{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "5eaff00b",
   "metadata": {},
   "source": [
    "# 用公开 O3 stochastic isotropic 互关联谱复现 BPL + CBC 约束\n",
    "\n",
    "- **数据**：LIGO DCC 公开 stochastic isotropic cross-correlation spectra。\n",
    "- **模型**：astrophysical CBC foreground + phenomenological broken power law (BPL)。\n",
    "- **输出**：\n",
    "  - fixed $(f_*, n_2)$ 的 $95\\%$ upper-limit table；\n",
    "  - CBC+BPL posterior corner plot；\n",
    "  - signal-vs-noise Bayes factor。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "ce3599ac",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-07-09T02:30:46.789864Z",
     "iopub.status.busy": "2026-07-09T02:30:46.789463Z",
     "iopub.status.idle": "2026-07-09T02:30:47.492181Z",
     "shell.execute_reply": "2026-07-09T02:30:47.491517Z"
    }
   },
   "outputs": [],
   "source": [
    "import json\n",
    "import math\n",
    "import os\n",
    "import urllib.request\n",
    "from pathlib import Path\n",
    "\n",
    "import corner\n",
    "import dynesty\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from dynesty import utils as dyfunc\n",
    "from IPython.display import Markdown, display\n",
    "from scipy.special import logsumexp\n",
    "\n",
    "plt.rcParams.update({\n",
    "    \"figure.figsize\": (7.5, 4.5),\n",
    "    \"axes.grid\": True,\n",
    "    \"grid.alpha\": 0.25,\n",
    "    \"font.size\": 11,\n",
    "})\n",
    "\n",
    "ROOT = Path(\"/srv/SGB/Lectures/LIGO/O3PT\")\n",
    "DATA_DIR = ROOT / \"data\"\n",
    "FIG_DIR = ROOT / \"figures\"\n",
    "RESULT_DIR = ROOT / \"results\"\n",
    "for directory in [DATA_DIR, FIG_DIR, RESULT_DIR]:\n",
    "    directory.mkdir(parents=True, exist_ok=True)\n",
    "\n",
    "FMIN = 20.0\n",
    "FMAX = 256.0\n",
    "FREF = 25.0\n",
    "\n",
    "PLOT_FMIN = 20.0\n",
    "PLOT_FMAX = 100.0\n",
    "PLOT_YLIM = 7.0e-6\n",
    "\n",
    "DATA_PRODUCT = \"O1O2O3\"  # options: \"O1O2O3\", \"O3_ONLY\"\n",
    "\n",
    "# Nested sampling 配置。第一次运行会缓存结果；之后除非 FORCE_RERUN=True，否则直接读缓存。\n",
    "NLIVE = 1000\n",
    "DLOGZ = 0.05\n",
    "RANDOM_SEED = 12345\n",
    "FORCE_RERUN = False"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3cb0827a",
   "metadata": {},
   "source": [
    "## 公开数据\n",
    "\n",
    "- 数据源：LIGO DCC [`G2001287-v5`](https://dcc.ligo.org/LIGO-G2001287/public)。\n",
    "- 文件：\n",
    "  - `C_O1_O2_O3.dat`：O1+O2+O3 combined spectrum；\n",
    "  - `C_O3_HL.dat`, `C_O3_HV.dat`, `C_O3_LV.dat`：O3 三条 baseline spectra。\n",
    "- 每个 `.dat` 文件三列：\n",
    "\n",
    "$$\n",
    "\\{f,\\ \\hat C(f),\\ \\sigma(f)\\}.\n",
    "$$\n",
    "\n",
    "- O3 isotropic 论文先写 baseline estimator 为 $\\hat C^{IJ}(f)$，并说明实际会分 segments 后 inverse-noise average。\n",
    "- 为了不混淆，这里显式给**单个 segment** 加下标 $t$：\n",
    "\n",
    "$$\n",
    "\\hat C^{IJ}_t(f)\n",
    "=\\frac{2}{T}\\,\n",
    "\\frac{\\mathrm{Re}\\!\\left[\\tilde s^*_{I,t}(f)\\tilde s_{J,t}(f)\\right]}\n",
    "{\\gamma_{IJ}(f)S_0(f)},\n",
    "\\qquad\n",
    "S_0(f)=\\frac{3H_0^2}{10\\pi^2 f^3}.\n",
    "$$\n",
    "\n",
    "- 归一化含义：\n",
    "\n",
    "$$\n",
    "\\left\\langle \\hat C^{IJ}_t(f)\\right\\rangle = \\Omega_{\\rm GW}(f)\n",
    "$$\n",
    "\n",
    "  在没有 correlated noise 时成立；段平均后的 $\\hat C^{IJ}(f)$ 也满足同样归一化。\n",
    "\n",
    "- 单个 segment 的方差，在 small-signal / low-SNR 极限下：\n",
    "\n",
    "$$\n",
    "\\sigma^2_{IJ,t}(f)\n",
    "\\simeq\n",
    "\\frac{1}{2T\\Delta f}\n",
    "\\frac{P_{I,t}(f)P_{J,t}(f)}{\\gamma^2_{IJ}(f)S_0^2(f)}.\n",
    "$$\n",
    "\n",
    "- segment 平均：\n",
    "\n",
    "$$\n",
    "\\hat C^{IJ}(f)=\n",
    "\\frac{\\sum_t \\hat C^{IJ}_t(f)\\,\\sigma^{-2}_{IJ,t}(f)}\n",
    "{\\sum_t \\sigma^{-2}_{IJ,t}(f)},\n",
    "\\qquad\n",
    "\\sigma^{-2}_{IJ}(f)=\\sum_t \\sigma^{-2}_{IJ,t}(f).\n",
    "$$\n",
    "\n",
    "- 因此：\n",
    "  - `C_O3_HL.dat` 这类 baseline 文件已经是 segment-averaged spectrum；\n",
    "  - notebook 不再从 strain data 重新做 segment 平均；\n",
    "  - notebook 只读取公开发布后的 $\\hat C^{IJ}(f)$ 和 $\\sigma_{IJ}(f)$。\n",
    "- 符号说明：\n",
    "  - $t$：segment index；\n",
    "  - $T$：单个 segment duration；\n",
    "  - $\\Delta f$：频率分辨率；\n",
    "  - $P_{I,t}(f)$：segment $t$ 中 detector $I$ 的 one-sided PSD；\n",
    "  - $\\gamma_{IJ}(f)$：overlap reduction function。\n",
    "- 多 baseline 合并使用 inverse-variance weighting：\n",
    "\n",
    "$$\n",
    "\\hat C(f)=\n",
    "\\frac{\\sum_{IJ}\\hat C^{IJ}(f)\\sigma^{-2}_{IJ}(f)}\n",
    "{\\sum_{IJ}\\sigma^{-2}_{IJ}(f)},\n",
    "\\qquad\n",
    "\\sigma^{-2}(f)=\\sum_{IJ}\\sigma^{-2}_{IJ}(f).\n",
    "$$\n",
    "\n",
    "- `inf` uncertainty 表示被 notch 掉的频点，后面自动剔除。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "5641d69f",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-07-09T02:30:47.494061Z",
     "iopub.status.busy": "2026-07-09T02:30:47.493879Z",
     "iopub.status.idle": "2026-07-09T02:30:47.498810Z",
     "shell.execute_reply": "2026-07-09T02:30:47.498467Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['C_O1_O2_O3.dat', 'C_O3_HL.dat', 'C_O3_HV.dat', 'C_O3_LV.dat']"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "URLS = {\n",
    "    \"C_O1_O2_O3.dat\": \"https://dcc.ligo.org/public/0169/G2001287/005/C_O1_O2_O3.dat\",\n",
    "    \"C_O3_HL.dat\": \"https://dcc.ligo.org/public/0169/G2001287/005/C_O3_HL.dat\",\n",
    "    \"C_O3_HV.dat\": \"https://dcc.ligo.org/public/0169/G2001287/005/C_O3_HV.dat\",\n",
    "    \"C_O3_LV.dat\": \"https://dcc.ligo.org/public/0169/G2001287/005/C_O3_LV.dat\",\n",
    "}\n",
    "\n",
    "# 目的: 下载并缓存公开谱文件；输入: 文件名；输出: 本地 Path。\n",
    "def download_if_missing(filename: str) -> Path:\n",
    "    path = DATA_DIR / filename\n",
    "    if path.exists() and path.stat().st_size > 0:\n",
    "        return path\n",
    "    print(f\"Downloading {filename} ...\")\n",
    "    urllib.request.urlretrieve(URLS[filename], path)\n",
    "    return path\n",
    "\n",
    "for filename in URLS:\n",
    "    download_if_missing(filename)\n",
    "\n",
    "sorted(p.name for p in DATA_DIR.glob(\"C_*.dat\"))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c3dafcbb",
   "metadata": {},
   "source": [
    "## 从多条 baseline likelihood 到合并谱 likelihood\n",
    "\n",
    "- 上一节已经定义了多 baseline 的 inverse-variance 合并。\n",
    "- 这里说明为什么后面可以直接用合并后的 $\\hat C(f)$ 和 $\\sigma(f)$ 做 likelihood。\n",
    "- 逐 baseline 的 Gaussian likelihood：\n",
    "\n",
    "$$\n",
    "\\ln p(\\{\\hat C^{IJ}(f)\\}\\mid\\theta)\n",
    "= -\\frac12 \\sum_{IJ}\\sum_f\n",
    "\\frac{[\\hat C^{IJ}(f)-\\Omega_{\\rm model}(f;\\theta)]^2}{\\sigma^2_{IJ}(f)} + {\\rm const}.\n",
    "$$\n",
    "\n",
    "- 对每个频率 bin，把平方项配方后有：\n",
    "\n",
    "$$\n",
    "\\sum_{IJ}\\frac{[\\hat C^{IJ}(f)-\\Omega(f)]^2}{\\sigma^2_{IJ}(f)}\n",
    "=\n",
    "\\frac{[\\hat C(f)-\\Omega(f)]^2}{\\sigma^2(f)}+K(f),\n",
    "$$\n",
    "\n",
    "其中 $\\hat C(f)$ 和 $\\sigma(f)$ 是上一节定义的合并谱，$K(f)$ 与模型参数无关。\n",
    "\n",
    "- 因此：\n",
    "  - posterior 只需要合并谱；\n",
    "  - Bayes factor 中 $K(f)$ 抵消；\n",
    "  - notebook 后面统一使用 $\\{f,\\hat C(f),\\sigma(f)\\}$。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "59725ff2",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-07-09T02:30:47.500815Z",
     "iopub.status.busy": "2026-07-09T02:30:47.500704Z",
     "iopub.status.idle": "2026-07-09T02:30:47.555664Z",
     "shell.execute_reply": "2026-07-09T02:30:47.555062Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Using O1O2O3: 7519 finite bins from 20.0 to 256.0 Hz\n",
      "median sigma = 1.367e-05, min sigma = 1.568e-07\n"
     ]
    }
   ],
   "source": [
    "# 目的: 读取三列谱数据；输入: 文件路径；输出: f, C_hat, sigma 数组。\n",
    "def load_three_column_spectrum(path: Path):\n",
    "    f, chat, sigma = np.loadtxt(path, unpack=True)\n",
    "    return f.astype(float), chat.astype(float), sigma.astype(float)\n",
    "\n",
    "\n",
    "# 目的: 选择有限且在频段内的数据；输入: f/C_hat/sigma 与频段；输出: 布尔 mask。\n",
    "def finite_band_mask(f, chat, sigma, fmin=FMIN, fmax=FMAX):\n",
    "    return (\n",
    "        np.isfinite(f)\n",
    "        & np.isfinite(chat)\n",
    "        & np.isfinite(sigma)\n",
    "        & (sigma > 0)\n",
    "        & (f >= fmin)\n",
    "        & (f <= fmax)\n",
    "    )\n",
    "\n",
    "\n",
    "# 目的: 载入 O1+O2+O3 合并谱；输入: 无；输出: 频段内 f, C_hat, sigma。\n",
    "def load_combined_o1o2o3():\n",
    "    f, chat, sigma = load_three_column_spectrum(download_if_missing(\"C_O1_O2_O3.dat\"))\n",
    "    mask = finite_band_mask(f, chat, sigma)\n",
    "    return f[mask], chat[mask], sigma[mask]\n",
    "\n",
    "\n",
    "# 目的: 合并 O3 三条 baseline；输入: 无；输出: inverse-variance 合并后的 f, C_hat, sigma。\n",
    "def load_o3_inverse_variance_combined():\n",
    "    spectra = []\n",
    "    for baseline in [\"HL\", \"HV\", \"LV\"]:\n",
    "        f, chat, sigma = load_three_column_spectrum(download_if_missing(f\"C_O3_{baseline}.dat\"))\n",
    "        spectra.append((baseline, f, chat, sigma))\n",
    "\n",
    "    f0 = spectra[0][1]\n",
    "    weighted_sum = np.zeros_like(f0, dtype=float)\n",
    "    weight_sum = np.zeros_like(f0, dtype=float)\n",
    "\n",
    "    for baseline, f, chat, sigma in spectra:\n",
    "        if not np.allclose(f, f0):\n",
    "            raise ValueError(f\"Frequency grid for {baseline} does not match the first baseline.\")\n",
    "        good = finite_band_mask(f, chat, sigma, fmin=-np.inf, fmax=np.inf)\n",
    "        weight = np.zeros_like(sigma, dtype=float)\n",
    "        weight[good] = 1.0 / sigma[good] ** 2\n",
    "        weighted_sum += weight * chat\n",
    "        weight_sum += weight\n",
    "\n",
    "    chat_comb = np.divide(weighted_sum, weight_sum, out=np.full_like(weighted_sum, np.nan), where=weight_sum > 0)\n",
    "    sigma_comb = np.divide(1.0, np.sqrt(weight_sum), out=np.full_like(weight_sum, np.inf), where=weight_sum > 0)\n",
    "    mask = finite_band_mask(f0, chat_comb, sigma_comb)\n",
    "    return f0[mask], chat_comb[mask], sigma_comb[mask]\n",
    "\n",
    "\n",
    "# 目的: 按配置选择分析谱；输入: 数据产品名；输出: f, C_hat, sigma。\n",
    "def load_analysis_spectrum(data_product=DATA_PRODUCT):\n",
    "    if data_product == \"O1O2O3\":\n",
    "        return load_combined_o1o2o3()\n",
    "    if data_product == \"O3_ONLY\":\n",
    "        return load_o3_inverse_variance_combined()\n",
    "    raise ValueError(\"DATA_PRODUCT must be 'O1O2O3' or 'O3_ONLY'.\")\n",
    "\n",
    "freq, chat, sigma = load_analysis_spectrum()\n",
    "weights = 1.0 / sigma**2\n",
    "\n",
    "print(f\"Using {DATA_PRODUCT}: {len(freq)} finite bins from {freq.min():.1f} to {freq.max():.1f} Hz\")\n",
    "print(f\"median sigma = {np.median(sigma):.3e}, min sigma = {np.min(sigma):.3e}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "e3067e46",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-07-09T02:30:47.557620Z",
     "iopub.status.busy": "2026-07-09T02:30:47.557519Z",
     "iopub.status.idle": "2026-07-09T02:30:47.984890Z",
     "shell.execute_reply": "2026-07-09T02:30:47.983954Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAxIAAAGDCAYAAAC/YSYEAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjExLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlcelbwAAAAlwSFlzAAAPYQAAD2EBqD+naQABAABJREFUeJzsnXeYFMXWh389cXMClpxZclAkCgqICkYMF0TMgpjz1auf4RpQrwmv14yYAyKCggKK5JxhYUm7C7tszmnSTur6/pjpnu6Z7pmetIl6n0fZ6a7U1dVVdarOOcUQQggoFAqFQqFQKBQKJQhUzV0ACoVCoVAoFAqF0vqgggSFQqFQKBQKhUIJGipIUCgUCoVCoVAolKChggSFQqFQKBQKhUIJGipIUCgUCoVCoVAolKChggSFQqFQKBQKhUIJGipIUCgUCoVCoVAolKChggSFQqFQKBQKhUIJGipIUCgUCoVCoVAolKChggSFQmlxzJs3DwzDwOFwNHdRRPzzn/8EwzCoq6tr0Wm2dBISEjB79uzmLgYlwpSVlYFhGDz//POtKm0KhRI6VJCgtAny8/Px4IMPIiMjA7GxsUhOTsbYsWPx7rvvwmKx+IRnWRZbt27F448/jl69eoFhGNx6660RzSMvLw8vvfQSRo8ejeTkZKSnp2PixIn48ccfwbJsRPIwmUz44osvcMkll6Bjx45ISkrCsGHDsGDBAjQ0NCisvcA89NBDYBgGRqMxYmm2VNris7bFZ6K0PfLz88EwDF566aXmLkqrhdYhpckhFEor5/fffydxcXEEgOR/Q4cOJUVFRaI4f//9t0+4W265JaJ5DBgwQDb8XXfdFZE8Xn31Vb/hzWZzGDXr4cEHHyQAiMFgiEh6gZg7dy4BQOx2e5PkJ6Spn7UpaIvPRGl5lJaWEgDkueeeCyl+Xl4eAUD+/e9/R7Zg5xC0DilNDd2ROIdZt24dJk+ejJ49e6Jbt26orKxs7iIFzYkTJ3DTTTfBbDbj5ptvxoEDB2CxWFBXV4eVK1diyJAhyMrKwj/+8Q/RLoBarcZFF12EhQsXYtu2bVHJo2/fvnj55Zexf/9+1NXVoaKiAu+//z40Gg2++uorHD9+POw8kpKS8Nhjj2Hbtm2oqamBwWDAtm3bMHz4cGRlZWHlypURrG0KhUKhUCgUAc0tyVCah4MHD5Lk5GTy1VdfkTNnzpDCwkLidDqbu1hBM2vWLAKAPPLII5L3GxoayMCBAwkAsmzZMskwhYWFfnckIpGHkPvuu48AIL///nvU8vjiiy8IALJo0aKAYYuKisi8efNIz549SUxMDOnbty+ZO3cuOXPmDCGEkAkTJkjueHz11Vd8GpmZmeS6664jaWlpRK/Xk4EDB5LXX39dckehpKSEPPjgg6RXr15Ep9ORvn37kieeeIJUVVXxYbgdCYvFQp599lnSuXNnEhMTQyZOnEgOHDggSs9oNJKPPvqIjB8/nqSkpJCEhAQyadIksmHDhog/65NPPkkAkNra2qCfSQ6pNAOVM5h6D/RMXF2bTCby9NNPk65duxKGYUhOTg5hWZZ8/PHHZMSIESQmJoYkJyeTyy+/nGzbtk1UDrvdTgCQuXPnkv3795OLL76YxMbGkk6dOpHHH3+cmEwmUfj4+Hhy0003+dTF2rVryWWXXca/x/Hjx5OlS5cSlmUD1qOS+MJyZmZmkssuu4wkJCSQqVOnEkIIKS4uJnPnziWdO3cmWq2W9OjRgzz22GM+79toNJL/+7//IxkZGSQ2NpZ069aNXH/99WTv3r1BhQmE0WgkL730Ehk8eDCJiYkhXbt2JbfeeivJzc0VhVNa7g8++IAAIPv27SP/+9//SEZGBtFoNGTZsmVk0qRJpGfPnqS2tpbcfffdpEOHDkQ4Rfjmm2/I2LFjSXx8PImLiyMXX3wxWb9+vSh9uR2J3bt3k1tuuYX07t2b6HQ60rt3b/LMM88Qi8XCh/n1118l2+mQIUP8pm21Wskrr7xCBgwYQHQ6HWnXrh258cYbybFjx0ThTpw4QQCQN954g2zdupWMGzeOxMTEkG7dupGXX35ZcRv78ssvyahRo0hycjJJS0sjEydOJD/99BMfX5jP2rVryciRI0lMTAzp2bMnee211yTHWSV1y/Hdd9+RCRMmkMTERJKSkkKmTp3K93WB6lBYtg0bNpDx48eT2NhYcu+99/K79EuWLPHJ85ZbbiFqtVqyLv/66y9ywQUXkNjYWDJo0CB+XCsrKyM333wzSU1NJUlJSeSee+4hjY2NiuqY0rqggsQ5yqxZs8jzzz/f3MUIC6vVSmJjY0lCQoJflY1ly5YRAGT27NmS9/0JEpHKQ8g///lPAoDk5OREPA+TyUR2797ND175+fl+y8KyLBk2bJjk4DNt2jRCSOCJ6L59+2RVsm688UZRfmfOnCGdOnWSDPuvf/2LD8dNbm+99VafcO3atSM1NTV82LffflsyPbVaLRImIvGsUpN+pc8kh3eaSsoZTL0rFSQ4YZb779SpU+SRRx6RjKvRaMjq1av5PLgJ+uWXX06SkpJ8wl9xxRWiZ5YSJBYuXCiZFwCSl5cXsB6VxBeWMzk5mb8/ZcoUUl5eTrp16yYZf9iwYSJh6JZbbpEM17Fjx6DC+MNoNJKRI0cGbAfBlJsTJLzf9dKlS8mkSZNI9+7dyfjx40X3nE4nefTRR2W/sd9++41PX26yL/derrnmGj5MKIIEy7LkqquukoyXmJhIMjMz+bDc5HfmzJlEr9f7hH/33XcDvpOvvvpK9lmOHj0qyuf6668narXaJ9xDDz0kSlNp3RLiUVGUCqukDrmy3XDDDUSj0fD377nnnpAECe90ABCtVkv27t3LL3wJ/1PSH1JaH1SQaEEYDAby5Zdfkoceekg0SHtz8uRJ8uqrr5J//vOfZMmSJcThcASd18CBA8kbb7xBRo0aRUaMGEHeeOONcIreLBw/fpwAIJdeeqnfcLW1taLO1Bt/gkSk8uAoLi4m7dq1IzfffHNE8+Amg9x/EyZMIDt27PCbHiGE5ObmEgBk6tSp5OTJk8RqtZL8/Hzy9ddfkwceeIAP50/H/sILLyQAyB133EFOnz5N6uvrycqVK/nJ9R9//MGHnT59Oj+x3Lt3LzEajeT06dNk4cKF5O233/Z5nq5du5KVK1eS+vp6UlhYSK6//noCgHz22Wd82E8//ZQ8/fTT5NChQ8RoNJKKigqyePFiEhsbSyZOnBjRZ5USJJQ+kxzeaSotZzD17u+ZuLpOT08ny5cvJ3V1dYQQ124HAJKSkkK+++47UlNTQwoKCvjy9uzZk+97uAk6AHLVVVeR48ePE4PBQNavX0/69OlDAJBVq1bxeXoLErm5uUStVpPY2Fjy1ltvkby8PGIwGMju3bvJrFmzyNmzZ/3WodL4wnJeffXV5NixY/zuzQMPPEAAkEmTJvFtaceOHWT48OEEAFmwYAGfX2JiIunXrx/Zu3cvMZvNpKysjKxatYrMmDEjqDD+eOaZZwgAMmLECLJu3TpSW1tLiouLyffff08efPBBPlww5eYECb1eTz788ENSVlbG35s0aRIBQPr37082bNjACyBbtmwhgMvm6q+//iK1tbWkrq6O/PLLLyQ1NZX07NmTX2WXEyQuvvhismrVKlJUVERMJhPZt28fmTx5MgFAdu/ezYfzp98vlfaKFSsIANK9e3eyevVq0tDQQHJycsjs2bMJADJ58mQ+LDf5BUAefvhhkpeXR4xGI/nll1+IVqslGRkZAd/JddddR3Q6HVm2bBmpr68nDQ0NZNeuXWTOnDn8Dogwn7lz55K8vDxSX19PfvnlF9K+fXsCgA8bTN2uX7+eAK6FlMWLF5Pi4mJSX19PNmzYIBIs/dWhsGz33HMPOX36NJ9+KIIEAPLUU0+RoqIiUldXR1555RW+zxg9ejTZs2cPMZlMZNu2baR9+/YkKSmpVWo+UPxDBYkWwgcffEA6depE7rjjDqLRaGQNpX7//Xei1+vJ3Llzyeuvv0569+5Npk2bJlJleP/990nXrl0l//vxxx8JIYT06NGDjB07lhw4cIBs376d9O7dm/zwww9N8agRY/fu3QSApIqEN2q1mnTr1k3ynj9BIlJ5EEJIRUUFGTZsGBk2bBipr6+PaB7egkSnTp3Ixx9/HDC9qqoqolaryeuvv+43nNxEtLy8nAAgF1xwgY9qwKpVq/jBlBBCqqurCcMwZOjQocRms/nNj3ueNWvWiK4XFBRIrupJ8eijjxKNRsOrT4T7rIT4TvqDeSY5vNNUUs5g6j3QM3F1zfUNHC+//LKP0MZx5ZVXEsClIkOIZ4LeqVMnYjQaRWG3b99OAJC7776bv+YtSLz++usEAFm4cKHsM/tDaXyunJ07d/ZRt+rcuTNJS0vzUQc6ffo00Wq15IILLuCv9erVi8yaNctvXkrC+KNHjx4kOTmZlJaW+g0XTLk5QeLpp5/2SYcTJLxVr+bPn08YhpHcFfrf//5HAPAr/8EYW3P97n/+8x/+WrCCxG233UYA+Kgx2u12MnjwYMIwDKmuriaEeCa/l1xyiU/a3A6NUNVKinnz5pHOnTv7VdHh8hk5cqTPt/n1118TAPy3HUzd3n333T4CuRRKBAmpfiMUQcJ78YtlWZKenk4YhiGFhYWie0899RQB4HOd0vqhxtZRYtu2bSgqKpK8t2zZMh//+BdddBFycnLw9ddfQ61WS8az2WyYP38+5s+fj8WLF+PZZ5/Fxo0bsXHjRnz99dd8uLvuugu7d++W/G/GjBkAgG7duuGuu+7CyJEjMWHCBMyZMwc7d+6MzMM3EUlJSQCA6upqv+Hq6urgdDqRnJzcbHnk5eVh4sSJ0Ol02LRpE59upPJYvHgxCCGoq6vD5s2b0aNHDzzwwANYvny53zTbtWuH9957D6+++iouvfRSvPzyy1i7dq2kq1m55wKAyy67DAzDiO5dfvnlUKvVOHPmDAAgNzcXhBBceeWV0Gq1itK/6KKLRL+7d+8OlUolcmNqNpvx0ksvYfjw4YiPjwfDMGAYBu+//z4cDgfvRCDcZ5UilGcKhJJyBlPvSpk6daroN5fHtGnTfMJeccUVAOCTx/jx4xEfHy+6duGFFyIuLs5veXJycgAA1113XVBlDjX+uHHjEBcXx/+2Wq0oLS3FmDFjkJKSIgrbp08f9O/fX1T+Tz75BOvXr8eoUaPwr3/9C8uWLUNtba0oXqAwhw8f5tsq998///lPAK6+vqCgAGPHjkWnTp1knyPYcnN4v2uOxMREjB49WnTtxIkTIISgd+/ePuV95JFHAEB2rOPYuHEjrrrqKnTs2BEajQYMw6B79+4AgJKSEr9x/ZGXlwe9Xo/JkyeLrms0Glx22WUghCA/P190z7tPAYBevXoBcLnT9scLL7yAdu3aISMjA/fddx8WL17MfyfeTJ061efbvPTSSwF4vptg6jYnJwc6nY7/9sLhkksu8SlbKEyYMEH0m2EYdOvWDT169EC3bt1E97j3XVFREXa+lJYFFSSixEcffYSJEyfi9OnToutPPfUU7r77bmRlZYmujxgxAgkJCX7T3LJlC0pLS3H33Xfz13r16oUpU6ZgyZIl/LXExER069ZN8j9u8Lzhhhvw119/wW63w2QyYePGjRgwYEC4j92k9O3bF7GxsdizZ49f//gbNmwAAAwbNqxZ8ti/fz/Gjx+P9u3bY8OGDWjXrl3UniM5ORmTJk3CsmXLAEDULuR4+OGHUVBQgLvuugv19fV46aWX0KVLF3zzzTcB4xJCAEDRoMSFDYaYmBifawzDiNKaOXMmXn75ZRw9ehRms9knvNVq5f8O51mlCOWZlBConMHUu1LS0tJEv6ORhxzh1mOw8b2flUPps06fPh0FBQV44YUXoFar8dlnn6Fr16547rnnggojR7DPE+w7knt+qetKymKz2WTvrV+/HpdddhnWrFmDiooKOJ1O0X3h9xkskexTlKTXo0cPHD58GEuWLEHPnj3x119/4fzzz8fVV18d0rk9wdRtJPsaqfesUqlk85FbbJGrS391LHeGEqX1QgWJKPH9999j/PjxuOiii5CVlQWWZXHvvffiiy++wPr163HeeecFnWZmZiYYhsHgwYNF14cOHYojR44EldYDDzwAh8OBtLQ0dOzYET179sS9994bdJmaE51Oh6uvvhoGgwEvvviiZBij0cjfu+GGG5o8jzVr1mDy5MkYOnQo1q1bJ7mbEI3n4AZng8EQMCwAtG/fHrfccgsWLlyIPXv2YO7cuZg3bx7KysoAeAYZ70lAnz59AAB///23zwC0fv16OJ1OPkxGRgYYhsHatWtht9sVlSsQpaWlWLNmDSZOnIjMzEwYDAawLAtCCB5//PGIPqsU0XgmJeUMpt6B4J6Jg4v/119/+dzjrgnzAIBdu3b5rOru3LkTZrPZJ6yQ/v37A0DI7orDja/X69G5c2fs2bMH9fX1onv5+fnIzs72KX98fDxmzJiB119/HevXr8eiRYv4v5WEOe+880Bc6sX8f++88w5fnh49emDPnj0oLy+PaLmDpX///tBoNCgvL/cpL/efv52gr776CgDwww8/oLy8HDabDYQQFBcX+4QNtp326dMHVqsVW7ZsEV13Op3YsGEDGIbhdxsihVqtxoQJE/Dss89i2bJlOH78ONauXYvXX39dFG7Dhg2S3yZXbiC4uu3fvz9sNhv+/PNPv+UL5VsHgA4dOgCAzw6O1WrFvn37gkqLcm5BBYkoodFo8MMPP+CKK67ApEmTMGPGDPz222/YtGkTxo4dG1Ka1dXViI+Ph06nE11PTU1FTU1NUGnFxsZi1apVKCoqQlVVFZYsWeKTbmvgpZdeQmxsLN577z3cdtttOHToEKxWKxoaGvDHH3/gwgsvxPHjxzF27FjceOONTZrHF198gWuvvRZTpkzB6tWrfVQ+IpHHjBkz8O233yInJwdWqxVVVVVYs2YN/vGPfwBwqZX4Y8OGDZg1axb++usvlJSUwGaz4cSJE9izZw8cDgcKCwsBuNoYAJ8Jc3p6OsaPH4/9+/fjnnvuQV5eHgwGA/744w/Mnz8fgEfdJC0tDdOmTcPRo0dxww034MCBAzCZTMjLy8N///tffhIVCjExMUhMTIRer0dZWRk+/PBDfPLJJxF9Vimi8UxKyhlMvQf7TBxc/H/9619YsmQJ6urqUFRUhH/961/4448/0LNnT5x//vmiOGVlZbjppptw4sQJfqfz9ttv9ymPN7NmzYJarcZzzz2Hd999FwUFBTCZTNizZw9mz56NgoICv2UNNz5XvpqaGtxwww04cuQIzGYzdu/ejeuvvx52u50vf3l5OaZMmYKff/4Z+fn5vBoSN0nMy8tTFCYQc+bMQX19Pa688kps2LAB9fX1KC0txQ8//ICHH3446HKHym233QaHw4Hp06dj7dq1qKqqQmNjI7Kzs/Hll19iypQpAdNgGAYJCQlISEiA1WrFjh07MGvWLJ9wXDvdvn27ojGNe7a77roLf/31F4xGI06fPo3bb78dWVlZuPjii2V3X0LhhhtuwPvvv4/jx4/DYrGgpqYGv/32G1iW9XmnBw8exPz585Gfn4+GhgYsX76cV13jVIyDqds5c+YAAO6++258/fXXKC0tRUNDAzZt2oTp06fz4YKtQ47evXtDr9fjgw8+wPbt22GxWPjzjbi+kUKRJFrGFxQXZrOZd833+eefK4qj1+slDaWeffZZEh8f73P9lVdeERlCnWusWrUq6BOhhd5bpP578sknw85D6F5S6r9PPvkk7Dx69uwpG37IkCEio24p1q5dKxu/f//+vAHxunXrfO4rcf96ww03iPLLzc0l6enpkmGl3L9KnUOhVqvJHXfcwf8eN26cT1parZbceOONBPC42Y3Es0p5bVL6THJ4p6m0nMHUu79n8lfXwbp/veyyy0J2/yrnxhdQ5v5VSXzhORLeKHWjyhn9Sv2XlJRECgoKFIUJhMFgICNGjJBMI1z3r5yRvBDuHAkpOENZqf+Sk5P5cFIG0b/88otkvJtvvpkAIPfee68oL87blLAfk0s7FPevUh4K//WvfxEApLKyUuZtuBgyZIhsPfzyyy+ifK677jpF7l+V1i0hhNx7772S4bzHf7k69FcHhBBy//33+6TdqVMnctlll8meI+HNBRdcQAYMGOBz3V/bo7Ru6I5EFDGZTLj66qsRGxuLJ554Ag8//DDWrFkTcnodO3aEyWTy0VesqqpCenp6uMVttVxzzTXIysrCAw88gL59+0Kv1/NGg2+//Tb27t2Lrl27tsk8/vzzTzzyyCMYNGgQYmJikJCQgJEjR+LVV1/F7t27RUbdUlx66aX45ZdfcOWVV6Jz586IjY1FRkYGnnzySWzbto03IL7sssvw6quvokePHj7OAEaNGoWdO3dixowZSE1NhU6nw4ABA/D6669j6dKlorB9+/bFgQMHMH/+fHTr1g06nQ79+vXDk08+iaeeeiqkelu+fDnmzJmD9PR0xMXFYcKECfj7778xatSoiD+rFJF+JqXlDKbeg30mjv/+97/46KOPMHz4cL49XnbZZdi0aROuvPJKn/A9evTA+vXrMXHiRMTGxqJjx454/PHH8csvvwTM65///CdWrVqFyZMnIzExEYmJibjwwguxdOlS9OzZM+rx09PTeRWyTp06QavVonv37nj00UexdetW3r6sU6dO2Lx5M26++WZ+FbdHjx644447sGfPHnTv3l1RmEAkJCRg27Zt+L//+z9kZGRAp9Ohe/fuuO222/DRRx8FXe5weOutt7B8+XJMmTIFycnJiI2NxcCBA3HPPff4qBV5c+ONN+Lzzz/H4MGDERMTg27duuGZZ57B4sWLJcN/8803uPjiixWVm2EYrFixAq+88gr69+8PrVaLtLQ03HDDDdi1axeGDx8e0vPK8dtvv+HJJ5/EkCFD+PZ9+eWXY+3atT473mPHjsWqVatw3nnnQa/Xo2fPnnjttdfw/vvvi8IFU7effvopvvjiC4wZMwaxsbFIS0vDpZdeinXr1onCBVOHQt5++23cc889SEtLQ1xcHC6//HJs3br1nJ5fUALDEBIla8FznPr6elxxxRUwmUxYt24dOnbsiIULF+LZZ5/F999/j5kzZ8rGjYmJwTPPPIOXXnpJdH3Hjh2YOHEitm/fLvKWMHHiRKSlpWHVqlXRehwKhUKRxeFwQKvVYu7cubITRArlXODkyZMYNGgQ3njjDTzzzDPNXRwKJepomrsAbZXZs2eDZVls3ryZ11l84oknkJiYiFtuuQW9e/f2WTENxPjx4zFgwAD897//5QWJffv2YefOnQHdfFIoFAqFQqFQKJGEChJR4sMPP0THjh19XLrec889GD16tI/Xpl27duGHH34A4FrdW7NmDaqqqpCUlMR7g1CpVLwB90UXXYS+ffvi119/xQMPPIDrr7++SZ6LQqFQKBQKhUIBqCARNfr27St7T8r1a3JyMgYOHAjApZfM4e3p54ILLkBOTg7WrVuH+vp6PProoz6eUygUCoVCoVAolGhDbSQoFAqFQqFQKBRK0FCvTRQKhUKhUCgUCiVoqCBBoVAoFAqFQqFQgobaSEQQlmVRUlKCxMREMAzT3MWhUCgUCoVCoZyjEEJgMBjQpUsXqFTR2TuggkQEKSkpUXTQEIVCoVAoFAqF0hQUFhaiW7duUUmbChIRJDExEQBw9uxZpKSkNG9hKBQJWJZFbW0tUlNTo7Y6QaGEi3c7fe6552AymXDnnXfivPPOwxML3sPGHfvx3N3XYebMmVi/fj02bdqEuLg4PPfccz7pmUwmXHrzfUjt3AP/d9sVmDhxIl5++WVsLHKif4cEfP7607j/xXdwqtKK2sJTOPTHt83w1JTWBO1LKULu+movPr99FDTq0NrC08syEadX46Vrh0asTKWlpXjzzTfx1Vdf8fPTaEAFiQjCqTMlJSUhKSmpmUtDofjCsiwcDgeSkpLo4EdpsXi3U71eD4fDgYSEBCQlJUGnj4FKq0VcXBySkpIQFxeH3GorhidI971qtRpqjRYanR7x8fFISkqCXq+HWuuEVh/Dp6nWAWqNlvbflIDQvpQiRBvr6ldCFSS0cQnQ69UR7XuMRiN0Oh0ARFXdnrZ+CoVCobQKeG/lBGAgHhjzqkwwWh3+41EoFEqUCKeXIYS0WttaKkhQKBQKpcXjb5BVOggzYKhQQaFQWhwEQOsUI6ggQaFQKJQWDicoiIQA798hpEmhUCiRoqV1KU3Vx1FBgkKhUCgtGu8BUW6ADHbgZEKIQ6FQKFKQcJSbCBANzaamUJeiggSFQqFQWjy+A6LvDoUcVFigUCgtGZYQH7uvcKE7EhQKhUKhuPFWbRLKDYoHzFZqzEihUFo+4c7bW2v3RAUJCoVCobR4FG3RhzmSt9aBnEKhUJoLKkhQKJRzlj179uDee+9t7mJQAiBpI+GzQxGcFEDVnSgUSkvBpdoUWZrKpSwVJCgUyjnLmTNnmrsIFIUIB0Qi6SxRwYDpPahK2F1QKBRKKISzNuFaG2md/Q8VJCgUCoXSKpDbgQhmd8F3d4MNv2AUCoVyjkIFCQqFQqG0aCTPkfCGoepKFAql+QjL/WsrhgoSFAqFQmnxSG37c4JDIAGCChgUCqUlw0bhHAlqI0GJKtVGa3MXgUKhUBThMyBKCAZKfLBH2k87hUKhcIS3XhH5cyQAeiAdJUoU1Zrx4I8Hm7sYFAqFEjKMSqX4QDr5RKhgQaFQIkO4+57R2JFoCqggcQ7icNJtfgqF0roIaCNBoVAorZTW3LVRQYJCoVAoLRpv1SaXQCFvMxFiJqHHpVAo5zzh9D/SPVrrgAoSFAqFQmmViIytlegFUFUmCoXSAiGEQKWiNhKUVgJdd6NQKK0NoWqTnDeSQCuCDHURS6FQokQ4PUs0eiVqI0GhUCgUiptAK2vBejwhRMJLCt2xoFAoIRLuvL219j5UkKBQKBRKi0bpgXT+4ivPK4iCUSgUSgSQMftqFVBBgkKhUCgtGh9BwG0TofRAOgqFQok64fh6QOTPuaEH0lEoFAqF4sZ7QPTdoVAyYDI+Z08QajVGoVCamda8GEIFiXOQ1txgKRTKuYnJ6pAVHDzXad9GoVCah3AXJaJxIB3dkaBQKBQKBcCGk5V+7zMMIzuM08UTCoUSbaixNYVCoVAoLRBvQYCAtN5Rl0KhULxQehROS4QKEhQKhUJp+QgGWU6u8LZ3CDQON8U2P4VCOTf542gpDhXUhhQ3WrZaVLWJQqFQKBQ3QsGBkbCRYKkKE4VCaSZWHynB5lP+VTDlICQ6XpuaAipInIPQoZZCobQm6OFxFAqlNRDq/IqqNlEoFAqFEk283b1KjbqBVuAYKU9PwtutdCSnUCitntba+1BB4hyE7v5TKJTWBPFerpM4iM6f1yaftCgUCqUF4XIgQQ+ko1AoFAqlSWDgfbK1/IAZnPBABQ0KhdL0BDPlL6g248vteVErSzBQQYJCoVAoLR7G51RqqTAUCoXSfDRVH3SspB7rjpf5DUN3JCgUCoVCAafa5PXb537gAdPbYJvaRFAolJZCa+2OqCBBoVAolFaA9yjrO+oGbf/AMNRojEI5R6g12eBwss1dDFki7f61qdA0dwEiRXFxMR588EGf65MnT8Zjjz0WMH5paSk+/vhj5OTkoGvXrrjnnnswcODAKJSUQqFQKKFAvIysxcbWoaYl/k2hUNom9/9wAHde2AvTh3aOWh7h9CKtdUeizQgSBoMBK1euxMKFC9G7d2/+evfu3QPGLSgowJgxYzBmzBjMmTMHmzZtwsiRI7Fp0yaMHTs2msWmUCgUigK81ZB81ZJa6ShMoVCaDKuj5e5IRJqmspFoM4IEx5QpU3DeeecFFeeFF15AamoqVqxYAY1Gg9mzZ6O4uBiPPvoodu/eHZ2CNit05Y1CobQeOBuIgOdIUCgUSiultfZo57yNBMuy+PXXXzFr1ixoNB65as6cOdizZw+KioqasXQUCoVC8UXa2DqgehJDVZgoFErrpyWto7S5HYnXXnsNarUaPXv2xLXXXosJEyb4DV9QUACDweBjD8H9Pn78OLp16xa18lLODXbkVmFE9xQk6NvcJ0ehNBtKhQL5cC1oNKZQKOc0kRYOqGpTCAwaNAijRo1Cly5dsHPnTkyZMgUPP/ww3n33Xdk4dXV1AIDk5GTRde53bW2tbFyr1Qqr1cr/bmhoAODa5WDZlquH53SyAEGLLmNb44MNOXhgSl9M7Ne+WcvBsiwIIfTdu6H10TIRvhdCCC8IcH0ryxIwYOB0Oj39LYFsvya8xoUXGmyzLOs6WRbyaVAoQmjf0QohiN47EzhtCCn9IMvGsiRgXyXs56JJmxEkevTogcOHD0On0wEAbrvtNgwaNAiPPvoo5syZgwsuuEAyHqfO5HQ6Rde531qtVjbPN954Ay+//LLP9dra2hbdudTXm2F32FFTU9PcRTlnsDvsMBgMqKlpXm1ClmVhMBhACIFKdc5rNsJkMsFqtdJvoYUhbKcMw8BqtYIlOjQ0NKCmpgY2mw1OwsJsNqOmpgZGoxEsYdFotUm+S65Pdjgc7u+wBo2NjXA6dbDZWFeaVhucTgYsYWl7oASE9qWtD7vDDqPRGJXv2+6wAwAaLZaQ0rc77DAL4tocLBgG0Kql25bRaAw4j6urq0NjY2PQZQmWNiNIxMXF+VybNWsWbzAtJ0h07uxyA1ZWJj4hsLy8HADQqVMn2TyfffZZPPHEE/zvhoYGdO/eHampqUhJSQn2EZqMarsWWo0WaWlpzV2UcwatRovExMRmr3OWZcEwDFJTU+ngByA+Ph56vb7Z3wtFjLCdMgwDvV4PtUrFf0M6nQ5qlRpxcXFIS0tDfHw81CoN9Hq15LskhECtVkGj1SIhIQFpaWmIiYmB2qSBTgdXmnodNGYCFaOi7YESENqXtj60Gs/3H420ASAmNjak9LUaLd+fAcCC1Seg06jw9LQBkuETEmwB53HJycmIjY0NuizB0mYECSk4taSEhATZMO3atUO/fv2wd+9e3HPPPfz13bt3IyYmBiNGjJCNq9frodfrfa6rVKoW3bGoVCqAQYsuY5uDAVRMy2gXDMO0+DbaVKhUKr4+KC0L4XthGAYQtVsi+s31aYB0v+a6xvB/c+9dmA8DBmAI7RspiqF9aSuDQfT6e3f/E3L6DKASxK0x2RCjVcumpVIxAfsqYT8XTdpM61+xYgVKSkr43yaTCU8//TQSExNxxRVX8Nd///13XHfddaiuruav3Xffffjpp5+Qm5sLwCWAfPLJJ7j11lsRHx/fdA/RRFCfJRQKpTXifQCd6GC6MMdL6s2JQqG0FAhalmcmf7SZHQm9Xo+pU6ci1r2tlJmZiU6dOmH16tVIT0/nw50+fRorV67Ehx9+yF977LHHkJmZiQsuuADjx4/H4cOHMWjQIL9G2hRKsLSWToFCaYn4fj++H1QwooDL/iKcElEoFEp0iMS6BvXaFCRXXXUVpk2bhuPHj6O8vBw9evRARkaGz7bPNddcg169eqF9e4/3HLVajW+//Ra5ubnIyclBly5d/Ko0USihQBc8KZRw8H9OBAMGdL+VQqFQmpY2I0gALg9Mw4cP9xumb9++6Nu3r+S9fv36oV+/ftEoGoVCoVBCQFJ4UHoAHYVCobRaWseWaZuxkaBQWjpUjYJCCR5eWPD6gBjBIMudbE2hUCgtkTu+3Is9Z6oDB3QTiSWSplpooYIEhUKhUFo8jLdqU7A7EpKCRusTPlYcLMKmkxXNXQwKhRIEVocTlUZr4IACIrE2Qr02UaIC1QagUCitDsZrB8I3gGznxoX3EUak0mjhrDlaim05Vc1dDAqFEiSB5l7COX8kdhPojsQ5yOxFu5q7CBQKhdI6aPlz/nOSed/sa+4iUCgtkkDTeiYKnRrdkaBQKBTKOY3HRkJ4zTeM8FyJkNKnRASj1dHcRaBQosJ3u/Lx26HikOMH29e0lrWSqAgSRqMRJSUlsFqD0wejUCgUCkUO0YF0EjYTEcokMumcg1ChjNKW2Z5bhQNna0OOH8znEe6XNHvRLvyVVQoHy4aZUmAiIkgQQvDnn39izpw56Ny5MxITE9G1a1fExMSgX79+uP/++7F///5IZNXmaYqOmFBf6xQKpZXBMKrICw7U0xOFQlFIvcUeOJCfOVyguZd3dxRu97TueBlMVmd4iSggbEHir7/+wrBhw3DDDTfAYDDgoYcewrfffosVK1bgyy+/xE033YTjx49j7NixmDp1Ko4cORKJclPCIPvEcez7/s3mLgaFQqEERGpxxXtAdoVpW0JBboWRrvBTKG2IoDYHAn76yvq7Fn+ydXl5OebOnYtnnnkGt912G5KTk2XDFhcXY9GiRZg5cyZOnToVTrZtmqZwh15eVhLdDCgUCiXieHeMwbl/9Y7d0ifpz/92FN/ePRY6TdsSkCiU1kw4Gh3BxoyG8XU0CGtHIi0tDbm5uXjooYf8ChEA0LVrV7z88stUxYlCoVAoipGb8HMLLkJvd3Jh5Q61C4STJdSbXhC0cNmMQmlWglm8aE0q6GEJElqtFjExMUHFSUxMDCfLNk/raToUCoXSdPh4ZfI6kC4iW/heabB0ZkyhtHl+O1QMhzP6RsnN0Zu0SvevLMuirKwM2dnZqK5Wfhw4xUVL326nUCiUZoGR9/8ajI1ExIUPCg8dvSitkZ/2FSgzpEZ46kaB5nc+ypvhdk+t6UA6h8OBX375Bddeey1SU1PRuXNnDBgwAO3bt0fnzp1x2223YfPmzZHIikKhUCjnEJ7B1/tk6yBHWZlRuSVPfptDvaHC0Bjy6ixdCKO0VlRNsKgQlPvXIE7B9h+uFexIrFixAgMGDMC8efMQHx+PV155BStWrMC6devw888/45FHHkFNTQ2mTZuGsWPHYvfu3ZEod4smnAN5aDdMoVAo0vidqPo5kI67LhxU/aVV0dAYWgGbiGjODR5ZcgibT1VGLwMKhSJJa90gDctrU35+Ph555BEsWLAAN910E2JjY2XDVldX48svv8S8efOQlZUVTrYtnoXrsrHwtvYhxW2KBR26aEShUFob3itrDBOc16ZACFOqs9iRniRt/2e0OpCgD2voVF6mZuqrrY7o64tTKC2JptiRYIP8npWW6Mvtebh7Yu+gyxMpwtqR0Ol0sNvtuPPOOwEA69evlw3brl07PPXUU+eE1yazPfQDQFqTpT6FQqE0Hd6Cg3h3QekWfkDPTqJrvuHmfbMPNSaborxaK04/EkxxnQVssDOiILBRIYYSgD+OlODbXfmRTVThrD08969BeG0iytWS1h0vk0mjFdhIpKWlwWw2g2VZ1NfX49Zbbw0YJ1gvT60SuuRPobQKCCGwN4G3Doo8dicLh5OVnUB6XLdKXBMR3g5FMAuSTeHhBWi+ocTp5+SsJ38+jEOFtZL3IlHc27/cQ20tKH7Zn1+L7TlVEU2zKdSKAsnfQkPuSC0qN8VOS1iCRExMDPr164c777wTmzZtilSZWj3h9IG0/2ybWI31cDhCt52hRIeiWgu2ZFN98KakzmyDodHjIeXFlcfw5Y483P7lHsnwspNKgU0EG9SRsT4ZyN+SGczbejftcPp/wihuSFAozUKTmCdEcYLXnMJ32MbW33//PU6fPo1bbrkF5eXl6Nu3L2bNmoU333wT69evR01NTSTKSaG0ao789il2bPizuYtB8YLuRjQ9L648hv+uz+F/VzQ0orzBGjCelI2E14WIlA8IPN431fkSzaXq6gwgKcg9fqSqJVD+oYaltA2iMWluCu9GbbWlhi1IDBkyBDt27MCxY8eQnJyMu+++Gw6HAx999BEuu+wytGvXDr1798bdd98difK2CsJpLHRHou1iaKhv7iJQvKCfW9Njc7AiAU6tYhROBgWqS273r94Tilbq9ESW5poj+7ORaAqEz220OvzaZNyyuO17gqSIIYi8KlIg4SQSwkswtkWR+QSV246FQ8QOpOvRowceeughPPfcc1ixYgUKCgpQUVGBtWvXYu7cuVCpIn72XcuFzk4oErS1SQ6FEgreq+waNROxnSG5nQLislz0uR5ol0NuMG/ri+ChGlML321BtRmNIToeEb7Hed/sw4aTFSGlQwmfh5ccau4iSBLswXBVxsC7ns2N1Jz/7b9ONn1BgiRiPuzi4+OxYMEC0bUOHTpg+vTpmD59eqSyaRU0lVV/yHm08UGwxdJanURTKBFG+CWoVSq/qkIeY2svQ0TBb5YlYQvqwR0W1USqTc3UWTsiICk9vTwTt43rhauGdw46rvdjm8I4m4kSHpWGlnmmSrDD6UM/HvR7vym+tFDyOHC2VpFXOsm1kiC82YXDObRN0HTQeTqFQqEoQ6NiAhr3cvg/kC7YNcrQaar5fXONJc1td+CtWtXc5Ykkv2eWYPWR0uYuRoui3mz3e99ic6Le4gnTnIuh4fQyQZ8j4SerlrQsGZYgUVlZiXvuuQeFhYWKwh86dOicsJWgNhIUKVrSh0+htBSU2kj4qCHBV7BQ0n36CCN+d0MUJBhFms/9a/T1xf3hvUPVVMbtTcHGkxXYkk1VtThK6y2493v588XMNgcWbT2Dp5Zl8tcISBRsJJTdD0vjJIh2LAzZ0uXosASJ5ORkqNVqZGRkYMaMGfj6669x4sQJGI1GEEJQV1eHffv24b333sO4ceNw0UUXYeDAgZEqe4slnE62hbcXCoVCUUxJnQU/7xcvNHl3jxoV41eVRtifcn972zx4qzoFwmJzotHmdMeVyDNAT9yc89qmyDuQapPc3UiVjXiZzLS1cbHp9s5aPnaH/7d799f7sP9sDcw2j71NW5ArZy/a5fc+IZ52IuwDWZYgs7DON7xUGuEUMAjCPtn6008/xf79+9G+fXs89NBDGDx4MBITE6FSqZCamooxY8bgrbfewtSpU5GTk4Onn346UmWnUCiUsGgLA1JLJrOwDisOFvlcF+4uKPbapMTdq8IX+sX2M9iaE/r5IU22Qt5M7TNSJ1eHumrsXb/0gLrWy5M/Z4b9/qScMTS1MBaJFhioGnydP/jmXW5oxBtrTyjOsyn8HEXE2Hro0KH44osveKEiNzcXBoMBaWlpGDp0KIYMGdIkBh8thfBUm2iHSaFQ2gZKejONioHNj9cmf32icIeCAaO477XYnW7hJYABYxMcSFfR0Ih2CXqoVb5laa5zJAIR7WHKV7Upuvk1Ja1pjI9EWYvrzGAJoI7gFJAAAXWFZy/ahX9NH4jze6RGLuMwCW4BQrALoSAeIYH7s2gRMa9NAKDVajF+/HiMHz8+ksm2OsI62TpyxZDPo/X0YxQKpRWjpK9Rq1Sik67lYLzOjfBZkWQYxZ0bHyzIBa6iWrM7fuQ60Ud+OoQHJvfDxf07+Nxrrr461GwjVV5vwaEt2UgA554Dv0hMckOpsxqTLaw8hUTim4/Gd9USBNOIChIcTz/9NNLT0zFlyhScf/7559YZEmHSFG2ipa5yUSiUcw+N0qVK4UzCbSPBDaKBJprcjgX/G5Cd1xAQj2GlV7L/dBt8RroHlTsArrX31KFOHb0nR21pRyJSEEJgsTsRp4vKNM6dR4TSiUwynvSIsrYVlPDRFHOvKOThN80mEjKiMsMfM2YMMjMzcf311yMtLQ3XXnstFi5ciEOHDoFlI3PwEIVCoVBaNpFYtJBacfP1vCT6RxZOxVZyfJXKR7ZMATIKFpn0WsJqY3PgLVi1pXqI1JOcLDPg7q/3odHujOjKezSI/I6S7/kI9WZ7QAPm5ibUehBG896JDXQKfas9R+If//gHvvvuOxQUFODAgQOYMWMGDh06hBkzZqB9+/Y4cUK5oUhrJKxOr+30lxQKhSLJybIGZBXXA4ismsfevBpF4QjCPcAuMh31ysPF7tTa5o5EqPioNrWxLYlItHmL+9TwZfsL8cAPB8JPUIKWXOveVWi2+x5aGIxBttJFjybzsyDYdfEngPgVTtrKgXQMw/D/6fV6DB48GLGxsdHOtlkJy9i6RX+6lLA4x/RiKRTvMa7ebEeD2x6izn0IldLBnmG8bCQYsaqS67cyo0SlqhFyRGpeu2RvgbtMkUkvWO7//gByyg0+1wP61JcVfCLzIN6CQxuTIyKK1RE9LQ/h91ZltCqOtzW7EkeK6gTpRLJUzfO9NEWWwj7J1acFzptT8mnOTyQqgsTy5ctx++23Y+DAgfyBdXfddReOHDmC7du3o1evXtHItsVganTirT9PhhS3aWwkWg+ffvopSkvbyCmgraniKZQo8MX2M5LXLXWVsNRJu2N9ZvkRl4clL0FC+Nv7XAlvfM6dcEsSPqt1Xr/ldpe9VwGPFNXhkSWHZPMPlWiPB7VmG8oblE8QeaJUruUHXK6CvZ+7LRlbR8zuoImr5KEfDyoOu3h7HlYf9Yzb0RAkvD9dVZgr7y2hifl2R77nSHgjVG36YnteVMoViKgIEu+88w62b9+OBx54AB9++CH+/e9/Y8qUKW1+J0LIUfe2PSU8Dh06hD179jR3MShtlZYwerQxtmZ7BALv2jVYfdUPVAyQ9ceXOL72O8n0yhosEucKhFg4gY2EcMxe8MdxVAWhZ+5t6ldS14gKQ2OIhZLn4SXKJ2+hEknNh3A/p+OlDQCkbCTCS7ct02Jd6wvemT9BMJRdLCnVRMlaaEFtO/j8PBn625Fj+cUU4O/jZeI0mmj1MiqCxNatW/Hdd9/BYDDgkUceQe/evTFz5kx89NFHyMrKalOGU3KE+ohNUTPnQv1TKJTm4Te33r8UUmpM3DxIo9NLR/L4avVJzRNGefmkgmeV1KNaQnVDLlnviVFLnctFi2iPIN5jVFtS+W2qJ5n/7X7JNh0MIcvrEUpHlKbPYW3ey/cRyERROaKYttwN8Uas+FZAzbZWaiOh1WoxYcIEPPfcc/j777+RnZ2Nu+++G0uWLMGwYcNw4EB0DIMolBbNOTbZoJyb+FunEA6CPvMAlRp2ux0HDypfhRdPOJV9YIQQL0HAz2qprDclRVkppq2s7Xg/RugnW/v/3fqJ/mDQ0GhHrTnw+Sz+iJwaVvRfYLRPum5OYTZkY+smImoOiOvq6rB9+3Zs3rwZW7ZswZEjRzBixAg89dRTbd5Gwmm3AkgMKS7dLaBQKK0Z4cCmpD8T6jbv2rULP/zwA6ZPn44TJ05g7Nix/D2xsTURHysBga2EAsI1tvaeVERzCjN70S78ND96h7y2xPUN78mRs+1JEk2CxGHpQREx4/kQk6k0SO+oSH3moQitLEugCreSAnCqzICvdoRnu6Ck+ppT0InKjsRNN92E9PR0vPTSSwCAl156CZWVldi7dy/eeusttG/fPhrZthjqinNDjtskqk3cv1RoaXZYlkVmZmaT5vnp9qImzY9ybhHspEE4jNfW1gIASkpKkJiYiF27/PmF9/biFFy+4RDpiW2z9sQtUJJoCaus0YIQEqG2GriOWoz9RBCvc1VmCa+S9eyKo7LJhX7YoefvOYt3i9KMBoU1ZuRXm4KOJ3xGqbmaonfbRJ9RVASJxx9/HJWVldi/fz/eeecdXHXVVUhKSopGVi2ShtL8lq3T2YKLdq5x6NAhfPzxx02bZ3FDk+ZHObeQmwTuzw98xkN9fT2uvvpq3H///bjqqqtQWFgIu9nouuntdUmYJ6tsatFgsWPjyXJ3fO/D6YTp+08n0l0oXdRxwfvN99L7bnPnSDR3ASLMmUojnl1xhP/NMOJvJBjB8Mc9Z3HE7axG7rsgEp97uF6blBLJT1XxDmqI94Doq3wBURIkxo0bh9WrV8NisQAAFixYgHnz5mHevHnYu3dvNLJsURgrS0Lu+JpyPKGDV/NDT3pvXugXEHnk+pV31p2S8aziuVpfX4/k5GQAQFJSEgYOHIjqvCzptIOYOHCrwE5CsD+/VuSj3TewQE1A1kbC29g6/MG6oiHyXp+UIDXRCLQQJm87Et4XxcX2nni2MTmiyQi3VSp9naX1jcirCn7VPRh8XS0wfu/LpuNtrCx0Ie2HWlN49ibBIhSWhN9DMO+UdTqg1kTNgoEnKjmsXLkSv/zyC+bMmQMA+O233zB+/Hikp6fjsccew86dO6ORLZxOJ/bv348zZ86gS5cuGDduHPR6GU8gAnbv3o2srCyf69dccw06duwYdDnsjUY4Gs387w835uC687uiW2pcwLgteieDQqFQAiAcj73HZqneTaiiLBQkAKB///4wbV8DpCrw2uKF0epAgl56iCNEonBS4WT6Y6eX/B/uhK3OYscjPx1SZAvREkaIaI9TbfociSbMK9KL9ETmpORAuwF+3b9K3Qq4I0iaZKVdyGNLD0U8TZYAapEDCq9DNrln9FMf2adO8odseuNoNCGhfWj2usEQlR2JpUuXYtasWaJrd9xxB1544QWUl5ejpKQk4nn++uuv6NevH26++WasWrUK999/PwYMGIBt27YFjPvTTz/h//7v/7B7927RfwaD74mfSmDAwOHwSK/bc6vwvw05yiLTHQkKhdKKEdoPBDvh9BYkkpOTRYsy3quH/L8ggjMiCGwOFvO+2SeRAyMIz6UZVBFF+fKphjmnCVcto6mNkWV3JMJMl9cJ90op0FhFxzJlEEJgaIz8yrpG7X93oN5iR1YznK2l5KviPp3maEHhqjY5bI345MP/wWqolbxvNdYjPjH6gkRUdiTOnj2LLl268L+/+OIL9O3bFwCg1+tRVVUluh8J1qxZg1mzZuG1116DRqOB0+nEzJkzMWvWLBQUFECr1fqN36dPHyxevDgiZWHUGrBOB5wsgdq93FZQYw4Qq+ng2i7tfJuatqYZ2/qhX0DkCd7Y2j25Z50wGAxISUnh7yUkJMDeaAbDJAf1spSo5jAAwDAoNzSiG1y/vVc5ozVh9ibcnuGWxbuD9uwUDVWUaJza3NQrz20J77o7VFiHt/48qbit+O4MiVfQOTQBPB+tP1GOjScrwvI+JpK1CcAoWAa3OxXsOkp4CHOyBDpN4AzqzXYcK6nHhf08DoTC+QTk1hOkdnQYAE6bSx2Sddj5d2W1WqHT6WAoL0B13nEMun1aGCVSRlR2JDp37oxjx47xv0eMGIGEhASYTCbk5+eja9euEc/z4YcfxptvvgmNWx9MrVZjzpw5KCsrQ3Z2dsTz8wejVoM4HT4NdG9eDV5adUwmlgs6sWnL0LfbUqFCdWRw1aNgR0JJtbpPVLJZjFCpVKIdicTERLc7bV9EagCstMqFXBldwo4rfKPdlb+U8LEqU3r3POLnSAQZvsZkC7vNCo1jWxo+J5kHCE8/X2VYbM6w4su1OY3K/1Qy2PcTcCEAyg69+2L7mYB5eS98/LSvAP9aruzb2J1Xjf9tzAn5W5RbdHGyBDaH513JJe+wuuyQHTYL7HY7Mld8jEceeQT33XcfTq1fih6jL0WPXr1DKlswREWQuOWWW/Daa6/h6FGP6y6TyYT7778fkydPRrt27SKe5/Dhw32unTnjakRKBBeDwYCff/4Zy5cvx/Hjx8Mqi0qlAcs6fRr26UojTpb595jTFB0ilwWdPFHOdehaZ+QJetLAegbMtLQ0kUDQoUMHd5rSBpEe1aagS+l5934KvDarlP/bZHUIYkurNm3NruSvFdWaUVavzIA6WBuA0noLDhZIqzMES0vxECoHwwSun9Y2knnX+frj5aGnFUQ+0Rry1QF2JKKRbajt1tduS3yhzmxHab1FWRlCK4Js3hwbT1YAAA5u+A2n1i+Vbf92t9qnqboM6/9eB0ejGWPGjMGtt96K4Tfcjw79fOfF0SAqqk3XX389Dh06hNGjR6Nnz55ISkpCdnY2Bg4ciJUrV0YjSx9KS0vx9ttv48orrxRtlctRWVmJJUuWwGq1YtOmTZg6dSq+/fZbpKWlycaxWq2wWj2rZQ0NLiGBUatAHA44naxrG9DdBuwOJ0D8eOohgJN1Rt2TD5c+y7It3msQIaRVlFMJROLdsyzLP2NTIHz3FM9ElGXZluNzvRXjZAkIiKCdEU+fR9wTQnd/yH3XrJcgwV0nhCAuzuWggjPy5O+xBFC5z5EgYgHD6XSK84XUd+feOSHuwZwAwukO3+cIylpaZ+Z/O53iPokrx8ebcjGxn2uh7I01J5ASp8OrM4bIV5ggfZ+xQTB3kMrLZheMFf7GlQB5w7v/IfDfJxGAEOk+mQifg7jqOZhyce/CKejzGUa67xSWx+l0gglyXZQQgrwqE/p0SAgqHkfIfbfbMFYYb/G2M7hkYIeAUevMNqTE6dz5C9q+VP1IvCcnG2AOAsDqcEKvUfuGd78XKZlBxYjLQCBoQ0Smfbthidc94upHWJYVfJvusNz37HZpJHo2p9MnHe46I/BHywrrhLi+Ze5flns+mfqE8LngVfcS912/pe8RluCB++7DG6+/5jpbTfDdma12gABnjx9Eg9EGwgr7VK68DtQV5iCdEBQd2oL1zjMYeNktuOuu6wAAHx3fE1q/EAJR8wv1yiuv4N5778WuXbtgsViQkZGBsWPHNslgbTKZcN1110Gr1WLRokUBw8+aNQv/+c9/EBMTAwDIycnBuHHjcN999+Hnn3+WjffGG2/g5Zdf9rlOoILNZkVNTQ10GhXsbsPrBqMJdocdNTXS/tTtDjvq6uqgdyqThkPFYjGDZVlUV1dDp9NFNa9wsVqtMBqNsnXWWmBZFlUV5T7P0dDQAKvV2mTPx7IsHA4nampqoAqwHX0uYLFYwLIsampqQu6bamtrkZ+fj/PPPz/CpWt9OFgCm83TxxlNRr7PszvsaGxs5PtDg8GAmhoVzCYTP9jp9XrU1NSAZVkYDAYQQqDS6GC1WuHQOvm+wGazwqlywmSywp5kh9lq4icCNTU1cLAQ9bW1tbVwOp1QOR1wOh1otFrhZFk4nU44nCzsDjtYpxMOpxMs60R9fQNqYpx8WWtqalBXZ/EpO4fRYBSFBQCbzYZGFev32+biGE2+Y4Nd4LBDeN1ht8PucKLBYEBNDcOHDbYP8TxLA4RR7Q47zGaL33Equ7gaQ9qpfe41NDpE79tkCq7vbrS42kd9fQNqalyzL7vdDovFf3lqamsD6ul7U1zXiFf+OoPPbhocVDwOURsNoi+1Wm2werULpe/v3qXH+fLWNxhgd9hhsZgl49sddtTX1SOOeHbFGtxx/OV179Lj+NfUXujTPg5mm1P0PmtqaqBV+z5rfb24DHabHY2WRk87MEuXEQDq6xrFcR12GA0G1NRoYLe52joAqOGpM6vVCjhVovTqzHafdADwfTv322wyicJwZayrq4ParoW10SJbn1ze3D2D0SBKA3CNKXtOFcFid2J4l0QYjEbBPbPnGRpN0FqtyM3NhUrlmieaTa77XBynw7VYUFNbi1jimhdW1ppQX1GIxe99j/LsQtx19z9wuGEvbrvjLryz1+jz/JU1kdm59EdUHcx27doV//jHP0AIgcViaRIhwmq14vrrr8fp06exefNmRWpNF154oeh3RkYG7rzzTnz00Uey7s4A4Nlnn8UTTzzB/25oaED37t2h0WqhYoCU1FTEaNXQalyG3jGxsdBqtLK7HFqNFsnJKUhLiVX6uCERGxsHlUqF1NRURe5xmxO9Xo+EhAS/O0OtAZVKhfKSQjQ2NoocDSQlJUGv1zfZ87EsC41GjbS0NCpIAIiNjeW/hVDrY+nSpcjMzMTUqVMjXLrWh83BQqv19HEJ8RZoNXVIS0uDVqOFXq+Hihhw8Of/Qnfx/5CWlua65q77Xr168bsSDMMgNTUVMYkp0OtZaBg13xdotTpo1FrExemg1WgRq4qDRm2ASqVCWloa7E4i6mstFgvUag3/n06nh0athkajgYphoNVooVJroFGroVKpkZSUhLS0ZL7vTktLQ63DyP9OSEwUfbOJlU5RWMDVd+n0Gr/fNhcnPi4eWk09klNSeTUR7p4wTQDQ6rTQEhWSk5L46/7GlUB5JyYmidPXaBEbG+t3nNqQU4+5kwf63FNb7NBqtEhNTYVWow26746JLYdWY0NiUhLS0lJd+Wm10MfE+C1Pamqq5ATXH0aYQ6o3DmEbDabv0Ol0iInR+dS5knIIwyUZGPe7ioNWY/CJr9VokZIqnk/Eu9tpoDapjUtAWloKdFYHH96VXiq/WyGk0qYVpavVed6ZVqNFTGwctBqzZL71rEkcV6Plvy+urTMMoNWqPWG0OsTo1KL0WJ3VJx0ASElNg1rF8L/j4uNFYZJTXG01JSUFaYl6JCc0QKsxStYn4PquN+SZMbpXKhITEqHVVCM1NY2/Hxsbiz+zG5BXVIIXLu+NxIQEwb04Pl3G6YROr0e8uzxajRYWQy30+h6Ii4+HVqOFWqOGSuVEckoKUlJisH37dnzx9XfIOVOD22+6DsbuF+Kqa6/GJnsGhgwdCu3BAz7P/8H2UkSbiAkSf/75JxYtWoTMzEzYbDb06NED11xzDR5++GEYDAacd955KCsri1R2kjgcDsyePRv79u3Dhg0bMHTo0JDTiouLg81mg9Pp5A24vdHr9bIT8cb6KjCMyiVpNppgrCoBOygdYCDf6bjvRXuCxwlGTZFXuDAM0yrKqQQGDGw2m+hZVCoVGIbh/4s2nApIW6nTsInAt8C9Q1qfAKPytC/XBcbT5zGu79lhc62sOe12qFQqsE7PynunTp34uFyd6hOSAaaOj++qb/C/Pf963iXjdsvEpSX5bhjx36Kvj3uf7osqlQqMShhI/L6F9/g8BeWRrzDXP8RdACcBtHzdeYKJ8oKnTlWCsIHan93JiifbgvKK4grq2V+Zpe4zPu87uO+K4V8E41WP/ssTbD6udFWK6s1veUMZn6TqV2k5GK/2xXjVuURYqXYaqE2q3PXJvUfhv5Lv3StdUdvn1LsZoMpoQ3pSjCiuKA8+f3e9Mp72wMATxlV/4jqUSscTVvAtM+LvhuHaqju9rBKDbH1y6f16qBh6jRpxOrWofrhnZxgGR9b+gHeOxGDmo6/4lgWA094IBgzKysqQmJiIMzv/QEV9Hk79lQh7YmcUNGh4r1tfffYxGqpKoVKpMPHiSbCM6oELpwzC8e1nXJo0Uu2Ay7O1nGz9yCOP4IorrsDJkycxcuRITJw4ERaLBc8++yyGDBkStvGyEgghuOuuu7Bhwwb8+eefGDlypGS4Y8eOYfHixTCbXUYqTqcT+fn5ojBmsxnLli3DhRdeKCtE+EOjj4Wpuow3kCk9thu5W1bAaAx8LkVTGI1RY2uKHLUmG6yO8Dx7UM5dAnUpRGjP4B7fnHYbf1/osYlDF89d8x0QeRsXHyNs6fw5WZ0lvqkFGm79PZtU3GDWBYI5byPUXvu2L/aEGDN4+FccskGs5ymVLLC0toNcpR5J8ZkCQZxh4uPZKNyTxyWiL1x3Cn9lKTMWrzLafK41t2Wad99RXOffVT8XWljvROI+63DAH+baChAQ/P777/jvf/8LbUwcLrp6Jp5//nn07DcIIAQ9B5+Pdr2HYPCwEbhz/v14acEbuH7mLGh0vgvYzXn6e9g7Ep9//jl+/PFHrFq1Ctdcc43o3rFjxzB//nzMmDED8fHx4WbllxdffBHff/897rjjDhw9elTkMerKK6/k1Un+/vtvPP7445g+fTri4uJACMFVV12FUaNGYcSIETAajfjuu+9gtVrx8ccfh1SWtJ4DUVec62lwbgnxTNZhIGWA37hNMbmn50g0D1K1zQ2S/lToIlqGAK/8/h8O4KrhXXDbuJ5RL0tLgn4LkcHHI4pEvRK3PYTTPdCyTge0MfFo12cIevb0bXf6+GSgAQAj9NJEfGdQgm/Jt1zBvV9CgH358nrk3pMPudN+ldo5evpkd/oyswKrwwmzzf8EJVgkJ7UhpsU/R5hl8Y5/LnyfTpb4HOwmBXE3fe8aMVodOHi2Fhf39xhtB+u1ye51ZLuvlzTP3++vz8G153XB3vwapMb5t7X0N8mVuhVwQQKAnAjCsgQmm8MrrAfZOlHYxDxCsn8tAu6enNDYUJqPKdOnon1qMi688ELcu/Q4+g3tgu7du2Po6Ak4oeqBC3qmgjlbi9Hjh+H9DTnolH8acyf2dj0n78lOWbmjSdiCxMKFC/HFF1/4CBEAMGTIEGzZsgVXXnkljhyJrs/qTp06Ye7cuQCA3bt3i+5NmDCBFySGDh2KuXPn8oKNRqNBZmYmVqxYgX379kGr1eLFF1/ErFmzQrYf0MbEwdFo9gx67tGksqwITABBoik5Fzrn1gLLsk2iGqNkN8rmoB6dKKGhxI0pcboGeYfbGNBht0Ot0aL7yClQq32HpNiU9m5BQjwiM7zOBBRNAjyDPuG9rciWEcA2gStX7yx8Jiey6QS3ykxAkFthxPO/HZUM93umR9+5JTsZi+TKt+AtKwrf0pErq5MQRRMyuUfNLKzDx5tzRYKE1IFy/vB2Q+sv+K4zVRjUWdmpyZHeMXItvEnf25xdgUVbzwjCesf1TSvI3AGIv3l/aQhvOew2FBQUYOPGjagrysHIC+7GkAH9ZHLwqCWxxHUGiNXuGZu/3JEnHakZCEuQMJvNOHv2LK6++mr5DDQaLFmyBNu3bw8nq4A8+OCDisJdeumluPTSS0XXNBoNZs2ahVmzZkWkLBp9POwWk+foddYJlUoNh8MJ/+drt64OkdL6IC1oFaMlQYXqyEDgf8INuHYgAMDpVqFz2m1QaeR7xsROPfHMbS/grv986zdv4e4el29uhRH90n3dexK4J+LC2YjgdyTaAwPl35lHwAfqLb7qHxwOZ+SFfEm1rIjnEhzC+vfnjCmc99TSBDGnQt0U4nZ9ysF4/SsKKxlXHkeAMvien+LKNVDZI929+tvFMHsduqfklPtQ4M03JNP0TbSxoQbLPngfx7skY/jwERhy9Vx099qB5dLzXZBp2eNTWEugdrsdWq0WarWvFb+Q5ORkWZuFtogmNg4OWyMcdteASVgWjFrj8sncIuAmky27cZ5LNPW7CPYArHMZq9VKvxWFsG4f+X7DuI2rnbxAYYfKbYsmp/7XqVNn130i6LtUDGpra1GwfwPsdrsoDlcG35V9X0FB+a6B8G/PDzk/7QzDKNZb5lSZCAClsoLcJOa11cex5qhyTy3RmFCH+7UEOwFuC59noEk8h3cw/qeC9xj02nuA1Xy5dL2LUt6g7GBGufQAX/XBSDXbYMdCLvim35fDYjLJB3SX92zuSeTvXovja78BADz27IuYc+c86BOSA7ZboU2XbHm4+VwzChthCRLJycmIi4vDgQMH/IZ78sknMXr06HCyalVoda5DlHJysgEAhLBQqTX8Cpw/2kKHSJHG34feVBNVLhe/HRNthCIeeeQRbN68ubmL0SpQspDGOt07EZyKk9UKtS7GN6AX3EQiJycHZqMB2tgENDQ0oPzkfpSWlgTKVlwGIjOBltHRd10TCB/uP0+ePIn7779fdjIu9c0v2VsgLovTgarSIv63v9Vd4R25PI8W1yOvys8ERwGh9gDCnZWw8heqNjFMmxoXZVWbnAoFWhkLASnvPHInwcun7R9Do0NkR8HtFknaJQn+zq82ua/5z2Hfvn04+NPCAKUAqo1Wn2tyaSuzt1De5l2LJQQnDu9F/ulTgnwInA476qvKcSZzN5x2VxnXrfwZKo0OGZP/gdmPv4pX/y7E4u1nRGly9cf4qU/unpwXpub8RsJWyr7rrrswb948FBcX+9yz2+144okn8MEHH4SbTauCcbssLC0twZGiOhCWhUqjkTWgay5ay4SxLZ847GQJcsoNTSdIcOp2LXyrtKkJVP+lpdH3xd0WEKoVAdLtjHXbRrBuWxxrowkavecEa8l0QcCo1LDb7XjnnXcAALFJ7fj7dbW1ypfWCeFPxhWOyYF0nsU7Eq5//bk0507I/eyzz3Dw4EH++srD4rGy4tRB/PHdJ3y+fgWJMD/b06dPw+RvFRWRcRcZbv8iXCX2ZyMR6f7MyRJsPlURkbT8IVXD9//gf0GWIxyD9lDbz99u24nHlh7CLweKfO57N9lQh+z9+/fD6bD7CkARHq+OHj3K72Jybe3L7XlY7n42S30VDh06JBvfYXW5sCaEgHU6kJ2Tg8zlH+HgTwux/sdPUFV4Gj3Pn4TXXnsNcx9/Dj1GTUVix+4+QjH3nAcL6ty/IfqXQ5HtWcAQ0SNsY+vnn38emzdvRv/+/XHrrbdiyJAh0Gg0OHXqFJYuXYra2lr873//w4IFCyJR3lZDYnp3WCyNaLA4XDYSag0cTukdCaHHnqaY4HlWjehksrmxOpw4W2NuOkGCV2trkuxaPgrrwZ8wSwiBLQq6662RgKt/hMBuNgLwGFtbLWZoFOxI6BNTUFnpMYCOb98FV4+8GjuKf3Od4qr15CFXDl18EooztyE1rT2I0y47aS6qtYAAOPjTQrTrMxSYP178HO5/ec8sEulwnnUOHjyIhoYGkXrvjtwqTOjXHgDgtDXyK3osARx+XD0pHR/kmutbb72F0aNHY968ecLQitJUgo9r0gikqWRSGqn+rM5sw6dbTmPygPTIJBgFuGfNKq4H4GpLgLJ6CrSW6TMOuX9+IVhBt3jZIDBgFI9fgXZNDh8+7CeuGJ/JtUwRTCYzKg11omsffvghbrzxRgCJfLzMojpY7K5nO711JT7NVePNN9/EsWPH4HA4kLdrPWKT20HbqQMqi8uQAGDdrz/hVIUJX+T2hj4xBd0vmIJpkyfC0OhAhcGKdu3aQVXhEUw9Ow7if+vMYrsoH/U1f9XLp9V8g3rYgkRcXBw2btyIBQsWYPHixVi0aBEA12mU06ZNwxtvvIH27dufc4KESqOFzWYDAXHtSKg1srq0N3++G2/cMBwAneBJcS4IPC3JRuIcqG7sOVONTacqAwdUwJlKE7ZmRyat1o6S8xxsFtd5OtZGl950o9kETUysb0CvdGISU1FcvB8AMGzUhSjS6nDNNdfgjVWHALZA0Up6ev/zUZy5DSe3/4HUOB30iakwVPqusC7ZW4DRvdJcqgolZ3yexVdlxLdvd02wpPv8Tzaf5gUJLnGWdaLSYJX8Nu+9917MmTMHiOkV8Bm5vOUwGo2S120OFjpNeEoKkVJt8q4Duf4qWLWUQISy+93QaIfNQXwOWpMj3MVCLv5fx1y7YUarS0VQ0tjaZ64dXN6BwivR4ZfDZDKhuLgYqpTOqC04hbq6QaL764+X888mRaNd+tsqKchD4YHN6H7BJQCAn5cuweGDB2DodgkSO/ZAVblLDbK+vh5AIljiUi9kGBWcrGu+RpwOOFkVXnnlVSQlJSI2NhY1+SeR2LEbCqrzYbQBo0dcgJ59+kFTwuD1R6ej+Ku97jrh7LCAjScrRGpMSneTvOtd2P5lVbgCpBlNInKydUxMDBYsWIAFCxagtLQUVqsVnTt35t2n2mw2LFu2LBJZtRrUGh0arY0gBLyxNcvKfxSGRtfqXFM2hnNhgt7S4R1SNtW7cGfTwrTsmpycCiMOF9ZiUASWTO1KDws4BwjUrBiGgc3UAAA4dSwT+Rf0h9lQD11Cr4Bp65PS0FDUAI1Gg4nTrsVP+wpd1xNSgXqx3QEBcOKv7xGf1gmYP57/vjT6WGRM+QdyNv2CK+94GNsOnVD0XCzLoqG+TvY5HV7G3gCgUsl/Z9yuAyEEDWVnkQygoSQPj3xaiAevnSAZ58SJE0g4rxdyt/wKfWIKyOUD8PHHH6OyshJs+iUoLS1F584uo3R/B545vXbGubC3f7kH/73pfC6wdMGbCGHuSm0kXlt9HOP7tsMlAzuGnG8o3cEX2/JwqLAe388bqzyfMNR15dqUooP7ZOI2NNrx9LIjuGJYJ0XhhbjaubL2IpwE//7779i0aROunHkbcrf+hu86GpCeng6cKAfLsvhy11nJNMrKykBYFo12aQ2P/Vs3oOzEQXQ972IAQH7BWfTt2xeb/vwFPcZcjmV/bUGv9vE4cuQIqux12PB3OQ4s+RoAUNihAyqra8CyTuw/q8U1s67Bv+deDYZhcCh1FwCge2ocCmvNmD6xD1QMsNN4Rrbuy2SMzLnqkjOwV2rk3lKIuOP6zp07o1evXqIzGHQ6HS666KJIZ9WiYZ127Ny2DfV1tagrzgUDxq+NBCFAzdmTPp18NGjpjdKbtmIjIVXvTa1mRtXavFC4LdxW2mC04QwRpSAsiwN/LYOpqgQxianIOZGFjz76CMaGOujikwAAH2zMlY4LQBvjOvunR48eoveR0KGrK4x79f/w4cOoqa6BsbIYVacF5xe54yR36YNh196Djp06u9JR8Cn89ddfWPjav/nfDidBYY3nBFwpQYIrtzcOqwWm6lJs3LgRp9Yvgd1iglanR97O1cjbuQaL3n4FlbmZMFYWo6HsLOqKTwMADh06BAKgtjAbFacOobSoAJmZmSguLkbx4a146aWXPI8qyM/pdMJut+PICtcBqyzLorFReoKzNScyO2tKupfvd/tOFPn3Kojv78sTevE6WlyPM5XhGZkLefqXTEXhWNK0NmfB9N0KtX9Qb7ajzmJT9N7EHpMZ986b67fDySouH2d3tvT7rwEAWVlZvGt+i0l61wxwHT5cdmIvLFaXOpDVaoXdbkdFeRkM5QVoqHMdJHl42f9wYMm7cDgceOihh9Bz3HTk7VyN7n37Y/r06Rg8eDCqco+gqLAQ3S+4BH0mXoOBF12DIVffjVFznsLw2U8hvmuGT9/PqzWKrvk+s9SQ4epuPGEXrD4uCiu3w5ZZVKdAbdT//WgSkR0Jijyrf/kRAOC0W8Gy8nIbSwhOb1uJQxd2R7+rLpUNFxk8nS/l3ELOmOtc55bFu7HsgYtDihsJ49Q2g592Za4pR0nuMVgtdnTIOA8w56GhoQFmgwkpbkFiT161bHyGYfDqq68iPj4e63Pq+Otx7TphYpfJqCzSo+zEPixevBjnjRrjN52YpDRoVAy0sQmwmepRmrUbxMs9t/AbKS4uBoFLBUKl1mBHbiW+3ZWH+we4AtltVpQd34P2/c7j49itFtQUFyMBQG5uLj788ENUVFTg8JajUGv1OBo3Hsmde6N9vxG4bEQv3sh3TFwNvvhpOVi7a6Kk0mjRs5vr5ODvF74EwLVQ9fUn/0X7BNeCXWVuJtAvFfv370dtYTaqkqz48sstyM7OhtVqhdlshs1iBBCP3NxcPProozD1mob4dp1FrXfFwSJRezbbHFAxDGK0/l28h8IfR0pw67iekveCdsnJ/RtENKmwKsHsr0AgKAbKO5g+IHy1r+DC15ltuO/7A/hJsDMXTpkYiR/c+7r9y724b1Jf2bgWsxksmwin04nc3Fxcd911+GbJMnQZdiHmzBqLiy66CGrNh/h84atghl2DxI7dQQiBw2pBWX4uGhuHgSVA0aEtYPP24qf4s9i0aRMAwMYyyCsyY0z/bohP64hOg8dCn5SK5x+ajri4WLTrNRhpPQbi6rG9cN35rsWHlYZeuGXmCBxa5hIaE5NiYA7gqparK4YJbJcS6F3JusXlvDi5f/6e6VLH6oJY2T62OR2oUEEiSnS/YCqmta/ET8tWAHB5KqmvrIV9398+hnuAZ1K/bs3vuH7aZGg00Xs1dmfrEiRaSzmV4P0s3MAlZz8TLeg5El6EsSNBPWB58K4J4W+rsQ4AoNbqkd5/JBLP1AJoBMs6oYvzf0Iu992kp3NGsHX8PYZhcMPMWfjr652evBqt3E1RfG9iU9rDampA0eEt0KpV6JDaGYSwvOtGQGxMeviXDzH06rux9pd3oe7QG9XtxwEAtm1Yi8KDm1GTfxLv2Q+hsrISG/bnALo43D1tFPr27QuGYXDxxRfjWPtJ0MbE4dH547Fr0S53+Txl6jfsfAwzp4nK+dn88TAYDPj870zE5NbAamrAtEFJuH7qeJw8eQq7F/6ApKQELF26FEXHKrHxOMHlYwbj8ssvx74qNe6aPBjVS4/in9O7Y926dUhPT8dznyxBh/7n40xfBsO6jILVWAdjZQna9x7C5/vK78eREqfDM1cMBACY/OisC58jbDsAQXQVE9iYN5TuLJJ9oJMleOynQ/jv7PMjlqYssqpN0teFdgZyj+wMYIPiD4YBOFMglhAYGh2yeb310v/hzjkz0adPHyQkJGD69OnQpXXBZ4cMmDRpIgCgx5jLEVO6Hzn716Nd78EoPLgZ2pg4qIkTjz56kG8LOvcZZjNnzkTnzp2x5JQdw6ssmDmuFxp35/N5CudSjMp3MVdYTofABW8g0VDFMJLtXPTcfrzQ+UNuZ0JRpGaAChJRglGp0KVrd4/ffqcDhADlpw6KvDRxcJ2a0WBAcXExenqdeBhJbI7WMfFpSwKEHE2v2kRE+Z7rKK0Hf4IE3Y/wwBICu5PF1uxKXNy/g2gcbWyoQdf+wxE3zLXjev9TL+Cbt58DAKjU/ociJe9JrdWjz8RrcMfVg7Dk518AAAzjmjisW7cOWp3eJ44uJgHteg12GVQ7bUjo0BUJHbqi4tRB2Ht4doYbGlx2HU67FVl/fIE4FVBbmIMdO5xITU2Fob4OvcZdAUejGaNHj0b79u3hGFYPE6vFw7eID2PV7t7lUw7hpFZOBTYxMRHtO3dDbJUasSkdMPrCgejQIRXt2rXH4BNqvO1eoCr4bCemDuyI+e6V4UWLduGxtDSXfUhGBjIyMkAIweeHDKgtysEfy3/CjtU/48h+l1FoSpdeKC+oBTAA9Ra7yAD7+d+y/L8EN6F0Z4QQ3nuN2EZC/v2H049JxVUiAO06XY3xfduJrhEQWX34SCMnAEmdAE5AoGI874+L633iO3fd+/mVjkvCeFo1A6mDHzk2b96MlStXYvLkyWAYBj169YEq09Ou2vcZiltnT8Mr732G+pI8pHbPQFrvIejWewAeHpuIxLR01C07gqsu6IuZE3vz8XJ3+H5XgMu16qT+HeTLLiiiXYH3Pf6Z/Pkl5sIGfcNFSzsqIBBhCRImkwmff/45HnvsMTidTpSUlKB79+6RKlurJy4hgW8wKd0zYD7rOmXV6XT67Dg4uQbsXn0xGAzYuHEjxo0bh44dQzcek8LutsNoLRP1tqSf3tzPwr1y/4detY52QWl5cO3r4825uNhr8DZWlaDnkCHgrAkYhsGECROgKjCjNsT8rA5xX9au12CMGzcWv/2+mg9TWlqKvXv3IrGdtCFpn4nXAABi4EQj1GAYFXI2/YKVuXsAAI3GOnz6+068v+AFNG49g4qcwxg3+XIUVBvx+gOTERMTg12nq/H+BtcBpBMnuib0MaeyYDD4HpwViJ/2Fcje82dnxcEwDFRSs0qvMGm9BiGt1yA8Mn0gEqxV2PryYtQWnMKhZR+gKFGP7QMTYayuR/uEHny8ypo6EJVOth8LZ6HicGEdr06kZGyqNdmQU2HkMhblr4RAZ4XI8f6GbIzv66tVEAxNOQwI8+Ker6DGJBIkQp0LMPAd07QCwVPK01l9fT0uvPBCt/tV6bZisAF9JlwtuqbSaDB06FDUmmzQxSYoftOfbM71K0gIBTN/4yIHF0LFMPxOjpwtipxAwF31UYkjwX8/fF6tdUfCaDTiP//5Dx577DFUVlZi9OjRfg/oOddITEwGAPSbdD3UWj1M+fKCBOs+5VWr0cLpdOLs2bNYs2YNjhw5ghdeeCGi5bLKeDtoabQWQSccuEdsKtUmJbrE50C1SxC6alNzCIeZmZkoLCzE1VdfHThwlLDYnIjViXXnfdy/CuyxTFUlSO04DcLjvm6//XZYtpzGphAPAbvjy70+11QqFWbNnoPlO56DNjYeX/++CYMGDUJil8korpdfNdboYwCrHYmdeiLjkn9g3JC+OFJqQn3xaWj0cejWqxfij1vQu31n6OLioLeqERPjcvkpbAJOlkCt8riAVILilV9BOCaA2pY4nvw9hmGQkZGBfhdf59JHtxjQyVGBtWvX4sCuEyhI74hv6sehd+/e2Lf0f+h54dVI6zVIPsEQefPPk/zf3pMiqVX44joL9uW7DGtDWfzwzuPXQ0XYm1cTdDpNBSEEh35+H/XXfIjU+PYSIaTOaBDbfXj3/1arFSqVCnIL8VK16t3f+ZzvwBIYrXaX63vB9eozWUgD0KtXL8ycORM6nU46U/ge2ijEzrLQqOX73GBV1rjwDBjYWen+SwoG4dvHSWhaucskfb2lzonC8tqUlpaG+vp6euqrDIlJSZg9/xEkd+0r6skdDl89U66BqDVqsCzLTyxdvo4ji/cqXkuntZQzEAS+z9JcT9ZW6rQl0BxVuWjRIvz++++oqWmeiY/dyeKur30n8XJ1UVxcDMI6fXYFAGXfQECPJV6/+/bLwOArbofVUIcVq9Zg/PjxkvrRUgM5wzBI6tQLsQlJ0Ohi0K73ECR36S0K43OSr+DvWxbvBssSWR1qyfIrFThk8vTGW8jwK0h4xdPHJ6PP8DF47bXXMOG2pzFw7CVISUnBxo0bAQBlJ/bBVnoKmZmZyMrKQn5+PqxW187Lts2bceyPLyPQv3jiq2TcvzpYzyngkXAiYbQ6kVcVvNeng2eD208LtYh2ux0OWyPKg1isJfB/Yvtjjz2GxYsXe1SbFBRO5LWJYXx2V/444pkPEkJgqilDceY25O1aA5VKhWeffRZxca6T7A8V1Mq6cZXDyRJo/Oy4BVu/3LfMMOIdBLn1Ia4OGY8GlwiG8VwOtEvACSJBGevLXm++MT2sHQmtVosZM2agZ8+eSElJQXV1NTp18h0oAJeR3JEjRyTvtVUIAdp36gbVmTzXse/u63YJV4Gc4KBWa+B0Ovnf0VipdvCdb8ueTLb08imFfw4i8UzEK0wTlcVfB9c2at2F3W6HRqNpdpWySEII4RcjzGYz0tLSAsTwZfG2M5h3UZ+QyyCnAuDTvN2/jx49ioT0bmDUoa1dBX+QFhDfrjP6XHQtOsQAY8aMwS+FR33SZJQoOnPhhWoaQcbZdKoC3VJikdFR2qhcqVqCsAxKmjR3aFcw9SeaKKo16Nx3MGZcOwTXXnstjuqWoTg3C4b8LCxffgYVFRUghECtVqNdu3Y4W1QKc11VWIbMDpvVfWZHZ3chpMM5WdanHbLEdSbCabcNQGKMVjYf7z5XG0AdDAisu775VIWiU7FDWcnmXPbaHHYZ17mymfFwpTe5T6dmWRYVFRU+AhkfPuBE2JN8bWE2crf8ihkPvgRCCKqK8/Hmf1bi5PqDiG/fGV2HT8SDD98miv/mnydxzYgu/jNxY7Q6UGmwwuEk0KhVfjxQBdlXCAQDuX5NSthx7fRIq8fxOz8B8uRUEEO1TQF8TxrffKrC51q0CdvY+ocffuBVcN58800888wzkuHi4+PDzarVwRLPignrsANwGVlL7Ug43HYLGq2W35HQaDRRmWA2tYegUPF84G1rEij1uynPkWCdjnPGDuKhhx7CNddcE7YKkN822MTNU/j9hvotrz9RHpYgIddcpdpVceY2vLk6Ex3PvzLk/IKF+55Su/dHjw4JrpVTnzBBpuknrpSveaGR8Bfb8jC8WzKenj5QJm2FgonCa1xpuMMS/c1/lXavDMMgpUtvaNt3R/+OiXhlxlBX/oSgsrISZWVl+GvDFuw4vQH/eW0BCqticFRfhqGpY9Gli2ey+O677+Kuu+6SzefMtt/w1eZqzJrwnc8z/ntlFl525+twCnYk3Pe3ZldiS7ZLTe7OC3tj+lDphU1hHA6pOvJ2jGJ1+P/ePt1yWlaQqLfYERuGG11ekGi04o8TJT735eUIgWqTu+H+uOcsrnVP4FUqlaJvwVhVAn1CssR3ROC021CZfQgAcHD1tygvr0CynsHtV1yIQdNuRVyay87zoy1ncNEAsc2nOojxfW1WKSb3T/cbJ9TvmgEDAun3+9PeAonwYeTJ7YIEuK+Ek2UNojh/Hy9HnVn6XJtoEbYgoVarcc0112DixInIzMzEY489FoFitQ0aGu04WuxSTYpNaQ9CAEallhQkuJUOtVotEiSicUAd12G29BX/ll4+pQifw1e1qWkFibqaWhz++b+w3/x9k+TXEjh7VvqEVCFS1f/DnrO4aZTLeURLspHghAeVStVsiwJyE1/hZOz777/H8s37UZKdj17jrkByF7Hgwh/CpEi3KcBt6Y0+v3i7Mg30Gv19x1JhhW5j2yfoUGWUN7wO5/Mngv785s93A/B48CFh9PWLt51BQ6MdXZlY/prUO2MYBunp6UhPT0enXv2xVzcMlw/XY9NXa3Hs8H68vPNP9O7dGxkZGUhISEB2djZOnjwJuWmUvdEMaF3tXKVSiVSbTpUb+HBOlmD/2RrR84nbZaB35PVbIjxLAKE6PqfOF0p93vvdflwzoovEqr+ytDj1MZPZDCDWf2BB2sLnEmbFzUNYlkVdXR0qcw4DF4id5QjjnvjTJdh1rL0EY9tNR/7uP7HsrBYHDmXDbGyARhcDtUaLzv2GIj4jHiOHDMDca4dhq4QdkxDhdxfIaxID1wKtUCVx08kKXNjP40VLicG0EC685PdPuHL51qEST36B3i33nSrdoTpVbkBJnUXyXnO6dI+Y+9fU1FT8/PPPkUquTbDhRAUOF9YCAOJS0zFp7nNY/+VbMoKE6wPSuI2tnU4ntFqt7Amk4dDazhBozQKFw+GA2ew52Mj7WdgmVjMzuk8MbYoT1FsKodbt75kluGxQZD2mRQKPGqS6+QQJuR0J9w2b2YDtB7cjY+iFMLQbjPZ9h8nGi/bumNwQvTe/RlE4KbxLLHeKLYdeo0ajQ/6bC8nYOogSh+LRZf2JcvlyyLwzApcb3pGjRqHXCeDmiX0wqrMOp06dQnZ2No4fd53k+8033yDXlIK13euQkJAArVYLQ3kB1LoYqHV6EGLG6dOnkZGRwTkSFeXz++q1sHYYJMqXf1anA4xKLfvMP+8vxDXDu/iMg1JqS0LDeSE3f74bj1zSD85GZYfWcbhUzQjfNrZkV2KClytZ2bjuuYDJbIKUICE1sSXu/5lrytHQ0CCqJ4vFApPVgeLiYvz3jX8jv7AOjn9cwd+vq6tDYVE5So7sgL3RZTuS3v98nDy0G4tNRSAkBn37D0JpwkCQuBRoYuLAMAy6psaB1Jqh1sirlcmVO5CxO8Mw7t0+l3DJsgSfbT2NHu3i+DByZ2LIwRtbBzAiDwauBHLfEHdfJSOM+JujHS6sk7zOqTECaPJd8oifI7Ft2za8/fbbOHHiBHQ6Hc4//3y8+OKL6N+/f6SzavFI6cPL7kg4nS63fWrXKiMhBBqNJioTBeKW+lv6BL2ll08JP/74I3bs2AEA0sbWTa3a5M7HIbPy43TYkbVnC7LaWTB06NAmKVO0UVa30mEa3Icr+T2QronbKX945YlKPGDzf0BYtJAb6FgCEJZFfUkeRvfsiW5jL0bBUXlnHHYnGxFj9WgII/7K5aPa5FMebvVUPox3+GDhdwf4XU2JdCPQv0hNdgImJ1DdSE1Nxbhx4zBunOvwPpvNhtLSUtz29jKUlJSgsrISFosFuTtOAQActkZ0Sk/An3/+ibKyMlTmF8GRmgZgOADXBPjdRd8h9vyr+F0us9UlpFmN9Tjy26fQxydhm/EiXDnsHp+irThYhPO7p8gVWYS/Cd1XO/IRa68HELra9iebc9E1Xly/DicLjcCW6O333kefXr3Qu6drtyDrSCbY9En82SuNDTU4tvorMFcslsyDADi25mss0uSiy0WzAABOuw3Z2dnYdaYaY3ql8e9z8VvPo9Smx8IDcYiBDU5GDYspCfr4ZPQYfSnS+4/EtIGzcfekAZi9aBdGXZiBrJ15sofeKWl2Kw4W8X9/sDHHb1iGcb0TTrVp3XGX4blWsEUR7BkMoapCvb8hG3MnBqce6i388+OKtxdYP2nUmGyS15//7ajk9aYgooLEd999h9tvvx3jx4/HlVdeCavVii1btmDEiBHYtm0bRo0aFcnsWjzekjFLCFRqNTLPVqFT1+44eyYXBQUFABLcHRYDlUot2pGIjrE16zIxbOET9ZZkI7Fq1SpMmzYNer3voVb+OHPmjOAXkdiRaFqhjsuFyLSrvB1/oMxQiE/OHsBHH33UJGWKNqHU7facKgBAnTnwOQBN3Tp51Sa1GrYQdpbCbWuzF+3CZ7fJ9eUEpzb8BEN5ITrfNydgWrd9sQdjegU2Fg9YYh91Ec/fDBOe6pBUFoF2dQlxGVIKVW789WOB0yP8KqyS8qm83M/6ixeuC0tRGbj83KVxsCyMVgcS9J6phk6nQ8+ePdFl+ATMnes5j+GU+5Rvu8WE6RmJSDaexYEDB3A2Mxc5DbX4Z+7fOJ5rwIs5SWAJQc3Zk3DabdDFJ+HBz8ugi0tE1u+uybTV1IBDu7YAcAkSp0+fRklJCUaPHg0AsDlZFBeKVR6Laj0qI4QQ2MwGVNfUoGtH6TMIbGYD9i7/GBnXPgRNjLSqUUlJCTQaDX8iO9cejpXUY2t2JSz1VXjh2c/Bjr8LKrUGTieLG9/9AwtvHIL6+nqwLIvPV25Gx8QYPHbnPwAA+WfykJdrRIeM81B+cj9ik9qBdTpQWlwAq7EOhYWFqKmpQW1hDrZuqoDK6dKXz8nJQVb5tziWXQBLfRU+y2yPjgNHYcFrj6HKYMV/ftuLS/okYM3hAtx0+TBMPq8fDHYGjy49LHomrT6G/9vVpL3tg6I3lrnUBT1CtNltVKwW6J+FuiPhvfFEIN3vCPvPYD1OeQv9fJ5eGfnrD4wBTpdvDiIqSDz//PN47733RHYSLMti3rx5ePXVV7Fy5cpIZtfi8RaMCQG0cYn4YO0hpHfrje8/+wL5RaVIvPQBON07Eoxb75llWajVapeOI5EehPbm1WBo1yTE6YJ7jXWVpWAYRqRy0xJpSYLO6tWr0a1bN4wcOTJwYAHedewjSDTxjgSHXUbNwlJXiViVS//+XCarxGXbJNoulqG5bCQYphltJPzsSBjKCwEAv+SrcW23wAOtIxS9mwBITWYk1Y8QmovWwAvyhPcH1dBoR0GNGZ2T5fXaIyLoiNSexPibmARqvlIKH3KpeU+UfjtUgm93ncVHc0ZiS3Ylrju/q2S80nrPJF4bG48OnbvhuvPHAgDyfzoExmnFQxM64ejizZh57WBUr9yGowWVKDu+FzZTA696AwDxaZ1gqnGtVC9fvhw6nQ5//PEHAM7OIB71DQZ8/sF7sI24AUW1ZnRLjcORojrPcxAg6/fF+PfxVCxe9JmorE67FeUn9qNzt54AAaymel6QaCjLR3l5H9jtdrz//vtoaGhATEwM3n//fQBAo9kIQ1UpzDYH3llyGmVnTqAXS3B27zrYTAb88+QyZO0/g08rM5CSkuKyk2QJnIRg9+7dSO7SB8lpaphOlaK2MBuEZWHUuVb0v/rkfziaX4P3inpBrVajJLseBYmDkZqUgHa9h2DatAuwr8SKLjE9oE9IxsdPXoVbv9wHFcOAJYA+IQUdu3VDcoUGXbv3QFxcHAwKTuv2aT9B7kgEg4pxtXPOtTK3c6PE45YcgQyffcJLXgtyFwTcIqnr9/bcKj7tolpzULuhSsoXbSImSNTV1aGiogIPPfSQ6LpKpcITTzzRrAcnNRc+OpiEIDalAyx1lSAgyK804mSZAaPhmhwwKhVUjEpkbA1AVpBY+PcpPHxJBib0kzqcRh6rxQKGcfl279WrV6iP12S0JIEiWLxtXCLlsi5UuGycrPQEjxCPIW9bQVHdeoWJcZ/Oara6VvOU1IfcdxppeEFCFZqNRCSamvfcP6u4HkO7JoMQQKOPhcNqQXy7zr6LKQrSkiLoMotUiiL1TjyJKmpTjOvZbG5PP+GoNnGrsFITFs8ugC/8QkWAtP1dk2rSSt+Hxe4ESwgMjQ6/ZzQc8HMWA8Mw0Opj0atXL6T2GIAxY8bgkKUdzIJDDF2eg6xgGAZqrR5WUwMuSKiHzWZDZWUlEhMTMWXKFKxcuRLHC234cI/Le1LZ8X344Ns6XD2yF0qO7IHNYkRMYgpW/V4Jp90Gp5NFZmYm1Go1TCYTSrN2wVJfjeq8Y6jN3gsGQPb6pVBptSCsE/ZGMxZU7oRGo+EXkRobG7FgwQIc3nocpbFApckBJ6NGXEIiiEYPXXIs1IwWqT364/57L0fx+lLMv+E8vLAyCz/NH49Dqbswvk97PHppBmYv2oXHZwxFzcosn3p65opB+M/aE1g437XLU7hoF265bijidBrsVB3GDTeMh3n3WeQdcXl8UqtddaBi5AVNqcvezcGPHBHx3QnG/U1x6nbceRLCfjeQapN3mfzZSESrN/fsSLh2LY+5F65K6xvxz2WZuChD2Unc/tJuSiImSOj1ejgcDphMJiQnJ4vu1dbWIjZWmZeBtoT3C2UJEJfSAXXFuQDxcuPoHilUAq9NWq3LWMnpdMpOZEJp6CzrBAOXrmpLpjULEBynKwyIVXsG8+Y2tuYnHfJHZ4KAnHuChBcxbjeNliC2kZtKkOBV/lSqkEaNSDhb8E5jwerj+Gn+eLCE8PrUgeoiOOPm6HwfcmpPGemJQU++ve8HdciUwscTfrZcHE69QpQGdyAdH095/Skrt//0uPzUAj/5/r5D7zyF5XWp4frPnWEYaHQelRt9fBKGjhoq2gEhhGDEiBHI/nQ9xg9KRWHOcRScNaOmvAQHD9agtjAbap0edrMBZWWxSO3eH/36d8Dvv/8Op9MJvV4PQ0UFVGoNeo6+DJ07d0JiYhLOllRCrdOCUamh0cdh8rAE9EjRo3///igrK0NFRQUSExOxRzUYl4/si8NlNphsDug1algdTjxwSQb+57YN6N2nD1TqStRb5N13yqnucPVrtjlw3/cHJetK9De/Es8E5ekomC4umK5GST/NgHGpiLu/W43EOQxKhHIhnpOtXUzs1x55VWbUmGTUWiV2JkPtUmO0alHde1QR5RMM/K6aft4UMUEiNjYW48aNw1133YXPPvsMHTq4JKpTp07h4YcfxqWXXhqprFoNvpKxa0ei9NhuELgm9HxYpxMMowKjYvgD6bgdCb+rjiHMW5xOFgzDtPjzJFqKjUQ4k/zscgPS492fGfFNi/Nb3VSCBNdpyqk2MSr3KtU5Kkhwho6cjvn3u/OQBmWu/jh3ldGGZVk02p28GmRz8NCPronKtpxKTOzXHsWHt8JiOQ97dmyDpb4aSR17AvA/wPKDcAQGPn8pKD8nwfN3sKt+UqFVjGsM4JP11sEmRPJvyfz83Htm+VF3GPHkW2kCgepf2PaV1iWXolpgqxHMWxYLRZGZGjEMg27duiG1xwAMHdUXkyZNQsGaE7hsZDfMGtUdu2J38WHnzh2Lzcwe3DtnJNoneOziDi/yhElL0ENFHEjukiCq8D4DBuL8HqlYcbAI147IwIABAwAA8XstiI1PBFAtKpdV4PhCrhkI693hlA7EXTVZnbA5PMKlqG0J25wgbanJqdXhxPsbAhg/w7dNsBJ5RAy3AMHvSKh9G2Soxta83bPggZSmZFFoK+EtMI/v205SMPTXHQR6vOZYf43oqPfxxx9j//796NKlC/r27Yvu3btj0KBB0Gq1eOmllyKZVavA+4WzxHWehM1sgNlsEn3gLMu6diRUnh2JlZllqDRY/U4WQtm2d9lfaFu8C9CWsiMRXjkYlAn0TH0EiSjoh/uDy98p47WJcU+Em1t4ayq8J1G3LN6Nv3fsQ6JezYcImIa7TqW8sUUDlmWx43Q1GLdjhqDjux/J0GgP+xvbdboa9fX1KMnahRtvn4+tm/5Gn4nXQBsb785LPn2PfZD4Olemk+Umvyov4jhev73vK0hDdHBXgDwUGVu79bjlviXR7kKAskm9J67t1ll8d5a5LLlyBtvN+BVKID9Z8ayouv41NNrd6XlNML0S8K4isRzh38hcjn35NaiQ0fG3O1i+TqQON/PUm3zGDpZIH2Ln/vfn/YW81zf+nkCgkmxjXrrzHMKfgU6VFwmo0kUXhRMJEoIIFQ1W5FUZ/aQAfmIvVY5gUdJGXfYcrnMkCAANt3Aj+jZ945XVC8dg//nKuWTl40vU6n/WnvQbRy4uA0BqeufPYLylzIuERFSQGDZsGE6ePIlPP/0U119/PW677TYsXboUe/bsQbt2ynwltyW8OyFCCDT6WOhiE1BZViaaBLAsAcOo+EOmWJaFyU7QaHdGfNWRJSxUbkNuSmAiJXA1OpwoqvEyvnb/21Qry9yzOGRsJBiVGqX1jbDamvZkzGgiVbcOh/j5uG/Bbjbg808/hs3UgIsyOij6RmqqXLra2dnZEShtYFxlcg12wR6+BHgGs3u+3Y89Xn7bG+1Ov2oVvmkBx44dAwDY+lyEWx94GqndMxTF/Wmvyyjbu47XHHUZyhbXW1HqngAE21W9u+4U/7e/aYHcnEHqvRcLDoJqaPRuP75pqFQulREuC+9FHwcrXIkWJyA3mfG7wyM9M3X/E0Zfz/j+GVi1y3fsk4uzcN0p7DotXqUXjp1OlhWV/8mfM3GspCFgsU9XGvG3Hz/+XBmlV7XF/0qmQYjk6nc4wyoX9+2/TsmGkXdOQAT/ly6PVFQVw/BpCuu51hxY9ZlTNfItBZe38spQEpYTbDjhXCNhZC2VCmeDIIW3jYT3p2f12r0XFrPM7SRAaZ/pfQgmIO6r+DL56dfbtI0ER1xcHObOnRvpZFsl3i+c25GMTe2AivJS/sPJ2bwcZQmTeK9NnGoTo1ajpNqCJ5cewqd3T4xcuVgW6iidmh1JWorqVTjlEHZKZ6vNeH/DKVw5eRx/TW5nIFpwbU7umRjGtbZQb4r8QYgtiW/feRFxo28A+HOMCJYtW4bT2zZiYDyw7JvPkNSuI1I6uXzX+9uhsbttjZpyR4JhGJfXphDaj7BbEm7JsyzB51vP4EBBLd66cTjSk2Ik4rrcbqb2cKlrnM7ci+Li/egx+lK07zsMWp34ECrvAVGYd4VBWkiocU9gGu1OxBDpyZFPubxCFNSE55Eur8qEjkni/nHJ3oKg0lDLTEw4/E3wuJVXPiwfTriqL5+etyDCCZxHi+oxrFty4MIHwN+BdMJ/OVjieca/jpXhkoHp/D3vgwGFCeRVmVDW0IguAo9XxXWR8TbIlZEzeBXCrQj7m7QRAKzMvgKHXwP7IFVa+LIFMib20y6kdiu4sxm8wxoalfVnNi9VK2GdBbPOoSTsgbO1mDakE+821WOD40GqXv3VmbeNhFA2OVHagDu+3IupAz0HkwqT33iywidP7tuQajvcDisR9GtZEkKOvx0J7y6/0iC25Yj2AZ9StB1F6BaI3JZ9TFI7bPhjBWw2VwOoK8pFzvGjYFQqaDWu06ydTidUag0a7SwqDNJHogPBGT5xsE4WanVkD7sz2xyw2Fq2YBIqERVoZDqIptod4oRHOSGS89rkdLY8X9WhIqzb2Yt2IbPAtfppNdXzr8NuMWH9+vUwVrlcIzdaLLBaLNi38isA/m1GWKeTXwBoClxqkG57qjC9NjHwrLjNWbwbJpsTjXYnHvnpEB8mOzsbhYWu3YOKigqc3rYShvKzyN28HNkHtmP+/PnoOOAC6bIqaNZyQRod0tO0YPFv3yJUZxLnVq7A9aUc1SYrX6+iPEQr7cIJl5fKg489hW8eZpsTb6w9IZm/t3t6Lv53u/N9wgbqekJSn/WjivXVjjz+ALkdbreXcmGN7smscAchUvA7EipfY2Put78JKCHSOxZ+d40kjM79PRd3cCjDeMLJlcmjnSQvbEoh3JEQYpNTfxW0B4ZxqYlFAqUT4D+OlLqFP895KaJ0JJIRPp73CfNcfXK7jMLns0vUgZQqodQr8dt2ZK5z372/9SHv9rLaz4GfTUXEdyQoHmq8tga5999x0GjYd2eLWnxFaTFUai3ik5KwZs0a9O3b1+0OFn73V0P12qTShKZfLce/vtmEY5t+xV/fvM97mwqXlqJ6FUlBwnfbmYj+lWLdsTJsya7Ea9cPCzt/j2qT9DMRGZWn1oywbs21FTh8xOrz4Rxb/RWuue0q1AzPwIszhqOwthEsGCQfK8Mwy2H/ggTrhEqtxcnSeoxWUJZKg1VytV8pLlfRDBCBcySMVgfu+HIvfnK7jJSaAL777rsAgA8++AD79+8HAJxavxSp3TMwZeZ9rhPQd7qMUH31j31avE/6ck2/0e459bop+oLwVFLEkf/v1yze4JVra97CgXDVMViXlYDL/iCzsM5vGO+V5lCeUUoOk3f6Jr9QIrrlTlPuJONIvW5FE2kV43t4LOtZVeYcMEg9m7TAFHoZvdOb9+1+RXkK0xHb3hC+XfgKMII0JV6onFG3rz2LH8EoiMpQ+s5PlDagb4cEt1DmuvaoYOFDqn6Ek/o6s1gNyVuIkjK6DoTZ5rvwFs75OEpsy+Tvh5xtyNAdiShSbZTectLHJ2HKldeJPjKT0QBdQhJiY2LhdDqRnZ0NRqWGipHuwDjkGru/OJyxdSQH511/LEFtVSXq6+V1EVsCjXYnnl1xJKg4YU3WAiwt8kZ9fvI4W23G6coARm8K4VWbZJY8uBOv0zt2ikh+LQFhOz+2+iu88tZ/AQKc2f47juzfjfT+52PwFbdj3rx5UGv10Ol0YFQqMIzL+Fyl8v8NOlkWao0WjdbAerLlDVbRan8ouFSbVGCY0HZBhAPR97vPiu55r6LV1dUBcOn2/vr7GqxduxadBo9BxpR/oO/F10PrdaKv94TM3+SFv+Y923AHsthZxauUgVDS10Vy/I3TqiWvi+ZYgk/QdzITuF/31u0XJiE32ZN6Ru9r/gx9uXuBqlPq/BCxc5HgJkOEEJyulD+HIhS4PDQqxmetjmvH3+06ixfcZzZItl2F16Tgwn2+7YznmlcYzrWv8FTzQBPUP7PKRL+54CzxUgES/OK+e+F9m4KdhkCG+MF8v3d+tVdROEI8qnvSwp1vHGG/VOe1wOv0Epgi5WjE32viiyMTxr8qVuhlihZ0R6IJEXZW6f3PR/KgInTonAG1Vo/Bjlw0VqoxaPj56BAL/P333yBud5KE+P+gZy/ahe/mjoXWfcqjyerA3G/2YWCnJLx07RCJcrDQRnhHwmo2QMMARqMR7dsHd0CeHNGwkTDbnH4PRpIioiorPitfrmdce6QY98scDuhPXzJYHA5OtUm6blmnA0mdeqFHz54Ry7OlUFYmHmA7Dx6LW+dchV9OutqD0NiOiH776lALIU4nGLVa5M5ZDrmdoGDgy8IEXp2SjO/n3tkTh1FytgTt+w1HeXk5/vfZlxgwcBCWHqnBh98sxUuPzkPV6ThPWjIrufzvgDsU8hMvaxAqE0qqIVgVnaBOvfb6Ha/XeFQgPK9LbEQso+bEhRWlL7GjoERlS2qV2l+cLimxvO2KJ5/Acb0JNMH7eHOu//ggMNscOFxY6/4NPP/b0eDL4beMrn/97UiUG6z8eQJFtb4qxq73Ka4g0QnjXnVndxK/rkL99jPuf+XUGbm4fx8vE1zz3HfKeZki0hNXKbUeQLkWhD8D+3BgCeHPf5FKXqqPEfZLnIDEe9vzqs9wxQgl/UygfsWfIBFoPtAcihwR25FoaGjAk08+Gank2iTCxrP6aBkSM0ZDn5ACjT4Wk6bPQLteg5GS1g433ngj4uLiEJfaQf7EJDcenTpPGM4zwMkyj2eLnblVAkNbArVGG9GJujY2AQBQX1+PzMzMiKUbaUJTBQvH2Fr8icltA+eV18mmEYpnHtm0OBsIuZOtWRYqtabFqJVFgoKCAqxZswbvvPMOOg64AF2HT8T0Wx9At5GT0U5i54WB673w3nYCCBJOloVKoTvlSFSrS7XJvSMRko2EdCEaG2pwaP2vKD6yHZkrPsYrr7yCPw4XIuOia9Bz7OWY88iLmDp1qlda4vS826qv5zrl5RSrNvkPGyjZW7/YEzA/7zzUEvrX3vyZVYbTlUb8nlnip2yuhLlTeTmEdeO9yqwga/+69l7uXz0qlPLppCXoEKuLzJRASsWNEM/k9Gix/51rQoCdudW8/ne4301xnQWzBWdAMABOucdHNeOykRjYKYm/7xTUG5e3tz0KS6Qn5v666205lfzf0qpo8nH5iW+AcyTk4sl9iwRE2kYiRNsH4WnqkRhFLh3UUfSbEPH5JMGUiSuXEG95KdC31zUlzn+AIJATKPyqNrXALYmI7UiwLIuvv/6a16elhAZ3Ou7ChQtx8+e7UXtyD5w2mRMWRfE8f5skjJ7/tzEHI7qnIF6vASEs1CH6oJfN3+1JZvXq1Th79izef/99xMQE1gN3skR2wG4pk1lOkAhFoFBrdXDY5I02uSTtdnlXe3IDRyhwqktyOxKEdUKliawhfnNjt9tx9OhR3HDDDSg86hIMDko4iuHg1Ag4Qz5/hzcSQlzClyZGkQeuiJwqzas2MWAVfsNnz55Fjx49UFdXB5OdRUNpPljWidqCbNQXn8aYPz5BbYMJvfv1R3JKd6R2748J4zJQnVkCfWw8VCo1YmMlvDhBfnIM+E6MpJ7e95BGF40OZ9RX18Qrxl6TeRUDBHilX+/Mw9XDu/ioHordaHpU3oSuHoUTAqWeeIjENU+eYj7dchqje6W68hJMGuVghPmIZBLlyy9ygh8hrrYhtaovnQ4R7UiF0wyEAoQQTkhRqxiwLBG5EuX6XAL5ySohgMHqgFYjbxPIgIHV4YROHTkt8kA2Er7h/d8HhIKT55q321PJPAGM6pmG/Wc9HaowjUj0d947b66zWTx/eyNp7yFxerTnnteOBLcTLVGWpBjl9p9+d5cCvJNARv5+8wUJe1clWCImSKSkpCAuLg65ubno169fpJI9Z/DeRuQac3xaRzSUn0VhjRkMA3RLFUvDe91+4J2EwOpwIqdcXpee//jck8VITtSJ0wmtToezZ10617m5uS4jTD8cKqjFm3+e5A09mxLOgE4J4QgS3EnRPII6r2hoxGdbXFv8Vqu8IOFk2ZA8p0im5W5nDpkJKOt0QqWJrP1MOJQ3NCJer0GCPrSuSqvV4plnnkGxLRbLDxaBYQK7jnSpoIgnmXL1wbUJlUYja6hud7IwNDqQFq+DnZugEAKbk4VeI61L7w/u8EowqoATUKvVinXr1uGPP/7AyJEjcfDgQdgcLPKKLGDUaiR17o2eY6dBrdWiZ7su6Nc5lVf9W+VeZecmA1qN7/firRbhLUsps5GQpjEo1abA7TVYewuJ4wWUI8jqSFEd/3em4G+/qk0KzpHwtSMQxAew+VQFUuO4iY/8jgQAlNZbXIKp+3610dMfCYuitB+SW/0Oxj7NJjxnKdT+SEE8FeNSbVILXrh4BZsgq7he0bkKrizFce/4ci8uG+y78+lvd0gyXfe/dtkdCd/rItUmIvYYJbrn/nCFacjlI+4XgViduA/zJ+yGgtQ6I98OFe4ICYUL4vUteC/UhWsiEY5dl0cVUT6NlqjaFDFBwul04r777sOMGTPw8ssvY+DAgdBoPMlrNBoqYEjA6eF+vTNf8n6HvsNwdNNvmDn/FEZfcRM+mDtFdJ/bKmUJQVZxA97+6xQendpfMi1+ZYIlUKkie44Eyzqh0Qp8fRcXBxQkvE/99MZodAlF4U5qC2vM2H+2Btef343/QO/+Zj++vXuMovjhCBLEK47wWSx2J1jWVQfcWQRSOIn8rk2wOPlnkRmMWGeLUm167KfDmJjRHg9OCb3v0Gq1yC02Sp8tILuKR6BiGGhUjF/Xk9w3pPLjTnn1kVL8tK8AP80fzy8YbM+twkebckMSor2NrYtLSlFVWYE+ffqgrq4ORqMRJ06cQHV1NbKyspCQkIAuXbrAZDJh0qRJGDxiJCw7aiXTtjl8n5MTDrQSRucsIWJBwuu+9wRZqecbwK3aFGACrIRQ23I435wwR64OvCfhwqoJaCPBG0sLJ4LyWxLeggiXfK3ZhvKGRnQUeA0jAP63IcftatQV8GyNx45MrhZqTTbE6zXQSQmYXr9dakDK3wNLAKvd8z15G8RGGpYlohOuhSc9M2Dw+xF51TVvpCbSQrsF73uBrgFiDWfZxQNJIZ3wN7zrn5tzEOI540qI3PsKJEwaBIc1ErjGrnDUc6W+Q7XKvRssEV7qqrBf8n6sQN9ec+B/R6JljM1CIiZIVFZW4vnnnwcAzJw50+d+x44dfYwdKYBKJV7F824iKd36IbXHAJjKcrFz+SJY5oxDTEyM70DBEv64eKnTEwGBZwbCRlx9xSVI6AAQ6PV62O2BPdgE+mDz8/NF/4ZKhcGKsnqXehj3fdoUbNtyhCdIyOfTaGmEudZ1oI3NnyDBSvvLDgVOsJFSpWJZ1tU21BofASiS7MitgqHRjulDO/PXtmZXYn/mcdxxyVC0a9eOv65Sudz9/Xd9Nh67VFpABlwHV/VMi/OpJ05VUE7f948jvj64uaGXYVz1TuCykZi9aBd+mDdONLB5BAktb2xNCMHNn+/mhYRGgXElJ0hwhz19szMfd1zYS7JshBA4HA58vuMsrhrWGT3bxfPXwQBggIKz+Xj6rU8wulca2iXGwuFwID4+HsOGDUPXrl0xadIkZGRkiPqLWpMN2HFAMk8pA0tuEJabWPtzY6pMtUkyWTTaWZ/4RqsDVj/GquEQ6vgcaAWTS9c7nLCufHekA5fNt249F7yLxE0KG+1OPP3LEXzjtYjicBK3vUsAI27Brft/OIAbzu+GP4+VYcF1Q9ElJVZ2RdVkdQRVv9yOHV++COuFn60WLyp4L9Zw5XeyBHKen4NVMVKCv6jc+5WbZMp9W/w7YcXGz1uyK/i/I31Ct7BQapVK1iZPCVLt0eO1yTe8VPVsOVXpc5/f4ZFTbQp3Z0JB/XkH8ZwVIp9GoE+BEIIqY2B1+EgSMUGiffv22Ldvn+z9SJ0t0NZwSffy0jKj0aHfxdeh5swRVBz8G4899hgA4LrrrkNFdh4SOnRFXGo6qqqqYW1kQQhBXv5Z2BvN0MaI1aCEZxaoomAjodHqATTi7+xaTLgo8DZwoA/VZrNBq9WioaHBf0AB5eXl+Pbbb3Hrrbeic2fXRNVsc/AH+4QizQc6xM0fPh63BPl/sPBN1ORnQ6XW4MTu9Sguno6uXbv6pOFwOlFXUYINJ8ox1cvwLFhKiosAACePZgJXXiy6J1xdj+aqx9/Hy1FcZxEJEvvya/DJB+/BdPICvPDCC3A4WahVDPQaNaqMVr5jrDPbkBKn80nz2RVHsOC6YeiXniC6zro9n8l5ABKekltrcrXZwhqz6xthGORVGZF1ogh3TnTtiLCEQA2xIMEAUGk8xtYGL0Fe2PFzE0ZuzrI2q1RSkDCbzXjllVdgtVpROmgW+rSPR+7h3UhLS8POnTuhUmmg1urx4x8b0HHgKFx62fno3zERffr0QZcuXfyee+HvzUoJEtwgvOxAoWScYwLDWX/G1nE66XYlpaLjZInkgVifbTmNYyUNmHFeF584ctRb7KIwvdrFI79a3nPbLWN74oc9Z2XvK0H4nFy9+Zwj4edAOh9PQHy6UlddCO00/AkiUmpHTuI6byBYFSKrk4XZ5kC10YYuKZ4daalV32DSPl7aINpBDLU/kpt0bzhZDgDQqFQgcO2qCU8D5wQXz6nHvoOVrCABgtwKg/tveaRVkeR3AfgdiSDrggvtcv/qG/f537IwpneaO3/PdSXvS+qAPSEscbnXVaYUJo2kapPbjk2yjBLXGhqFC5ueeRDgK0RFyPurX7gcvQVkz7vyV6f+30tz7FdETJDQaDQYNWpUpJJr9SToNTDK7AwI8XUHKb2il9ZnOM4bOQr3jUrF0qVLcfjwYZzd6/JEktZzIF7dXYVGO4sTBi0qYUBRgx2pPQfhyLh4DB8+HICrU/UYh3oGdavDCZb11XVUgsPJ4p5v94MQ1r0j0Qi1Vg+bH+NhDq5zXrjuFKYP7YzBXZJE961WK+Lj4xXtbnAcOXIEubm52L17N66//nqUlJTg+LEcmFSJAFydsLm2wneC70VFRQVSUlKg0+lwtKgWBTXmkHYkWPcJ0Vp9HBiVCvl7/sTRo+MRExOD+ro6xKWmo8eoqaja9wdeeeUVfPjhhyKhm2VZ7F/3K44d3o/3nHZMfc53ty8Y6mprwDAMVBrfT9/hcJVVpdGG5A0oEK7BGu5TSb07b5cKkcV9FsOtX+zBU9MGQK9RQaiafN/3B/DStUNEHlY4pFbMuR0JoZqEHPf/4Fql/3hzLmaP7sEPKNUmu2CliIA7IuDPrFL0SHAFUqnV/NkcdSZPe60wNIqMFjnVIcZLjcJiNqGqqgrdunXDoUOHsHnzZtTW1gIATq77EV/sIUjT2FFpU6NXnwz0GHMp4tt1AWGnQqOPxehxgzCiewpOljUE9IPub+CXEiSEwpZQxx9wDWp78jyGlv5Um/p3TERJnZSxrW95uF0cfvHDHcbulPYw448y9wnVXCyRzr/gB3e/R5prASacRXAlUY+VeBZIvMcKuQ1IYbrer+qH3QX8397nPYg8REnosXC3pZpGKH71vduYU0YNRQ5vNcRQbSQCaUSN6J7smpCy4nahRBVH/lA+YPWRMvffoU36/SF/srX/HRLOc5Y3Zptnt0h4W7YKhM0h0Oo4wlfLVUvuSMiH35vvx5MGfNu4ty1IpOwRASBep4FJ4rA616Yy4+Ogw/v0cqlPT6ljhqYkKudI7N27FydOnIBOp8N5552HQYMGRSObVsNt43qBgPgc/qQEYeeg1mjRp08fPPvsswCAw2k7YaouRUNpPmZeczkqaupRuuMMRgzoCXK6FMbqEnz22Wdo174DTmRV4s6dP+Lj158DANGOxIcbc1FltOKei/qgTwfXii7LsigoKEAvmbMNOBodLEyNVhACaHSulWK1Ts9PSv3BfSR782vQNz2BFyRmL9qFn+aPh81mQ0JCAm8roQRu94ITPpYvX4412/aj1tiIp69egoYGA46t/goAQP51nWiQXLBgAW6++WaUlZXh22+/xbRp03DDDTdgzbYDyC43YO/evZg0aZLisgAuQWLIVXchIaUdnFDh1LofUVxcjA4dOqBz126wj7sMADD0tidRt/4TmM1mJCcn8/Hz8/Nx4ngWkjr1Qn1JflB5S2Gz2aHRxUq+H16QUGvBOv0Lb/VmO5LjpHcZuV0Ab/61/AjG9WkHFeM7SHGDxarMEjzm9mNfY5IuQ36VSVKQYODaTejungi6XDcSqFQq2JxOaFQqxec4cDYSgNhrk/B7/HpnPiZ2jwUY1y7OkbxSOBwOmGwOXoB8+IcDsJkbUJV7BNnZ7XDsWCFqC4uRk1WP8hM5sFuM+GzREWQdycRfWSWYPqwrdDodOnTogLvuugvx8fHI/XY7Lrt4GGZOGoEXV+dCr1cjyessFK6sL606hg/njET7BD3yqkzQa1SilWLA/9hvCzDzkhrE+ndMxM7TVa768bovFCxUjHTe3q+EEI+vfamt/2DUEsVxXf8qPcQznF05JVG/250fRHq+q6c+rqQVlsd3Su+xcyHwVYtiGOBwYR3O657iky4XNlBZWBJefYYq1AXKk1eRgdhGgmuT/vKV35EAdp2p4v8OBiU2EnKCtFxcTq3Tn9tQ72dxuSpWsiPhv60TIi0IBINKIj6XZkjn6Ejslonzkw4HBPc+ufMuZEoBhvEVdJXsOjWHoBCIiAoSZWVlmD17NrZs2SK6fvvtt+Pzzz+HTuerknAu0CFRD61CFyCBGrkQhmGQ0L4LEtp3wXmjR6DRzmJdw1GUAug4qCs6Anj71hF4/cf1iC85jOz8E3jy6WfBMAw0uhiUlJTgzJkzqDPbkFdlwv/9ehTvzjoPXZJjsHnzZixduhSfffYZAGDR1tO4engXrD7iUsXgDOzsDpbXp9dodSA2Ao0uBlYZnf8KQyPS4nTQqFV+5f6amhqsXbsWAwYMQE2N9ApDo92JO7/aKzJYra+vB0sIb3NwrLAa1u5jQE5shc1mQ7nATsfhcIhW/zNPnga7ejPi7XUAALXatfTMOF1pBTsQsqyrbjT6WMTo9TDbHIhJbger1Qqr1QqdXs+HtbGA0er0sZWwWCzQxiYgNjlNdnLPutUGAnmhqjA0wtzYCLU+VtK4mxMkGLUaLLHxcTQqFdLiPd+uzcHi3u/3SxoKsyyL+++/H0888QQGDBgguldUa4bVkeKyOyAERbVmJMVqkRSj5TtvRuXxRCRnqFtpkNb/PFpcjx/2nOXLxYVnGAaNdjaoLWvXipELXVwSNmzYgKxiB547tRy78htwyYD2yD5tRi0MiFW5nnv37l247e75KDGxKKqsw+PZK3Dg4FnAvf3/3nv5qLExKCpvxP76dDRUOaCLS0R65664efhwFG4uxb/nTUSHDh2wbH8RxlzQDQwDdMgwIqljV9z/Uxa6psTBamd9Dks7XWnkJ99atxD37IojYMBgyfxxMFod2HyqAlcP7+J3ILIH8JTEqc/EatWw2J3ILjcgRnCKs9zBXoBrQiB5IJ3MjoSa8Uge3ium3qvqT/2S6bfcwnyEzSDaWgwXZXQQnR2gFN+TqV2I7FF8JiGeC96rqoG6LqdbcCZEehX0P2tP4Kf5431PvXb/fn2N676ccbzcarhSQt2RCBSPAdwqMl47Enw8P5NvmbHZ++TkYFAyxihxM82RU2HA0n0u1Trvk61lCsD/E656K6d6pA7L/Zl0e+TOZAmlhN6nvPueKg/RfcCjChc88s8utTPP/fIn9AXakYiEy91giaggcf/996O2thYbNmzA6NGjYbVasXHjRjz66KN444038O9//zuS2bVwxA1ISqqWgmsChwpqAShvFP9clolXZ/h6SYqLi0PnvoPRg+2AHqMvw4MX98ayvfkgIOinPoP3338fh8vtQMcMmGsr8JCxHq/NvpA3jLdardDr9dh4sgJDuyRj/YkyTBvSCT3auVZ97U6WNyhWa3VgrYBaFwO73TUpfeX347ihN4sBAwZAo9HgkSWHcO+kvpgyIF20MljldjfIrZ7k5OS4rldV8bsLW7Mr0TU1Fr3axaPaaIVe66uKtedUEfaVOTDePVHOK6+FtnsvWGxOvLvmKC7oQBCTkIJGYx2sVqtIkCits6DkWBku60qwrcCCS91pqFgH9PFJyClvwKKtpzH/4r6K3glXbpVGy/soV2m0sNlsLvsPgf/x0noLDhUZYbWKJ8lWqxUqjRYqjQ5Ou/QE+vs9Z3GyzIDXrx8mzt/JwtjoQKpbCHhkySGcyCyCRh8radxdUmtyHXSmUvGGw6+tPoHyhkYsvmM01hwtxaxR3X2M+R1OFlYHi3i9ht89ys3N9REkACA5Vsu7V/3nskxcMjAd8y/uC8JyuyGed+rd9jkvX8JV8+rqatTXu3T0ve0gGhtdOxt21mV8FoznENatEgUA6QMvwAtXXY95n2/GbTeOxIlfDmDOrPOx++utQGwCxozoj0Pljegy7EJc0DsVhmMFGKrR4ombz0f+sizo4pLAqFT4ZP54/JlVhq935mH2hb3RuDMPADBh8nnQa9SIzzqA9PR0NNqdWHGoCNOGdsJZty7/b4eLAQB6rQr1FruPk4Y/jpR63ovQPaO7RzldYcT3u8+6BQk/q10Kh2aNWgW4BRehe1NfY2vxjoQUUq/FYnMiRqvy2Ab4xAl9sFTSFV8yMB07T1eHnAdXPrFah/IJlffj8eopIn/43nXtJ70A75VlPauncqWUajfel55dcdRdFl+BMpx3FmrUQJ+8S6WSiL53wOPdzskSWVUXuTIt2VsQMIwcdn/eejhja5kgUpeNAs+ITj/CnPd3a2h0YHtulWRYkWaTn8m8y34CovM5QkFKNYrxd7R1ALg62OdWgfLdjXG1CbOMSlIgDpx1zd1UDKPYEYP373C8XDXHhkXEBAmbzYbVq1cjJycHPXv2BAAkJiZi1qxZ0Ov1+Pe//91kgkRDg0tPODExMah4LMuipqYGKSkpIte14cIwyg14uIb05p8ng85HrgEJP+RGloE2xqXqcMusWzBz5kzc//4vOLh3NxrKC2AsL8TXjafA1JfAbHPgm+9+QGJ8LAzlKiz7ZiNOHi/Bnn5qVKfpcPz4cRw+lo3TufUgAEy1VUhSsVBrdbDbbMgtLMPh3EIU/7ECvTMGYku5Btr2PWG19/Yp49/HyzB3Ym+UVlbDZjGioMhlrJaWloa/DuYiv8qIjze7zlzomhKH4jozPpwzEgBQUG1Gt9RYqFQMyqpqwMQk8RNlk6URSTo9rCyDvafLsXl/OTQxcWBM9bBarUhI8Bjncnr6JrMF2th4LN58CpdfZYfTYYM2Nh67sstgOFmhWJDgyqBSa6B17xaoNBqPIKETqwap1Bo+zuxFu/C/m8+H0WSGWqtzCSBmg08eRqsDJXWNKKq1wO5k+XwAYM3RUizZWyDaOWAdDmjiEnC6ogENjXYk6jX8APp/yw9BpVKDYVTYc8Y1iSp365dXNDRixcEizBrVXaTPXW+x497v9kOvUeObu8fwk/qfflmBsRMnoX2y2PhZzTB8PQMeAbso13VqrNBblMVigcPhBOt0wFxThnlf2lCVewTlKefBYumEhoYGvPjiiwCAEm0GtpTrkXP8LN5p2IGamhoUlpYDYPDr4XL+OZTidE+sbhvXC8sOFKJbt25I6doXnXv2Rkq3egwdOhTp/V3v40gNgVqrh1qrhyouGQntXYbA3bt3hz6hSJSuxwbB87Vuz6nC6UqPqhJXv4ZGOyxeh0vq1CrYHazL970gjf9n77rj4ybP/1fS6fby3it2bCdO4uy9IGEkrDDC3mGU8WuBQoHSstqyWiilpWW0bErLLmGEHUZCQvaezrAzHNvx9u2Tfn/opJN0km747Njhvp9PPvFJ79I7n+d9lsVAoTtkXyImCvIdJmxv7JQcxsk4aNS2M/kBKLk8VYkQrnQ4u/0MTDSlyvQkRFiG8igRhlU5NuwX6eUTIKISoTFUJWGe4pGIyYmb5i4vHCZaM7BWU1fkHOcZ0IZWqW3Kb9/fLPkdZFjFOCFAuL8YNvw3bzcjl7bw7ZbbwnCqTYrFx4RECSt5vnqZtyaeHl1X364YDyXIcp7bEtXOifdWP6AibeAlJ4D6bXU0Ro1hWFWGUv5UyevPOWML8e5a6X7GMwuKZbKcpDDfYVJOECMUVZtIgvM0lsBuxnff6yvrQ+2UMRJIbK7qdZRE7VIs1ZaDl/xFqgSyoTYeC3YgcSSNWu7u7gZN0yguLo54V11draqekkxs3boVV199NTZv3gyWZTFmzBi8+OKLGDp0aNS8f/3rX/HAAw8A4G6Bf/azn+HRRx/V9H6iBWkQn9glElFK1XyrttmK65YvGr1ejx5HGapOKgPDBNFxcA9MNmBUVSGe+HwHPD9uQUmaAXs2NCCrIhtgWdz3+N9xVm0+gsEgckur0Pn9YuSV18Bry8CevYdgHJqODRvW4+l3vgAAnDmuDO9+vQpHu7hN/I32HTg0YSQCQRYHN2wGbbKApHRYutSLV954Exu2HYKjpgTVE07AtQvn4R8ffI+7n3kPbZ4gTM4sbN+/BabcIejs7gHLsrjj7fW474wRGJZnQ1dHBwz2YkEaEPT7QFI0CB2Nxq0/oqVuI4z2dJA6WrixBji1Hn4Re70e0CYr2rpcuP611bB5uN/ujv3oOSp1Fyon3oMMiy6PH06zHj6fDwRBcEHpQkNA6fSCahNNS1X9eGkFj053AB3dbhgMBlA6PZiAHx5/EN4AA7tRh79+uQvf7TgMitZDR5K47F8rJUyD189E3loG/aD0RjQ0d2D57hbs/OotdHd348QLrgMT8AsB9Bo7XGhta0fHob3wu7uxY68Tns5WbN26Fe988iUaG4LYuzcXuw+34siONSBAYO1aHfbt2weaprF82xFcf9fv4XMUYk4hBZtJj/rVh/FliwP7mjuw/0gb3J3toLYV4+gKC979cBnsuaXobmrALff8HtsOtuK5T7tQ3+ZGgIEgIQGAxTuXYfsSK0w0BavVhqqqSqz9bg/WeM2w55bAUDAEl84vw6ajLEidHvs649ep7/T4QRIEppZnYF19Gy5/4UcAwG3/5VRo3l93UDGf2NWrEhHBMxLipbpsd4tgEPzP7/YIQSa7PIEIYtblC8AbYCL0/M368Fa+ZEuj4CI112HE/R9swX1n1Ijapf7dsUJtO/t6hzJhCYRsJBTqVjo0Pf4gTDSpcGOX+EGrlEO4hSd6xzioIdF9X/55v3l/E/5z3ZQonp7C+M+qeslvuT3GrqbwpURjh1dSlvzGm2eGlOrrUokF5JIxwFwcCdXmRkWiQb7kRPev3pGqwPGM0dtrGpBtC8fWCKtXMkmNSh0NakHgAJHaSxxzPyhjPFUlEgo2EnIo2TpwQgEWt8ytxKdbGrHtcNiBAF+1XKLAO8CIFUquz0lCm4mJB/IyCJULj2hQ9i6lnJaXgImn57TyTBwNeQ4Mu+pXaG90C/d+R9IYibS0NBiNRnzyySeYP3++5N1bb73V58HoXC4XTj31VEybNg3ffPMNGIbBJZdcgnnz5mHLli0wiPTR5Xj77bdx66234oMPPsD8+fOxYcMGzJo1C06nE/fcc09S2he7REJ9FhAEp/d8Rm0+ppZnCs9r8h3YcqgjpkUlTyLRYSYppBUNxX6aQk1xHorG5mNmZRZOrcnFgfc2SdQxrj17JH793iZceXoNVumGh70TjJiCgM+DS0aOxaEl28AEA7jumjlo/2Qb9tc3oLvlELYeOIrt+5ZgVI4Jzbv2w+TMBssGsXKtG9VjJqI+zQ+fPoDV3jzY7Xbkj5iCXeuWoaujHQGfB0aagscfxL1rM7F2XztYhsFT2ypQkGGDPxCANTMfO3dvx4QLfoG21g5k03oEfB601HFRVQMeFwiCxBv/eRNDykrQ0dGBo0e5G/iWuk1oL7aCNhWhu/kgWuo24cC+A6Bt2Qj6fdj6ySv4cqID69atQ1FREZ7+vgH3nD4SPT098Pv9OOTV44MNB3HTlFw0NDSAICmOmeD7mKLxryWrcPKoIjiy8iRj4e1qw7P/ehGrO23wetx4oXEp6vfshtmYD0KnQ3fzQVx2w63Y3uzBgto8vL/hMFxtTUgvqQbLMPC7u/HrfYvhcDjx3d4OOAwk1m3egfsPf4ZgMIj1K/cg4HHBUVyN9v3b8YtbbsXscgcMBgOuuP5mBHwemBwZ0BlM6DrSgNt+eTv2H+YYsucPrsSWA+14en8BlmzgiJSnnz4AD0Ohpa4NJKXDw8/th4HW4caLL8bhoS5YGtej/sABmIbVwm7WgSAaYbTY4GRNaCUcsOWR6Dbq8OmRIKrmXgRrdiHaD+zGUZ8HucMrMGtYHnYf9aHZzTGQAXcPKL0BTCAAt04HD0mhg9LhpKmlKMc+oR+XdQHXDq3CnsAReP0Merwd0ReGDF9tb8KY4jSQJIEAEzbw5TfxzQeVy2wQ3Wq/sGxfxHte/Uq8VsUqWV9sC+viKsWDqW91gabICHUBIx0mdv4XuoUmCQKHOzgGRSeRSPT+pFFT9/DKDKHFhAxFEMoHo4KesNsf5CQSsjSxGCOqIWwzEz0td1Pde5GEmIiKh6VQIxYlEZeTRDC8umIfTDQlMD2aN96yj1Cze5HbBGrdhvclojEvYgcA4iW16WA7gJCnOV3ifnzi/WIlr2mAdM6qfZPLG3lhsmRL2CYwFgNerfbKPYGJUeA0IcdulDASfGk6BRuJdpcvZi+RSgS6VhyJmMFLeOSMhMKzxIpXV4sDIr9LaqOjXq7cPk6p3v5G0hgJgiBw66234rzzzsNVV12F8ePHw+fz4auvvsLbb7+N999/P1lVKeKNN97AwYMH8eSTTwpMw5NPPomSkhK88847uPjii1XzPvroo1iwYIHAANXW1uKmm27CE088gTvvvDMhNSeJZiwRv42EEvaEDB0PtUtF2Pxiek3F97lkExKtkI0H2hXbxetoA5xdQrvLD5oiJbetPOfsCUR6V9Hpjcgsq0ZGGUfcFJWUgXK2I9uUhewqTh0pz2HC2WMK0BVSVwKAdaH/M4cA2Q4T2lzcjX7B6JkAZmJWZTa+3NyAHIcZjW1duHluObo+3AgmEMDJkwtQZCPRUTgFR7x6bNkdhK2Qha2wEkZ7BmrmXwmdkZN8MEE/2g/sRlaODR1dPWAYBnq9Huk5BfAHTBheW4CjnRnwdrfj6J7NAEEjv6Qa3u4OsAyDZT+ugZkmcehIEzwdrWhoaMDbK+swtcSOIx6g8/BRHD1Kg6IoZJTVQAxrTiEaWw7CnJ6D2rETsGJd+GawZNIpWHakAQzTBYPFDkd6JiodWaADTnRQdgR8HmSlEWixU5g9Zwy+714HktJxthMECdpkQemkCpiCPXA174ObIFAyqRQLFoyD0WjEetNWUHojSIMZGUVDAQJ46IaToKeAPU99Ctpkgc5gAkUbMGbhz/Gb88biN4s5laOrp5XhhWV7kZFjw4SRXJuDDhNoADXVYTWGvDQzpk6txVObf0D51HnwHe7E117g5qlDUdRWiN0AThyTje7tXDAkq0EHk4hgTisKSw8zi7Phs3vgauQOJ72F89RE0dJLAaWo8EGG80TjCQTR2BGfWhMPluUIwdaeSHsSNQPCNpGh5cG2SFenPJEvjmPgUQmw5g0wiscQ3y5JexTWsUFHCuouv/1fWJWlLyUSPHgxv8RrE6lmbB0JwUaCZyBkaRM56Bs11Nvk+yChwvTECv4wT1giofI8VolEvGBEPILcsxn/CUoOz9Q+T27A2lvVJjVcPKkE/9aI+RGtj3jHD4B0rL7a3iRJkyji/WYl17zhsrSlcdG8gGn1BcuyklgVakHg0sx60DplNUl5Dn6+REokODfeF08q0WxvuFwVGwn0bg0oRYsHoBqAkM+l+kbhlbpEIpIJJ1SY8sgWaKc5FlpRSTW2vueee5CRkYHHHnsM//jHP0CSJGpqavDBBx/gtNNOS2ZVEfjmm29QXV2NnJxwwK7i4mIMGTIE33zzjSoj0dPTgzVr1uDyyy+XPJ89ezYeeughbNq0CWPGjOl1++K1kdDC22saUJZpEX7zk29Ps7KbVLsprIv/+sp6GGkKDhONhz7eJvhM18K2w52wGnToEgV14Tc8PtiT3DDpMZGNx5aDHZGBV1hW84ak3eWDRS+dnukWGjq9AZSOBm0048nvD8PkzAIAlJRXYlxJGv67bwOsdADZldIx49MBnFF4VkUtRs6sxmNLtqM43YyiUjNOHgF8v7sFOTW5sG1phC2nSFKGLacYBU4ztra78MuTq5BpNWClcSPWmQxwTqjBVgBXTi3D0eV7cX1IxWj5cz8ACB9SlvRclM84C2sArFkntXnIGjoaWUNHC79PmTcMj3zCEfJ6AHk1kzFlZB5aNx1G7bixyNkReaPz1RFg3ogSZFemCc9Gjx6NN1c1wJKZB7CAP+CHJSMPIABWp8dDn+2ANUsaCE9nMMHDEChJt2B/a4+gwrDzSLjNhzsiCeWGNhdeWsZJrTpc4fnCuwcFgDaX2PuU+sJw+YKwGhLboro8AWw9xAW1ancn5kXFH2RAEYSEORCXDwBThmQKrh7lkG/4u0XqJLxuOU2RioHXKJKLxq1X0FtnwUYQqEorSa8jBU9OYiSDAC3JsCj2Cw86FIQqllt9pYB0gmqTWh4to9QodSqZP/dGAqF565ggEar2eRJVlYRKVqsvbGyt5vteab9WU1GRq9m+umIfcu1GxbS9AR2lf8X7lRr4lqp9SyDIJBxZO97b4cc+VbaNFNvsJGovwjDqweNYSGmU1QqxGAgCuGhiccTFSpj5kNXHOxyQveCfZ1hi8+KpNCxqapKSfNFu7lnp/+J8CUk8ldqgMj1ZNvIbkqL9jmPDSCRV+Y8gCNxwww3Yu3cvenp64Ha7sWHDhj5nIgBg//79KCoqinheWFiI/fvVbyzq6+vBsmxE3sLCQqHc3oOI62aKv7XUwjKRRwVNLyws5x9br+OIzgDDCEaZQGTgHyX4g5xHnhV7RIGnQptZhyt6sLg/f7ETJpmHpcZOD579pk41j9sfhF5H4qoXfxSeWQ3q0dEZlkVrjw8H2lyaBI4YP4S8stS3urCsrkVYgJtU1FaAsATm8c92CMzS0Z6wYdpLIdUvNaO5ePDWas5t37UzhgjPPtrE2Wio3WIDXLRkHnkhQ7dVKkF6Ot1+7G1RjvLb5QlgXGkaZlZmRUQ1ri10qtbfKpNWAVLjS94jmY5UJqJ5uEK30olg2e4WbDjQHvNcUEKA4YIpKakb8Ex7WZYl4h2PSD33zRFp9BSpSBjYjTS8gaCKKlBsN91GBa9mWgT42OI01XdyOEUxRBZNHxLxnm+eRLWJVLZDYFgWJw3PlTyTj728H7RvV7Vargx5b3a6/THHHNFqQ6LG1mp7ulTnPXkUgziys9Osx8Jx4fOQJ7CV5qlYMPdfkV2G0p7SFzYoauDtHaKtf/GYqJlCuP1BiWeyvoR8r4knonY0aEmF+Lg5/JxSYsB4L0Ri4pxlWYEJkbeVH281Bi1WmkgplaCGp9EVsQbCk6+jfUd7ksalq8asARthiyGWUPSGpxjUqk2dnZ144IEH8PjjjwMATCaT6ru+gMfjkQTy4mEwGCRGtUr5AETEuODVo7Ty8kazPPhgaIzfA8bvBevjiGyvqwe6oA6sT9l9p6Q97h78+/s9UdO5XT1CeV6Petn7Go/C7e6BjvHBK7plCvqImNrDwwQaDW3dKM+2oK6pBweaW8H6vGhq7YipnNxMA1rbY6tvZmUWvt3ZDNZPwNUT7n8DfGB9XrhcDMwkix6Rod+fPtwIiiJgoEh4ZIZ+Z4zOwxmj8nHdK2uEZ5k2PXYcaJa0/fttHAN3sEm9nZ2dfrAhnfZWje/++xdbMX9kjlA+G0Bc/Q0Auw9y6fOtkWPV3tEZU3msn0BXVxcQ8IL1eZHvNGL/US8YNggCBA40t6mWs+NAE0ozLGg86olIM6vMhvV7lH1rGxAA6/PCTQTBhuacjaJxWFYGbdDB5eLel2SacaDNjaBItN/R2QUHbcHsIQ58LVI1iAWMzx13f8vR3d0Nt8uoWY6rp1v1/bZ6Turw+7Nr8Jv3tiimoXSMsE+IYbVR6OzqBhnUR5TPEACrY8CKDPP93sjvpYJkxLM/f7IJ80flSp4baBJeP4NTq5xYs7sRsSDoDc+JoekK+w/FfVeADM8Bn8eNoM8j/Ba+x8fixHIbvt92EC5vAF6PCx6WhS7og8ft4uZSqJ99ntBvl0u13+ubWjXHLOijhfcMKLC+IIJ+DxifB2yQhcvVg/1HtMsQw++NbEswNK5B0bgEvLGdAQAQpAiwMjWX7u5uyTjzfZMMBAEEfSxYnkATrR+/h/u7u6sLrM8jmXd8/wHAuyvD59YP2w9F1BHwsZK8AKciGIwWfloDXpU+iHW/DXg9cLsosD4vGF/kelEDp4bCgA0GhL1UCd3d6vtDLKAozjuRz+NGT6gstW+Ohu7ubng9ynl9Hjf8HjfaO9Xb6/e44CFoeNxe4bv+8flWjC1xwtXTE7EHBXzcGARlz7uE7+iJ6TuUvtfvdcPn9cETGjslEDpSOKvFCPoIdHd3I+DzgPX54ZO1b1tDC8cgKezLQSKIIBVUrJNhIutjFOY8AAS8AOtn4HNL1xm/1liWAusPKu7r0RCkpGcK409MtTceEGySrjUaGxsxevRoIf6A/N2YMWNw+PBhhZzJwZw5c0AQBL744gvJ82nTpiEtLQ0ffvihYr5du3ahsrISb731Fs477zzh+aZNmzBq1CgsXrwYp59+umLe+++/X/D0JMapp54qiU+QQgoppJBCCimkkEIK/Qm/348lS5ago6MDdru9T+pIqo2EGnbv3o3MzMzoCXuBoUOH4tNPP414vmfPHlx44YWq+UpKSkDTNOrqpGo2e/bsEcpVw913343bbrtN+N3Z2YmioiIYT7wJGelp6ArZD/xi7lDYTTr8LmS4qoVshwFNHdE50MocK3Ye4dQrijPMEf6xM6x6HO324XcLavDb97dElJvnNOJwe+yc6rShmVi2qwUjixzY1BCbF5wTqrOFm+SF4wvx1uoDuPeMYXgwSj+cM7YA7649iMJ0Ew60umEx6tDjCeDpS8bgptc5k+zzxxciz2mC2x/Ec99wY5Vm0eNPC0fh3v9tkRi6/v2SMULwur98uQsbGzpwUk0OPt+iHa1y2tBM7GrqihiPHIcBR0LPzh9fiA83NSLIMPD61VUhcp0GNMYokeGlPgDwq1OrYDPq8Nv3uRvtiyYW4Y0fG7Sy47nLx6G524N73pXegv/9kjF47NMd2HWkAzpKBwIEplZkYPlu9cBbj5w7Av9bf1hQA+Px5AW1uOW/YVeK6VY9Wrt9qvN3Ulk6Vu6Vqlfx4wsAvzy5Ev/+sV4yJ/U6EifVZOOs2gJBmqR2g+m06NEu0t2dXJ6BFQoBxUYXO7G+vl31e8W4YEIhTq7JxaKXViu+v/GEcjS0ubB4vfYFyd8uHoOb/83N28fPH4VfvrlReKf2PVMrMrDpYCcWjivAC9/vi3jP9zcP8ZzhUZ1nw/bD0XXEK3Ot2NnYjUfOHYG73gmrX503rgBvr1FWszxxWDa+2satbflcAACHmUaHyw+jnhIkhDMqM7FqX1uExNBupnHP/Go8sHgbXN4AZldnobXHhzIHha4Aha+2N+Oe06rxh4/C+uPTKjKwTGPexvK9AIT21RTasf1wF4JBFreeVIn/rKqPeX+cPyoXH2+UXqDZzTQ6XX6cOSYPH6zj5seQLAv2NCurEYoxPN+ObYe7IlQu/nXlePzq7Y04Ghr3U0bk4NPNiUbcjUSeM2zDMHdYNl79gVNVmlGZie92tuDR80bisSU7hPoBwGrUCUHPxH8rIc2iR5tMv148PxKB2n4Y6/k2szILpZlmvLJ8P0ozzdjXEl3VF+CkeB5/EIFgQNhLlcCfv4nCZKDgDnlj4td8PGewGLeeVIlvdjVj7b62iHc1BXZsOdipkCuMiycVwWLQoanLizNr84V9cWyJE+eMLcCX25olkuMsux7NnT4JrQIAf790DG58bR2unVmG57/dG7XdF08qwr9XSsd4/qhcNHZ4MDTbiv+uOqCYT9x3YuQ5jbhl7lDc9Q4XJqC22IkNojMh3aqHP8gK9JsYZoMOTrMOh9oi55bSXp5h0+NoV6REItOmR5Dh9u3Ve7nxmFmVhf0tPdh/1CWsC3nbYoF8HVLubmDJkrjKiBe9ZiRaWlowffp0BINBtLS0oLq6WvI+EAigoaEBN998c2+r0sS8efPw7LPPYsuWLaip4TzlrFmzBo2NjZg3b56Qrru7G+3t7cjLywNFUdDr9ZgzZw4++ugj3HnnnUK6Dz/8EEOGDFGMzsvDYDAoupUlaSN0eiOIIKd0aTKbYTHrQeilaS+aWCyJggkAhM4IQsEG6bFzayU+sHe1+YXyCNoAQi9dMI9fPBHPfbsH9368G4TegAChl5RL6U0g9LEJoypzbMhw2kDou2A2mUHoPSjNsEg8zyghzWEFoec2vIKsNPz35gocancL7Z5ekYlLJpXghtfXSPKlO+0g9C042M2A0BuQncbVleG04zcLxuAPH2/F5Kp8ZJoptPd4EGACCHhc+PncKni9XuSnW7Fl+w6hPId9Jnq6u2CxWGAwGMFS3fC1HkLjzo1gWQYsw6A624iNe49Ab7Yh3aIHmzkEG75bgwNHuwEQ0JeMRMtujgDMKrRif30nSIrCZqYQuYEgmlu7sG1/Eyi9EQVpFhzu9CLo90FvtqGgdnqov4FsnRdrVi6DzmCCs2goTI4wg93WsBM9zYeQV+zAtRMrUd/UjqZdHnhyixAEi46DdWje24W2xqOYXlWA1XWHESD18Lt7QBAEaJMVvzh1BPbt3YM2lw8dzQdAG80AC5C0HiQYLk4EpUfA7wVBktjR7AVLUQh4XFygvpC72vBYOEDp20DoDajKsWFHSHc2Pc0umc8n1BTi3XUHMG90KV75YV/EXLDZrKgqIrHzSBfKMi3Y29KDTKcdB7s55os2mkDQRsmc9AOwmK2w26xCXSRJgqEiGTa90QjCz7U7zayHm9VFrDcAWDBhCHYe3a5ohCwHZTDBarUqlgMAVqsVaUEdCL12jBybqP02m01SnknFsHVKVQG2NHmhN5kV62coGoReRLzQRhB6aTlGkxmEPrqNSHaaA7ta/RFtE7dbDqOoXTa7LSIdbTCACJBgdRQIcH1tMJpB0C7hNw9CR8NisYLSG0CwFPRGM4JuwGkzwuMmQOgNMJktkjoog0m1bdFAG8wg9KGo8zTXPr3BDIbygqAAs8UMnSH2/VFvjBwjkqZB6EkYjOF200ZTxBgpQWcwgqB9kCtqW61WgDYI4073og+U6zUJOvTiec+PNTcGRsm8o/Q0CCbUl6K/lUDQeumcBaA30vAiup2dGoyyecHDYDTHNH56o0n4PoPJHHGOqkGn14FEAAThB6mjVZXazRbl9sUKvYGGh+X6p80HEHoDKNoIQq/MJGkZGBvNZtB6o2J7uPmufdFlMltgNuig91Oh/cYg5LVYrDCauiVlkzQ3V7i1Gh5ji4WbW5/uaI+pbwymyD40GM2gPYTiO+Gb9DoQbOR6o/Qm/P7TPQCtBwHOy6S4jDtPH4WHPt4m0G9ikLQOtEGvOLcIkgBBSZ/rZOtFSEsboAOg05tA6Dnm1WgygzIEQeiDwr5EG5THSwsErQPBhO3jyED0Pae36DUjYTQacd5556GnpwfPP/+8RD0I4Ijt6upqnHPOOb2tShNnnHEGpk2bhiuuuALPPPMMGIbBddddhxNPPBEnn3yykO6f//wnbr31VjQ0NAgG1Q8++CCmT5+Oe++9F5dffjm+/vprvPTSS3j99dcTbo8kIB1BKPpCri10RjASaoZUYpdrcihloSlC4r9ZyfCSR1WODedPKMLRbp8QPZoHRRI4dUSuECinIM0E7AvXObsqG0t3NEnc8DHBANwdLehqJtF+sA4GqxP5eg82btyIuv0NIPbuRN2hFlDb9Oj4QYe9u9xgGQZDcp04EjCho5xCS90mpJcNB0GQ+PGH7zE7040HH/wMm/ccxNq9TXhoQwEYhkEgGMT67U2gaD1eaCoGwzA4Yf5Z+GLnUjR0MSg0B9HcdBIefvhheL1e7GoL4EgPg8whDrTWu3Dm1JH48MftaOwIoKX+CLLtRrQAYHI7oSfaYMseioZt60H6WTTtXIfKbBsmnHAadm/fhhYqDTQCqMq3w+WkkG5ksPxQAHaLCUGvG7sPH0JrdwcKaqcLN1bj7V0ImNqx/tBBNLu7UTzhJKGvd3/zHobkpKFk+Hhs2rQJbW1tWHnkCIbW1KLtAIWGNV/iuyN21B9wobE9E/5WD3YeaIItqxAsG4Tf3YNX93yO4vxsgNLjwLp6uDuOQqc3YkyhHXfdtRir9rUic8QM1K36CgCgN1mhp2l0d3K3ItasAhTUTseur98BSenwdOtorNzTit0HmhDMt2PbkR6cUpWOW3/+KrYe4qKYjxuSjSP+DOxaVocvDueiLZANe24xjmxbjaDPg6ElBajz7EFLlwdeD4tDrUa0dgfQo8tGW0MLqvMc0PnyEWQY9Bw9jKDfC5KiQekN6Gq3oLOTi1BPgvM6MqEkDav2t6EwzYwDbdwmLI6TkG0zoF3FyFIef0ELIwoiba7kZZ06IlfT7SIBQmL0JzcAVDPGsxgoWI06VaO/DtltmZJUQ8l/uxKMNIWfzSqPMH7UafhBFH+GYp8KLkOl7VIzjpR3g9vHeW1iXMpSPi2j8UQQ4dO9l+UJnmwSLFONGBS7B022SSUhKlMcZFPialNWaTxORJTOqXjWY1+AIMJB4OL5llgNed9cpS09TqQeLWNrkpRFk5flS8QLmlA2Z1ENlmVxzcurhOcsq+xIQDAclr3jm9/QFpv0R9FrE0mAhbZhsfZ4ht/JP11HEdrxNFRWstKwqE0TFqG4OjGUMRjQa0bCarXi97//Pbq7u1FQUIDbb789Ge2KGyRJ4qOPPsK9996Lyy67DARBYN68ebj//vsl6Ww2GwoKCiSxISZMmIAvv/wSv//97/H6668jPz8fb7zxRgRTlCgIKE9qpWdq80h+qGdaDUIY+ztOqcLP/7NO8p4ipQTMwnGFeOqrXaJ6pAdSTb4DHn8Af3yHC3LG+P0AAcwvDOKH95fB6/Nj54YjaAoOQ/OKHWjwBdDl8SGvcwLWLfkMQ7rmoKUZqP/xMxSOPQH7f/wM5HoHdh3qgNGejr8c/go9PZwEY9KwYRhXPhJpFhq0vwf6g4dB6miU5zmx6r0P8HbLOtQf7AHLMkgrqsT+Hz/DhLuvh9FoxMQ5dlBLVuKu68+AwWCA1WrF1S+uwughObjz1Crccsst6G4+hBMmjMQ6+2R4l70Cr9cLg8GA8vJybP78BzABHfQUUDb1dPzq5/NQ9+pq3DijFFddfwNuu+JcLF+xAt8dcSG/ohC/+sVVePWFf+GdtQ0gCAJ/euAu1NTU4ILzF2J3Uzdq8u0SYvCSf65ATVEabj+lCg+/+yPefu5PoUie3PtAwI/xo4Zh3pws/P7d8GYMAEZ7On75ixtx6vTxwrOvv/4aK9ZuAOOncOW86bj7l/+Hi55fgaevnQyGYbB41W50sQbBm9PL10wCSZLo9gZQ9/IqBP1eTKrIw/WzhsCipzDp3GsBVxsWzh6LWedejTt+cx8ml1jRVnM1Og7twd7lH8Pn6oY5LRvFE+Zi1owcNJI74C8cg5PHFqP1283IyexAaekE1G10Iej3oaiQRlFBGuw5AZhNBOq//Iybg3oDTp46DtlkE7bt7YYbehRaKKAjgKNHWrGroQeH2glMofLxtz9+jD1kIfZuXQeD1QEm4IfP3Q33D1b8kGXBqm1HoAt5/TFVZmFtXRtyRxXiSEsQfns+egwUOhkdDBYHGH0+DncBDG0FAMwfWSAEZoqVAACA8iyr4vO5w3LwxbYjkjU2tTxTcHE7eUgGVuzh1G5+NltKoEcSTsorPt9hwqF2N9bWR6ohKEHJPSWl7RBdQIfbj9lV2RHMlxYjInZrqrW3iT39qLlYlRNGLMvCF+Rd34YC+EXkUW1aVMgveeTP4i5P4VnYpWjkMzVU5tiiuisV91WymSlCxEmIGQl+GgQVgsqJp1i0LlQigHsTo0ELSu477UYanR4pA04QhOBpLx4oxW1Rwo8q3vJihdLa0nIISEjYQSkYhhXGgA9iyyOWmcR7ZoogfvmYKbKx5OkT/ht497/xetLrC69NBh2JbhUBjFZka95DleI7hSyqEbzZ0NqReG2KLCMRxqI/vaPxSJqNhNVqPWZMBA+Hw4G//OUvmmkWLVqERYsWRTyfPn06lvSRHhlBqHHVColVJoFe5ptOcgMr8899yaQSEAQh2ewqsqVEEe+Ok2VZtBzYgxde+BE/rFiBHbvbYMnMR8/RRgT9XuhLTgBNmzBt2jS8/v2z2FO3C0ReNfR+L+hDe7Fr3QrQJivWr/wWRzxGBAN+uNubYc8txRU3XomXV9Rj84cvICtrKCZMmIBRo0Zh+PDhkgX2secHvLpoEr7cdgSbA9n4w8Ja/O6F9/Hd0iXoOMjZrpx66qlCnnnTx0m+5T83zRL+TktLQ3NzMxxWzmuYPuS1y+v14vzzz0fFyLH44suv4GltBEXTcJhoXDq5BGPKwipGVrMZpTYfirMcKEwzIz/TDr+nByeNqxLU5ow0pXhjfUJVthCb46a51fj6dT1YJhgO9uT3w6zXQ6/XgwlIN1TG70NBhtQYymAwwOf1IRigYDFbQRAE/hOKUUFRFBZMrkJLt1dgJMjQpLIadHh10SRc9q+VOG1UHmxGzvifIWiQAQ+ynVkYPyQLw+Zdgb9fPw3L6lqRQRbh7GUfAiwLUkfDkpGHadOmYA9ZgKZNhzG8eig+mz9V2KDfbediZEybPgRzh+fgP00/YPooC974kHN4cOcdd2FkWR6mlGfg402HsbelBzedEI5wzzAMrnppNe6/eiK+++473HD/kzA5M/GzW36F73Y1w9fTifMnV2De8Eyc98hbyMkrxP4ta3DdopPR/E0jfnbGUFz7qwdwuL4ejtqJ6D56BMPoo1j39VrsqG8EEwyAIAicNeqPQp06klTc3CmSiNk/+xm1+QIjoYTrZnLuUNfVtyPXbpTcSsnziOscX5KO1ftbcdtJVUgL+VgXu+2dUJqu6sZXyVVpNB/7PFpDB7u8X2g1f5iQElJKt8r8I6UbQ3nsDYWAyVx7oH6QJuLnXQuJBo5Tg5pvfS3cMrcSN8rUPOWQBqRLpGXqEBOh4nnKE4gMo+BzP44PVGpvb/tdPeBXZGVzh+fg3bVSfXqlJfJ/Jw7FKz/sE6R+fDBOMdQCUiYbajf9ahHFtaDl/lVuu6IELaaP0IimwrtxHpJlxfK6Ftz7v8RtRoS2KBDdEWk02iuOvC5nGghor61kbBXcGJKSerjVF7n+Eim7v5F0Y+u6ujosWbIE9fX1CAbD+oZ2ux333ntvsqsbNFAjXuRQmwTi28FLJpVgbX2baqRWPmaDeCGli4K/sCwLJuDHke2r0FK3CQ4amHXxfOTl5uKEsQvRQVrRvO5L7NuyGtddd53gynfEGUE8cNk4XBcyeM6pGocLJxThte93wvPdS7Bk5sPV3oyg34eyvAzkFxbB5HSjdPI8/OIXl8FsVg9+R1Mk8hwmlBQWoLy0CNfPG48NK75FT8thkDK9fS04HA40NzejrKwMCAAWk1FgJIxGI4oyHbBRQbgYBq9cOx0AcPqofMlmYjQaUZXOoDiLYxQMBgP87m7YzNlR679GFPNBr9cDLEIELffM7/NBbzOEGAmp7qLDQCLNJu0jg8GAgN8HJqiD0agc0Ilv+j3zh0ue84SguOtGl2RAT3JtM+kpUDouAvfMyiw0NwMMEwTLMiAIAg+dPRJAmFGtyLZK5uwv5lRi88EOVOfZhGdpTicAIH/EFFw3d4Tw3KSnIphhkiTx8tUTAXBSQRZAlt2COcOy8d2uZugtduj0BjgcDmSU1cBhNaB4whxMnDgBpvU/oLq6GqddfjOWbtyD6hGjYGt34ZnrpuD5b/fg862H4O1sxeYPXwARDIjq5P4fnufA1sPhGzmSIBDUuJfze3rgd/eA1NFoPNgAd3szdm/fAou/AEG/D8FAEAwTBFgWXZ0d+Nn0Yvj9eTAajSAIQrApkt9kijWSLp9agtX7WzGqUFml6pcnV+HCUIBDORQlEjESO7yxq3w/0iLyxO+UDmylvHy06NHFTikjIUqjI0lJdF21EUlmDAUgkpGJtt3oSDJKnImQWgfEBIt2mbHecotriBZ0Kx6QYQGQLP5FSLrEshHfoGVcLYfS2dZbelwtu5K0RnFOiv7m51SuwwiDjgJCthu0QlDIeMcqUSi1OVFGIsiwAuHaJZPMHFIILioHp1mBiMtOQbUpxj5RisujWa+GxFNrH9Dav8SXJPIStIJTxjvqWtILbn8TSSREcXbKs6zYcKA9oZU9qCUSAPDBBx/gggsuQF5eHhoaGlBeXo66ujoEg0GcdNJJ0Qs4jiCfQEoMptomoQQxI3FGbb4QIKcmP5Lo4EvQkQQYJgjX0UZ8/tmnqG7egDe+Xg+WCSJvxFSUBQ8hZ9rJqKyuwQXnjhbyP/HZDmxozMK+LdJ4IARJwmyUWoJn24y4ZmY5XlhJIRi6YQ/6vKB0NuH7sipGaTIR/A17bZETT100BgBQVlaGdIserbp0uNpijyFgt9uxc+dOVFVV4dmLxuOZp74V4nsYDAaYTCa0tnK3umLCnCAIzKrMEp7X19cLhvRGoxHe7g6JOlws4GOTMCJC1u/zwWCww2AwgAmGN/Nb5lbi1Q02xXgmXq8XjJ+ByahsdJVlM+DZy8bDYVJ2OSyeZ8ML09HU1ASdTgerQYfnLg+rUel0OrAMZ3yeZTNiSEi15+ThOZhVmRVhZzOlPANTyjMkz7Iz0lCZbQOTkSd5btRRklsgOYxGIyx6Cnk2HfwB5TXgNNER6jfOrFw4C0nJ4RRgWJAkBaOda5u4Wh1Jhg9EEbQY1Za6Tdj7w8egaD2YgB9/25WHrduP4MuWanzY0YK1247APGs21nyzFADw23XZkvLS0tLQ3NKKjQc9eKTlaxzafhRZDisOuUkYLXZQJisMFjtc3UM5+5AEiBSlAIh0jKpNfFBAeZ9oXYpFU0lR+waGZSMOY5cvIPQXSRICU0QAwmYm3xYTje4rlCv7O56bdQAoSjepBnJUQ1SCP85hZ1kuYGKiUZe1IGYqP9rIxYTgdOyldXlFQSejdaHSmMWj2hSdeQtDqUsUpV4KjdaRhKQescSNZ9x6c2McD5SqCTIs128KXaE1BmLaIpE9hgtIp8y4Ku2p4XrV2xELlMeNW09aRWkNkZg5VFa3VM4n2pkU3in1i/o+SJGIlEiEfttDZ/muGCKzR5R9DDiJpDISd9xxB/7617/i9NNPx+jRo7F9+3bs378fCxYswJlnnpnMqgY8xBOIUBH8KdpIqMwBOVFwtMeHfKcJN0zOxvLly9F1pAE+FzfpuoZZsXp1A9YsXYWNS78DyzD4rmcIGptaUDHrHGz//N8IeF0oH1qK6tkzYdFLp8FtJ1fhGRo4Eogk/imSwEtXTYSRpnDhcz8gz2nCxFInXiIJzq4CQNDvhU6n65UIMDc3F7VTZ+OLZatBUrFPU7vdDoZhoNfr4TDRMJlM+OCDDwBwxGpmZib8oXbKGQO9jsKwYcPgcDiwc+dO+EKBZHji3q8QWEYLJEmCIAkwfp+wY3R3d0Gvzw9JJMKMxMTSNLwYCCgyEt3d3fC5aFWJBABVJgLgdIOFb9Tr0dPTI9Qjfsf3h4FkIda7IwhC01ifx2uLJkFHkXjrpX/AZJZGfB6SZYFJr13G6CInCnNt8AUjPaf857opePyzHYKnsL9cyDGc/HoZnm/HU7O4ZwLDEpqA4gtFiuSjs8YOd3szsoaORumkU8AyDB67bDyuf3UV7rlkAuDpxBfnXguWYWHPLcUvb7wGF0yrQldXF2w2G3p6etDc3Iyl33yD+jpg0qQyTJ1Kwe/34/53VsHV3gLvwT3oamrAA/u+wLrdLfhD01Lk5GSj/YgdtMEMv6cHRns6GA0iSjHqcOgk5YkfNR18X4BnJKQLVstGQkPriatTISt/UKq949oAuH0BQarKH87yQ7o3qk2K9csZyyhU/X1n1ODKF39Ufa8WkVwN/7hkXEz7pZjwZVmoEpRaEHtfiyw7pO+udMnFaBNu0aBoIxHHIUFTBBTiiylCaX4o8dVqF3xio3a5s4SAKAp4X0PtslFtaWpFkQ4yrEA0K6XjHaeoge+HCD1+vu4oRsj8//FeAiiqhfMSCS0pcuiCRElqJ5aOy5ujZAcirVu7vbGCACHpS/GY8H92e+P3uNSbS5ZEkTRGwuPxoL6+HldffTVaWloEYq2kpAR//vOfcdddd+Gmm25KVnWDCgShtmFFPlObAyTJGQD5PT14+eWX4TjShkP1+3DPl25UVFRg++fLAABVRdlY8uqPIAgCHms+8kdNR9bQ0Xjo+qnodnuxKOSPnwkGQJIkzh9fpFgfTevhLKyQPHvqojESovKk4bkozQgzG8EAZ73EMRJ0rxccraMR8LrjYiT46OY8UTxv3jw0NTWhrKwMJEkiLS0Nt9xyC1wuV8Rm+swzzwAAampqkJeXhyFDhgi/AWDi1Klxf4OO1mPbklfRlp2NzgAJytyFU2ZPg8VigbvjKPatWIKc6nH43e9+B0AqAQI4yUxBYSHa1n+H8iGXxl0/L+3hQdM0XC6XYsBEiuLGNRgIQEfEdpsthi60OVutkUbKOXYjcuzqjBAQihbLMMh1mDAsz45thzslt0VmvU5gfPiyLplcjNNG5qEoPdxvY4qd8AYYfLermTOIlkgklCel1lRlWRaUjgYBAq9fx9mIkCSFDIseXQzHkAUDAVgycmFPSwdN00hPTwcAOJ1OOJ1OVFRU4MvnV2DOnPB4/Gsv108mmsKlYzJgCXSgY9lRTK1msGzZMuxZthRBvw8GqwM+Vxdu2PUBtjaRsOcUI71sOIqLitDc6QZBkggwLCaWpmPVvjbh0OQZKqeZMzLNshoUGQl/MJKROKM2H/lO6Vx88cqJONThxj3vbYpKSCk6cgrdImoR6SRBoMcXhElPhVQM+DGQpuvNrZsSESVvU6REWapKEo2xFogrUTkWg44zoldQI0mz6CPUTZQgblZQg6DUgpoUQCKpUTmbekOiKEok4mg/TZExuW3myo3t4k78oXzrxFIxQOrohE/eX96mlOYqw6gzYGrNokhC4rVJw9GaIvQ6Clk2Azrc/ggaJZo9kPzGPxk6/GHVJuX3d80bhuYuL/71/R7oKELwzMVDSzqupdoUr0qlug0Px9iKGRxxvb1hVJOl6hgPksZItLe3w+FwCMRaV1eX4C2nuLi4T6NaDwZo6flJoTwJNm7ciNWvPwYAyBqWg9mzZ2NkRTGGDRuGYcOG4bvgUFB6Ay6fVYMhujYUFhbir8sa4W3sxEtXcXroFqMeBEHApNeBCQZBkeqHoZKqRLZNSgguml4m/E2RZFgi4fNAR+vQWyeKtF4Pv8eN6SPKoicOobq6GkajEWPHjgXABRSUBxUcNmyYZhkEQWDkyJHCb96AWau/1KDT6RDwedDZcgidngDOvvMmzh6AZUFSFJp3b0Bb/Q7kljtw6623RsQl0el0WHTt9fiuJwcjRtTEXb8cdrsdwWBQYr/Eg2cuAgE/9DGqxSQbLMuiwGnCfWfU4MLnfpCshqunl0YcCHYjLZGqAMC4knSMK0nH7qZuZNtMsJvC25ya3YDmvs0yAKkDSYZv5X6/YCRIkhCYr0DAD4JU306V1v/ZYwrg9gXR4wtizuhyuH1B6Nf+iJNPnoypU6fi9aWXAQBGLfgZ/n3NJLz33ntgd3cjraceH32/GCfOn4JP3liM4nFzYE3LwtDSEqzw+0DSHHPDe22yGXVoc/lQW+TEsrqWiHYoqTadUpMbYWxt0lOCJyu7hgQMUL6dDKsRKedhWW5PdPkCyLQaNPzPJE8PmG9LNLowXp10OcHBM2VaKlSxqFeJk7BsYkaZavr94sfK3oK0JRLRukfRRiKO9ivZKqj1WaxqTGoEtVhVUtxGg45To5QzY89eNh7Xv6ocuLI3UJL8BVk2JmZQDF2IkdBiwLWI11dCtmyr97UqrwNCve5Eluq9p9fgwQ/VjbJ5Y2u1OZfnMIrSRrZM7NFO/j1iFSNpnSEJbxxLTn16s9x8ZMVpCU1GbyCjTyJb0zSNiooKPP/887juuuvwz3/+E0VFyjffxy3konIliYRottw9bxge/mRbpD5hMIAD677B02s4f9QjzliEp35+cgTB+dQ1J+GudzeCICnU1tYCADrcXB7+9ozfSKdWZGG9OwidwsbMI169W4qiBFWdgM8DnU7X68Wgo/Vggn6YLOr2FXIUFxdH9dwVL3hikYqmz6EAguQN37m8dEhSQhAEhs+7AnuXf4TOI/VYuPCaiGCOPAx6PZwF5Zp+/WNFWRnHlI0YMSLiHUVRGFXoRCfDgDgGO9m1116L3Nxc1fcGHQVDHDvWny8YjZu+TUO2NawulqhEgpSpJ/Je0Pi5wQT8IAh9XKzzBROKJb/54SUIAjabDeMu+iWC/pALRZLEueeei3MBrNmwBYtXPwZXTxfsuSWoX/MlAOCNunSs3dsKoyMTzqIK1FFV8HTqYcnjPIHNrMyKiBMDhG+KxQQTTZIRxvE8XrpqIgw6Es9+U6f6bfFOVTFB3+0NoiiN1HTDmCwbCR5KBpdav2N9l2EJBQ1VmRl5DhMOx2DoqgTe6DZeqBHv4jYqpeEYTq6n0sz6CDeeiYyI2hxTQqxeyID4b9x5/PWisQgwjES1ySxSybzxhAo8tmR7BIGvpVraG6ipNqntY2rzgSIJzuuWRl2xqdZFMsm8lDFWiUQsEJelLEji40io5If04uKEqmx8LVLbEnefohqiQskCIxHHLq9uIxFihmRtFlTPeh3Jpn+RtGtHvV6PcePCbjnvv/9+3HLLLTAajfjTn/6Eu+66K1lVDTpwqk0KN3QKi0W+6DoO1uHIdu6mo2b+lbhx/gTFaNqlmZxOuk90k6JU518uHAMDrQupNqnfsMfrWYGiRMbWfh8oiu61HmlWbj4AoKCwtFfl9BY8A6aj4pdIkKETZ1TIVSwhorD0FjvseaXc33qFcObyspKwt/CEr5LxO0mSyHWYwAT9AuPTnxg/frwQJBIAbpxdgZlDs3pVpljvG9AgoqLNVYJQvAWUSiRIzcP4xtkV6i8ReVNMUjrQRktEOiJ0ApEEkFZUiaEnnIeSiSfj1/c9gIqZZ2P67Dnw9XRh18Y1MG9+D+s/fAW7v30fL7zwApp2rIW3u0NS3mPn1oY+UURIUoSq+N9IK3tRG1XoDLdR8RZQvXP4dyRBwOXlbCTEIxfpXz024qQsM7L/lM7oaIyJ+Hvkklkl8KVl2w1hew+FNhMqf8eKRCQSqrfZEolE5HtfgBHGQbFfE4BBpCJ23jjty0aluChqX6+ovqZ0mSd7mGUzhG6Gw2NlM4ZvL3h7QqVLHbO+d/eyvzlteMQzpTZrSaK0VGmCLKspVZP3md1I45yxhRHp5GtlQ0M75+Jeg2juDZTtS/myVVSQZL8vmCCdW9HWjZZNfzxkjRZzRSpclPS/UlJykDSJRHp6Oj766CPh9/nnn48xY8Zgw4YNGD16NCoqtA/R4x1K8ymWgHQtdZuRP3Iann36Dlz43A84pUb9xhaQMgAWQyThm2M3giRJsMGgZsCqQDC+2y6xRAIAHOkZyHMYYdHr0ONLLET70ELO3SqZAAGfTPDEYiLBk3iCnDdcld9kkRSNCaXpisyhkEYQqfaekxDUtFT6lKIoBD0+ELpj2+cAd4PeW5AkCZYVqSkQ3F1VhD98jTJYlsXsqmz8/LxRiuUT4OKDEDSpeZMU7XtiJQpJivsmlmUxuTwTe3ScZKMgJwfO4kpUlmWg3VaKcyYUY3aZBbc+9k9s3PY9WloysH/VcmDV57Bk5IGkdMgtqQDbnY9GvwE5OTlCHTpZQEs1/PG8WuFvsd1ArKolPGiKBAtOktHjDsCo54lv5fRKxsLKiPYNRKieKIyE6O/fnx0pzZMjVmNrJQNL9TJZSUsYRl3FRQuxSOWUxsoXYDQJnURU3w0iqXi0T9HruATnjC0U4kGo9ZniLbaGup3WM5shLG0Qgq8pVPD4wlrcECUOiBYKZDZJavUEGXWJhNp811MkWJH7XqWhUso5uSxDYIT5VPEyBolIDyXfrdAwiozcw+UIX85Gjr14b4tgRqLMqXhWnCojAV5dUppW3pQMqwFH1SLnDSD0iWoTDyX99J8KpDdNyreZ4s1ALVJjz9HDyBsxCQDw4FnRD7B2V5iYv3veMGVPFSTJSSQ0xMqnjcrD5CEZqu/l0OkoBP0+GO3p8HS2oqi0HNl