From 815bea13c6cb47c90a84d0259d8f78ba922b67c7 Mon Sep 17 00:00:00 2001 From: wwhenxuan Date: Wed, 18 Feb 2026 14:41:50 +0800 Subject: [PATCH 1/8] whenxuan: add the figsize for the plotting of simulator --- examples/20-kalman_filter_simulator.ipynb | 206 ---------------------- examples/20-wiener_filter_simulator.ipynb | 41 +++++ s2generator/utils/visualization.py | 6 +- 3 files changed, 45 insertions(+), 208 deletions(-) delete mode 100644 examples/20-kalman_filter_simulator.ipynb create mode 100644 examples/20-wiener_filter_simulator.ipynb diff --git a/examples/20-kalman_filter_simulator.ipynb b/examples/20-kalman_filter_simulator.ipynb deleted file mode 100644 index d60ed89..0000000 --- a/examples/20-kalman_filter_simulator.ipynb +++ /dev/null @@ -1,206 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": null, - "id": "67d8f57c", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "原始AR(2)序列 ADF检验结果:\n", - "ADF统计量: -19.3357, p值: 0.0000\n", - "结论:平稳\n", - "\n", - "维纳滤波器系数(前10个):\n", - "[ 0.59715128 -0.20360755 0.02363557 -0.06059091 0.05489398 0.00590325\n", - " -0.00102036 -0.04738855 0.06048262 -0.00675464]\n" - ] - }, - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "ACF均方误差:0.027368(越小越相似)\n", - "PSD(dB)均方误差:139.129031(越小越相似)\n" - ] - } - ], - "source": [ - "import numpy as np\n", - "import matplotlib.pyplot as plt\n", - "from scipy import signal\n", - "from scipy.linalg import toeplitz\n", - "from statsmodels.tsa.stattools import acf\n", - "from statsmodels.tsa.stattools import adfuller\n", - "\n", - "plt.rcParams[\"font.sans-serif\"] = [\"SimHei\"] # 显示中文\n", - "plt.rcParams[\"axes.unicode_minus\"] = False # 显示负号\n", - "\n", - "# ---------------------- 1. 生成原始平稳时间序列(AR(2)示例,更具代表性) ----------------------\n", - "np.random.seed(42)\n", - "n_obs = 1000 # 序列长度(长序列更利于ACF估计)\n", - "# AR(2)参数:phi1=0.6, phi2=-0.2(满足平稳性条件)\n", - "phi1, phi2 = 0.6, -0.2\n", - "sigma = 0.8 # 白噪声标准差\n", - "\n", - "# 生成AR(2)序列:y_t = 0.6*y_{t-1} -0.2*y_{t-2} + e_t\n", - "y = np.zeros(n_obs)\n", - "y[0] = np.random.normal(0, sigma)\n", - "y[1] = phi1 * y[0] + np.random.normal(0, sigma)\n", - "for t in range(2, n_obs):\n", - " y[t] = phi1 * y[t - 1] + phi2 * y[t - 2] + np.random.normal(0, sigma)\n", - "\n", - "\n", - "# 验证原始序列平稳性\n", - "def adf_test(series, name):\n", - " result = adfuller(series)\n", - " print(f\"{name} ADF检验结果:\")\n", - " print(f\"ADF统计量: {result[0]:.4f}, p值: {result[1]:.4f}\")\n", - " print(\"结论:\" + (\"平稳\" if result[1] < 0.05 else \"非平稳\") + \"\\n\")\n", - "\n", - "\n", - "adf_test(y, \"原始AR(2)序列\")\n", - "\n", - "# ---------------------- 2. 估计原始序列的自相关函数(ACF) ----------------------\n", - "# 计算ACF:lag_max设为滤波器阶数的2倍(保证估计精度)\n", - "filter_order = 50 # 维纳滤波器阶数(阶数越高,匹配度越好)\n", - "lag_max = filter_order * 2\n", - "acf_original = acf(y, nlags=lag_max, fft=True) # fft=True加速计算\n", - "\n", - "\n", - "# ---------------------- 3. 设计维纳滤波器(基于维纳-霍夫方程) ----------------------\n", - "def design_wiener_filter(acf_vals, filter_order):\n", - " \"\"\"\n", - " 设计维纳滤波器:求解维纳-霍夫方程 R*h = r\n", - " - R: 自相关矩阵(Toeplitz矩阵)\n", - " - h: 滤波器系数(待求)\n", - " - r: 自相关向量(前filter_order+1个ACF值)\n", - " \"\"\"\n", - " # 构造自相关矩阵R(Toeplitz矩阵,尺寸:filter_order x filter_order)\n", - " R = toeplitz(acf_vals[:filter_order])\n", - "\n", - " # 构造自相关向量r(尺寸:filter_order x 1)\n", - " r = acf_vals[1 : filter_order + 1].reshape(-1, 1)\n", - "\n", - " # 求解维纳-霍夫方程:R*h = r → h = R^{-1}*r\n", - " # 用伪逆避免矩阵奇异问题(更鲁棒)\n", - " h = np.linalg.pinv(R) @ r\n", - " return h.flatten() # 转为一维数组\n", - "\n", - "\n", - "# 设计维纳滤波器\n", - "wiener_coeffs = design_wiener_filter(acf_original, filter_order)\n", - "print(f\"维纳滤波器系数(前10个):\\n{wiener_coeffs[:10]}\")\n", - "\n", - "# ---------------------- 4. 生成白噪声激励信号 ----------------------\n", - "# 生成与原序列长度相同的白噪声(零均值、单位方差)\n", - "white_noise = np.random.normal(0, 1, size=n_obs)\n", - "# 调整白噪声方差,匹配原序列的功率水平\n", - "white_noise = white_noise * sigma\n", - "\n", - "# ---------------------- 5. 白噪声激励维纳滤波器,生成新序列 ----------------------\n", - "# 用线性滤波实现:新序列 = 白噪声 * 维纳滤波器(卷积)\n", - "# 使用filtfilt避免相位失真(可选,也可用lfilter)\n", - "simulated_y = signal.filtfilt(wiener_coeffs, 1.0, white_noise)\n", - "# 去除滤波后的边缘效应(前filter_order个点)\n", - "simulated_y = simulated_y[filter_order:]\n", - "original_y_trimmed = y[filter_order:] # 原序列同步截断\n", - "\n", - "# ---------------------- 6. 验证:对比原序列和模拟序列的特征 ----------------------\n", - "# 6.1 对比自相关函数(ACF)\n", - "acf_simulated = acf(simulated_y, nlags=lag_max, fft=True)\n", - "\n", - "plt.figure(figsize=(15, 10))\n", - "\n", - "# 子图1:原序列 vs 模拟序列\n", - "plt.subplot(3, 1, 1)\n", - "plt.plot(original_y_trimmed, label=\"原始AR(2)序列\", color=\"blue\", alpha=0.7)\n", - "plt.plot(simulated_y, label=\"维纳滤波器生成序列\", color=\"red\", alpha=0.7)\n", - "plt.title(\"原始序列 vs 维纳滤波器生成序列\")\n", - "plt.xlabel(\"时间步\")\n", - "plt.ylabel(\"值\")\n", - "plt.legend()\n", - "plt.grid(alpha=0.3)\n", - "\n", - "# 子图2:ACF对比\n", - "plt.subplot(3, 1, 2)\n", - "lags = np.arange(lag_max + 1)\n", - "plt.stem(\n", - " lags, acf_original, linefmt=\"b-\", markerfmt=\"bo\", basefmt=\"k-\", label=\"原始序列ACF\"\n", - ")\n", - "plt.stem(\n", - " lags, acf_simulated, linefmt=\"r-\", markerfmt=\"ro\", basefmt=\"k-\", label=\"生成序列ACF\"\n", - ")\n", - "plt.title(\"自相关函数(ACF)对比\")\n", - "plt.xlabel(\"滞后阶数\")\n", - "plt.ylabel(\"ACF值\")\n", - "plt.legend()\n", - "plt.grid(alpha=0.3)\n", - "\n", - "# 子图3:功率谱密度(PSD)对比\n", - "plt.subplot(3, 1, 3)\n", - "# 计算功率谱密度(使用Welch方法,更平滑)\n", - "f1, Pxx1 = signal.welch(original_y_trimmed, fs=1.0, nperseg=256, scaling=\"density\")\n", - "f2, Pxx2 = signal.welch(simulated_y, fs=1.0, nperseg=256, scaling=\"density\")\n", - "plt.plot(f1, 10 * np.log10(Pxx1), label=\"原始序列PSD\", color=\"blue\")\n", - "plt.plot(f2, 10 * np.log10(Pxx2), label=\"生成序列PSD\", color=\"red\", alpha=0.7)\n", - "plt.title(\"功率谱密度(PSD)对比(dB)\")\n", - "plt.xlabel(\"频率\")\n", - "plt.ylabel(\"功率谱密度 (dB/Hz)\")\n", - "plt.legend()\n", - "plt.grid(alpha=0.3)\n", - "\n", - "plt.tight_layout()\n", - "plt.show()\n", - "\n", - "# 6.2 定量验证:计算ACF和PSD的相似度(均方误差)\n", - "acf_mse = np.mean((acf_original - acf_simulated) ** 2)\n", - "psd_mse = np.mean((10 * np.log10(Pxx1) - 10 * np.log10(Pxx2)) ** 2)\n", - "print(f\"ACF均方误差:{acf_mse:.6f}(越小越相似)\")\n", - "print(f\"PSD(dB)均方误差:{psd_mse:.6f}(越小越相似)\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "84fa2991", - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "s2generator", - "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": "3.10.18" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/examples/20-wiener_filter_simulator.ipynb b/examples/20-wiener_filter_simulator.ipynb new file mode 100644 index 0000000..a81b432 --- /dev/null +++ b/examples/20-wiener_filter_simulator.ipynb @@ -0,0 +1,41 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "id": "66607c65", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import sys\n", + "import os\n", + "\n", + "sys.path.append(os.path.abspath(\"..\"))\n", + "\n", + "from s2generator.simulator import WienerFilterSimulator" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "s2generator", + "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": "3.10.18" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/s2generator/utils/visualization.py b/s2generator/utils/visualization.py index 55aeecc..60d8f6b 100644 --- a/s2generator/utils/visualization.py +++ b/s2generator/utils/visualization.py @@ -307,6 +307,7 @@ def plot_simulator_statistics( nlags: int = 50, nperseg: int = 128, bins: int = 30, + figsize: Tuple[int, int] = None, ) -> plt.Figure: """ Compare the statistical properties of the original series and the generated series. @@ -320,6 +321,7 @@ def plot_simulator_statistics( :param nlags: The number of lags to compute for the autocorrelation function. :param nperseg: The length of each segment for the Welch method in power spectral density estimation. :param bins: The number of bins to use for the histogram plots. + :param figsize: The size of the figure for the generated plots. If None, it will be automatically determined. :return: A matplotlib Figure object containing the comparison plots. """ @@ -339,9 +341,9 @@ def plot_simulator_statistics( # Here we need to determine if the residuals from the model fit have been passed in. # If residuals are present, a subplot can be added to display their statistical properties. if residuals is not None: - fig, axes = plt.subplots(3, 2, figsize=(12, 10)) + fig, axes = plt.subplots(3, 2, figsize=(12, 10) if figsize is None else figsize) else: - fig, axes = plt.subplots(2, 2, figsize=(8, 10)) + fig, axes = plt.subplots(2, 2, figsize=(12, 7) if figsize is None else figsize) # Original sequence and generated sequence axes[0, 0].plot(original_series, label="Original", alpha=0.7, color="royalblue") From f47d52b7cfd153f3f37b4b8b995129a5acc7174e Mon Sep 17 00:00:00 2001 From: wwhenxuan Date: Thu, 19 Feb 2026 22:19:32 +0800 Subject: [PATCH 2/8] whenxuan: create the example for wiener filter --- examples/20-wiener_filter_simulator.ipynb | 75 +++++++++++++++++++++++ 1 file changed, 75 insertions(+) diff --git a/examples/20-wiener_filter_simulator.ipynb b/examples/20-wiener_filter_simulator.ipynb index a81b432..9046d08 100644 --- a/examples/20-wiener_filter_simulator.ipynb +++ b/examples/20-wiener_filter_simulator.ipynb @@ -1,5 +1,80 @@ { "cells": [ + { + "cell_type": "markdown", + "id": "f3eeedf5", + "metadata": {}, + "source": [ + "# Time series generation through Wiener filter based on whitening\n", + "\n", + "This notebook demonstrates how to generate time series data using a Wiener filter based on whitening. The Wiener filter is a powerful tool for signal processing and can be used to create synthetic time series that mimic the statistical properties of real-world data.\n", + "\n", + "在随机信号处理中的维纳滤波器是基于正交性原理设计的最优线性滤波器,旨在最小化滤波器输出与期望信号之间的均方误差。该滤波的设计依赖于输入信号的统计特性,特别是其自相关函数和功率谱密度。\n", + "\n", + "假设我们的输入信号 $x(n)$是由我们期望信号$s(n)$和与期望信号不相关的噪声$v(n)$组成,即 $x(n) = s(n) + v(n)$。我们期望构造一个滤波器$h(n)$使得滤波器输出$y(n)$尽可能接近期望信号$s(n)$。即:\n", + "$$\n", + "y(n) = h(n) * x(n) = \\sum_{m = 0}^{N - 1} h(m) \\cdot x(n - m), \\quad (1)\n", + "$$ \n", + "其中$N$是滤波器的长度,$*$表示卷积运算。由于维纳滤波器的设计基于最小均方误差准则,我们需要最小化误差:\n", + "$$\n", + "E \\left [ e ^ 2 \\left (n \\right ) \\right ] = E \\left [ (s(n) - y(n)) \\right ] = E \\left [ \\left ( s(n) - (\\sum_{m = 0}^{N - 1} h(m) \\cdot x(n - m)) \\right )^2 \\right ]. \\quad (2)\n", + "$$\n", + "\n", + "为了便于得出矩阵形式,我们将(1)式改写为:\n", + "$$\n", + "y(n) = \\sum_{i = 1}^{N} h(i) \\cdot x(i), \\quad (3)\n", + "$$\n", + "此时均方误差可以进一步被简化为:\n", + "$$\n", + "E \\left [ e ^ 2 \\left (n \\right ) \\right ] = E \\left [ \\left ( s(n) - \\sum_{i = 1}^{N} h(i) \\cdot x(i) \\right )^2 \\right ]. \\quad (4)\n", + "$$\n", + "\n", + "为了求得$E \\left [ e ^ 2 \\left (n \\right ) \\right ]$的最小值,我们对$h(i)$求偏导数并令其为零。设$h = [h(1), h(2), ..., h(N)]^T$,则有:\n", + "$$\n", + "\\frac{\\partial}{\\partial h(i)} E \\left [ e ^ 2 \\left (n \\right ) \\right ] = E \\left [ \\frac{\\partial}{\\partial h(i)} \\left ( s(n) - \\sum_{j = 1}^{N} h(j) \\cdot x(j) \\right )^2 \\right ] = 0, \\quad i = 1, 2, ..., N.\n", + "$$\n", + "\n", + "对上式进行进一步的化简可得:\n", + "$$\n", + "E \\left [ -2 \\cdot x(i) \\cdot \\left ( s(n) - \\sum_{j = 1}^{N} h(j) \\cdot x(j) \\right ) \\right ] = 0, \\quad i = 1, 2, ..., N.\n", + "$$\n", + "其中$s(n) - \\sum_{j = 1}^{N} h(j) \\cdot x(j)$为误差项$e(n)$,因此上式可以改写为:\n", + "$$\n", + "E \\left [ x(i) \\cdot e(n) \\right ] = 0, \\quad i = 1, 2, ..., N. \\quad (5)\n", + "$$\n", + "即输入信号$x(i)$与误差$e(n)$之间的期望值为零,这表明输入信号与误差是正交的。(进一步来说,满足正交性原理与满足均方误差最小化的条件是一致的。)\n", + "\n", + "假设信号$x_i$与信号$x_j$之间的相关函数为$r_{ij} = E[x_i x_j]$,信号$x_i$与期望信号$s(n)$之间的相关性为$p_i = E[x_i s(n)]$,则上述方程可以表示为:\n", + "$$\n", + "r_{x_j s} = \\sum_{i = 1}^{N} h(i) \\cdot r_{x_i x_j}. \\quad j = 1, 2, ..., N. \\quad (6)\n", + "$$\n", + "\n", + "我们将(6)式中的下标复原为等式(1)的形式便有了:\n", + "$$\n", + "E \\left \\{ \\left [ s(n) - \\sum_{m = 0} ^ N h_{\\mathrm{opt}} (m) x (n - m) \\right ] \\cdot x (n - k) \\right \\} = 0, \\quad (7)\n", + "$$\n", + "其中$h_{\\mathrm{opt}}$是维纳滤波器的最优系数。将其写为相关的形式可以得到:\n", + "$$\n", + "r_{s x} (k) = \\sum_{m = 0} ^ N h_{\\mathrm{opt}} (m) r_{x x} (k - m). \\quad (8)\n", + "$$\n", + "\n", + "式(8)便是基于正交性原理推导得到的维纳-霍夫方程。通过求解该方程,我们可以得到最优滤波器系数$h_{\\mathrm{opt}}$,从而实现对输入信号的最佳线性估计。\n", + "\n", + "为了表述方便和计算求解,我们通常将上述方程以矩阵形式表示。设$\\left [h_{\\mathrm{opt}} \\right ] = [h_{\\mathrm{opt}}(0), h_{\\mathrm{opt}}(1), ..., h_{\\mathrm{opt}}(N)]^T$,则可以将式(8)改写为:\n", + "$$\n", + "\\begin{bmatrix}r_{x x} (0) & r_{x x} (1) & \\cdots & r_{x x} (N) \\\\ r_{x x} (1) & r_{x x} (0) & \\cdots & r_{x x} (N - 1) \\\\ \\vdots & \\vdots & \\ddots & \\vdots \\\\ r_{x x} (N) & r_{x x} (N - 1) & \\cdots & r_{x x} (0) \\end{bmatrix} \\cdot \\begin{bmatrix} h_{\\mathrm{opt}} (0) \\\\ h_{\\mathrm{opt}} (1) \\\\ \\vdots \\\\ h_{\\mathrm{opt}} (N) \\end{bmatrix} = \\begin{bmatrix} r_{s x} (0) \\\\ r_{s x} (1) \\\\ \\vdots \\\\ r_{s x} (N) \\end{bmatrix}. \\quad (9)\n", + "$$\n", + "\n", + "通过式(9)我们可以通过矩阵求逆和相乘的方式获得最优滤波器的参数:\n", + "$$\n", + "\\left [ h_{\\mathrm{opt}} \\right ] = R_{x x} ^ {-1} \\cdot r_{s x}. \\quad (10)\n", + "$$\n", + "\n", + "介绍完维纳滤波器的推导后,我们将要进一步介绍应该如何使用维纳滤波器来生成时间序列数据。具体来说,该过程与数据的白化处理密切相关。通过对输入信号进行白化处理,我们可以使得输入信号的自相关函数变为单位矩阵,从而简化维纳滤波器的设计和实现。\n", + "\n", + "简单来说,对比白噪声$w(n)$,其自相关函数为$\\delta(k)$,即只有在$k=0$时才为1,其他时候都为0。而我们通常处理的信号往往具有非零的自相关函数,这使得维纳滤波器的设计变得复杂。通过白化处理,我们可以将输入信号转换为白噪声信号,从而简化维纳滤波器的设计和实现。" + ] + }, { "cell_type": "code", "execution_count": null, From e5a690aead6555e0467fe672610f5538536c426a Mon Sep 17 00:00:00 2001 From: wwhenxuan Date: Thu, 19 Feb 2026 22:42:21 +0800 Subject: [PATCH 3/8] whenxuan: 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zCHZtsJ(Kbemn&I3HKtdKews&^#m1grG1Wm&%8_o#bGB`~T*ZTJ-yOF;rrw!N{K0Pj z|6l#@bM0Nwtjq?-oZ#&To8R->C%ku8vb6?QoA~NWnje1q^kRq;Z|}`e95GyjL(Y9x zUW?D(r&nYBm`50W*H2I4!0^M%leE~9uy5k*TJpgar<{8gbH_GEvozo0(3`1Qb#BvJ z>E?~YXUD@~6N}H5<=v}iYJO&+e*K;IaC0~F?VoN=$=mZd-ck8_#x-Z>n4WFsfBYu& z4)CtPEf)Xso5ilBI^wB$@*mg19MsO9pPA`1Zgbr-J?_TzK7AZ#t~hE@V}9bpl45Mz zw%^Cm2fy8ie!}2*=F^_8R(v-0@G#fFe)GF#JI9_My&23L=lNrn&h)-F==VwI-aS>% z#rt~iQ&)fMojQ*1nEIKz` Date: Thu, 19 Feb 2026 22:47:41 +0800 Subject: [PATCH 4/8] whenxuan: update the plot time series function for utils --- s2generator/utils/__init__.py | 2 ++ s2generator/utils/visualization.py | 21 +++++++++++++++++++++ 2 files changed, 23 insertions(+) diff --git a/s2generator/utils/__init__.py b/s2generator/utils/__init__.py index c777f41..2338118 100644 --- a/s2generator/utils/__init__.py +++ b/s2generator/utils/__init__.py @@ -39,6 +39,7 @@ "exponential_smoothing", "smooth_show_info", "MovingDecomp", + "plot_time_series", "plot_series", "plot_symbol", "plot_shapiro_wilk", @@ -102,6 +103,7 @@ # The Shapiro-Wilk test for normality of the residuals from .visualization import ( + plot_time_series, plot_series, plot_symbol, plot_shapiro_wilk, diff --git a/s2generator/utils/visualization.py b/s2generator/utils/visualization.py index 60d8f6b..3982c98 100644 --- a/s2generator/utils/visualization.py +++ b/s2generator/utils/visualization.py @@ -6,6 +6,7 @@ """ __all__ = [ + "plot_time_series", "plot_series", "plot_symbol", "plot_shapiro_wilk", @@ -25,6 +26,26 @@ from s2generator.utils.print_symbol import symbol_to_markdown +def plot_time_series(time_series: np.ndarray, figsize: Tuple[int, int] = (12, 3), dpi: int = 256) -> plt.Figure: + """ + Visualize a single time series. + + :param time_series: The time series data to be visualized. + :param figsize: The size of the figure for the generated plot. + :param dpi: Dots per inch (resolution) for the generated plot. + + :return: A matplotlib Figure object containing the time series plot. + """ + fig, ax = plt.subplots(figsize=figsize, dpi=dpi) + ax.plot(time_series, color="royalblue") + ax.set_title("Time Series Visualization", fontweight="bold", fontsize=13) + ax.set_xlabel("Time Steps", fontsize=11.5) + ax.set_ylabel("Value", fontsize=11.5) + ax.grid(True) + + return fig + + def plot_series(x: np.ndarray, y: np.ndarray) -> plt.Figure: """ Visualize S2 data From 24f68a8b76911024f0ae1a9150363ce69ff983f1 Mon Sep 17 00:00:00 2001 From: wwhenxuan Date: Thu, 19 Feb 2026 23:11:45 +0800 Subject: [PATCH 5/8] whenxuan: fix the error of edge effect of wiener filter --- s2generator/simulator/wiener_filter.py | 3 --- 1 file changed, 3 deletions(-) diff --git a/s2generator/simulator/wiener_filter.py b/s2generator/simulator/wiener_filter.py index fd2b50e..3331313 100644 --- a/s2generator/simulator/wiener_filter.py +++ b/s2generator/simulator/wiener_filter.py @@ -178,9 +178,6 @@ def transform( # New sequence = White noise * Wiener filter (convolution) simulated_series[i, :] = self.invoke(white_noise=white_noise[i, :]) - # Remove edge effects after filtering (first filter_order points) - simulated_series = simulated_series[:, self.filter_order :] - # If normalization was performed previously, # denormalization is now needed to maintain the same mean and variance as the original sequence. if self.revin: From 4068c517d0ea4705d78a5946feae3bdb37904061 Mon Sep 17 00:00:00 2001 From: wwhenxuan Date: Thu, 19 Feb 2026 23:24:26 +0800 Subject: [PATCH 6/8] whenxuan: update the example of wiener filter --- examples/20-wiener_filter_simulator.ipynb | 348 +++++++++++++++++++++- 1 file changed, 346 insertions(+), 2 deletions(-) diff --git a/examples/20-wiener_filter_simulator.ipynb b/examples/20-wiener_filter_simulator.ipynb index 1460704..08ed30e 100644 --- a/examples/20-wiener_filter_simulator.ipynb +++ b/examples/20-wiener_filter_simulator.ipynb @@ -91,19 +91,363 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "id": "66607c65", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", + "from matplotlib import pyplot as plt\n", "import sys\n", "import os\n", "\n", "sys.path.append(os.path.abspath(\"..