{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\"FMP\"\n", "\"AudioLabs\"\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\"C7\"\n", "

Audio Matching

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

\n", "Following Section 7.2 of [Müller, FMP, Springer 2015], we discuss in this notebook the task of audio matching, which was originally considered in the following article.\n", " \n", "

\n", "

" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Task Specification and General Requirements\n", "\n", "\n", "In the [FMP notebook on content-based audio retrieval](../C7/C7_ContentBasedAudioRetrieval.html), we gave an introduction to various retrieval tasks based on the query-by-example paradigm. While significant progress has been made for highly specific retrieval scenarios such as [audio identification](../C7/C7S1_AudioIdentification.html), retrieval scenarios of lower [specificity](../C7/C7_ContentBasedAudioRetrieval.html) still pose many challenges. We now address a retrieval task referred to as **audio matching**: given a short query audio clip, the goal is to automatically retrieve all excerpts from all recordings within a given audio database that **musically** correspond to the query. In this matching scenario, as opposed to classic audio identification, one allows semantically motivated variations as they typically appear in different performances and arrangements of a piece of music. For example, two different performances of the same piece may exhibit significant nonlinear global and local differences in tempo, articulation, and phrasing, which are due to the freedom an artist has in executing performance directives such as ritardandi, accelerandi, fermata signs, or ornamentations. Furthermore, one has to deal with considerable spectral variations, which are due to differences in instrumentation, dynamics, accentuation, and so on. \n", "\n", "To further illustrate the audio matching scenario, let us consider the [Symphony No. 5 by Ludwig van Beethoven](../C1/C1S1_SheetMusic.html). Being one of the most popular pieces in the Western classical music literature, there exist a large number of different performances and arrangements of Beethoven's Fifth Symphony. More than $100$ recordings are commercially available, not to mention numerous nonprofessional live performances as may be found on video-sharing websites such as YouTube. Here are some examples for the first 21 measures (also shown as [sheet music representation](../C1/C1S1_SheetMusic.html) in a piano-reduced form).\n", "\n", "\"C7\"\n", "\n", "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", " \n", " \n", " \n", " \n", "\n", " \n", " \n", " \n", " \n", "\n", " \n", " \n", " \n", " \n", "\n", " \n", " \n", " \n", " \n", "
PerformerAudio
Bernstein
Karajan
Sawallisch
Gould (piano version)
Scherbakov (piano verison)
" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "PDQ Bach - Beethoven Symphony No. 5\n" ] }, { "data": { "image/jpeg": 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"text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import IPython.display as ipd\n", "import numpy as np\n", "print('PDQ Bach - Beethoven Symphony No. 5')\n", "ipd.display(ipd.YouTubeVideo('MzXoVo16pTg', start=1, width=480, height=360))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now imagine you are sitting in a student orchestra concert at your university and listen to a performance of Beethoven's Fifth. You take your smartphone, record a few seconds, and send the audio fragment to an identification service. Since the live performance of the query is not part of the system's fingerprint database, the service will not be able to identify the recording when using traditional [fingerprinting techniques](../C7/C7S1_AudioIdentification.html). This is exactly the scenario where audio matching techniques should step in. \n", "\n", "For example, let us assume that the query consists of a recording of the first theme of Beethoven's Fifth. Then the goal of audio matching is to find all audio fragments that musically correspond to the query in a given database. The retrieved matches should include the repetitions of the main theme in the exposition and recapitulation within the same performance as well as the corresponding excerpts in other recordings, arrangements, and synthesized versions (e.g., obtained from MIDI files). All the retrieved matches can then be presented and made accessible to a user by means of suitable interfaces. Extending the functionality of the [Interpretation Switcher](../C3/C3S3_MusicAppNav.html) (see Section 3.3.1.1 of [Müller, FMP, Springer 2015]), all the matching sections within the retrieved recordings can be highlighted, as indicated by the next figure. Based on this interface, the user can easily browse through and listen to the retrieved audio fragments, possibly starting a new retrieval process with a refined query or a retrieved item.\n", "\n", "\"FMP_C67_F08.png\"\n", "\n", "\n", "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
PerformerTheme (Exposition)Theme (Repetition of Exposition)Theme (Recapitulation)
Bernstein\n", " \n", " \n", " \n", " \n", " \n", "
Karajan\n", " \n", " \n", " \n", " \n", " \n", "
Scherbakov
(piano verison)
\n", " \n", " \n", " \n", " \n", " \n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Overall Matching Approach\n", "\n", "In the audio matching scenario, we are given a query audio fragment $\\mathcal{Q}$ and a collection of database recordings. Without loss of generality (e.g., by concatenating all recordings), we assume that this collection is represented by a single document $\\mathcal{D}$. A typical matching approach proceeds along the following lines.\n", "\n", "* **First step:** The query $\\mathcal{Q}$ and the document $\\mathcal{D}$ are converted into sequences of audio features, say $X=(x_1,x_2,\\ldots,x_N)$ and $Y=(y_1,y_2,\\ldots,y_M)$, respectively. The length $N$ of the query sequence is typically much shorter than the length $M$ of the database sequence. The features used should capture piece-specific properties (e.g., harmonic and melodic aspects), while being invariant to performance-specific variations (e.g., local tempo, articulation, note execution, and instrumentation). As an example, we use [CENS features](../C7/C7S2_CENS.html) as introduced in Section 7.2.1 of [Müller, FMP, Springer 2015].\n", "\n", "* **Second step:** Based on the feature sequences $X$ and $Y$, one tries to identify subsequences in $Y$ that are similar to $X$. To this end, one may use techniqus such as diagonal matching or a subsequence variant of dynamic time warping. In both cases, one obtains a mathching curve $\\Delta:[0:M-1]\\to\\mathbb{R}$. The positions of all local minima of $\\Delta$ that are close to zero point to subsequences of $Y$ similar to $X$.\n", "\n", "* **Third step:** Using a suitable [strategy for selecting local minima](../C7/C7S2_DiagonalMatching.html) of $\\Delta$, one derives a ranked list of matching subsequences (called **matches**), constituting the result of the matching procedure.\n", "\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## DTW-Based Audio Matching: Beethoven Example\n", "\n", "In the following, we provide a concrete example implementation of an audio matching procedure following the lines as described above. Note that there are many alternatives (e.g., regarding feature representations, alignment strategies, and minimum selection) and different parameter choices, which may have a substantial impact on the final results. \n", "\n", "* As feature representation, we use [CENS features](../C7/C7S2_CENS.html) computed by the function `compute_cens_from_file`. In particular, starting with STFT-based chroma features with a feature resolution of $10~\\mathrm{Hz}$, we use $\\mathrm{CENS}^{21}_{5}$-features with a resolution of $2~\\mathrm{Hz}$.\n", "\n", "* We then compute a matching function using [subsequence DTW](../C7/C7S2_SubsequenceDTW.html). In our implementation, we use the function `compute_matching_function_dtw` with step size condition $\\Sigma=\\{(2, 1), (1, 2), (1, 1)\\}$.\n", "\n", "* As for the matching strategy, we follow the simple iterative retrieval procedure described in the [FMP notebook on diagonal matching](../C7/C7S2_DiagonalMatching.html) to identify local minima of the matching function. Note that, in the DTW-case, these local minima are [**end positions** of matching subsequences](../C7/C7S2_SubsequenceDTW.html). To obtain the respective start positions of the matches, we need to apply backtracking strategy for computing optimal warping paths (`libfmp.c7.compute_optimal_warping_path_subsequence_dtw_21`).\n", "\n", "We apply the matching procedure for our Beethoven example. As a query, we use the Bernstein recording of the first theme (first $21$ measures). Recall that the theme appears once more in the repetition of the exposition and, with some musical modifications, in the recapitulation. As for the database documents, we consider three different versions—two orchestral versions conducted by Bernstein and Karajan, respectively, and Liszt's piano transcription played by Scherbakov. \n", "\n", "For each version, we visualize the cost matrix $C$ along with the manually annotated ground-truth annotations of the theme (three occurrences per version). Furthermore, we show the resulting matching function with the top five matches. From the figures, one can make the following observations:\n", "\n", "* The matching functions clearly reveal the first two occurrences of the theme in all three versions. \n", "* Due to significant differences in instrumentation, it is much harder to identify the Bernstein orchestral query in the Scherbakov piano version than in the Karajan orchestral version. \n", "* Due to musical differences, it is much harder to identify the theme's third occurrence in the recapitulation than its second occurrence in the repetition of the exposition. " ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "=== Query X: Bernstein (Theme 1); Database Y: Bernstein ===\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "=== Query X: Bernstein (Theme 1); Database Y: Karajan ===\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "=== Query X: Bernstein (Theme 1); Database Y: Scherbakov (piano version) ===\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import os\n", "import sys\n", "import numpy as np\n", "import librosa\n", "import matplotlib.pyplot as plt\n", "\n", "sys.path.append('..')\n", "import libfmp.b\n", "import libfmp.c4\n", "import libfmp.c7\n", "%matplotlib inline\n", "\n", "def compute_cens_from_file(fn_wav, Fs=22050, N=4410, H=2205, ell=21, d=5):\n", " \"\"\"Compute CENS features from file\n", "\n", " Notebook: C7/C7S2_AudioMatching.ipynb\n", "\n", " Args:\n", " fn_wav (str): Filename of wav file\n", " Fs (scalar): Feature rate of wav file (Default value = 22050)\n", " N (int): Window size for STFT (Default value = 4410)\n", " H (int): Hop size for STFT (Default value = 2205)\n", " ell (int): Smoothing length (Default value = 21)\n", " d (int): Downsampling factor (Default value = 5)\n", "\n", " Returns:\n", " X_CENS (np.ndarray): CENS features\n", " L (int): Length of CENS feature sequence\n", " Fs_CENS (scalar): Feature rate of CENS features\n", " x_duration (float): Duration (seconds) of wav file\n", " \"\"\"\n", " x, Fs = librosa.load(fn_wav, sr=Fs)\n", " x_duration = x.shape[0] / Fs\n", " X_chroma = librosa.feature.chroma_stft(y=x, sr=Fs, tuning=0, norm=None, hop_length=H, n_fft=N)\n", " X_CENS, Fs_CENS = libfmp.c7.compute_cens_from_chromagram(X_chroma, Fs=Fs/H, ell=ell, d=d)\n", " L = X_CENS.shape[1]\n", " return X_CENS, L, Fs_CENS, x_duration\n", "\n", "def compute_matching_function_dtw(X, Y, stepsize=2):\n", " \"\"\"Compute CENS features from file\n", "\n", " Notebook: C7/C7S2_AudioMatching.ipynb\n", "\n", " Args:\n", " X (np.ndarray): Query feature sequence (given as K x N matrix)\n", " Y (np.ndarray): Database feature sequence (given as K x M matrix)\n", " stepsize (int): Parameter for step size condition (1 or 2) (Default value = 2)\n", "\n", " Returns:\n", " Delta (np.ndarray): DTW-based matching function\n", " C (np.ndarray): Cost matrix\n", " D (np.ndarray): Accumulated cost matrix\n", " \"\"\"\n", " C = libfmp.c7.cost_matrix_dot(X, Y)\n", " if stepsize == 1:\n", " D = libfmp.c7.compute_accumulated_cost_matrix_subsequence_dtw(C)\n", " if