2I/515YSEPA8AwIQyrv4k0M+9QjTiWwssw3uO4CA+oE00BZAEF2NBSyKRxO/nv0VN4kDTNII9AZBU34jq+xterxd/evgP2O3LQPbQ0aDIyfHPJ5aFxUBHBH4ERAbqfj/Ks+0YkpX4Ta0aoT2+JF3ymwydOCzDIMdhwp6QF1IDLR1TguCMvaeeejYO63Jw++2XoDNvKTY19qCn5TBYJojOw3V45JFHwDAM7HY79rVakF5cBTY4FgStztwqQSvwHt8eNYRjnnCJTDQFgghvhokaECqruEQS75FefmTSIY22v7fuIADgoonFWLqjGYc73CJPNuF6lL5AEq8hykKXE5AMm1g8A7ULIvH8U0rjDQSjMFyxjVFJugX7W7lJK2YktD7llasn4aGPt8FupDG22BkRWE6OWFVD1OKdiGEz6nBGbT4WbzgkEHpKR6eWetO08kxF+yQxlLykKTISLAta5SxSmqeXTCqBWU/B4w9fqCjbAEQ+K84wo1jkUIUgNIylZfknlqbjx32tAiMRzxrmP7s61674PlocCSXmQQytdaMWmyWxCz11KY28L6N5ixrISDojEQwGUV9fj44OqficpmnB+81PDQShvEnqSAKXTi7Bayv2C8+4WwMW9l2fYp++mPOAZOAWcmWOLbIQER47txa0TkSoqrjbpCgKLOMFreENaVie8gJWA62jwbIMCkZNx6hcExadEDZotsaj2C5CMm7gk4HeMBI+rzRoICnyhvT3S8Zh/t0/goC2alMyuyEaI8FLlkgidruUgQ4CgM5gwq6l7+Kr6dno2teAA55iAKIYKZp9zKr2F0EQnNekoB+XTR0S97qJBaeOkEohKZIK7RMMCNF8igj4F/oomiLhLKwASZL4/WUn4sLnfoDJwUVyt4+cgKcuqgVBEKirq8O7196J5l3r8auW5bDZbNhdH0TZ1NNA6aIzlmKiR6k7tQ5vnvGgJIxENMI1OmKVqkbT5CSifBvA9T8fxZc3auX2fi7HlkMdEeov8Uh9gywrcRbAQutmWh1akiaGZUFThKpqUzIwutiJE4dl48Vle0OB3zhoEX56iT1f9G+O2fRCVJSa9yGSJHDJpBIJI6F0Mag1lLHMYpuRxsPnjMLd724M161QJsOwgtrhnadW49El2zXbwEsXpapNCmp2sszKUh0VyRoiR8UcOvdjjf2hhPvPrJHYNojb5vEHBSZeDhZsWCLBNzCE5m6vxBg7wthaZRzlNg2xIJpqk0Rao8WkqSDHbsQRlcDE/YmkKkJ/9dVXKC4uxpAhQzBmzBjJvzlz5iSzqgEP+aKUHxgsy2LlypXwuN1gggH88N1SdBzaA5+7B80716Hl4D50HNwjUcuIhuIMM/IckeJROUiSBMsEkqoH7/VwBoN6qwMTp06PGjMgHhxrdoLvp0TaIfeSIZ4HJj0lmPDGotqUDERjJHQ6HYKBgMSWY7CjbMgQlE46BVVzL8Cbb74Jsu5btH/3GmytO3HuqOjqU7w3ITWQJIWg358Qo6kFXmdaTvhRIXUthmEk48S73+VT822O5iSApmnodDpUVVWhcPQsZJTV4LbbbsMVV1wBM9ODfcs/QsOar3Dbbbdh1apVquUoRUOWvo8+j/kyjLRUtSlRfkLZUDPyWTRiIlZ6PSxZjvQEA3DB9yTpRUMTrXuCDCsxOGZYzm1svFBjJCTRyhUlEkzMai2PnVuLaeWZiu/ERKdYipbMCxNFNaY4x1AJ/LjGy8DFOn/ltidK6yjIhAPijSlOk6ZX+W6SIMAwrOD1TlnNLrY2K8XoULSJCj3zqQQY1YJUUqf0nkhI0yHXboQvEMTq/a3Cs1jHJpGLTbUcLJscm8fTR+X3vpAkIKkSicsvvxzz5s3DokWLYLNJb8+V/NYfz7AaKDSH1Hg5QyQpWvdtxctrfkR9qwt72wNArglNwXR4O4qxf83XqC10gtTRAMsKnn+SBU61Kaip2hQv+DWm0xuTZjF0LAx+lSAQ30k46SK8IRFctNB4o2YnilgYifbDO5Aen1bLgAZ/uFqzCoB67uYPALB3Ob7YuxxHzCNAD60BdGpMOKvJRRIkiUAg+YzEiJCBvpxooSiSU21ilWMyCLq8of+VJAF3nFKFuuaeiHd5IyYDCHv3euzXt+GSG28DAIy6egFeeeUVuN1uIcaKtN4o64O/IdTYH/g1ZtCRIJJwAa6ouqLwt5zh55/fdEIFnv56t4RoUXU5SoSJ9DAjQQjvlPPEvqcEGFZq18ayyLUbseVQh3omlXaqPecijys7DfAFlW0kjDQFjz8oGdfiDDP+b85QRXUe8ZhIVZuUG3bW6AJZfuX2S9IobG98tksmleD1lSEtAFGbeXUWQkivrOICKK8prbFMVDVPieljFC42bplbiSe/2Knq4YgiCXy7s1kxhkk8oClSUTJFQP37gwyDheOKUJJhxoo9R2OsSSQBDJU7b0QePtnMhRGIuM0HUJ5lRV1zNwD1PebPF4zGRc+vkDzTVmqMfB4PGaCWlmHZkFe6cF8SSo0ZJEhqHInW1lY899xzA4YAPJY4d2wh/vTZDgAhGwnRjPJ7erBn2Ycoq+aMiQM+DwzGNHiPdMAfutnPyc/HwaOcQWWyVXx4Y2tdEhmJX/z8F/jiujtgtzuQnsAt2UAGTyAmNAqySKKkSqA3rTFOpifWWBiJmjw7DEx78io9xhAzzLfffjuam5vx8ssv45prrsHOnTvxxbNv4fC6r5FRNQ5F406MLIBVV20COEYiGAgkhZGoUlBflKtRkCTFGVszjDBv5IEHgfC8UZo/2TYjxslsL5SQkRWW2Fx44YWw2Wx4/fXXAQD7g/nwnxX2NCMmehR9t8cikQiVQVMECBZYXnc06SJJpWaoRcoekhUZXFEL0RiXyPSxlx0MshJPWgwLQZUqHmgZW3PRspUJ2I0H2uELRMafmVCajk0HOiQeA7WQZTfAHyJG5bFKlFAuG4PYDNTVGWzxSGtF29Yi/hMxck8EchsaFqyiup9cCil/RxIEmkVGu4lK+Mx6Cj0qkgB5zXxT/AyLc8dJvT/pSDJmlSdliYTURX1Rmjl8QYSwMTOAEA2lXr68P7UuChDF9iIij0paXsotcf9KhGPVxMp49s8sjI6kUZI2mw0GgwFe78C3MO8P6CgSv18QDmomnptHtq4KPQs/LCopAxPww+fpQf7IaaiqGQWWCW3aSWbMSJIEwySH8OFRObQcEy69Ey8smoo5w7KTUuZAs5FIhuxdLpEgCM7/tiahmsTtIhZGIttu7DO/6McC4t4bOnQoJkyYIPzm+2H4KRejcdsqtC55Goc/+iu2fvwyXnzxRdx5551o2bMZWldFBEEi6E+Oy9wHFBwqyIkDMhSNiXPioz43BOZVgeiJlRAiCKB8xlmomLkARqMRkyZxjh+uv/569BxtxD/+8gQaGrh4NYQsX2Sd0evjm6XlUS4exCpFjHDcwkt1+qg+pfTRsgZEKi0Arwcevb6JpVKGUa1vSZIQ7uSVvmN3U7diPoIAMqz6mOxZqnPtmF2ZJbRbfJml9iVaNh1qe2OsdL74UlsmRFKEYGyd4FnwwpUToicSQYlpCjAahLHKcz6yNQ8t71NaMOt1iipFWsUoBbeV7z9zqnMkv6MKNwlCYEbV04j+FuWLBtWuJThPUcmQSLBgQRJyY+vEGbxjjaRRqBRF4aqrrsJtt92WYiZCKA15O+AM7sLP3R0tKB4/B0YjZ/CjN9swpKICLBPkYjDoDZwedDAQyt83EolkMhL8Zq+jyAHDACQLgo1EEj4rEfWoZHZn2JWtGjERclfbT6pW/QH5fOTVLMXql5nZOXDkD0FBuhk5NgNcbUdw+PBhXHzxxQAARiESOA+SpBBMMmMuhld2C8y5tOW8Nsknx42zKzBvRB4A7VvKWHW8HSY90kuqcf6pswAABQUFWLhwIWpra1F98sWoGjYcjz76KI7u3Soh+JRKj4UhpsQSCdHzpNpIKLRDzchROb9qbRFGvmGGRI3gjX1xy702BSOHX6VZ0kRaY8/f3vbVFk6RhGQ9ituiVqeckehN0247qQoWkf2esnee8N/iW+5smxGZNk7aHo9E4l9XTAgbcqu0/o5TlIORKtmtKKoWKYlbRPlIQtkNa9yMhIES1IeigW+TOLgfj2j7T7RLCYokJBIweRq5gxctmiRWW3BC9r8c5yrE3ND6SoJQiI8DdRsWtTIGApJ61X311VfjpZdegt1uR2lpqeSf+BbwpwAC0skrXrDu9haYnFkC0VZ7zo0oKx/K3eiwnLpCmsUAJiSRIFTUYRIFRVFggoGk3foBfSM9SCYBn4x2JCLNlu8HEX1OEJr6pclG+JZaeeyDIYL5eGYkAODRRx+VRBJ/4KwRqDxxIX792/sBACPOvBZ33313TO6rSZ0OYBPz6hUNNEUKQbB4UKE4EgzLRIzjzMosVOVyDFI4EqsUf1pYi2xbbEYwWTYD/nPdFCyaXsaVRRCYO3cuKIoCSelwymlnYMGCBdizbDGONOwV8ilLJJTnOK/eIlbj1MkITv6ALU5Prjcxfn2q+bqPVxoYrzcf6a2pdl0BhpHc4PMRhaO2SZZEK5gZi7AqTDyINT1fNZ9awkiEnv729OESu4iIQI2h389eOl6VUlNuDoGJZemSd2KCrTTDEsrLJZhdlY2fnxhe/09dNEZwZhJPIECLQReOWExw3yfHuJI0xbxSBwahNmtIR5UYYk7iLW1vwqpNtPIepxXZmt87xIjKSESZTyQRecHCo7bQGZdEnXdFHK5b+r4m3xGqk5PYqTXNqNA3Wt9BEZHuXgerRCKp1MJFF12EoqIinH322RHG1lZrfLqmgx0EIeVg+b+Dfi+8PR0wOTNBdoiC8ZAkABYsw4IgSGTbTRhbaMdXBwAkmZHgja2jeXMZKDjWTHdvvDbJdwb5xvLgWSPxyivrNNVikrm5RFNt4hmJ48o5QqjP37h2svDI6XQKf8+uzBJuHp3p6TjzvAux+IgNBEHENPZmZyaYlu4+Cbr56qJJEc8okgJYlvPapLE3qJ1hhWnqxLjcnWQsGDNmDADg8//+C62EDcUT5oIQRbnmDUHVaIdfzw+7iubT6CgSPoW0hjgDJWqNm15UVqSXpRATpiSR0CBe5UQvIXqnhHhUm25/a4Mkevie5h6UZcQft0TdRoIQJBLxqO7w6h5K25TcPWXYF7/0NxAeA5oicdHEYvxvPefaU21rVAq4Km6THAIhLlFnCv+4dibnQIBv0YTSNIwsdCiWH6/XpnxRsDlx/RQZaTQshnR+RK9TrSw5o5dotGlVBkpDijW1ItJ7l7gcueepyKK5tOKx0uo3glBfu7FAzpzzvyiKAOtTVyeMuz5CGtlavIaEp4OEsUgaI9HR0YFt27ahsbERmZnKbt9+ahDE2kR44bjbW0AbLaCNFgkxx7lkZcCyQRAkCYqiEAj0oWoTE4QuyTeod80bFj1RHCDEHXgMEZaM9L4d8g09ljJpihBuRXpdf4yMxPEEHUmiKM2s2tdSdTwC4yZNwYeLt3C/VG71xeCJeS0XvskEFYpSK3f/KoecaIsFSkH3oiE9PR2OvFIsuPgivP3p19j19TuYMKxceG8PMWn8AS0nRsSxN/g26ykS7jiIeC5KbPjUnT8yD0c6PRI1kDNrC/DBhoOCBKQiy4qGNheASAIsrJLEYU51Dr7cfkS5chEi1HCijEE0N5dyeP3h9dnl8WukFNchLVlTIhEyJk2Wy+m/XDgGFz73g6gOef+E/1YjDPn2yo+DeKQCQOwXQfy3Z1nV10K8/XPBhCK8v/5ghDrLXacOwx8+3qpRT/hv7T2I+1/NeFyNMYzXm5TWeaVGgCtBLCG589RqPP/tHtW8aqpN0RAtro0qVBJTsj0mpqI0KiZlc4GbG3JjrbiqO2ZIGiNhtVpht9uRkRF7NOSfItztzTA5OU8oYmLOadaHPLGwAEGGDKJDqk19YGzNsgx3s5lEjC5yJrW8gYLe3HDIN2olY2vx/0rQUaSiODwRRFNt4plXphdBhAYaaB2JPy6sjSktCxZ2kVic76doBy7n7aZ/JHxCrAImCK2TJhE+PJFziyAIVM65ABnZOSgcPQsdB+rQcmAvYJT6OOcFoEoRfMNplJmNaO2bPjQT3+5sFn4baQrpFoPkNpzvh2F5Nlw6uRhPf10nHOTRbmhjUUEiED+BGe/lhNsvZfRjyS5PouYpSSI9iXMixJqcr3podqR3MrnXpyfOH43b3lyvSgQncrHT3d2NQw370dawE11HGrC6NRv1e5oQ9HvxV+9qWCwWEKQODWsasNSyHyQbQFtbG4LBIIxGI6xWK+pX7UGjeRI8nQEQeiPcPR04evQoaJpG0O+Fp7MVTCAAS2YefK4ubNmyBVarFT5XF4JBRkKMaq0FOWLhmxSZMQ1pgdY2Hw/JLC8/zaztubG39HHEhZyoRHk/JUuirwtJQeRtv3bGEDz/XZgRumxyKV5dsS+iXXLIGZNkOlXpbySNkaAoCrW1tXj77bexcOHCZBU7qCG+5eT/5hiJTDhMtITwyHaYUZNnx14vJ5EgQy4lQwUltV18vQNdfeV4cCMceQMXPyPRF9CK1Awcn5KJWECTJLJtesGdqsBIaJxGYYK9f8aQt8VggsHIuCQi2Izc9h6Xu8JefIIwd/w+/LjkTZQtuEXxvVYVPJGro6Q619GIgXxZIE4tgp4gCGRYDaHyuYLlcSQi2hxjx8R9Sy5mUGKow+WTMxLR8/BJppZnYnldi6qtCkHwcSTiB+/RJhr4cSkWOSLhIUQDD/3m1YH49ipFnlZra8DvQ1vDLng6WuB3d6PnaCM20HPxzlOfotVHYncdF4+g1ToGAAW92Y60tDR0dHTAmZ6BoN+Lb5d+BYokcNFFF4GmaXR3d6O1tRWernZ88fbL2N/qAsNwdkr37PkILMti7bYj3JgQBOcMAcBTO3NgtVqxYVUdbtvxPwRpE7bs7wRtsuK9nnXYvmwbPi3pRG5uLoqLiyW2QmKbOoIgIiRv8n5QY4jl85K/GLEYdOj2xibZ0oJ8HO6eN0xTgheN4Y42xpqevGTSxMjy1OODyNOKwTN9sdhv8NBycavkcjpepucYK2sISBoj0dXVBYfDgYsuugivvfaaENCIh91ux4MPPpis6gY81A5vV3szMspG4NnLxuOee94TnnMSCAYI2UjwdgxAWHUiWTCZuA06Lz8vqeX2FQbIWkkItF6q7qKuVjAwGAmBSD2OJBKxMKQEQeClqyZGGMzFMi7zR+ZhB9ncf4xE6HsCwSDKs23wWiLtz166aqIk2FesiPdWTEoIc/97ezpgsxrgamuGOS0rItBXLGeljiQkbfluV3OoDnUiWPIbkTeThOx/MYIsK9G7Ft/O24y0ovHmf66bIlHbgUKdkbVLEa/6hccfP4PP95kpNLe1bSS49IlJX5VR4DTjYLtL0hZxndFAEQQYhoGnuxNdzc3YW6fHkW2r8dZbB/DDlr3Yur4O7o5WACxISgdn0VDsOLgdnR4/0kuHgdLR6G45hKWfvI+br7oIVPEYPPvFZqx/528YPeMk+Ju5Nlx6KXd54AswWNy1EuTqFwEAs2fPlrTn7eZsZLduBB1Ix86l72DYKZfhH78+BwzDYMXKH/Hw1wfBMkFs//wNIc/jjz+O2mV1OKHYgO8370X98r3wu7rgcfegq6kBO3bswIoVK3D48GGs390Og9UJ2mwFsd2BTTv2gGUYmM1mmDIL4Opsw1EjgYNHmnHrtjexpa4bDy31Y3s7y3lo0tEAQUFnNMNgdeCH4BBk2U1o2nEEOpMFBosdfkMeitLMmtGhYyFqK7Ktgltg8dCSZBTVpijDLpkXCmnF52ikVy+e4Fcu78zR+YL9jXLdykjEOY3Xr36O7mrqFtYkDyGOhODla3AgaYyEz+fDgQMHMHr0aBw8eBAHD0oH6qdmN6F0wAKAr7sTRpsTALBgwQJ4Pl+Jg4CgysSGvDaRJIlgMBDa1JM7nYqKigAAdlukeHkgIZYbzP6CI78MlUMr486nN0j1bOVqagNNIpGeno6mpqbjipGIFVpeN7QkEplWAxr0/eflineSEAwGUZxhxZzJkZ6llL4lFiQ6DSeWpmNYnh2LNxyCyZEJItiF9oadHCPB+96X3SyrIdtmhEFHSdry/e7ICMk85IcxwH0Hgdi/h48WHFQgh5+/fDw+29IoKVsJ3L4tJ2q08yh55dGCXCIRiyoVn4Rvmxojwfu1J4noNhLyXvIGGMVgdQDw8DkjcfkLK4U6pI0L/8nfpjNMEK2trVi9ejX2/vAdXu9Yia6jjfh8/R4ESAOe22xAfV0LmipOQlVVFbYEsgGChMFix5aPX0JL3SbBLqd8+pkAAEdBOSbnkpg2bRpWNLigM5pRMXMBnJm5QLP05pxv44MPPqi47mmjGdPnnYPG77cBAAwWBwiCAEVRmDZ1CqybOeZywqV3wt92GPdcNB4AcPk0zm5oaNCMtAZuv5g/OQOvL1mG66+/HgaDAT6fD2c99BaCfh/87m5kFdjhWb0GAJBVVI7GHWsQYFhMmDwGV51zKvZsWAFLhx3w7EfRuDnQG01gAz64ujoAloWnqw3dne3Y+MPX2L+vFZb0XKTrvFj6ZRd0FIm8kdNgr5wIAPD7vPD1dCLg80BnMIHVpymOp7SvQmta9jyaZK63553cLa6EiQn9rYtRLTXWtvHrJp6mawVpvGRSMZ76cpeo3kFjWx2BpJ1+GRkZWL16dbKKO64gnndMMACS4ja5CRMmoFFfgNdX7ucIOxZctFqxsXUfEJi8StOgUR0aAJzEmjeeSGjzS8vMAXbsE36rGVsPFEbiuuuuw+uvv47hw5NjkzEQ0Ju+jSVvLIG4kgl+7IKBQIzSltjLTrSnbju5Svh72KmXIq2zDj+uWY+n7rxGeB6r/cBTF43hDMljrPvFqyZG3DCG1RsiS1Fqho4kYNHr0O7mfEXxI0rGuT4jvDYpqFmIEa9NRaR3qejg+4CPiq1E5PEqZQzL2TGYaQppZj3aXEq+syLR0OpSfafXkYK0hyI4TzVdXV1o3r0R33q2YffK7Qj6fXh3DYXthzpw3/cMHCYaQ4YMgd5sR1V1NYYWnwD9JKCxy48755bi5AuvwezZs1FTU4O6tzegPlR/zWlXYctHnCQhrSjMYKcVVWLK9CGw2+0w0l4QBIG04irFycCPdW5uruY3G6wOVJ10MWiTuueswpIyFBcXS54VZ5gxrTwTy+paUFRchJFnXis4atDr9SgcUiUY0o+ozsZXX38La04RnPklaNy5HgaLDRdeeQ1mDy8AzpiLHx/9ANiwH87CChAEASNNweMPIttmRFOXB6fOrsA/tqyDJT0Hw+dfgf9cNwU3vPAdWvdvx5bln8O3bjmMNieOfNyF+lYXKNqAoN8LmiLx27oajBo1CpmZmUhLS0NtrdTWTGAkGOkaUZvXvzltOH7/0dY496TIxJKYNSqFlWSYUZZpRb3MvWui6kOC0b/svTxGiFi9TIuRyLJGOufgyxKkuNFUwAYCcYQku39NQRkSf+hMEAQlDojDgSRJsGDBsgxAcF5kgoEACILENdOH9El7khlHoi8wkBidRInROWedj6aMUcCuDwAMfEbCYrHguuuu69e29DWS0rcDyME3P3aBQKDf500soGgDCitq8NWSj+Bv3IW9nbytF/dfzJ5PFD4t1s8lECkd0MJNJ5Qj3WLAja+vUWxCbAR79JvYEfkObD7UIfyWem2JXovYkBOIzVhXTgiJY1EsHFeEt9Y0QB/yXBZkQhIJksBZowvw0vK9SkVGgCQJIEQzXTm1VPLO6/Wi8/B+tDfW47stPdj8Jmef0NKiQzB3FBdTidJhRG0Zuuu7ke3aCm/nUZx11llY920bZs0eiyybAe/t3wLAD4vFivTSYYL6NP9dnJthLi5TZVEu9h1Vjg8wvSITf1+6G4DyJUA8Zi6WzPyIZ2eNLhAYW53CPpttM+L/5gzFWaMLQBEEjHZp5PHnLx8vqMyRBIERZ3LMuPco5/Upq3KMEMwWAMxpWbjj4Sfwx093CHkA4L4zhuOmf68FQQDX3Hgz/rY8LHkxmK3IK6/Bpu8+QTDAoKf1CDLSzRh93s2gjRYwwQCInjacO7cYmzdvxrZt27Bhwwace+65WPfmCzBYnXAUlMPpKoMnYEJQJsHmzETUOzIeGwkliKVq8jEUn6mZVj3qW3uScpki9x4m1K9RllLwQC2w4FQB5w7LkTiPGOjoFSPh8Xjw9ttvw2Qy4bTTTsPbb7+tmtZkMuHcc8/tTXWDGk1NTVj/9l9RkWkCoeAtiSRJEADYYNj9K6/aNHd4TmSBvUBv/Sz3PwZNQyNA6w0wWJ3Cb5I4tqpN/AE0EAnQvkJsBqnxqXLEW34ywTMSTDAYs/1HzEjSp9jT0uHIL8Nrr72GQ0c70TXkRJBEfHE2FKUJ8RiOQ13FVA6LQQdnHEGsFOtTIJ7k+trxDMXJw3Px2dawShVFEpgzLFvKSMQy/kLaSNUmOmRHk2HVC8bWYePm2JlnMT9z8vAc7Nq1Czt27EBDQwPWr1+PPfUuWLKKYC3OAjyHsXDhQnTssWDu7ArsDBH15cPzsD14GNSenQDAxWX5dpUgSWFCdiwEwaksmc3heChZNiMmD+E8RurNNm0iVkKExvyJMUMcA0MrVFNxhhlNXR71BJDdvFM0CAA6vVH1VhwIE+k8w0gSBCorq2HY6A2nB6APSUEK8vPwzIO349n3vsQRIyddISkdrFn5GD16NEaPHg0AuP766/HOO+/Aml2I9JJqHN27FTvb9qHhUCNu3/E/+PQObDvcg7wRU3C0pVBx/ghqdvFsSUoSRNGE4+eEWvreGDAvHFeEHUe6uDpVGq21TrQYiQi7rpC0blpFBopCsX6idtMAOcZ7xUi0t7fjsssuQ05ODqZNm4bLLrtMNW1OTs5PmpHYu3cv/B4X9KQBUIjfIBAHTEBkbB1AsoPRSescILNQBccDscvKQmGqe0zpn2/NysrC/ffff1xFro6G7OzsqGmiMhIDRyAh2ivYpEvt4hWV61VdiRIYesJ5+Mt1U/CHJ5/Bi++9iwMzOfWnXggkNO0TlNJF+5pobVG6OdWaKsoCAnXCVV6WWWRrM6rQIWMkyIj0sUgk+G/gJdBKUpM5w3Kw/XAXR6wTkSoaWmBZFgj64WptxtG9W3DDmpdgs9lQXV2N/Px8zJ49G+4fuuALBDGpKhtb392HESNGAHs4acfpo/Lx4cZDArNO01wf8HsUTxAHGY7JiW2GqhOx0lRK6Qg8ffHYmGoBgH9fGxk0kkc0qX+0m3nxWLEkDRAAZTBFzPdAaLDyHSbkOY04b1wR7ILXNuXI1jo9r+JMYXhlOcbOoPDJ5sOqbbn55puRn5+Pm97hGL2MshrUFjrR6XLjlhkF+NUfnkR3yyHUr/4CjzcuQ5OPxlFDLtraqpGWlhZqCyH5Xw0SxkDhPc9An1Gbj5V7WqV5RTkSOVXF+adWZIQZidBai24/xIr+1q4pIi8bv7rjQECvqInc3FwJN9bfusKDBQQ43UcAYFkGpEgiwXO5gpvJkEtHkiQRCAT7hMAMGzEPjgk7CNeVKiKMMY+BapM86vzxjD/+8Y+wWOKP/hsBjb3tWNlIyP9WQzwzKx7DxBevnAiTXtmoWzzNzzjvQizZ2YEV33wFFM2KozW9A0EQaD1cj45DzXDkR6qHivtF7vdeGNI4JQnxun/VwvhSqcqLXoFpiCXCMt92JYkEDypksMqpNnHPlNxTerraMN3ejh+WfIE9h1rg6WxFs12PQ81tCIACE/RjxLAcPPLII5LLCnLFj9z/BIG//OUvoad7QRDApZNL8OHGQ4L714uvugbZIh8VfHvFTE4iUDrv1JZuhoL+ulJZPLGuBi2JBBA9griYqMxJt2EHAEpHR9zo+0O6+FdOK5VEPw81VlMCoP5K2jkjR46MzEsQSLOakZOTg9GTpuH79dswasHP8MgFtfjr25/hv/99C/feey/GjBmDyspKZJSP4r4rjvsPpbORl1IpeVNT6tJEp40kCrlAN0khZ+YTPQ7iuTgZaEjatWQwGMShQ4cEj0CxvjtewU8Ab08nAFZQKSEJQqLaNGdYNsYUO0Hx4ttgWCIBlk16MDoxknno9QUEImmQM6iSjVBlZzgepC8DEXa7PXqiGDCQZiDnHYjzaiTWlVZPH0fhcXyoGhOhVKezcCj2b/0EpoIZcXtRkZQbR9r2o0349t2X0NzlxZAZZwFjChTTLRxXBCNNSWJJJNrGyIuC0P8KLim559F+E5qGlzRF4uJJJfj3yv2qbQrbxEVeWvBMMEGE6xarNrEsi56WQ3C1NaGtfic6G/ehcHwVHBnlSKPSQZAkxlfk4xbzcMkAAF2uSURBVFDQAh9lxqEN30FH1EdIPPmy1Vx1AuGpZ7fZkZ8VdmnMG4IHgix0JKEoKYmXmf/nFRNwzcurer2ub5lVrPk+KqMQ5QwWM30Zdu5ChCCpiHnk1zDqJRAZ2Vrs5FhvMkfkiRViRql61DiMvYAbN1pPo2L4aIw+Lwc/m2bH6tWr8eqrr4KyOIHqBYhvJYvbzIGXUimrP8ryJSk2g06FK5SrF4qri3desmAHDfMgRtIYiebmZs4LUWNjXO+OVxAg0NPTg43v/QO7JqSjOIsjaAgCIEWqTQYdhTyHCV6vl3P/xYQD0gGATm9SLL9XbSOkUpAU+g+DUWyZwsBD0fg5GFtBxeRWOx7JY7IYpmybEZdNLuXKZAFzeg66AkG4O1oAtkoxDwspEdCbm8WWI4fw7j//DFtaJqiiArTu3wYCJyiWce64woj83e1HwQQpACx27NiBliZtXXa+XPUozLG1m+//iyYqE6jysRQTmmfU5mPxhkMKeaRplWhXiQtNJoi1a9fi4zf+h/XrOANeS0YurJl56Gzch+knzMV+ugiu+jYAQGF5Jo4eaIffG8BnT/5S0fUwv+/Rsttbcb/wNJd8jxQkJEwo1kcEcRZj54qS8TFWeMP/zCgSCNUie8koRLvME+endNztu9GWFtFH0XTx1dox+cJfIMehTGPMG6EdZ2p2VTZ6vAGJe2eKNgh18qipqUFNTQ0yMzPx6n/fQd2376P0zAs0y1bqV4shTK6K5zLPFAn2F1H6NJ5LAnFKYaxkbYsnOrkWCCIy6OJgoRb6hZL0er0x3Zwdb2ht5XT3Xnr+GezcyekVyiUSPMQGlCBIFBQUoLymFmVTT0t6uwiCwPSKzAEvkRDUfgYxwyPfD9UYiRRTd2wR3UZCKxJq/6+j7MoxWHTNNdETxomYPSpFAa0jcNqoMCFCkCTScgrQ3XxQcjgf2rQM3377bczlqumci0eAZVl8/eE7IEDA3d0JZ3ElWvdtw3dL3pPmkQ0bP8YH9u/DN/9+GmveeBy3/t9NeOKJJ/D6P55AT2sjPJ2t+HDxYrjdbni9XiF6sVqZas+i4azRnPTk7vnVmmWJb0knyFSh5Hm09vv2thZs+O4zrPn3n/D2Xx/As88+i9NnjsfdP/8Zas+9CZVzLkDB6JkYeea1GDcx0iaAnzZGmlJcD4J6lYauDz8vIqQWocwBhoWOIlSjkCuBZ2Yj2sPXGSrqb3HYRHBtii1dNNWzaEewmDElSRIzr7oHeos9oo98QeU+OW9cEapybJESCZZTYaNNFuiNkRKJTKtBkcEW42ezyiEOXihuk9I5N3/+fABAa/0O7N+0ImLtAMC/r5kMQPlC4ZwxBXjm0nEApDEdYrn1V7pMqc5VllZLmdtw2WruX3mJGZ8vVilEpHQyHBAyVgwUCq7XEgnec1NHRwc8Hg9ee+01yftAIIDPPvuM88DwEwJBAN3d3cJv/rAkAEVGgo8ozAekS0tLw9wFF+HN1Q190j61DX9AYhCrNkUaVw6SPk8hZgx027D+nHJWgw7d3oCiykrZkCFo2RHez/543ijMfu1RvO7bhZkzZ0aUpdTsgjQTrp5eip+/sU6x/s7GfQj6/TC2tQr5zWk5sGbm4eDeXdDnTIjI884776Curg779u1DV/4J+KZxD4aMmYpgViWw/X1kZmaCcND4/OOXAQBLqrPx2ZJPAACbG7ww2NNA0QbUF5yOugNNaD/kgtGWJvHWFivk3zyq0IkMiwFHe7yS9y9dNRFXvvhjbO5fQ//zafk9qKvpAJZ/sQnblq/DK9940dzpAsMEMe+Sn2NumRGTJk3Cij1HsaRxp1CW0Z6uuIdFY0Dl6lXh5+G/+XWkdqMcDAXLi4fZPXVELj7adAitPb4+IbqilZlUY2vRd8vz+UMSCTnBfF6IGehw+yXPo/VgtHPqxOrsUDvCRvkRBtIRDhBCc0BHY/fqpTC0dKJwjNRmih97hgniwNqleOmlHTjqp9HdbABJAO3NjZwTGpZnQtSZVh5