\"))\n", "\n", "from s2generator.simulator import WienerFilterSimulator\n", - "from s2generator.utils import yule_walker, plot_simulator_statistics" + "from s2generator.utils import yule_walker, plot_simulator_statistics, plot_time_series" + ] + }, + { + "cell_type": "markdown", + "id": "457d60e2", + "metadata": {}, + "source": [ + "我们加载真实的频谱数据对来进行演示。" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "94c6e06c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "time_series = np.load(\"..\\docs\\source\\_static\\spectrum.npy\")\n", + "fig = plot_time_series(time_series, dpi=128)" + ] + }, + { + "cell_type": "markdown", + "id": "42c33022", + "metadata": {}, + "source": [ + "导入用于计算自相关函数和生成Toeplitz矩阵的函数并设置相关的超参数" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "25079662", + "metadata": {}, + "outputs": [], + "source": [ + "from scipy import signal\n", + "from scipy.linalg import toeplitz\n", + "from statsmodels.tsa.stattools import acf\n", + "\n", + "# 维纳滤波器的阶数\n", + "filter_order = 6" + ] + }, + { + "cell_type": "markdown", + "id": "e4315cb0", + "metadata": {}, + "source": [ + "开始计算输入时间序列的自相关函数并生成Toeplitz矩阵" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "c854a3fd", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[1. , 0.85940068, 0.81498192, 0.80005553, 0.7764907 ,\n", + " 0.75878007],\n", + " [0.85940068, 1. , 0.85940068, 0.81498192, 0.80005553,\n", + " 0.7764907 ],\n", + " [0.81498192, 0.85940068, 1. , 0.85940068, 0.81498192,\n", + " 0.80005553],\n", + " [0.80005553, 0.81498192, 0.85940068, 1. , 0.85940068,\n", + " 0.81498192],\n", + " [0.7764907 , 0.80005553, 0.81498192, 0.85940068, 1. ,\n", + " 0.85940068],\n", + " [0.75878007, 0.7764907 , 0.80005553, 0.81498192, 0.85940068,\n", + " 1. ]])" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# 对输入序列进行可逆归一化操作消除其分布偏移\n", + "mean, std = np.mean(time_series), np.std(time_series)\n", + "normalized_series = (time_series - mean) / std\n", + "\n", + "# 我们设置自相关的滞后数为滤波器阶数的两倍,以确保我们有足够的自相关信息\n", + "acf_vals = acf(normalized_series, nlags=filter_order * 2, fft=True)\n", + "\n", + "# Constructing the autocorrelation matrix\n", + "R = toeplitz(acf_vals[: filter_order])\n", + "\n", + "R" + ] + }, + { + "cell_type": "markdown", + "id": "c6ad18d0", + "metadata": {}, + "source": [ + "接下来我们将根据构造的自相关矩阵来求解维纳滤波器的参数,并使用这些参数来生成新的时间序列数据。\n", + "\n", + "具体的求解方式便是上述提到的维纳-霍夫方程的矩阵形式。但在本notebook中我们将其简化为使用Yule-Walker方程来求解AR模型的参数。一般来说,修正后的Yule-Walker方程可以看作是维纳-霍夫方程的一种特例,适用于AR模型的参数估计。具体的函数形式如下所示:\n", + "~~~python\n", + "def yule_walker(A: np.ndarray) -> Tuple[np.ndarray, Union[float, np.ndarray]]:\n", + " \"\"\"\n", + " Solving the Yule-Walker equations yields the parameters of the AR model.\n", + "\n", + " The Yule-Walker equations can be expressed in matrix form as::\n", + "\n", + " r(0)*1 + r(1)*a[1] + r(2)*a[2] + ... + r(n)*a[n] = σ²\n", + " r(1)*1 + r(0)*a[1] + r(1)*a[2] + ... + r(n-1)*a[n] = 0\n", + " r(2)*1 + r(1)*a[1] + r(0)*a[2] + ... + r(n-2)*a[n] = 0\n", + " ...\n", + " r(n-1)*1 + r(n-2)*a[1] + r(n-3)*a[2] + ... + r(1)*a[n] = 0\n", + " r(n)*1 + r(n-1)*a[1] + r(n-2)*a[2] + ... + r(0)*a[n] = 0\n", + "\n", + " Where r(k) is the value of the autocorrelation function at lag k,\n", + " a[i] are the coefficients of the AR model, and σ² is the variance of the noise.\n", + "\n", + " This equation can be derived based on the orthogonality principle,\n", + " representing the relationship between the parameters of the AR model and the autocorrelation function of the sequence.\n", + "\n", + " :param A: The matrix representing the Yule-Walker equations, where the first row corresponds to the equation for σ² and the subsequent rows correspond to the equations for a1~an.\n", + "\n", + " :return: A tuple containing the vector of AR coefficients (a1~an) and the variance of the noise (σ²).\n", + " \"\"\"\n", + " # Check if A is a ndarray and has the correct shape\n", + " if not isinstance(A, np.ndarray):\n", + " raise ValueError(\"Input A must be a numpy array.\")\n", + " if A.shape[0] < 2 or A.shape[1] < 2:\n", + " raise ValueError(\n", + " \"Input A must have at least 2 rows and 2 columns to solve for a1~an and σ².\"\n", + " )\n", + "\n", + " # Check if the matrix A is square\n", + " if A.shape[0] != A.shape[1]:\n", + " raise ValueError(\"Input A must be a square matrix.\")\n", + "\n", + " # Solve for the coefficients using the equations from the second line onwards.\n", + " B = A[1:, 1:] # Extracting the coefficient matrix\n", + " c = -A[1:, 0] # Extract the constant term and take its negative.\n", + "\n", + " try:\n", + " # Solve for a1~an\n", + " a = np.linalg.solve(B, c)\n", + "\n", + " except np.linalg.LinAlgError as e:\n", + " print(f\"Solution failed: {e}\")\n", + " print(\n", + " \"Reason: Matrix B is not invertible, and therefore cannot uniquely determine a1~an.\"\n", + " )\n", + "\n", + " # If B is not invertible, we can use least squares to find an approximate solution.\n", + " a = np.linalg.lstsq(B, c, rcond=None)[0]\n", + "\n", + " # Solve for σ² using the first line of the equations\n", + " x = np.hstack([1, a]) # Construct the x vector\n", + " sigma_sq = np.dot(A[0], x)\n", + "\n", + " return x, sigma_sq\n", + "~~~" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "16a033f4", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Filter Coefficients: [ 1. -0.51275858 -0.12763791 -0.15651827 -0.05807143 -0.0810442 ]\n", + "Noise Variance: 0.22350238217534202\n" + ] + } + ], + "source": [ + "# The filter coefficients and noise variance are obtained by solving the Yule-Walker equation.\n", + "coeffs, sigma_sq = yule_walker(A=R)\n", + "\n", + "print(\"Filter Coefficients:\", coeffs)\n", + "print(\"Noise Variance:\", sigma_sq)" + ] + }, + { + "cell_type": "markdown", + "id": "c15679e6", + "metadata": {}, + "source": [ + "根据获得的$\\sigma^2$我们重新初始化白噪声,并通过反因果的白化滤波器$1 / \\left [ h \\right ]$来生成时间序列。" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "26770b6f", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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coHpaBLvCPz7jeP3Z0GsUPrFgkA4+//q908H8pQRBEARBhA8KuyYIgiAIIi7BKtFscRAUkTCfHXrksaIHCikoEGGxDxRd7IDFLDAv4BlnnKHlHWS98FAUw4rAKFSxjB8/3vc3K5Lo4iNW12XFFCyQgeIJFntB7zwMBQ4Fxx57rCFkG8OQMeyWrUyMnnoo4GLlYxTk2MrLWGQEryEWAGGvA4pKfJ5K3QvSLiiSsSG06OXGine77767FtptFxSoJk2apBUg+ueffwzHh/kXee9K9n22AjiCHoB4z/Az2D74nJ0sKDLyYjfef2yfeK2xuBJfTMdN8NrhM4G5HnXwvmLBFTMhkK/4jTky8fnCe425OLHdW8F7H86ZM8fRM84/s7fccgv89ttv2jVE0R/bJJtzEr2D+eI5BEEQBEGEFvJ8JAiCIAgibsHcdFgtWM9NuHDhQq2gBIbMotCGAiErXqEXo10wr+GsWbO0H93zDytEY1453ksRBS7Wq+7ggw/WirHo30UR7MILL9R+UJxBMQeFrHCA+8OiMFgURwf/xx8Mv8Zrhl5yrLfjBRdc4PsbjxOrIuOPfh3we/g67903ceJER8eIx4Bh1U8//bTwfadej3iffvnlF+0HQeENhUG8/nx+ShSvUOTUQfEOhVodDCtHcQ6P1apADV6fAw44AObNm2fIAYmiL4qX+MN79rkJeu5idWsWDDvH3JY8/fr108LSEfRqZStaYwg9CtIInjPvDSoCnwN235gLFNsgCoq9e/eGv/76y9YzrnsXYwVuLDAju274ecyNShAEQRBE+CDPR4IgCIIg4pb+/ftrYhBbyRhBLy3ea85JzkRRfjgUI7HaLy88jhw5UvMo40ERR1SdGcVLXnhEYcYqJ2QwYG7BJ598MmAfKNLi8fBh1mY5IfE6iMKK0VMQBSCnyARG9CDkqzI7BUVHvIe88IiCIuZgZMU1vHcTJkwI+D6eN4qYt99+u+m+0LuRv44omqHwiO126tSpECrwOHnwvDH3I//DFheaNm1aQEVoPF/8wbQGeE5WXHPNNQGvYRvDffE5Gs3APJMoPvKFYnjhEdsHXksUdwmCIAiCCC8kPhIEQRAEEdeghxVWXH711Ve10GLMwaiLeJirET3PbrrpJi3s0yrHIc8nn3yifQ9z3mEoJ+a9QwETRSf0fkTxE4ukYPgtenKhRxcPHstbb72lhYpiwRbMjahvA70z99hjD03gQpESQ6BF23ATrG68Zs0azfsOvUTRSwyPBQU3FA7R0w8FSizGcsopp/i+h6HnGH57ySWXaKHPeJ3R+xELkOB1Ri/Pxx9/XCs+wwtXdsBto5DLgzkqnV4bzA36ww8/wJ133qkd5y677KJde90DEnMEXnnllZpXIHpesuD54XdvvPFGLQQf/0cBDq8NegriPTUDc0fi50499VStUjO2S6yejtXSMR8oXzwlGkChD48ZQ5p79uypnTO+hvcerxEv9ovAcGlMVYDPH17jYIq67L333lpeURQ9DznkEO36o1Cse6nivcM+AJ9TgiAIgiDCT4InVFnLCYIgCIIgCIIgCIIgCIJo15DnI0EQBEEQBEEQBEEQBEEQIYHER4IgCIIgCIIgCIIgCIIgQgKJjwRBEARBEARBEARBEARBhAQSHwmCIAiCIAiCIAiCIAiCCAkkPhIEQRAEQRAEQRAEQRAE0X7FxwcffBBOOeUUGDhwICQkJMCYMWNMP//777/DYYcdBjk5OdCxY0c4+uijYcWKFbb2+c0338DEiRMhKysLunTpAqeffjps2bIlyDMhCIIgCIIgCIIgCIIgiPZDgsfj8UCUg4IjCoB77rkn/Pbbb7DLLrvAsmXLpMLjQQcdBH369IGrrrpKe+3ZZ5+FoqIi7b3ddtvNcn+ffPKJJnaOHj0aJk+eDBUVFfDUU09BSkoKLFmyBHr27On6ORIEQRAEQRAEQRAEQRBEvBET4uPGjRth8ODB2t/o/dipUyep+Lj33nvD6tWr4d9//9UESGTHjh0wYsQI2H///TWPRjOampq0fSQnJ8OqVasgOztbex33h+LnpZdeCs8//7zr50gQBEEQBEEQBEEQBEEQ8UYyxAC68GjF+vXrYfHixXDRRRf5hEcE/z711FPhjTfe0Dwgu3XrJt3GvHnzYOfOnXDvvff6hEcEQ73Ro/L999+H6dOnQ1JSkq1zyM/Ph2+//RYGDRoEmZmZtr5LEARBEARBEARBEARBEE6pra2FTZs2wVFHHRX2iN6YEB9VQeERwVyNPBMmTIDXXnsN/vrrLzjiiCMcb2POnDmayDls2DDpNtDTEn9YvvzyS5g2bZqt8yEIgiAIgiAIgiAIgiAIt0Bt7MILL4RwElfiI3osIqzXow4bgu3GNszExxkzZsDUqVOF72Eeyv79+5seA0EQBEEQBEEQBEEQBEG4xdatW7WaKBiRG26S482FFElLSwt4Lz093fCZUG4Di9RghW0WzB+J4eAnnHCCljsyXqisrNTyYWJYeocOHSJ9OAQRUqi9E+0NavNEe4LaO9HeoDZPtCeovRPtjUpBm//zzz818TESqQDjSnzUL2BDQ0PAe/X19YbPhHIb6CEp8pxE8Kbn5uZCvBGv50UQIqi9E+0NavNEe4LaO9HeoDZPtCeovRPtuc13iKDwnghxRO/evaWh1fprMlHQzW0QBEEQBEEQBEEQBEEQBBFn4uP48eO13wsXLgx47/fff4fExEQYN25cUNvo1KkTDBkyxLVjJgiCIAiCIAiCIAiCIIh4Ja7ERxQF99prL/jwww99hWMQ/BtfO/zww6Fbt26+14uLi2H16tVQUVHhe+3AAw+EXr16wSuvvALV1dW+15cvXw5z586F008/HZKSksJ4VgRBEARBEARBEARBEAQRm8REzseZM2fCli1btL9RKMR8jNOmTdP+HzBgAJx77rm+zz799NNw8MEHwwEHHABXX3219tr06dPB4/HAY489ZtguJtrEqtSvv/46XHDBBdprKSkp2jZQZMRtYPEYTNT55JNPQo8ePeDuu+8O45kTBEEQBEEQBEEQBEEQROwSE+Ljq6++CvPmzTO8NmXKFJ+nIis+7rvvvvDzzz/DnXfeqf1gqPV+++0HH3/8MYwcOVJpf6eeeipkZGRoAueNN96oVb5Gr8mHH35Y84okCIIgCIIgCIIgCIIgCCJOxEcMd7YDCpBz5syx/Nw999yj/Yg49thjtR+CIAiCIAiCIAiCIAiCIJwRVzkfCYIgCIIgCIIgCIIgCIKIHkh8JAiCIAiCIAiCIAiCIAgiJJD4SBAEQRAEQRAEYcLO4ma4/OF8ePLd0kgfCkEQBEHEHCQ+EgRBEARBEARBmHDfK8WwZksjfLmgGtZsaYj04RAEQRBETBETBWcIgiAIgiAIgiDCSWllC7zwcRns2j8V1mxt9L1eUd0a0eMiCIIgiFiDxEeCIAiCIAiCIAiOx94ugd9X1sPsxbWG15OTEyJ2TARBEAQRi1DYNUEQBEEQBEEQBAcKjyKSk8J+KARBEAQR05D4SBAEQRAEQRAEoUhKEnk+EgRBEIQdSHwkCIIgCIIgCIJQJJFmUARBEARhCxo6CYIgCIIgCIIgFGn1RPoICIIgCCK2IPGRIAiCIAiCIAhCkVYqdk0QBEEQtiDxkSAIgiAIgiAIQpFWcn0kCIIgCFuQ+EgQBEEQBEEQBKEIaY8EQRAEYQ8SHwmCIAiCIAiCIBShsGuCIAiCsAeJjwRBEARBEARBEIp4yPORIAiCIGxB4iNBEARBEARBEARDQ6PcvbGF4q4JgiAIwhYkPhIEQRAEQRAEQTDMWVIrfY88HwmCIAjCHiQ+EgRBEARBEARBMDz6dqn0Pcr5SBAEQRD2IPGRIAiCIAiCIAhCkVZyfSQIgiAIW5D4SBAEQRAEQRAEoQh5PhIEQRCEPUh8JAiCIAiCIAiCYJgwMl36HtWbIQiCIAh7kPhIEARBEARBEASh6N1I4iNBEARB2IPER4IgCIIgCIIgCIYWM/GR1EeCIAiCsAWJjwRBEARBEARBEAwek6IyVG+GIAiCIOxB4iNBEARBEARBEIRi2LWZVyRBEARBEIGQ+EgQBEEQBEEQBMHQ4nHmFUkQBEEQRCAkPhIEQRAEQRAEQSjmdTTziiQIgiAIIhASHwmCIAiCIAiCIBio2jVBEARBuAeJjwRBEARBEARBEKriI6mPBEEQBGELEh8JgiAIgiAIgiAYWkzyOlLYNUEQBEHYg8RHgiAIgiAIgiAIBgq7JgiCIAj3IPGRIAiCIAiCIAiCgcKuCYIgCMI9SHwkCIIgCIIgCIJQrXZN2iNBEARB2ILER4IgCIIgCIIgCEWBkXI+EgRBEIQ9SHwkCIIgCIIgCIJgaDERGE1q0RAEQRAEIYDER4IgCIIgCIIgCNWwa4q7JgiCIAhbkPhIEARBEARBEAShGFrdQtojQRAEQdiCxEeCIAiCIAiCIAgGM+dGCrsmCIIgCHuQ+EgQBEEQBEEQBMFAYdcEQRAE4R4kPhIEQRAEQRAEQQgKziQmBL5H2iNBEARB2IPER4IgCIIgCIIgiDbm/VULlTVe9TEjPcFWPkiCIAiCIAIh8ZEgCIIgCIIgCKKNqa8U+/7OTAucLrVQxRmCIAiCsAWJjwRBEARBEARBEAIyBZ6PzeT5SBAEQRC2IPGRIAiCIAiCIAjCJPcjS3MzeT4SBEEQRLsWH3fs2AEXXXQR9OrVC9LS0mDo0KFw//33Q1NTk+V3586dCwkJCcKfc845JyzHTxBEaCmtbAGPhyYNBEEQBEFY09AYaDM0U9g1QRAEQdgiGeKIvLw82GeffaCoqAguv/xyGDFiBCxevBjuuusuWLlyJbz33ntK27nkkkvggAMOMLw2ePDgEB01QRDh4sPZlfDCx+Vw2PhMuP3CrpE+HIIgCIIgopyGJpH4GJFDIQiCIIiYJa7ExwcffFDzfJw1axacdtpp2muXXnop7LrrrnDLLbfAf//7XzjssMMstzNx4kTydCSIOASFR+SnxbVw2wUezauZIAiCIAhCBla9PmhcJsz9q9b3GhWcIQiCIIh2HHaNYdMZGRlw6qmnGl4/99xztd8zZ85U3lZNTQ00NDS4fowEQUQHtfU0cSAIgiAIwprUFONiZRN5PhIEQRBE+/V8bGxshPT09ABvpqysLO03hmCrcM0118CFF16o/T1s2DDt/yuuuEL5OND7En9YVq1apf2urKyEsrIyiBfwfNjfBBErbNlRBr262Ft/ofZOtDeozRPtCWrvhIyW5kbD/3V1jXFhz1ObJ9oT1N6J9kaloM1Hsv3Hlfi42267wZo1a2DFihUwatQo3+s///yz9nv79u2m309JSYHjjz8ejj76aOjdu7f2+ZdffhmuvPJKWL16NTzzzDNKxzFjxgyYOnWq8L2lS5dqXpXxxrJlyyJ9CARhirfGzFjf//MWLIXeuc6eRWrvRHuD2jzRnqD2TrD2AlJQkAcA/lzRhcUlMH/+RogXqM0T7Qlq70R7bvNr166N2HEkeOKo7Ou8efPgkEMO0XI8Pv300zB8+HBYsmQJXH311VoRmtbWVmhubra1zZaWFjjooINgwYIFmqi5xx57OPZ8xCrcP/74I+y5554QL6Byjo15zJgx0KFDh0gfDkGYVqs8a2q17/9bz8mA8SPsrb9QeyfaG9TmifYEtXdC54y7q6Cpbcrwv9PTYfWWFvj29ybf+6OHJMFdF2ZCrENtnmhPUHsn2huVgjb/559/wuGHHw5//PEH7L333mE9nrjyfDzwwAPh7bffhmuvvRaOOOII7bXU1FS49dZb4dtvv4X169fb3mZSUpL2/WOPPVbbhor42KdPH+1HBN703NxciDfi9byI+KG4HGcRfvExPSMLcnOdTRyovRPtDWrzRHuC2jvR0lKl/d59cCocd2B32PYRhlj7xceEhOS4aiPU5on2BLV3oj23+Q4RFN7jquAMcuaZZ8LOnTvhr7/+gl9++QXy8vK0EOitW7dq+RudMHDgQO13cXGxy0dLEES4aOaSwzdTpUqCIAiCIDhaWz3Q2mYidO3k9dM4YoI3f7xOc2skjowgCIIgYpe4Ex+R5ORkGDt2LOy///7QuXNnzdW0oKAAjjzySEfbW7dunfa7R48eLh8pQRDhokWfSUjESIIgCIIgCNY+SE7y/t6lbyo8dk135jO0gEkQBEEQ0N7FR74C9vXXX6+5mV522WW+1zds2KAVkWEpKSkJ+H5dXR3cd999kJiYCMccc0xYjpkgCPdpbTUXIwmCIAiCIFoYYTE5KcH397jh6dCrq9cTksRHgiAIgmjHOR+rq6thn332gf/7v//TQqUxTPqtt97Scj1+8sknBs/FQw89FLZs2QJsvR30jMRcjePGjfNVu8bvb9q0CaZMmaIVsCEIIk7ER/J8JAiCIAiCgw2pTmrzfNRJafvfZv1KgiAIgmj3xJX4iMVlRo4cqQmG+fn5WjJNLELz7rvvwujRoy2/f8opp8Bnn30G06dPh/LycsjOztYqUz/xxBNw4oknhuUcCIIIDa3MQgPv2UAQBEEQBBHg+Zjo93xkPSFLKlq0CIok7n2CIAiCINqJ+Dhr1iylz27evDngtVtuuUX7IQgi/j0fKWSKIAiCIAge1j7Qcz7ynpBVta1w8/RCePxaygdPEARBECrEfc5HgiAIpCUg52OkjoQgCIIgiFgoOJPE5Hzkc0AuXdMAdfVkTBAEQRCECiQ+EgTRTqtdk+cjQRAEQRBGNu9skouPycb/m8iWIAiCIAglSHwkCKKdVruO1JEQBEEQBBGtfP1rte/vrfl+IVIUhk2FZwiCIAhCDRIfCYJoF7Ryno9UcIYgCIIgCJ6yKn/c9cjBaaafbWwmW4IgCIIgVCDxkSCI9un5yOR0IgiCIAiCQPr1SPH9fewB2Yb3PJzWSClcCIIgCEINEh8JgmgX8PMDmjAQBEEQBMHT0Oi3DzLSjDkeeZriyPOxobEVdhZTHDlBEAQRGkh8JAiifYZdU85HgiAIgiA46hu9BkJKMkBSopX4CHFTlG/yA/lwzl074ZdltZE+HIIgCCIOIfGRIIh2GXZNno8EQRAEQfA0Nnntg9QUgfAYp1EUG3e0wvZCr5J698vFkT4cgiAIIg4h8ZEgiHYpPn42rxoKS+PEZYEgCIIgCFeobwu7Tk8NnCbxUmNTm1AZD56PBEEQBBFKSHwkiHZERXULbC1ogvZIC58lHgCmf1gWkWMhCIIgCCIGPR85muLE85FS0RAEQRChhsRHglBg/bZGmPlNBRSXx66nXF1DK5w/NQ8umJoHS9fUQ3v3fES25LVPIZYgCIIgCCvPx0DxkV/HjJecj+T4SBAEQYQaEh8JQoFLHsyH17+qgLtiOA/O3D9robLGq8Dd92rsnodT6hsCLeuUZGuvBoIgCIIg2g+2PB/jpNq1aIGWIAiCINyExEeCsMHqzY0Q68Y0Eh+msj0efLMk4DUSHwmCIAiCEHk+pgnER95+qqmLD9VOkJmGIAiCIFyFxEeCaCeweYmSk9qX6NYiycmUkhz2QyEIgiAIIooLr1TVegXFDlnW06RH3y6FeIA8HwmCIIhQQ+IjQTjA4/HAsrX1sGF77HhCNje3X9FtW6E4KRN5PhIEQRAEoYPpaXQvwNycpMAPxKmHYLwUziEIgiCiFxIfCcKCVkEW7r/WNMD1TxXC5AfyIb8kNrKNt2fPx51F4sIyy9Y2wKdzq8J+PARBEARBRBf1ja3wwOv+FC25HdrPNIldoCYIgiCIUNB+RlWCcLEC4PMflfn+/vrXaogFmpmk6O3N46+4vEX63vQPyrQJB0EQBEEQ7ZePZlfBn6vrff93Eng+8iZhvx7xEUrSJDeTgiKvuBmKyknZJAiCIEh8JAhH+QLTUv3iXUNbYvJYMiyTBZFE8UyRifiI/LMxdsLnCYIgCIJwl4bGVnjtywrDayo5H5tDJNqFm1BU7d6c1wTn3L0TzrlrJxSTAEkQBNHuIfGRICxoETjFpTMVEPWqiLFkWLY3z8eySvPZQVlVnMweCIIgCIKwzdvfVga8lpWRKMz5zVJe1QLv/VAJKzc0QCzTFAJtcPoHpVr+TNz2u98HXl+CIAiifUHiI0E4EB9Zz8dYCdllw67bW87HRosV/bqG2BCQYzlv6pa8poBJG0EQBEFEA+8IxLGs9MBp0oCeKQH2w4zPyuGaxwugsSl2xzjWgzPRJROxhdkmVdMmCIIgSHwkCAsKBAVl0tMSYy7surml/Xo+igRkllgRkGOVR2aWwoX35cHLn5ZH+lAIgiAIQomsjEBbafKJnWBwH6MAqVNdG7u2BBsdk5joXzi844UiuOi+PCgopbBpgiAIIjhIfCQIC8HukgfzA15Pj8Gcj83tOOejKG8nSz15PoaUH/6o0X7P+okqixMEQRCxgcjzsWN2ErxyRy/Ye7d000XeWA67TmgzcX9bUQcL/67Tcjc+OtNfBZwgCIIgnEDiI0GYsLMocKV38T91kBbjOR+T48zz0cpzkQ39EX8/Nu4hQRAEQRDhIVOQ81EnSZC+xirFS6wUJUxqi7suZfJlr9/eFInDIgiCIOIIEh8JwgRRirpbni2C9DS/0VlT3xp7YddxlPNx7p81cPwN2+H+14uln2lptfJ8jI17SBAEQRBEeMhkbD2elOTA12IlEsYqL7gedq17QCKUspkgopei8mZYsb6ecqsTUQ+JjwRhgqwLZ8Oudwi8I6M9pCZZYDTHKve+WqKFlM9eXKvlJ3KW85EGa4KINZavq4d5f8mfe4IgCKccvGcmJJpUXhF6PsZwwRnWRtRPO4FRH0nUaF98t7Aarno0XxtnieimobEVLp6WD9c9UajNhQgimiHxkSBMkBlb7MuYLzAWjLJ49XxkYe/CzuJm+PGPGi0kmz33o/fLguEDUw3fqyPxkWDSE/y7uYEErShnW0ET/O/JQpj6SjH8uqIu0odDEESccelJnUzfF9lRDbEsPrLVrtvUR/J8bN+FAv/Z1KiNs0R0s2J9A1S1Fbt64A1xbtaSiha49vECeOjNkpiYsxLxC4mPBOEgV2Ar50lXXG6RVDDCYNjx4n/q4zbno44+nuLAetMzhfDgmyXw0qflvvvYKTsRbjy7CyRxPV9djITOE6Hn3leK4cpHCuDlz6gyd7TyyMwSOH9qnu//N7+qiOjxEAQRf4g8G1lEhfti2fORDbuurGl1pbo1K14SBBH6nP4ynnq/FP7e0KAVgPxjJXmzEpGDxEeCcNCh855yW/KjOxH3p3ONVYbjpdo1v3qni8IYhp1X7DWcP59X7cv5qE8m+EU/fcWQIHQvug+oMndUsmlnI3y30Fs9XadDNpkyBEG4i573UEZyHHs+Ine8UOQLv0Zi98wIu1jlSSeiC5zziMgvaYb12xq1v1duaPC97sbCAoKRZTuKonv+S0QfcZT5jSDcp4kJ12Wp5TzliqLc8/GH342T9XiBN/S9YmSCIcya9UZIkoiuFdWtPoNLr/JIuAOFdxBuIloo6JBF4iNBEO7CR0jEu+cjv9i+cUcTmlM+SI9qPzRSKqKYfXZ1b+OK6ha48N48bZ705P+6Gz7vxt3F+dIlD