stepsize == 2:\n", " D = libfmp.c7.compute_accumulated_cost_matrix_subsequence_dtw_21(C)\n", " N, M = C.shape\n", " Delta = D[-1, :] / N\n", " return Delta, C, D\n", "\n", "def matches_dtw(pos, D, stepsize=2):\n", " \"\"\"Derives matches from positions for DTW-based strategy\n", "\n", " Notebook: C7/C7S2_AudioMatching.ipynb\n", "\n", " Args:\n", " pos (np.ndarray): End positions of matches\n", " D (np.ndarray): Accumulated cost matrix\n", " stepsize (int): Parameter for step size condition (1 or 2) (Default value = 2)\n", "\n", " Returns:\n", " matches (np.ndarray): Array containing matches (start, end)\n", " \"\"\"\n", " matches = np.zeros((len(pos), 2)).astype(int)\n", " for k in range(len(pos)):\n", " t = pos[k]\n", " matches[k, 1] = t\n", " if stepsize == 1:\n", " P = libfmp.c7.compute_optimal_warping_path_subsequence_dtw(D, m=t)\n", " if stepsize == 2:\n", " P = libfmp.c7.compute_optimal_warping_path_subsequence_dtw_21(D, m=t)\n", " s = P[0, 1]\n", " matches[k, 0] = s\n", " return matches\n", " \n", "def compute_plot_matching_function_DTW(fn_wav_X, fn_wav_Y, fn_ann, \n", " ell=21, d=5, stepsize=2, tau=0.2, num=5, ylim=[0,0.35]):\n", " ann, _ = libfmp.c4.read_structure_annotation(fn_ann)\n", " color_ann = {'Theme': [0, 0, 1, 0.1], 'Match': [0, 0, 1, 0.2]}\n", " X, N, Fs_X, x_duration = compute_cens_from_file(fn_wav_X, ell=ell, d=d)\n", " Y, M, Fs_Y, y_duration = compute_cens_from_file(fn_wav_Y, ell=ell, d=d)\n", " Delta, C, D = compute_matching_function_dtw(X, Y, stepsize=stepsize)\n", " pos = libfmp.c7.mininma_from_matching_function(Delta, rho=2*N//3, tau=tau, num=num)\n", " matches = matches_dtw(pos, D, stepsize=stepsize)\n", "\n", " fig, ax = plt.subplots(2, 1, gridspec_kw={'width_ratios': [1], \n", " 'height_ratios': [1, 1]}, figsize=(8, 4))\n", " cmap = libfmp.b.compressed_gray_cmap(alpha=-10, reverse=True)\n", " libfmp.b.plot_matrix(C, Fs=Fs_X, ax=[ax[0]], ylabel='Time (seconds)',\n", " title='Cost matrix $C$ with ground truth annotations (blue rectangles)', \n", " colorbar=False, cmap=cmap)\n", " libfmp.b.plot_segments_overlay(ann, ax=ax[0], alpha=0.2, time_max=y_duration, \n", " colors = color_ann, print_labels=False)\n", "\n", " title = r'Matching function $\\Delta_\\mathrm{DTW}$ with matches (red rectangles)'\n", " libfmp.b.plot_signal(Delta, ax=ax[1], Fs=Fs_X, color='k', title=title, ylim=ylim)\n", " ax[1].grid()\n", " libfmp.c7.plot_matches(ax[1], matches, Delta, Fs=Fs_X, s_marker='', t_marker='o')\n", " plt.tight_layout() \n", " plt.show()\n", "\n", "data_dir = os.path.join('..', 'data', 'C7')\n", "fn_wav_all = [os.path.join(data_dir, 'FMP_C7_Audio_Beethoven_Op067-01_Bernstein.wav'),\n", " os.path.join(data_dir, 'FMP_C7_Audio_Beethoven_Op067-01_Karajan.wav'),\n", " os.path.join(data_dir, 'FMP_C7_Audio_Beethoven_Op067-01_Scherbakov.wav')]\n", "fn_ann_all = [os.path.join(data_dir, 'FMP_C7_Audio_Beethoven_Op067-01_Bernstein_Theme.csv'),\n", " os.path.join(data_dir, 'FMP_C7_Audio_Beethoven_Op067-01_Karajan_Theme.csv'),\n", " os.path.join(data_dir, 'FMP_C7_Audio_Beethoven_Op067-01_Scherbakov_Theme.csv')]\n", "names_all = ['Bernstein', 'Karajan', 'Scherbakov (piano version)'] \n", "fn_wav_X = os.path.join(data_dir, 'FMP_C7_Audio_Beethoven_Op067-01_Bernstein_Theme_1.wav')\n", "\n", "for f in range(3):\n", " print('=== Query X: Bernstein (Theme 1); Database Y:', names_all[f],' ===')\n", " compute_plot_matching_function_DTW(fn_wav_X, fn_wav_all[f], fn_ann_all[f])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## DTW-Based Audio Matching: Shostakovich Example\n", "\n", "As a second example, we consider the second Waltz of Shostakovich's Jazz Suite No. 2. We have already encountered this piece in the context of [tempo and beat tracking](../C6/C6S1_NoveltyComparison.html). This piece is of the form $A_1A_2BA_3A_4$, where the $A$-part consists of $38$ measures and appears four times (parts $A_1$, $A_2$, $A_3$, and $A_4$), each time in a different instrumentation. In part $A_1$ the melody is played by saxophone and wood instruments, then in $A_2$ by strings, in $A_3$ by trombone and brass, and finally in $A_4$ in a tutti version. We consider two different recordings of the Waltz (Chailly, Yablonsky), leading to a total number of eight occurrences of the theme. In the following audio example, we present the main theme of the $A$-part (16 measures) of each of the eight occurrences.\n", "\n", "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
PerformerA1 (saxophone)A2 (strings)A3 (trombone)A4 (tutti)
Chailly\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Yablonsky\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As query $\\mathcal{Q}$, we use the $16$-measure theme of $A_1$ in the Chailly interpretation. As database documents, we use the entire Chailly as well as the entire Yablonsky recording, respectively. In the following figures, we use the same matching procedure and parameter settings as in the Beethoven example above.\n", "\n", "" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "=== Query X: Chailly (A1, 16 measures); Database Y: Chailly ===\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "=== Query X: Chailly (A1, 16 measures); Database Y: Yablonsky ===\n" ] }, { "data": { "image/png": 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ss9nE8vIyTp8+DUAxQTQaBQAUCgUsLi5ieloFxNzY2MDy8jJoYxgOh3Ht2jVMTKjgoZOTk1hfX8fqqvJGTKfTCAQCzKCzs7OIxWIoFosAgDNnzuDFF1/kDcz8/DxefPFFXLx4EQBw+rSNyclJ/OAPKi/tw4cPo9VqMS2j0SgmJiZw5oxyDvid3/kdbG6qsjudDj784b+Pj370owCA8fEcL6CEwWCAarXqjoODeDyOGzdUINEnn3wSg8GAafW5z30O09PT+L7vewAAkEqlkE6nMTc3x7TQF7pKpcIbOOKpSCTC5a2uriKTyeDo0aMA1Cb65Zdf5jEaHx/nDffk5CSy2Sz3u91uIxaLYWNDBXQulUo4fvw4T96lpSUMh0NEImozVqvVUC6X+YNAH7JSqcR9+chHPoJjx44xbc6fP49XXnkFgNoU1Go1HrdGo8GbfgA4deoUvuqrvgqAWoAvX77MPJJKpXDx4kUeU7/fj3Q6fdNiND4+zjySTCaZByORiLFJbjabuHjxIp544gkAwIULFxAIBJDNZgEADz74IO655x5elJeXl1EoFHD33XczLS3LwtjYGJevby5rtRrTMRwOQwjBG+hqtYobN27g6adVNo5yuYyDBw9yP6SU+PCHP8zzhYQBGvN+v4/V1VUsLy9zefPz88xDfr8f+XweFy5c4DIzmQwLK7QB0ulmWRbP7XA4zBt0v98P27ZRKBS4rlAoxHSmNYY2JLFYjNcevXwaB7/fj0KhgOeee477PhwOmTb1eh3pdJrbev78eayvr2NhYQHF4gHkcuNGW4PBIFZWlpkWmUyW14HNzU2kUikcOzaaG/l8ASdOHAcAjI2NYXl5GWtr6y5dgG63x/MlGo0glUqhUlGBe69fN+dDKBTC3NwcHn5YrQeJRALBYND4WPZ6Pe57LBZDr9djniWhkHis2+3i3DnlYZ/NZjE7O4vr168zHXq9Htc9PT2Nu+++m8s+f/48rl27xh//TqcDy7IwM6OCSrfbbQwGA7zwwgtuX67jwoVRcOj3v//9SCaTqNfVJiYQCCCXy/GavLq6iieffJKf7/f7OHToEL7ma74GAJDL5bjufr+HV175Ep5//nluy8GDB3H48GEAar189tln0espOszOzuFv//ZvEYlEEI9fwA/8wA9gbm6O51I0GkUul2Meo/lE37ZKpYJKpcJ0jcfj6HQ6zFMLCwvY3NzEZz/7WR6nhx56yBCgqZ/VahVXr141NpKtVovvA+o7T20LBoO8BgCKx4bDIc+vVquFH/uxH9s2svo7YoMDwNjNBYNB3nREIhHEYjGejGNjY662QBFLl44JWyU1IrS+WANKmmi329quWLWBFkEh6G9U3nA4+nA2mw30en1m6OFwgImJCeRySrJKp9OIRCL8QSBpXpcMgsGgsZuWUhoSA0k+JG1SWaQ5IAwGA3S7XWa4fr/Pmoqtz+jlEfx+P+LxOC+KgUAA4XCYxyGbDXC7iMa6FEpSF9VHGjVATZ7BYMBt63aVFKfTeauGRWfwTqfDGwBF9yai0Si/T1oMHVQGtdXv9/M4k4Sr00VJsD2+3loO/UaSDoHGQJdQ9Q0DSSNEF7/fz5oLohsA1rqEw2HYtm3wnM/n4wVfCAHbtpmPSeKlhYgWfECN8VYtg9/vZ2ncsizYtq2Nw/YBX4m2Og3oX70tiUQCPp+Pr4PBoCvRjt7XaaHTFxhJ41tpQ//X+Yv6TX0hrZmuCdP7RM/rWhB9Lm6VcPV6dbpv1yadllvL1+mlS7tb39U1Lvo9opHeVr1fVD61j/qq8wyNeTgcRjAYYs2crtkLBIKIRNS4BQIB1iaQFs62iZ6Wu8klbZEDxxm1azh0eO2h616vz1pzQG1CqK2RSMTQjG3VLNCap89vfRy3auaGw6GhldDnQCAQMJ6nea1rOXQtg5TS0J4Oh0PYts3rSCwW43kLjOZpKBR0r5X2xrJGPKhrNDudjruBU+tFr9fT1hPVNn391/tG34picdPtWxDFYgFHjty17Rqizw2ija4lJLrodNXXPapf5ynHcYxviF6+/m2itVwX6vRniF/1cdDHezc7Ys8Gx4MHDx48ePBwx2FfGhwhxINQOXimocJKnwHwhFTZVj148ODBgwcPHr6ssOsGRwjx3QB+BCrc9AtQQY5CAN4L4CeFEGcA/D9SylvNzHxL0FVdlmUhl8vh1KlTAJR6amxszDgeGQ6HWF6e4HeTyeRNxlK6DQ6pq0+cOIF4PM7GeZcvX8La2hofOUnpwO8PsDp2q9pUCIFut8u2Io1GA+fPX0C9ruxaHnjgXXjggQdw/LhSacbjcTb0BJQdjZQjG59oNIpEIsHXpLql8+96vc5tBW42No3FYtxGOp6i47J4PA4pJatQ6Uyf6NRqtQxDyGQyiePHj/PRUjgcxqFDh/jcNBZT59Z0fm1Zwj0iUOpY6gPdv/fee7mucrmMQCDAdCOjRTrKsCyBfn9gqPLp+FCN8RDnzp3lcZqensZddx3h9/UjI0CpUxuNhmFMG4/H+XnqI9FWCIFOp8N2A8Ph0DjKpDZT2d1ul3mKjiV0o+JqtWqoevVjnGg0ahghE1/TuBJd9KOQSCTCPNFqtSCE4KNDqpNsHGzb1o5MhwiFQtxWn8+HbDZrHAUGAgFDZTwYDLhNZLNC9CUbBDoCIzrddZfK4ZjJZCCE4GPO2dlZRKNRHkeyf6BjJbJj0Y8G9SMrAAYddVW1z+dDLBbDgQMqJ2g6nTbWETrS1o++9WtSv9Pv0WjUMDil412iszIIDTIf0FGyrmbXj8v1I4JOp2Oo4MmwVrczCYVC/O7oyFwy3aWUTLdgMIhgMMh83Gg04Pf7bzI0p/uTk5NIJBI4cOAALGsCyWTyJoPpbDbL9QYCAcTjat1IJJLGmHW7HTYsBhQ/6vZx3W7H6INtW+59VVcymUS73Ua/r96nY/FoVNGd6qG5W6/XjXGiIx79aFxHp9PhdaTb7fJ8ARSP9Pt9g9/b7bbB78lkkuumY2uaW4FAAJlMhu26UqkUwuEMO7RMTk4iEonwGqjmfQx+vyo/EolgcXGR62s2m+h0Oly+EKMjMstS35pIZJRZQ19nLMtCLBZjO0X69/DhBUxMBNmWieZDt9tFrVYzDM9t2+Z1h4z/dUcLfT41m030ej3+HtB6Ru3ZapAfj8dvOiqn9ZYcQogO4XAY4XDYMJbXj7t0W7St2EuDEwXwHille7ubQohTAI5A5QDx4MGDBw8ePHj4ssCuGxwp5b/b4/7pN7Y528NxHN7ddbvdmwyMdDdYAIah5FZDPp/PhuOY0p6+GwR0l07bNX7que2QkFI3ChwZPVE7HcdhibRWq6Pf7yGTUV4j6XQa4XAY7gYewWCQXWMBtQsmt3fqh26kpRtbEi3ofr/fR7PZNAze9L71+33DdbTVasFxHMMVWnfn7Ha7hhshuc3qVvFkFA0AkYgyNBxJsGSAbRql0fO6wSUZEo6MjJV3Au3gfT7ftsaCNC6VShWNRhPJpHKnHB8fRzQa4/dJKqPyyXWZNDJCCMPFnqRrnd79fp8lBd2Ikeiq043q0d/Vy9KNBan+rVoJ3cOANCnEE+Q5QtDnBJVF405zQfciIf4kg156lvqnP6trHXStFNVFz43GpH+TsSK1nbSFujF3vV5nz71arcaeUsBIQqa+9no9w/ut3W7f5DJOfaO2U92hUOgmr6Zer8dlOY5zk+t0o9HgtpH7rx6iodvtGsauW121t3Nw0CXsrf3SHQT0uUbSr+4KrXuT9Xo9DIdD5meam9Rfn893k4u8riEKhUKsZSHNzVZjarNvAED3pcGP3W4PzWaLtYR+v589+fS+EgYDC7Y9ZKNklex7e3rpdKW+1et1HnNgFHpDN0gFRvyh10/aRt1l/eY1ZjQOulsy3e/1eoZXrW6s2+/3YVkW0540nnroDj0UiG1bRhuoH51O16VtV2urcDV7pMERhhE88RDxdygUQiqVRigUZg2wXpe+ngBgL1L6XnQ6HUMjuZU27XbboCXxrG44rK8TuqaXjKXpPtFR12Lr3w7CVueG7bAvI2MhxM8JIRJCCL8Q4i+FEEUhxMf3864HDx48ePDgwcNbjf26iX+1lPInhBDfDJWO/lsBPAngv7xpLdOgS23NZhMbGxt49tlnASj7jfvvv59tEJ577jn3nPU+AMBg0Iff7+MYJiq+ymiXrbQaSrp4+umnkUwmWTKKx+PI5caQSqUBkOudwy6Syv5gpD0iiW103tzFiRN3s+R6+fJldLtdVCqjmCaRSAT3338/gJEbrW7nop+9t9ttlMtlLC2pE8GVlRU+69zc3EQ0GjVikBQKBbYRoN247ubYbrc5XgtJGSRpJZNJQ6osFov4/Oc/zzFTFhYW8Mwzz3AcneHwFFKpFBYWFgDAjXUycjPs95UkTvXR+BFdFxYWNPfKOEtiqm0BQ3NGbty0oS8Wizh8+DDm5mYBADduLGN1dRXttromGxoaV3LZpbbl83nDbkbFM4qy9FEul/ncXPWlz3FmSAOn27gkEglDk+Dz+ZiuzWbTsG+g4HdEZ9Is6XYxegyTVCqFbDZr2H4UCgXmCb/fj42NDY5fYds2YrGYFnckyrFc9H7Q9cbGBsdjabVaCAQC2jio4I1UN9nn6O7Nupt3v99HPp/Hq6++CgA89kTLXC6HXC7H7xeLRQQCAeYx0ojqmg7SgFH7tmo1SePSaDRQrVaZLo1GA/F43JCua7Uaz83hcGj0lewz8vk8ABW/SLexsW0blUqFy+90Okin0xyPi8ZN18oEg0Ger51Oxwg4p0u4xFM6j5TLZeZXvQxAacaEEIZ2aXNzE9euXePrRCLB41Kv143Aa5VKBWtra7BtG8WixdJ5IEB2c1Fsbm5iY2PdrS+ObHbAdAkEAhxjqFaroVAoMB0Apfmidy1rtJYRT2UyGR631dVVWJZgzdvm5iaSySSq1QCPkx7CgaR93RZEX7d07QrRguhEddDcWF9fN7TS6XQaU1NTfF2v11EoFJj/isUims2mwUMU+wkAzp49i3r9Lp4vg8EAmUyGA/1Zlm3YJ1UqFbz00kuaxtRGJBLl+UIaakDx79ZQFnqIik6ng6WlJaTT6tt18uRJXLhwAVevXkWlcgXHjh1DMBg01kQK7krjQn2i8ohvADXXa7Uaj9v4+DharRa+9KUvAVDfslAoxLSybZu/a61WC6urq0YQWH3NozEhHiFbUuL/er2O4XDIbafx2w77dROnr+JHAPxXz3vKgwcPHjx48PDljP1qcP5MCHEOykX8/xBC5ADsbLr8BkPfdff7fYTDYZby4vE4xsbG2DNjenoa/X4f1aqSIJRnx5DTAqjzZXBgKRWESu1Kx8aySKXSLI2/9tprWF5e1qzmVYAqOveMRmPGmStJmxQZuV6vu9FYyUo/hUwmg3hcSRtkY0NStG3bGA6HvNMNhUKIx+NsT9TrqQigtIsmbRYAnDt3Dpubm0bAOF3arVQqOHfunOE9EgwGb/LuIemjWCxidnaWNWOUhoGuo9EostmsliJjDD6f35C29XN+5QEz8l5Lp1Nsn1MqlXD69Gke01arhVAoxHVR5Fu97G63wxFIl5dvYHHxCPNLOBw2vM9WV1eNAHsURXZtTSUC3tzcZIkDGHkjkB3B8vKykdIgFosZ5/ClUoml5WKx6Ho3KKnL5/Oh3W7zOJ05cwbdbpej1FIwR93+h8YHGNnJ6MEddbsVYKQFApQEXa/XeT5QwC16/uLFi0YduqSUyWQMewayVxh5s1nGXKQy9ZQAuv0P2ZnodjDASDoMh8Pw+/2s2bl8+TLS6TTTnTy+dO8hPdqwbldDWhA9gJ/jOIbGcnV1lec2ABw9epS9Pnw+H2v29HGj+dBut3Hq1Cmmc71ex+rqqhHFXLdzIS+rrdpdGlc9Anq322XtGI0ZrQXASLtEdK3X62i1WjxW5NlD7ycSCZTLZdbE+f1+xGIxHkchBKLRKGse0uk0rzu1WsSlJXidU+tQDN1umsdNH0Pdvq1SKWN5edkINFkulzkFQaVSQbVaZa15NjuGTCbDbR0MBjhw4AB7B9F4bk3LQjy4sbGBVqvFUjx5++i2VHqajmKxyGMaDoeNtD9kZ0TrcaGgUvfMzs4a423/wbIAACAASURBVKS35dKlS/z87OwsTpw4wXMvlUrBtlO85pK9aCBA3mh+t52kAbUMD0kqnzSuekDDXq/Ha4p+Tf2sViu4cuUyzznS+ITDI+9U3eNXj+BM46Zrpil9yMhbroulpSVcvXqV6dxqtXiNJQ0ntVGnM7WR6FitVnHt2jX+7mWzWWONpXmtz4d6vc5to/ViO+xLgyOl/CkAjwB4UErZB9AC8I37edeDBw8ePHjw4OGtxl5xcD62zW/65R+90Q3y4MGDBw8ePHi4XYjd8jgIIX7L/e84gEcB/JV7/UEAT0kpb9oAvRmYnp6W3//93w9Aqa8WFxcNQ0fdDZdU/mfPKnXbYDBAuVzmYEsTE5NGULler8tZciORMJLJFKvZTp8+jVarxSrGcrmMF198ER/4wGMAgHvvvQ+O42B9XRnQFYtFXLp0ES+++BIA4Du/8zvZBZraHo/HOdlmo9HAtWvXcP78eQAjN1pSRRcKBXQ6HT6qmZ6exvz8PBub3bhxA5cuXQKgVL/5fJ7Vj8ePH8eBAwdYhb+0tIS1tTVOmEfJ0Ej9Wq1Wcf36dT52uHHjBhzHwaOPPsp1R6NR3uCSipiM2C5dShput51Oxzj2qVarrnG24HEi9XOr1cT58xeYjoAy/KWy77nnHkQiEVZJbm5uolwuc4LJD33oQ8hkMlqwsBSSySQOHlSq47/7u7/D8vIyH0dMTEzAcRw+okqn01hYWGCeCofD6Pf7uHz5MteXz+e5/iNHjrDROhl0koqdDL/vvfdeAMr4bnNzk41R8/k81tfXMTk5yeMUCARYrU0ZeOlYJxgMGi6SnU4HhULBEDQocy+gjmEcx+H2Ee9Srq7XXnuNjzaUyjrM9yKRCI4fP84GonTsQW2joz0yvK1UKuj1epxwstlsGu7K2WwW7373u7mvkUjEyOdDxy4UhOzSpUsIBAI8D8jQl4L1zczMGElQ9QSpkUgEfr/fcJ3Wj9scx8GlS5eYvylg6JEjR5gWvV6P1eRSSpw+fZqPM+bm5vDggw/yXD537hyWl5c5qBsFG9WPqxOJhGEorBtM+3w+5qeLFy8a4SGmpqYwNjZmHO/qxwf5fB5ra2t8xEXGrVT3zMwM4vG4kSgxlUqxITAFd9SPG8gt9+JFlURRCIvr9Pv9Rv4f09VbotPp8txdXl6Gbdu87lBwOKLD1atX0O32kM1m3L6p4wZa06ampjgIKSGVSuHuu0eB/WgO0Til02mDruPj47x20LEQrferq6vctmq1inq9jsXFRQDg4LF0rLK+vo7r168z/99///2YmpriI9nNzU2srKwwj8zPz+ORRx4xMmxfvZoGrXlkdE50DwT87no5yoyuuzxXqxVcuHCRr/W5WigUMBj08eij7wEA9zj1AmcXtywLhw4d4uN9lYw1gkwmi7vuqrPjAa1xq6uriEQivH6TaQbxwNzcHBYWFjjp5fr6OtbW1ngNzefzGB8fx8MPP8zjfvXqVeZBOkoEVJDXY8eO8TqxsrKCYrHIx/zBYBCnTp0yjKsTiQSPW6/XQ61W43Wo2WziZ37mZ16QUj6ILdgrDs73AIAQ4s8BnJBSrrnXUwB2jZHjwYMHDx48ePDwdmG/RsbztLlxsQHgrjehPTtCd19LpVIs1YVCISONezabRTgcRqVCAeeUq+lrr70GQBkVx+Nxdm/u93u8K52amkYymWTpIZVKodMZSYGNRhPBYBAvvXSa6w4EgiyBPv3007hx4wZ+6Id+CADw6KOPGsGXyM304MGR4a8eYOnAgQNs8AeoXTRJB9S3VCrF0gkZ/gJKii+VSmywmUwmkc1mmS5+vx/33HOPYSA6Pj7O7weDQUQiEdYAkZEiaTXS6TQmJyd5h18qlZDJZNhYttcLYzDoY3VVsYly9xwZx3Y6HXS7gg2Jx8fH2d3ecSRmZmZRrVbcZ7tYWVnBU089BQA4ffolzM7OotVSY3HhwgWsrq7ife97HwDg/e9/P2KxKGctDgT8kBJIpxUdDx8+jPHxcZacKEUA0WJrIDTSVFDfFhYWDE2dbdvcD9u2kclkcPjwYR7TZrPJPEUaAZICg8GgkSYiEomwYSSgeC4YDPK1z+czwse3221jnB3HcQ3XVT3T09OGq3UwGEQgEMDMzAwA4NChQ4YLe6fTYSms2+0ik8nwuyTV65K87tZKweSIThRQUA96GA6HWYOTyWRuyrjd7/e57fPz86jVajyfer0ezwniITK4BZTkRhqZfr+PSCTCc4c0FHoWdl3SJ6NIPWBcrVbj98PhMHK5HNMtk8kgnU4bKTOmp6dZA0ohGki6J4NMaqtlWfwuvU908fl8qNfrrGWg4G96wDfdRZ3oSHOXgmjqrtfJZJLHsVAowHEclubj8fhN2cX9fj+azSaKxTDK5RIsy0Y4TEbhIc5ATXSndUXN8TZL05OTE5ifP2QE1iPNHQDMzEwjEAjyuFDwRNLgkNEyld9oNIzAg8ST1DfSUhAfrK+vG7QjjSgZos7OzrLRLoWtoDVvYmICtm3zmrewsICFhQXW6ITDYaRSKW7rxMQEjh49ioceegiA0tCk02kuL5VKwXEi/D2hgIe6BkdKMA9GImGEwxFuezabxdzcAc3F3UGppDQiKysrqNfrOHBgzuUogXA4jKUl5XiRTmdw33338TpEzgpCCBw+3EOr1TLChhw+fBgTExOsQZqbmzMCksZiMeRyOV7HhBit5YA6vfD7/awNoyCIhw4dAqC0kGSMHYvFkM1mmY7pdBp+v5/HqFQqIZlMGqEygJEDRjqdNsZht0B/+93gPCWE+AsA/xXK5PsfQMXB8eDBgwcPHjx4+LLDvjY4Usofdg2O3+f+9OtSyj9+85p1U/28oy+VSigWi7xLpnNJXRMSCoVQLgf4Xd21mqQdPR1Du62kaUqCqKd3UEGGFJkCgSBmZmZw9eoVAEC93oCUdbaDuXbtKmZmZnmHPgpCRmfXXQACxaKS5MiNjnbw8XgcmUzGSFCmS5nBYJADWanyzLDn5FZO95Tt0Sh0t37OTy7kJDVS2Hs9IV88HmdNA+3QSQqls1XaXVerMbe9o1QQtVqV79frdUQiYc1VMOAGXeRRZqkuElHSMNk3bG4WUalUUSwqO5fLly+zZoLGqd8fGC64KkVAmdtCbrs6nfT3demb7BmorWTXRdJLs9lk+4lgMGhIEOTuS3QjewQaQ7/fb2gayA6AtCR0Rk/jRLYh1Ld2u20kxaMy9AB1kUjEGB9yOwaU5KXX1Wq1jJDpm5ubhsSk21NQmgiStCjQF2m/crkcQqGQERyyUqmw5ms4HBpt8fv9htu3EAKNRsNwTSU7IboPjIL66TZfJKkTBoMBqtUq82ssFjPSSOhJaamsrfNJD6tP84XuBwIBdDod5pmtaVooDAPRglJk0DqmJ+4kmum2fH6/n+cy8S7RibRoehBBcnOnPlFCWUBJ++12m/uSTqeNYJNkF9VoNFAux7GxkYdtW0gmlSYjGo26CS0VXVRogVGUkG63yzxBNKYxCwYpXQoFVh3CtofMU4NB30ie2Gq1IKVkOpZKm7AsG2Njarw6nQ7a7bax/uvpPShZ8ihBslrv6VoPhurz+ZBMJpn/y+UyLMvitpFt3Cj1Tg2lUskIGqjzSL/fR71eN5JKVqs91iy3Wk1UqzWmSSgUQrPZ4u+D0nqMtLUqcenIPk99m8B0UrZIG9yXzc1NnjvhcATdbheDAaUnUcFOVViSFqf2oXHLZDJGcmafz4dut2ukV6AAe9RXnYdTqRQHzySe0IOn6vxM7ufUTwpqqWut9eB9FL5B167SeFBbdsJ+NTiQUv4RPK8pDx48ePDgwcM7APva4Ljam38D5U0l3D8ppUy8iW3T6+cdeqPRYAkHGNk0kARA6e1XV5WUStIA2Qkoyd2PTCbN5dNuMZ/fMMJdk32Bu7GE4zhIJpM4dGiB36Uw5wBw+PAijh49amg9LEsYaSFs24dYbBROPp/PswRBKed1SYxsNAC1K6YzaQCG9Eu2CbQLrtVqqFarfA0oLYqeyFMFQRyFrtdDnFO6er0vW1Nm6MHzVlYSXAZAwfAka3QsSyAcjrA0tL6+rrXdMTyJSMsxPz/PfWs06rh69RoAJb0cO3aM6VQqldBqtYykkSrIW4mfJ+2B3lcCSXkkjRNdqK9CCEO6kVKyhoQ8RIhutm2zZx+1RQ9MRhoW3ZNjbW3NSHBJUinRQk/g2Wg00O/3+WwdUB4M5B1HtKe2qgCLo4B3sViMvaQajYab0qLNdeXzeW6bbdsIBoPMM5T0jvpO2h+SppPJpBEIrdlsolwuczAw4j/SnCUSCU4JAigJ+saNGyyFxmIxwz6JNB2jxLk+I4igHiyP7IvIVonaTlLjcDhENpvlstvtNiKRiBGMUNeS0LpCUNJ3k9cOspPStSrtdtuoT59futZva9BNCjype3R1Oh2eL47jGBq8brfLdjSEXq+HlZUVAMArr7zCyXNpXHTPJgrG2O12USx2OcAdefcIAVcbQEmBG2wPpwekBEaJbEMhSjAZYK0L1a0HlxzNRQqIaCZX3tzcRCwWQ7c7Cvmva2wooSOtBbSG0NwlDfhIY28Zmlk9oSTxCoH4gcoslUooFArGmqrblFFdNH/a7TbW1+OcSJT6RXHpSJtE49rvq/Qiemoeff6FQiHDnlOlVcm7fQlidXXVsB/VvS2p31JKxGIVxGIxI7AlrZG0DsXjKl0OzUVKfULrErWFyqd1irSQpK3Ug3QS3agsnZ/7/b6xZukekGSDRvxHqUzIo4zGbzvsV4PzcwC+Xkp5dp/Pe/DgwYMHDx48vG3Yby6qDW9z48GDBw8ePHh4p2C/GpznhRC/D+BPALAFlWuX86bD5/OxWt22bYyPj3PQNnJvJrU45YTZ2Ajy80KMVJadThfdbg/B4EjtTaqzcDiCWCzGamQyTiUDOUDlUEomlcry5ZdfwZUrV9hQ9z3veRQHDx5k900yfPT5RkZtgUAA09PKmFapC2N48cUXASgVqQpYRyrLkbstoI4ibNtm99JcLsfHAwCMYFztdtvI7EzBuvQAcbpRMakoSS0eCATYUBlQasF0Os3qwEajgWw2yy685XLYzbej6ovFYqhWK/D7lVo8lUqx+6Ual5FRpFLfDw3j1lgsxi6658+fx+nTL7Nr//Hjx3H06FF2zabjRjLASyTicByJyUlV3tjYmHG0QkbINO6JRMJQFZMbN6lMKYgb8UUymeS2+3w+w8CTxpXGwbZtw0iexolUsFvdYrPZLMbGxm4yMqYjLnLRpXGicST+j0QiSKfT3DcyItSPdPWs6RMTE8aRlN/vNzKV61mAyWhW55FarcZzc2pqit3aqc5wOMx9GR8fNwL1kaE4tZ1yJunt0QP/USAyXSWtGzHq2YjJAFI3+qUcZ9T3aDRquD7rKnqfz4dYLGYcz9ExDqD4OxaL8bGPPkaAOtYMh8NcH6nzab7pxyxk5EvzOp/PIx6Ps1s3BYjTM2Prx6SUa4nGhfKP6Zmfu90uu7Rv5efhcMjHpq1WnI3/U6mk29c4fD6bjWXVcUOL6/L7/dzWVquFsbExXiMtSx0pjcIlxCEljGMeFdiSjtcEH3OpNqQQiYSxuDjKpN5sNnktoDxFRJtIJIJIJMIuyYPBgA1gadyIvylfH7VdzwWm8xDxGzkmEI9sPZ7Wj1Xo+Uolqh0TCfe4ruPWo9YOcmKhNUhf/9Xxm9Du227Zym272yXjaZVrjOg+NTXtHsEGXRqDXf3n51PcNzp+u379OjqdDo9TLBZjl3xArYl+v5/X+0QigVQqZRyB6UbJ1WqV3eaJVoRms8l5v4DRukN1JRIJ9Hq9m5wK6F9aY2hd2C2b+H43OAmo/FNfrf0m4Rkde/DgwYMHDx6+DLFfN/HvebMbsht8Ph/vuoPBIMbHx41AZqFQiDU0qZTK3loojLQBugtmp1OB40hjFx6Nqp1gNptFJBI23PoojQNAklaA76+srKBarbA2KZ3OIBKJsESbyWQMSUpJzzZmZkburH6/n0NU046Zdqok9dGuuN/vc8A9aq+e6Vk3jKXgWiRdkDRNkgxll6VdNAU5ox23ZVlcFrVtbGyMd8uVSgWTk5Ms/WxuKqmHpKB+f8BGcgBlIA4ZEjTV7TiOsfsHlCaIpDpyZycJ9ODBg0in01x3JpO9SVs1GPSRzY6kC3LjJegaGz3LMqCkF91AdGJi4iati555XAjBkvxwOLzJqJHGgK77/T7TJRAIGGM8Ozt7kwZHp02n0zEyYhOvUN8jkQgSiYTRNz0tBmllqG7btlmD4jgOYrEY8wCliCApj6R+ogMZwetSn+5mOxgM4Pf7eT6MjY0ZrqVUB9EqkUhgZmaGaUOh4kmiJmcDnYd1LYRuqEiZynU6NZtNLjsajRruyKTN1LPE69orGg/dwDkej/P9rQHpSCtD9dEYE63D4bBhnKprzkg6Jb6kPuspLvRxIK2CbgCqB68kzReVr7Jcj8bdtm1Eo1F0u12USiGed5RNnAzDdbd2ch4IhcLw+WxUKgHmgXQ6xRry4XAAIYKs2aXUNbpErxvBW5ZAu91helO/JyZG4SsikZGzAmkkdW2AEILXLpWiIMrrViQSYYcTyna/VdtKc1nXLtLzZMxOPETGtTSOeubydDqNcjkAyxo5J7TbLTbQJu0TKdUpPQYFQB0M1BhTG9Rcsdy2BTE5OcltjUYj6PdHWulcbgypVJrnwyhEg4W5uVFWcuLXUqlk8D9pRPX1WndQoKCHumGwvu5Fo1G02212htDTmASDQWNuUj10n8JR6Bp+3RWcnA2IR3TN6VbsywZHCDErhPhjIUReCLEhhPhDIcTsft714MGDBw8ePHh4q7HfI6rfAvC7AL7Vvf64+9uH34xGbUW73ca5c+cAjFyISVqJRqNYW1vjHbrjOIjH42i1RkGD6vU6pzwolUq8QwRGAY6AUSoFCrzUail3YToD7fX6WF5exhe/+AWu6+DBeT6jvXTpEsrlMoc4V+GmbZC7JWlZms1R0rAbN26wG20oFEK9XteC51WxsrJiJCEj12lA2eyQ/Q8FRyLXObJjIemCglrpNjSxWIzpSO7qZPdCobUpBHs8HodlWaw9WFlZMRIndjpRl2ZqN33lyhWsr69zOG1A2QxRkj0hwGf95KJNUqHjKLfYV155GQDw3HPPIRodSfJLS0tG3SStj6SVAZrNFq5cucJ09vv9nBDTsizU63Ue97GxMUOiJVrqyQwty2LadrtdtrOiwJAktbXbbTSbTcN9mVzF6VqFxFc2AhQcjKR1suUgScrn86Hdbhtai3q9ztIOBeuj+qvVKkqlEmsWLMtCKpXivlEgNSqLgknq/STJiDQ4eoA5x3GYLvl8Hq1Wi+18SIuhB+UEwG2jc33dDkwPqFiv19HpdIxAgrpmw7Ztdj0HFA/Su5QUl8rW7YYAcJBK4v9yuYx+v890uX79uhGkzbZt1Ot1DutPoeOJ/zc2NhCPx5kPWq0WKpWKoZ0KBAI8vwaDAdbW1rh+3a2b2kL8WiqVDP4mLQNJ09QXCg2wvLxspOegpL5UVz6fR7lcZrrS73pCzHg87iayjKNUKhsaoEAggGg0agTtbLcVz4TDEUjpYGVF2cS0223Mzs6wXUm324HP52dbkG6352rNKdik4waNI02XhXa7hXp9NK4qHcqA6ba5ucl9T6fTxnygNZZ4mnifkkrq2h3iMUIikTA0OKFQiNdgQK33uVyO7yeTSYRCIeZBSomha8FbrRjzRL/fR7VaQaPR5LbomudQKGRod1VYkDoGg1FoAUodVC5XcP78eU6qS3QhqLQmDtNZSsVHUkqUSl12aSdbpldffRXJZJLTUvj9fkSjUb4ul8tYXFw0kic3m03mCQquSPOu2Wxic3PT0DISrVutlpGSSAiBRCJhJPrUtXpkY0hzO5VKQUrJ6/lubuL79aLKSSl/S0o5cP9+G0Bun+968ODBgwcPHjy8pdivBqcohPg4VC4qAPiHADZ3ef4NBSXu4sYUi2xTE4vFkM/njTNZFTJaSedCCCwvL7OWZGpqColEHEtLKqHf+voaYjG161TeMaPAfBQGm3aStVoNn/3sX/AO/OMf/w7EYjGWXq5evYKrV6/h+eefB6BscnRPjXa7DcuykM+P7FhOnz5t2DSQZA8oDY0e+OzkyZOYmJjgHf7Vq1d5h+04Dm7cuMGJCg8dOoQjR44YyTVDoZCxIz927BgnLV1dXUWxWOSghevr6zh79ixrYE6cOOFqxkZpJlZWVrhv5XIajiNRKm1y23w+H2siVlZW0OmMNBFSjqTrXq+HQqHAEr+UEsvLN/DEE08AAB577DHcfffdTKfl5WUjGWcgEMDYWJY1Qj6fjWazhULhGgDgxRdfhN/vZwk3nU4jn8/zzl9plkbJ38jrgjRnlE6DeCgcDuPkyZM8To1Gg/u5urqKWq2GgwcPAgAmJyexubnJ0ksgEEChUGDp48CBA0gkEqwJGAwGKJfLhseMfsbsOA6q1aqh0ZFS8vOrq6totVq46y6VCzebzRopBFZXV1lS6vV68Pl8THdgpMUERqlGaO7ROTpJtBRYjOai0naOkko2Gg0cO3bMOIe3LMuwl9C920qlkmGzBihJkaR1sluh93UPQqIF9Y0CIpI2KhqNolarGUHdLMtijSUFCdQD1p09exbXr6vkhTMzM5ifn2e6Ly0toVKpcHJB3SuKaKEHdKTgZvRMvV7nupaXl1EsFlkbOzExYUioZMum23osLy8zXcrlMhqNBvPv8ePHMT4+bgSTbDabTLdut8vBBan8RqOBWq2GQiGLer1u2NkA5Enl4+eHQwqqqbQBFy9eAKDW5kKhcJOmmGw3Wq0WEokEEom4W1YHzWYD4XDEHYcA25lQXUobXePyL1y4wG2ZmprC2toaay8oYSyNK9kfLS0t8biRVrrZbOLatWuscXnwwQchhGD+dRwHly5d4nWA5jzRlXiRtCDr6+uYn59n20DbtlEsZpmfW62WEXzP5/OhVqsZ9nKtVpO1X/V6HYVCgVM7CGHx+nz+/Hn0+308+OCDANSaWa1WeS5evnwZx48fx9zcrNsWn2tjM0QsVke73UaxWMQLL7zA43TgwAF86UtfAqC0UZlMhmkxPT2N+fl55sGlpSVDs7y6uoput4t3v/vdANRcP3/+PGsl2+02a9Gy2Szuv/9+I+1PJBLhcTl37hzm5uaMAIe6zQ59D/X5sRP2q8H53wB8G4B1AGsAvsX9bUcIIeaEEE8KIc4KIV4VQvyo+3tGCPE5IcRF99/0buV48ODBgwcPHjzcKva1wZFSLkkpv0FKmZNSjkspv0lKeX2P1wYAfkxKeRzAwwB+SAhxAsBPAfhLKeURAH/pXnvw4MGDBw8ePLxh2G8uqv8I4EellBX3Og3gF6SUO2pxpJRrUNoeSCnrQoizAGYAfCOAD7iP/UcATwH4yd3qj0QirIqLx+OYmJgwgo2FQiFW/ZIbXzQ6yugdj8dx3333AVCqtlAoxK7WSqU9cm1T+WdUWevra1hdXWO3yXy+gKef/jt88pOfBACcPHkv/H4/cjnldjg1NYVUKsVHVOVymd1NAXX0oecWGQwGmJ+f5/vFYhFnz55llRtlbyWVZzKZNNxHw+Ewq+vq9TobYgPqaGRmZoZVxZ1OB/l8HmfOnAGg1KMPPvggl02BmugI6+WXX0a5XMZjjz0GADh27JjhFkj0o7b4/QHXQE7R/e677zbcRaenp2BZtmG4qGfAXl1d5YCHnU4Hly5dwkMPqTH/wAc+gFwux3SZnp7C8vI0nnnmGQDgnFtUXiKRQDqdxtTU3TwOq6urTHfbttFut/k4z+/3Y25uzshXFo/H+ehmfX0dS0tLrGJ95JFHjCBs7Xabn7127Rps2+b74+Pj7KJMZb388ss4dOgQAODo0aPIZrP8PLmmEp0p2J3uMqlnR6ZgkTQOlPeKXOrJOJZot7a2xkcb0WjU4L9gMIhkMsl0opwv+pGS4zhsZJnNKvU7qc2XlpbQ6XT4yGlxcdFQ2VO+pa1HVHQ0s7a2hvHxceatWCyGQqHAqux0Oo1EIsHq6tnZWeO4QAjB/aTcSbo7cqVS4fuWpVxyKWN9Mplkt3Z6v1ar4dKlSwCUIbqe42t8fNwIg0CZ1HXjb90VPB6PY2pqiu8LIYy5CwD33nsvAGB+ft4I6dDr9RCPx/loY21tzQi6lkqlkM/njSzZupFwIpEwcipROUQbCk2h3o9iOBzAsmx2rnAc6bpij7I/j/JUCdedX/HMxkaej2Ko7Fgsygb97XYbtVrNcMevVKqca2p6etoNVDkyOg4GAzhyRNEon88jlUrxka+eOZzGcXFxkY3DbdvGYDDA3XertcDv9/Pza2trWFtbY0PdQ4cOQQjBR7BXr17FhQsXOAzIAw88gLm5OR63SqWC1dVVvPLKKzxuJ0+eNAIFqm/HiN4TExPshELODBSglDK80/h0Oh33yC/Pz5NpRbVaxXve8x5uW6fTwcTEBM9NOsYmY22VT0+NQzJpsYE0HTkVCgUMBgM+jr569SqWl5fZqYXGhY5Bo9Eo1tfX+Xju5ZdfxuLiIn+Xk8kk0wdQRvz0bbnnnnswMzPD877dbiOfzzMdI5EIjh07xjyTTCY5oz3xDOVTA3bPJr7fI6p7aXMDAFLKMoD79/kuhBDz7vPPAJhwNz+0CRrf4Z3vF0I8L4R4frdIhR48ePDgwYMHD1uxXyNjSwiRdjc2EEJk9vuuECIG4A8BfFJKWdMNCHeDlPLXAfw6AJw4cULec889AMAhzElap5DPZLAHqJ3w+vooAJEKKqfqDYdVADzaiQ4GA3YLV6kURsZ8w6GDJ554gqWNarWKRx55mCUtKoN27KmUCoFdq9Xd8pTES22NxWJIJBKYmFDljY2NYWxsjO9/4QtfwGc+8xk2FFtYWMAjjzzCu3S/349AIMCS2+zsTz+HPgAAIABJREFULLsoNhoNN1S3atNDDz2E6elpln5px011xeNx3kkDI5dckryovQ8//DAAtYMPBAJGRu5+v88SQ6GgwmdT/RTMiyTYyclJDIcDDpKopBUzjQS58q+srODIkSN4/PHHAQDz8wdhWTZrFlKpJLLZMYOuetvS6TRSqRROnBiFZCctA6Ak5mq1yoa9CwsLWFxcZCNkv99vGLVTn8jl99SpU2xcStm0yZWZXGrJIJG0M6TFuH79OlqtFvPQyZMnEY/HWRohiZPmCWUrpuvBYIBkMnlTpnM9FcNwODQCYZIrObWXNDjHjh3D5OQka67C4bBh3NdoNNDtdlk7RBl9acz1AGnU13q9ztL18ePHcfz4ceZXADe5ietuutQ30qqQKytJcpOTk0ZfKTAbtUVKaQRF00P4dzodtFotHkPKlkx16ekpAKXBabfb/P7k5CRyuRzz88LCAiYmJnhukqZMb4+eOoIygFP7yOEAUKEqEokEaxIolQJJpqQN0oN2+v1+pl2v18PY2Bi39cCBA4a2ldzAaVwBxTe6MTmFA+h0bGxdomnO0rjphuCWJeA4kvmtVNpEsVjkOSOEQC6XY/pWKsogWs8Q32qNaDE1NXUTPweDAZw8qWjRbDbZOBgAa61pHTtw4AAOHTrEPNPtdiGE4HHOZDKsMZuamsLi4iKvcSdOnAAAnquUaodSwtx///1IpVKseahUKggGg6y9vf/++3HixAkjVECtFmajaSkdCDFy/yeHFnIDV3MD/HwqlcLGxjqefvppAKNQCABw8uQ9OHr0KM+tTqcDy7JY46JSzVh8GjEYDJBOZzA2Nob5+QGnO6Dnz5w5gytXrtwUKJPoNj8/j8nJSa6PAobqIVbuuusuphWNIa2xY2NjOHXqFAC1fh46dIjHIZVKYW1tjefL7Ows3vWud/G6Q3N1lM2+iWq1ymsa/b4d9rvB+QUAXxRC/HeoFA3fBuBf7fWSEMIPtbn5HS1v1YYQYkpKuSaEmAKQ32cbPHjw4MGDBw8e9oX9pmr4T0KI5wF8COpA8WNSytd2e0eoLf5vADgrpfxF7db/APBdAD7l/vune9Wvh0ynZJp6IjldcqJgZfo5v9qNqq6OXInVtR76Xe3djH67rnAjN9kDBw5yW/R6Abhh6dOc/JHK3Jp6QU8QKKU0goHVajXemcbjcYyPj/OumWwxdMmM7vl8PgwGA3bHTKfTRjqEdDqNXq/H0noymXQT2VHArSGSySTTQrnTJ1gSI3sCXXrWpUDLsm4KDkb3dFqN3MSlMYaWZbFmIJ1OYWFhAWNjObefYSOkv22HYFk2ux+TxkMfc5/Px9JONps17FZIeibpIxqNGiHYKfS7fp6cyWS4fZlMhqULCtlPUkS73UY8HjfOqvWAcrVajbUBADjY4kiqs4xzeDqX11MyUIh4ug6FQkaIdD1IFvGcTmu6F41GOaUHjTGF5acx1MsiTZue2kJPVkjaHqLbxMSEkZBya3h43R6HoAfHI+2UPvd1uxZds0UaHL1sPQEnBcojOpINAtVFa4o+n6PRKNutRCIRwxaKpEpqGyVe1Ovfqq2msSQQfyaTSbYvorIouScwCrNPGhxdU0t018tLp9OIxWKGrY3OM0Q76ovSYktXMySMNlL9Ol3U2FA5tpFeptfrodlscV+UlB811jghRnOdUriMaB7hpJCj+0EkEnqizxBrryg5K9Ejk8nw2FI/lV2lol02mzXoEIlEbtLY0Jim02nMzMywdopsmWguDwYDJBIJXlPT6TT3k+imJxWmtuh8oUJpjL5djuMY40LpMgAYQQTHxycMmzD6zulBCvv9Ptuc2bbFJwDBoG2sdYDiQX3NJttWqo/WSKIruf7rGlNlXxTmcSK7NuoLIZPJGGEVkskkut0ua0MnJiaQSCSMYL66BkcIYXwP9FQ4W7FfGxwAyABoSil/BUBBCHFoj+ffA+A7AXxICHHa/fsI1Mbmw0KIi1CRkD91C23w4MGDBw8ePHjYE/u1o/nnAB4EcBQqRYMfwH+B2sRsCynl34LMx2/G37uVRupn6xTiXA+qRbtRABzSudmkMM+SJXp17WAraAdI55aUzr5YLKLVahnSALWHynIcxwg5LSXYBqdUKrOkByjbD9u2QTbTlMCRPGza7bYRdp92+/pOtdfr8a6cngeUZqBer7P00ev1jOR+/X4fzWaTJZ9wOMzPAOCEjlReu93mZ4BRiH+SEOg3okmzGTDCyZPGxnFGu2shLMMzhNBoNLC5uclnsrbtcyUJyfSW0uHgYkR7anu9XkMoFGbNAiVV7HQc7kun0zHsH5rNJtOxWq2i0WgYYcUHg4ERWK3ZbBpJJEkbRDTeSjc9EN9gMDA849rttkF3XcIk6WRr8kDiOXVmP+BrKaWWpFSVp4d7J08lGvdSqWR4GlEofKpbhXgfcr91jy7ytNHnopTSkNKov3Stt22rBoc894iWNA66hKx7IZI9EkGX3CgRJ9WtaxSI7rVa7aYkjVs1v/rc7na7bG8RDAY55YfeVz21g8/nM2iljxvZLFD79OSv5BlH9/Sw9HR/5OV0c92dTsew6SGNIT1P9j/UdmqL/vxwOHTnjM2B5qgJjiNZu0C0pnepj0TnTqeNer3GtoGhUBCNxiikf6PRQL1eN8LwU7BK9XwIgDDsl4QQ6PXM9CI0v5rNJrrdrpHWotfrGX3Tk0jqc7XZbN60njqOw/fJBoze7Xa7RhJiCpBIfaU1RQ+Q2WwOuC9qnvuNsdXX916v554WjAIDlstlDmJo2xYGg9H6qRJ30rrTMrzJOp2Om/5mFCSUgi42m30ew9G4dYy2k0ehzmN60l9aA2nNJjrqDkG9Xs+gFdGBeFcvu9Fo8Hew1VJ90bXYgBl4VF833ggvqm8G8A0AmgAgpVwFEN/nux48ePDgwYMHD28p9rvB6Um1xZYAIISI7vG8Bw8ePHjw4MHD24b9elH9gRDiPwBICSG+DypNw6ffvGaZcBzHCFinHyeQURipJGu1mpvLSBmQDocOkskkq+y3upQD4My4a2vrsCyL1WzPP/880uk0B01TBsFhQ+2sG6+qIyVwPqlarYpMJst1dzodjI/nkMmM3D07nQ6rIMnVjp6fn59HKpXioxfKpkz15/N5Dp60srKCfr/PhrfVatVQa9frdaysrHBdmUyG1e+KBm2Uy2V2p67X6wiHw3y0QW6zZPhFOYxIfXv9uvqdDMXoaEQPxBYMBrjOzc1NfrdQKHCQPwA4ePAgMpkMu0uqo4cRnW1bHemQevTixUuIRCJGJtt2u43paYvpVCqVDLU3tU+NUw3VapUN5CiHFgWsW1tbw/r6ulE+udNTQDgah2q1ynmPiEcajQbzxLVr11CtVvk+HYPqhri6ypWOKek3x3EQiUQMQ1w69gLUEZSuviWVOuWE0YNBNhoNrK+vc78dx0GhUGD+okCTuisoHacA4DAApGomA3pdFV0ul/nohVx26T7laqK2rq+vY2VlhXmIjhb0vFyWZXH9+tEGjRnVRUdleu6pK1euGMcPi4uLzIMU0FA/Dm632zzOjuNgfn6eeYCCN1J95OqvG7DqxrfAKFAitY/6TcdTxM/kFq6HZNCPWUiFrx+L6kEHKfs48W8gEEAymWRVP9GUyqejmlgshvX1sGtwPXJXprGj4wyfz4bfP+JX/dhwc7OE5eVl9PsDHpdqtco8Ui6XUCxuGqEF9GPWVqvlGgmPMtAnkylUKqOjRP1Yv9PpoNPpGC71lGuL7utHaq1Wi4PP1et1w817bW0NjuPwGrm+vs7Hd4Ca23oYhHK5jKWlJQ4MmMvlUCwWjaztS0tppnMsFuNgl8DI6JjuU0Z6Qq1Ww6uvvspOLjMzh5DJZJmuhUIRlmVzX/r9PjsvNJtNrK6usLmEcsdvufO5gdnZWYRCISPYpH5sqdzzg0zHZrPJ/ERtq1QqnD+KfqOcX6lUCoPBgGm5ubnJhue1Wg22bTOdCoUClpeXeQ2lvFRk7tBqtRCPx3kcGo0GSqUSj8Nuuaj260X180KIDwOoQdnh/DMp5ef2864HDx48ePDgwcNbjf0aGUcB/JWU8nNCiKMAjgoh/FLKna173kDo7sWlUgn5fB4XLqjstb1eD4uLiyzRnjt3ztVWqHDvjjPEe9/7Xt7ZBgIBN7DfyNCrXFa72CeffBK2bfNO8syZM/jxH/9xTE4qiXI4dHgXPmpXjzU+kUgE4XCEQ80/88wzyGRKLPmsra3h2LFjOHdO7TjJZZHa9thjj+HRRx81MiCn02kj62+tVuMMx5QlGFA75EOHDnFZKjNwwTA6rtfr3LapqSljB07B7UiqnJycxMTEBGtcCoUCLl26xOXncjmcPXuWafXaa8qF8CMf+ftcXrfbRaOhdunBYAjpdAqrq0raeeqpp1i6uHLlCiqVMr7jOz4OAJibm0MymUQyqXb8JFlTOHegh3A4zFLexYsXEQj4OSNxPp/Hvffei1hMZUonrRcFrUqn05ienmYJwnEc1Go1Hqder4dAIMC0WF1dhc/nw8LCAj9//vx5/r/f72dJSEmcyZvC8JOUWKvVsLi4yFq5GzdusKs3tVXPOk1GxiMDbBvvete7WBqyLAsbGxuc6ZyMC7eGe6eUA47jcPqNYDCItbU1I+3GhQsXeEx7vZ7hRk7SJ7V9fHzcHYcQj9tWrd3a2hqnB6Hs8+TSe+TIEQ7sRuOyvLzMaSzS6TQymcxNYRJ0Y1w9BAMwMkRstVrI5/N49dVXmc71ep3HtFKpYH5+3jDw1I2EARjaqEqlglqtxn2PRCIswRPtstms4SasZycn9/ytbvEA2L1Wz8Kuu6iT9pRAbuNUF6Vh0F3aK5UK82i320U8HjeCGMbjce4LZUafnp7GjRvjSKVSrsZ15OxQLBaZh3U39UajgUgkjPFxtUaShobmyuTkJPL5DU430Gy2UCqVOFM5tYUk/aWl60gmR1rrRCKO6ekZ5HIj92UpJfPckSNH0O/3OZBgOp2G4zg8zuRcMEop4+e5FA6HMTs7y2vol770JfT7fSOb+KFDh9iNvFAooFKpcNnFYhGrq6t8v91u49q1a0z3a9eu4fr1MU71c+LE3UgkEmworEJMJLjthUIep0+f5sB/lUoZV69exbd927cDUJrtUUBQC1euXMVzzz3HdNeDn7bbbbz00mlehw4ePIgvfvGLOHnyJF59dRkf/ehHkcvlWCsTi8Vw33338fsUNoFo0+12US6XjXWIgmkCKs1Fr9fjNEW5XA4HDhxgWgWDQT5d6Ha7uHLlCmvtaM2j+36/H8vLy7wGxmIx5HI55l9qh64p2wn7tcH5GwBBIcQMgCcAfA+A397nux48ePDgwYMHD28p9muDI6SULSHE9wL4FSnlzwkhXnozG2ZULgTvXOv1OkqlEkuFjUYDPp+Pd3+vvPIKlpaWUCgc4Pfvu+/U1hL/f/bePDyuo8r//p5u9SK1elNrlyzL8m4njrMHiEMCSYYEJgF+QCAQ1hkmD1vIwAwwrD9gXkJgIJMXmHkhCTPMAwOELYFAgCTEwVkcx44T27IseZG1WUtraak3tbq73j/q1um6bcmSHclS7Po8jx+r+95bt+65VdVVp85i+6RWnK2trZiamsLwsLSXuOaaa3DhhRfyDFuuDkXRPjts7pgqURggV31+vx+Tk3IWu2PHDssdWt5PhXtXYftXrVoFt9ttswVRdgfqWVUwQHlvwatvIsKqVas4ZPnw8DBGR0d5VRcMBtHU1MQamIaGBkSjUS7L6/XyfjggUzMEAgFbKoj29nb+XFJSgp6eHrzwwguW3GVY79e+VqW5yNncqQFCLpdHMilXonv37kNPj0wcl0qlceONN+KCCy4AANTUVMPlKiTjdDodHIhMydnj8XCS01WrVnEQKwA4dOgQOjs7kUrZg+mpgFxq5atWatFolFcosj4pm92WSjKnVqXpdJr38R0OB0KhEJddU1ODqqoqXjmp4HdqxbtmzRqsXbuWn62/v58TQ6q6qER5qvx8Pm9bPWezBddT6UKbYU1baWkpiIhtR0ZHRzE0NMSroUsuuQQXXnghANnuDx48aEtF0dfXx3ZYSqOhNFsqsKMelkFPe6KCy6k2pJKmqrD6+/fvh9vt5jYYCARQVVXFGpq1a9fa9vRVYtrilCgK3R5IbxuAtKlJJpNsH9Hf32/T2KhAkHpQNfWM6n+/389JG8fGxmxu6WVlZSgvL2dZKdd/1QaVu3+xa7zuvq80VxUVFTYtYLF7sh4SASgEAlRl6WkNVNl6CAdlL6TKiMfjNlfrgYEB1toNDRGnYlBaD6/Xi5GREZalCiYqz5da4nC4wpKr1EgrbWl1dbVlp6iCEZbB5ytj7W0g4EcoFGa59fb22lzoJybils2lPK40S2q8D4VCmJqa4j6tQjSoZ1MhRfQgneqdBoNBLFu2jJ/r8OHDyGaztoSqLS0trAU/cuQI4vE4y9XtdqOhoYGfVe00qL7X0dGB9vaCjVt1dQ2EEDwmSo2kEz5fmdWG0jh8+Agfz2azOPfccznRdE1NDae3yWSmEI8nuP253R5OSqmeOxKJoKpKyqm5uRnRaBS9vb1IJA4jHo/bgkXW1tYiEonYgsgKIfj3YXx8HMPDw9yGfD4fJ5gFgJUrV2JsbIxt/OLxOEpLS/k9OZ1O/q1SYUGUHAOBAJqamngMdblcGBkZYQ2N0mgqVOgK3Q5xJuaqwSEiegWAdwJ4yPpurpMjg8FgMBgMhtPKXCcptwH4DIBfCyH2EVELgL8sXLXs6DY4atWmVt8DAwO2IG6xWAyjo6OYmpKzRZfLPU2occEp6vVgdGNjYxgeHuY9vWAwwKsleW4euVzeNmOU3gb2z3o6A7+/EGq+uroKExNxWxC4Yi8RFSJbfdb37F0uF5xOp00W+oxbD79eHJSwpKTE5uVRHDZev7/6W7dByOVyNst2FThQ7Z0DtfD7/bZEfVIu6gsZrE9f3SttkArHr+7tcrmPW63rKSqUV4T+WdosSDnX1tbanlWlYdCDuunpD9LptG1vXWkhdNsTPZmnvsorrpuSqy5/IrKFpteTkKogf0qDoALtqePKq0r3otI/E5GVTkR+VrYWauWl7HnU6r7Y08ftdtsSeeoh1VUQy2J7oOIgb3pwPL0NKu8vVTfVnlR5KjCYvjrTjys56OkY1PeAXMmp+ipvM7XCVH2rWOuit2d9XNE9stRxfdxQwckKnkQltiCHyitK77vF8lQB9nTZqnP1NkNEtmuz2awtMKYaF5Q8ioOYqnqpzyqooUIlTFVtQh3X312x7IrTrOhy0duf0r7YPU0L9Xe73SgpKXhwORxOy6NLBcNz2tKmqKCWenDI4jao3hdQCC5XrJHTZac/t57OQwXd09MVqDFXL0sfYz0ejy3djR7AbnBwEBMThRQaunZQl6tCamMnbdpYlSJE1Uddms3KwIxKC+h0OlBaWmpr3w4H8XGpZa5COj3JqV30IIPFfVt5/OmpR4qfQfcAU+1HT1mjt/di+zZ76h0nj7F6WXpwU/23rnj819t2MXP1onoC0g5HfT4M4GNzudZgMBgMBoPhdHPCLSoi+j4RnTvDMR8RvZ+I3rkwVTMYDAaDwWA4NWbT4HwPwOetSc5eAEMAvABWAwgAuA/Ajxe0higE/AIKxqu6KlrPu6JUybmcOj99XF4WIXR1bp6DUknjJYdtW+j4uuQtN3MAcECI4txUhboWylFbI3lbvidlTFgceLD42XU1oR4ITuWkAcCGqroLrcofAhTcwPVrdbdwlf9GzwOkq8bVtXquEj3YmFLRK1duqVrOa2rGnFXfDNe3+Dn1v/WcYUQyL5UuZ33rRKGy8qp669sPepC1Ynmr++kq+cnJSVaBptNplJaW2mSr3HbVtoie80vPHl6cN0Vtq9jzz0wd9970uujvQc9DpdddbwfFgc90OenPqfqR+lxsGK6CBKp3pVTSeg4YlXFcla3LV8lBna8C4ylVtGr/M+WyUltU+vHi3Ff6syjDXl3uxVsn+paSvsWlrte3PIrzQ+ltSm2/KdmofEx6duXiLSo9yGHxc6k6qf/1vqjfV33W23NxNuXiuqn66bLSxw7VvpQ81faWflx/Fv0dTU1lbDm2VHvTx1c5Jua4Hmrbajo5q3rZ825lMDkp34sKFaBvAdvvd3xfLt7i1fuq3rfUGKrnrZpuTFXvsDgX0nTtVzcQV32puA3pvz+pVKHvFudclM9nf5+F57Yb3cu/83x+Pi9sY7Yas3S56FuPxXJU4R/UsxT3ByUnNS6qPFf6tqbeflKplC2voe5ooQI/qnu53W7bs6nf8+J+Mx0nnOAIIXYDeBsRlUMm26wDkAKwXwhx4ETXGgwGg8FgMCwWc7XBiQN4fGGrMjPZbJbdGPv7+3Ho0CF2081kMmhra7MFVisrK0M8rlI3TGD//v3YuHEjALCLaiajZqJTOHBAurYlkwlccMGFrJXw+wNFqzqBRCLJWojS0jJkMhmbe6c+a62qqoTPV85u4tXV1Ugmkzh0aLdVNxmM7/LLLwcgXe2KM0frM9WJiQnE43E2IO3v77eFq1Yu4YB0yd2/fz+7NldWViIajdoMNvft28dufTU1NaioqODVjMvlwvj4OA4dOgRAurhPTk6yUfH+/ftx4MABXs0EAgH09vZwAEZpVOZg2eRyecRiMezevdt6lnG0tKzke6lZujxXztaVsbcyKCtOG6HKLisrg9fr5VViJpPBkSNHsGOHXN0Eg0HU1dXZjPX0FYFaFSq3RJV6QclqZGQEzc3NbLDX09ODrVu38rXNzc02DWE8HufAerFYDJFIhN2883mZOkTd68UXX4TD4bCl2FDuqOp8HWVkrt8vlUpx8McjR45gaGiIXd5LSkrg8/nYsHJqaorlODw8jM7OTs2IXqC7u5vfodvtRiQSsYVoLykp4b6YSqWwbNkym9usnlbi2LFjNjdx5Yarwi74fD40NTXZNGUjIyPs+qreu1ope71em4PB+Pg4y0cZbqtj/f39aG1tRWtrKwAZVFNmd06wnGpra3nFqYz99czF/f39/B7GxsbQ0dHB9/P7/ejr6+P+k8vlEIvF2OVdvRfdMNXlcrHDQSgUshm55/N5TqcxOjoKh8OBuro6lnM0GuW6hcNhlJYWUsaUlZXB6XTaVsTHjh3j4I96lmhAut0GAoUAcwcPHuQgduPjKfh8PuRyOTaeDQaD6O3tRX9/PwAZyuDYMTn+dnV1o7q6CqGQdDnOZnO2MTCZTFlGv0qDk+bUKwCQSMThcrmQSKiQDcNWeA05lsViMQwODsLhkHKvqqpCMBjk4HperxeZTIaNu0tLSzExMcHvWaVKUbLLZrPcJhoaGiCE4FAX27ZtQzab5XF006ZNCIcLqRa2b9+OAwcO2FJo1NXVsRGxdMFOcPmVlZVIJML8W7Vnzx6Ul5ezbHw+H0KhEIf2OHLkCHp7e9DUtByAMsqX2mtVd6X5isfjlhFzIZu32+3mdyaDYObZeHtqagoTE3Hs2LEDDsfzaG5uxtq1a7ldrF69+riwCSp1CyCdeaLRqC0woG5EHA6HcfjwYQ48WFlZierqam6jwWCQ+86RI0ewe/duHpOCwaBlfC7rOjExgba2Nn6H5eXlGBsbY43O8PAwXC57VvaZmKubuMFgMBgMBsPLhpdFLJtEIsGz7Gg0ilQqheuvvx6AnP3t3buXV3k33ngjKioq0NcnVz+Tk5PYsWMHfvGLXwAALr30Eni9pejp6QEgA1U99thjAIA3vOENuOiii9iWw+/321xL8/kchoaGsHfvHgDAihUtcLvdvOIcH48hGAzxSn/z5vPh8XhYA1NbW4uhoSiILgEg3Qg7Ozt5RQ3Y3XanpqYwNjbGs2Y1q1ZaqP7+fp7BV1VVIZVKcdLKhx56CN3d3RyU69xzz8W6det4xXrs2DH85S9/4dXF1NQUVq9ejfPPP996lnFEo1H8+MfSxCqXy+Fv//Zvua5tbW1Yv369dv5qjI+Po6OjA4BMVLp+/Tp4PF7+7PP5OOnk29/+DjQ1yWCMLpcLwWCQV0JC5DExEcfzz8tYkiUlJaivr0M8nmC5SW2NlNPGjRst92i1ug5gz549eP75h/n6iy++mOWm3o+++lfu2qo+3d3d2L9/PwAZgC6fz7NW5vHHH+djPp8PExMTrCmLRqPo6OjAo48+CkCuRioqKnjFed5559k0WX/4wx9QX1+PK664AoDUNOiJGJV7rgqCVVdXByEEa4RUG1Grwo6ODgwMDGDt2rUAZGDB1atX88pOhWBX71i3BZmYmEBJSQk2bNgAoODyrieYzOVyvKorTm+g3OeV1mPXrl3Ys2cPNm+WgTa3bNlis1FQLuGqPpWVlZiamuK+OT4+bltVJhIJToyqPquyigMQHjp0CLt378ZVV10FALj00kttmrQjR47gj3/8I7cJPfiaKi+TyeC8887jNtLa2sp9PRgMIpFIcHnDw8Po6elhl3elbVVakmw2i7GxMe6PW7Zs4WOxWAxDQ0N44IEHAID7u3oPKvSF0g4tW7YMgUCA5aY0dOr5VWoPpWmYnJzE0NAQawkjkQgn6ASApqYmrFy5EgMDA8jlfBgcHEQqleL+EQqFEAoFsX79egCyjff09LK84vEEnnrqaQBAfX0dVq9ew+1xaGiIbdikXB3w+cq5LolEAk6nE5GIlEs+vxKJRByqb4+Pj+OZZ57Bc891ApDBUauqqnDJJZfwZ912xOFwYHBwkNuI3+/H2NgYpxAoKSnhAHfKxkyN/y+88AKcTicHAmxubsahQ4c4Hce9997LZQIywOiaNWv43vv27cOhQ4c41chrXvMadHVVsda7s7MTra2t/J58Ph+eeeZp+HxyPAKAK6+8EitXruL3WFFRwSloZNJpFR6lnzXL6rni8ThrtR0Owvr1G9DQIIMQer1eXHHFFfB6vQiHG/CHP/wBTz/9NMu4BF/+AAAgAElEQVTirW99KwKBAI+BRGQb8/r6+uBwOFiuBw4cQE1NDY/hKpWPat8OhwNPPfUUJ6oGwNc++uijOHLkCLfPpqYmXHDBBayhaW1txSOPPMJaucrKSh7XADmGNTU1cZvS06MUc1IaHCsnlcFgMBgMBsOSZq7JNl8J4B4A5QCaiOg8AP8ghPjQQlZOR60Sa2pqsH79eqxcKe03ysvLOdEXIFfboVAIBw7IWbFaDSsNTktLCyKRCNuW7Nmzh/dAL7vsMjQ3r7AFctI1Kvm8QDQaxc6dUktSV1dvC9rW1dWNfL4TV14pV4319fU2S/hIJIJkMoHaWjmr7uvrQ3t7u20/WQ/ClslkMDo6yqvEQCCAyspKXgGUlpbyKiwSiWBycpJXv83Nzbjkkks0eyI/mpubebY7OjqK1atXcxjwsbEx+Hw+rFq1iuWdyWR4hr5p0yZcfvnlrMGpqanB8uXLsXr1agBAT08NUqkky2rHjh3YtGkT2xH4fD6MjIxgy5YtlqwvRUVFhO+lArUB0iMgHo9j166dAIBly5qsMOWyDSibE6U1aWxsRHm5jz3nQiGZpHF4WK4Iuru7bakX1MxftRmHw2ELP+/1ejlYICC1IHV1dax9CofDeOMb3wigYL+jnlMIgbGxMdaglJWVYXJyksOUr127lm1bAJlgtbq6mlfHFRUV3Lb1dqDbrei2UGrvXaW5qKioQCqVwrnnnmvJbhlqa2tZM6F7SU1NTSEcDrOGcnJyEuvXr2cbBBUMUfesyGazvKKNRqM226WpqSm4XC5beo9Vq1bh4osvBiDbaLH3g9frZa2H2+1GOBxmLaAKwa/24qPRKD+vqo9q36q+6lkaGxsRDAbZvm39+vXweDws90QiwUkR1bVKm6Dq4vf7WdNQWVmJUCjEspuYmIDD4WDbPvUudI8xlQQTKGhEVdsLh8OskVFePkqzuHr1ajidTtu5Gzdu1IK6OTl5JyDbc3FKjaqqKtTU1HBdxsbG+LPL5bJ5sfj9fng8HgwNDeHo0Ur09/fbPBldLhdqa2tQXi41F7FYjDUFHo8HiUSCV/qhkExkq8bEVCqFsrIyWzDHYDCAkhJZ97GxMWQyGX7WUCiEZDLFbc7v9yMUCqKsLMzPoqce8fl8bC8IyHFNpQkAZH/weDzclz0eD8455xwAsp+nUinub5s3b7YF/lPJY5XG8sILL8TmzZv52YLBIFauXMly3LhxI5qamrjvn3/++QiF/DxG19XVora2ltuE2+1GR0cH95empmXYvPl8bhdC5OHzlfN7Bwpa53Q6jUgkwuOvy+XCwMAAJzN2OkuwYsUKWyqfsjIf/H4/WlouQFNTE9ra2rjNqGCPejoP3UsxEomgoqKC+25XVxcCgQC3qWw2i3A4jBtvvJHr2tHRwZrnQCDAcqyqqsKGDRv4HbtcLrS0tPBvUzgcxqte9Sp+h16vF+l0mu9VV1eH6upq7qu65raYuWpwvg3gbwAMS8GLFwBcMcdrDQaDwWAwGE4rc96iEkJ0F32Vm/ZEg8FgMBgMhkVmrkbG3dY2lSAiN2Sahv0LV63jUaqy8fFxTE5OsqqZiDA8PMxqvpqaGjgcDlhabQCA31/Oaj+1zaAM+aqrq9loLJOZstzrCgZrUv1VyGGkuy/LoE2F4F7KVVMZ2KVSKWQyhaCDMvhY2hb8SDcMm5ycZFUqUHATV2rv0tJS+Hw+W/4phcrPodR65eXlbDwLSBWhvg3k8Xjg9/v5/FQqZcsHogxMlWFYf38/q7oBaVSmjBXl9UlMTmZY/VpVVYUjRw7zezt27Jhti2xqqhAUyul0TJs9XBkaTkxM2PLdyKzNha08lfdEz3E0NjbGrtOxWMyW00gFudJzLDkcDpan1+vlbNFKVi6Xi48HAgFbnis9A7wQAoFAgNtbWVmZLbidOkfJJZlM2tx4i41llbGfHgjN6XRyXRwOB7d9QKq9dQNSleW6OBifei4V4FHVVQjB70G5TevX5HI5NkzMZrMoLS09LqeRkkUwGDwukKDuWup2u1FeXs7Xq3wzqj8qtbeSpdfrRSKR4G2pkZERm6u07jrq8XjgdDp5+0y6Hvu5L+VyOdTV1fE7VgbNqv2qrM/q2dX2mXoPantDPevU1BS75ANy68ThcHB5altIna8cGADZHlXGe0BuP1RWVnKWavV+9aztU1NT/P3o6CicTifLSbVPJadsNouhoSEet1QbUW04EomgrKwMx44dw8CA3JLx+Xw8ruXzOZSUlHBAurGxMZsbtgqbIeuewsTEhC2YYzabtQU4lC7u4Lrl8zmbW3k0GmW5y7yCWX5PytBVna+CYuq5ulwul82Q1+l08ntQ7x8o5J7S3fUzmYwte72+VZjP55FMJmfMmZRIJNDX18e/TclkEum0SwvcJ3NJqTFUtQl7/jJ7kFAhCka0DodDC6yXw+joKG/NyW26GGdt93jk/dV7IoKVlT3F26dVVVXo7pZ6i1gshkQiYXM71x0SiMj2exMKheDz+VgWypxDz1lVXl7O/UHl4FPvxOPx8Ligfqf0nHiJRILlMDY2xu0IkNvFKu+XkvNMzFWDcyuADwNoANADYLP12WAwGAwGg2HJMddAf1EAi5Zzyu12s7HSyMgI2traeJU3NTWF9vZ2Nq71+XyoqalBb680DvT7/Vi+vBmvf/3rAUj30eHhKBuVrlmzhmeAqVQK4+Mx1riobOB61tLly5vYSE2uNAqrh/Xr16OiooJnqslkEkSFUOzxeBzp9CQCATlL9nq9CAaDtmB9paWlNuPBcDjMM36VIVl331QrI7WaUDPmUCiEyclJPl5fX4/q6mouOxQK2TQwJSUlCIVCbCyrNEDKnbmrqwvDw8PsVt7Z2Ylly5bxKjIalVmBm5tlkKprr70WP/rRf2P3bune39zcjFe+8pUsm8nJSb5WiDy83lI2pHW55PtWBskdHe0YGysEmwuHw2hpWcFGj9lsFuPj47wCiMfjOHLkCLvMX3fdddi4cSO/83Q6jVgsxvcLhULwer22rL+ZTIbdPevr61FVVcUrM92w1uPxoLKyko+53W7bufl83hbEKhKJwOv1spxVQEG18vF4PLYgbipVh75CVUEZ1bOXlJRwML1IJIKSkhIMDg4CKGhF9CCHajVbXl4OIrJpGeLxQrZ7p9M5bbh45fpZXV1t07AorYVqU+Xl5Th69KgtU7qeBVhmgA+wbJSRr+rrDocDoVAh7EJDQwOi0Shr5pRWBpCrunw+z2WVlpayBgkAB8pTBqLV1dWoqKjgNnP06FHk83nuP7FYDGVlZfxsygBTnV9bW2tLUTAwMIBEIqEFEs3Y2phyK1eahXA4zHXP5XJwu90cSG/Xrl1obGzEmjVrAEjt0rFjx7guTU1NyOVyHBiwq6sLwWCQXdpra2shhGCXdhV478knn2S5j4+PcxteuXIlGhsb0dfXh7GxJKampGYumZSr//7+AcRi4/xeJiYmbNrPsrIyNqxVWc6VHEtKSjA+Pm7TqEitioPbnGz/SsOYs2mt3W43ampqcO65VSzHVCrFcgUKxuiA7KtSc1IIriqE4DE7FouxsaoKPqeepa+vD+l0mp+zsbHRltlcBVxU7zgSifC5gGzvhw8f5vcUj8eRTBb6TzAYRGVlFY9L6XQaFRVh1NdLJ5eyslIAekZvByYn0/wsqj8CQGVlBAcPdqCr66gl13Lkcjl2mFHhTaTLPUDkQCKR4FQN4XAYy5cv5x0NFaBUaVVqampQWVnJ48bAwAD8fr9t96C8vNxm+K634Xw+j1WrVvE45/f7edzw+/1IJBLclyoqKtDY2MhyHh0dtWlllCG6qov6jdQ1+jMxVy+qFQA+CqBZv0YIccNcrjcYDAaDwWA4nczVBuc3AO4F8FsA+VnOnXfU/h5QCD2vZsnBYBAVFRW2fepAIMAriPLycpSUlPAMPxaLYXJyEvX1cmZZWlpa5C7ptQV80wOZqX1INfMcHh6G0+nk88vLy23hsktLvQAKCQDzeWFpSgo2PnV1dTb3TmX7AoDtIfQEgETEM92CjRC0YIQFN8JMJsOrAaVVUJ9dLheEEJodjBPBYNC2Gk+n0zzrdrlcCAQCvOpTdiZqv1rKzs2B/fQVFiBXUvp7CQQCml2KgMvl5s9y79sBn69grxOPJ2xtwOv18gpYahlycDicLJeKCrlCAaS7ZyQSsdkb6bJTqx0ldyU/tTqvqqpCKBTSUnBU8TtWthlKY6PK0ZMuut2FZwuFQnC5XLzyU6kKVHn6vrbC7XZzeSothVrJKdshtZIqLS1FaWkp772r89Wzut1u1qKp9lbsfqzaq65tUeerewBy5eTz+fj6srIyOBwObovBYJC1Y+qz3r7Lyso4zQAAtjXSQ7ArjRYgtVW6G6+yO1NtIJfL8TG12lRy8Pl8KCsrs/WlUCjEclX2A6quqVTK9l50LZy6n0odoWRRbD+k7BDUsymXZgC2d5LL5WzvsLy8nMcx9ZyJRILL9vv9mJqaYrm4XC6Ul5fzcVWO6tuTk5OoqqpizYPf70d5eTm77VZWVqKqqspq32Fks1P8ruT1GUQiFTw2uFwlrOUOh0MoK/PZ2oxuT6RCDej2F7ododJQKo1lLieDfCrNQzYrE0oqRUk4HEYymeTylN2Ykqt676pdqHeuxiOn08mu/4FAAJlMhjU6gNR2KdfqyspKHhcBqdXIZDJ8fU1NDSKRCNe9traWNeWqfN3FWwXBVMfT6RQikYL2V2kM1XtXGns1HhDpfVDaCLpcSqvhtb378nK/pfFRbbbQ7mtrnUgmkwgGg7a0E7rcSktLbXaIKgWS3n4DgYDNPqiiosKW9LqsrIw1zbqtXVVVFXw+Hz+LGj9V2dXV1aivr7fZJephFCKRCI+jwDxocACkhRB3z/Fcg8FgMBgMhkVlrhOcfyeiLwL4EwCeLgkhdi1IrYrQA9gNDQ2xNxEgZ71+v59nimrVqGZ7brcL0egw9ux5EYCcwYbDYXR2FvYuVVlNTU02S3CpPXFoq74sotEoh/3evHkznE4n28gMDg5geHgY69atA6A8l5xaojlhaaPkqjGZTGJ0dFQLY+7kVTRQsBVRWpPy8nLbnnEikeBVmkoJ0dsrAz319fUdZ9Wu7HQAacs0NjbG94rFYsjn82wPlE6n0dvby3JXnkRq1qw8EPQZPRGxd5pKOKeCaHV1deHo0aMcBr2yMmIrS2mUALn6nZiYwP79MpFhd3c3KisrOUFqf78MU65sZJYtWwa3u2DxL4O0BXgl1NfXh9raWl4pqbD2dtuoNK/2lQeK2p8uLy+3eeT09vbyal7XpimGh4c5rLh6n2qlIxPolXDwxrGxMXg8Ht5nT6VSNi0GEdk8P6ampjA8PMx71FNTUxxaX28Tqv0rTzlVT90ranJyEslk0rYC0leMxR5Uyr5CedaNjo6ypg+Qq/OSkhL+3N3djcHBQdYC6itE9Z51O7F8Po9MJsNBDHXtCCDb7MjICGtrJycnub2qgIt6Mtl4PM4rffVMSmOj9vnV80WjUQ6ept6D6n+AXNHqgc+Uxka14Xg8brMryGQy7PGmyovFYny+KleVNTg4yMFH0+k0J1NUZSvbCb2uqg2pdBtKI6M0v3rwu1gsxpqIUCgEj8fD454KPheLxRCPl2JoKI5UKsnP6vF4EAgEUV7u4/em2pvUuExwX5GBG8tsdo26F5/SQivNwuSkTAqptK+q/asxU3nQdHXJ9zY4OIixsTEeR5QHjqqPSkCsJ9LN5/Nst5VKpViDojxila2SqqfevvUkqL29vaiuruayJyYmMDExweNWPB6H2+22adVlOpKcde8kJiYm4PUWvA5TqRSPmUp7qjTFyjNP30FIp+UYNT4+jlQqzdokt9uD8fEYp7MJBFI2rbUa/9W4HY/HMTo6yjaVKjij3teEEPxe4/E44vG4rb1nMgWv2Vwuh8HBQc3LK4v+/n7u2+q3DpC/BbqWOp/P21IiDQwMYGhoiMsaGRlBNBrlNtXQ0HCcl+BMzHWCcy6AWwC8BoUtKmF9NhgMBoPBYFhSzHWC8yYALUKIzKxnGgwGg8FgMCwyc53gvAAgBGBwAesyI/q2THNzM9xuN6tflbpQucdlMhmMjY0hHpeq4mh0CL/73e84Q7jKmqqyQbe3t3Om8pqaGltmUo/Hg2AwaNs6icXGceGFFwKA5fbswdGjMjfP/v2tGB0dYRV7MBiE2+3mOqrtplRK5sA5dOgQ2tracNNNNwGALXOyem4iYqM3FVxMbUPt3r3blovK6XRy4Kann37a5nIeCASwbt06NqgbHBzE888/z6rCfD6PcDjMW1KBQAC9vb2sBm9qakI0GrW5EXZ2dnL5w8PNiMVi7Iq6a9cu3HzzO9kwcevWx/HUU0/ZcjDpuXF8Pp+WtTqPsbExVhVffvnlaGlpQTw+we+hr+8Yb1WUlkoXc6UKjkaHkUol2ajymWeeQX9/P6655hoAMktzMBjk63t7ezE0NMSqarWFpFzkly1bhpUrV7LK9Omnn+Z3JA39XHwvn8+HoaEh7Nmzh+umzgNkNvHa2lrewtu/fz+qqqpY1ZxMJjEwMGDbWsxkMqxWVzm1lBwzmQzXH5BZfmOxGF7xildwm4nFYraAXIrOzk709vZym1fqeVVnte2jB6bMZrOssk+n09i4cSO/Y7/fD5fLxVt9zz33HGKxGLvohkIha/shy3Wprq5mA1AiQn9/P7dhr9drU3tPTEywYbQqT90rkUjA5/PxOPHcc8+hra2NQw1UVlYiHo+zyn3r1q0YHBy05fJR20rqfU1NTXFfS6VS1vaCl+/X19fHbUgF7tNzVfn9ft4GUi66SqV/9OhRbu8A0NPTw89dXV2No0eP8vZBKpVCMBjke+fzeR6bALkNLITgfFD79u3D1NQUy2Z8fBzJZNL2rFNTU3x/Jc9AIIB43IeJiXH09w/wVkokErG2dAsBGycn1TZkFyYm4uwe3NDQwH1BIcfNGF/r9/vhcChHjRFks1l4PG5LTkkIkYfTWdiuOHLkCNra9rAsAoEA3vKWtwAAli9fbstJNjIygqGhId7uGBsbw/DwMHbulHntysrKeKtZ9aXt27cDKBjsKzfuNWvW2PIWtra2Ip/P87O2t7djzZo1bB7R0dHBRtCA3Irp64uwCUN7ezsOHz7MGcADgQA6Ojp4WygYDGJsbAzV1VXWexaorq7SjLsLLucTExOWAb7su0SEZLLw2wDIvItqG9/lcmFoaBDt7R0YH+/Dvn37cPjwYW6vn/zkJ1FVVWVrv93d3fysmUwG4+Pj3KaOHj0Kn8/H289er9eW283j8aCnp4fbWE1NDctl9+7dthyObrcb69at43azZ88edHR0cN+JRCJobm7m36KOjg7EYjF+x3oAwmLmOsGpAdBGRDtgt8ExbuIGg8FgMBiWHHOd4HxxQWsxC6WlpdiwYQOAglHl888/D0CueKuqqniF+8ILL1jnSCO0rq4u7N27F5/73OcByBW02+3iFXBLSwueeGIrAODRRx9FKpVkbU9tbS0qKyvZII7IgYaGBjQ01PPxbDbLYcfD4TDcbjevEjs7j6CszMerwra2Nisc+u8ByJXWunXrbMHE8vm8LdCfCpQEyBVzZ2cn2tvbAQA7d+7k2Wtvby/Wr1/PM/ahoSHs37+fPweDQXR2dvJqubq6Gl6vl1d9a9asgdfr5dXKOeecg+XLl/OKMxaLYffu3bxqDAaD2L59O2sqgAvR1dXFq5WbbroJmzZtYq3K5ZdfjlQqjUcffRQA8Ktf/YrfaVlZGVpaWrBhw3p+7lAohKuuuorr6vP52EjN7fZg1arVvOLt7OxEdXU1r2727NmDeDyOSy6RbWLdunU2N1zl7qin1BgZGeHVj1ppKM1Ga2srrzJUm3nssccAyJVRXV0da1DOOecc1NXVsYHo2NgYKisrWS6HDx9mN0hArq7Ly8u5jbS3t2Pr1q18PgBblvcVK1bg0ksvZe1XLpfD+Pg4r54mJycRi8X4PSYSCXR3d7PhY0VFBWuLhoeH0d7ezs/l8XjQ2trKBpkejwdlZWX8LCosvtIGveIVr+CAkYDUeuju9ytWrEBbWxu2bt3K9xsZGWFD39raWrz2ta9lg9F8Po/u7m5buo98Ps9tvKamxmYorxtkKq2GWoEmk0kcO3aM30t3dzfC4TA/S1dXF1asWMFyVW7ReqqHkZERLq+zsxO5XI61IBUVFUin06wZqK+v5z4EFLQi6vqSEpndWfUfn8/HWrry8nI0NTWxtqmkpATDw8PcnqempiCE0FIn5BGJRLgNNDY2IpfL8bgzMjLC4x4g23FNTQ1r5lTQNNUfhoaGON1DJpNBebkf6fQk3G4PyyaZTLAsAcHanJ6eXuTzeaxfv56fS6ackavxQCCIaDTKGvfJyUnLuF1qAuLxBMrLfaz1HhwcRG1tDQKBoPUe3GhsbERtrXwvfr8fTU1NfL9AIIBsNstalEAggGAwyHJXBvuvfOUr+b0qzazf78eyZctYU9ba2opMJsOaXK/XizVr1rAGvayszJYmoq2tDbFYDJdddhmX5/f7WevxxBNPoKurEh0dcow9ePAgqqur0dgodxtyuRwqKyu5zXR2duK3v/2trT+ec85GNDYus+5fymNSdbXUtii5ytQzOa7rxMQEOjo6bK7Ye/fuxbZtT6K0tBXLly/Heeedx78Hy5cvRzgc5jZZUVGBsbEx1pLEYjF0d3ezrHK5HIaHh/n8c845B6WlpXj44YcByL69cuVK1twlk0ke8xKJBPbu3WsLytne3s4am7q6OqTTaa778uXLUVtby2X19PQgl8uxLE6UTXyukYy3zuU8g8FgMBgMhqXACSc4RLRNCHE5EU1AZZy0DgEQQojAgtbOwuPxsI3NyMgIuru72YZmaGgIV1xxBe9j7ty5Ez09PYjFpHtyNBrFu971LtYWqFWL2u8LBAJ87V//uo3dSwFpY3PBBRewhsbpdKCyMsL7w263B/l8IYiVDKDl433KAwcOIBgM8srrT3/6E7q7u+H17gMg96tXrFjBM1kVdl9pcHSXQ4W+gt28eTOvnmOxGFatWsWz5MrKSqxdu5ZXx36/H93d3fy5pqYGoVCI7Snq6urg8/l4n7OlpQWBQIC1Jnv37kVbWxvb4EQiEeTzedakDQwMwe124b3vfS8A4IILLrRcVeWse9myJoRCIagYbt///g/Q01OwtXjDG97AqzKXS6aN0AP56f+rdBhKDjt37uSUBIDU4DidTlxzzWYABQ2Q0vKpBJbqfI/Hg3A4zHvjyWTSloi0t7cXdXV12LhxIwC5YtZD0dfV1fFKavny5aiqqmLN2cTEBEKhEK9+E4kEmpubeXWu7Eb09B6bNm3iNpTP59kNGACHqdftHIaHh1krU19fj9HRUX6PfX19OHz4MMvu/PPP5+dsaWlBKpXivqXet2qvHo/Hph1V7scqgOKaNWtsNjQqVYPeRnw+H2vGurq6+D6AXPWtXr3algi3rKyMtSSNjY22IG3l5eUQQnB/TSQStuSXMsmulFswGER9fT1rGA8ePIiWlhZefW/YsAFXX301P4sKFqcHoDt27BjbpMmVdyOHPSgtLWUtKCD7akNDA48vynZKD4BXWlpqC8io6qKC0SntTjKZxPLly/m5lVZOrZZV4kI9kS4RsRyz2Szq6uq4f2SzWXi9XrY9SSaTKC8vZ1n19fWhp6cHdXV1iMeDCAT8qKqq4v4nUzvEEI3KNhwKhbhusVgMfr+f+65MAjoBr7eU6xaPx20JXPWwBJFIBJFIhNur7EeFQI+hUBgtLStxwQXn8ntVWhoArHXSE75WVlaybaKShWpzqj8BcoxcsWIFf1ZaNWUz1tQk0/Kovu7xeNDZ2cnnq7Aiqg0pjaPSLHd0dKC93c/aqS1bLkddXT2nqfB6S1FbW8t9ua6uDg888BvWkrhcLtTW1nA7UW1Fyq0S0WiUtUMy7UMFa/wDgQCGhobQ19fLclJtGQCuueYarFixgttnMBi0uaT7/X5boMKRkRGUlJSwpiwcDlvJpmXd1q5di1AoZEsZs2XLFlvAUVW35cuXo7Gx0WZDk8lkWI7qej1Ip0qtop5N2aeqdzoTs2lwfAAghPDPcp7BYDAYDAbDkmG2CY6Y5fhpQU8iGY/HbekKVCh43Tskk8lwwKNgMITm5mZbyOx8vrDa9/l8rAWpqqrigFzA8QGEiBxwudx8LyGEbSbp9XqsEOzSRiGXy1n/CqtvoBD8bs2aNairq7OFppf3IX5uPYy5sm/Qk0SqWe3IyIgt6WM2m0U+n+dZs1qdqOORSMQWUC4cDnN4bkCubnSvFBV+XdlfeL1e1NTUsGZiYABoaGjEsmVNltyDthT3ZWU+hEIhNDRIq/umpib098u97nQ6DSEKHj5OZ4ktHLySpaqrSr2hVpjKdklPPArAZneivFwUQghb4jg96aPydtHD9FdUVNgCBba0tPC9qqqqeHVcW1trS+KYSqVs2qBYLGbb604mk8el1NDtg/L5PHK5HK9wiwP3SdmWcd1UGH7FyMiI7T14PB4tCKYbdXV1Ni+oxsZGXjl5vV7balg9r2pTSuunpxhwOBz8bE6nEzU1NXy+CoSm6rpu3TqbNkwF+lPHVSh5PZR9Pp9nGyk9rYQK/a6ncchkMjhy5AgAqeXSAy42NjbaPH4ymYwtkKXyQtI1vvr5brcbU1NT3A6ICFVVVaxZICJbgDtVN9UOvF4vv2Ov12tL3KnSUSit3OTkJDweD7cRFXhSXe9yuWzpbFR6BLUiVsHzlGZayaz4fxWI0ePxorS0jFOleDxua3Wv+pUXfr/UiEQiEQ6uKu8lE13qWlen02kLfmdPb+NDMBjkz0o7qz9LRUUYdXXyetX+leZMpXpQn5UnqrpeCMHpIYCCRgcAp5rRk2vqKTAaGhoQDodtY2IikbBpkmX9Kvg9ptNpvgak+bkAACAASURBVJfqp01NckxctWo1J11VbUi3YZuamsLy5c2s4dJ/ZxRqzJKpQ1zHBQVUdVdjpAqg6HRKD7GGhgYEgyksW7YMdXV1tmTLKgigem/Ks1CVX1lZyf0hHA5jamqKr6+oqIAQgvuD3+9HbW0tX19SUmJLZ5NKpWzjtB5kk4hsnncqNY/+u5jL5bi/6ImIi5ltglNNRP8400EhxLdmuX5aiOh1AP4dgBPAPUKIO06lHIPBYDAYDIbpmG2C4wRQDn1T9CVCRE4A3wVwDYAeADuI6EEhROt83cNgMBgMBsPZzWwTnGNCiC/P8z0vAXBQCHEYAIjopwBuBDCnCU4+n8fU1BSrNAGpPlNqKhVITKmGXa4SOByFnDr5fA65XN6m7lKUlJRY+WMc1jGytonkcaXCK6idC9tUANgYmcjB5ZWUlGjZyUts+WuKM4Dr91B/68eVOlbVWQ96phsf62UpVJZn/dric4CCClS5zOo5ZNR2ifqsn+9wOI4z0sxms5iayrLclcxUfVUmXHV9oU62KkGIvC3Yo9o5VefLHF4Omyz0bODFz6lUvnowPf3+6m99S0zPo1T8jvQM2g6Hw1ZW8fnFcs3n88epoFX7UMeLn1UvbybU+zl+m7XQflS28MLWoMyFpmd117fLdFnMRW7FfaykpMSWWV2Vpbe54nZc3N6BwnvTZVf8v6KQpbpg7Ku+L24T6p9+nV734nrpddPrNx1qq1mvny4n/VrdYL64DP384mfTzytuk7qbeSaT4X/qczabtf6f4u1gtUWcy+Wtvjxlfc5q9yyWm/yuWK4K1eZKStQ7P75v6cjr7e9VH3PV5+JrdFnoslJ1mPle4rj2rFBjkD5uqO1Bdf3U1BTLSb0D9R7UO1V9Um2x6s9S3P/Vb8l06HIoHjsdDrL1VaezUA9dNvo4pJtbFMtHyUWXjd53layKx0i9b0/Xf6YrS8lY7+d6XrfZ+rzOzNKz6jHL8VOhAUC39rnH+s5+Y6IPEtFzRPSc8uQxGAwGg8FgmAt0otkPEVUIIUbm9YZEbwXwN0KIv7M+3wLgEiHER09wzRCABIDofNblZUwljCwURhYFjCwKGFkUMLIoYGRR4EySxXIhRFXxlyfcoprvyY1FD4Bl2udGAH2z1KOKiJ4TQly0APV52WFkUcDIooCRRQEjiwJGFgWMLAqcDbKYbYtqIdgBYDURrSAiN4C3A3hwEephMBgMBoPhDGWuuajmDSFElog+AuCPkF5a9wkh9p3uehgMBoPBYDhzOe0THAAQQvwewO9P8rLvL0RdXqYYWRQwsihgZFHAyKKAkUUBI4sCZ7wsTmhkbDAYDAaDwfByZDFscAwGg8FgMBgWFDPBMRgMBoPBcMax5Cc4RPQ6IjpARAeJ6NOLXZ/TCREtI6K/ENF+ItpHRLdZ33+JiHqJaLf17/rFruvpgIg6iWiP9czPWd9VENGfiajD+j+82PVcaIhorfbudxPROBF9/GxqF0R0HxENEtFe7bsZ2wIRfcYaQw4Q0d8sTq0Xhhlk8Q0iaiOiF4no10QUsr5vJqKU1kb+c/FqPv/MIIsZ+8VZ2C5+psmhk4h2W9+fke1iSdvgkMxb1Q4tbxWAd5wteauIqA5AnRBiFxH5AewE8EYAbwMQF0J8c1EreJohok4AFwkhotp3dwIYEULcYU2Aw0KITy1WHU83Vh/pBXApgPfhLGkXRHQFgDiAHwkhzrG+m7YtENEGAP8LmSamHsAjANYIIXIzFP+yYgZZXAvgMctr9esAYMmiGcDv1HlnGjPI4kuYpl+cje2i6Pi/AYgJIb58praLpa7B4bxVQogMAJW36qxACHFMCLHL+nsCwH5Mk9biLOdGAP9t/f3fkBPAs4nXAjgkhDi62BU5nQghngBQHIh0prZwI4CfCiEmhRBHAByEHFvOCKaThRDiT0IIlYjsGciAqmc8M7SLmTjr2oWCZCKot0FO8M5YlvoEZ055q84GrBn2+QC2W199xFI/33c2bMtYCAB/IqKdRPRB67saIcQxQE4IAVQvWu0Wh7fDPkidje1CMVNbONvHkfcD+IP2eQURPU9EW4loy2JV6jQzXb84m9vFFgADQogO7bszrl0s9QnOdMk+l+6e2gJBROUAfgng40KIcQD/AWAlgM0AjgH4t0Ws3unkVUKICwBcB+DDlgr2rIVkJPAbANxvfXW2tovZOGvHESL6LIAsgB9bXx0D0CSEOB/APwL4CREFFqt+p4mZ+sVZ2y4AvAP2hdEZ2S6W+gTnpPNWnWkQkQtycvNjIcSvAEAIMSCEyAkh8gB+gDNIrXoihBB91v+DAH4N+dwDlq2SslkaXLwannauA7BLCDEAnL3tQmOmtnBWjiNE9B4AbwDwTmEZW1rbMcPW3zsBHAKwZvFqufCcoF+cre2iBMCbAfxMfXemtoulPsE5q/NWWfuk9wLYL4T4lvZ9nXbamwDsLb72TIOIfJahNYjIB+BayOd+EMB7rNPeA+CBxanhomBbhZ2N7aKImdrCgwDeTkQeIloBYDWAZxehfqcNInodgE8BuEEIkdS+r7IM00FELZCyOLw4tTw9nKBfnHXtwuJqAG1CiB71xZnaLhYlVcNcMXmr8CoAtwDYo9z5APwLgHcQ0WZIdWongH9YnOqdVmoA/FrO+VAC4CdCiIeJaAeAnxPRBwB0AXjrItbxtEFEZZDehfq7v/NsaRdE9L8ArgRQSUQ9AL4I4A5M0xaEEPuI6OcAWiG3az58pnjKADPK4jMAPAD+bPWZZ4QQtwK4AsCXiSgLIAfgViHEXI1ylzwzyOLK6frF2dguhBD34ni7PeAMbRdL2k3cYDAYDAaD4VRY6ltUBoPBYDAYDCeNmeAYDAaDwWA44zATHIPBYDAYDGccZoJjMBgMBoPhjMNMcAwGg8FgMJxxmAmOwWCYFiKKaNmF+8mekfmpBbrn+UR0z0KUfSoQ0X8R0VtOcPwjRPS+01kng8EwN5Z0HByDwbB4WJFNNwMzZ2ReAP4FwFcX+B7zyX0AngTww8WuiMFgsGM0OAaD4aQhorj1/5VWcr6fE1E7Ed1BRO8komeJaA8RrbTOqyKiXxLRDuvfq6Yp0w9gkxDiBevzqzWN0fNaJOt/ssp4kYj+r3b9u63vXiCi/7G+W05Ej1rfP0pETdb3/0VEdxPRU0R0WGlpSPIdImolooegJW+1nq3VKuubAGBFCe4korMtLYbBsOQxGhyDwfBSOQ/AegAjkOHd7xFCXEJEtwH4KICPA/h3AN8WQmyzJhl/tK7RuQj29BKfhIwu+6SVcDZNRNdChpG/BDJZ4oNW0tVhAJ+FTMgaJaIKq4zvAPiREOK/iej9AO4G8EbrWB2AywGsgwzb/wvIUP5rAZwLGT27FcB9VnlvArBOCCGIKKTV8znI7MxnQ5h/g+Flg5ngGAyGl8oOIcQxACCiQwD+ZH2/B8BV1t9XA9hgpQ0AgAAR+YUQE1o5dQCGtM9PAvgWEf0YwK+EED3WBOdaAM9b55RDTnjOA/ALIUQUALQw86+ATCwIAP8D4E6t/N9YCRhbiajG+u4KAP9rhezvI6LHrO/HAaQB3GNpdn6nlTMIOUkyGAxLCLNFZTAYXiqT2t957XMehUWUA8ArhBCbrX8NRZMbAEgB8KoPQog7APwdgFIAzxDROkitzde0clZZ+XUIMtfQbOjn6PWmGc5RdclCao1+CakBelg77LXqbjAYlhBmgmMwGE4HfwLwEfXBSn5YzH4Aq7RzVgoh9gghvg65DbQOcmvr/daWFYiogYiqATwK4G1EFLG+V1tUT0EmFwSAdwLYNks9n4DMMO20slBfZZVXDiAohPg95JabXv81OPsytxsMSx6zRWUwGE4HHwPwXSJ6EXLceQLArfoJQog2IgpqW1cfJ6KrILMbtwL4gxBikojWA3ja2u6KA3iXlRn6XwFsJaIc5BbWe6373kdE/wS5/TWbS/evAbwGcnutHcBW63s/gAeIyAup7bldu+ZVAP4vDAbDksJkEzcYDEsGIrodwIQQYsnEwjkRRHQ+gH8UQtyy2HUxGAx2zBaVwWBYSvwH7LYxS51KAJ9f7EoYDIbjMRocg8FgMBgMZxxGg2MwGAwGg+GMw0xwDAaDwWAwnHGYCY7BYDAYDIYzDjPBMRgMBoPBcMZhJjgGg8FgMBjOOMwEx2AwGAwGwxmHmeAYDAaDwWA44zATHIPBYDAYDGccZoJjMBgMBoPhjMNMcAwGg8FgMJxxmAmOwWAwGAyGMw4zwTEYDAaDwXDGYSY4hiUPEXUS0dUzHNtHRFcuwD3XEtHzRDRBRB+b7/JnufeCPNPLidlkcKI2sVQ4XXUkoq8R0cfnsbz/IqKvzld5S4X5eB9E9CwRbZyvOhkWFjPBMZwU1iCRIaLKou93E5EgouY5ljEvA78QYqMQ4vH5KKuIfwbwuBDCL4S4ewHKZ4rlsYDPpO73OBGNEpFnoe7xUtFlsJQmM0upLgBARFUA3g3g/1vsupwKS02ec+CbAL682JUwzA0zwTGcCkcAvEN9IKJzAZQuXnUWhOUA9i12JeYbawK6CcB+ADcsamUM88F7AfxeCJGa7iARlSzkzRe6/CXIgwCuIqK6xa6IYXbMBMdwKvwP5KpR8R4AP9JPIKJPE9Eha4unlYjeZH3/PwCaAPyWiOJE9M/W98uI6FdENEREw0T0naJ7biaiF4koRkQ/IyKvdR2vAK2/PzndedbxC7Rtp/ut48ep4onoMQBXAfiOVcc11veCiFZp57Eqfw73nvb5ppNH8aqWiNZbWpcxa+vmBu3YCe87De8G8GsA/2W9t9MGEb2PiH6rfT5IRD/XPncT0Wbr704iunqm9mIxbZuY5r6dRPRP1rkJIrqXiGqI6A9WW3iEiMLa+fPZdmesIxHVE9EvreuOkLYVSkSfIqJeqw4HiOi1M4j1OgBbp3neTxHRiwASRFQyy73OJ6Jd1r1+BuBE7edUyj+Ztj+t7IvuPW17pzn279lkfyL5CyHSAHYCuPZEMjIsEYQQ5p/5N+d/ADoBXA3gAID1AJwAuiE1HgJAs3XeWwHUQ06ibwKQAFCnl6GV6QTwAoBvA/BBDrCXF93zWau8Ckjtw63FZc1ynhvAUQC3AXABeDOADICvzvCcjwP4u6LvBIBV2uf/UtfPcu+5PN/V03226noQwL9Yz/AaABMA1s523xme66D1/iqsd1JzGttOC4Axq03UWe+jVzs2CsAxw3u9uqisOT+3de4zAGoANAAYBLALwPkAPAAeA/BF7fx5abuztAkH5A/lF6z32gLgMIC/AbAWsk/VW+c2A1g5w7MNAbh4mufdDWAZpGb1RPdS/eJ2q629BcAUZugXp1D+ybb9GWV/IpliDv0bhbFrxvpa551Q/gDuBvCt09VvzL9T/2c0OIZTRWlxrgHQBqBXPyiEuF8I0SeEyAshfgagA8AlM5