list): Annotation data\n", " frame_res (float): Time resolution\n", " tol_note (list or np.ndarray): Tolerance (seconds) for beginning and end of a note (Default value = [0.2, 0.5])\n", " tol_onset (list or np.ndarray): Tolerance (seconds) for beginning and end of an onset\n", " (Default value = [0.3, 0.1])\n", " pitch_set (np.ndarray): Set of occurring pitches (Default value = None)\n", "\n", " Returns:\n", " H (np.ndarray): Nonnegative matrix of size (2R) x N\n", " pitch_set (np.ndarray): Set of occurring pitches\n", " label_pitch (np.ndarray): Pitch labels for the templates\n", " \"\"\"\n", " note_start = np.array([c[0] for c in annotation])\n", " note_dur = np.array([c[1] for c in annotation])\n", " pitch_all = np.array([c[2] for c in annotation])\n", " if pitch_set is None:\n", " pitch_set = np.unique(pitch_all)\n", " R = len(pitch_set)\n", " H = np.zeros((2*R, N))\n", " for i in range(len(note_start)):\n", " start_idx = max(0, int((note_start[i] - tol_note[0]) / frame_res))\n", " end_idx = min(N, int((note_start[i] + note_dur[i] + tol_note[1]) / frame_res))\n", " start_onset_idx = max(0, int((note_start[i] - tol_onset[0]) / frame_res))\n", " end_onset_idx = min(N, int((note_start[i] + tol_onset[1]) / frame_res))\n", " pitch_idx = np.argwhere(pitch_set == pitch_all[i])\n", " H[2*pitch_idx, start_onset_idx:end_onset_idx] = 1\n", " H[2*pitch_idx+1, start_idx:end_idx] = 1\n", " label_pitch = np.zeros(2*len(pitch_set), dtype=int)\n", " for k in range(len(pitch_set)):\n", " label_pitch[2*k] = pitch_set[k]\n", " label_pitch[2*k+1] = pitch_set[k]\n", " return H, pitch_set, label_pitch\n", "\n", "\n", "H_init, pitch_set, label_pitch = init_nmf_activation_score_onset(N, annotation, frame_res, \n", " tol_note=[0.1, 0.5], tol_onset=[0.2, 0.1])\n", "W_init = init_nmf_template_pitch_onset(K, pitch_set, freq_res, tol_pitch=0.05)\n", "\n", "W, H, V_approx, V_approx_err, H_W_error = libfmp.c8.nmf(V, 2*R, W=W_init, H=H_init, L=100, norm=True)\n", "plot_nmf_factors(W_init, H_init, W_init.dot(H_init), Fs, N_fft, H_fft, freq_max, label_pitch=label_pitch )\n", "plot_nmf_factors(W, H, W.dot(H), Fs, N_fft, H_fft, freq_max, label_pitch=label_pitch )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As illustrated by the figure, the learned **harmonic templates** have a much cleaner harmonic structure compared with the ones in previous factorizations. The reason is that most of the transients' broadband energy is now captured by the **onset templates**. Furthermore, one can observe an impulse-like activation pattern at the beginning of note events for most of the onset templates. This indicates that these templates indeed represent onsets. Having a closer look at the onset templates, one can observe a spread of energy across many different spectral coefficients. Often, the spread is concentrated in regions around the fundamental frequency and the first harmonic." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Further Notes\n", "\n", "In summary, we have seen that a combination of template and activation constraints may significantly stabilize and guide an NMF-based factorization process to yield a musically meaningful decomposition. In this process, constraints on the activation side can compensate for using relatively loose or even no constraints on the template side and vice versa. We close this notebook with some final remarks.\n", "\n", "* Note that the constraints introduced are hard in the sense that zero entries in $W^{(0)}$ and $H^{(0)}$ **remain zero** throughout the learning process. Therefore, one should use rather generous constraint regions to account for potential synchronization inaccuracies and to retain a certain degree of flexibility. \n", "\n", "* We want to emphasize that using hard constraints by setting certain coefficients to zero allows for using exactly the same **multiplicative update rules** as in standard NMF. Thus the constrained procedure inherits the **ease of implementation** and **computational efficiency** of the original approach. This is one of the most advantageous aspects of using NMF." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "Acknowledgment: This notebook was created by Meinard Müller and Tim Zunner.
" ] }, { "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 }