+TD9sJmuGdyV5g0NtOFrRLtAbLYCcKEZsniUE2dcQLsiXLHuYJSozgaL3oQmyAd8UjC5esa2sTHNmGRP//yqhZtVfD/bt4Bd71UFLoDbofQhIUINR2z48SVmyCIqMGs2IwsfU0sV7vm7SnEcIaxe2qusmF7I8z6sVITd+KVWPbgbY+wDhf6oghGiOj38eG3xHkgg2HD9iZNeETumVHs+vaJ+IXER4IwoVESdl1bz3ncQXTD590RiW+XPJin5UnkvQajGf5YdRGYf11fFdQHZd6jtbrOA9c+UaB5VS1YXgdbozyMPh7yphKEE0RyQFYGmTIEQYTb8zG+wq5FoZus/hrsQmLsXhkjkx/I13KJY07xeCWW23F7hF04SBEsimBKqlDHdC38mwr/EWqQxU4Qigm4WWq4sOto9yTkByP+eJ//qAzWb2uCP1fXw7e/VUOswIuMunEsEx91z0eRIGaoYB7D3gvRBuUOIiItEsQSmNIDE8K7lZOJIAhnWKVgSU1JiKvxTpjjnFm5dpJCJZ6T2CxaFb9FO0h8jGXPx/BUquftLswRSxAqxJHJTrQHZi+ugadnlUJZldidauOORqjmQqKDQeYFyBtp0Z7Xjs9NxB+ultsnRvJXsvAion5e/Aq+nofJ5/moUBmOcIeWKE9JEC8Tx/ZMPKVpffK9UnjozRK49MH8SB8KQbRrrArO5OYkxpWnvyjsmoCYsvXdwix9AC6MYZTUjM/Kw3pMhBx2TqPPc1jxEU1btyvP6wU8CcIuVHCGiBlQcLz/dW+YQ1FZC0y7rJvh/Z+X1MB9r5VAzy5JMHNqb1cKh8iMsaaAQicQW56P3Pus5hJLE/lAz0fv/y0Bno/e33qbiKXQ8liHvxfRTCxPHNsLCQIL2m2jOpLMXlyr/a6siSHVniDiECtbqGun5LhawOKrXSOGatexe2qugeGr7V18fOCNEvh7fYMWKXXY3pkwqHdqWI+NCIR1uNBz0ZrZRfQsE5GEPB+JmAEFR53fVgTmlkDhEckvaYF1Wxtd2afMQ4430qK9I+dXqPjV21bGYLZKsh5NNCt6PvrCrpPkuY3iVcyINLHk+UiidGwSw/N9giCiFCtbqGunpJge71QqdYc6dDPWiNT9ra5thZnfVMCSf8OTV8+sajsKjzqllTHc4OM0RVhKUgK8+30FPP9ReUg9dtl5o87L5A1LKEDiIxGzfDq3KuTiEV+YRJYLMtptMquwa3YMiRXhrbKmBRYs83oJBYqP4lyQuggry+VJuE8seYLE8sSxvSAyovVCU06oq2+Ft76pgPlLjX0JQRCEGTmZorDr2BnvcFF2a4E35c7Gwg5QWGYhPobz4KKUSNkz014vhte/qoCbpxdphRFDTX1jq2v5lnHMXr623tfWiNDm6CypbIFXPq8wvI8iMWs6uaFFiryA3/+hMvgNE3EPhV0TMcv0D8rgpINylEPznCATqQKqLMeYVWYmPsaK4+OdLxbDyg3+FVj2PGQikm4oJdCyS9iIpVBm8nyMfkTPttlt27C9Eb5aUA1HTsyCYQPSAt5/9csK+ORn70LW+9N6Q/fO0WMW4aTNrbGMIAjxM4bpfHYU2U94KBJeYmUBC8/7hqcLNRtq8nFp8OXSXYSfS4hhOzdewq7zipsNxW22FzbBiIGBY5mbNHKPw47CJujTPcWR+Pjb33Uw5cVi7e9PH+kDHbMDPYYJ98TH+gbxg1pe7W7jjSG/AiLKoCk4QdjMgYM0BhScgZgSgPhBw2MSdp1f0gxzltQor4SGC154NPN81NFzPt5+QdfQHhwRU56PGGLU0NhK4mMMJOBvkay2X3RfnhaaxjP5gXz4fH41XP5wgXB7uvCIbMoLv2dGTV0rLPy7DuoaWtttfjGCiBRL/q2HOUtqYc0W+6l6ROsCsSI+okCh21Azvgy0pUQ2cLTbueEgEubMK58bQ1ll4pKbNHL2/g3PFAo/p5Km6dGZpb6/5/5FEQahztGZnhqeBctYsO2J6ITERyJmiIQDiMzYam6OrQp4VoOEzPMRzwurrk57rSQmKtvpBWdkIpIefr7n8HR45Y6ecPIhYs/ZKL+dMQU/GRPliYkkKFidNWUHnHb7TigoiSE3zSjgw9mVcMptO2D24pqw7VPWfjbnNcFfa/zeIU5Q8eJwm/teLYY7XiiCx9/xT9BiTcggiFilvMr5Q5YoMEpjJexaNXT38Xe8udQdE2eO25GwX3h7tlawUBVKTzqksLTF8ZhJRYtCDy6e66QpiI9uCIe0OEo4hcRHIi5xS6iUGRp8Lsgo01MsJ7G8AcD+n5ho/J5upH46txqiHT33m6ygDFt4Z3CfVOgmSBivbYcsJNdoifJnBRNzYz4cbOfPzAoUgAg5L3xcDmWVrVrYYjSE8VdUByceR6LY1qJ/vIIpel/JFlMIgggNGWnOn3nWVoq1BQNV8bHJfjS6nDjozqLh/obF81FQcEYU/aQyZrJpjmhIC71YLOqX3E6HhOIlVj2PZmrrW+HNrysCagMQkYfERyKmef/HSi3kjhcJ3ZpCyoSSWFvxCSzAIheEWOG2yaTiXTSin4csVydfeCeZqwIeq/c3muGvZbRd2+o6f1spC8ILhggPZiv2dUFOyqIt320s5UsliFgkIz3R1UVuTOOwNEgP7HBQWRP+sa4lDpSnSHg+8pct2HHOiecjUlLR4mihnvUQjoMmEPVh1yp2A1alDiaV1tcLqrVcpNEMpitA8fGul4uhsDS6j7W9QeIjEdO8/Gm51on+/GdtSDwfVQfKaB9QAwYjvuAMm/ORuXh8bstYQRZ2feDYTKWQkWhY3Y4X+GsZzXliKOdj9GP2bGL+xFi+/3e9VGT4P4ofFYKIC4IxFWVeX1jIJZr5dXltRI5RtPBYWtkCNz5dAI+9U+I44gS99L78pSrotBsqRGLxlL8qovzA4fB8xNzEPCpjFDsfi2b7L9rBedrf6+t9dk55VQs89GYJfDyn0iAWq87b3v3eeWXqeUuj35vws3n+aL2NO6nSejQRPWUdibgHQxr/WFkHd17UFUYMSoPKmhb4e30D7DkiHdJTE4NacfwlRG7Vqquc0T6e8ufBH64s7FpkgEQDsvvi83wUrPzl5iTCwXtlScOwjduJzvOOi7DrKBZ2Iy0+xTJ/rKqDL+ZXw5n/6QAjd3G/EufzH5XB6i2NMGFkumPxcfm6eljyTz3kdkiC/zs4J+B+87l8Qwl6R+HiGcuC5XVRnR+VIOKNYMSQaPOUVmXKS97Kw+FGlA8T5wV/rWkAWNMAk8Zkwt67Z9je7kezK+GVLyq0v2fd3xu65YZuahuRLpnbZz3j5RYqRLb/+m2BAo6KPUc5H92L9Hvl8woY2i8FXrqtFzz1finMX1oHP/wB0CEr0XbE2pYgCuxhqqJYIlZy8bYX4s7zcceOHXDRRRdBr169IC0tDYYOHQr3338/NDWpPWQNDQ0wZcoUGDRoEKSnp8OQIUPgwQcfhOZwzkriEFyhwVWIvJIWuPYJb9XRm6cXaUbQ0++XKW3DbJBLCFE1GmVDwxNjRT94z0dJ2HW0io8y7ye9ardwoBE0kSRxyseoFshiDau2F2nYZkFhrs657bkizTPimsfFVaWDYdPORvhoTpVWnRWNbxk19eaN639PFsI731fCsx+WwV+r6+Htb43bCqenN3oerdlqXmGXPLAJIrQE0+fHqvgYKURj//J1/krbeSXO5lmvfunvx/9uq+Ctg7ZgqSBcOJZEDH6P4bDLRfsQLc6qiInsnAK97dBDtbrOm4/v95WB3pSEGN32WbetSfMSRuFRlEYhHHZDrC2MsteEcvpHnrjyfMzLy4N99tkHioqK4PLLL4cRI0bA4sWL4a677oKVK1fCe++9Z7mN008/HT7//HNNwJw4cSIsXLgQbr/9dtiwYQO88sorYTmPeKSJmdTpXmlr2yZe3/9eA7ec18VyG2YdKm8DuhZ2rdiJR7unXIDBZFZwhhUfm+PH8xELY/AkSWYPZuJjXWOSoT0T9tpeNK9AhsOjgLCP6NmVVS6346n54eyqqPZ8jTUDnyDixfNxxMBUW4U0CDGsLc7mpTMD7asvf6mGXfqmwOih6Ur70G1Y1pZFkeHKRwtg/bZGmHppV9hvlDHtjhMCTGmPJ2TOD/59hF98FOV8FI2PKnMf9vKgSHbj04UwaWyGTzz7/LG+kJNJD5Md3HCQCGbaGuVTXmnbfeHjMpi9uAZuPb8L7DXCvpc14Q5x9bSjhyJ6Ps6cOROeeuopuPTSSzXBEF9///334aeffjL9/jfffKMJj9dffz28+uqrcPHFF2u/9f8XLVoUtnOJN9yoImo2yIVq7Feei0Z5R8yLcby9zRrgrCHlaqXDcHg+6uKj4qSdL0Dj3774+39vaIYZP+8BNzxba/jM/KW1cO3jBbD4H1rFtfR8JG+uuCCcwphK9UZR2LXZMWIlRB7RogJOLjGv8LTXim2Jm25AzwpBWIMe19M/KIWi8mbXbIl7Jne1/C6bHzvaiJaoFVZwRK9ElTD3J98r1bzT0ZteJb9hgqTP3LSzSXNywF1OebE4JH1yJLzTVUVct9uPyEtYxUFDJM6yXnvFDp7b9k6k1yVjISqDzemPbRftQVxwxpBxjLwkIkdciY9z586FjIwMOPXUUw2vn3vuudpvFCXNePfdd7Xf1113neF1/f+3337b5SMmQjURc2tVRg/jtaKu0RN1XjMsvMHHu51LPR9DYMDivrFCOU7onW5f1hasql2rej7K2s89r9WBBxJgR1Grtprue31GsWZY3/IsDWgsFdUtcOMzhXFX8ZIQexdHWnys5gRFs2OsFYRoixZbfvu7Tuuv5iyphVk/Ok/QHosTDMLeuIbtAytskmd8+Hj4rRK444Ui+HRuNdz7in2BSbRAcfBemUp5A836pUh6+H84uxKOvX4bvPVNRUB+xVCkxZCBwt8/m/x2UkV1K+QrhFZ/t7DGF4mgUpWbvQ/sVQ+F/cq3l1A/62hD8YVeRF6JbsPuIyXZzPPReluywo46qSnRK+JHK5GOioj0/lVgc/qj81IsCKbthbgSHxsbG7U8jfwqS1aWt8gEhmCbge/36dMH+vXrZ3gd/+/du7fl94nQhiWbio/c2OWWvqHav77zXSWcc9fOsFShc4JVp8teW7Ocj6Jqd3ZZ9E+9JjzihP6jOc4m87LVc11UVTU6ZUaRitBNBpM1fEENhLy54oNwVq1U9TCqqVOfGIo8H0WTqyX/+iuoLl0b+mqqLFQZNHbAce2lT8u1nGYfzzGG8xPus2F7o1bpFdP26KzaaJ5DVdU2shJLdMy6pVNu2wE7iprCIgK8812F9qMLAi98XK4tvLzxlV98XL25Qcu7jnlzw8UT75YGvLYt356Xm4q9wM752IX1UCyQ8ccT6kW4x94JvIahcgrAtrGjsMmwDxQeU5ITpOfqxhBFubbtE2k7OtL7V4Htx7HtxoJg2l6Iq5yPu+22G6xZswZWrFgBo0aN8r3+888/a7+3b99u+v2dO3dq2xCBoiSGdKuAn+M/u2rVKu13ZWUllJWpFViJBfB82N8yysqNPVVJiXFAVbkmlVVyo6Wp0Wh0VlRUQlm2JKbWBnX16pPNwrIWeO+7QjhpkvuVXoMBO1xejG1oaDJcc7ZTrq6ugbKyJm3l882vjWIjehh8fH9OUMfzxwq/8TtncRUctbf9UaysSvwd7b5nJEF5pdjA5ttZfZ24TVVWVUNZmfm9LyurhE4ZgW0snp7vYNm8M/AalpVVQGoUJcvCImMy6F7K+3he6AvldSuvUJuw5hU3w7adpZCd4Z0srdwo/15lTaAwUFFZC2Vlxu9sz/f3gZ2yW8PaJsrLKyEzOXqelfaAqk3Ds3C5v6+bvbgSjhhPM+pQgV6FNz5dAxU1gX2Qnedz084WuP/12sDtNzcqbcescAF6+Z17dx7ceUEGjB0auqnW/GVN8OoX3raXmdoAB41NMbyvn8eWHe4IoXaub0FJ4D43bq+EYX3rhdFFtbWB/W9ZeQWkW6jBCYy/Y1UVbqNJOG640XeXc8VrysrKobkhdAvRvy4PXPAvr2qAwqJSnygYLLhI9/XCJpj5XQOkJgO8fEs21NQ1+cTHxATv9a3n5g1IZWUVlJWZOyV4LGKz8R7npAU/Xwt1Hx9NlJYFLuzbBQvxOn0mmk08WqLFbk5KZPuFGigpbYzK44xUm49k+48r8fHaa6/VcjZi0Zinn34ahg8fDkuWLIGrr74aUlJStIHNDHwfK2SLQI9Kq+/rzJgxA6ZOnSp8b+nSpVBT41+pjReWLVtm+n5FLSbv3t33/9z5CwBgjO//+fPnW+5jcxGKXkOE7xUWYmhnZ9//f/71F2zfYM9LD+3I4qoM6Jxd7+u0tm/rAwDdlbexeu1WmA95EE20tCYYrjVSXFwM8+dv8v3f3DLa5wi9Zu06SK0rgT/W94S/N/QK2J7KvTJj27beANBD+7u6uhrmz//T9jaq69HAHhnw+pIlf8GWDnWwfkNPALA+9i3F4jb198pVUFckqqo71vfX4iVLYVun2oDXg70+8URlJV5bo1j9xx+LoFOWfQ+VUJGX3xcAugnfo3sp7+NrG9F82CMs121ribzv53lp1loYP7gAymtS4c0F/jGHp7QUDS9vVITOuvWbYG5zASza2BOSE1thz0GFsC1vV9/n6ip3wvz5aouQ1vj7DBmLFi2Gztnh81Qi1G0anm2MrVBdXeVoXCPUaGhKhIoatFmC63tenoM2hFGsQ4oK82H+/G2uPMfT3qiDa49YCqHi2+UDASBX+/ub+fmQWLXJcEzz5s3XPDQ3FHYEgMFB789W396KzhzGOdW6dRsgq9GfnqaxaQ/fVHT9uvUwv6HYcPzYB+ZmmfeBra3obOIVr57/tB48lX9AanIrbCvJBoChzo5dAr/N3377DTJSQ7nQENi+lq5tgYvuL4Oz910NmWnB50v8ZMkusK2kg/Z3YzPAm5/8C8Ul2KayAVqbwCszpUBpWQXMn7/EcEwrVvwNlXnmnt51tcMBQF7c4/u5q2BYr+DFtFD38ZHHf90X/PobAPidrJzAzwPt0NAg7jujyW5uafEf45q16yGhusxwzaLlOCPV5teuXQuRIq7ExwMPPFDLy4gi5BFHHKG9lpqaCrfeeit8++23sH79etPvZ2ZmSr1g6uvrtfdVmDx5Mhx99NEBno9YQXvs2LGw5557QryAyjk25jFjxkCHDt7BS0ReSSu88YtfdJ04cX947sdq3/+TJk2y3FfW6mb4/C+xoNijR3dYy4RzjB07Dob0tbeS9t5PDfDRwkYYt2sS3HG+916vraiHZVvVV4z79+8Pkyb5DZNoAPPmPMtca6Rz564waZI/vcD0H6t8yXKGDBkKk/bZ3fuaAJV7Zcbm2nr4c7P3mmZnZzvaXmFZK7w6L1DEHztuHAzunQRbahsANgQKXPy+sIDMZ38GtqkRI3aDiSMDB9anv/dfk1Gjx8DwAckBrwd7feKJ2etqYUeZ0TD/6u+RcPSEFDgxSjyE/y2rh7+3iZ/x/fY/QJoXtL0g6+OxAvWMn8ULaW4/A3+uaYZPl6gtJpU29oNJk4bBsx/j5+UTs7SMHACuina/fgOhLn0Q/NEWmrjf+F0gJ7sRCts+179/H5g0aRdwA7bPkDFuz72gf4/weYQQ6jYNz4aqeli6xduPdOyQQ+NACKmq9cCLc4w2jY6d6y57Bvv07gWTJg0KahtOj8kuS/LqfLZv165eu449pgn7HgBrt7XAyuXYpwUfK2nnXL77twYqthr3OXiXXWDSviN8/7/2SzXUt4X4Dhk6BCbts5vh+Pfccy/o2928D3x5bhU0MWZGGYyHUyelwbJ1zfAJM264cR+ufhLHPP85TZgwETpmh847/bmfqoThzrWNKbChahxcebh1NXC7bXj4sCGwpaIJoLwVsrNStdQEtY0eyM7uoF1D9vO7j9wD9hxmLiV8uqwGSk1yd363YhBMPj24iKpg+/gt+S2Qm5MAHbKiN9LA8FxPmAgvzQnOkalrN+M80A6v/1INICl8dMABB4S8ArwKM3+r1uoxIIMGD4EJY5IN12zArvvBgJ7tw76qFLR5PSVhJIgr8RE588wztYIzf//9t+ZhiGHUnTt3hpdeegmGDRtm+l3M6ygLrcbXUVhSAUO08UcE3vTcXO8qZTxhdV7VjWiU+x/6nA6d8FXf/yrXJCMLvczEE9C01FTDRDM7Owdyc+2JGx/9vFX7/dfaFt/xrN1uz4sRPWRzc/HcoofNeXjtjYZ6ckqK4Zp7PP5BLSMjE3JzcyAtpRrqGgIHl2Dbb3oarj55J2nJycmOtlfXgvc6cODNycF2mAoJSRjWHyg+8vvq2KFe2KYyMrIgN1fUMTPXKRPbWHrA6/H4fJuBefI272yCXfqmBBgcqSl4D4yWc0mFB975oRHOOqo7pKVG3tBLS8O2IhYfX/y8Fe68yLrqaXuA7+MbPeJnMBTPQHq6vO/nGbMr9l+5kJ2JfZdYoEBaWrHtGSdESSnpsHi1fwHykXeNaQPS0tJdPDdr0QIne9ifySp7r9zYAGN3Taf8syHArq2WmurvR1JSnI1rhBoJyS3SZ9vedRc/g5mZaTa2Y/0ch7ItpGled82cXec/pprGbLjn1XzX9mfnXIb298Carcb7lJ6eAbm5flE/MRHHEK+diQ4eaHuyx5/dZtOZkZiI+/DbqvXNqdpxZmTUGcYNN+7DzmLj/e7QoRPkdgyNgIFh/S2t8vZV25DkUtsy7qNjhyxoacXIgFbISEtqy//YAp6EJMjK7mT4fFZWNuTmyr0akeTkekvhOxL9pd7HYy57TCnVKTsR3pvWOyrsUjH+696hI96H4MTHlGTjPNAOHm3fYvGxY8dcQ7GXSJGcUuubf6SlZUBOTpbhmr34eTO8eGvXgJQeWMAqGsTTUNs1dhZX3SZan7CgQEEDPQz3339/TXhEtbegoACOPPJI0++NHz9eExm3bTOGW+D/mA9yr732CvGRxy+BSZo9oa12DcGDVfk2bA99wvBQc8fzxmrDVtWu9RQ8aWGY0JrlTDJDVklSz12pmpC7vFrcqFTyEkdzdfNwgpW+L3kwH177MjBMXTaA4/VFj9xoByscE2LCWTmw2ca+9DaXYtF/ifoIqwq14S7UbnaN73yxCG57rgimf+DNn/zrilo4756d8Pk8KnYSCdgxQ7VAEhG5Ygdm43csebuzhyrqn178JPzhrGbX2KoP5W1ClXvNP296LsSmMNhobhTTlNHUbH693Ni1yAZH4chXcCYlwSckYWGYGq5Qm0oRj2h/nHAs1ecDf6wKbVE5vK6PvV2iVZ4PpgBKpAu+mB17tFSVZvtxtO1auLZeVWN0jNha0ASn3bEDrnq0wNIWJIIjLsVHvgL29ddfrym9l112me/1DRs2wOrVqwO8JpGnnnrK8Lr+/9lnnx2WY45H+AHadfExwf2O+Y+VRk+b16cE5hCM9ORUhbySwJgNFYMmLTV6LQbZ4KYfOxbLUWFArxTl7fOVZ0Nd5TBW+G1Fna/iOw+uIMqg6xfb6FUxw0GzSdVqHr3CNSbON6OuoTVqjWYVA3/5Oq+H5te/elfyp7xYDNsLm+HpWe0niXo0wY6ppD2GFn4S6YRKkzBQ1WrXqoS0yqqF+PjnavtiyqSxGTCkr9g2soPIzre6FLztrtIn889bcptYxi8wVdW638GH0uYXjVGGfbuwD9FcCa+fbkOjE4J+PfF+ose94fsKBxHt/SF7D0MtOs36qRK++a1Gqzz//e81USl6q+1f/t6ytfVQWhl5A5/tx7Ef4auq83OQB98o0dIJ/bu5EX5ZRo4HMRV2jdWDsIhEv37O8ggEA+53n332gf/7v/+DgQMHaslU33rrLS3X4yeffAI9eniLXCCHHnoobNmyxbDqc8wxx8Cxxx4LTzzxBFRUVMDEiRNh4cKF8Oqrr8IFF1wAEyZMCPs5xToo2FTXtgYaFC2hNeDsetSJth1g0MRRkgKPwqAWDs9Hp8jagqfNwPxpkdrAMVAiPoq2z7fZddsaYcLIDOFnH3unBJavbYC7L+4KQ/qZhwzFM2Yr3rpIFGmit5VHN3fPwMIA4cHOYpXerqwqgdbWe6LemznaxFBC1fMxkkcS/5gtLpdUtEAXhTBYswUNt0MGsW2EytMjwcLuTU9LgHpB+hwZx+6fDdef5S3eeMgV3lREThHZ+as3N9jq81Tsft5W37CjEW5/vjBAIHnozRK4/3JxcTmnhFJXbrCIDnFDf5KNMbpwiyk99ONAsYYfN1WOIdo9wVGk0q9DqMfcpWv8iwEfzamCMbumQ6+uyTHo+Sh/79bniqBrpyR4777eEQ2/ZveNth3/rDZzL2wvaArpQgXhx5XxEKtA33zzzdCrVy8t4fGgQf5EzYsWLdLEwOXLl0OoweIyI0eO1ATHK664Ah577DEYMWKEdgwoLKrw4Ycfwu233w4//vijto2ff/4Zpk2bBi+//HLIjz/eQEPouicK4ORbd8Cvbd5RwQgPZoM8373Z3bpoIsqPl6kWk9loRLqKp+D5mBoGz0ezvBoV1S0w5aUieOHjQE8emYGAA+LUGf5KiirsOTxdaWDl2+zrbWHGfLvcUdQE3/xaAzuKmuHm6YEh7+2JhBgQHwkvm3Y2wn2vFWvhuyrYmdAGix0vWT3UzioPomg8wX7F7FvhdjYIqceUjWOgECSbno9xH1MUvRNfkb1gN5VDsssp/EIpFCQKlO6cTH8D3NXm4meCi9dBNMbPX1pn6hXFe3SpdIH8JVi0qh5+X1mv/WbB3H7BIBJ3Qzkm6IV45McT/D5EfTsKNaznoz/s2gPVJp6PeH1E1yja+0M2QoePcAolm3Y2weQH8hwJXZEWH60WaovLW7Qw5kjC9l9ez0eP6eII+2685nyMFoL25cKiLljZCPMqdunSRRMg8/L8RTqw4Mt3332nFXsZPXo0hFp8nDVrltJnN2/eLC0Ycv/992s/RHC8/Gk5rNroLfrxxlcVQXuYmK1I8R2Fx2bHXMvlMcEBlN9mRpr1CCo6K5zMf/pzFZx1REcYJxC6QglvKOi0qoRdR9jzEXMV/brcayzus3uG4drJJsN43/5aY76yzpOSrHZ9ZG2WPxY21EeWUzJewUkFTjh6dE62HMCjxcuMbAwvtz9fBAWlLfDzklqY87xacbWo9HzUc1UpLBb16ZasLRIo53yE8BLpCUZ9Yytc9mA+1DZ44Pmbe0DXTnHk/u8yrGgS7Z4+sY6ZKF9YZpxRrtrYoIVYTxiZbhiPTD0fXXZd9QoaoW8T+mVhww1XrLdnD3l4YTOIcVrWb6P316HjBQX9PIF9nlIfGKbHTbTgFkqtymqBL1Sej2jDYb5JfRFPF3HwftZzoeD4LD71XqnWztDrOCsjAZ6+vgd0y02OGU9wFFd1oTzcYy46vvy8pAaOn5QTM2HX2oJka/TbL2w/jsfMH49+zzGVQFZGYlSmTYtXgl6PeOihhzTh8Z577tGKulx88cWG97Ozs2HSpEkwe/bsYHdFxBD/bmqAWT/JE9+HPOza7ra5L2AnxQ+YIpFKBczFhYLYjc+E3wsOQ95FmHWyoS44o3pvFv9TZ/DKYpE1BSeGoCgsQLT6KfPU4wfhWPSQdYuzpuyEs6fsbKuwbhV2Hb7jIqxB4VE111S4seMl++OiWq3fU8nbxgqP+rPsiaaCMxE2hj+ZUwVbC5o1L4ZnP6RckqZQzseoeC7Ya495aa9+rECrZLugbSFTpU9xO+djKEM52fPFfu/z+VVBLXoO7ZeilLPZjdzc/N/inI8KYdcQHvhiK4gnhOqjVeFEpwUbra4vGwmWasj5GHhM67Y2whe/VGs2H3rw5Ze0BOQdtopCiDTs8x7yRXGP+jwt1MKeJ8T2WKTTxrD9F7bdwLz9Hnjl83I47obt8M53gQUzidAR9BCLYcr77rsv3HXXXZCYmCj0dMH8i3wFaSK+ufLRAtP33S44wzc7u/YA/3kt/C7BOrwl2pF5PpoZLfpbkczVwRssjZxQJfd8RA9Vm8ftUWtrotBP0QpgLLYTt0DDFJ8lrORnNQmPFs9HIpCyqtaoChe2u1j18mfljhYirDwfwx0G/ZeDYhFuUsaIGChAEnIo52P4MLMF2Wv/4yJ/QYfXvihXnhgnup3zMYT9Bnu+/2xqhKffd75IcNDYZDh632zf/8FeBtkYb774bT+nYLhCJIU2YAiHBCvvNjd2LXoO2MVHVnzE8ZEv5lhc0SItQmgraow71zVbGuCDnyrDknvPUBW5NXrmabwHd7R4Fao6DrghjjsBw70x/caG7Y2G51RUe+Ld772FMl/9wig+0gJilIuPWLQFC7OYgZWmS0u9k1Ei/lHpcJxUurUzyNvt8/jVSxz080qMPazKKvD7P1RarlaGk3omYTVWdtZzAXkUrkWkO182bJK/prKBFw/drqhVUNas1H5E20VDjBcsIl2FLhpYtrZBE4AqTDwwKOdj9FJe1RLUZNrtCZmex1GVrxZUO/Ku/2lxrWm7DLfBrxvGgcfhMZ2YuAVVcFaHrlX4MOt/WDvNIAhzinC8eD665fY3cehOuPqUDMOic7ALqc0SkUJ65ROchV2HS+wXLU6F0tz7d5Mx4icU+xZ5PrLh3smJmPPRP2/ji+DI5nJF5c22xHd2O3idL3+4QEu9hCHdoUY/v3CM8aIroSKwogc3S6Fg3hIuGhVt90gJpFc9kg8fzq4yiKReRxF+rmaS8zHEx9jeCXqIxRyJlZViA1ln69at0KlTp2B3RcQIKuKbs5yPNsKubY7K/OGgiPj2t5WODJxPfpaHm4eDhsZW+G5htRaqzN6Lkw/O8U2K2MtTzBgJiH6ZZecb7Cp+ggPxcWt+k1a98On3S7V7KzXmPfa9pERh0qph12iIBRwL97EFy2qhThCuE07QEAxnIm39Gfp7Q4OrCxAhgayMAMosxEcr4djtAiVOtue0vaP3kIwoqP8iPA5+YuKaxwEtpCjDjoskPkbS85HN8wXSe2Jmg7otFoa04IxLjS09ObDPDzbs2o0IJ6Ww63CJj63hHRNe+tToretm94wFHV/9vBz+WFlvWugGhTnd8xEX29dvNxYRkeVOrWQWnlUWmtn7XMeInz//qVYAzz3Px/CPeTV1FvaU4JhueVZcWPOVO3pKn5EjJxrzrDp9bFQdB1RFSrfH4GrB9cRnxbIfpgXEsBF09vBRo0Zp+RxbWlogiV0+aKO6ulqrHD1+/Phgd0XECOzA4WalVLOOAxOKB+f5aPz/rW8qHYd2LFheC2f8pwNEije/qdSEH+T0w/xJjNkcjuz1efRt48qi/p7sfNEAC8Yo5W8NCqWYH/Si4zrCAWMytfwn+SXNBvGRNUAm7JEhFUbZvJr7jsoICP9QNigFr4lETfQstQr5v+vlYpg0NgPumdwNIgF6gT3xbimM3y0dHr6qO0QLemGQSIGhLh/NroQ/Vpq3ke2FTdC3uz8PVjzCi1W8d4PdyXlpZSv06uqe+5ATL8ZQeBuJFl5QGH1kZokmpt9yXpew5LeyEmNxAezkQ9wdg6j6oznsI9SeU2+EAzN9wL/A6oH5S/12A39LzBa/+AKEwRLKavFutbT0lEBPqmCbsVR8ZB4WvltpcVDtOnzio0jUiJwdE8yun3yvVKs8LqKRGf9ReGQX6NGeVCrE2PYIoQOEShFIg+djmAVA1tPZia0RLFZnW8jk47aiQ1ag3bXboFR46KrukJWeAN8t9KeigFCLj2Gy8dEuu2l6ISxd06AVFhN/xp5NiJ99/ctyWPxvPdx0TmcY1DvVvQMmgvd8vPDCC2Hjxo1w+eWXQ1OTcUWkoaEBrrjiCigpKYGLLroo2F0RcSQ+LvzbWhSyM9Dy27Of89G9TjJcE4/VmxsMhViwo7/l2UKf8IiwRX/SUhN8xiR7uov/qRdeO5lBxxsGc5bUaB6JpYLcL1bgLh6ZWQpb8prg7peLNSN98gN5cMmD+bBmi9gDaXtBk9Iggrkf7764q6OJgaj9iEI/RZ6PoqYkM/LCAQqP+n12O89iMIa33VBat3n+ozJtkQETpJtxy/RCzeC+9dlC2LjDPAwqVuFz+FgZ4FYryLe/IF6Vd4rdyYhWpDUE7UvU72CyfSxygwsk7zF9byix6v+e+8jcY0YVCkNSh22ipNOGFrP+QF8YRZtwe2Gz9J6YTaBrFXKw2SGkWopLbS0tReT5mBDUmK+PI/y1N9uCStg1RpJ8+1u1Zjdqxxmm502c9xsiRjDTFjObtL6x1SDMdcqRSwUyER/H37ziZnjwzRKl42HH63DnXWTbuZPIrvXbGuGL+VWOI5ysnik7eS8z0xOF55edEViTwxNi8TFcqZWW/FuvCY/I7wJPXn2Ob2VHsrehoLQZZn5bCas3N0q9TIkIej5ecMEF8MUXX8Arr7wCH330kS+8+sgjj4QlS5ZouR5PO+00OPnkk4PdFREjqFRKxYSwoQ27Nn+/qKwZ3vmuEvYakQ77j8l01YAIhx30z6YGuKqtqM+79/WGnl2S4bonC7SOUgZ65IjCrmUDoWwCxRobOChOe81rXKChgatrduCTVW/Y0WSouivbv0pbwBVbldxNTYLdiUQ6UXgJhqHwXqCRCNuwszCQk5kQFcavLFwnXKiuAOeVtPgE3KzMSphykbWgHWvwVTyt2rDV+/qk0C3sTkbw8GT394AxGfDLMmeLAaKJydqt/j73301quRdf+iS4ytHhmvAaTpcENXXPR7pWIcWs/S9aVa/1T3e+WGwqpJktTtQw1X7dIJQ2QWIoxUfBtvFUVAvR6AuMGMXCekGZFpwJEB8DPzzz2wp4/8cq6JSdCB8+1AcSwvTAhTPno4oIFqpWxRaVwRygXTvKDemKGrG9XtfogZseyDNUzjaDnVfwtiG2nVBGFBg8H22OrSiwobMEsmF7E/zvrM6mn3fSXlRFPJyLiApuylNo2T8W7/EY/8/OSBCGOqsWpgkWFU91Fc9H9gxQH9ChYnvu40pcFIqO9913H6SkpMDmzZs18eKHH37Qfk+dOhXeffddN3ZDxJHnI7uSo+olYKejtOrg75lRrHmsYEisXqHXLcLh9YBeWzoft+WYNBMe9bBr/dgwFx8KmCKwSAgaWbIBizXAyir9nfIizoNShRJOfFSxITEPzhRuYiECs0AkJDoTwURGpmiFF1eI+QEtanIZWrQbNwjG8BaJvtHOz0tCn38onGDfN+21YpjyYpGtNhzu0CSVCUH3XGPalyKJwZgsyPFqp73zoUSGZ0Bx06xHuhlsqoyILHBEqaCGlVDPmrIDHn9HzasmHJDnY/iwEmZe+DjQ85dvv+z4c8lJnWC/URm+/51GCIwakhazBWfSFHM+2rHD9XEkhXNzkV5dLS+bJ+Da4f1Ysb7e1/ei8IiUV7dCeVVr2NZFwpnzUWW7oQr5ZgtVojBn1n7XbxMvNC5fW68sPPI2Ny+2vfOdsRKx27BFluw++2zKry+5kHS3UBUfRd6NiCxNllPPRPZ7yUkAz97cE7p3TopY2LWek9QMbMNW44bZ84SekESUiY+JiYlwxx13QH5+Pvz777+wYMECWLlyJRQVFcGUKVO094n2g4rnI+Zb08HnXWUQtVft2vzD/zJCHa7yqY7hmJfQinBMPFhxIFnx8cKwa3agvP4pf35Els/nV8PF9+dJBw5WeHD7XN3sKrQqfQoHKPRyVPSG1MKuudfdDm0OBv45+P734PO9uGV4R9rz0QnpglXlWObD2ZUwZ0ltQJGVxf+YewaG27tXZX+PX6vmdZ2i6rYjqYZ93A3bYPbiGuEz5nbrGNQnJaLir6GCM0QPmNsX0yV8/WuNlh84GmDbgVtFQAgxVgKYqOgf2hZasbq28Zkdt/t0S4bLT8nVPoO37tyjrO08EZhn2snxBoNbLS1VKD6qFePjx455f9UarnVAUT+TTfDmE+5u+gdlcN0ThXD/64GLzqWVLXGZ81GlzYTK6xK9h1lhZ+/dxXn0zMCQVadRUPzC9OwQL/qigOZ0oUAluorFyS1TFQlzMhMtC+ocvW+WtFaCk+O5/ORc6N8jRWiThCvsWmVBGZ/dYBaBbnuOQq+jKuyaBRX3YcOGublJIk49H2u4HBY40ArqFXGfcS/smiXBxmT6rCM6aF6bH86We66whlCoDBNW4FJZ9dG9aFhRzWxVakt+s/Yjgr1Wbht9bnoIoEGhImY2Kw6aote8IeDRK6rZWXkOu+djFF0nVaLJ+8sNVm0Uez9jWDIuEOFKuohw52RqVRDb+nRP0cRhq2JmvBeOXTCU6P7XS+DQ8V4j3uD4mBCaCSimCcFJ9q79UzU7K1zir2EvUdT22eqgKoud4cBQWZnW20OKk/U97LMufTBfe46eubGnYfzBBYneXZNh5j29tWfLaYExtkgey90vF8Gbd/eGUOBGnzNu1yTISmtWElbMRLEN2/350fYcng6FZS2WNipvQ/Db97R64MtfvB5lonQZeD/DNS6LBJbQeT4aN3zCpGzNMYAlHLVu0Ctw2ACxR6+bPPZ2Kbw2pZfQht5Z1BzS0Gu2/fDzzIbGVi2qa+QuaZCbkxSS58/qPiqLj4JiMwg7D7ry1Fz45rcaX8VzJxj6zrY+T3XOFGrxWMbsxbVQ5VBsRTa7nEqovUMmEuE6KqspfE4ds8ms3oHZ6cjsGgSqgziuBI8amqY+kIWo72Wvl5Voq+PWwM3u223jx83BClfDVAwDrEQdjDckLwREU9h1jcuJ890s1MSG9sQKUaS/hLyCcX6x3KNMRfz6e739NAzS/Sm2MxUvcNXFmlBhZ0EKJ0L4DF90Xx5c/nAB/NHmkRI28TcGQomjpQo35XwMH06KQmBamvXbm6C0shUea6tOz9tQvbomOxYezcTHbQXNsNOkP41E+3/jrl4w5/n+8OXjfeH288Qem6J2bNb3sJEVf65mvOe466KSc1yHv9V8pEk4PR9n/RjozYf7D4WTAS/Cjtk1HQ4al2l4zRMlwo4bsOKOqBjhX0x7cpMf/qiBdUzoOO91+fxH5VoxzOue8ObY53Hj1ps9U9i2Pp1bbcvz8aiJfu9G/jnOSEuE8bul+1JsOaGRmaelti3mHndAtunnQgnr2WmGVWqwcOWoJFzwfDzkkEOUB8jZs2cHuzsiBmDzANoTMQI7kDe+Kod3v6+ES0/qZEussDMg4L7thMVYdXN/rWnQBgzNQyVEQhRrgLH5SpzkD7MLK8yx4fNu3BtXxcekBKXK4xce10nz1sXz+mlRra2wa1yh5e9xNIVd84VE3MYTxOarbVTwcxNcQZ/1k8OqxO1IVDATGFXEr2ufKITvnu7nyqKHrB89dHymtqJ97P5ew1eU9DzYMClLbD7udhYncFzCEEZ9sQ7DDr98vF9EPB+jtelHy3FRzsfwEWwYc15Js2GclomGdjHzqnZaCdcKp0K3XpgiKyMRGuvFGxHZT06EX17Akm0BN83fW36s4SN20NM9HAsQKzc0CMULPf/4czf3gBED3fMQ5K+DlhIg0T37y21hx01E0UPBLHTLwLRJD3HVuPkFez2PIy4giHBjKDYrfoWVnFkh34ystkrXN5zdWSveqRfD45/jjtnez+GcGvPWp6faM4pYkU7vO88+soOhSEs4HTGiuMYnESrxce7cuabv46CgCzFE+6CsyoH4KBhEFyyrhbe+8XZmz31UDiccGLiyIsPOOIWftTOwqXx06ZoGGDc83ZVJIg5M971WrIWa3TO5q2YsGhP+qoXhdRKEDDg7Hv/f971qXfhFFT4sXJVj9svScn85XbHF0NKbz+2iGR0+8VEUYi0Lu+YMh3AX41ANTwwFwTTvygiJj5/MrYLXv3SWwDzeRjGzYdnsWVSd/OPiROeU4PsdWf92y3ld4MQDc2D4gFTlbaksSNjBY3PbbCVRK7BrYft6fSIYLs9HQz7LKLXhLrwvTysYcsbhHSJ6HKHM/Um4Kz7ineJtKDcwW+AN1hQsKm+G7xbWwL57ZMAuff39ndPHUkVUEqWtMfXSkrzOX1+ZDY2v89sv4HK68t5UeB/DoY/9u1mcokTn2scL4Ifp/V3bHz/m4b3gm+marY0w5aUibV4QKpFQNbJKlWEDUmHNlkZHxQjd1hLySwMbs+08iHafa489W0uUasBq8QPtEEwj4RcfjZ/rwOSGxDRitsVHxobRxUfcxokHZsNn86qDWqhwW7wlopOgfQA2bdok/Fm6dCm8/PLL0LdvXzjzzDNh48aN7hwxEfWUVdq3DPk+Cg0KrETN0mjH89Hmvu0Ysyr9KVaSxo4f3fWDBVfe5i+t01a/Zn7rFU1YAw1FNiuPQQwncivsGj0GPp5TqeUxwqT/dpEZrxhqwQ5qqsjunapHqMj7QQ/7wEENDZ5NOxvhl+WBRkBzqycgRGSVpIp4JHDimWqHYBajI+X5+FUQFQmjVYAJBWa5S1WNPbe8DGXPOE5qdx+cZutZd7v+nd2iLLbGMa5/0fuocBnbsWLSv/xpYHXjcMPaBW4L3ISzNAxSPFzRPpcEls4dkxx6N9XB1Y/lw9w/5QXh0MMOF80mP5AP4RKVNu4IzHPmZEHdbF/skOqNQjJu//WvjAuFvK2L/8uO6OrTcsEtdK8yGW57efGXGYsnivqVX5fXwdw/Q1eQxW1Rs94kR6++gCOyPTD0+ORbdsAPv7tXUTqvJPBYzPIgip5hux6Zok9j3uKla/zV3J3mqGbtIPa4eDssPc3/glWObBFsH8AuLPDtM5SFtmI9hVN7J2jPxwEDBkhfHz16NBxxxBEwatQoOPzww+GCCy4IdndEDOBE8OANjm0FTUF5jOCkTf2z9jpJlbGmoLQZLnvIHSNx/Xb/KuH6bY2BYdeJCZa5KkYNSXMtzBnPDT1RnSJbDcN7YOce+74n+QoOigkODWT0XsQqqlc9mq9N+AtKxQYJGkn8tedDD3R2FDVBn27O80k5gQ8hGdTb3f0HEwrjtNJesKQHIcK3I+0R6iXP4re/VcOK9WoCu1sL3256+rmtCxlOUWHbdvo4vH5s/6KLJOEy6mNGfYwCDCJ0O+onIoEb7R8LSYgm48HQpYOJ+GhyzDdP9xZpWbWxBA7a05ivTUf3YuJx7Pno0NtzwbI6OOmgHOF7MnMAC/qosGF7E+w2KM2WyIc2rMymPHjPTHjz6wpXbI1wF5HiQ6px0Uy2cKYX9gkF+pjzwOXd4PYXgq/4y96/A8ZkGDz78DZiUxHlfNRDjx96qxT+M0E9Cs6MiurA/ZjlQURxMEPRi9cO/2xqhBueLoQjJmRp0RwsdlJCsCKjoQAa10mkpyYYQs+DGuuYffIiZzjSw6BYfM8M9yLwiPAQ8u60X79+cNxxx8FTTz0V6l0RUYKTar98rq4tgspS+qQNJ49WK9V2+jxttdXlsGs305Owq2G69yI7gGMHb+UxKAsHOvb6bbaPRybEuTFxcFK5VDbA2fVmQBFXFybQoH38nVItOb3Z+eJ9UBVw9dxAkRQf3bYFgmnnTivtBUsaY3iJyExvP8qB2ZmKVsRxAvDo26WGwgJmuCWSuRq+47YyZNPz0VbYdatxPPV5PoYt7Dqyghp6wmC4I7ug+euK0Hn5hNMDlnBOsP0KijVshI6e/zCUno+RyAWN4k4XyTE59Uqf/kGZbYOAD7t+4t1SWNe2kM6C44rVveXDrhub5f1huuC+Oi0O48RDzE3vXjPx0S52roHu+Thhjwx4f1pv+OKxvjD9xh6O9/2/szr7BLDrz+oMwwemBqQsag5T4Q+R04ZZRI6ogIod0wTHMswdKkNkV9kTH1nPR//rfLthnwsnXoPs88Yu5vJ9Sjiirmd+6zB/OxFRwrKW06NHD1i7dm04dkVEAc0ODMMZnxk96WoFA70uwqWmJrhasVTL+WjH81Fxm6EVHz2GAduqqphMcHFS3cuJd6LqahgWfnEt7NqBi5NelRGvL1t9T0ZhabOy+KiyPTdBL9lXvzCGLLmdgyWYzW3Jb4rIhMxKfDR7tz15NLGeQTrz/7In/LjV3oIV2+76bxctfEmrAuly4nq7At33C6ttXb9GofgY/rDrSLR9TJFw5SMFcNUj+dq1wL5WtogTioqzTmlP/UQkcKNf0QtJuCk+YiXZof3E0QWikEo3MGv23TsnSz29Q5EjUJrzURBjd/Vj4urBGH5qxh3PG73vsE+QhbSnJie4Jog4WRh3t+BMghZ6HW7Bhl3Ex/aUzeQLtMtVp+bCuGHp8MItPeDVO3tBx+wk6N/D/7zoTiDhsAsbmxNh8erACZBZ+xDZ+qrDTl5xszaW2cWW+Jgk7iP56TKb49FJu2bHWjbUOhJh11U1UZRkn4ge8bGlpQXmzJkDWVniUAIi/nAycGBFT8yr9/g7JbBifb3QmNDzz6AXn9Wqrd0cjnYMEpWQbplA95sDrw2D+Ng2ELEDHl5vq2uuf88NgjWi3fZ8lA3+TvI46d9BUVblPGf9VBWySUWwXPJgvpZMOpTGQDDbw2u8syhMS9ySkBMRZvZ9e9IU6gQr4nb7drc89ILNcYihjFgl+qZzu7itPdqOTMY+w87zJfR8bGkf3nxPvuf1stpa0Ax3vlgEx92wXfrZKNIeo+pY4pGdxe6OGygausUjV3cXvm61QGwHVlgwM0dRC5CFC7tdSMQMkbOAbjfxzwqf45FnB2czYNSPbJxBMYQXb7DvRO+2n5fUQKUN4cLJwribthVeQrc8H9+wuMaG/QrunZPoNmSXPl6hcdiANC0PPcKek37OTtJB2eWb5YNg5cbA+2+2sCdy1lCdO37vMFelY89H1juREwVZG9iJ56MxpJvdD/+50N9HGmrbac7H+fPnC19vbm6Gbdu2weuvvw7Lli2Ds846K9hdETGC04EJcyRi546Vi3GFjKekosUnPh40LhM+ny/vzGVHMH9pbYAg4/V8tJeHywpZDpY7XyyGOc/bq4jHDni+ojEJRkHAarBGb1G3cJIjRPX6veagCrE87NqB56P2HQ/klTQri4p2cpz+saoOxo9Ij1hBAvc9H+1vLzsjwZdmIRKJotMsKvt58+N42odHU4K9MDNRLiaWYf1TtQqcOm41Nze241bBLfOK0O5u25vz0ROwOBIuz0cDEW77v68094jCSxLmtGxSaEIUWniP/mCxM8G3Ar25uucmBdiATorpmaV70Ycxs8VwXKSXnVkwno9oR4hsGPlCcOg6D+wfszMSpTa3Hs2ig33ntNeKYdE/9TBylzR45oYeUSo+qoddh7JrFonUVnaAfFuBRyoSH90u3iNiS3EH2wvqQs/HEI/FdgrOsA4Xuw1O09q4XmFcJj5ijsu6+lbIsCioxGII6WbFR+72hiU9DA227VN8POigg0wrgKJhPnz4cHj00UeD3RURIzgdOFiRzWxyhWGTF5/QSfMu/G5hjXIIFubbECWmxV3Z0VBUbDazvB52YUWwFMEEGldyrcKn3fR8rK03r1ZnVRHY7N468aTbd1SmVg1cOBDbPG09MbkdjzzV4hvIbc8VaSGgsqTyocbtaBY+KboVM6f20qozvviJN81CJMKurTwfTQXaeBMfbXobmnncnTApWxP4DOIjdy2LyprhjheKoGeXZLhncldlEd7N6s6RtFXtiv/eUOPAfjxcBWci7floB+2ahNGbywzyfGw/YCqHbxfWaAsvOqLHfPE/9TBpbKbW55VXtcCb31TAiAGpjopn4LiJhf96d0uGfzeLC9EguK9QrHPaFfrdqiYuE4T69kiGjTvFaW1Eno+6KGPHTq8XpCEJJfyQp91L2c104R7jPULTnZ9LuBmeL4pYY0PJ9blBJKOJUGRGL/vTD8uBPYakW4qPKkM65je3q1Fie8Pw6EQbK5rsvcLj37yzSRMvjz8gW5rzEfOvvvRJGbx2Vy/o1inZ9vhm5o0biTVSFfCaOEk5RkSR+HjeeecJxYbExETIzc2FffbZB0444QRITTUq70T84kRQwJw77Mqi2SQXPR+zMhLhpnM6S8VHUacny1e2o7DJVhGV/UZnQm5OGZRVhccYEYVds+CAbTVYuzl51w03EafctgPOP7ojHD8pR34sLl+2fXY3GgjBVnO0C4ppdkMJIyU+uh52bbNZoXHEekGEI7zGrhBvtngS7QKMXczOR/Scmt2vvXZLh1XcZI7vx598rxTWb2/Sfn5dUQcHjMlUOk43DcVQCkNWCy92nxe8B+xijd6nhcrzEbf706IazXtrwsiMkHp1uo3XCzs6DjIc4WZEdHDtGZ1h/zGZmhedWR+DAuWu/VPhhANztH4Qq/x+DgDjhovtFzPe/rYC3v+xCvYcnm4hPobmwUV7UuTNKM35GEJbzCqcnfccc7rgGa5UF6bVrkPYvfXvmQI7CnGg9VgKx2N3td9mpZ6PSYE2RyQWpVl+W1Gn/fBRaqK2ZmVPYBqxG58utOWU88MfNfDozBL4zz5ZMLC3OIeslZcqRvjcdXFX4efYnI9ITb1HcwiYcpH389sLm7T0B/uPyoCD9wqcq7D2ByuO8s9ItIZdd8hK8kVSEjEqPr7xxhvuHAkRNzgRuviQBrPJFQqPlhM9wddlH7/lWWMCayvQu+fNe3pDaWULXDA1D0ING9qqrxwm2Ky4XNHm0ecGmDhZBlaQfOr9MlPx0W0BTGbYuhlKFS+gMYC5jtDYOHrfrKDDv0XGWL8eybCtQNxG8BlkDaRwG/QqYSxmfY+VuBRrmJ0OGp8bdjTC5Sf4b5jZpCBB4CXBh+WvZibKRZIwOZ5Fq+rg7zZRs0NWos87OVqw4x1ot+/jjXf9foUqnMk76SnV/n71zp5cwRn1tr96c4PmAYuTJzfz6ZkRLm9QFcjzsf2A9uDEPTKUPvv0rDJNfEThUcfOwrcOCo/In6vNUxFoOR+DGLKOmJAlrMCLNqdfamXwhD+/JC5MmXlW8ouNomKW0bigwI+dOLbKzDU3+puUpARhflCR5yOKiP93UDZ8MrfaBc/HwGvsJHUX2m3L1zbAgF4p0grvweLE8xELpNkRHvEaPPRmiW/BYvKJncBtRCloyipbDBFamFv15yW1cOA4r7e2iucjbzuHY0x20vatakYQMSA+EgRPkwuCgllnnamQm8JtO2HcMKOphTlm3KqQaAXb8eOkEysss2LtR3OqtB8z+DyXdhncJ8VX8CdY3DbiZIZnOBOq2yFY/aq4vFlbod5jSJpt8bC0shXue63EZ4CgOBAMr31hrFKPPHdTTzj+RnFhCDRUWLE4IivclmkBwnYkUQ+mM+jVORV6JltfGxSn+GeONz6dtP1bn/MvDkUk16GL1a7tHr/s4256srO8/Y0/l95/p+UbJruq9w6Lhl3RVtVze2EzXHlKYP7mUBCJprGjqAlmflMJ+44yik9R2EzjllMPzYEvf6l2nD+YDZeORC5k/rlSSV2jiplgpQLmXh89NE1byL3/da/dIOvH8LhlXpgobMkI9lRREBIJZLrXF78IXVHlbIJi9Uxjns+QVrvWCs6IL5YbESRYkVyU51lmXztZVBLnfDTOb5zOIb/6pVoT97t1SoJ37+vtSuQTzrWsIjBEKb6CmXvxc98aJqf8oeMzYfZi+0VLeUTNiN0vW9QJ05vxc132WWCfX94+jKYFQZY48yGISUj/JVzHjYmRqedjunXPwY8HOCH6Y5X5KrEZ5x/TMeC1cNUMYfeD1/bhmX4j0IwzDvd7H558sNwT0YqsjATh+TulJUyej05CfQboKkuUgkYmigL/e6pQmnJAVeDF1VX0UGIn0naNWD7XJhaTyc6UDysYosEas5EQH60EIDNbMt6MFpXzWbO1Rel+oYHKTwLNnnUro10EGrO65+ogQTgSTpTDjZ2zsO/5KJ70hsqob+QmVyoiGk6OPppTCf9u8vYl+SX+jXxssSgW66HO6NWC3qKYS5rdP3k+hg8MF/3ooT7wxeN9HeUWPPEg+zkXLfE474PdfLaDrY6MUUZHTsyGQ8dnwd67pZv266s2NsJaJt9vuMKul/xbL8y7vdvAVKH4WBYi8REL3sjO3wn8NTYrOONGMSOZQIyehG4t7os8zoQFZxyIqSg8IkXlLYYxKBiufsy7iGZ2na36ers2Ix9NtHxdvfI8TnXcEbUjWRsSpfRixzp+fsry5YJquOrRfNM6AcHipOWj4I3zWiJy2J5pH3LIIY52hCt5s2fPdvRdIrZwo1KZWTimyvb5ie30D8pgkyQhtQqilehwhWAa3doBlq5RS5KNOYieHOn1yNilr9cQw1Dbb36Ti1YiaupwZRmidpIoM8jQ4M3NSTR4b1rx2LU94NTbdkAoCUZwQ+NWX0l97J1SLS9bZ0GIieolRg8lzGvz/e/V8PBbpVpVvOdv7uG4bVtVFMbNGj0fIewEM7mLN1FBJeSP7YubJTb9HrukacLfPxsbzJ/1hOC8sbH/e/m2XjD3r1qh1y7mLPr6t2p4/cuK8N1DQ2yy/8+tBU2aZ/B+ozLh8LZjtZ/z0WNor/qxh8I7F/sWszxIsif7hY/LfGPKt0/1tZUg300i4WWxOa9JKNyS52P4OGx8ppbfDMGciv9ssicAuVlQw8n95/eOzzYr7GwraIKXPg2MMFABvb/cehz79kjx5fsW2TDPfOBN1yDzqgslZqk4Ajwfq1tDVlzvrpeL4P1pfcAN+GuMgonMDrfKe6kCXxUcueTETlp+PBFOPAtF32GfP91ecFpN2+xcnIBCpt2cjzhms+eECyJ2clbzDgAo6rPeprjAX10nvj6qV03UJ8gcDxoEHuXGsOtAz1UW7I9xEfLco91zYDEejP2v4HP01P96wOQH8kNxRIQCtoeEuXPnghPiLVcW4Y64gh2zSIAw20YJk5tC1fgz8xILxwpyUPtmnh071xaNrtFDjYmhrzuzs+YpoFcbVsXN4i1uTxKxbzn7yA7wzneVhteTE9E7KhVOOSQH/tnUALee38VyW5grBivDffGLvVw2dqit9xYIshLqVMACPy/c0gOGDUhzfI0X/1OnCY/Imi2NmiGPBSecYBUGnsiJj6EKHw2V+B2J4w0V2AbxflvB9s+i/ueOC7vAIXtlas8hf/9NtEd465tKzaNaZhvgteb7Hdw/emLIPLFRiD/3qI7m4iOEDvZob36mUPOGQe/gQ8ZnahMSUdvDaze4d4pWufbBN0sMExV8jkWeum6Hn2OC+csesjDEJY82u5iFOeh++9teAS63iLTgV9/QGpRXL6EOhrjiszW0X4pPeEScjKmhyP9l5/bz3Z82xjDncdvzRbCTCYO0XcFY8PqQvupFLETXSeQcYCbimr0Xqkclpy0CA6uRL2T6JKf5z9lQ+oP3ytTy4fEUOsjfKeOVz8sFno+hC7sWPQd7jUh39blJsHKu8Kh5PlqlJrBanHPaP4uEOH7cwWeDvTbe+Zt8fx880BtOu32nkhdrkoWQqez5KLh2MsEXw6552PkF2yRl8w5exI00eProkHPAmAxD/l0iisXHTZs2heZIiHYqPiYIP282eFQreMywxpEbE4FIaue856MqolAXfG3sMPuV6uyGzWCowIezq+DEA7NhrxHGfFih8No5RyA+6sLFFTZzjrkhCloxe3ENHLWvO+Felz9cAN8/08+wwm9HnOALLqnmkRQ9twnc5FCc85HdBoQdK2H2uP2ztXAR4XfjSFNYs6XB9n0WrfzjxMdMQGThP4c5wnYblCZMCbBgeS3c9d+uri9cuDXZ/XV5Lew3OtMwrWAfHbb943HjhETUfrC/OetIr5iK4iMLfl400Xe7UNMnP1uHR6v0Cne+WAzttcJ0OeNRFa25ruIF3YbgvdqceDG6ubDqhADPKe5/p8Kjbrcds382vPCxUci68tTcoK6TyL4wC3kPZ4EHtDnRxs1oyw2/3+gM7bXP5lULhS3VHJv6M41NbL9RGULx0U2WrTWOz3j52QUOq9BYu4jsPrPQaieh9B5LUVv3fLR+/s3am5V46XSoEAlx/POL9hA7h9CuoUnQXddOyXDmfzrAez9UWgrJ2L+JjsF/MOA87LrZRti1wfPReu7PRqC5jRN7Tm/rwRbcJJxju0UMGDDA8Q/RPrAjKMgGEDMPozMO72C53Wc/9Ob/cKPYCqLSRx13QDY8fm13cBvWLrLr+SjCbNB+6baeAa/17Z5s23j835OF8NuKOrh5emAl8VAUjUDvh7FcUSAn+Z9UQzb6dg9uMHXDWGSZv9RoCAcz+VWZxGM7vOi+wErverXEh67qDvvsni5ccWUnMc0REAysdjn5JHl1wWirtBwMpkasoD9//et62LA90IquZhKi13KTI6t2KJpYYw5BzKOHHsJssZloYAyTU3LKS8WBxm+C+TMluh7GgjWBVSXZPh89C9/4qtxWQQvV3G5WRHvwSjicDTftbIRnPygV5nYrZrw7yPHRXb7+1Zs7bMV6b9iv3v55sdGJyBWKwnR2hHD+o1vz3SnspwtEJx2Uo1XMxWIVKBT065GspeSxvy3zxQ8zMUo2ya9vdHc8TUtJgGtO7wwHjMk09Klom8tsaPR8UrHH9Gca+8FILC4kJCYY0jyw2MlxKLO/RbfITJh38qx5BPtm24ZqzkereZDV+07vn6i98s86v28VkVbPY20VQm91zVV7HdG91j0q+WdBLLh6hDaLzLEkt0NSdOV8bDtkqnodOejSE66CA5sdw1vWMZt5x2HIgx3Kq4K3FFRWRtHAcyp4mcEa2Ha8BtkBTXUwHNovFTK5gj5Y8dDdnI8QEvicPE6TnKco3MNxuwZ3o932tsBKlChKuCHwqnhVLVhWq1Wy5dGb6sBeKfDgld0lOR/t7cttrK4NVrLfbZC8AuoWyQQg1sBcripU1XpgZ1kWfPWb+LxZY5X3SufnAHw3KlptD3kRIhsD1HVnGD2ECgXhQyqe9XqfJxIlDOKj4Lv89cBwdT1NghkNNib2eohitIiPTqIVwlGl/spHCuCTudWWIer6bcZ8fW4sfrZ3Hn+nVMsddt0ThUYvtMTg0+OEIuejnebLL7Tf+qz3HN0AhVW0g9Cz6o4Lu8IH9/eBV+7o5cxDNNHK89FEqJKYS29/W+lqfy/rowxem1wXjsWiXvrU76wgQz9lbGORcrKuE1SjRrYWqIuPG3eIx3HRs2Nm98vu95WndIJX7gh0YkC6dkoy3Yd+Xa1yPlo5uFi97/T+ifKF8s86v2+VuRPrKWkmhPPzhnsmd9Wqe8uOxUzI5tGfQ74/EoWat0jDrsUHYHcuhjZ2XrE7RYPM2jqJj5HD1Uvf0tICBQUFsHXrVuEPEf+oVCnD1UkrEcbMILHbkblh3KjYaihahLKqn92cc06rQPPnivfLzfMKl+GWFELPx2CLKoRi0ENRQi8YEYzAqyJc1gsMEsTqquC3jAVnIuD5qHBtzIy45z6ynqhECjRcsQCIHsJjRrli1c/iCg98tWyQ9P1j9ssWekGKjFG+fWB4O1991I3+AYtQ6PzvTOsQw07ZidoPHyp0yF5Ztq6ZrP3rzVwkkLGTPlG3Ui+ZcFqh0gbYsStamP5BKZx08w5YtMpeLiZ8ZlG0vGdGEVx4707YUej+IoGs3ws8Fg98t7Aazp+aBxdM3WlLCCaskYmPjopghKDp72mSK4+H7xNkxSSckMwZc5gTVxYRE3zOR/v280+La6ThnuihaRvJfqxsjk/nVisviKDtF4mcrrhPWa5js0JhPC99IrZfRGOPmd0vS0+E+cIH9zEu3u45PB1m3N7TkJ9VWLCk7d7ICtvxn3P6vlP7GFM78eMSb6/w7VkltDezLUUAUlNv7vnILojide3I2C3BeD7Kzscq1NwYdi3eph1niI07GuHC+/LgvHt2QmGptQDp5FnU23qkU260Z1wZdletWgXHHXcc5OTkQO/evWHQoEEBP4MHD3ZjV0QchFyzHnmpyc5FTDePyQpVrSnUnZkdT7EUiXFg5Z3JD5ZoZLh5XqEq2sFv1bnno4L4GGTPGaoVt5r6VhfER+vPeGysqJoJ2RhGGm7Mrg2uJCMeFwSISDDrx0ot1+qMz8q1QkJmVAo8smTe0nWN4gIFN53T2VCciPd8tGqHqzc3wu1caLUbff+N53SBu/7bBR67pjscu78xtyq/9XHD0uCxa7vDVacZRcq01MDqolaJ/WUe8r6wa8HXcT9mLFunlpuTBwvduLlQE+qigSs3NMDDb5VoQgCmN7Abco/XeMm/9dp5b8lvhkdmWnuHhorfV9b79l9W1eqrEkwED05MdW9SfhHQWdi1++0aQ39HDUlTmiy7USwkHCHlVjkfza6jtO/Q0ko4TwURsB/J61h8MFgPaX0sw9QyZuNaKIvSjdk1HU49NCfgdWxSqqH+2yRekiJvWLPnCQtXircT+Nox+2VpBT5EGDzn2k5h7l+1Qc3prDwng7GP+XEp0PPRY/sZzGLFR24B17itBG2x977LusIbd/XyPiMJ5mHtwYqPwpyPzIfYR7tH56Sgr7eenxafUz6Pv1sktR10qJ2FCDlBT4HXrVsH++67L3z77bcwZMgQbWDt378/DB06FJKSkrT/R48eDQcccECwuyJiABVPJrYybz/JAGaW90IV3UByI8egqtgUirBrNr+XrZyPko7VytjmjQdNfAyip+CP2c2wazY8ljcCnA4syQoL7sHOw50mOrbarx563hLEyrzS8yL5iNnhPXV9d83rgjXGfl1eF3YvArN8eZhIHjE7pMy06DVYWKMdxRwzRJNeuxOzHp2ND8uh47NMn3XRPtdw+fOsks2rgH3WQXtmwbjh6cI8ijp77ILCYw/NUwNzTPLPKN/v84s/O4qaNKFJR99VbdsigErYdTq7SORi07LzVKn0yaFu9dc8XgDf/+6vnG0XHGbYvIvrtltXcg8XwS5WtWf48YhNe8HnYHMSThwKm61zhyR44jpx/m++j5WJj3huuJgUDG5Orq0KxZldR5mggn1xn25igwttzrsv7ipdELMTluxGtIUv7BpzPppsgvf+d422fV5+ci4MGxAo5KlOc0YzeYtZRDa+mQAsq5guml+Y2bts34jj0L+brBfbrATeUIVdi7dlvpig0idlZfg/89Y3FdLP4T3C67vfqEyf+OvkCddzsxteA7GNYlXhm10AOueojjC4d0pQOXDZ9mAlIiNOpg/6+VO9mcgRtEk0bdo0qK6uhm+++QZWrFihvXbhhRfC6tWrYePGjXDEEUdAfX09fPbZZ24cLxHlqHgZ/u+szjCod4rmMn48kwhalPw2GPRwNTfyyql6fYRiJYXNZWir2rU056P593hDAT0og/EO4MMGdWGsV9dkmDm1F1xxirzAhxlYxZCthhvg+eggakfF8zE7rTHoQcupAWw10JZWtmgebyKDwVXPR5n4aHJdRg1JFz4jRYKq2KHErD9QeczTo1h8ZI/MqgWIPAztLgzwoVcH7ZlpmJTwwoFegdTucemwIUZOOWGS33Pk/GP9YWx1XLEcfMb5vpC3oVEw41m+rh7+75YdEvEx8HjS0/zn5GbLUvWCUH3mo77gTKtx0TLVYXipKp/Ota4QHq5jiWfM+ms+7zAvoKD3cyRyPpoJLvzYL7N1Z35TCS99aqxSHVHPR6ucjyZtnC9EpuOx2N+B4zLhy8f7wRn/sS4yqXodnBb0YQvOmNlhoSpK1yknydSGV/W4lBX/EIXjZzBjEw+GUO/aP1WpzZmNHXy7WrrW2ku8mbvE/AK2ZVi2S+oj7mfhijrT/krFcYMVeUVF/cy2xc5NPTY9/5Q8Hzl7rKK6xVDgiBUL8TxmCPJ92pq3hiEtk6/gTOjq4BAWBG3J//zzz/Cf//xH++Hp27cvfPjhh1BbWwv33HNPsLsiYoB6iZHB0j03CV69sxc8ek13aaJ7NzodPTwyXDkf3erM+EkwOxjYORfZhMdKIOUHctxOMJ6PvHeCPgHHbfbplgI9Oe8pFTCP232XdoPu7Hdd83w0/96xYze6ID5CSMTHG54uhFueLYKXg5i0BBM2pCJQ8IazrIJjqDAzPH3H71HLWRt1sCE4FrfRLQ9DfiJx+uEdpEanyrUzC0Mc3EfsbWGHAb1S4Nmbemgh2WN3TTOdNFh5rJVVtga0n5unFwaEKukLLqK2x14TNwU+O0+xymQs2sVH9EBhr7vT3HaqTP9APfcr5ZZyjpnNw99jXvDDZ52Hz+0ayqIDGG5qNfbLCkzYydkajsVwWc5H3V40u46y4mbePK2S/SUxkTdBngb7/P21xlkaC7bCull/GYoCU/17JBsEKpFgrVKEzOx5kuVwNGMvQW5TkZhvZi+z7WZHYTN8taDafjRVQOiz+ffZRUA7nrU8n8+vhlk/GReheG89lb5fNeeyaEHDsODsCcLzMUFcuJOdD1TWtMBZU3YaUrrwhyRy1LGzqG3wsFZwQsJq9XbRryOFXUeOoIddLDCzxx57+P7HUOu6On9jyM7OhsMPP5w8H9sJKvnQ2MGGTbTLstiFHEm6EOpGFUzViVewndnTs0rhuBu2w9e/VgsHFDuildOCM7xhg0ZJMOfFe+Hp90MftJyEpIkMJfdyPsrfe/TKTOjRsS7oibhZRTs3VmwXLLc/IOuwYaQyZEehYmTw9yXc1WDNLqFuOJldZVHS9GghwY746LANsogMd1EOJ98+FdJp8BMLLPyic+PZ1p5MKuw2KC0gJPuofbMCw65tPudrtzQKJ4Zmno9szkdXPR9t3F670QFYidJOKFU4wGvLtq9gJpVuE4H6FO1SfOQFMJEAnclN9EMpDN8g6K/4xb1Q5nx0VXzkPJJQdMTK3GfeuVPzJjQTCvg0FCyyfoQN5xTZiOi4MO2yrpDNhKyGMrTel/PRwvPRDXuGbyN8ASNRdACmXGFTEsiQzSGcLNaIroPQNje5Xuy9feydUsgvaRHmljaLplJJ7yL7vJl3p4jMdP/5Pfth4AIUf2/sej6aIdoW630qS2HAY2bX8Cmb2Pbyza81AakNVFJI2bEV7Hg+Ok1x4PN8jF5TPu4J+tJ37NgRmplRB//fscMYcoSv5efnB7srIgaQ5VxhYSd8MvGRB8MuML8feqxEs+ejirFnluPu83nV2sD4+DulwpwivBehGTJjwso7k1+5Q2MimIkcL0jrA5FuzDox/lXaDZtk3A5m46Q+WAWbw4ttk7+tqNVyO6lURHVDSLcCi5VYIWvCKkYGfw7hLuCiVu3aJPQ3KzIWC1b+u/j+PJjyYpH0OttZBXejXxR5V7PGKH+cKhNtXrzT+7Fd+qZoqRpCBRbOYQ15fMbtFlnZuFM8+fOJj57oDOM3y4Oqo39k5rcVcPZdO+GhN0uUt4/P05otDZrnRKjAa8u2nWgKdcYKnoQzzBZc+ckjb0sIxUdGPAhVzkczAjwfQyk+ujhUsXYjjuHoIICFlArLWuD+14tN87PJcz56pPYWuz+hx1cCwL6jMuG+y7qFRYQ15Hw0sSGqXAi75henVduMLLxdJbKFFw2nXGS90Idh8Tyi6AazFq4iXh28VyZcy1R55gVe3s6wrHbNvJ1uUfCNx0qs5O+VShV4doEVbF6rySd2gj2GpMGEkelw9H7ZjrcDMs9H9mKJvqZw+eyYmuxzbyk+1gYrPkaPjdDeCHpowuIy27Zt8/0/cuRImDNnjhZqjbS2tsIPP/ygVcEm4h8+ZNgK3hCUccrBOfDsTT01jxX1Y2kLdXMwyR4xMNVWFV87hqzdfJbsvJBf8XNyLFYdLn+9cHDGBOruiY9GAc/J6lMuk/9GJhg5FQjNcvbox8oPuKLwE56h/VICVkdf+LgM7nyxWMvt9AEXviEi2ryNeFQeNb5gi90+Q5VtBU2aULKzuNn2NTxigtyIC2ExS1OeeLcUNu5ogl9X1Ek9Ww2ejxbbc8PjRmSI8wnk7e6TNzj1/+16KDgBU4Lo6N3k8Lax4Pxj/Pkh7eKrdi1oeyMGMmNaQvR6Purbe/1Lb0L8nxabVyRlmb24Fi5/uAAm358fsjxOeG0Nno9RlB5Br+DZXtBEJRfzqsngd6Hi+chWlvV+J7ztJDDnY+gGFDe9OvncfOXVrYbUKbpNg/YiX5FZltvdNOya2Z/IltO/p3L/3PBwYnM+mi3WuJHzsYFP28G1GZknaUIQYj4vPo4aam3T4mIdVl62FB8VFvRlDOyVom2TXfStrDaexDvfG1MUWEWIsQvgbOSBClbzScy5biV8X3N6riYYPndzj6CjabIzE+Hp63vAA1d0VxbZzQRDvk9lbQPRvVXpPu2FXbP9jLNIsBMmmYuwen9id45Ii4juEXSXfPDBB8PcuXOhpa2FnnnmmbBz506tAvZNN90E++23H6xatQqOO+44N46XiHLsejGp5roQ5aiwPpZWR/n1Hru2Ozxzg9HDUnV4UjGE7BqbbP+q4lkabEVlVhwd0DNZGwz4bV3IFGqwu4qrT0pUV586ZCXCZf9nLEqT2yHR0sBxOqAfJFjN1dGvA389Tjww21aVd33l+sPZfsERhTIzSitatOrQkQYnT3+tFodm86umIjBP5/6jvVWl7QrqdrjikXxNKLmWKwqiYggdPykb/nt8R9dzYgbDum1+w4et6sti8NSzUJ/cKOqVIVg8MoqPHtvpBvj+UTdAwxEiwwpW+lE8enV3ePK67nDOUc6LHuhNhm17eD63ntdZm1zpuCmD2NF+VD6r4h0p/F6rBx54w+slWVTeAuu46ubuej6yYdfRIz62J+rqW+Giaflw7j15WnGCYDGz3/iiSvxkUuT9ykdNhLsSOS8+Ok3BEv6CM/6/Gxu9YdfsuKM/e7jozafaOXR8YO5LHannI7M/kabiyzWpcI4qHuyW3nK63ZqYYDq0ulHt+vF3jfkbe3QxevzXSmwmXrQUIVv84ftLVY9grLzMkppqN+xafm/uurgrPH1DD+3+5WT5D+itb41i49vc/80WAxo7Dtudj1kJYu//WGXav+D/Jx6YowmG7JzAiktPclaYU4ToeUqQiY/MCyIvUZX+02nYtdW9kfWd3TolwUkHyedkaIc4WZyJhvlXvOBo2D377LNhwYIF2t8XXHABXHzxxZCXl6f9P3nyZDjllFO0ytePP/44/PHHHzBmzBiYOnWqu0dORCV2xDH94UehDyf6ZqKPE3RRw+4KPK7m8Z2S6hZUDCEMnSypUDfKWUEnVF5isoHlsL39RuMdF3aBrPQEOPvIDkqefrIQEZ+Y4Au7tt7GaYd1sPR8ZDEbeFTEsTFD08zDrhOMRpqK0MmGrheUttgudHP5w/lagutI8+ZXFVp+IRGqjxqGiui89mWFNCwrGPQk9/yzpqIdogF09pES8TG8KSr9GHRF9TBZGWZhcsH0GUYPGf9CEBZiqakX7/Pyh/J9Ibm82KBPlsKRHJytdN/a4s/HNHrX9KA8pERh15ec1An+w3nY2g3zdgsVQd1p3kJ+oix6fuYvDexP7F5uvMbhLDhDiJn1U6WWew7zggZbrRlptuX5yIddW0fbhLuV8F7GIfV8dNGrk7WJ3/ux0nDtcTd6ATN87lgnhL13T5dO8s08H1lRQyRQ2fF8VMEq/J0NuzZL6eCG5yMvcvCepLIFW170tVVwJtkdr1mx56P8uMwWFUcPTfMVJWWLk1rlthTlxJQtpNkRAJ3MJ1mbwsyOueU8Y15LHllxVieInHlKK1s1G4w/P9YeE+XzZHOzynBacMYqIkMWdo2nkGkSKbOjyLvyPqSvvQKGVnM0Qh1Hrfm9996DAw88UCs0g16Pt912m1bZWttgYiJ88MEH8Oeff8I777yjhWAvXrxYy/tIxD8q1a55Ru6Spk30O5rkvVCdeE4amyHI+ah+LGiYirwx+RV2Ht3+UTlOFJ6mf6BWmY4fKFHcVcm/aGcO+8AV3bTr9tT1gfk02cEGV68/f6wv/Pf4Tpqrvyp6YQt9YsgXnLEyHvVz2X2wPxQ+Q5AnjbVvnHp96vTvmaIsPuLxqeyONVi//70G/tnUoJyfCY03fbUu0vAhLk68Avk8d5/Psw45d4tgwwFVi/64DWvkyY7AkPPRYntWBroKIrHMUBW11e+ZsORfeSGjNVsb4cn3ysSejy3ue/HIYPtWNx1c9Ta38G95lUikI1eJNyhsqIVqno/ODoOfILDjWX5JM3zycxXcM6M44Ht2PdJws6ygHk05H9sTxcxiD+apDaX4yDdxXsgQTZZ5z8dw9+ZYnMXKe6eo3AW3dMVFKlWGD/DbXwUlLYbxA4cBv+cjio+tSjn1PCYe1az4JbJn9W+55RFv5YGqOwHgsRwxMQu6dEwS2uJuFHLjo4zSFaN4VCLPZIKOVfEmu+KjahCGSk5EpEfnQAOgoLQZHng9cOywE3Y9qHcK3PXfLoaUK6rfVYFP/yHzKB1tEebupv0jEwzvf73E1PNRtKCnMk7bsaXsFJx5SFLhHe+pKCpHR5/jT9wjw5ajSrjzA8czjrqXRx99FIYMGaKFU19zzTXQp08fzeNxyZIlvs+MHTtWC8E+6KCDNEGSiF9KqtPhn83NmqETTPEImW532PhM5VUfdsJhVnAGDQcR3XLFyp6sD3zk6m7a8b10W09bndPqzeqhZ+zAjX+brTSNG5YGV5zSCV6/q5fpNu+8qIv2WfQ6nTAyA+6Z3M1QbEG2iqmLenbER1xRvu+1Yjjhxu3w+991PmNTFx1Fxgf7mm6A3HFhV/i/g3Pg8Wu7C0UP9hYFO+2UrXDpBgC7e7wfKl0cb4Rc9agxHNjMUyfKUz3aPs4MzpheuDK04QzobayHQ9lZhRWhe8RFEqkxrx51LfS4ccOJRFRwZuUGo9AuYl6bNy3fX+vGbzhys7HPvUikPmxvZ9752OZQdHiXEe5FCyRT/ttVKJg4wRMGz0cVcSOwOID/72seLxBWDNWvj50CQ9hO2Il/NFW7dlsIimbsLICoYOb9wgsB/DMlshMweiOS3PWyUSxpFOiML7vgMeo2Pbskw36jMnzPNHpK6eBl16OecGGYnQeYCWea56NkPDbYgIkmnohhEh91uxXPFc/pnXt7w4cP9rGsFhwsdnLXOvV8xL7yoD2NY5vTSAOf+Mi8ZnZUZo4C7OOLBeF47n2lWJh72Eq0Yscg3P1Be2bBsftnu7b4/OHsSpNwdvH5WuWedNP+kT0zWESKt49ZIVd06koFZ2yoj+wc2io6B73ref7voGzYd1SGaVFSfR84Plx9WmeY83x/2w4kRHA46rZvuOEGWLNmjebVeOqpp0JTUxO8+uqrsM8++8Dee+8Nr732GtTVUWx8ewANkLd/HQFTZtRple9WrLeeZMoQFXX59JE+cPuFxoTGZrD5RvQQZdFKlSx/xt67iVefZAbSXiMytOPbpW+qrzNTyoFhwz7hP2uW16VTThKcckgH6N/D3J38kL2y4LFre2hep2bIBkTVXJ3InCW18POSWu24b3+hyDeZ8BWc4QbjoyZmGYs7JPiN36tOzYWxwyT3iLkswUYvpkiL9QRuH89DxTCwKphhZoQFK5iJwLBPtyfKql6FvOdjP4v2asWG7Y3aCjif7FsHC7W89EmZ4Vqil/Ord3oXDWLD89H/t+z22Gn3epic0++rHKd+qWokCfJVPDJ14zccq85siJRo3MD+57yj7ed+xOtwwb3e1DQ6onFiaL9UbUIryzdqBzuPsEr/Inq2Vb7Hez6y11WWu1RvR3b6oTmLa7kxILomCrGygBQsbl93c89Hj23vIJyU9u2e7MiWCQUiTzks0BSN9GQWA/gquLVti3uYpoINCzbzfMQ+RZ7z0bwd6Ta5W6KMlUebr+BM2/5wkagDk4cwVLaaKIz51vPFlagffLMkoMCelVcgOmK8flfvgHNxOt7qczBVz0ez28c7WrCRbSgW/ytx4rDyfDSIjzaLj6gUZ8MCY/q4p5pL00rYcjPntVkXzfeprHAosgGUCs54HC5eO1jov+q0ztoYJIqOC/YZdbOAV3snqOaMXo3vv/8+bN++HR566CEYNGiQ5v2IXpBY3fraa6+Ff/75x72jJaKOn//yh5Dc9lwR/LbCuegs6sTsViJLUfR8lIkkezBi3D67p5sWOJGhsmJoZ2Jo57Nuz7dEho/dfFp8m9CvvWwwvencLgZxSnlPntCvNuuGriEfEYZdKzQPK48Ls5V3NyqHYhJmFt2LwY7xJis0o6N6mPwzIvNEVuWyh/K1FfBbni2ybIf6pAlX0gf1TtVyUqFByFdtlGG3gJVbsM+27DobvA089sOu3fAiEVW7Vs3pic8AL4rq5xGWnI8Wno84Qbvg2E4B4rkTwVo2aUYvfze8H0V5ZYMR1EXtSaVyNe/5qJrjDscHO5OELxdUG73fo2yeoDJpjTfccAIzLTgTEHadoCQ+3n95N9hzeLq2AIcLtpFEpUiIU9x2tmUvL3tfUCTSF5jw+rLVZtm84SLBT49I4J9XK7HFH0Fj6xRMtmfxPpcuyOpzbiEaCw7fOxOeu6mH5uXF8xHjdafihYYOCL0FHuZOFxH0Z1BVfDSb4/GHwNoAr35R7theZt/22/Rq54vfVVkUW7+9UWhTyewYqzHfTeHL7FT5KBWj+CjYlsJ1szN/YT9rVmi2gUntYNfZw+l0isKu3cOVbrtr165w8803w/r16+GHH36A//u//4Pa2lqYPn26lhdy0qRJWp5IIv4wG5+OmOA3Og7eK1P7rFnFUFF/bjXhxHyF0rDrttVXkdEvW+Xswgg0N5/XRRvcseKaaIUzmA7KjkeHnY7S7fmWWyGA4nCZBOnAxE4iZAKoGcF7Poo3oBsSCdy+VPaHkxwzr6munDjottfM+/f3Nvxv5pEgEkIxxOHGZwpdM7zZCubBVpBWycNTVmUMu9YnLQ9e0Q0+e7RvQNVG+b4i48JkaGMKno8fzTHPoykSgex4kchyJBkLzngMxX+s+kjMFyfLRRkWz8dktbZsd8IrNNpd6lqxEreMojK13HHS8ZBZFBCLj9bb5oukqVb3xfHBbn6taI5sVhFqEawQ/evyWsvJVbRiaNYu3A+zsYHvipUWATMSNE/7R6/pDmcc7ryCvVvU2vAKt0P3zkmaJ7WbsH0We19w3KltKyaG1/fAcZlw49md4e6Lu/qia9iFfR0M1db7Rt7OY8eRccO8C4TCY3KpI1UVrKzFR5fDrgUL/SgMjhiUBh0FwvlvTF5hEXwoa6jWaFTFR7OUWvy1Zv//cHaVYzuUvUc+z0cbF0LFztXHOT5qTiYiYvs2m0e46/ko35Gee1uHHYMdez7a6OLY/ck2PfPbCrjoPmMkCQ9Gyrn9jIYj9U97wfV4g8MOOww+/PBD2LZtGzz44IOaNyRWxj733HMhXBQXF8NNN90Ew4YNg8zMTOjVqxccccQR8P3331t+Fwvo4IMp+jnnnHPCcvyxhNmziFWRLz6ho1YlecpFXeHLx/vCRcd1smWcW3W4mK9QtoqmJ73mxQIUXWR9TycmrwhWVEYXbrtVuF33fAyz2KELZDg+oWeY2/hWkBPlAxMK12iU4DHccZGaR5qbV0ma8zHRWXGb/j2SYf/RGVpIkgyz98wG71stquTJDA4zYVlU+XHJv3WuCnMHMzmGRCHAoeDfzQ0+McQfQp8gzQ/DenBE2oPJ6PnoCXriLrrmqp6PKNI9LhG9RAVneAFKtqCAoUqyqqPpFmkL3IDtu82EL7tGqNBoT3Rn8USUq1dHFpbGIzvXySd09FUHFj3aKoKangvOrviI1yCYPIkJMSo+3vRMIUx5qRieniXOhRn1uHzhm02eQ7OCM7JH1Cr9SayLjzNu76nlIJ9xey/XwwTZ1Ehsn8FWeM5KT9RsoqP3y9ZESB30NjWDzxefyOhqmNbo1Tt7aTaUDr+IGCxWpoveF4nSQ7G4WajMClH3WNcmAsswWzBCZw6MkDGkPVJAFAnA2ptm/XhOlon4yL2lal5a2aFs2xVFM1mxYHmd5Tj25Hul8N3C6gBbTZbSCa+XWURZpIQvdtwStW3RdXvsmu4wfGBq0OLj+u1NWr72z+f7hebi8mZ4/csKyCsxN8SH9kvRnJ70AjQsTs2KcBQ9bC+ELCV3S0sLNDY2avkgw5lsG3NN7rfffrB161Yt/HvUqFGaGIk5KY888kitAvdZZ51luZ1LLrkEDjjgAMNrgwcPDuGRxx7oVbF8vbwDwAn9WUf4BzGzBLCyDkrF9R8rhFZUt0o9H/nBFkUe0WRw1JA06Nkl+N5FpYMSjY2yZ8SW9ujC+ISGx5hd07X7ZSfhvyp8AQnRxBf3/fa9vbVwTbMVLNn1C/YyyIoV6IYue0+8ucnMt4deFmiQmz0DZkU5zNqA1XPFgrnkXv2iAgb2SjGdhKkKBDz8vZx6SVd44eMyLQ+pmcDLe7vtKGzSvJBVqzyqcuUjBbaMuYtP6AQZ6YkwuHeKlk8J73PkPB9ZVwLZZwK9HGQTUJHnI34fF4xe+bzC9FiuOCUX+nRLUQi79u6Dv2SYF6pGMEnCEDzZ5MjMUzdcYddOjVC74Uqidw4dnynMBWcmMKhOzGXnmpbqXQBCRH2cihDPiyt6mKmVTSgLu558YidYvrZeyzEdS6h6ceKEC/luYQ3cfK44t1u48QkvNkMKPCEWbfl2y/bp+rPM92euVpRXAD0Bec9vFlE/GAwYQSEqzuEGbFcjW9jKlCyiWhUpxP6dFSD58Rm9VVHMROEH0bsPtwRWS285Zc9HcBeTflLUb1ulteDvG/tIozPHrAcCi+hYMf2GHvDBT5Xwnwn+xVrMq4q5tq0W1juaRJXx/Y3qtWUvC9preAnZhcU6xtT2ez6qt6OprxRbVknGtCePzCwNWBw0c04xE0AjJXwZPR8D3xeNCeOGp8Mj/bvD8Tdu927DTqQf16axDT39fhmcMClH+1+f61uBx3XHBV20PN2YLgorefvOyXHYdbQtacYurisL6F340ksvwVdffaUJkGi0YNj15ZdfDuEA97t27Vp46qmntJyTOv/973+1qtwvv/yykvg4ceJE8nS04PeVdbBig3z2YScvIOJ0Us922KznY22b+MiLOl07JgVMBMbvlq6FX7qRLD1ZQdQQVw4NzJX17ncVsL1QLXTOLfAaoPgYKvRrr983Nvn78Qf4B3T0fFStco54whh2bShskGgtPurHY5X3cdPORqG3qZkQYicv6umHd9DCdYb0TTENYxXloVJ5NnhvygPGZGo/VteYDQXCqsdo3GG7eOOuXq6FVfGwnhUy0Gi+5ESvt/YjM0s0YcxuKKhbKOV85O5RUzNO6tQrY+KE78z/dLAUH82EW2O1a/FnRg1J91W35j0fZWHXdvP/OoEds9z0fBQZu2bCIH8fTz4kR9p3mG1H9Thl54oeqt5JGRaG8Ljq+Wg1kcR2JJpIY/vEn0Ou2BrwnuHTCbHp+RhtVNa0wLWPF2h5kJ+5oYflgpAhO4Qn1AVn5LagvoCIC+Bsf4YRLeFk6uRupulK1mwJ9E7Gx1bWxx85MUsTpnlQDBk5OC1kwiOfg00mcpkVejBDK1TT2GLar4mKmal6rKFjQb6Jt5TVYoiv4EyYw649NvttK/ExYHHPhX4SPVNvu8AYoYTRbtc/VQC9uyXDhD3k+cXRs17W3gM9H1UjPvyLmZPvz9POGb2BO3dI0ipRv/BxXUA7s+tB++ncaqXPbS3w10XQ9mPyeJoN19Hg+WinbYtyf7Pgtn74o0bzfGVTHlnZBXbsb7QhRP29rICszgXHdoRD98qEc+/JC1noe3vHlUtZWFiohVijZ+DRRx8Nn332GWRnZ8PVV1+tFZzBUObTTz8dwkFFhdfIwII3LJ07d4a0tDTIypInP+apqamBhgbn1ZvjHSuPK7s5upxO6g9nElqPGJjm85Cpa/O4WMjlQOnXIzmgg8PcVm6JHKyBdsCYDEPuS7NOnH/l4ml5MOunKnv7huiHD5fBXIgPXtkNLjquo2kF5nCqjzLhXBcFjJ6PCQriY4LSM7NDIjSbjfl2RH5cucP8SZjD1Ky9s9Uq7XDfpd3Uj4VZ+mpmThuFRwRF9007jYabm9g15nyeui1RUO1a8pkEhUqqOqKccrgPFZHZzAgTTRD5Ax4xMFUopqH4yOek0kkPQf5ZszHLbDHMbmEep7mS2M/KnlfT8O0gPR/RQ9Xn+dhqLyRWJj6WVLTAnCU18Mlc87EN92t7Is8uCone9nhgzZaGkOXZi8eCMxjitiW/GdZva4Kjr9sekEKBx+1CP+zYwOMx2bdsXAy35+PYYWlwxn/s5ZaUPdN4frsPDsydiH3p1ad1hoP3Up/fOIHtgmSFcmQLt1ZkZ/A5HwM/Iwp5VhUEHr5KnhvXjujB35t9ucJ94VycFHqjt0bHIsiAXinwwQN9tAULq8VKmVcs35coez62jRszv6nQPBBxzHnty3JfJWp+/97fEBL4Yzaz180ijiIlfFl5Pspgr6fIZsYoDvQMnfJiMazd6l+AkQ35+uKAk/bLPydWInZyIkCf7oGRPZTzMUo8H2fPnq15OX7++efQ3NysNY7x48fDZZddBmeccQZkZMhXO0IFVuBOTk6G2267TRNAseBNSUkJPPLII9Da2gq33nqr0nauueYauPDCC7W/MXck/n/FFVcofXfHjh3aD8uqVau035WVlVBWFqO5fDha0K3GhOqqcqivVX9Y61hf+DZUrtUJ+3mgtjYFunZKhD6dazVPn/pGdM9uFH7/hP0T4M81Rq+bpkbxZ52A7UwnEZpg8rHpMHG3DLjntTrD4Mjvj+9Ui8rNZyupyZibz/haU5N75xFqmpubfMe6a2/vT0NdBTQ4LJh+1IQkmP6RV6wau0tzUNehQ4a4bePzi9TVYcif3rZbfa/LKC0th8TWRGi1qNBQV1cDZWWC56BSPurX1lRpoolV8Qc71yO/sAK65RiHh7paef64Yf0T4epTMqBXlzooK1O7gWx7r6lrEB5fVRX2l/ZWMXA7SqKFx14bSUz0brO+wd9uw0lrq/8G19bidQ5sE80txna7emMpjBiYrJRjy0tgvyT8bn0tlJWJheHqav9x1tSIj7O1uQ6O2CcFPplnbFOPvVMKJxwgDuduaa4XbstNGnDg0PfXIr8WrTZnmJWVgV4StbX4rIufqbo64+uNjfWQzM3EzjsyDfYYnATl5fKqnxUV1VBWVu9o7EWa6vG4ve2ksSnweSktNfeQ1Y6h0rj/d7837yv9tAoFYLP2ial+dDDlD//ZbxY2wqtfNcCAnonw+FVYBC/QPtH7cqs+3S4lpRWQZnOGGw1j+dY8Y3/+6meFcPZ/AgUwHXbBvqk5uHEYqaiUL0Dxz+jGbf621iFLfP2aGyqgrCm8k8hBPdSiV/RxXDaW49y3oT7QYzwhQa3flqHa5tl7W10j7rsaG8V9vhUJwBWmagy0CWprjG0B3+fD1mXXITtVzyMr3v+mbRXw2hdNMKRPIpw4KbB9YyQf4mlpMezj4mMToXNOCnz1q/fYGhqCs8F526VjBo574megtlbcb5v2kVyyZ+wzI93PZGd4oDLQmRcqyssMfXRDg9piNDptjB3SAjuL/G20uFRsY+LzhNeXH3Pdgr+fHo+x/bCY2fC1tVXKtrWb4HXRj1f0zMvOhfXArRc8E+//4L/hPywshW453meuVmKLFBWXacJtWXlgX3rUhBT4ZXkTXHpCuvB4KqqM7Qan6GZtvr7B24ddcVI6PP+pf0yprVOzp6KRSkEf77aNE3Lx8dFHH4UZM2bAhg0bNMERvQnPP/98LbR67NixEEmGDBkCs2bN0sRC9MLU6du3L8ybNw/22msv0++npKTA8ccfr30XvSe3b9+uhWpfeeWVsHr1anjmmWcsjwGvzdSpU4XvLV26VPOojAe2l2KI7FDp+78u+MXWKnhe/gD0UTW8Nn/+fKXv7oLpIFrw89izjEA/GSgurYH58/9EKcr3uf/bax2s/6ca1m/CVVB/bpOCgjyYP38buEFD/e4oDWp/FxUVwC+/6OFh/uNobGqF73/6FRqakqBTlrdDb27FizVGeT+JCc0Bj3BBQQHMnx8YjhYKEmAMeNoEuOG9S6FXp2r4+Z/+yt8vLS6E+fO3uHc8HoDDRnaG9OQW2LmxAnZuDG57o/v3hdU7c6Gh2X+Nly1bpv3esWOnr/00NjTAsuVrUEL1fe7A4dth3uq+vv8X/r4IOmY2Qkk1hrNj+xSz4u9VUFsYOKGvrkdBZqT4OyuWQQIMwXU50/MRP0vi/nrRn6ugbIfxONZux2cTn9FAGurKYN2qP2EdqOOdBHj3X1BQBPPnbw44pr/++hO2ZKsM9mMN59mi8CyhsOntH9RobdlDe95KSsth/vwlEG7q6rz9GrJ58xaYPz8/4DOVFdgOvLlxkDtn1MEVhy2DlCRPgPHV3OK9Zn1zq2B7mfc7BwxdD/Pno0FiPo6vXbMaEqvExltpNRqRu3mPc8tWmD8/D1o9eC/8g8HmjWuhvBb7yF4B3/91Gba7wFD9LZvXwfwWf96eULB+h7+NNzW3Ssef+gZ/H6/CtDcDJw2rV/8DzWVi8W7DFgxh6+f7H+2QtGScmXgjOjJSmyDXsxS2bwDtZ1C3wbCpKLBIwIq//4G6Irk4qZOXj/12YH7Bv1f8BU1Nu6BlBKVllTBv3hJD2/j9D3x+hptue/afzryXGxvqoUnre439mn5Pxg7oA0u3GL2ZCouKMLBW+xtzfc+fv8nw/qvfe499S34r/DTnN0hLkc/29L7eiHP7dtGixdA5u8F2XxZpyssx17m/bc1dUgH90ldLP79zJ457Xg/4ivIKpb6yqj4FmpoThdfnX+aZ5GluMT6jJUXYn/TU/u6WsVPre5AhPQbC+oJc7blZsOAXCDc7yrIM9oGM9JRGqG4x6Vc8rbB+HV77gYaX0fnDjbYibvN+tm7p4euD8guxLw7sc7Zs3gTzE2Rh5vLnp7oa50V+h5Xt2wPHuPUFuD9/7n08Z2w3AKMNr0nhxiGWB2Z6++iFKwESapZBbpaxLdbVefv86uqqALthl2wUjkdBc0sSFJeUBWUfeNe1/NepYPOvUKCbRhxbt+G9wHtiZN68+dK5V23beegUFbprhzuhtQmfjUCv3V9+MT6rxSXGvsiMW1+shV2649jnjaYqK9NtTGMbXLd2NSRVlxnGfjfxev35b0ZVhZn9KH8+VixfBoVbAhcenKM2lhUW+cfRdZuxX/fPa8yet1apfe+lunqYz87bts1rJyJ5eWJbZO78XyEtuRW2lQTqDoOylsDQA1qhuaxNA+D4dxtur79BEOaP28P0DZs3bYL5UAgp3HVatXIFVOWphdtHK8uYPh5TFMaU+HjLLbdov0eOHKl5OWIl65wc/4Qn0nTt2hVGjBih5WycMGGCJsg8/vjjcMwxx2jemnjcMrBYDXpy8sVn0KNy+vTpWhEb9KY0Az/DCp+65+NFF12kibN77rknxAMbdrTAx4IE+DoHHjjJ1vYW76yDtfnGVQ3MF2qXr/6ugfLaVkhMzoT99jsAnv6+2reqfPZJ47S/iz0NsGCtfxUHK6JPmjQI3OCd36uhqm01tm/vnjBpktdQfPp7f5hZc2sivL1wFNTWA0ybnKF5J6HL/XM/qndsmRkpUM+56ffo0cO3v1Dz3E9VvpW60cN7wqmHpMLPd6of/+CBeKzuDvYHurgtbHpb8lvg+un+Nj5mzBit8+7ZqzdAW7+dkZEGRx86Fj5a5F1UOHx8Clx24ggY8EsjvPVdA+RkJsDRh++jJUYvLm+Ft3+VLz7sOmw32H9UoOdXUXkrvDpP/D3sU779uw6aauXefjeemQ4TRwY+S2ybZBkweARM2ss4CWpc0gizV4knz127dIZJk4xGiQrPz/a2oU65XWHSpP4Bx7TP3ntB767W3kLsd7DPwHyGz1o8S51zO9rqX15fUA0NzR7o0KGT8vc257fAuz80wL57pMBBY8Uefap8/FcNlLVVFe3ffwBMmmSczOJC4E9r62BHmVFQye09EcYN47xYGzwwve367DooF248LxXKqz0wctBozdNA1i50dt99OOy3h/h88kpaYWZbG+/btz9MmjQUnvmhyuBxMmqPYbCtsBUWbQxcSW9swUlIYFseufuuMGlMcNfQitalTfDjSq/YnZCQKL3PMxdWAwRZKGLk7rvB3ruJz6fm90aYu9r/rA3o3w+y0gF+W+e9XmmpqYZj22NsK7zyZQP8vso4fg7ZdYTSNfttSx3AzkCPgokT9oRv/q6FukYP5FdkwcdL0XbxeyiNHDUOYKGbEyI/lXVpwlA4/bzx18l3GNtp167dYF2bDdG1G/YpfgEXYdv1xH33DQj11PZbWan18djXd+hgDJe1ei7MGDNuLxjYM8l2XxZpFm6tg01F/raR2zHL9LjWVtTDim1ewbljR+s+tqSiFa57ugbQ8ej+SzJhWP+kgHEHVorHnZGDU4zPwZhW2PZKLWSnJ8D/zhsC6aneSerYvTzw699NMGZIFvTsEv5rurWgBT5aZP2cdOmUDtX5cq/BpKREGLn7cPhuRX2A00QwbcWszbMUtTbAwvXePig7pzNAcaB4P3TIYJi0n3hBwuz5ycSUWEwxiUEDA8e4tH+a4Otl/nPHc0YPq+dn+8d6s+swnRuHZAzedU/YYxfjmPn2794+v0PHHOE+Xp7bZst0yg3qXuA8QLddJo1JNt3Whqp6+Gtz4OJOtwH7wm6SiIc3f/V7syM9enR33Q63yy+baiG/oiXAy5c/9/mbagGK1PNXdOzUBaDQ+/nePbtpNibfBvF5Qvss499m+Gml+56FuoOGTnKavE80ez723HMs7NLHvXyuqmNZp05dfONoeWIjzF9j7Itl54L26PQfvO24S1fvtWf5YkUNFFV5n/d+/bx2YmFZKzz9vWSeM25fLbpx6bpm+GSJ8T4ddNB+piHR1QsbAf5pMNwT/rjZ6zGE6cPY18eOGQW7DwpZneaQIurj7aQhdBtHV/Hss8/WREcU6qKNRYsWwaGHHgrPPfecJhrqnHTSSVr49FVXXaXloLRDUlKSFq597LHHwrfffmspPmJhG/wRgTc9N9e7Mh/rdG/EQU9uUNk9z6QkNHCNEyAn1yonG42jBqhvTIDMbFz18naAh47P8m0vLQ09TvwT3+ysNNfuS2IiXhPvgJdl2K6xs0fhEXliVgN89FA3qNdysNkQH9OToLTSeL0wr2m42ldSYrUvdDYzMwM6d+4IiQnVytW5u+ZmQG5uEDkew0BVg7GN6502Xme9/SQnJ8HAfl3ggSsyYd22Rvi/g3K05OnnHuOB3YfUa5Wlu+Z6u9qUdLzHcvExNS0TcnMDq+jVa+G04u916pgDqSk4sIqNshdv7RlQcY85Q+GrrYD3xjgJycrEtimeBKalpTpqdynJ3jaUkJgifE46dcT+UkVwYr7TqRPUasKQ+bOUlsruU+VY257rhCTl75133zYtLOzPNS1w0iHmOaesSE7GDsNrrKWlpxuencX/1Gn5czC3EU9GJvZ7Rk9CT2WL7/rk5KTDqGGdldqFToec7IBtitpqSmoatCTkgMdj3F6XzjlQpoXwBIqPWF28sjbwPDp3ku/TLTrk4HHX+7xDZfc5IcHfxzveV4ccyM0Vp6bJyqwyPGuZmelt+WL1PifRcGz45wNXQkARlpRUcX/CMvPbCli8WhwW2r1rR0hNrfed644iozCSmo7bDo34KMsxxZ73rPtz4PQ70AvdL8LoNkRqiuj59rdDFMYw960M3lbz5pxyLj7WN+NzqJKKyL+PaLAV09ONdllmpnm/mZZWin7D2t9JycmW5/Dcp8WgR4/OW54AE0YbP5+WZnwWkF5dkqBzxyStyEVu29iK4K7eubdzQDg9vt7ffhFf12jyNCs9J51yUmBLvtw7FvPT5eTgM2cUH/F83WgrVvOTzEzGbk5IEvaBOTnY54idUa48JQme+0jsiZ2sVeLwP/DZWWiDGL3ccnJqDeeOx+r1LPOP9abXIaFKqQQ7OtPk5vJFF719fmqKuE2jPYwbT0yybvNmeHPVe88nI93cnk9N9T9rLL+uTIT9xoq/1+rBMc5/EVJTndlubtKlU0vA84ELT/xxJSU12Rp3PQnJgrmYsQ/v2MFrVwzuh+069GHNFbVmbVQ+vuR2wmdTPdrCGv++sLAnFjgV8dfaFvhwXgJMPqGjsC82azv6fDApKXDMSEry27MZbfbsfW8WSLf14hfN8Pi1PSA9vdZwn9CpCJ0fzEhNq1Q4bv/16GDow/j5iDzlSCzQgenjzRaaQo2jFKYzZ86MSuERQdERQxBOOeUUw+vdu3eH/fffH3799VftfbsMHDjQF8pDeMl0WNVOhluJmvWiHjV1rfDm1xWGyp06vECWZlHB0SlY4EPn8pPFQpve6dutDBmO6q9msF4pPlvfxiHJkkxHE8mS5NDspFhfcJswMgPOPaqjJjwi6Ok4frcM6MZMjqwqQcrSqJrlMMSJB+b/lKEXYBIhS4RfqolTRt7/sdL1ZNh68m1ZhUYnhSPxOVL5nlnVQbNzFBWOwIWD7YWBkwA+H1UwsPNp/hhuebZIKDxqn2XaKlZ6fPnTMqhq86B0WsjFtOAMV+XwvtcCQ6Vxn/h8iMAE8ZHq79jzstv27D4D7HgUAPcW9jHs4ajmPbeqfKoXFDGrXs+OYTyNwryh4QP71iF9U3x9K9svW90/O8nzVbZnxcNvhTZlgIxVGxu0Zz6/xL7di/DPqWm75fop9OL6ZVktFAnydOms3+ZfgMBqtCp50G4+twtMv7EndO8cOPCpFMwKN6q2jtmzhuCphaowhgps0SvZNMqsHzz5kA7w8cN94KiJgR43Hq5fE3kyjds13bf92873hmaG4nqImpBepAILDJpdG7v9Cg+b+t1qTJHV3ujVVW4Q8rnlo+FpQfGLR3SZ7c6R2GJnaGuKxkP9meveOXRV4lXzt5sRyuceF3LMeP+HSliwvM60CJ/ZMat+bdla+cLL0jUNsHpzQ0CdA6vxSNUOUumH7RbRJeRE/+zfJvn5+YbkwCwoOuLretUkO6xbt84X1kqAUuVeu9iubGkhaODmPpxdJRzMhvYzriBluDixZZsXa7ijR9zeu6VLBSfb4qOg0w2n3c3ahk4GRpHBEW1g1TMRbFO1c82tqqU98W6p9mO2Px7cpEwktRI8LzlRLIgvWhW4AozVp+XH4Kzh6YO5LNG2E0Mer5VKRWq7let08YtPdYD91mUP5sN59+TB3D9rQta/sZdYn0BsK2iC2YvNcwjr4uNfq+u1So/v/1gFF97nza+jIuodtpe9qn9sX4AVjf9eH2hQ4j5VjEaWLJfHGxFmFeCtmDTWnldmTpb8fBIEx8W2H9X+1srotnpOcOEixcTgllW8DSddOyX5Jpo4QdJZtaFBW4B0a7EzWFGhkhH8w8nVjxVoz/wdL2A+TPvw8zBL8ZH5G6uY3v1yMUy+P19qd7PdYrpgrBJNeM3Gu2jEatFRZ3Afcy9/7J6SIiiust1jk6TvsBJQc3OShBV/tebBio+Cfge94t+6pzc8fm13OHR8pm2xWbV7F33M0/b4ynanC4VBi4/MdbUaj2T7MrsHAbZWFDxKuMilYlMOH5DqWHxMTU4QFtnT21m45iOnHuosRZ1ssdYVFCafa7Y0BrS3of0s+iufIG/c/pa8Jli/3b9Y71EU2+cvq4NGLULQvO3wWBXj5GH7npvO8XpVdspOhF36uul52r6J/tm/TXbbzZvo/s033zS8vnnzZi157ejRo9tCc0ArmINFZFiwMjZPXV0d3HfffZCYmKjljSSsPaoi6fko68DYidKEkem2OzAnsBM3HDz2HSUPu7KrTYhEg3DaEaxh5ER8imXPR3asDkawEPHVgmpYs8Uo2JgZtChEpJgYJulp9q9zMVdp3WrBJiExuOsr93y0L27gtVLpS+x6qumLLbWcoLElvwm2FniF2XtfLQlZ/2b0fPTAp3Or4PypeXD/6yVKk5kV68WFe9IFXt/P39wDxgxNgxvP7gwjByfZ8hplJ8eydot9ly4aqZIlyM/nNqqPMv88DMNJkc3DM5vsjBmWHnBc7LVUnXCj55kZRdxz3re70WMGRQKzSY9MfDznqPCF84iEDKS8uhWuf6pA2nepLFCwOOiKbONkYVyVTTub3PF8dGD3ofAqOzWrpiyaOGIqk1gCn9dd2jx0Zdx/eTfLBX28VnY99t2EvVfVEmFfZVxNEdjbvOejrC9Gr76xw9Id2V3s8f9nnyxb9oxun8t2qx+PXe8wMzvB6lrKFjQbOIHGzPMxGhAtZoruwVlH2htX6htaDYKsN6RdLNTiM3r43qFN63LVqblw3tFqBXPcii5SQWXYwXkG27aP2z8b7rq4q+V3+DaNHvj/neZf/LYjsKKTEO/5qCY+2mvz7HzqyIlZ8OT/usMrd/SS2hqEfWIzc6YJ1157rSY8YlGclStXwsSJEzVvyBdeeEETEadNm+b7LOaG3LJli8HgO/LII7V8jePGjfNVu37rrbdg06ZNMGXKFBg+3LyyY3vCbdHF7mTAbiddz6yC4UDTISvR543gtpAqW4E07Shtnr6Z4BQOWMMn2UFPIhI9og2Zmz1r87n8GGgUlbXAsAFqIpzVhMSqbWOb5EUKfsJnJZw5bYp6G5aKjwqCXTWXqwavlYqXod2V5Mx07+drGYPWDt5jct5Y2HaGBtj0D8TVpnn0eycTrERiwvCBafDE/7xe/iUljbBgcT4s2dTTfyyKno8yMtISoXtuUtQtVqi2Cb513XZBF3jlM+uq0iw4/sjo38MoVODltjMpVfV83FlstOTH7poO90zOhhmflcOkcZnafTYbZ2Ti5kXHdYK3v5WnaXDKf4/vaMvLZ922Ju0YRW3crkbgZCHELi4Ff7gK39YsbSVJP4PnJmq2hsvqsZ447r17ui+1SSwx7bJucOad/vykPAN6pcCG7YE5cFnweRT1veFyhmRFokJJegyVPlQ4ifd4DOcRUk8vzM3fPRmuOyMXnno/cBwV7Vm3KWQLrfqlCfYZZm0Xq37+xANz4GtBAUNeoNHBuS5vU0WDnCKyX0UmBtoNzsOuMT2OKOza/3euIO2DDrbNYIYAXGz8v4OdF+a1G6ljB5U2qy2AMp/Dc+nTLUUpcoyd23+9ILAuQIJie0fbkrc5VMRHux6zbJtAu3n00MCIRSI44k58xNyMy5cv1zwVsbDM+++/D+np6bDPPvtoRWMOPvhg0+9jrsjPPvtMq2xdXl4O2dnZWnXqJ554Ak488cSwnUd7xC3PR9lkxFvQhf3fE5J8Yh6TQdWso7Q7uRnUOwUW/cMnHoewwQ7sPi8eT/AhzdGEbOLN3qpQXHPeo8hMhEOjxGwCbrVah965Wu0okwmflQeV05BCFGB2FAGUV4knMiqPxLTXigPCo0Li+dhm+NbVezQjXhfzVL1+VcOx0EOxvKoV9h+dYZhosmHHv9uoymjliWElJuAx7LdrnkF8NAu9VBEfsR/s1sme+ZEdBsFBOX0Ec0nPO7qDJhbaDUG2CsXEHFT6BB/vQWOzvwGpzkNkk1CdfE58xHFwcJ9UePDK7koLS5iDKRw8cHk3qKlvFYa2W+Vhqq5D8TH4xU5Rrle3cVvfDNYLSyQCOY0S0fo/B1577H1C8fn4Sc4n8JGkR+dkTQCR5XXGPtVKcMPnPoQahCUqQ52S+JgkbvveMdUTck8vbfta/kzxsYoW6vRnU57z0aWwazafuMXNxjDQR6/pDjc9U6hkr4m8iKMhR6rQ89GFw6rjPR8FC8dsdJPZ9cbF55o65/2p3fM5YkIWfP+7X1iOpMczgkNJJVONXsVW8s49PIZ2l9G2iM+iGnaNzwbftlXS90zcIwOGD0yF1ZvNF3fCtfBBxGHYNdKvXz94+eWXYe3atVBfX6+JiN9//32A8Iih2HyYC3pMLly4EIqKiqCpqQnKysrgp59+IuHRJteebr96Gi8YjBvmrKqUrOPgjb4Dx/pDoHHCFRbPRxMhSGXiMfWSrpoBu9/oDOiUE9nRiJ3XOMn/GcnE6cG2JdZ4tuuFcf4x1mEXDdwKrdkc0syouelc8ypwMoMLn0W2b7QSH3kRXJVubd5vpZWtwn2ozJ35feNcVUVYsMpNJfN8xGNihSbVkHMVQRRzOF73RCHcM6MY5i81Vn9ctq5BGhZvhj4ZktnVqgsve4/wqlC5HRJNqqerrdBnpScI87uZESrvdGdh14HivsirwgyrSZ+hqFWis1QPzZznIxaSYkPy8jjxUZRmwuw5+eY383yjdplxu1/g1sFT3Wu3dDh0fJZwIcVqcUWW99HOYucDbxTDiTdth2BQab/BChdW998J/ITQaa5v2eKqnbDrA8dlxkSuaCd9I4q6VpNvHGsiKUKodDsqi8rCnI+cF14oPb18XqQ2duELu060l9/OLmwfoCLAjtk1cJ4kFx8DX48C7VF4njKRd7IkT7nVnM/DRb+JxjczkzDYxU+715m/r6F+HqzASIYvfqm2NX/T509su+uYneRY9EO7vpEb01QWw9DWevgq/4LqJSd1iuqowvZA3Hk+EpEHJxBOErPyg/atbdXs7CIbsC8+wSj6XH5yrjYBQQ9Cs8m0mwOOWUepIj4eMCYTvny8n7YdYaGJhOhOqB5rq0syr5qjJ6bC1wubNW/a68+0FvhYzvxPB804fO8HeVjiprwmLQRLf47MDFo0AmThlfuPznRsFOGkD4VuhC3cJMIsf5IZ3ZlK4MUVLdCbq9LoxJDH50jFqclpzkekts4D6W1dhmozVvFC+vlPv+D4+lcVcNCeWcLwWDv4hNggxcfLTkqDvUfmaB6ZqS54Pso8gGSEw0OjC1P1cXDvFFv9mJ3Kz+jJp5KYHgsEIXsOT4e5TNtQnYewRv+/mxvgmscKtNCyi47rCI/MLFXySLIr0uv06pIEeSX23AUHCq45FuYxOwarcUSWm07VKxAF258WGRcCnNAxOzHsOR/tJtoXwQvdVp6mssdUL9hhhuiWsG3YaVuMFsz6Rs3z0SrsMAEFM4GXGIQHO4KDGaL7qHk+MtsPRXfPelbiucjORySU6y+FvOCMobCY9UUQfUQmPobDe9sJiYL2ILs3px2ao6UFsQveFzZaS9SfmbVvXPQokKQaUMGudsiLjaH0BN579wzYXmhu4/OoiKG6PcHOT8wK2Kl4PvLjtqonPt6/l27rCVvzmyyLA0bay7Q9ELtLiETU4jQp68Un+Fcj3rqnF3S1GZZnZfwMG2BcSULPwTsv6gpnH+ksAbAMnJyzlf3Uw67Vtq9v46A9AzvQSJnmTvI3RnghTwmZ8YfFL96b1hs+eKCPlqvJDnj/jjsg2/QzH8+pgskP5GuCgWXBmQSshCt+z2qiaDbgs5M+M6EUOe0wZ6FwnRmxB8V0fmX+299q4Iv5VbYm5ShYKlW7tjmRxUqbOk7yPqo834aKxszhYaVqp/hyPgb57HbM8uYs6t45OWijFCeBKm0z3KAH/IkHZmuLUXdNlidTT2UEW71ptii2UXxWJuwhLzzG5vO6/OROWlJ3XIRgm7Sq1zhONvGZwudn6oxirS2g16xIeJR7Pqrt67C9M7Uk9I9d6/UwmKYgsKq0HSvByWwyw+aE5SctqhPxYPVADJ9X8R4X9RHBipFuFJfgb4lVPya7WyqHIjpfVkCN9UmhWd+IC31WbV3L7yx49sOVKlRlAUjJ5pB8hr08oc5/qomPktMR2VN6/yEtOJPgb+dmBV+saLHZ3kX3RJYCRNQfOF04Dr3no+SzDhcg0LbiU2/x20PnDhm4ABgMdsV0fowP5cILLkaGxAu6zZ5g+/CmFue2o+b56CDno87QfqnSCAoWKiwTesjzkXAdp+G0o4emwRPXdde86Pp2T3F1IEMvjHCBYQHYh2KuKQyPDlXBGeyocSXn0gfzfa/1tkgAHCri1fPRDKfhZ1bh9ywPvlECb93T2zLsWva+isEiE1jtrJI7HazZUJbXv6wI8B77ckG1r9jIIXupGcl4LVpDkvPRf4619R7bj62KIGrMJZoQEPLtBF+ifJnno8McbsH2/3YKlt2skD7ALa453XpfWHWRr6iJlSwxZN6t88Zn6tRDO4iFacVtrNveCKfcugP6dEtWysvalVkMMBMkRfTrkQLnHuWfxAzqnWqa404V3ftaRqqFeF7VJj7+tMgYKXDJg/nwxl29oH9P8zHTrgD4zA094JrHCwLaior4iIXGWK56tACeur6H4/7VquCQCrz3uYoHo8p2VEPhW+LI85Efc06YlA1/b2iAw8Znaf29Zc7HRPOiGKFGpdtRWXyS3Uf21VDUd0rgvUglxyqyH3w5HyXf0V/fktcEx1y/XesLVVLsBOybOXGnobYqYdfoCfa/M3O1yuHxmvMxwPNRWHDGv6Mh/cQRcHgfB/QMTi6xG7nBt7NQLryEKm2Wfm3ZdicM/Vc8RxxCnOR8tEusjzOxAHk+Eq7jdMDEznnMrukBHoqxBlZku+q0zlrYOF+dzUx0clJNE1dyPnqoDwwbkKqJtycHUU3NLlgpEMGqtXa9/8KRUDyaSVEcMDEU2WrihtdRNkFW8UKQPa52vGacTo55Ue2d78UelugBacfIDEnBGcZAq6tvte2hoSKIyqqo68VuQuH56GaxrVB5NEfbSnQ6cz/0XI+jhqTDi7f2hDfv7mX+ZYezamPORzWRFhOso+j47+ZGy5yUfbsnw+ECLxjV/Eei9u2GEW+1DavJhz5Z+ZLJV6XzzCyxB6jT3JAPXdkNRu6SJmwrVgWJsHjPBffmGV7D+/btb4HHHc6wa/78LT0fZWHXSp6P8R12Xc4UbEBOODAHXrmjF5zxH+8ig3XYNUDPLslwIeepFF1h1wqfkWwn1Jk12O3jucj2J0rJoL8k+w57bbAvfPPrCulxPP9RGfzvyQLILwlcmdm8syloRw6VgjNHTszypXWJNKI243aalbKqFq1YoFWO0tem9DKkX0FwXFS12V3zfOQ+H+mcjzwqC6D6/IPNPSzKQ+yx4/noIOejXdrz3DRckOcj4TqRLiQiMmDDFZZihayjvPXZQljOFJSwQ+cOSfDCLYGJ+kPNsftna14j6PHiZFJgx/MpGsjNca9hY8ENFfQE2WbClZnno4oBJ3tewyM+ql1TWX62xf/UCUV8lXxudiMSWaEUK+/a9QTC76zfhnk8U6T3xeD5yF6aBBfEg4QwiY8heK6jzUua9Xxk80jpuYOxmI4ouT3/ecdVUCWX48iJ2bD74DQ4f6pRxFLh+Vt6Cvtx1bBr0TOH/YLT8/Xv3/zeW00+9H5MZBf8o1D90k4ON9FjrQsBOPHH3K18Xludr9q8vEU5JyMZds2Lj05DwWUiboJlzkd7xUxiCX6Sa1lwpq2BoVcdRg1M/6AM4sXzEZuVd+zQbR71doapHnBxAfMBWvUV+iIM7k92vUW79le7Fn9HtC08B348XLu1ET6a482v9+CbJfD09T0M77MpMVS81UWw9onMiziaxtRwCGtYHG3iHoJq19x1GNgrBWbd3xsOu2qb7zU8vGA97GznfEwKrSCGBW2WrW2A3QY5q3egcjz6vIANtTZbEAtVtetY0zDaAyQ+EnG3aiAyWfjci5FCNlFyWi04kqBRhZ6qLJ4YaieqPH19d5izpBZO0rxKnXuhOBVoyqtaTL1NcFvBhCjJPR+9v1WEPKvQyGBFWGE4XqsHbnm2SOz5qDBf37jD72Fg2/OREVRUPZavfKRAm/hgqNNxB4gnSeylZoUMlZBtGfp3ZdUj00NgvJnBe4bFYl/BVuquE+T/xGsqEx+bHN5L1bBr9GB0gmwuqhp2LfZ8dHQotrZhNfnQ+7EiQYX4Hhb5S+0UppHBepx+OrcKrjzFGzHAE4owU1c8H7n2anY5UCj9+tdqx+cnEpyao1QwCcUk1zLsOsKn75Y3muiZ9gTxPIwblq79qNgblTX+6AVcuFfpy7x5c80XQ0R9MoqHmFuepbDU7+349/qGgP2wHtJ5DgvNyRYsDEJ+dEyJpJ6PbhffQhb+Xae0b9G9DNrDzq74yD1rbi/qTr2kGyxaVQd7jXAWdq9yPHp/xo4hL31abhJ2nWBbfAzWIzUeHGNikSgz6Yl4INIPrmjMuvo0scEfblRz/bUHYmUisceQdLj2jM7Qv4e7+TQP3ivTl3vHTLwrsxIfE4KbuMpzPno3OmdxbcQ9H0WTUll1Ya3atYJgwIZO2/V8rGU9Hz32RIgn35N7q3gMBWcSXBERfJP3MHk+WnH3xfJCLjKiLdxywkh/Lt9RQ9Js9W1NCrn/rCbEZhqA02I+Bk9bB9de9Iy6EnadHLznIxaAwEI7PF06WPc/FVyorF2OZ4qLodeT3esfDKIQt+A9H+WfveOFIkM+XBYVTzZx2HV0CiZuYLeirey5D3W4sh2PIBXRKEnm+ZgQ2mglY9E49EoEpbbKLiTJ8puL7l1JW9ocw7YlJ7ahLT8vS5lDr+fSipaAc8Dct/+9P892Oo1IeT6GK1pNNkZ1yEo03HPR3M1OLm670+JQe9/hvAOLr3TMdtapqpwPX+26olrcntdua4SXPyuHzXlNtsOuQ+L5GD2PRtxC4iPhOhH3UuGMnwev7AbDB0ZHHslYr9ZohZ0+u7138NeclqsVJ3r0mu6m4h2KDmYTN7OwaxXkYdfe389+WBYyUT2LKThj1/NRlkMNhUeVUEmcfDgVSmvYgjMuWskyz8dgwicb25wnEhSK/oQDPp9STIwpHMfsnw0nH5IDJx2UDUfvG1i53mwxwSr3nwy2nVnNGx2lwZAoGKpjlugZVfWaDGXOR/SCXiZJacLnZOZBr9arH/MXj3HCUftm+Y6xyiSMUuYpGwzuhF0bt2HW363ZIhdXVcYoURvSzwHthUgvbLsN369Znd+Vp4bPa1aEyuVXuc/CxRmPxzDmheKcsgxjeKvU9uHbIevdzub7tbp3opQTsvN64eOygDDr8xwUrNFttwpuWzM+KzfYRdE0FxGO7yb3HwttuoVsQQPt8iF9U+DsIzpoAp1okctOuLhdr+Fod85QKjjTNv5j8dW5f9XC+z+Ic7ov/qdee8/qmRd5PoYi5yOFXYceCrsmXCfSnaYniosVRJsHj9vYCruOIuMnEqBBc2Zbonlvu5AlCfeYGvT4vAUTosLaT/i3vi87E1engzWuvqogEhNlIo6y56MgXNYM1uNB95rE6/7wzBJwC0NREZfER937SWb7hrO/fuDybhAP4KRDFj5r1c+rVD0W0aWTv8Ps3S3Z9b5V9gyv3KCWi1gkHOmeD8Fg5e2m4vkomyP+uqIOfltRC/uO8nqh86zgwiKdPtP9eiTD+u1NpsJzTV1wHpYieI/pOUtq4JC97BWZ4Pve1SYCo53tiBCNY7rXjBtCdrRhp6LtNafnwt67RbYycYKC2KJiiohyd+LXQi0+GqIX6lqlCy68+VCn4PkoujSilCyyheSyqsAHZLzDkFikurbVkG5q087GqJ2LiGwQMxMOC226haxfwX28fHsv03HGjp4YbMGZaEOl/bCfufeV4qD3iXZ9OHI+Rltxn3iE9F3CdSI9pvHjPVscINLYFUKtJpmxDHXwau0CJ5Bz/5SHPuPgG5znY4JQgLBT5dVpLih1z8fAE5RN5Plq16KwWCTXZrgJ6/moe03+9ncdrN9mL3ekGexpFpQ2ww+/V2tCZzBh1zh5x0k95i3l0aushit36oQ9/OHK8Ywsl1gw4uOph+bA4D4pWk5H9Jg2w8nEUvYIy8JoVSbVqs93KD0frYT7O1+UT4pWbXQmPh6zX5bBs1ifuJrde9ab2i34c5/2mnGhBKvt1je22up7UYwuKgvMRffdQvN8yCq5cUXjWHFZi3KIfKzBC/5mbR2FKHacNRQnC1fYdYL7ogQLe36quZTtwEZA9emeohx2zS5USsVHkaAqeLTYTbPXk8/Vm9shMShPX76v4W2IqBIfEyPnzas6DxFF99g5xmgLuw4WlRQYbqfJwCiGcFS7Dld/2p6J8uZNxCLR5vk4fKB7q2TBYtcj5aiJ9rwUYoloC6WMJGZhmjhB/P73tizpkgFeteKylZHDGrv+KrEeaQ6zcCEqINMgyfmIRjfrZZMuWXy48ZzOQRSc8e5gR6GzhPAy2GtdWtkKD71VCs98UBaU5yMWOFmwvE6Yb+4Ch2FdThjaVgnayfMQa8bg9Wd3tgyDtwuGCM+4vSe8eXcvyzxNzsKuxa9fdJxaGxEtVnTLNd7Inl2S3Pd8tFhcxL7D6ST+7W/FYWJWXHFyLlx/Vmd45Y6emj2k51XF3JMy2DyybqF7DYr4fWUdnDVlJ1x8f76pp7io7+UXMlCsYav02vF8ZJ9t/jPYH+a3Fejo0SX2F2Kfu6mH42rXkbarEavHCMNUVarniguMGD0TQyGOYaQJFtjASr+4mCM7H74dGj0fE5VFLNGwzW6btb26Mp7tbkRs8SIN/4xnK0adxLP4eNBY9T6lQ3Zw18uuDRPtzhkqDgduP8PYhvmc2W7VUcAUOjrdc9t5WF4YiJ7eh4gbomnFZo8haa5V6HMDHFDsjCn9XC5yEmpGS7zMYnFwDSf5JXLXtn82mXvfYPtmh2O9uauKhOzjoRLq6/ZqpsyTwNLzUSI+Yo429tjZysROxTD+OPXJiMhA/nxelemkXw+JEiHSAFB4VqneLaO5GeDjOVXC90Kxaizi4au6QXqq+sAw/caeEfGCcAssTvX+tN5BpRqQPesq45mTsGvZdscrhnqKPB95I/6sIzrCwF4pYfd8dNLKC0pbgypscez+2TC4T6rhGM3Crt0oDqOSc07n9ueLtN87i5pNPTxFfe/O4maoZsLEC0qtOyiVZ5j9DBbg+HtDg8/zVqUyebQzYlCaedi1iU0UDcV2zIoi7bN7Orxwa08loV/0TONdvuPCrtr8AYt9HLGP+wvvON49cnV3eOK6HpqIKDvWQM9H67BrUfcpavPsAiN6I+rPEf/1YEUV3gbhbYjcnOiZqIkLEIV+0Ldj/9ixX0QktEPnDLfPQZjz0aXIxotP6ATXnZELL97aE9KCvNeENXSFCdeJuKYkCWuIFuxMDHt1TfatiF58Qvi8lJxyx0VdY1KkjmbQA84K1k67/ORO8Pa9veHaM9QqvLN5jwxFTiQeWm6bhJ0UVpRFXjOyEEac4LMVamUGpt2+ASdMukeeL+ej4HNPzyqDz+eLxT6dRyR5ImUerFjxPJhJSKT7wfG72Qu33tWmMByNdGLybbFccYp5yLQbuOlxoOqBM2bXQJEy0JsHYMYdPV3dv8yzWacZnykHl2Pam3XgFvpkpqlZno9WO04X2ZLXBPfMUMuzZba4IfJo/fKXajj11h2aQIhsLbBOPaGSh1cXfTA/3eQH8uG6JwodVZaNFQI8H5McPgdhujRJJgsf2N+pLigLz9Pj7fdx0ebd+3obKlOHCtnp8OuuxrDrRGXPZdGCDL/tk2/ZDlNeKoJP5lYHRLwEA28fYaVgFjYfZHv1fEyz6duBaU+s2hPO2YTv2TTComF+dO3panMIt4vrycDniY8cccvzEZ/r4yflxIXtGQtEQfMm4omEKKhIGEz+u3BgZ2KIBjeuxKDn0OmHhS8/WzCVbFUdTeNhZS8clFYaZ4aTxgYKOWx+JBQTe3dNVvb4NYZdW3s+um0UdlDIvbijqBnOu2enwQvUzLBhDW/ZirUTj2h94mHm+Yi8J6nqp4Nh0CJkZ/TOd87CP33io+AS3HSuvbDzSBJFzuvKyISEPt1C780uKujgFBXj/uh9s+DgPQOLtvATdRz7rAQKfrHAyuPLSqRw6vm4s9g9NZD1zpQtmrhRmZrlgTfUE/yb9em8aMH2vw++WeIr3uFGwRnddnv1i4p2ESnBn5PZOUZD2LWZ56OdRXWh52Pbve/aKdmQ4iSUJDkKu06wfU6G17ht44LErwJ7IJg8z8Kcj9x+O0WT56Og3YdjGjd6iD1vav7e896ZKJy/dmdPl3I+hvd5H9ov0C4JOvTfZfFR5PkoW+Qlopvo6X2IuCDa7MNonLTa6dAzUhO14gXoORQNxqcKquJUrJxPpCmtMFqhHbMCB9tJY/wT/136pgRR7dr/zxtfV0BeceDqu0dQSCQYVCsXbi9shmseL1ASH+sZTwUrzyg76N43upeDLDQo2WFHGIrVfhQfRULrURPDn7vTKbEWdh1pscRNz0eVfhoL4IgmS/xkTeVZfOp/3W2dS5aFRxx69UV6QVJFfJR5H9op/KVXzcbiL+tsFMIyuzxm+9c9zPn8csGGXYsEz3hcrOQXhczOMRrCrs26NDOvSNWw63DjZsEZUd8mEtzD1RfxHmL8MxVVOR8lOUBDxYCeibD/rjtg7K52xUfza4Y5jmUhu3ZH5HCbD1Mv6QYnHpitVAlclUP2cjd1ArZhfvzsHIeFyNoDdNeI+CMCVQDtYGeFWCUfXqwSbUJ1tMLm1kIwHxLPf0/oBEdOzIILju0Io4eq5WgTiSSsAb16cyPc+Iw/7E0EVpLeY4i9/fHYSSfAGvONJsUb6ph8kFY54ULh+YjPuCjkygqr/J7Iy7f11JLlq/LHqnr4c3U9hJMDxwV6wdnlnsldfWH5opBewt2cj0HtL1FtQq4XXrGqSJudkaA8AbKqqI0ehTLvvXDBnnd9oz3PR/R6vvXZQuUcaM/MKrUs/sJj1lepiJ/ovWW5D9kuGCNND80WnWo8Llbyj43ZOaZEwfmb2dOJSbFR3Vgl+sHM8zFdIkCNGx44Rm3c2QiLVtUZnq9w5DJUqXYdrFdbyD0fPaGbU5x/VBrsOcjcthUhC6kO1mtYxtRLumpFnKZc1AVCTc8uyXDN6cZomJQg7YjD9nZXfMQ2zC90oXMOEXuQ+Ei4SjQ4qLCrmaGomBcsdoxIlclarBLp8PxYgS9EkCMQH7MzEuHmc7vAeUfbzwt6xn/84fynHWYUtdDz0RNicb9DVpIjscqsajA7wXfzGdIXAyzFx8QE2x4O/25u+P/27gPMiarrA/jZ3nuFXaogvTfpYKMIKAiignx0sQCKgggiKLZXwYLYKHYs2BCxv/IqimAFKaIgKiAonV1Ytm++59x1difZSTJJZpKZyf/3PMuy2ZRJ9mZy58y559DvB91nK8VEh/htWZq3RvXzvkSEFFzv2TaGnpyVRSvuqOW3xjhW4e/PPWfBTsdMEbVF+20eZHy5e64ceNR6SbOn5CdAnGVsu9rGb38uol1/1uxWr+TTb+07Uatx29KjTh9fTeBWzfI6NSdjeH/Kzbj4+QZH5qPjsmtX1yVDz9k82eUYJZDs7PV2DLgXqVh2PbRPQo3SEyvezaPZTxy1K7OipvyAFvg9yR3tuQQMZ246vv+MVMZAaWx7E3xMURmI8va9NH6w/fyaSwSo5c2r3bNtLC2bU4v6apxBqJavmY/OOkd3UAjUO9OsfmRVdiN/djqOC18a+EHg4K8Glos+Xt0/URywcGDk+st9K5irB08mXgjQQcG/3T5dZT764ryW0eIMK9cVVTp77w9SIxdPuDqYtVt2rWH2sBRMke7f2Rbw/sfTbKvbHld3Jp6DLb4uwbt1lL71HuvViqjqpunqsXjM8eR0zMBEmjAkiZo3iKTF0zOrslI4Cw5ntk0QfHSW+ejFsmvBpt1z4Vpnni5d1po8eF7iLPPRTfagUkMLbzhr/PLRpgIn13d/n2qWXas5GcOBmaffOWnogJWvuAu6s+WCrgIujll6/sqgU73s2oO/j9LnVyCej7OTp0+9dVJszwvv59H51++3q+HsbOktZxLOm5BOc8fVzFLjxk9SgF7tvmhIT9/KovCJY+5ov3zNKXp+XZ7PNST1JA/uKtUxdzZ34HmGXHqSurmCtycykuLD6KPH6lBuJtclDVH8WztjxFV47miSbR3i2+vf8pyoqjmAfF7PRvVPxDGySXmfQwxgzNgjZSSH06qFtUUNJU4lNxpfU9nNZPaYVNq8o4iaNYiknb8X04Yt2nUQDVZKmY++4IMaPsOq1NxGabIsnxOGBHCS4+pg1i7zUcOsOSmIIGUvOV92HeJRwIM7W54pVLf3FE07fJwUdmnpWfdpT/GBGDfKOnCkjNo0jnJ6Pa5l+9q9OVU/j+rveeYuaBPM94WzYLg3y65rZj56Nta5BuRNV6XSvc9VNkPhkwCBDj7KD7ac7bfcZWdqFZvheZHSwd/Rk2Uen+SRDqi5rqw7HAiZPSaNzmvlfN/DD7X+O+XMTatkPnK3+7bnRlHLhjX3i1lp4eIzxtNGDf46/Hb1mevJ30fpPd2tte+lOjzlLHDB+4uvtxeK4KOnpZCcxUJmPn6EHpuRparr+3WXJ9PAbuqDj1x3+/X/nqYmdSPpuXV5NUq4vPHZabtSFkbjTWCO5w7PNY8RwWFJqurgo/evBb8/n7uzltjnqc3k92b/bYRgZYROK04485TnBs5KkDg2vJMyVeXlDy7tFU8ThiTrsn2gP4t8nINRGKUxAAcgjRh4NOpScL1kpobTnRPTacQFidSsvvMgRLB74IYM1RmN8mCaUudrXyhtg+Oyb5tBlne4Wr5kv+xau485KZjCWQQc1HC2v+P3uCcBj5MKQV9XgR41HYhd8ceBPBdfb98k2lDLu/ytY7PAZBL7e5m6s4P4GsuuvchCVhNI7dw8umo517uLcumCTnFVAVHpvRpIIbLXRymYx1lW/gqQOgsUOjvYVVfz0f3rm19QQXOeOlrzF7Kd6Bc/nnV6QGqV/QgHLLgRA8+NlMqnLJqWSW1dnLCR9OlQvRTTsVabXhznAnKeZCA5lmm4sHMsTb7MWIGEPfuVyxy4O4Eif6/Lbf+tWAQenTWWcsx6dFfLVo7rbt8zJYO6ta6eD/60x75+tJEzxETt8HPsx7w3y9PVNh/xdf7D+yIp8Dj7/9IoPTmMbroyxed9pNGCj1o0uQpxMj9+8jblruBKAVBp3y/P/kcpHnND8BHAoM0AuIGI2clrqxihZpFRdW4RQ+88WJ0B5gpPIpfPyRZnx2++KlX3wHiNg0/5HCokcNnArpblyJfxaNntWj7h4ezH3w6UaLLs2pOgDG+DrxMvvBf9465J6T7Vv/SWUSbmNZddq6z5KHvrqMnyvWN8Ot05IY3mTUirOsiWDljKDJD5KD/uV0p8UrN9Wp3YdZZh6TQLTMV+rNTDTD05tbVx/d1EKVB4meGi6Zlu539pSWFiHsDLT7k+rj+UuhgLngR0Yh1OSswZmx6Q7suuVkUoNZbhuYS7ILirX3MASk39WWeNcNxxFRg1QjDLGd73PDojk64dmuzTHOXcupGq5ntazn8u7hJHq+/LoSG9XDcBLDXwsndntGhKdMPwmkFZ/kyvlx2uehuk5AT56iCjzHHAOzgEATDgDp3rpWkdWAoEeYaWVTIX9KJ2wsnH4ufkRopsUq5BozfXdai0eQxvlhHLz4zXSrN/HeTdnbUMPjp2A9+4rdDp8/HkzL0nBxsi+OhjUjfei/4REx1KnVv4P/vRKJ1MkxwyqdW+F20elmTgwAVngnHzKsesDc40UrPUUYul687qk8oPdpX2C2oCElrlbjrLvPIm8zHEg5qPSnbsLaYDh1W0yg6yfRYHY7iB3DO3Z1PfjrEiwKiE5wG8/NTbYJWnXNUlzclQ/4bhenlGwDUDL+2tvLxZaV+lpmyEqz8FL6dX8173NjPPVbakMV5x53gMyz+3vJkT8iqX5XOzRQ3zQK78aFDbvhal2pM48uYsnAUdaFrMI7q3iVF8/fnvrWaXzp/DSp/FCD6aW+BHN0CQUfOhOvKiRMMcQHqKJ8p8sNUoN0KciQy2zAW9+TtrjZeUSIafn6BH4qNXY11+EO+qdoweNR/ZktdPOL0eT648CXio6QRbfd/IfDSTQJTZMEqgxjGbTvUyLrvMR+8eW8qW4GwjNUsdHanNllx1d22xbHDEBQkiGOQ+87Hme11NMwibRtmbzoIfzkaMmv0YL5f2xrTFh1VfNxjnD43rRNK88ekiwGgEjktHRw9IpBYNI0Xm5QWd1a/U8VewVI3pI1Ppku5xqpbJqtmXu/psrQw+6vf5HBftIvhogs98eVAwPNS72+dkRFTVMFfzOHrgpnmciS8PbKtZ9n7/DRmibudVFyeKsjWWWHat8F73ZE7E83elMkNmPT6GSibYHQFYi5olpgaam3mMJ8pv3p9DT92WbfeBa5QDYrPz98RdHugaNzjJMJMc+UF8q0bOa2SpbXKhhjwb4vRZ59EAHuueLPX0dFmorxMvLbNBwbVAdOn1JJitxi0+dEcXHc1TKzuaS/suLhbv6sSAPD7n7ViXMkfOnK3wuOYjn9hQm7lcKz2cHp2RRddd7rzml/xzUCmI6KqWnta4+7cS3sSXP8yjiff+TbtkzSrcBW6LSiroRL7+69oxfwi8pHj7Q8aRFybS47dyplmGqf8+SnOqYoUTmmoC4KEu5mclZeqynL2d4/Fczdlcygx/HfnHljcn7dS+bHrXv0xOCBOZ+PLMfzUP2aB2JD01O5smGaT+qV4BPin4a1OZzaq0HZjDmhuCj+CT+eONcUbWTJwtzbJK8FH68HU86A7GzAU9+LvrpxTI4CxWbiDBzRG0DoT6mvnIS9BTnBQb1zL4KA+WnDxd4bJ79R+HSlXdJ7+engaLfM18NFLmidUFokuv1jUOL+muvvOqYkfze3Jo7KDqA6obR6TQkluy6PaxaZp3u5YkJ1S+8L8fKvX49Siv0PaPJj/wVIo9+HPZtbNAJ2/Cs+/l0e8HS2nqosOqMx/Pyupw6QnzB2M00OrTPlY0puN6k540RTEbpdUUagKsbpdd63yiwdncwAyf+fL9oDcn7dTGFP218kM+Xkzw8vtt1Yb0t1VTx5iDjErHB1rO68H/rPvJAX7R+pxw6tr4UKA3w1TaNY326eypWQVRk29d+XvJrHTsKQ1JXbpde1Pz0WY/QVkwUbnOj5YZGWonPAePltFcpc6uMp9sPkPPrztFQ2cdpJc/yvdoOxwnY03qKS/3VFLbg9pcYM5l197UOPQnPvjgxhpqTjp4u/RLnt2y9I2THt22uEzj4KPs7pQOuFQtu9ao48zev5SbZMmDIvLh4y5w66rxlyueZqOaObPOKjiAdefEdFrzUK7TEgNWDj6q2ReFabDs2hd8gliJGd4+8ixrb/b7ajMa/XVCUL4fNeMhnbPPZ/7s9sRAh7IGnpxIinIWfETNR1ND8BF8Fh4a4FaSJpNg4bPFRlt+aEX+PoMtZRhWTdh0mFB5texaNrPjg3tn3TK1nGjyEhCtPPDiCXrxg3zKL6igjT8pN65RG9B6/NYsenFBLVFnaMXcbJe3vXeKcvMCMG7dJE8FuruzWs4CavLLvV0it/P36qXDco/NyKRshwZVT75pH5z88KcGpCX5c1DKclYTiNMqnLzw2eOUX1Cuuhuru23zNpiy/7C6zPBAZhCDfp6YmUXtm0TR7f+nnP0caMUlFV6dSHKb+ajziSGl5ai8TWao+SjPfNRz2bW/9iVafI4Zbe7CtY3nTfDsPTv8/ESvTySJmo8KgUZkPpqbCXZHYHQm3KcGVISKMzZWbAiBgwf31JxRDNSya6XJk2bBR2+WXcubUoSGOO0OqGXQO9XJ0m5/czxzzBP13MwIUWeoYY7rjBTHwAtY76SLp1llRubtq3flRfYHPJLoqNAa+7I315+mPQcqMwLPFNro0KnqZeaDe8ZTByerFc5rGe35smvFbtfu70NtDUo1/vPiCfXLsSv0GWubdxQZPoMY9NOsQRQtmp5FF3VR36hGL0oj6/2NBV7NvVzXfPSu+ZUnlB6eY2BHTuj8wFovu/ZiqqU2CTsQmY9mPE5WChJybeOM5HCfgphKr7+zuu0ceFTqdo3MR3MzxpEUmFpoiHUOdPxBzVIzK+5WzXjmz98mDEkyXGDa5rjsWoe3e4Q3y65lB8W8bc4yH7UcdkbpOurLgTgykP0rELXqtAxU6cnZrkS+j/H2BMegHsp1KvnAR2mfUFBY+aIdOmb/4tVKC6eHpmXSommZ4iCoaf1IevWe2jTzmlSaM1a51IPny65tfs1m3bS9ZqZ1qZNtcDWWjp4qp2sW/O3RY3P2F8s/41kwxIzLFsFawnzNfCyx0cebawY1QWnZtedvePm+lWuUsxyFMjP+OhaRNxcz4/5Lu5VN9nek9LeNcZLJyMfLSt2uozVchQT+h78e+Cw0FMFHTyjtSB2Z8YPKHWQ+uqeuoLl/B4d00CvNF+Tvdq22xKvMR4dl186632kZbOOJUCCW0Tpytw0jL0xw+jucAwiGmo9kDjb9go/OPmf576F0n7HRoYrLomOiKq/cvmk0vfVALi29NYuyUsNpQNd4pyc8XO2zl7x+gjZsOWv3+1IVTSjkGYbeNKlyf//2P0v3r3X90BmPHhZLWov+DUKqZfAyphAEVGU+urjOph2elVfxhpr95bSRKWT8hjO+LXO+Z0q6aGy2aHpmjesh81EdrRIdHP+WSn/b6H8/Z5U+x5USdnxtugiBhXAA+AyZj55RSiEPhixBFIzX5sM+NGDLrhUydwJZ89Fh2bWzoKwlA/luAlrXDktRzPzi18KK+xYjC0TwsXf7WF3vv0HtCE3up1GdSLtaUhItZhTODl5Tk8IUDwSlA1/HwK38vcbBRm/eP/KD3cMnymnB8mN2NeXUBB/vfe447dhbLDIHr3/wMF0z/xAdPVVGWnHchuJ/g4OeBLLV7Gt//qOEBtz0F737xZmgLSUA1t2Xu9o9fPqtMbIeL+vt/ORkIJVqmPmYnhxOw/omiBNFHIgMdM1HM85DtTpmc/xbKt2vs0zGymXXIV4dR4NxIfgIPkPwUftl11YUiOWHZqPms97fsYzqbtcKNR81egxPJpqHT5TVWA4ovW4Nc2oGRThzR8uJih7LztW67vJk8T01sfrN5KweXVx0zdcU2cf+F4jXfEA393XUfHlP8DLkBZPSqXWjKPrPjd43MOIDw4VT0kW5ibGD3Jec8HWfwo8jasMq7MtufOgwbfzpbI1lxlp0mVZc5l1Ufb+lKmOI0xYfpv7TD9Cv+0ro7+Pl9PRbpzTbVsfg3ksf5tOHm854tL/Tc26D4CPoRuWw3b2/xP1duYgyFRUHfgwbuVZem8bVdf96to31eN/qLDu6W+vYgJzAH9KrOsh7/XBjZpv6Y+7i+FkcoZT56GTlUmx0CO37p9Sj2qpgfIgdg8+w7NozaiboVkxOQuaje2qyavyduSYtx9MziOLJQeuaz0+LzD75skOpk+P9N2TQ5u2FooP0yrV5VCcrnNISw+jp2dl0y6NH6NQZ39ejBmpvN/myZBpxQWUTDQ6g3DkxnX7aXUSjBySpXsqO96D/BaJ5mJq/s9qAl/L9E/VqFyu+fNW9dSx1b+1woQbLrpWyqds1qQzUO3t55j1zjOaNjdF8uW+IwgPKg2lSHURPHTpaplmtTynTUfLaJ/ke30dkOD8XCu5SAmBZRSXu36eBPsHnbndZEcizp270aBND/3dJEp0tqqDLz1eXnSk+H2zGbDiTnRZOy+dki+ejppmk0XDW/6xrUunBl2o2KPNEeKj7pquO3au5MWK3VjGUFB9GexSC/mpLnoAxIfgIPkPmow4NZywYI7Dic9KamtiQv19HqRGBUsMZ7QpSq7+u9PDyRJiwfzeEu/AN7pkgMoA6t4gRxcY5WNugdiS99Z8cuuCGAz5va6Dm7rmZ9h/XfdrHii9Pat4h+zgwmSa10sPp72NlNE7j7D6rLiXXorKD0jZKWT+u9luOAbyUBN/fNMrLvO274HrD8SDOVeMabpDzkIuDSDWBFVXbU6jPDhLBR9BLiIXmuYF+fF9w1igHHz27jboTRSkJoXTydIXfT+Cfk1tdWsSM+neN9zn4GKam4YxDzcdXFuZU/X9Qz3h6+cPqk2HtmkRRWhIms2aG0DH4DMFHzwRr8BGjhDT5u/v7zLp0MC5N2No3idK8+7MnmY+ZKeE1Ogk6ZpfxJLZxnciqJhLSZVoIVPDR08Y5yHw0Bh53T87KogenZtDV/SozV81o4bXpYql2r3YxFMdLl3WkxQkOpYxTKbvCVTaqY5Crexvf93FKbzt5d2k1NR+dZRqqCdBlJIdRTJTrv5kWwUc1zfS8hV0XmIHRayobOPHRK3afDy6e3CM3Z4nPrjvGp/llu8B5ckGEh92rL5UtX2cTh1SWHwLzQuYj+CwMy649oqbWliWDjxgmGjWcCQnotl3YOY4OHC4TWTZDetZsaqJ3JpXUfdWuk6DKWMjES5No3VdnaPqVqWQ2ngadlfYzgVgCDCSWDnVspk2gPlC6t4mldxflujxI0Mq1Q5PpmXcq6xl6u1xN6WRDVfDRxQesfFninLFpmgTsld53dsuuZcFH7vrZtnGUOMmy9kvXTVkcD+LkmY/ccCo5IZR+/KWIbh2d5rYeZLEWwUed6sklxYdS3476NlEC0ELAY49uDh6s1jW+cl9ec07oqG52BC2YVFmf+ORJ97U7g9V5LaNp844ialxHm6ZySscsSnNTZ92uWVyM/e8wjzU/BB/BZyHIfNQh8zHQMxjtyWv0gTI1B7qBGhrSpvFEYsKl2p559GTZNS9X5C6vfx0u9bj49NX9ksSXGXma+RihcP3keMzaggU3cpn39DFN79MfgUfGXUoT40Kpdka46Fqq9farXXatVZa50v5JXnOzVFZvceG1GaKJ1Mp37ZvJKPlmZ5GoJyZleJc7bPv4wck0frC6bZR33zZS8PGJWVlUNyvCbeYmgBEYfupus+7rjQQH380dl07f7iyk9k4aGWpBOfMxRPVxkRWPj4MNPs3B/Gf6TEbN0iQrvqSYGJhz2bU/Mi49WXZ99GQZjb7zEG3dUxyQM6F3TU4nc2Q+1nxNG9c1d/0h8