R1CeSA9U9CiIQQIi2E2FZ0zt1WeSMAfgtg8wxlzXTeZQBKrONTQohfQQ6U88lM957L883EZQDKAdwhhMgIIR4D8DtoW4QnuK8NIroc8kfmL9a5jwG4WTvebK1oHyOirUT0b0Tks7RHj1urWfX3D4noUuu6jxDRH7Ry9kx3fyHEYcjJ2WYArwbwRwC9RLTO+vxXIUR+jnKZ83Nb/L9CiAEhRC+AvwLYLoR4XggxCanROl+r53y23ZnqeDGAKiHEl633ehjADwC8HUAOcuK1gYhcQohOIcShGe4fgpTpdLLpFnLr6kT3ugxyQnCX1S9+AWDHzGI86fJPqu3PUfbTyfRk+veJ6gvMLv8JSLkbljhn2/6pYf74HwBPAFiBou0pACCidwP4R8jVDyB/pCuLz7NYBuCoECJ7gvv1a38nIQfNkzmvHlJbILTj3Se436kw073n8nwzUQ+gu+iH/yikJmK2+xbzHgA/E0LkrM//C2lM/W3tnK1CiLcAABF9GcCXhBBXWp+f0/7+ewCvALAdwEUAskREkKvhgyd4nq0ArgSwyvp7DHJy8woUbbXMgbk+NwAMaH+npvlcrj7Mc9udqY7LAdQT0Zh23Ak5yTtI0ivqSwA2EtEfAfyjEKJvmvJHAfin+V5v2zPeC9P3i6MzPMuplH9SbX+Osp9OpifTv09UX8xB/n7IdmtY4hgNjuGUEEIchTQ2vh7Ar/RjRLQcckX0EQARIUQIwF4ApC4vKq4bQBMtrMHiMQAN1o+wYtlJlpEEUKZ9rp3jdbM9X7E8dPoALCMiva82oUhjNhtEVArgbZCTGsUDAFYR0XkzXPZVzGyI/AzkqhmQP0LPQ6r2L7OOzYSa4Gyx/t4KOcF5NWae4JxIPvPKaWy73QCOCCFC2j+/EOJ6ABBC/EQIcTkKW79fn6GcFwGsmeb74h/6me41Xb9omkP951r+nNv+HGR/Ik6mf59Q9sCs8l8Pue1mWOKYCY7hpfABAK8RQiSKvvdBDgpDgDQuBXCOdnwAcqWveBZygLrD2hLxEtGr5rmuT0Oqnj9iGUXeiJm3HWZiN4CbichJRK+D/FGeC7M9X7E8dLZD2iH8MxG5SMaG+VsAPz3Jur8RwAiAF6z7eyHl8XvYDcYZIUQG0kZhOvZBqvArAAxb9bwMwKWYfYJzFYBSIUQP5Kr5dQAikJOk6TiRfOab09V2nwUwbhmzllpt6hwiuphkDKbXkHTjT0NqmHIzlPN7zN4OZ7wXZL/IAviY1S/ejJPvFycq/2Ta/myyPxEn079PVF+cSP7WdxcC+PMc62VYRMwEx3DKCCEOCSGem+b7VgD/BjnoDAA4F8CT2ilfA/A5kl5Bn7S2TP4WctuiC0APpIHhfNY1A2l4+AFI9fK7IG1ZJk+imNuseo4BeCeA38zx3rM9n00e09T7BkhvmSiA7wF4txCi7STqDcjtqWbIwVr/91YA75xuhW0N5tPKx9oyGwRwI6TNxrOQk5sLARzXJrTr2gHEUdgOGIc08HxS2zorZkb5zDenq+1q122G1IRGAdwDIAhp/3GH9V0/gGpII/Pp+BGA6y0N3UnfS+sX74Xc7roJRRrZl/IsJ9P2IbXBJ5L9ieow5/49i+yBE8v/Bsj4WNNtFxqWGGTfsjQYzh6IaDuA/xRC/HCx67IUIBkj55uaDc6XAHiFEJ+2Pj8nhLhIO/9fAbwewC1CiD1E9BDk1sJlxWUbFg4i+n8ADAoh7lrsuiwlFqJ/W2V+QAixd77KNCwcxsjYcNZARK+GdG+PQmpgNgF4eFErtfR4Nck4QE5IrcwXTnDu05BarVbr8zjkKt1wGhFCzKTdOas4Hf1bCHHpfJZnWFjMBMdwNrEWwM8hjWIPAXiLEOLY4lZp6SCE6ARQdYLjFxV9/h007yMhxDuOu8hgOH2Y/m2wYbaoDAaDwWAwnHEYI2ODwWAwGAxnHC+LLapQKCRWrVo1+4k6yeScTkul02g9cgQtDQ0IBwKnULuToKxs9nNmIZFIwOfzzUNl5pE5ynq+SWSz8JXM0ITnQdYvGyz5n1AeL4VFluX+/fuRTqcRDofR3NwMAMjn8+jo6EA8Hkd1dTXq6upQoj37wMAAenp6EAgEsGrVKujhUSYnJ7F3717U1taioaGh+HYYHBxEd3c3Nm3aBJfLtWDPFY/HceDAAdTX16O2thYHDx7ExMQE1q1bh7J5lPm8jRmL0c8XoO2d1jF0kcbGGSmS55L8PTkFdu7cGRVCHLe9/rKY4NTU1OC552b0PJ2enTvndFrf0BAarrsO//zud+Mf/s//OYXanQQXXviSi3j88cdx5ZVXvvS6zCdzlPV88/jAAK6sqZn+4DzI+mWDJf8TyuOlsIiyfOihh/CGN7wBl19+ObZt24a77roLN954I66//nokk0n85Cc/wTvecbzpz+OPP44jR47g/e9/PxobG/GLX/wCRIRPfepTeOCBB+ByubBz507U1x8f/PiRRx7BNddcg7vuugtXXXXVgjzX6OgoXv/616O2thbt7e3w+XwYHh7G5s2b4XA48Oyzz8LhODUF++HDh3HgwAFcffXVcLlc8zdmLEY/X4C2d1rH0EUaG2ekSJ5L8vfkFCCiaaNvn/VbVJGgDH0QHTORtw2GpcY3vvENLFu2DI8++ig2b96Mz372s3jlK1+Jp59+Gj/96U+nndwo3ve+9+G73/0uHnzwQbzpTW/Cbbfdhm9961tobm7GvffeO+3kBgA2bNgAAGhtbZ32+Etl+/btaGlpwTPPPIM77riDV9CRSAR33nkn9u3bh4ceeuiUyv7MZz6DlStX4vrrr8f9998/n9U2GF52nPUTHI/bDb/PZyY4BsMSY9++fdi6dStuu+02uN1ufO1rX0NXVxfGx8fx29/+Fm9961tnLeNDH/oQvvvd7+KRRx7B9773Pdx666145JFHcMstt8x4TV1dHYLB4IJMcIQQ+MQnPoHS0lLs3r0b73nPe2zH3/KWt6CpqQnf+MY3cLIOIPfffz/uuOMO3HLLLXA6ndi3b998Vt1geNlx1k9wAKAyFDITHINhifHwwzKEydvfLpM8v+51r8OOHTvQ1taG6667bs7lfOhDH8Lu3btx55134q67Zo+FR0TYsGHDgkxw/vznP+PJJ5/E5z73OWzatOm44y6XC7fffjv++te/orKyEu9617uwa9euWcsdGxvDrbfeissuuwz33HMPWlpacODAgXmvv8HwcuJlYYOz0FQGg4jGYotdDYPhjEEIASHEKduRAMCf/vQnbNiwwWYIfNFFF53giplZt24d1q1bN+fzN2zYgN/97nendK+ZyOVy+PSnP42mpiZ84AMfmPG8j370o/D7/di2bRt+/etf48EHH0R3dzeCweCM19x5550YGRnBf/zHf8DtdmPt2rVob2+f1/obDC83jAYHRoNjMMwn27dvxwUXXIBzzz0XPT09p1RGOp3GE088gWuvvXaeazc31q9fj4GBAQwPD89bmf/5n/+J559/HnfeeSc8Hs+M5zmdTnzgAx/AD3/4Qzz66KOYmJjAvffeO+2527Ztw/vf/358+9vfxs0334zNmzcDANasWYOOjg7k8/l5q7/B8HLDTHBgJjgGw3wRj8fxmte8BkNDQ+jp6cGWLVtOaZKwbds2pNNpXHPNNQtQy9lRhsYzbQ/19fXh0ksvndUY+Oc//zk++clP4tOf/jQ+9alP4eqrr8bb3va2OdfjwgsvxBVXXIG7774b2WyWv8/lcvjIRz6CLVu24IEHHsA111yDr3/963x87dq1SKfT6O7unvO9DIYzDTPBwalPcCYSCSTT6QWokcFw+tnV1oYfPvjgSypj586dSCaT+P73v48//vGPOHr0KO64446TKiORSOArX/kKPB4PXv3qV7+k+pwqV1xxBQKBAH70ox9Ne/wHP/gBnn32Wdx00034/Oc/j8985jMYGhqynfPTn/4UN910E7797W/jzjvvxNVXX4377rvPFpNnLtx+++04evQo2yQJIXDrrbfiu9/9Lm677TZ0dXXhwQcfRGNjI1+zdu1aADB2OIazGjPBgZzgxJNJpCcn53xNV38/Nr7tbXjvl760cBUzAJCr1ZSZSC4oT+zahSv+/u/x/i9/GcMvQZu5fft2AMDFF1+Myy67DO9+97vxne98Z85bVdlsFjfccAO2bduG++67b9GCkPl8Ptxyyy24//77MTIyYjuWy+Vw77334rLLLkM4HMZXv/pVfOMb38C6deuwfft27NmzB1dddRVuvvlmbNmyBePj44hGo/jNb36DZcuWnXRdrr/+egSDQfzyl7+EEAIf//jHcc899+Czn/0s7rrrrmlltGbNGgAwdjiGsxozwYGc4ADA8BwNjYdGR3Hthz+M7oEBHDQq4DkxMDyMH/z61xgs+rGYjdbDh3HOTTfhmg9/eIFqtrA8/fTT+OIXv4idO3di8iQm0CdLfzSKO++6Cx86SW0JADy2Yweu+9jHUOJ0AgBePHjwlOuhYrxUVcmgol/60peQy+XwrW99a07Xf+ELX8Bjjz2Ge++9FzfffPMp12M++OAHP4jJycnjtDi///3v0d3djU984hPYt28fRkZG8OKLL6K8vBy33HIL3vzmN6O1tRVf+MIX8OCDD8Ln86GiouKU6+F2u3HDDTfggQcewBe/+EXcfffduP322/GVr3xlxmtqa2vh9/uNBsdwVmMmOChMcOayTTWRSOC6j30MR/v7cdGGDTgWjS509U4bDz/8MFauXIne3t55L/tj3/wmPviv/4rG66/HUy+8MKdrUuk0rvj7v0dbZyd2trWddFyQxWbPnv+/vfuOr/n6Hzj+OhkSeyRChEQQI2qUoKFq1N5Ki5q1W4oav69qS6tG1WiVmCWC2LTEHrFpo4rWDrFXxIgYGZLz++PepDfjJjfJHZGc5+ORB/ncz+dzzz353HvfnzPe519atGjBxIkT8fLywt7ePtUvpYx69PQp1bt3Z8eePczfsIFL168bfOzR06dpPWIEZVxcOPzrrwCcycRdf1BQEHXq1En4vXTp0rRp04ZVq1YlGkOi686dO8ycOZN69eoxdepU+vXrR58+fTJcBmOpWrUqXl5erFy5MmHb3r176d69O+7u7rRr144CBQpQuHBhPD09Wbp0KcHBwYSEhLBhwwa+/fZbCmk/WzKrU6dOPHnyhO+//56ePXsyc+bMVLu6hBBUqlSJf//91yjPr2Qd0TExTF++nBItWrDtyBFLFydLUwEO/wU4D588SXPfaX5+nLp0iQ3TptHC25vQJ0+IjY01dRFN7vbt2/To0YOQkBC2b99u1HOfuniRdXv2MLBjR6SUbDXwTRn41188Cg+n9bvvEhkVle7WH0uKioqiffv25M+fn9OnT+Pv74+XlxdLliwxeqD23eLFPHzyhCkTJmBjbc2i334z6LjgmzdpN2oUrsWKEbhgAVXKlaOYgwOnMxjg3L17l9u3b1O7du1E23v27MmDBw/Ys2dPsmOePHlCcXHPWwAAIABJREFU9erVGT16NC9fvmTy5MnMmTMnQ89vCl26dOHkyZNcuXKFW7du8cEHH+Dm5sahQ4fIlStXon3ff/99fvnlF5YsWUL9+vWNWo5mzZpRoEABqlevzsKFCw0ax1OnTh1OnDiRLT6fFI2HT57Q5LPP+L9ffuFeWBi7//jD0kXK0owe4AghWgghLgkhrgghxqbweHchxD/an2NCiGrGLkN6FXdwADCoNWbDvn008vKi9bvv4uzoSFxcnEGBUVYVFxfHpEmTqF69OpGRkRQpUoTAwECjPsd3ixdTuEABfhw+nPJubpy7etWg47YcPEj+vHn5pG1bAG7cu2fUcpnSr7/+yrVr1/D19aVatWp8/PHHDBgwgBs3bhgtgVxoaChTp05l3oYNDPrgA7xr16ZDw4Ys27o1zfFkUdHRfDh2LALY/ssvFC1cGIDq5ctnuAUnPm+MbgsOaMaQFClSJMUBu5MmTeLRo0ccPXqUU6dOMW7cOHLnzp2h5zeF+GzJa9as4dNPPyU2NpaAgIBEA3p1ff755yZpfcqdOzfHjh1j7969BtfPO++8w8uXLwkJCcn084eHh6sp5xYmpaT9qFGcOH8e/0mTqOXpyVkDP0tzKqMGOEIIa8AHaAl4At2EEJ5JdrsGNJBSVgW+BxYZswwZ4ezoCKQd4Fy4do1LN27QUbs4WXxgdN+IuTLMSUrJ8OHD+eabb6hbty4HDhygZcuWBAYGGq2V4WlEBNuOHKFf+/YUzJePymXKcP7atTSPi4uLI+DwYVp4e+Ph6grA9TcgwImJieHQoUNMnjyZ9957jyZNmiQ81qpVK4AMrzOU1EcffcS4ceOo5enJd4MGATDkww95HB7OLH9/vceduniRQVOmcObyZXwnTKCszpd1NQ8Pzl+7Roye7iR9/v77b0aMGIG3tze1atVK9JidnR0ff/wxmzZt4u7duwnbr127xpw5c/jkk0+oW7duup7PXNzc3HjnnXf45ptv2LZtG5MnT05Y0dzcKleujIP2M8cQ3t7eAJlasiE2NpYffviBYsWK0WHUKKJjYjJ8LnO7d+8eo0aNIjQ01NJFMYp9QUEc/+cffh45ko9btOCtsmU5Z4TgNTszdgtObeCKlDJEShkNrAHa6+4gpTwmpYxv8vgDSPlWyIzy581Lvjx50gxwNmlbNjpoA5z4wOhNDXC+/vpr5s6dy+jRo9m8eTNeXl68//77hIaGGm0dm4BDh3gdG0vn998HwNPdnZA7d9KcFfXHv/9yLyyMdu+9h5uzM5D1W3BCQ0OpX78+DRo04PHjx0ydOjVRV0LJkiWpXr26UQKca9eucfDgQb7//nuO+/omtMA09PKiU+PGfL9kCSEpzFzaFBhIjR498Nu6leHdutH2vfcSPV6tfHmiY2K4mI5xPM+ePaNz5844Ojry22+/YWOTPEH6F198wevXrxMtlTB16lSsrKyYOHGiwc9lCV9//TWdOnViw4YNDB8+3NLFMVjp0qUpVqxYploMp06dypdffomXlxcBhw/T3wRjyEzh2bNntGrVilmzZjFixAiTPc/JkyeJiIgw2fl1TV66lBJFi9JH26JduWxZHjx6lCNyuIWGhiabzWgIYy/V4ALoTiu6DdTRsy9AP2BHSg8IIQYCAwGKFi3KgQMH0leSly/TtXuhQoU4c+cOBx48SPHx5y9eMO/336lUoQLBUhL84AH3tK0c+0NCsC9bNu0nSe9rSKkcz5+nvy50vHjxgtGjRxMZGcn169dp06YNrVq14uDBgwDkyZMH0GRd7dy5s2EnTaWuF+7YQVFHR144OHDgwQOkgwNxcXH4//035fTUWXR0NJ9OmkShggUpVKECp168IG/evBwLCUn093n++rXev5cx6jo9YmNj6devH/fv32f06NG8++67REdHJ/tbValSBX9/fzZu3Jiuu/GkVqxYAUC5cuUS6iC+Prr07s3248f5eNIkpn77bUKQFR0dzZCZMylTujTTJk7EUfs30RWlDZTW/PUXj/Ln12xMoy6nTp3KjRs3mD17NhcuXODChQsp7tewYUPmzp1LrVq1iIuLw9fXl9atWxMcHExwcHBGqyJFmX2f6MqbNy9Dhw4FSHifvCk8PDw4e/Zshuri+vXrTJw4kUaNGjF+/Hh+mTWLVdu3061vX/N1I2ag3IGBgSxatIiHDx/i7e3N6tWr8fLyokaNGoDxro3z588zdOhQevToQd++fVPeKZ3fQ/oEX73KgZMn+bR/f45rh0TEamfmrfzrL6pXqWLYiZK8bmO+TzIrMjKSiIiIhBmY8SIiIujduzfh4eE0adKEsWPHGpxLytgBTkrPmmJfhxCiEZoA592UHpdSLkLbfVWhQgXZUNtqYrCTJ9O1e5nixXkdEUHDYsWSPRYbG0ubyZMJDQ1l5YQJCfu80q4NUygmJsXjkqlZM11lSsmBAwdId13oGDt2LBcvXkzIqDplyhSstdOD402ZMoWgoCDmzp1r2En11PXtBw84eeoUAzt2pLG2Fabo228zEcjz7JneOhvn40PItWsE/PQTbbRBUDkXF16Hhyc65sCDB/rr3Qh1nR4bNmzgxo0brF27NtVMtc7OzqxYsYJr167RqVOnhO0xMTEEBgayevVqHjx4wObNm5MNYo0npWTQoEG89957moUotfWfUB/FinF78GBG/vQTT86f54PGjQGYtmwZ9x88YN/8+TT2TNpzrPFOoUL0EwJb3bpOpS5v3LjB7t27GTt2bEIQoI+TkxN16tRhzJgx5NcGT7Nnz8bNzS3V4zIis++T7KJjx46MGjWKokWLUrlyZYOPO3LkCN988w358+dnzZo1ODk5EX3uHL8FBGB9/z4N33kn2TEzV65k/d69rPvhB1yLFzfOC0jn+3jfvn18//33eHl5sXbtWmrXrk3FihXZvHkzI0eOBDJ/bezfv5/g4GDmz5+PlJJbt27pP186v4f0Wb9sGfZ2dkz++GMKFygAQLmaNfkfkOvJE8O+fyBZfWal90nz5s05fvw4586dS5QvaujQoYSHh9OmTRu2bNmCj48P5cqVM+icxu6iug3oZrIqCdxNupMQoirwK9BeSpkl+necHRz0dlHNW7+enceOMWfMGBrpLPaX296egvnymX2q+NOnTzM0RubChQv89NNP9OrViz179jBt2rRkwQ1A3759OXHiRKammIbcvs27/ftja2PDgA4dErZ7uLpiY22td6BxzOvXLNq0iU6NG9NGZyaKW/HiXL+b7FLKMmbPno27u3uioCUlFSpUwNvbGz8/P0JCQrh16xa7du3C1dWVFi1asHbtWnbu3Mnu3bv1nuOvv/7i8uXL9OzZU+8+n3fpQrXy5Rn644+EPX3Ki1evmL5iBa3q1aNxkjEyuuzt7HBzdibYwPxO8QPSu3fvnua+np6eHDhwgFevXhEbG8vq1atNEtwo/+nVqxd2dnbMnDnT4GMOHTpE48aNsbOzY8+ePTg5OQFQt2pVbKytOZDCl/aJc+f435w5/Hn2LPX69bNId3JYWBi9evWiYsWKHDhwgAYNGpA7d26GDBnCoUOHMt3tHhkZSdeuXWncuDGDBg3i7NmzVKlShaCgIL0pEIzhZWQk/jt20Llx44TgBsDFyYmC+fKZfRxObGws/v7+PMnE5BopJfv27WPx4sWcOHGCXbt2sXv3biIiIujSpQs1atSgZs2aNGnShHnz5vHZZ58xffp0QJOqwVDGDnBOAB5CCHchRC6gK5Ao97sQwhXYBPSUUmaZNJvOjo4pBip3Hz7kq/nzafbOOwxK4curuIODWcfgXLhwAUdHR3r37s1LA5o/X716Re/evenbty/e3t7kz5+fKVOmpHpMjx49yJUrF3PmzMnQG1dKSZ/vviP8+XP2L1jAWzrRdi5bWzxcXfUONN51/DiPwsMT+pnjuTk7c+P+/SyVC0dKyZ49e/j44485cuQIw4YNSzFgTKpPnz6cPXuWsmXLJgQ2RYsW5ffffyc0NJTChQuzdu1avcevWLECOzu7VLsQbWxsWDZhAo/Cw+k9YQLT/Px4FB7O16msYh3Po1QpLt+8meZ+oLmbTU/rQM2aNbl9+zbnzp0zvAtUyTBHR0datmzJypUrEw3w1ufs2bN06NCBsmXLEhQUlNCtA5AvTx5qVa6cLMB59vw5Pb75BmdHRw4uWkT48+f0HD/erNPTpZT079+fsLAwVq1alSi78yeffEKuXLlYsGBBhs598+ZNAgMD6dWrF2vXrmXixIlcvnyZP//8k3HjxvHy5Uv++ecfY72UZNbv3Uv48+f017lRBE2uo8plyhg8K9VY/P396dGjB4MHD07XcQ8ePGDmzJl06NABd3d3mjRpwsCBA6lduzYtWrTAzc2NqVOncvz4cV6+fEnBggUJCwvjiy++YMqUKXh4eFCqVKl0BThG7aKSUr4WQgwFdgHWwFIp5TkhxGDt4wuA8YADME/bj/ZaSuml75zm4uzoyItXr4h48YL8Om+OH5cvJyo6mnl6+v2cHR3NGuCsW7cOW1tbVq5ciRACPz+/VPefMmUKy5cvp0iRIlSuXBl/f39cXFxSPcbBwYGuXbuyePFiNm7cyE8//UTPnj0N7vf027qVw6dOsfjrr6lZqVKyxz3d3fVmy125fTsOBQvSXDsDJJ6bszMRL17wNCIi0V2Mpbx8+ZJOnTqxc+dOHB0dGTBgAAMGDDDo2I8//pigoCDeeustQNMPPnLkyITxT506dWLNmjW8evUq2ViHmJgY1qxZQ9u2bdNMIle9QgVmDB/OsBkz2H70KI28vPCuWjXN8pV3dWXljh1IKVP9m0sp2b9/Pw0bNkzX+kq2trYG76tkXufOndm2bRuDBg1i8+bNWFklv6+ND9a7du2Kvb0927ZtSzH7coMaNZixYgXPX75MmJgxZNo0rt65w14fH96rUQOf//s/ek2YwE+rVjE6lVZGY1m1ahUbNmxg8+bNzJo1i7fffjvR40WLFuXDDz9k2bJlfPXVV+k6d1RUFI0aNUqYaj9jxgxGjRqV8HhxbVfcsWPHEgWD6fHi1SuOnTlDZHQ0Dx4/pl61alRydwc0f5fZq1fjWaYM76VwfncXF46ZMLhKKioqivHjx2Nvb8+6devo168fzZo1S/O4uLg4WrRowenTp/Hw8MDLy4uJEydSt25dgoKC2L17Nz169OD999+nQYMGeHl5pfg50aRJEzZv3kxsbKxBN5PGHoODlHI7sD3JtgU6/+8P9Df282ZWCe3AprsPH1JBG+DExcWxbs8eWtWrl2gqra7iDg78pWdQpbHdvHmTQ4cOMWrUKCIiIvDz82Pu3LkJ4xmSOnfuHNOmTaNXr15pBkJJLVy4kHbt2jF79mx69+7NH3/8wdy5c7GysuLkyZM4ODikOF32VWQkX86di3fVqvRt1y7Fc1cuW5bfDhwgMioKezu7hO2Pw8PZcugQn7Rrh22SmThu2g+SG/fuWTzAiYuLo2fPnuzatYuZM2cyZMgQ7HReR1ry5cvHr9qswSnp0qULv/76Kzt37qRjx46JHtu1axcPHz6kR48eBj3X51274l21KmevXk21a0qXh6sr4c+f8/DJE5xSWWLg6tWr3L59O8v04Sspc3FxYebMmQwbNox+/frRtm1bbty4QWBgIBERERQvXpyLFy9y5swZypcvz65du/ROhW/+zjv8sGwZP61axbU7d/ANCABgxogRNNR23/do1Yo1u3czddkyBnfqRD5t4G4KO3fupHv37hQvXpzPPvtM7yy38ePHs27dOsaOHZuuPEW//PILISEh+Pj4UKVKFd59N/GQ0VKlSlGiRAmOHz+e5hg0fcbOmcPcdesSfs9jb8+GadNoWa8eB0+e5NSlSyz++usUbyJKOjlxJzSUuLi4FANXY/Pz8+PGjRts3bqVESNGMG7cOIMCHH9/f06fPs3y5cuTda2XK1cu0bIs3klubnU1adIEX19fTp06hZdX2u0iKpOxVkq5cI6cPs29sDC6NG2q9zhzdlEtWbIEIGHk/qtXr/j9998T7RMdHc3u3bs5e/YsH3zwAYUKFWLGjBnpfi57e3s6derE/v37GTNmDPPnz6dTp04MGTIELy8vPDw8GDp0aLL1lRZu2sT9R4/4YehQvW84T3d34uLiknWDLNy0iVdRUQz64INkx5TSBji3s0BOiy+//JJNmzYxc+ZMRo4cma7gxhANGzYkf/78KWb+nTdvHsWLF6dly5YGn8/L05M+bdsaPPCzvDbvUHAa3VQLFy4EoLF2ELOSdQ0dOpTPPvuMlStX0qlTJ0aOHMnFixeJjo4mKCiIIkWKMHfuXE6fPp1qnp8GNWvStVkzxi9YgG9AAJ936cKxpUsZqTMGSwjB+AEDeBwezoKNG032miIiIhg4cCCVKlXi2rVr+Pj46P3MKV++PKNGjcLPz4+zZ88adP7w8HAmTZpE69at+eyzz6hfv36yIEMIQd26dTmSwSUToqKjWbVrF23r1yfIz49/1qyhvKsrrYYP550+feg1YQKOhQrRvUWLFI8v6eREdEyM2aaKb9++nTJlytC6dWuGDRvGyZMnOXXqVKrH3Lx5k3HjxlGzZk2DxuqlpmnTplhbW7NhwwaD9lcBjlZKAc66PXuwt7NLNNg1peOev3zJs+fPTV7GwMBAKlSogKurK3Xr1qV06dL46yR0CwwMxN3dnebNm1OlShVCQkLYuHFjsml36WFtbc20adOYOHEie/fuZd68eQwYMICBAwfi4+NDy5Ytea4dC/QqMpJpfn40rlUrxebUeJ5lygAk6juOio5mztq1NK1Th6oeHsmOcdG+hjsWDnB8fX358ccf+fTTT02WX8PGxob69esnyygdHBzMjh07GDRokN4ZVsYQn1gxtYHGK1asYMaMGfTv35+KFSuarCyKcQgh8PHxISwsjKCgIO7fv09wcDDHjh0jJCSEwMBAhgwZkub0byEE87/8kqoeHgzv1o3Zo0fjXbVqsi/+Om+9RdM6dfhx+XLum2gSho+PD7du3WLJkiXY29unuf/XX39NyZIlmT17tkHjg9auXcuzZ88YP358qvs1aNCAmzdvcj0duaPibT96lMfh4XzauTO1KlemSrlyHP71V6YPH87r2FgquLnhO2ECufW8vpLa2VPmuPGLjY3lwIEDvK/NadajRw/s7e1ZvHgxUsqEH12nTp2ibt26PHv2jPnz52e6lalo0aI0a9aMVatWGZRZWwU4WkkDnOiYGNbt3UvrevVSbWItp53OZuigzIyKjIwkKCiIqtoxFEIIevbsye7duwkKCiIkJITOnTtToEABNmzYwI8//sjGjRuNsiaOEIJvvvmGp0+f8vDhQxYtWoSPjw8rVqzg4MGDDJ46FSklq3bu5P6jR2kOZC3v6oq1tXWigcYb9u3jXlgYo/R0vRR3cMDKysqiLThXr15l6NChCWsOpWfcSXo1btyYS5cuJQwMjYuLY/LkydjY2DBIm7XYVEo7O2Njba33ml66dCl9+vShUaNG+Pj4mLQsinEVLFiQWrVqUczQacUpKJQ/P6dXreLnUaNSfQ/M+uILXrx6Ref//c/oGZCjo6OZM2cOTZs2TbVLQ1fevHmZNWsWV65cMWjAsa+vL5UrV06WmTup+C7a9OaTiXn9mgUbN1LMwYGmOsub5MuTh9E9e/LXihXsmTcv1RvsktoZbrf15QMzolOnThEeHp7QYlu4cGE6d+7MggULsLGxwcrKirp163JVe+O6atUqvL29EUJw+PDhNOvRUN27d+fWrVsGtZoZfQzOm6pQ/vzY5crFLe2F8tv+/Tx88iTZyPWk4geDXbh2DS89uUWMISgoiOjoaKroJHQaNWoUS5cupUePHkRHR2sWsty6lbKGJB3MAGtraxy1gSBoIvhr164xfvx46lWrxoKNG6nq4UHDNHJX2OXKRbmSJRNNb/TfsQM3Z+dEb3RdNjY2FHdwsFgLjpSSvn37Ymtry7Jly1LM1mtMjRo1AjR5PVxdXZk+fTrbtm1j9OjROGtzCpmKjY0NZVxcOJ/C9NPz58/Tv39/mjVrxsaNG03akqRkXYYE92+VK8fS8ePpOm4cLYcNY8O0aUYbP7d+/Xru3r2b6li2lHTu3JkaNWrw9ddf89FHH+Ho6Mgvv/xCqVKl+ECna/zcuXP88ccfTJ8+Pc3X6unpiaOjI3v37uXff/+lYcOGtE0yCzSpO6GhtP3iC05dusSUIUMy/HmSEOCY4XMxvkVZd8zdhAkTKFKkCPnz5ycuLo758+dTo0YNpk+fzrBhw6hTpw4bN25M9L2RWR06dCBv3rwMGTKE0aNHpzoGSAU4WkII6lWrxvyNG6lbrRrzN2ygdIkSNEshoZWucqVKYWNtzYUMNE+mx+HDhwESZt6A5m5swYIFtG3blsqVK7NmzRqTBTf6jBs3juM7d/LZDz8A6B0Ml1TlMmUSApzQx4/Z/eefjOnZM9UmTJeiRbnz8KFxCp5OW7Zs4dChQyxcuFDvQovGVK1aNQoXLswnn3xCbGwsefPm5eeff2bYsGEmf26AetWq8fvBg5rZCjrb586dS65cuVi5cmWiqbiKkpIuzZoRFR1N/0mTqNu3L9t+/pkymXz/vH79mkmTJuHp6Unz5s3TdawQgmHDhtG/f3/69etHkSJF8PPzw9bWluPHj1OzZk0WLlzI//73P/LkyWPQYH4rKysaNGiQMFzg559/xsfHh/79+xMTGYm1tTVSSh6Fh+Ps6MjTiAhaDhvGtbt32TR9Oh21NzMZ4VSkCLY2Ngk35qa0b98+PD09E2aOgWaA8OzZsxN+HzhwIC1atGDQoEEUK1aMDRs2GDW4AU1L3NKlS/nqq6/SHDCuuqh0rP/hByqXKcNHY8dy8O+/GdChQ5p9hrY2NpQrVYoLBiwgmRmHDx/mrbfeoqA2e3K8Nm3acOnSJU6fPs07aQRjpmBtbc3vM2fSq3VrypUqxcd6BsMl5VmmDMG3bvH5jz8yRtsnntaxJYsVs0gXVVxcHBMmTMDDw0N/SnYjs7a2ZsyYMbRt2zYhu/Hw4cNN2i2mq0mdOjx59oxTly4l9KuHh4ezfPlyunXrZvQPLSX76tWmDXt8fHjw+DHvfPIJx86cydT5lixZwsWLF5kyZUqGxnS4ubnx1VdfERAQgJ+fH8OHD6dYsWK0a9eODh06MHjwYLy8vDhx4kSiL/PUxLdqxHfdfvrppzg4OJC3fn3svL3JXa8eLi1bUqVLF8q0b8/F69f5LZPBDWiCKxcnJ5N3Ud28eZO9e/fSTs/M2HilS5fm4MGDdO3albVr12Zq/GdqPvroIy5dusRff/2VkAAwJaoFR0eRggU5tHgx248e5dL16wxNJeW+rkru7ik25xtLbGwsx44d0zsCvXz58iZ7bkPksrXF77vv0syboqtDw4ZsO3IEv23biHjxgurly1MljfTbLkWLEnjihDGKbLAnT54wZswYzpw5w8qVK03eNaXryy+/NNtzJdU6IoJrgFuvXtzq3Zsp+fKxCs1aZp9//rnFyqW8mRrUrMkfvr60HjGCxp9+yrz//Y++7dunfWASERERTJgwgfr166f5ZZuab7/9ls8++wwrKyscHR3p2bMnI0aMYNeuXYwaNUpvlnd9evbsSVRUFEOGDMHW1pZt27YREBBASSsrrKysiIuLI2/u3Gw5dIi3ypZldM+eRhvSUNLJyeQ3fvEzJg0Z/1esWDFWr15t0vKAJrirWbMmNWvWZMyYMSnuowKcJPLmzs2HTZqk65hKpUuz5dAhomNiyGWCJGbnzp0jIiKCevXqGf3cxpSe1oWalSrxt78/Ukqu3LpFIT25fHS5ODkR/vx5QpIxU3v16hWNGzfm33//ZdSoUZp1n3KCHTsoOHs28W2FrlIy++VL3mncmKLDh2c4oZmSs5V3c+O4ry9dvvySft9/z8379/k2nQPmZ8yYkbBWW2ZbM+OXoABNhu3Dhw+n6yZNV8GCBRMlAGzXrp0mAEuS9dkUiQ9LOjmZNBdbZGQkixYtom3btqmmEMiKVBeVEXiWKUNsbGyaeUMy6vjx40DqCZDeVEIIPFxdKapdxTo18QPqzDXQeMSIEZw+fZrff/+dGTNmpOuO7o3m4wORkYk22cXG0ufyZVq3bm2hQinZgWOhQuyeO5cODRvy8+rVRCbJo5Wae/fuMWPGDD766CPq6JmMkFnm6gI2pviue1MtY7N+/XrCwsIynMjQklSAYwTxM6n0ra+UWceOHcPJyYky2vwxOZVLfIBjhoHG/v7+LFq0iLFjx9KmTRuTP1+Woq8/38SpEJScwdrams86dyb8+XO2pSNB3qxZs4iKimLy5MkmLN2bp6STE5FRUTwKDzfJ+efOnUuFChUS8t+8SVSAYwSe7u7Y29lx5PRpk5z/2LFj1K1b9428uzAmc+V8CA4OZtCgQdSvX5/vv//epM+VJenLkaJNAKgomdW4Vi2KOzjgv3OnQfuHh4ezcOFCPvzwQ8qlMVYvp3HTpo0wxQruQUFBBAUFMXTo0Dfy+0cFOEZgb2dHw5o12XHsmNHPHRoaypUrV7Jl91R6masFZ9GiRURHR7N69WqzDirOMoYMgaSZU/PkAXXnrBiJtbU13Zo3Z9uRIzx88iTN/efPn09ERITewaQ5mXuJEgCE3Llj9HP/+uuv5MmTh169ehn93OagAhwjaVW3LsE3b3L19m2jnvePP/4AoG7dukY975soj709joUKmeSNrCsgIICGDRumuep6ttWyJXz1FRQvDkKAmxssWgSZXEdGUXQN6NiR6JgYFm3alOp+hw8fZsKECbRu3VoNcE9BfIBzzcifi1FRUWzYsIGOHTtSwMILHGeUCnCMpKV2htOOo0eNet5jx45ha2tLzTSyA+cUnmXKmDTnUHBwMJcuXUozE2m217IlbN0KJ07A9esquFGMrpK7O829vfFZv56wp0+Jef1a88COHdAJEhi5AAAWJElEQVSmDdSqRZSzM8tbtMDd3Z3ly5dbtsBZVIF8+XAoWNDoN367du3iyZMniVb6ftOoAMdIypUqRblSpditbXExlmPHjlGjRo00F8HLKTzd3Tl/7ZrJZgwEBAQAqABHUcxgRLdu3AsLo2iTJpRo0YI1X3yBnDQJ7t8HKbG7f5/Zr15xaPBgihQpYuniZlnuLi5c065bZyyrVq3CwcGBpk2bGvW85qQCHCOqUbEiF2/cMNr5oqOjOXHihBp/o8PT3Z0nz57x4NEjk5w/ICCAt956643L96Aob6Lm3t7MHzuWGSNG8N7bb+N9+DAiydTxPFLi9PPPFirhm8G9RAmjBjgRERFs2bKFjz76CFsT5HYzFxXgGFFpZ2du3Ltn0DLuhjhz5gyRkZFq/I0OT+1UeVNMyX/8+DGHDx+mfQYyrCqKkn5CCAZ37syoHj3YOH06rvpm6qgUBakq4+LC9bt3iY2NNcr5Nm/ezKtXr/Rmz39TqADHiEqXKEF0TAz3jdS6cEw7K0u14PwnPsA5d/Wq0c+9bds2YmNjVYCjKBYiVIqCDHEvUYKY16+5a6QZpqtWrcLNze2N/+5RAY4RldbmI7hupKbC/fv34+bmZpbVq98UxR0cKJQ/v0lacDZv3oyzs7Ma0K0olqJSFGSIu3bGpzEGGj98+JDdu3fTrVu3DC1mmpW82aXPYkprp+tdN0LCpZiYGAIDA2nevHmmz5WdCCESBhobU2RkJDt37qRdu3Zv/JtaUd5YKkVBhpTRBjjGGIezbNkyYmNj6dGjR6bPZWk5MIuZ6cS34BgjH8Hx48eJiIhQAU4KKpcty2/79xv1nIGBgbx48UJ1TymKpbVsqfkBUK2pBnEtXhx7OztOX76cqfPExcWxcOFC6tevT+XKlY1UOstRt6pGlNvenmIODkZpwdm5cyfW1tZv5Pofpubp7k7Y06c8NeLaK5s3byZfvnw0btzYaOdUFEUxh1y2ttSvXp19QUGZOs+ePXu4evUqn376qZFKZllGD3CEEC2EEJeEEFeEEGNTeLyiEOK4ECJKCDHa2M9vaaWdnY0yBmfXrl14e3tTsGBBI5Qqe4kfaHzdSDMr4uLi2LJlCy1atMDOzs4o51QURTGnJrVrc/bqVe6HhWX4HIsXL8bR0ZEPPvjAiCWzHKMGOEIIa8AHaAl4At2EEJ5JdnsMDANmGPO5s4rSzs6ZbsEJDQ3l77//pkWLFkYqVfbiqV29/YaRApwTJ05w//591T2lKMob6/3atQHYd+JEho4PCwtjy5Yt9OjRI9vc6Bm7Bac2cEVKGSKljAbWAIm+NaSUoVLKE0CMkZ87SyhdokSmc+Hs2bMHQI2/0cPFyYn8efMaLcBZt24dNjY2tGrVyijnUxRFMbfq5ctTpGDBDHdTrVq1ipiYGD755BMjl8xyjD3I2AW4pfP7baBORk4khBgIDAQoWrQoBw4cSN8JXr7MyNNmWkz+/MS8fs36c+copl39OoGBr8HPz4+CBQvy7NmzZK/7+fPn6a8LU7NAXZcsWZKrN25w4MGDlHcwsI5ev36Nr68v3t7e/PPPP8YroDlp6//569f66yMzstr1ZoAs+T6xEKPVhSU+U03wNzTrtWHmOqtevTob9u+nc69e5MmTJ/kOqXyfzJkzBw8PDx4/fpxt3jvGDnBSSkOZoUWDpJSLgEUAFSpUkA0bNkzfCU6ezMjTZpqoUoVZQOEXL2iYNGmVATMC4uLi6NKlC61bt05xwOuBAwdId12YmgXq+p3y5fn98OHkdRzPwNkXmzdv5smTJ4wZMybr1auhtPV/4MED/fWRGW/gTJYs+T6xEKPVhSU+U01w7Zn12jBzneXt25faBw9y9tAh/q937+Q7JKnP+Lo4ffo0V65cYc6cOdnqfWPsLqrbQCmd30sCxl0BLIurpB0fktEVr0+ePEloaKjqnkpD5bJlefL0KY+ePs3UeXx9fSlWrBgt46elKoqivKFqVa5M0zp1mLVqFa8iIw0+btmyZeTKleuNXjk8JcYOcE4AHkIIdyFELqArsMXIz5GlFS1cmCIFC2Y4wJkzZw558+ZVq1mnoZJ2McwL169n+By3b98mICCAPn36YGOjUkIpivLmG9WjBw8ePWLn8eMG7R8dHY2/vz/t27fPdiu2GzXAkVK+BoYCu4ALwDop5TkhxGAhxGAAIURxIcRtYCTwtRDithCigDHLYUlCCCqVLp2hL95bt26xevVqBgwYQOHChY1fuGwkvqXsYiYCnEWLFiGlZPDgwUYqlaIoimW9X6sWDgULsn7vXoP237p1K2FhYdlqcHE8o9+2Sim3A9uTbFug8//7aLqusq1K7u5sPngw3cf5+PggpWTEiBEmKFX24lq8OLly5cpwgBMVFcXixYtp3bo1pbWtQYqiKG86GxsbOjZqxJrdu4mMisI+jSnfvr6+lChRgmbNmpmphOajMhmbQKXSpXn45Em6xodIKdm4cSNNmzbFzc3NhKXLHqytrSnp4pLhAGfChAncv3+fkSNHGrdgiqIoFvZhkyY8f/kyzW6qx48fs2PHDnr16oW1tbWZSmc+KsAxgYoZGB9y+fJlrly5osbepEMpFxcu3biR7uP+/PNPpk+fzoABA2jUqJEJSqYoimI5jby8cHFyYsLChcS8fq13vx07dhAbG5stu6dABTgmkZGZVAEBAQC0adPGJGXKjlxLliTkzh2ioqPTddykSZNwdHRk5syZJiqZoiiK5dja2ODzf//HP8HB/Ojnl+I+N2/exN/fn5YtW1K+fHkzl9A8VIBjAm7OzuS2s0t3gFO1alVcXV1NWLLsxbVUKeLi4rhy61baO2uFhISwbds2Bg0aRP78+U1YOkVRFMtp37Ah7Rs0YPqKFUTHJF44IH5yhZSSefPmWaiEpqcCHBOwsrKigpubwV1Ujx8/5ujRo6p7Kp1cS2rGqqdnHM68efOwtrZWM6cURcn2BnbsSPjz5+z5889E2/39/dmxYwcDBgzI1pMsVIBjIpXc3Q1uwdm5cyexsbEqwEmnUi4ugOEBTlRUFMuWLaNjx46UKFHChCVTFEWxvCZ16lC4QAHW7t6dsO3hw4cMHz6cunXrZvsFhlWAYyKV3N25ce8eL169SnPfgIAAnJycqFWrlhlKln3kzp0bN2dn/rlyxaD9AwICePToEf369TNxyRRFUSwvl60tHRs2xGbvXuJatwYrK2zKlaPF48csXrw4W86c0qUCHBOJz7Sb1iyfmJgYduzYQevWrbGyUn+O9KpRsSJ/X7xo0L6+vr6ULFmSJk2amLhUiqIoWcMoR0fmREdj9eABSEnhZ89Yam2N56lTli6ayalvVBMxdCbV0aNHCQ8PV91TGVSzYkWu3LpF+PPnqe53584ddu7cmW3zPSiKoqTEc/t28ibZZhcbC199ZZHymJMKcEzEw9UVa2vrNAOcgIAAcuXKRdOmTc1UsuylZqVKAGm24qxYsYK4uDj69OljhlIpiqJkEQ8epLz95k3zlsMCVIBjIrlsbSnr4mJQgNOoUSPy5ctnppJlL4YEOFJKfH19effdd/Hw8DBX0RRFUSyvWLGUt+eAlCQqwDGhtytU4MiZM7zWk0ny8uXLBAcHq+6pTChauDClihXj5IULevc5fvw4ly9fzrbZOhVFUfQaMgTs7RNvy5MHJk+2THnMSAU4JtS1eXNCHz9OloMg3pYtWwCVvTizalaqxF+pBDjz5s0jb968fPjhh2YslaIoShbQsqVmvE3x4iAEuLnBokXQvbulS2ZyKsAxoVb16lGkYEFWbN+e7LETJ07w3Xff4e3trRbXzKT33n6b4Js3uXbnTrLHbty4wZo1axg4cKDKXKwoSs7UsiVs3QpxcXD9eo4IbkAFOCaVy9aWrs2aYbt3L69btQIrKyhdmrPjxtG8eXMcHR1Zv369pYv5xmvXoAEAmw8eTPbYTz/9hBCCESNGmLtYiqIoigWpAMfExjk7My82FpvQUJASbtzAfepU+ufJQ2BgIC7abLxKxpUtWZK3ypbl9wMHEm2fP38+s2fPpmfPnmqNL0VRlBzGxtIFyO5c1q1Lti0v8IOVFVbaXDlK5rVv0IBrS5cS26oV1g8f8tLRkcMPH9K2bdtsvZicoiiKkjIV4JianhwEVrdvm7kg2dvA3LlxAKxDQwHI8/AhS4TAtlMnbJLOIFAURVGyPdVFZWo5OAeBOblu3JgsW2duKbGZMMEi5VEURVEsSwU4ppaDcxCYVQ7O1qkoiqIkpwIcU8vBOQjMSrWUKYqiKDpUgGMOOTQHgVmpljJFURRFhwpwlOxBtZQpiqIoOow+i0oI0QKYDVgDv0opf0jyuNA+3gp4CfSRUv5t7HIoOVDLlpofgJo1LVsWRVEUxaKM2oIjhLAGfICWgCfQTQjhmWS3loCH9mcgMN+YZVAURVEURTF2F1Vt4IqUMkRKGQ2sAdon2ac9sFxq/AEUEkI4G7kciqIoiqLkYMbuonIBbun8fhuoY8A+LsA93Z2EEAPRtPAARAkhzhq3qG8sRyDM0oXIIlRdJKbq4z+qLv6j6iIxVR//yS51keKK1cYOcEQK22QG9kFKuQhYBCCE+EtK6ZX54r35VF38R9VFYqo+/qPq4j+qLhJT9fGf7F4Xxu6iug2U0vm9JHA3A/soiqIoiqJkmLEDnBOAhxDCXQiRC+gKbEmyzxagl9B4BwiXUt5LeiJFURRFUZSMMmoXlZTytRBiKLALzTTxpVLKc0KIwdrHFwDb0UwRv4JmmvgnBpx6kTHL+YZTdfEfVReJqfr4j6qL/6i6SEzVx3+ydV0IKZMNf1EURVEURXmjqUzGiqIoiqJkOyrAURRFURQl28nSAY4QooUQ4pIQ4ooQYqyly2NuQohSQoj9QogLQohzQojh2u3fCiHuCCFOa39aWbqs5iCEuC6E+Ff7mv/SbisihNgjhAjW/lvY0uU0NSFEBZ2//WkhxDMhxIicdF0IIZYKIUJ182Oldi0IIb7Ufo5cEkI0t0ypTUNPXUwXQlwUQvwjhPhNCFFIu720EOKVzjWywHIlNz49daH3fZEDr4u1OvVwXQhxWrs9W14XWXYMjnbZh8tAUzRTy08A3aSU5y1aMDPSZnh2llL+LYTID5wEOgAfAc+llDMsWkAzE0JcB7yklGE6234EHkspf9AGwYWllP+zVBnNTfs+uYMmoeYn5JDrQgjxHvAcTVb0t7TbUrwWtMvFrEaTab0EsBcoL6WMtVDxjUpPXTQDArUTP6YBaOuiNLA1fr/sRk9dfEsK74uceF0keXwmmlnME7PrdZGVW3AMWfYhW5NS3otfiFRKGQFcQJP1WflPe8BP+38/NAFgTvI+cFVKecPSBTEnKeUh4HGSzfquhfbAGilllJTyGpoZnLXNUlAzSKkupJS7pZSvtb/+gSbfWLan57rQJ8ddF/GEEALNjfJqsxbKzLJygKNvSYccSRthvw38qd00VNv8vDQndMtoSWC3EOKk0CzlAVAsPo+S9l8ni5XOMrqS+EMqJ14X8fRdCzn9s6QvsEPnd3chxCkhxEEhRH1LFcrMUnpf5OTroj7wQEoZrLMt210XWTnAMWhJh5xACJEP2AiMkFI+Q7MCe1mgOpo1vGZasHjmVE9KWQPNivRDtE2wOZbQJNNsB6zXbsqp10VacuxniRDiK+A14K/ddA9wlVK+DYwEVgkhCliqfGai732RY68LoBuJb4yy5XWRlQMctaQDIISwRRPc+EspNwFIKR9IKWOllHHAYrJRs2pqpJR3tf+GAr+hed0PtGOV4scshVquhGbXEvhbSvkAcu51oUPftZAjP0uEEL2BNkB3qR1sqe2OeaT9/0ngKlDecqU0vVTeFzn1urABPgDWxm/LrtdFVg5wDFn2IVvT9pMuAS5IKWfpbHfW2a0jkO1XWhdC5NUOtEYIkRdohuZ1bwF6a3frDWy2TAktItFdWE68LpLQdy1sAboKIeyEEO6ABxBkgfKZjRCiBfA/oJ2U8qXO9qLagekIIcqgqYsQy5TSPFJ5X+S460KrCXBRSnk7fkN2vS6MvZq40ehb9sHCxTK3ekBP4N/46XzAOKCbEKI6mubU68AgyxTPrIoBv2liPmyAVVLKnUKIE8A6IUQ/4CbwoQXLaDZCiDxoZhjq/u1/zCnXhRBiNdAQcBRC3AYmAD+QwrWgXS5mHXAeTXfNkOwyUwb01sWXgB2wR/ue+UNKORh4D5gohHgNxAKDpZSGDsrN8vTURcOU3hc58bqQUi4h+bg9yKbXRZadJq4oiqIoipJRWbmLSlEURVEUJUNUgKMoiqIoSrajAhxFURRFUbIdFeAoiqIoipLtqABHURRFUZRsRwU4iqKkSAjhoLO68H2ReEXmYyZ6zreFEL+a4twZIYRYJoTonMrjQ4UQn5izTIqiGCbL5sFRFMWytJlNq4P+FZlNYBwwycTPYUxLgaOAr6ULoihKYqoFR1GUdBNCPNf+21C7ON86IcRlIcQPQojuQoggIcS/Qoiy2v2KCiE2CiFOaH/qpXDO/EBVKeUZ7e8NdFqMTulksh6jPcc/QojvdI7vpd12RgixQrvNTQixT7t9nxDCVbt9mRDiFyHEMSFESHwrjdCYK4Q4L4TYhs7irdrXdl57rhkA2izB14UQOW1ZDEXJ8lQLjqIomVUNqAQ8RpPe/VcpZW0hxHDgc2AEMBv4SUp5RBtk7NIeo8uLxMtLjEaTXfaodsHZSCFEMzRp5GujWSxxi3bR1UfAV2gWZA0TQhTRnmMusFxK6SeE6Av8AnTQPuYMvAtURJO2fwOaVP4VgCposmefB5Zqz9cRqCillEKIQjrl/AvN6sw5Ic2/orwxVICjKEpmnZBS3gMQQlwFdmu3/ws00v6/CeCpXTYAoIAQIr+UMkLnPM7AQ53fjwKzhBD+wCYp5W1tgNMMOKXdJx+agKcasEFKGQagk2beG83CggArgB91zv+7dgHG80KIYtpt7wGrtSn77wohArXbnwGRwK/alp2tOucJRRMkKYqShaguKkVRMitK5/9xOr/H8d9NlBXgLaWsrv1xSRLcALwC7ON/kVL+APQHcgN/CCEqomm1mapznnLa9XUEmrWG0qK7j265hZ594svyGk2r0UY0LUA7dR6215ZdUZQsRAU4iqKYw25gaPwv2sUPk7oAlNPZp6yU8l8p5TQ03UAV0XRt9dV2WSGEcBFCOAH7gI+EEA7a7fFdVMfQLC4I0B04kkY5D6FZYdpauwp1I+358gEFpZTb0XS56Za/PDlv5XZFyfJUF5WiKOYwDPARQvyD5nPnEDBYdwcp5UUhREGdrqsRQohGaFY3Pg/skFJGCSEqAce13V3PgR7alaEnAweFELFourD6aJ93qRBiDJrur7SmdP8GNEbTvXYZOKjdnh/YLISwR9Pa84XOMfWA71AUJUtRq4kripJlCCG+ACKklFkmF05qhBBvAyOllD0tXRZFURJTXVSKomQl80k8NiarcwS+sXQhFEVJTrXgKIqiKIqS7agWHEVRFEVRsh0V4CiKoiiKku2oAEdRFEVRlGxHBTiKoiiKomQ7KsBRFEVRFCXb+X/QS2bcviM7CQAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "data_dir = os.path.join('..', 'data', 'C7')\n", "fn_wav_all = [os.path.join(data_dir, 'FMP_C7_Audio_Shostakovich_Waltz-02_Chailly.wav'),\n", " os.path.join(data_dir, 'FMP_C7_Audio_Shostakovich_Waltz-02_Yablonsky.wav')]\n", "fn_ann_all = [os.path.join(data_dir, 'FMP_C7_Audio_Shostakovich_Waltz-02_Chailly_Theme.csv'),\n", " os.path.join(data_dir, 'FMP_C7_Audio_Shostakovich_Waltz-02_Yablonsky_Theme.csv')]\n", "names_all = ['Chailly', 'Yablonsky'] \n", "fn_wav_X = os.path.join(data_dir, 'FMP_C7_Audio_Shostakovich_Waltz-02_Chailly_Theme_1.wav')\n", "\n", "for f in range(2):\n", " print('=== Query X: Chailly (A1, 16 measures); Database Y:', names_all[f],' ===')\n", " compute_plot_matching_function_DTW(fn_wav_X, fn_wav_all[f], fn_ann_all[f], ylim=[0, 0.25])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Looking at the results, we want to make several comments:\n", "\n", "* All four occurrences in both of the versions appear as the top four matches, respectively. \n", "* Even though the Yablonsky version is faster than the Chailly version, these tempo variations are successfully handled by the DTW-based matching strategy. \n", "* In both versions, the occurrence in $A_3$ (trombone version) has the largest $\\Delta_\\mathrm{DTW}$-distance. This is due to the fact that the spectra of low-pitched instruments (e.g., the trombone) generally exhibit phenomena such as oscillations and smearing, which in turn results in \"noisy\" CENS- features. \n", "\n", "To indicate the limitations of our matching procedure, we next use the first $16$ measures of $A_3$ (trombone version) as the query $\\mathcal{Q}$ and repeat the experiment. While the $A_3$-theme in the Yablonsky-version could be identified correctly, it now becomes much harder to identify the remaining occurrences. As a result, the number of false-positive and false-negative matches increases." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "=== Query X: Chailly (A3, 16 measures); Database Y: Chailly ===\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "=== Query X: Chailly (A3, 16 measures); Database Y: Yablonsky ===\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fn_wav_X = os.path.join(data_dir, 'FMP_C7_Audio_Shostakovich_Waltz-02_Chailly_Theme_3.wav')\n", "\n", "for f in range(2):\n", " print('=== Query X: Chailly (A3, 16 measures); Database Y:',names_all[f],' ===')\n", " compute_plot_matching_function_DTW(fn_wav_X, fn_wav_all[f], fn_ann_all[f], ylim=[0,0.25])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The quality of the matching results also crucially depends on the length of the query: queries of short duration ([having low specificity](../C7/C7_ContentBasedAudioRetrieval.html)) will generally lead to a large number of spurious matches, while enlarging the query length ([thus increasing its specificity](../C7/C7_ContentBasedAudioRetrieval.html)) will generally reduce the number of such matches. We illustrate this by considering $32$ measures (instead of $16$ measures) of $A_3$ of the Chailly recording as the query $\\mathcal{Q}$." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "=== Query X: Chailly (A3, 32 measures); Database Y: Chailly ===\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "=== Query X: Chailly (A3, 32 measures); Database Y: Yablonsky ===\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fn_wav_X = os.path.join(data_dir, 'FMP_C7_Audio_Shostakovich_Waltz-02_Chailly_Theme_3_32.wav')\n", "fn_ann_all = [os.path.join(data_dir, 'FMP_C7_Audio_Shostakovich_Waltz-02_Chailly_Theme_32.csv'),\n", " os.path.join(data_dir, 'FMP_C7_Audio_Shostakovich_Waltz-02_Yablonsky_Theme_32.csv')]\n", "\n", "\n", "for f in range(2):\n", " print('=== Query X: Chailly (A3, 32 measures); Database Y:',names_all[f],' ===')\n", " compute_plot_matching_function_DTW(fn_wav_X, fn_wav_all[f], fn_ann_all[f], ylim=[0, 0.2])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Transposition-Invariant Matching Function\n", "\n", "In retrieval applications, one may want to identify audio excerpts even if they are played in a different musical key. We now discuss how one can handle possible transpositions between the query and matching database sections. As an example, let us consider the song \"In the Year 2525\" by Zager and Evans, which we already encountered in the [FMP notebook on transposition-invariant SSMs](../C4/C4S2_SSM-TranspositionInvariance.html). The song has the overall musical structure $IV_1V_2V_3V_4V_5V_6V_7BV_8O$. It starts with a slow intro, which is represented by the $I$-part. The verse of the song, which is represented by the $V$-part, occurs eight times. While the first four verse sections are in the same musical key, $V_5$ and $V_6$ are transposed by one semitone upwards, and $V_7$ and $V_8$ are transposed by two semitones upwards.\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
IV1V2V3V4V5V6V7BV8+O
\n", "\n", "\"FMP_C4_F02\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As discussed the [FMP notebook on transposition and tuning](../C3/C3S1_TranspositionTuning.html) (see also Section 3.1.2 of [Müller, FMP, Springer 2015]), one can simulate transpositions by cyclically shifting the chroma features along the $12$-dimensional chroma axis. To this end, we introduced the **cyclic shift operator** $\\rho:\\mathbb{R}^{12} \\to \\mathbb{R}^{12}$ given by \n", "\n", "\\begin{equation}\n", " \\rho(x):=(x(11),x(0),x(1),\\ldots,x(10))^\\top\n", "\\end{equation}\n", "\n", "for $x=(x(0),x(1),\\ldots,x(10),x(11))^\\top\\in\\mathbb{R}^{12}$. Applying $\\rho$ successively, one obtains the twelve different cyclic shifts $\\rho^i$ for $i\\in[0:11]$. Furthermore, let \n", "\n", "\\begin{equation}\n", " \\rho^i(X)=(\\rho^i(x_1),\\rho^i(x_2),\\ldots,\\rho^i(x_N))\n", "\\end{equation}\n", "\n", "be the shifted versions of the query $X$ for $i\\in[0:11]$. Then, the idea is to use each of the twelve sequences $\\rho^i(X)$ as a separate query to retrieve matches from the database. To this end, one first computes a separate matching function, say $\\Delta^{i}$, for each $\\rho^i(X)$ and $Y$. The **transposition-invariant matching function** $\\Delta^\\mathrm{TI}$ is then obtained by setting \n", "\n", "\\begin{equation}\n", " \\Delta^\\mathrm{TI}(m):= \\min_{i\\in [0:11]} \\Delta^{i}(m)\n", "\\end{equation}\n", "\n", "for $m\\in[0:M-1]$. We now illustrate this procedure by means of the song \"In the Year 2525\" by Zager and Evans using the first verse section $V_1$ as the query $X$ and the entire song as our database sequence $Y$. In the following, we use the same implementation for the DTW-based matching approach as before. In particular, we have $\\Delta^{0}=\\Delta_\\mathrm{DTW}$. In our visualization, we show the matching functions $\\Delta^{i}$ for $i=0,1,2,3$ as well as the transposition-invariant matching function $\\Delta^\\mathrm{TI}$. The first eight local minima $\\Delta^\\mathrm{TI}$ correctly indicate the end positions of the eight verse sections.\n", "\n", "" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def compute_matching_function_dtw_ti(X, Y, cyc=np.arange(12), stepsize=2):\n", " \"\"\"Compute transposition-invariant matching function\n", "\n", " Notebook: C7/C7S2_AudioMatching.ipynb\n", "\n", " Args:\n", " X (np.ndarray): Query feature sequence (given as K x N matrix)\n", " Y (np.ndarray): Database feature sequence (given as K x M matrix)\n", " cyc (np.nda(rray): Set of cyclic shift indices to be considered (Default value = np.arange(12))\n", " stepsize (int): Parameter for step size condition (1 or 2) (Default value = 2)\n", "\n", " Returns:\n", " Delta_TI (np.ndarray): Transposition-invariant matching function\n", " Delta_ind (np.ndarray): Cost-minimizing indices\n", " Delta_cyc (np.ndarray): Array containing all matching functions\n", " \"\"\"\n", " M = Y.shape[1]\n", " num_cyc = len(cyc)\n", " Delta_cyc = np.zeros((num_cyc, M))\n", " for k in range(num_cyc):\n", " X_cyc = np.roll(X, k, axis=0)\n", " Delta_cyc[k, :], C, D = compute_matching_function_dtw(X_cyc, Y, stepsize=stepsize)\n", " Delta_TI = np.min(Delta_cyc, axis=0)\n", " Delta_ind = np.argmin(Delta_cyc, axis=0)\n", " return Delta_TI, Delta_ind, Delta_cyc\n", " \n", "data_dir = os.path.join('..', 'data', 'C7')\n", "fn_wav = os.path.join(data_dir, 'FMP_C7_Audio_ZagerEvans_InTheYear2525.wav')\n", "fn_ann = os.path.join(data_dir, 'FMP_C7_Audio_ZagerEvans_InTheYear2525.csv')\n", "fn_wav_X = os.path.join(data_dir, 'FMP_C7_Audio_ZagerEvans_InTheYear2525_Part-V1.wav')\n", "\n", "ann, _ = libfmp.c4.read_structure_annotation(fn_ann)\n", "ann_color = {'I': 'white', 'V1': 'red', 'V2': 'red', 'V3': 'red', 'V4': 'red', 'V5': 'green', 'V6': 'green',\n", " 'V7': 'blue', 'B': 'white', 'V8': 'blue', 'O': 'gray', '': 'white'}\n", "\n", "X, N, Fs_X, x_duration = compute_cens_from_file(fn_wav_X, ell=21, d=5)\n", "Y, M, Fs_Y, y_duration = compute_cens_from_file(fn_wav, ell=21, d=5)\n", "\n", "Delta_TI, Delta_ind, Delta_cyc = compute_matching_function_dtw_ti(X, Y)\n", "pos = libfmp.c7.mininma_from_matching_function(Delta_TI, rho=2*N//3, tau=0.1, num=8)\n", "\n", "fig, ax = plt.subplots(6, 1, figsize=(7, 8), gridspec_kw={'height_ratios': [1, 1, 1, 1, 1, 0.25]}) \n", "\n", "color_set = ['red', 'green', 'blue', 'gray', 'gray', 'gray', 'gray', 'gray', 'gray', 'gray', 'gray', 'gray']\n", "for k in range(4):\n", " libfmp.b.plot_signal(Delta_cyc[k,:], ax=ax[k], xlabel='', ylabel = r'$\\Delta^{%d}$' % k,\n", " color=color_set[k], ylim=[0, 0.3])\n", " ax[k].grid()\n", "\n", "for k in range(12):\n", " libfmp.b.plot_signal(Delta_cyc[k,:], ax=ax[4], color=color_set[k], ylim=[0, 0.3])\n", " \n", "libfmp.b.plot_signal(Delta_TI, ax=ax[4], color='k', linewidth='3', ylim=[0, 0.3],\n", " ylabel = r'$\\Delta^{\\mathrm{TI}}$', xlabel='')\n", "ax[4].grid() \n", "libfmp.b.plot_segments(ann, ax=ax[5], nontime_axis=False, adjust_nontime_axislim=False,\n", " colors=ann_color, alpha=0.25)\n", "ax[4].plot(pos, Delta_TI[pos], 'ro')\n", "ax[5].set_xlabel('Time (seconds)')\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Further Notes\n", "\n", "As noted before, there are many design choices when implementing an audio matching procedure. The requirements of the system also very much depend on the musical application and genre to be considered in the matching. \n", "\n", "* In this notebook, using [chroma-based features](../C7/C7S2_CENS.html), we presented a system that is suitable for identifying harmonically similar sections of Western music. This is a reasonable choice when considering the case of different performances of Western classical music.\n", "\n", "* We showed that the quality of the matching results depends on the length of the query. For many Western classical music pieces, it turns out that a query length of at least $20$ seconds of duration yields reasonable results. In our implementation, using a feature resolution of $2~\\mathrm{Hz}$, results in a query feature length of $N=40$.\n", "\n", "* Subsequence DTW introduces a lot of flexibility to compensate for temporal deformations between query and database section. When using the step size condition $\\Sigma=\\{(1, 0), (0, 1), (1, 1)\\}$, there is the tendency of overcompensation, which may result in a large number of false-positive matches. In practice, the set $\\Sigma=\\{(2, 1), (1, 2), (1, 1)\\}$ turns out to constitute a good compromise between temporal flexibility and robustness. \n", "\n", "* In original paper on [Audio Matching via Chroma-Based Statistical Features](https://www.audiolabs-erlangen.de/fau/professor/mueller/publications/2005_MuellerKurthClausen_AudioMatching_ISMIR.pdf)\n", "a [multiple-query diagonal matching](../C7/C7S2_DiagonalMatching.html) is used instead of subsequence DTW. Even though being less flexible than subsequence DTW, diagonal matching in combination with the strong local smoothing of [CENS features](../C7/C7S2_CENS.html) turns out to be a good alternative—in particular if the query sequence length is not too long. \n", "\n", "* Using diagonal matching with multiple queries also may have advantages when accelerating the matching process using indexing techniques. This strategy was applied by Kurth and Müller ([Efficient Index-Based Audio Matching](https://ieeexplore.ieee.org/document/4432645/)) as well as by Grosche and Müller ([Toward Characteristic Audio Shingles for Efficient Cross-Version Music Retrieval](https://www.audiolabs-erlangen.de/fau/professor/mueller/publications/2012_GroscheMueller_RetrievalShingles_ICASSP.pdf)).\n", "\n", "* The concept of transposition-invariant matching functions is based on the same idea as the one used in the [FMP notebook on transposition-invariant SSMs](../C4/C4S2_SSM-TranspositionInvariance.html). Conceptually, it is also related to using [multiple queries in diagonal matching](../C7/C7S2_DiagonalMatching.html) to simulating different tempi.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "Acknowledgment: This notebook was created by Meinard Müller and Frank Zalkow.\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", "
\"C0\"\"C1\"\"C2\"\"C3\"\"C4\"\"C5\"\"C6\"\"C7\"\"C8\"
" ] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.11" } }, "nbformat": 4, "nbformat_minor": 1 }