KyRyxMzs8iMeOwO6BZPbRprewAkLVMOVRl81Gqf5y7zUb7sWtpGtYE8KUPUMXvR00Dgvn986ED0L3mZC600qx+l+zJ/CG58skMrRs/KsloOAIKP2uJ9bd+OcWK1hl5c1WNWM/cNdFMn8B3+hAAGzGCqX1u7lHejsNqkJ1iXXetBqfudM2u+OFOjU68/J/w928YGZAmgpxMupZqPUr1MCA4I2lTjbMIoFZmPJ8/YNN+vKN2PvOZjSVnNkwZqT8i8J1uaXVBYEdC/fVy0FU+bgtXxklyuy3vPFN9PLAY6KyvY3oHyEx5GD/ya1WW9K8srTbpMmxVPSp9tkS4yHx2PefB3Nj8ciYDPsOxaG5ypwKnnHNjgZhlWg7OS7qlZPhyoTGM9H9fXRgVql11rhZcBGn/ZtW/L28H8pPqoQPSfGyvrfbk7gfPc+8V+WXYt73Ztl/n474kYb5Yw8xJsSWwAAoF6ZD4C+EPT+lFUWOx76YFAB0aCbUXqgknpNH3xYVHftm8H1IXVw7SRqaILuVbZkEo1H11lPgZ6vg/aQ/ARwCC6toqh+RMDs6TTH7iIPh/McV2q28aYr+GHYTIfLRh89GTZtREm/Od3jKVPvimg9OQw2v5bdbDC6MuufX2dwVzkS4iDnTzgmJ6k7iBKz2XXZbKAo7zmY3Xmo+ePU1BUfT9xAQgEIvgIZuaq7pxaKEPlXy0aRtGr99am+JjQqsx20J6Wy7CV6pF7FHzEn9n08CcEn+GzFtSIiQ6lFxbUpkXTMumiznGB3hwTL7v2x5b4u+ajuSb8dbIi6OW7atFjM/xXUy87LdznZdeeZk+CuckbkDhaND2TgtX1w5MpJdH9jlSrzEelRI0yJ92upeCjp5mPeWfKaekbJwMaCAxEtiWAVnjJ9NX9En28D3XXq5WmHMyJd+js6/HjU/DJSA5HQyoTUSqz5EngGMFH88OfEAD8pnZ6uOiiFqi6hZZYdh2omo+Gznz0/2si1XaKidL3sbu1jqGVd2R7fOZZaSm70lJssC6bi1oX7ZtUN3Np3SiKggl30H7tnhyaOy7N5fUcu2x6S+l+5Muu/zhUKr7z1ZLiQr3aJz7y6gk6dLRMk0BgUrx3hwaO2ZZxPgZSAPzNVa3UerXcl1tRu8+YMy5dsSzK0pnZ5BPZw+P9B0ak1HCGT7ZxaZSebWNoqZtGeVp9LkPgIPgIPkPNR/0PFCE4OJ7R69gs2jjLrkONWfMx0POQhVMydG22MOPqVGpQ2/MasOHh6iZ9YF2N6kRSrXTnGbPPzqtF1w5NpvmTrFvuwxkO7rl7P+jZcEae+fjLn5WlG5rUixQrBLzZJ27YUmj3sy8NZ5SWwHHNL3ccA55rF+V6vQ0AgVAiK4HgaIGKskhqMx+TFQL8Ey9NFs1vtMJLkQGMRmlFAQcfOzWPobsmZ1DzBlGGnvOD7yy5Zzp27BjNnDmTmjRpQrGxsVSrVi3q168fffzxx6puX1xcTPPmzaMGDRpQdHQ0NWrUiO6//34qK3NosQpCbGT163JOrvW6NOvhxhEpgd4EMCDHD1WlpXeBWnJw+qx+BeR8WQ4c6CUYnEHGmYlcUkAP3jaJUcqcUlqKDdbFGQIr5mTTpb0qu1U6ql8rgkZelEgpCcGZEutu36Hrsut/l1rzSUepViPXkJVIQUg1blt6xKcaWo6U+hSlJYWJ4KgrjkvnAt35F8BTxS6Cj2oyH0N8mPO4KpPhDdRgBSOSn3iToOZjcLFcw5nCwkLq3r077d+/nyZNmkStW7cWwciVK1dS//79adWqVXT11Ve7vI+RI0fSu+++S+PHj6euXbvSpk2baM6cObR3715asWKF356LWSTFltDwPpG052AI3ToKjUTUuLR3vJjIvPB+Hu3Y65+GFWB8jsuHlc7wBeqArqjYmJm5Rji+9SYzUS1vsxWVinqj23Xw4SAW1ygNRu2bRNGPvxZTbma4VwcxoX5Ydl1UYiNp0YO8blm2k5pwSr77uUjTAzSlRRhcl9dd93Slg0oAM+nVNoZe+yRf9/lImMLbu1yD94/88fUuCQOgVt2scNp/uMxpUNyz4CPGtdlZLn68bt062r17Nz3wwAO0ZMkSmjhxIs2ePZu+/vprioiIoGXLlrm8/QcffCACjzNmzBABS749f5d+/vbbb/32XMzkqoui6JGbsygnMzgPcrw5GOnQNFpkEwBIHD9TjXQoZ9SzjaUWS0jnZdZaZF8pZTli2XVwCtaSHvMmpNPMa1Lp4Zsyvaqxq2fmY+m/gYZC2UkdebAgO9W33ABf3utK44UzqStkdSqdZdI61hG9c4LrupoARtK0fhT17Rjr9e3V7mrDdcp8HNS9Osu9d3vvnweAlu6ekkFN6kbSsL4JiidDPWk6qdXnMgSO5f6EeXl54nvt2vZL4FJTUykqKori4lx32X3llVfE95tuusnucunnl19+WeMtBgBQDj76snROa1ovCXJlQNc4uve6DJp1TfBlUjerH6lN5iNqPsK/3CSsWRY3aRrQNV40mAlk5qPS3ZT/G8grLK5QDD7ysszOLWrW/PVL8FHhMncNcJrWj6Q2jaNEE5+B3eJozti0qgCIq87dbRtHUR8EScBALvAh+Kh2X6sUQHGXWazGoB7xoo7vzNGp1KVFjM/3B6CFulkR9NTsbLuSY/MnpovVOL3axXjY7RrzWLOz3LLrPn36UHh4ON1+++0UHx9PrVq1ouPHj9ODDz5IFRUVIgvSle+++45ycnKoTp06dpfzzxzQ5N+7c/DgQfElt3PnTvE9Pz+fTp48SVbBz0f+HTwTGVbZ5ZJFhJZZamxYkd7jXZ4Fw0KpenxIAjVGiopK/fbYDbLLqWluEX2zs+bzV2Kl982ZM/ZjKy/vpFdL7c+eqRktLio8QydPelbmAft48yssLLH0e8ZbZwtcp00XFPB8zffVCWfO1EwZzD99lk6eLKMjR6t/F2Irtvu7TB8eTqN2evmYp/PopJcpIhUKyz+LCgvIZnOe+nj1hWF06tQpat+IqH0jftzTJD2Vc2qH0q59yrcd2iuUmtUPpc9/VL5fjFP9YR9v7+zZMq/HYl5eher353ktwmnzzurHKigo0mS8X9yR/y2n43nKn/XB/p7CeDeG1g2Inp8bT9GRno3J/LxTVFaMAKSvYz6Q499ywUduDvP666/TtGnTaODAgVWX5+bm0hdffEEdO4q9slOHDh2i5s2bK/6Og5KOQUUly5cvp7vuukvxd1u2bKGCggKymq1btwZ6E0ypfnw4RUc0E/9vkLCdNmyw2BpSi9JrvFdmF7YT/89KKqBjR3hfYb9kcMOGDaSvysd3dOLkKdqw4Xu/PO6ePb9SxNkTtPcId1ht6PaW+r8mvr12nvjxB36Nqz+DvvzyS6/u52wxf7y3srts166dVHTMuwkH9vHmFVXKAbTWVT/XST1NGzZsoWC3/3gCzxqd/n7Ljz/Q/via9RQ9deIML0G2n1fu3fs7bbAdoUMneTXOueKygwd+pw0bjmqyT/nuu80UF1Xm1X2VlHKw2n5p3PYdO6mgIJsrdineZtu2n+j4AeW57am8xtx7V/F3O7b/RCf+KqAe52bSV7tzDLxvtz7s4yvtO6a8X1AzFkvKOPDexu31Nn39FbXKCKPNss/offsP0IYNh0grxaXK24L3VCWMdzOp/uza9PVGigj341Isi4753bt3B2w7LBd8ZOnp6dSsWTMaPXo0nXfeeXT48GFavHgxXXLJJfTZZ59Ry5Ytnd727NmzYnm2Eu58zb93hxvdyAOfUuYjN7Bp164ddejQgayCI+c8mNu2bUuJiYmB3hxT6tu7MssgKqJboDcFDDDeE7LLaMvuMhrWO5N++LWMtu63P3vdq1cv0tNjH59WvDw+IUnXx5Y/btOmTahXuwiK/rmU1m1xf/Cv92vizXNITwqhY3mV7+3YaKKzRUTjL4miZ993nXnY9bxO9NLGAp+f25lCGy3//IzdZS1btKQOTT372Mc+3ho6dKygdV+XUEEh0VUXZlNKoj7d2c1k++9l9M73hU5/36lTB8rN8D3z8dCxCrv3NKtXvwH16tWUtuwpI/q2chtaNDuHenWqPBnpbn/sTvdu51FiXKjL+0qODxFLz0/k22c6Tr40gR57w36/26xZc/r1aAkdyVc+6OvQri2dW1f5tfpoVwH9fUr5dh07tKVGuWF0KrSEvtpdbNh9u5VhH2/vp9/KaM0PhV6PxcTsUtr5Rzmt+9r5yo3evXqI0gpf7C2g3Qcq3xu1a+dSr17OT4Z4ipdxP73efg7Agv09hfFuPvLPrp49u7ss5QHqxry7MoR6slzwkRvCXHDBBfTEE0/Q5MmTqy4fOnQoNWnShG688Ub6/PPPnd4+NjaWiouVDw6LiorE793hDEn+UsJ/9JSU6poHVmHV5wXg7/F+UdfKL1a/jo1+2H2Uvt9VfSCo//vMycFuSLjOj139uPFxcZSSEkdxcXyyx33w0Tj7nurnsPimbPp4cwFd0CmW4mND6dipcmpaL5Keff+Ay3tIT+NszwKfn1tUDB/Q2B94xMXHU0qKd3WgsI83N/7T3VQ/0FthLEkJvG9xHnxMTU6ilBTfm+idLeUghH3wMSoqhlJSkig84mzVNqSm8PvT/oAgNPQ0VXiR5JGWlkLxMfbBxysvDqnq5NugdoSoz8j7qDc+s9/nd2iRQvTG33aXxcTGU0QE37bmEn6WlJRAKSnKJ+7Dwoqd3i41hfcrkRQaxvXaa869sc/xH+zjKyUlKu8X1L42/bpXfq37er/i78/vGEvp6ZX1rHu1C6XdByp7FbRvzvsbbeufLpwSTSvfzaM//y6tqgWNv3EljHczOW332Yb65b6P+UAG3i0XfOSgY1lZGQ0fPtzu8szMTOrRowd99NFH4vdcF1IJ13V0trSaL69bt64u2w0A4Ig/YB+cmkmj7jxEfx8L7JJ8LYqhqyU1gjBznwzu6Dfx0uSqnzOcNL1Qauwwql8irfo4nzo2877hBDevyEoNo8MnqmutBWvXY4BANpxR2nVK+9MyWX1FpaYu/BlQ4sW+lwv5O/q/gYmUnRpG5+RGUouGlYHC8LCaq3mUSsxGhFU2wfHmtXK125Gec2EJ9k1gzP1CfEwIXTdcmyDVIzdnUpvG1Z/rIy5MpOP55RQTFUq922nfIKZ761jq1iqGrn/wMP1xqJT+c0OG5o8B4E/oN2N+lgs+/vPPP+J7udRKUIaDjny5qwOwTp060apVq+jAgQN2TWf4Z64HOWzYMJ22HABA2eLpmfTel2dE51C9NakbSb/ur5mlorBL1Z3VY2V3TU6nJa+fpON55XYH4+MGJ1G31jEiSOAtblLzxKxsGj67+mSaxV9OAI+4Cy562a+lhtIym5P6vhx8lD1emHbbEKbw3Lij6JBeXM/O3WPWvG2XljH01nrnS8BdbWeFiuBjkazrN0AgOY7/dxfletX0TYljxhaP/6lXVGZB6kXMBWZmiYaGcQ7Z0ABmg27X5me5vZDULOaFF16wu/zPP/8UhfvbtGlDERGVy2j27t1Lv/zyi931rrrqKvH90Ucftbtc+nnUqFG6bj8AgKPstHCadFkynVvX+2CUWvMnpYulOY7KFTqg6iVY5hY928ZS4zoRNQ5GeHLVrEGUz3VtUhMdIguIPgKo3s+4y4z0hbSUukwWmFRaSubt8jK1QUul+3eMszw2I1Ncz3Xmo4sHcbHfkRYhFSHzEQzCcSxrFXhkFX5cQSLHcwoEHgHACCyX+Th9+nQReLzttttox44d1LVrV5EN+dRTT1FhYSHdc889Vdfl2pD79u2zy4TkpjSDBg2ihx9+mPLy8sTtN23aRCtXrqSxY8eKBjYAAFYOdN45IZ3mPXNMMVPHH0L+jQpYMfNx/sR0WrbmFI28MEHx4F9puaQvWjWKou2/VdZSS0vS+M4BTMxdcNFVsM0TXF+RTzLsOVDqetm1wuN5m/moNjtE6f4dbyqdBHH1eillS0oqXOzIpedcVGzBnT2Ykp4nPzNSLHfYDQDgEcvtBevXr08//fQTLVy4UDSWee2110SX6i5dutDs2bOpb9++bu/jjTfeELd/+eWX6aWXXqLc3FwRtJw1a5ZfngMAQCCFK9Qekx8k+2vyb8XDUV46L18+L6/zxs9byywLdvv/pdH9zx+nc3IjqGl95YYQAMHIXYBOqyAEv6efnJVNew+W0pQHKksDrf7vaRo/ONn9smudC+sr3b/j6yLtk7JSnR8yuApM2lR81kRHBUm6OwTlss6B3eKoSb1IcXIXACCYWXIvyLUaly1b5vZ6vBRbCQcr7733XvEFABBslJbi+TXzUXp4K6Y+OrDLdNTh+JsPdh67JUv7Owaw/LLrEE2DfKmJ9hG6/tMP0JRhyS73u1rVnXS6XQr373j+Or4joAAAI7lJREFUQ7rOhCFJ9O3PhXRE1sSq+jrOX6vWjaLpt3+zPjn7Wl7jNvLf4OO4QUn00Sb7juAAZjZ5aDKtWHOKru6fKE40AACABWs+AgCAb5SW/o4ZmOS3xzdr7HH2/6VRrbQwmnWN+gLy8sxH5P4AGGfZtcZJyIrBTHfdrvUOPioFPB03U3odkuLDaNXdtenp2dk1b+NiO8cPTqJe7WLoku5xdGEn+6ZpUn1hXo667uFcuu86dOOFwCop1WbiceVFifTew7kIPAL46N7rMigjOUycAAPzs2TmIwAAeM/xIJiDaRd1jvPb40sHu2oOAS7tFU9GcXGXOPHl7cG/1sEOAHDOXYkDrVc8KwUSuQOtq9/rvuw6VE3DDfn1QxQbYbkKPsZGh9KCSZVBxRXvnnK47xC762WkoC4tBJZSd3pvxUQhxwfAV11bxVDXVjmB3gzQCIKPAADgMhumf9fABPjcZT6O6p8osgusUl8TwUcA/3HXeTZE47iB0tLkVR/lu152HYiajw47IsftVsqMD1O588I+Dsx08jUpHsFDAAAtYa8KAACGOkB0ExOoMmFIMsXFmPtjLAKJPgAB4a6OrWMQTu9l3uEK6QCZOmcCKp3gcZX56CxIqrZhjDyOKS25BjCSFg0jqdU5URQXE0L3X48yAAAAWjL3URsAAGgu0LUWK/4NCiTGVX9E1c0KD5rO4gCgv3JZvUU2d1yazjUfXf9eKah381WpdvtBf9S3c3zejttdrnB2KCpSZfAx1H6ZtdE+ewC4FMCjMzLprQdyqWn9qEBvDgCApSD4CAAAhlwO2bFZNHVpEU3ZaWG0YLI1MxDsGs4EOuUUIIjFx4Z6FCz0lKuO0M6Cj9ytfvV9OfTiglqkh2KF4KPjZjpmgKYmhnn83CTyu4pRmS0J4G/8WaxU2xQAAHyD4CMAAASc/NhVSqzhA4D7b8gUHVbrZVs08zFMv2AHADjXuG4k1fk3o/qeKekKQTd/Zz4qX85BkNzMCJpxdSoN6Rmve+ajY1dux3Mi3ESDM8N8rbMZpRDcQeIjAACAdVnzaA4AALx2Tk4EZaWG0eET5TRnrP1SRL3wgXlFuf2y62DICJRnOyl1ngUAfXC23vI5tehEfrnIMPzhlyJd9zvugplKmY9yg3pUBh7XfnnG5fUu7BzrW/DRYTOU9kutG0Wrfgy7xytTzvqWpCVVR2DbNcGSVwAAACtB8BEAAGp0QF02pxb9c7yMGuVG+OUx5cf5tiAq/GUffLRukBXAiDirkAOPTO9zHO6Cmc4yHz2RkhAqMiTVkgf71Dac8UVpmc1l8JGXdM8cnUrbfiumCUOStHtgAAAACDgEHwEAoIaE2FBKiI302+NV1hWrPDB16ANhafJAKzIfAQIn0LF/LZpPdWkZQ9GR6ncknE25/vsC+vmPEqdBUsdl2L4ocxN8ZAO6xYsvAAAAsBYc6gAAQMDJs20cl10rue96azSgkTeO1fIgHwA8E+jqDlpkPntaN5YzP5fOzHZ9n1pmPpa7Dz4CAACANSH4CAAAASc/aFaz6vq8ljFkBeX/1rnUatklAHjHjGUPMlPtdxphOkRQnd3leS0r6z5OHpqs+r5KZTUmsb8DAAAILgg+AgBAwFUuu65ULk8HtDj5c+VamwAQfJmPTeqpL3HRt0N1Q5n7rsvwKfPRFwunZNCLC2rRlRclqr5NqZuGMwAAAGBdqPkIAACmy3y0inLZEnMTJl4BWEYg33992qvvUD1tZIpYLt2gdgQ1zInUPfjobH/MmaK5mZ41JMOyawAAgOCFzEcAAAg4eYOBph5kAZldBTIfAQzBn1mDvkiKD6PbxqTRFRfWzDjUo26sP7tdAwAAgHUh8xEAAAJuzMDKA+ms1DBqWj+KgkVWWnhQBl0BjMaxy7MZaRV7XDApnRauPEbtm0aLYKce3a7DcQQCAAAQVPDRDwAAARcdGUqTL1PfuMAqLu4cRxt/KqRTp8tpyrDge/4ARhHIZddaxT3DNMre7NUult5+MJfiY7R9UUplDbYikOkNAAAQVBB8BAAACBBean3PFPumEQDgf4FMfPTlsXm5eEWF9suuE2K1X4fev2scbf+tWPy/Zzv1dS4BAADA/BB8BAAAUxg/OImefS+PLu1VXR8SACCYaj4qZTtWBx/J0C7uEkcFhRUUFxNK7ZtEB3pzAAAAwI8QfAQAAFMYPSCJBnaPp5QEgx9hA4DphJq05iN3nS4lW8CXjqvd1uHn12yUAwAAANaHIzgAADCN1MQwSzSGAABjCfHDjPiBGzKoVSNtG2rJ6zxycA8AAADAiBB8BAAAAICg5o+4XecWMfTYjCwa0jNe07qxEm+XXT98Uya1bRxF8yema7ZdAAAAAHJYdg0AAAAAQU3LZi3udGoRTWu/PKN55qO3z6HtudHiCwAAAEAvyHwEAAAAgKDmzxXL3Vr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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 初始化白噪声\n", + "white_noise = np.random.normal(loc=0, scale=np.sqrt(sigma_sq), size=len(time_series) + filter_order)\n", + "\n", + "# 通过反因果的白化滤波器$1 / \\left [ h \\right ]$来生成时间序列\n", + "# 这其实是一个卷积运算\n", + "generated_series = signal.lfilter(a=coeffs, b=1.0, x=white_noise)[filter_order :]\n", + "\n", + "# 对生成的时间序列进行逆归一化以恢复其原始的分布特性\n", + "generated_series = generated_series * std + mean\n", + "\n", + "# 绘制生成的时间序列\n", + "fig = plot_time_series(generated_series, dpi=128)" + ] + }, + { + "cell_type": "markdown", + "id": "377d2266", + "metadata": {}, + "source": [ + "我们进一步对比原始序列和输出序列的自相关函数,以验证生成的时间序列是否具有与原始序列相似的统计特性。" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "441a30c4", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plot_simulator_statistics(time_series, generated_series, residuals=generated_series - time_series)" + ] + }, + { + "cell_type": "markdown", + "id": "8a51d288", + "metadata": {}, + "source": [ + "从上述结果中可以看出,输入序列和生成序列在自相关上一定的相似性。且在功率谱密度的拟合上几乎重叠。这说明通过维纳滤波器基于白化的时间序列生成方法能够有效地捕捉输入数据的统计特性,并生成具有相似自相关和功率谱密度的时间序列数据。这种方法在信号处理和时间序列分析中具有广泛的应用前景。\n", + "\n", + "根据Q-Q图中的残差检验结果以及直方图显示,该过程拟合的残差为近似于正态分布的,这进一步验证了生成的时间序列数据在统计特性上与输入数据具有较高的相似性。" + ] + }, + { + "cell_type": "markdown", + "id": "78cf0389", + "metadata": {}, + "source": [ + "下面我们将进一步演示`S2Generator`中基于维纳滤波器的时间序列生成器的使用方法。" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "87e20e27", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Generated Series Shape: (5, 2872)\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 实例化维纳滤波器模拟器\n", + "simulator = WienerFilterSimulator(filter_order=8) # 这里我们选择了一个稍微高阶的滤波器,以捕捉更多的自相关特性\n", + "\n", + "# 拟合模型\n", + "simulator.fit(time_series)\n", + "\n", + "# 生成新的时间序列数据\n", + "generated_series = simulator.transform(num_samples=5, seq_len=len(time_series), random_state=128)\n", + "print(\"Generated Series Shape:\", generated_series.shape)\n", + "\n", + "fig, ax = plt.subplots(5, 1, figsize=(12, 10), sharex=True)\n", + "for i, series in enumerate(generated_series):\n", + " ax[i].plot(series, color=\"royalblue\")" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "d28a4eee", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plot_simulator_statistics(time_series, generated_series[0], residuals=generated_series[0] - time_series)" ] } ], From c6b9c486b42fd36ee1242cf65d456a70370854fe Mon Sep 17 00:00:00 2001 From: wwhenxuan Date: Thu, 19 Feb 2026 23:36:24 +0800 Subject: [PATCH 7/8] whenxuan: transfer the wiener filter --- examples/20-wiener_filter_simulator.ipynb | 117 +++++++++++++--------- 1 file changed, 67 insertions(+), 50 deletions(-) diff --git a/examples/20-wiener_filter_simulator.ipynb b/examples/20-wiener_filter_simulator.ipynb index 08ed30e..d7077c9 100644 --- a/examples/20-wiener_filter_simulator.ipynb +++ b/examples/20-wiener_filter_simulator.ipynb @@ -9,84 +9,96 @@ "\n", "This notebook demonstrates how to generate time series data using a Wiener filter based on whitening. The Wiener filter is a powerful tool for signal processing and can be used to create synthetic time series that mimic the statistical properties of real-world data.\n", "\n", - "在随机信号处理中的维纳滤波器是基于正交性原理设计的最优线性滤波器,旨在最小化滤波器输出与期望信号之间的均方误差。该滤波的设计依赖于输入信号的统计特性,特别是其自相关函数和功率谱密度。\n", + "The Wiener filter in random signal processing is an optimal linear filter designed based on the orthogonality principle, aiming to minimize the mean square error between the filter output and the desired signal. The design of this filter relies on the statistical properties of the input signal, particularly its autocorrelation function and power spectral density.\n", "\n", - "假设我们的输入信号 $x(n)$是由我们期望信号$s(n)$和与期望信号不相关的噪声$v(n)$组成,即 $x(n) = s(n) + v(n)$。我们期望构造一个滤波器$h(n)$使得滤波器输出$y(n)$尽可能接近期望信号$s(n)$。即:\n", + "Suppose our input signal $x(n)$ consists of our desired signal $s(n)$ and noise $v(n)$ uncorrelated with the desired signal, i.e., $x(n) = s(n) + v(n)$. We want to construct a filter $h(n)$ such that the filter output $y(n)$ is as close as possible to the desired signal $s(n)$. That is:\n", "$$\n", "y(n) = h(n) * x(n) = \\sum_{m = 0}^{N - 1} h(m) \\cdot x(n - m), \\quad (1)\n", "$$ \n", - "其中$N$是滤波器的长度,$*$表示卷积运算。由于维纳滤波器的设计基于最小均方误差准则,我们需要最小化误差:\n", + "where $N$ is the length of the filter, and $*$ represents the convolution operation. Since the Wiener filter is designed based on the minimum mean square error criterion, we need to minimize the error:\n", "$$\n", "E \\left [ e ^ 2 \\left (n \\right ) \\right ] = E \\left [ (s(n) - y(n)) \\right ] = E \\left [ \\left ( s(n) - (\\sum_{m = 0}^{N - 1} h(m) \\cdot x(n - m)) \\right )^2 \\right ]. \\quad (2)\n", "$$\n", "\n", - "为了便于得出矩阵形式,我们将(1)式改写为:\n", + "To facilitate obtaining the matrix form, we rewrite equation (1) as follows:\n", "$$\n", "y(n) = \\sum_{i = 1}^{N} h(i) \\cdot x(i), \\quad (3)\n", "$$\n", - "此时均方误差可以进一步被简化为:\n", + "At this point, the mean square error can be further simplified to:\n", "$$\n", "E \\left [ e ^ 2 \\left (n \\right ) \\right ] = E \\left [ \\left ( s(n) - \\sum_{i = 1}^{N} h(i) \\cdot x(i) \\right )^2 \\right ]. \\quad (4)\n", "$$\n", "\n", - "为了求得$E \\left [ e ^ 2 \\left (n \\right ) \\right ]$的最小值,我们对$h(i)$求偏导数并令其为零。设$h = [h(1), h(2), ..., h(N)]^T$,则有:\n", + "To find the minimum value of $E \\left [ e ^ 2 \\left (n \\right ) \\right ]$, we take the partial derivative of $h(i)$ and set it to zero. Let $h = [h(1), h(2), ..., h(N)]^T$, then we have:\n", "$$\n", "\\frac{\\partial}{\\partial h(i)} E \\left [ e ^ 2 \\left (n \\right ) \\right ] = E \\left [ \\frac{\\partial}{\\partial h(i)} \\left ( s(n) - \\sum_{j = 1}^{N} h(j) \\cdot x(j) \\right )^2 \\right ] = 0, \\quad i = 1, 2, ..., N.\n", "$$\n", "\n", - "对上式进行进一步的化简可得:\n", + "Further simplification of the above equation yields:\n", "$$\n", "E \\left [ -2 \\cdot x(i) \\cdot \\left ( s(n) - \\sum_{j = 1}^{N} h(j) \\cdot x(j) \\right ) \\right ] = 0, \\quad i = 1, 2, ..., N.\n", "$$\n", - "其中$s(n) - \\sum_{j = 1}^{N} h(j) \\cdot x(j)$为误差项$e(n)$,因此上式可以改写为:\n", + "where $s(n) - \\sum_{j = 1}^{N} h(j) \\cdot x(j)$ is the error term $e(n)$, therefore the above equation can be rewritten as:\n", "$$\n", "E \\left [ x(i) \\cdot e(n) \\right ] = 0, \\quad i = 1, 2, ..., N. \\quad (5)\n", "$$\n", - "即输入信号$x(i)$与误差$e(n)$之间的期望值为零,这表明输入信号与误差是正交的。(进一步来说,满足正交性原理与满足均方误差最小化的条件是一致的。)\n", + "That is, the expected value between the input signal $x(i)$ and the error $e(n)$ is zero, which indicates that the input signal and the error are orthogonal. \n", "\n", - "假设信号$x_i$与信号$x_j$之间的相关函数为$r_{ij} = E[x_i x_j]$,信号$x_i$与期望信号$s(n)$之间的相关性为$p_i = E[x_i s(n)]$,则上述方程可以表示为:\n", + "**(Satisfying the orthogonality principle is consistent with satisfying the condition of minimizing the mean square error.)**\n", + "\n", + "Assuming the correlation function between signals $x_i$ and $x_j$ is $r_{ij} = E[x_i x_j]$, and the correlation between signal $x_i$ and the desired signal $s(n)$ is $p_i = E[x_i s(n)]$, then the above equation can be expressed as:\n", "$$\n", "r_{x_j s} = \\sum_{i = 1}^{N} h(i) \\cdot r_{x_i x_j}. \\quad j = 1, 2, ..., N. \\quad (6)\n", "$$\n", "\n", - "我们将(6)式中的下标复原为等式(1)的形式便有了:\n", + "If we restore the subscripts in equation (6) to the form of equation (1), we get:\n", "$$\n", "E \\left \\{ \\left [ s(n) - \\sum_{m = 0} ^ N h_{\\mathrm{opt}} (m) x (n - m) \\right ] \\cdot x (n - k) \\right \\} = 0, \\quad (7)\n", "$$\n", - "其中$h_{\\mathrm{opt}}$是维纳滤波器的最优系数。将其写为相关的形式可以得到:\n", + "Where $h_{\\mathrm{opt}}$ are the optimal coefficients of the Wiener filter. Representing them in related form, we get:\n", "$$\n", "r_{s x} (k) = \\sum_{m = 0} ^ N h_{\\mathrm{opt}} (m) r_{x x} (k - m). \\quad (8)\n", "$$\n", "\n", - "式(8)便是基于正交性原理推导得到的维纳-霍夫方程。通过求解该方程,我们可以得到最优滤波器系数$h_{\\mathrm{opt}}$,从而实现对输入信号的最佳线性估计。\n", + "Equation (8) is the Wiener-Hoff equation derived based on the orthogonality principle. By solving this equation, we can obtain the optimal filter coefficients $h_{\\mathrm{opt}}$, thereby achieving the best linear estimation of the input signal.\n", "\n", - "为了表述方便和计算求解,我们通常将上述方程以矩阵形式表示。设$\\left [h_{\\mathrm{opt}} \\right ] = [h_{\\mathrm{opt}}(0), h_{\\mathrm{opt}}(1), ..., h_{\\mathrm{opt}}(N)]^T$,则可以将式(8)改写为:\n", + "For ease of expression and computation, we usually represent the above equations in matrix form. Let $\\left [h_{\\mathrm{opt}} \\right ] = [h_{\\mathrm{opt}}(0), h_{\\mathrm{opt}}(1), ..., h_{\\mathrm{opt}}(N)]^T$, then equation (8) can be rewritten as:\n", "$$\n", "\\begin{bmatrix}r_{x x} (0) & r_{x x} (1) & \\cdots & r_{x x} (N) \\\\ r_{x x} (1) & r_{x x} (0) & \\cdots & r_{x x} (N - 1) \\\\ \\vdots & \\vdots & \\ddots & \\vdots \\\\ r_{x x} (N) & r_{x x} (N - 1) & \\cdots & r_{x x} (0) \\end{bmatrix} \\cdot \\begin{bmatrix} h_{\\mathrm{opt}} (0) \\\\ h_{\\mathrm{opt}} (1) \\\\ \\vdots \\\\ h_{\\mathrm{opt}} (N) \\end{bmatrix} = \\begin{bmatrix} r_{s x} (0) \\\\ r_{s x} (1) \\\\ \\vdots \\\\ r_{s x} (N) \\end{bmatrix}. \\quad (9)\n", "$$\n", "\n", - "通过式(9)我们可以通过矩阵求逆和相乘的方式获得最优滤波器的参数:\n", + "Using equation (9), we can obtain the parameters of the optimal filter by matrix inversion and multiplication:\n", "$$\n", "\\left [ h_{\\mathrm{opt}} \\right ] = R_{x x} ^ {-1} \\cdot r_{s x}. \\quad (10)\n", - "$$\n", + "$$" + ] + }, + { + "cell_type": "markdown", + "id": "9f7e783e", + "metadata": {}, + "source": [ + "After introducing the derivation of the Wiener filter, we will further explain how to use the Wiener filter to generate time series data. Specifically, this procedure is closely related to the **whitening** of data. By applying whitening to the input signal, we can transform its autocorrelation function into an identity matrix, thereby simplifying the design and implementation of the Wiener filter.\n", "\n", - "介绍完维纳滤波器的推导后,我们将要进一步介绍应该如何使用维纳滤波器来生成时间序列数据。具体来说,该过程与数据的白化处理密切相关。通过对输入信号进行白化处理,我们可以使得输入信号的自相关函数变为单位矩阵,从而简化维纳滤波器的设计和实现。\n", + "In simple terms, consider white noise\n", + "$w(n) \\sim \\mathcal{N}(0, \\sigma^2)$, whose autocorrelation function is $\\sigma^2 \\delta(k)$, meaning it is non-zero only at $k=0$ and zero elsewhere. In contrast, the signals we usually process have non-zero autocorrelation functions, which complicates the design of the Wiener filter. When fitting the filter, whitening allows us to convert the input signal into a white noise signal, thus simplifying the filter’s design and implementation.\n", "\n", - "简单来说,对比白噪声$w(n)$,其自相关函数为$\\delta(k)$,即只有在$k=0$时才为1,其他时候都为0。而我们通常处理的信号往往具有非零的自相关函数,这使得维纳滤波器的设计变得复杂。来滤波器的拟合时,通过白化处理,我们可以将输入信号转换为白噪声信号,从而简化维纳滤波器的设计和实现。\n", + "For data generation, we randomly initialize a white noise signal and use the learned **anti-causal parameters** to generate time series data with specific statistical characteristics. In this way, we can ensure that the generated time series has similar autocorrelation and power spectral density to the input fitting sequence.\n", "\n", - "而在数据生成时,我们将随机初始化白噪声信号,并通过学习的反因果参数来生成具有特定统计特性的时间序列数据。通过这种方式,我们可以保证生成的时间序列与输入的拟合序列具有相似的自相关和功率谱密度。\n", + "Suppose the input signal is $x(n)$ with autocorrelation matrix $R_{xx}$. We will design a **whitening filter** $\\left[ h \\right]$ such that the output signal $y(n) \\sim \\mathcal{N}(0, \\sigma^2)$ is white noise with a specified variance. Based on the Wiener–Hopf equation in (9), we have:\n", "\n", - "假设我们输入的信号为$x(n)$,其自相关矩阵为$R_{x x}$,我们将设计一个白化滤波器$\\left [ h \\right ]$使得输出信号$y(n) \\sim \\mathcal{N}(0, \\sigma^2)$为特定方差的白噪声。基于(9)中的维纳-霍夫方程有:\n", "$$\n", "\\begin{bmatrix}r_{x x} (0) & r_{x x} (1) & \\cdots & r_{x x} (N) \\\\ r_{x x} (1) & r_{x x} (0) & \\cdots & r_{x x} (N - 1) \\\\ \\vdots & \\vdots & \\ddots & \\vdots \\\\ r_{x x} (N) & r_{x x} (N - 1) & \\cdots & r_{x x} (0) \\end{bmatrix} \\cdot \\begin{bmatrix} h(0) \\\\ h(1) \\\\ \\vdots \\\\ h(N) \\end{bmatrix} = \\begin{bmatrix} \\sigma^2 \\\\ 0 \\\\ \\vdots \\\\ 0 \\end{bmatrix}. \\quad (12)\n", "$$\n", - "即输入信号的自相关矩阵与白化滤波器的参数相乘得到白噪声的自相关。\n", "\n", - "准确来说,式(12)相比于维纳滤波,应该更类似于AR模型的参数化谱估计。我们需要求解的参数为$\\left [ h \\right ]$以及白噪声的方差$\\sigma^2$。\n", + "That is, the autocorrelation of white noise is obtained by multiplying the autocorrelation matrix of the input signal with the parameters of the whitening filter.\n", "\n", - "通过$\\sigma^2$我们可以重新初始化白噪声,并通过反因果的白化滤波器$1 / \\left [ h \\right ]$来生成时间序列。\n", + "To be precise, Equation (12) is more analogous to the parametric spectral estimation of the AR model than to Wiener filtering.\n", + "The parameters we need to solve are $\\left[ h \\right]$ and the variance $\\sigma^2$ of the white noise.\n", "\n", - "本notebook进一步详细演示了上述的过程。\n" + "Using $\\sigma^2$, we can re-initialize the white noise and generate time series through the anti-causal whitening filter $1 / \\left[ h \\right]$.\n", + "\n", + "This notebook further demonstrates the above process in detail." ] }, { @@ -112,7 +124,7 @@ "id": "457d60e2", "metadata": {}, "source": [ - "我们加载真实的频谱数据对来进行演示。" + "We will load real spectrum data pairs for demonstration." ] }, { @@ -142,12 +154,12 @@ "id": "42c33022", "metadata": {}, "source": [ - "导入用于计算自相关函数和生成Toeplitz矩阵的函数并设置相关的超参数" + "Import the functions used to calculate the autocorrelation function and generate the Toeplitz matrix, and set the relevant hyperparameters." ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "id": "25079662", "metadata": {}, "outputs": [], @@ -156,7 +168,7 @@ "from scipy.linalg import toeplitz\n", "from statsmodels.tsa.stattools import acf\n", "\n", - "# 维纳滤波器的阶数\n", + "# The order of Wiener filters\n", "filter_order = 6" ] }, @@ -165,12 +177,12 @@ "id": "e4315cb0", "metadata": {}, "source": [ - "开始计算输入时间序列的自相关函数并生成Toeplitz矩阵" + "Begin calculating the autocorrelation function of the input time series and generating the Toeplitz matrix." ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "id": "c854a3fd", "metadata": {}, "outputs": [ @@ -197,11 +209,13 @@ } ], "source": [ - "# 对输入序列进行可逆归一化操作消除其分布偏移\n", + "# Perform a reversible normalization operation on the input sequence \n", + "# to eliminate its distribution bias.\n", "mean, std = np.mean(time_series), np.std(time_series)\n", "normalized_series = (time_series - mean) / std\n", "\n", - "# 我们设置自相关的滞后数为滤波器阶数的两倍,以确保我们有足够的自相关信息\n", + "# We set the autocorrelation hysteresis to twice the filter order \n", + "# to ensure we have sufficient autocorrelation.\n", "acf_vals = acf(normalized_series, nlags=filter_order * 2, fft=True)\n", "\n", "# Constructing the autocorrelation matrix\n", @@ -215,9 +229,10 @@ "id": "c6ad18d0", "metadata": {}, "source": [ - "接下来我们将根据构造的自相关矩阵来求解维纳滤波器的参数,并使用这些参数来生成新的时间序列数据。\n", + "Next, we will solve for the parameters of the Wiener filter based on the constructed autocorrelation matrix and use these parameters to generate new time series data.\n", + "\n", + "The specific solution method is the matrix form of the Wiener-Hough equation mentioned above. However, in this notebook, we simplify it by using the Yule-Walker equation to solve for the parameters of the AR model. Generally, the modified Yule-Walker equation can be seen as a special case of the Wiener-Hough equation, suitable for parameter estimation of AR models. The specific functional form is shown below:\n", "\n", - "具体的求解方式便是上述提到的维纳-霍夫方程的矩阵形式。但在本notebook中我们将其简化为使用Yule-Walker方程来求解AR模型的参数。一般来说,修正后的Yule-Walker方程可以看作是维纳-霍夫方程的一种特例,适用于AR模型的参数估计。具体的函数形式如下所示:\n", "~~~python\n", "def yule_walker(A: np.ndarray) -> Tuple[np.ndarray, Union[float, np.ndarray]]:\n", " \"\"\"\n", @@ -307,12 +322,12 @@ "id": "c15679e6", "metadata": {}, "source": [ - "根据获得的$\\sigma^2$我们重新初始化白噪声,并通过反因果的白化滤波器$1 / \\left [ h \\right ]$来生成时间序列。" + "Based on the obtained $\\sigma^2$, we reinitialize the white noise and generate the time series using an anti-causal whitening filter $1 / \\left [ h \\right ]$." ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "id": "26770b6f", "metadata": {}, "outputs": [ @@ -328,17 +343,18 @@ } ], "source": [ - "# 初始化白噪声\n", + "# Initialize white noise\n", "white_noise = np.random.normal(loc=0, scale=np.sqrt(sigma_sq), size=len(time_series) + filter_order)\n", "\n", - "# 通过反因果的白化滤波器$1 / \\left [ h \\right ]$来生成时间序列\n", - "# 这其实是一个卷积运算\n", + "# Generating time series using an anti-causal whitening filter $1 / \\left [ h \\right ]$\n", + "# This is actually a convolution operation\n", "generated_series = signal.lfilter(a=coeffs, b=1.0, x=white_noise)[filter_order :]\n", "\n", - "# 对生成的时间序列进行逆归一化以恢复其原始的分布特性\n", + "# The generated time series is inversely normalized \n", + "# to restore its original distribution characteristics.\n", "generated_series = generated_series * std + mean\n", "\n", - "# 绘制生成的时间序列\n", + "# Plot the generated time series\n", "fig = plot_time_series(generated_series, dpi=128)" ] }, @@ -347,7 +363,7 @@ "id": "377d2266", "metadata": {}, "source": [ - "我们进一步对比原始序列和输出序列的自相关函数,以验证生成的时间序列是否具有与原始序列相似的统计特性。" + "We further compared the autocorrelation functions of the original and output sequences to verify whether the generated time series has similar statistical properties to the original sequence." ] }, { @@ -376,9 +392,9 @@ "id": "8a51d288", "metadata": {}, "source": [ - "从上述结果中可以看出,输入序列和生成序列在自相关上一定的相似性。且在功率谱密度的拟合上几乎重叠。这说明通过维纳滤波器基于白化的时间序列生成方法能够有效地捕捉输入数据的统计特性,并生成具有相似自相关和功率谱密度的时间序列数据。这种方法在信号处理和时间序列分析中具有广泛的应用前景。\n", + "It can be observed from the above results that the input sequence and the generated sequence exhibit considerable similarity in autocorrelation. Moreover, their fitted power spectral densities are almost overlapping. This demonstrates that the whitening-based time series generation method using the Wiener filter can effectively capture the statistical characteristics of the input data and generate time series data with similar autocorrelation and power spectral density. This approach has broad application prospects in signal processing and time series analysis.\n", "\n", - "根据Q-Q图中的残差检验结果以及直方图显示,该过程拟合的残差为近似于正态分布的,这进一步验证了生成的时间序列数据在统计特性上与输入数据具有较高的相似性。" + "According to the residual test results shown in the Q-Q plot and the histogram, the residuals fitted by this procedure are approximately normally distributed. This further verifies that the generated time series data has high statistical similarity to the input data." ] }, { @@ -386,12 +402,12 @@ "id": "78cf0389", "metadata": {}, "source": [ - "下面我们将进一步演示`S2Generator`中基于维纳滤波器的时间序列生成器的使用方法。" + "Below, we will further demonstrate how to use the Wiener filter-based time series generator in `S2Generator`." ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "id": "87e20e27", "metadata": {}, "outputs": [ @@ -414,13 +430,14 @@ } ], "source": [ - "# 实例化维纳滤波器模拟器\n", - "simulator = WienerFilterSimulator(filter_order=8) # 这里我们选择了一个稍微高阶的滤波器,以捕捉更多的自相关特性\n", + "# Instantiate Wiener filter simulator\n", + "# Here we chose a slightly higher-order filter to capture more of the autocorrelation characteristics.\n", + "simulator = WienerFilterSimulator(filter_order=8) \n", "\n", - "# 拟合模型\n", + "# Fitting Model\n", "simulator.fit(time_series)\n", "\n", - "# 生成新的时间序列数据\n", + "# Generate new time series data using the fitted model\n", "generated_series = simulator.transform(num_samples=5, seq_len=len(time_series), random_state=128)\n", "print(\"Generated Series Shape:\", generated_series.shape)\n", "\n", From a4a598f329f4cf1a17ee5acace93f338f0478e47 Mon Sep 17 00:00:00 2001 From: wwhenxuan Date: Thu, 19 Feb 2026 23:38:33 +0800 Subject: [PATCH 8/8] whenxuan: update the version of s2generator --- examples/20-wiener_filter_simulator.ipynb | 28 +++++++++++++++-------- s2generator/__init__.py | 2 +- s2generator/utils/visualization.py | 6 +++-- setup.py | 2 +- 4 files changed, 24 insertions(+), 14 deletions(-) diff --git a/examples/20-wiener_filter_simulator.ipynb b/examples/20-wiener_filter_simulator.ipynb index d7077c9..c7b1bff 100644 --- a/examples/20-wiener_filter_simulator.ipynb +++ b/examples/20-wiener_filter_simulator.ipynb @@ -209,17 +209,17 @@ } ], "source": [ - "# Perform a reversible normalization operation on the input sequence \n", + "# Perform a reversible normalization operation on the input sequence\n", "# to eliminate its distribution bias.\n", "mean, std = np.mean(time_series), np.std(time_series)\n", "normalized_series = (time_series - mean) / std\n", "\n", - "# We set the autocorrelation hysteresis to twice the filter order \n", + "# We set the autocorrelation hysteresis to twice the filter order\n", "# to ensure we have sufficient autocorrelation.\n", "acf_vals = acf(normalized_series, nlags=filter_order * 2, fft=True)\n", "\n", "# Constructing the autocorrelation matrix\n", - "R = toeplitz(acf_vals[: filter_order])\n", + "R = toeplitz(acf_vals[:filter_order])\n", "\n", "R" ] @@ -344,13 +344,15 @@ ], "source": [ "# Initialize white noise\n", - "white_noise = np.random.normal(loc=0, scale=np.sqrt(sigma_sq), size=len(time_series) + filter_order)\n", + "white_noise = np.random.normal(\n", + " loc=0, scale=np.sqrt(sigma_sq), size=len(time_series) + filter_order\n", + ")\n", "\n", "# Generating time series using an anti-causal whitening filter $1 / \\left [ h \\right ]$\n", "# This is actually a convolution operation\n", - "generated_series = signal.lfilter(a=coeffs, b=1.0, x=white_noise)[filter_order :]\n", + "generated_series = signal.lfilter(a=coeffs, b=1.0, x=white_noise)[filter_order:]\n", "\n", - "# The generated time series is inversely normalized \n", + "# The generated time series is inversely normalized\n", "# to restore its original distribution characteristics.\n", "generated_series = generated_series * std + mean\n", "\n", @@ -384,7 +386,9 @@ } ], "source": [ - "fig = plot_simulator_statistics(time_series, generated_series, residuals=generated_series - time_series)" + "fig = plot_simulator_statistics(\n", + " time_series, generated_series, residuals=generated_series - time_series\n", + ")" ] }, { @@ -432,13 +436,15 @@ "source": [ "# Instantiate Wiener filter simulator\n", "# Here we chose a slightly higher-order filter to capture more of the autocorrelation characteristics.\n", - "simulator = WienerFilterSimulator(filter_order=8) \n", + "simulator = WienerFilterSimulator(filter_order=8)\n", "\n", "# Fitting Model\n", "simulator.fit(time_series)\n", "\n", "# Generate new time series data using the fitted model\n", - "generated_series = simulator.transform(num_samples=5, seq_len=len(time_series), random_state=128)\n", + "generated_series = simulator.transform(\n", + " num_samples=5, seq_len=len(time_series), random_state=128\n", + ")\n", "print(\"Generated Series Shape:\", generated_series.shape)\n", "\n", "fig, ax = plt.subplots(5, 1, figsize=(12, 10), sharex=True)\n", @@ -464,7 +470,9 @@ } ], "source": [ - "fig = plot_simulator_statistics(time_series, generated_series[0], residuals=generated_series[0] - time_series)" + "fig = plot_simulator_statistics(\n", + " time_series, generated_series[0], residuals=generated_series[0] - time_series\n", + ")" ] } ], diff --git a/s2generator/__init__.py b/s2generator/__init__.py index fecc83d..fe4fd58 100644 --- a/s2generator/__init__.py +++ b/s2generator/__init__.py @@ -1,6 +1,6 @@ # -*- coding: utf-8 -*- -__version__ = "0.0.6" +__version__ = "0.0.7" __all__ = [ "Node", diff --git a/s2generator/utils/visualization.py b/s2generator/utils/visualization.py index 3982c98..a589d20 100644 --- a/s2generator/utils/visualization.py +++ b/s2generator/utils/visualization.py @@ -26,14 +26,16 @@ from s2generator.utils.print_symbol import symbol_to_markdown -def plot_time_series(time_series: np.ndarray, figsize: Tuple[int, int] = (12, 3), dpi: int = 256) -> plt.Figure: +def plot_time_series( + time_series: np.ndarray, figsize: Tuple[int, int] = (12, 3), dpi: int = 256 +) -> plt.Figure: """ Visualize a single time series. :param time_series: The time series data to be visualized. :param figsize: The size of the figure for the generated plot. :param dpi: Dots per inch (resolution) for the generated plot. - + :return: A matplotlib Figure object containing the time series plot. """ fig, ax = plt.subplots(figsize=figsize, dpi=dpi) diff --git a/setup.py b/setup.py index 1df471a..d7f103f 100644 --- a/setup.py +++ b/setup.py @@ -6,7 +6,7 @@ setuptools.setup( name="S2Generator", packages=setuptools.find_packages(), - version="0.0.6", + version="0.0.7", description="A series-symbol (S2) dual-modality data generation mechanism, enabling the unrestricted creation of high-quality time series data paired with corresponding symbolic representations.", # 包的简短描述 url="https://github.com/wwhenxuan/S2Generator", author="whenxuan, johnfan12, changewam",