q6kIV2VZsb+zU/E4x1ALSxWKnpASlXCxYGRMVTboyMNBrRoL33MRD7rlJr9ejuroazz33XG+rGnRoaQlFYyXCxta5eXloUryxCYnqKB2Mds6N3QCnT/ocxyPRrfZFx+O3Hl8YvIsxnpnV2z3nn1dMwIXP/aBIIJ4+aRiatvyAV5/5C7z5U/HCs38X0gSDwcjGKqrgcGpTSgj6fdjxxX8BAHOnTUDd9q2cnRlBoHjiyfBt+hh6WR6f143PfvhMaGdX437sad+OIfN/hobuEHFGELBYwzr7v733Pvzhdw+ioKAANn8Qzbs3wJ5bindeeQ4+nQUHO33wdrWDIEn87cAI7Gk3gCkuQkurC+36IWAZo6qUVav7mWAAHR0d8Ht60NbShPaDdfC5irBvxzbs/uZzvNS4FFvX7gOp08Pv7oY5LRsZ5SPRU2TkbO8AeDpb8ekH7+DIHjca132NshlTkDV0DH520UlYs+sgPv1+FZw5BZg0SeviT4mRgNBXWjnkXr4kDKeg2qTy/SHVJqVI5nKEg4SJ6hK1jf97aLYVPd5A1PISRTRj63jjKahJl7RsJLh6ZA9Y7QuGaHvGKTVcsD6KIMAIGj/cH4+cMwpmPaVaRlblGIypLsdXn32MwjGzcPToUQmT1H6wDs/87Su01e+C+cRyfPD+x9hxqAu/6VmLlpYWrNnehJvW52BLI4t1OBFNLQyovHw4TDmhbxVzNOpfovZKTRVUYCRk7+logxwjBHWmXpACmVYDWrq90RMmGb1mJHjPTUeOHMG4ceNw4MCBZLRr0GPp50uwftmXMIWYAr1eD0t6Ln5+x6/xm/c3RaQnCAIECBSNPQEULT/u+gaDhXgdHK2MDaqb1yAZi+MVvVFtOlaI1fYhnqmVLNUmJWRlZYEgCBw6sB9Hu4zY5d0DgFPZaG9vj6kMj6sHfn/4dpVTB2CxbvlSeLrCut56g5HbOELfU5phRYtRJyHUCYKAq60ZuXY7xo0bh4aGBmzdyzm70JvMQHe3UD4RcsM99oJbkZ+Xh7/97W+gKApf38ExQyUTT8Io6iBKaqdh5QE3OlxeeDqPYupoBz54+C9o37UGPmMalm39Fs1dHoyrKsFerwnZrhpcPHOK5BubGurw5z9/CrfbDYIgsH5zE1qOHAYZ9OGuHzKxfnsT7t+Sg13bjuCJPV+i0+1HR4sbeygH0stGgyQp0CYLmnauw66v38a7mz7F/qPdePIbOzKseqzy+FFf346PnnsE2902tKyqh9VqQ3p2HoaOnS4hRGKdDtHmTdgFbXgynlqTi6E5YQaNL0OshvOf68J9w9tIZNuNeOPayVHbVJ5lBUEANgON1h5phG6+hhlDs3ByjXYEay1EW1vRjK0TVS8W55sxNAtVuTbN9sjr4W6+pRIqMaI1ix9PkiRAhLhI/llpprqXvFvv/C0e//YASkvS4Hvvv2jevRG//vVLsA6bibajQbDsZOxd9iGyiiwoGj8H559/PopGz8BjH67HpHIfZs6cifFnXQUAcLU1ofFgPbZ8vxK7KBIOpxNtARrUzgLQu3Mxa9YseHq6ufWr8Q1yqPXhaaPyMXd4Dt5de1DyXMtrk9aykPe73cjZwBAie494cdLwHLzxY31imXuBpBlb5+TkpJgIETraOUO0itnngNj8LkwmEwiS0BSDnXDqmVjuDvu872vSZbAQr4OlnbFA/i1hrynHzzem0D/oiymj1yXrdi1StamkpAQ5OTlo9RxBx6G9QAan5uB0OgV7Mi2wLIu3nvkTejaNBoxhFaWDBw9i+ZcfoytjGACgeNwcjJ02Dds2rhUO8l+dWo0/bzPhELiD2u12AwB8PZ3Izs7GhRdeiKeeegqAS7Fuexpnf8Bf8tB06NAPMRiU3oATTlmA2ZVZmN/pwa3/XQ+TMwtjxtUCANLzipEx9TyMyLdj1dY6TC8z4cCXa7BjzffI7t6NbZ/T8Pv92LihETr3UZz0s0tQUFAAn8+HH92b0diwF3qKxN/+9jSGz10IiqIw9ITzYGpYik63H+llNUDwAHKHhfvljBOn4tudTXjinOG4+ZUfgDVvgqZIFBSWIDj2AlRXV2PbOu7MJkL/bplbKVWnifEUisZw8NNBbGx95bQyaRmh/1VVm5iw+9eIfVShPX84m3NX+tszhuOal1dFNeSPB7Fmj2b4G41gVzJc5/KFM950QnS1ca14KMqB42K/pBCMnGPIkpaZCZJqhNlshCUzD/tWfIKKYTlY9dWHONjuxqpV1Qj6vbjrt3/C777g1CD1Bi6o61lnTRHaesopp+DoyHScOWcYXEWTYTNQINzt2Li3ES37VuLHrnqsWrUKGxra0UM74b1sDDob9+HXv16MdkMOmnsM2ODaibq120EbLbDlFIM2mqEzmODzSm/0+c8y0iSybIZI969JsG+cMTQLOfZIQ/V4p2lfXgRpIakWnl1dXVi+fLnw+7PPPsMFF1yAP/7xjwPyRq8vYbFaMWvWLBjt6aiuGcE9JEjNG4gJ02eBpMK83bGaFAMOg7gfYj2wUozEscVg7P/YWxx7ymybES9fPTGR5qjWyC9fnU6HBx98ECXlQ+HuaEFJaRnKZy5Aenq6IiMhl7gEvC74fV7s2LFDcp7s3r07dIvHHWdZlaORnpUDi82OvNKhEeUe2LcHt9xyC1yd7WChHNQv38lJN/hpMfWEk1Fz2lWq38vv2wQhdbUp38MJgoDJmYXy6hEoGjsbcy++AcFgEHv27MHMmTORWz0Wcy79P5x++ukYM2YMJk2ahPzqMQCAjJIq6HQ6mNOyMW7cOLz/mwtRkMtdPBWPPxGLbrhZUteY4nSQJIXC7HQY7em48/ePAwD0ejrCfoMgCJAEgREFDgzLExmhxhqUDizGlygbewNhQtagoZYkeP9RWYsBhhXcpIsRbelaDTrMqc6RSD9izdtb8BGK1RBt39GRBK6dERkDpbeOUpSOVPGaiplRCmlS8H+LofVpeoqEycF5nLviiisAANbMfHz66adgWRZOp1NckqhMAsNOuQRnnHEGdHoDCALQm60wWe3ILi5HRtlwODM5FadHHnkEpy+6DQGvC6+88jJ2ff0OJk+ejO3rVmLfiiXYunYFzM4ssEwQu795F9s+fQ1bPnwBt9zyC6x/+2/YvPif2Ld3r6RuORZNH4KidKnXq0RdRwuqTQnl5qBgv94vSGp421//+tcYPnw4pk6diqamJpxzzjmYOHEiHn30UZjNZtx0003JrG5Aw+/zweCwA92cIXXA4wZBkDEZxwk3DH1MPw8a4mmQNFMJ8g1bjaEeNGPxE8VgvgiJd2oZdNF10HtTpyNEJEyeNh11ew1II90hRiJDs0xvVxsMRhMCgQCObPsRucM570HNzc2K6S//+a9xoM2NH/YcBUFwKkpBvw+L3/wv0mjgs5f/jKyxpyjmvXF2Ob7bFS6XChHwaiApOrxNqXy7OGq1UC6lw+jRo3Ho0CFMnToV2XtMMNuUVUOsGbkgAAyffyUWLZoKAPjDH/6AxRsO4d8/1qOsfCiwabOQXt4M3vBX7H48ml2CEpTGlmGilEEAV08rw4wKdXfFPNOldot/zYyyiMCBapATc9fOlBLjydpvtYpZMLoA54xVjl0ixtjitLjrjTcwn0FH4g9nj8Q970nVqtW8BMXaP3wgQyA+1+Y0RSJ/5FTYc0swceJETDjxdNQFnDiw6wMAkMQhkRdrzSoUSQQj66weOxmZ3XvgdDphsTthTs/FurVrUTbtdJx55pnY5rLgub//FWXVI3Akk/PWlT9qGkidHiSlw6PnD8e0C2+Gu+Mo/vXM02iGA40uBn/Y/xGGV1dh+bp92Nvmh9HmROEMJ4K+cIDXBaML4IxxjqpB8knRunSAHEtJlUi8/vrrgrH1hx9+iMmTJ+Orr77CSy+9hDfeeCOZVQ14+HxeGAycqIokKfh8PhAkqbkB8G9y7JwxYUoi8dNBipFIIV7ErH7Qx+1QrlMik5C8m1RdgmkVmTCbudtau92Orq4uBQ9n0t+ezjZk5HD67A1rl4IJBtCyewN2794dqkVawPyR+RHRoZt3rYO7p1twRenpalNuv6jy0tJS1XfCM3G0cQW1rlig0+lUx2rsBbeicNTUkCqJ9IZWdR7IHvPJ9Ao2eGI3nmLE2n42ivUuSRDId5o03b/yULttnzE0CyMKHDG2KDb09bYbyxr91anVmu/5dSGJaRBn7AKCIFAuCvLHstqEf+yS9PA0izAM19h59DoSeosd6aXDoNPpUD12Coz2dFFeKP4dUT8gdAyfrnjocPzf//2fkKZ4/BzcfPP/Ib2Yi19TUMpd1JotoqCHRgsoHQ2CIOBwOEDpORrsplt+iYz8Ypjs6UhPS4fBYEBGXhEonQ4H1n+LJ598Erfddhu2fvwSvvzfm5iQ4Zc4FNCSTmh/V2IT81jRjEmTSHR0dIBhGFhD3i2+++47YbMeMWIEDh2KDJRzPKOhvh7jhpUD4PRo/X6/9qYPCDOLT5GykeAwWNoZC1S9mhxH33g8goniFWUgY3xper8HQtSqLj09DSaaCt06BmG1WnHkyJHIMmS/vV1tcORkwu/mJAU9LYexd8Un2DcsR9ELkklPRXhU8XS24YTpJ+Css87Co/96KyRpUm/sE39+EmajHt/XRbfhENxbihkJloXZmYXCqlFqmYTbVdVywdlmqO0RJ1RnY0iWuoErD5IAbrjhBniN6fjztwdD7Qu/S5QxFWwboh9tmhDcvx4HW+GFE4oxqrD3TA/LKtMBSheSF04o1jR0Bji3wQAQYBhpEEIZ4lFtUvqb+62eT81WtLa2Fl9s+yzG2rk65cS6vGS9xY6RI0cAK1YA4PqzdPI8jBw/FXu3tESUSYBzntDdcgg5uXmonjQb3oZ2/N9VE2GkKTR/vRuHDftwZMdaXHXVVaiursbCx97Btg1L8VjDVrhgwD6/E7bcEmQUDQVL6lSkPmpfJbooiJOhSJaNW7xIWq0OhwMMw2Djxo1wuVz4+OOPMWsW5yN4//79KCoqSlZVAx4sw+DwoUPIyeF09QiSYyRAkFFcrnEv+TR9zV0OFuJ1MKuViDF3WI7qu8EyFscrovW/3Rm/+kFfI9YZk27RY+5w9bnXFxDTCfLly0tqdaFIvVarVRJzRw1MMACa1uPGG28EALg7WoS90uZwKip+K+0dVByqWyaTkZMUiKUAovd6sy3iuVwiMe7sa1FSM55LI3nHtW3OnDm4+WapfUM8sBp0qMmPJFojiRACo0ePht3hjExLKJMs8ZxBWswqx6ho51eLbD2QodY9C8YUYEhWpE1GYnVwlUwtz8AJfPwGBcptwZgCWA3ad8O88Xa3NwCbUafa/liHgCTCqmhy3kDLjoMgCMVggcOHDw8lkKYV419XTBC9i2xvbZEzaruzKkbBYFSO6E0QgC2nGHk1nGewhaFYHOI6dHrehoqA0+lERulw/Oyu3+HRRx/FKQvOB0UbsG/5x1j9xhPY+vFLaNy6Ep7OaJcR4X5MdAlMLEvHzSdE2oX1NZJqI3Httddi6tSpsFqtKCwsxNixnP7Z+++/j/POOy+ZVQ1oBPxuEAyLYcOGAStWg6QoTiJBUpqbZICRBlk5TujnXmMQnSsJI8VIDFzUnnMjpsyKL/Jtf2BgTxn1xvE38LwetNlshsvlAizaN3AsywIEd2upN1nhd3WBog0YO3Ys1u8/igNHFRiJaM2MMGKK/hXifncWVmD0eTImQIOJkjM2BDjGauTIkdFaGqo78UFXIrp4xEO8RIsVoZYnGoPAx6LorSFxPEhUhYRHX5/R4uJPHcFFin937YG4bSSUYDMqk38XTSyO2ROReKzk8yKR+AqzZs3C+Eu0bQwsImZJPqdoisS4ktgufWJ1tlSRbYt4RpAkzGnZqKysDNetN8DpdKJsaDWKxlE4uncLAh4XsqvGoq1+Jw6s/xY6vREjzrwWOr0xprkXiGI9LZfGkASBNIu2hLMvkFQ5yJ/+9Ce8+OKL+O1vf4vPP/8cBEGAYRjY7XZce+21yaxqQMPvdoOiDWGDIJJXbSI1pw7v61rLLVsyMViI195u9oMBg2UsforQm22CR6AUYoNEIiF7x++LNM0RBHq9Hj6fD3KIl4Tf4wo9E93oMwyMtnRcf/31oPWxGjjG5+oylnVJG6XqJNIsvd/DL5pYHGNKaVsjddY5KLsCVd5lHaboRIkgSdC8gY5ajEAUxUsk92bn7O22e6zu+nortSnPskq9c4lw1ugCnDYqL6ZyxOsjFolEdDfBBPiYWsKzmFqiPJaKsTKE2DLKamCSPUbUXr7P+dc1p12FtDR1poWn37IqalF54kJUn3wJxuYZse7Nv2D/j5/B7VJ2NS1ei0c6ParlK+aNK3XykNTTkSAILFy4EDfddBPS0znDGZIk8cADD8BoVI5Gmix4PB7885//xMKFCzF9+nRcfvnlEle0WrjqqqswevToiH9Kh1ssKLYBpfki7xQiGwktuH1cdFc+FZOSSABIEdkp9D0G4xwbLG2W0xMCI6HTZiR4dDcfwPq3/wpA/ZtZiC5eRLZo0QiXCGNIBYmB+P9YIE4baUAeflucbkamzRDZJlmeaRWZqkRfPNCaL1YDBYc5kmkYVejEHadwRqoXTyqJUr7GO2hLJAgQoujYmtXEhP6S5veHcatSDdHiU0TDH84eiWkaHrS0cOXUUsEhDCmSNEVKB7TGWxviojTnFRHyPJUACZ1jNyLXrkyXKq233k5La2Y+Hn70jyifuQDerjY8/sjv4O5QttEYbEiqahPAEfSvv/46Nm7cCLfbjWeeeQbvvvsuzj333D49+E4++WTs27cP9913H6qrq/HJJ59g+vTpeP7557Fo0SLNvLt27UJ1dTXuuusuyfNoRnBqGJtnQBcr8kAQus00pWWD1jCG8fhDjIRwCKYkEsDxYyOhBSVf9imkMFghJipGF6XhTwtrhd/8vkqKGAmv14sjO9ehKmdGRFk9rSFDbNk+EK+/diH4o+DVIvr+F88WGVYdktpIqJXx0NkjY75ZToRQkufgaU8JoxP6vyLbpqjCweXjcpxZm49/r9yvWp9JI0ZETKpTSQzOGevMSLSm/jo6WZbtN6Zo7vAc1TkgBq9iBQAUGe4L+Vym+uFMk9uVRryPwoSo4b4zanDhcz/I0hOSOuMpj4fNZkN6cRXSiipR0vkjtu3bBoPVCX/JtLjK4RExN44RSZdURmLDhg04/fTT4fF4UFlZibq6Ojz33HN46623QJIkzjnnnGRWJ0F1dTXeffddZGZyXPa0adOwZ88ePPDAA1EZCQDIzMzE6NGjk9KWnVu3oLIoCwBQW+iEtYkb3f/+9gpNYyjhRkb2u68wWBiJFFLoa6TWQnIh7k6KJFAoCszF20boqDAj0dHRgT07lmBU5RAAw0NlcIX4ujvC5YqZgEgDBCFNhC2CmiQjgT1WrSxelcNEUzijNh+LNxzSLF/NFapS8WKm6ckLxijmi6aGpKjmkQDkufm2mfXqjARBaNM4JJkcNaEMq0GQ7PcH+orItxtpdHr8fC0R7/vCjKQwzSxZp7FAPJesMpsLpZhZiQZrU0O0fojKuyZQZ2+WjyDhJAhUDRuOFxb/HQRB4MN9PyLtvLPQ3eyBx52DdesO4PCWFWCZIMAC5vQcmNOyobdoSyaPlRp4UlnGRYsW4ayzzkJDQwPeeecd4flVV12FZ555JplVReDvf/+7wETwKC8vVw1W1Jfo7GxHbi7n7/zu+cNw9unzcOmllyIvW1uUyOvCCjYSfdrKFAYSUoRsCj8V8HNdiHZsCKv3eFxdEem9PZ2hv9jIQzzKLaGccAnZa8fdVh4nDc9VTct7xKFIApeE1ID4+mOVqsaSKtehrI6RZTPgmUvHCb/lbVdkUJJICSsF3OOh5WoUAEYUOFCiorMeD56+eCycJjpmAr+3+25fndHPXT5e9d0T54+Gzdj/BrVKoET6/GWZFry2aJLwTs3Fa7zQGksu0GRsaROqOzTCT14wJn4nAFEaU1DE0Xt5I6Zi/JwzsGPbZmz79HU88+j9WLz4A7iONuLghu9xcOP3OLDuG2x8/1ls+fAFNO/eoFluda4d1bm9V4WMB0mTSHR2dmLz5s1YtmyZ5GAAgMrKSuzYsSNZVSlCHAkRAILBIN577z2MGzdOJYcUn3zyCaZMmQKHw4GxY8fil7/8JTIytCOtqoFlWUkQo8zMTMyYESmyl8NIc3wdvzSZPhZJDBbidbC0MxbI1eXYJIrzU0hhoEBLZcdk4lwn6kPnhF5kKN3dERkgzicwEgBBahHHrOg590IrEnI8t3d8PYuml6mmoRVUORLV346oP8YyYkkXLz0UC0MCAPlOZXea4TzqFd89bxgA4O01DfE1jof4qIxHHS2x2gT0i42ErAqtfu5vkKR0rYulbNruX5OjHtaXDr7Ks6xIs3D7hxrzrgReMlh54vnwujpV0/EBOc3pOSgaWoNTFszBOqYYF8+sxvmzx2LnP1eg9bVHAQAjzliEv5w3HOf95hnsW7EEB9YuReHYE9BSZQbLMEIcHYLg+n1ojhXbG9XrTjaSxkiQJIlgMAhGwV1Ve3u7EKiuv/Cb3/wGW7duxeeffx41bW5uLhYsWIBJkyahsbERjz76KJ5//nksX74cQ4eq++T1er3wer3C785ObuAC/gBIklTsCwAAC813LMuAYRgwLKOdNkEwDBPSvWSTXnZfgGGYQdFOJbChiEIsyyIvLw8FBQWSb+HHor++r7/rG+iIpT/0FIl0C62aZv78+cjNze3fPu2DfSFpCM13tfaZTCb8/e9/R3OXF2C5s4NfJ91tLeH1zrJgwYZVm1iAZcLlsqGLFqEenuBiOY9ODMOgKseK1xdNxKFDhyLXHViwLBP+zYYL4OoPl823L+KbJF5dZN/MiuuBsOeC5QhQ5f7h0srfcWdB9HXLnxnnjy+UfgNnjR7+ztBzRu27xC1ipeWIy+D75rWrJ4IkCe32sdH38SfPr417Xt86dyiConnBRxaOWo7w3fHeNIfGEqxkPiYd/DqKYYx6V08vvkFjrRt1ZES7g0FGmke0Rvi/n710LLwBRjRHVegg8TiEbElYSNsiWbeh/4OMaP4z4XnMg8//u7NqJL/lZUresdzFL8MwGJ5nw/1nDMf9HwCWjDxJ+fxaAgCziWMkKIoOlcnAkTcEOXmFYBlG2i4WyHLakD9qBjLKRsDd3ox9P36KV/Z9D1fBRLjbm5E3Yoqwd7Ki70q2OpkSksZIWK1WDB8+HHfddReeeOIJybtXX30VM2fOjLmsHTt24IILLoia7t///nc4gIkIzzzzDB555BH88Y9/xJw5c2IqR3wrdvLJJ6OqqgoPPvggXn31VdV8Dz/8MB544IGI5y5XD1wuF1pblQOQ/O3coarv/AE/Ojo6YIEH3T0u+AN+1bSJoqurC16vF21tbQkblPcXGIbR7MuBju6ebvgDfni9XmRkZER8R2dnJ7xeb799H8Mw6OrqAsuyKQNvAD09PcJaUJMKPXFWOQAvWlu9iu8tFgtmzJjRr3O0L/aFZMEf8KO7uwutrdqB39q7fcJ+5/V6wTAMOlub0draKszTgD8Ar5sLVhcIBoW1wjAsgsEAGIZBa2srPF4vAqHf/oAf3T09kv7p6OiAx+NBMBiA283tJ8FAAGQgKOwvLpcLgWAQPp8Pra2tkj7u6upS7HN/wC/87e7uQmtrQPh95YQcpFE++Hw+eLyA3++Hx+0J9U+34vj5fX54PO6Id16PFz5/9DHv9ATgD/gxs8SE9QfCbfYH/Ojq6kRrawAdHR7heU93T9S51NnRLSmno6MDHrdb+Ha324329khJkhg+rxcdHR1opbQ9IeoAtLYqu8XUAgWgtbUHAHD9JC5oW7S+8gf8aGtrjVsa7A/40dPTg4A/AJ+Hm2d9sZf6A350dXchEGT7bL3zczPRsl2uHrjcPsX8RWYWv59fKnnX2cnRNNkGBgc7wvSNyyWlddp7/MJv8fwTwx/wo7urk/sGD6BjA/DL1ogrNE/F69nl6gmNfTt8Pp9kDQPR+8Idaqs4bWWmARn6gPC7o8MlKXdqmRPL97ajvb09vG48Ho4R0RvhdrvQ3tHBza3uLrS2kfAH/AKjwrc9EAyAMttgNdtQPf8q5B9Zgc9XfoOg34fWA7uwe1Y+yNICoT8B7mK7r5FUY+tHHnkEZ5xxBj755BNMnDgRPT09uOCCC/DFF19g7dq1MZdTXFyMl156KWq6srJIMfMbb7yBm266Cffddx9uv/32mOrTy3yQOxwOTJo0CZs2bdLMd/fdd+O2224Tfnd2dqKoqAgUpUNGRobgAjce0DoaaU4n0tNMMJvbQet6EipHCzabDQaDAenp6QOekSBJEmazOel90F+wWtygde0wGAywWCwR32G324Wx6A8wDAOCIJCWlpZiJMAxAXz/Dyb1MlpHD9g1Qeto2G22qO0L6DygdTSysrJgMBhAkiR8bhfS09PBMAw8AQZgG4R5SlEkDEZurCiKAkWSoEgK6enpMBoMoCg/SJIETethla01j8cDo9EIyq+DycTtJ5ROB0pHwWzmyjSbzdBRLuj1em5vFPWxvZVR7HNaF94/KwqzYRcZPJ8cSqvX18NgMICmGRhNRtA6L6xWq2L/0HoaRqMp4p3B2Ai9m4nap5TbL7TT3kUIf9M6Gk6HA+npNnSxPcJzi9UFWteuWa7dRUrLcTphNHWB1nGMtckU2V45TMbDcDqdSE/vvR1ENMS6Kvhvinfd0zoaFosFrywqh6u7s8/2UlpHw2q1IRBkQOta+2S96/V6GA3GhMt22LxwMR7V/HLl8ELSBFp3ENOGF+HjTYeF77KYO0DruoVyGL03PI9F808MWkfDYrODpo/CZDTCZNSBpr2SdGZTK2idS7KezeYu0LouOJ1O6PVHQHulN/bR+oKny8Rp7z9bmsdqd4L+5qAojxm0rgdpaWnCnpGWloYJF98BkuL2JKfDwe2ddhsyQu1NK6yAt6tdsv7E3z9+ynR8tnwtCmtnIOh14503/4MTZ01HWwcNijCBpHRg6aQ7Z41AUmuYN28evv76azz88MP46quv4HA4QBAEVqxYgZISbR/UYphMpoQ8KH3wwQe4/PLLcfvtt+P++++PO78YDQ0NUW0kDAZDhD0IAASDfuFgjBsEQFIkJ+7nfyd5kyJJEgRBgKKoQUFMEgQxKNqpBCLkroT/Bvl38GPRn9+n1pafIsT9P5gYicfOqx244xfas6K1jyRJgODshvh14u7uCM9PgoCvq50rUjDQFpVLAODXjsTxPEDI6hePrzDeXAEK408IbePLkP8W1wVwRthOS+RZwLWZkNQNIuR/X6F/CHBGyRH7BEGGv1UDXDouP0US4TYTHCNGhpgv/rnQHo1yKfG3E1wdfD5Jf2m1iyRADbQ9hwAoSltqppaPJEmYDDTcPX24l4bODYJQmXtJAEdjJH7+8GMaa/6idAv+c/0UANI1JZ+H4nek2vcTgD/ICvYWXBHSbyFla0C+Lvi/xYhlLvN51NIa9STGlaZhzX5eUidtB8DZe/EusAmC4OwcCIDg9zgCGHrCeUJ2cV4eac40AIA1qwDWrHwcXfMaPvjgA9Q1daO+04+LLr0Cm93K+1IykXRWZcaMGTEZFicbX331Fc4//3zceOONePTRR1XT3XPPPVi5ciW++OILABAMxK+66iro9XoEg0E88sgjWLduHV577bWE2hIMBCOMv+MBP1d+AuETUkhhQGAwMREAUJwRn5vG/kY83ckfxrTBDCYYQFdXl2BT5/e4QNF6MDL1AyDS41DMHohUGhcm9rnfv18wIrby4sQ984ejLCu+m/lk6DkrfnU/nTHiwGUpxIbLp5RiTLETq/Zqq40dS6hFRO8vePxBzqFBHHPrnLGF+GjT4VCMl/hbn8gXx7N+pcH4tOuyWrl9RGcwgqINeOyJv4BmffhkRwde/OBLHF27BK6MqXG3N170vcyjn3D99dfD5/Nh6dKlEdKMpUuXwul0AgD279+PzZs3C++Ki4vxz3/+E9nZ2cjOzsaRI0eQlpaGl19+GZdccklCbQkE/b1SGeLnTsprUwoppDAYkQjRSOpoGIwGtLW1CYxEwOuCzmCC18/p1qsXm+heJmNGRL9jCc4l5IuBieH325GFjpjLjRd2k07wgBRZv/T/RJFI/tRREz/mj+QCv/WHsWyiiCnQoAqSMSW8AW0jcSUax6IRyyuZUGI4NAPkhf6PZ++0WLgLJTKk8kTTNNIsFpBkFzJKh6OWZLF6+faYy0sUverR5uZm/OpXv8J9990ncXeqhlWrVuGvf/0rXnnlld5Uq4j//e9/8PmUDblstvCB8NBDD+Huu+8Wftvtdjz55JN4/PHHsXfvXjidzoh4FPGCYZjeMRKhKdXX20eKkUghhRSSjQWjC1CVGzsRLobBbEFHRweKiooAEPC7e0AbLfCGPDcJe5b0vzjAijVyYoZW0vEl6VgwpiB6zb0QMcfs/pUgUFvkFHLJS+HSiNqUhFPm/AlFUdNEiyORgjr6OjBtb0CRx1Yi4Q0kHnyQZdk+bbtknSmMYbT4GMLfIFTXqdViQdnU02C0Z0jq5JmRnOwc+N0DnJFwOBywWCyorq7GnDlzcPbZZ2PSpEkoKiqC1WpFe3s7du3ahe+//x7//e9/sXPnTtx3333JarsESt6blFBcXKz4nKIoVFRUJKUtJpMZdnviAUEEiURKt2nQI9NmgIlOQA83hRQGKS6cqLzHxgKjxYaODp5pALqbD8KUlo3ulkPKqkwKp3WsFyTJIiKG5dmRae1bPeRkEPyJ+tyPRioWxBDXIGTOksJxBrH9T3/jobNHIttuxCebGhMvhAAKnGaMK0nDBxsORk+P2OexUrJYskaw/4Q600GRJDKHhFUwCdkNi93hgN/TE0OtvUOvrHf0ej3+9re/Yd26dSgsLMRtt92GUaNGcZbpNOeNY+rUqXjqqadw2mmnYdeuXfjlL3+ZrLYPWOQXlfZqcfWXjURKItH3mDk0Ey9cOeFYNyOFFAYFjOYwI+Fy9aDjYB0ySkWqOjEGR5ODi4AbuaEq7bGK+2IStsr+3m/l1ckjigP9Z4dHkseO4Eyh75CswHKJYEiWFVaDrlcsNk94Xzwp8cuPuOqLZe3Jjb81OpimtEl4g8EANpi41CZWJEVZbNiwYXj22Wfx9NNPY926ddi9eze6urqQnp6OESNGoLq6OhnVDBqUlqsHsYsJoXnTG1F4CgMD0Q7P2tpanH/++f3UmhRSGLggCQK0yYLFixejo6MDLrcXRkcGDDbOM4n45CUgvabjltnA3C9JkkCQYftFtUmaR/m3eEvKshlQnastPY9kSOJnQAiF9gxW3DVvGErS+8/ZQV/SAb0tmuyFsXWyGZB4W8J/e5/ZoMT5gYKzhzi+IyJ6uILKZ3/QkUm1OtHpdJgwYQImTPhp38BW1YzsVX5+Ip06Ig9jS9KS0STlelI3RMccer0+pqCJKaRwvIMkCVAGjkDz+XzYsWM70oull1DSQ5aVHZiJ1Bpbpt5ogtMkAX8wtsjBw/PtyHNEVxVKBErb/ZxhOZgzLKdP6pPWffzYSIwO2aAM2MjycaI340L1xto6RvQlGUwQABvnMCaiOqkoDY1179GoLoKREPJESh/7EseN16aBBKOpd0F3+LEfnm/HcCRua5FCCimkMFhAEUBu5WjMn1GOWbNmobGpBbf9rw4+d1coBSsytiYkjIMkTsMAg44iEYjRYvaXJ1f1WTt4ZuhYuGHlffynMPDQmwtrSTiRYwS5qVQs+MWcSuQ5jCCQOKNyxynaa1XJ2DqRiw+tPc2iHxj2lylGog/QWw76WC/MFFJIIYX+BkkADEnjhBNOCEVgl75XPHgliWK94SMU/08U0W4WaYpAj7d3t9f5TmPcxJL8u2zGUPCrXrUkMYwscAj1pxAfBrKGMzUgJE2syNOltLPU2jalPOzlKFHVn3ElyY80DkS2R617X1s0CToVG4n+HpLUyh6AGIi3aimkkEIKfQm/q1OiAhR20yq4n5DlYNGrI1PFGFkxaS+qoSkS/mBkQL14sGh6WUJ2CTz+c92UXtUvKTeBzuBjIqQw8NCbuU0m6gosich3mpBtN6DbE4h4F4v0ra/4tGhxJNTqlT9X+wQlJoIVPNeJ8/Y9JzqA4tWnwOPYL82BA4PVgarhNce6GSmkkEIf4o477sC0cxYp2hIoqsQkSv30ge/4aAS+jiRjtpFQA0EQSSPaknFRdXJNDiz61D1kf8BppqN65zlWGJ5nx9x+sLHRwr2nD8e1M4Yovrt0cgmevGCMal4CYRXJ3y+IzbY11tXDL7MzavMl9UWDfD+JlkNcZkTefrqUHpiz8yeOlEAijFELfoaikrJj3YwUUkihD1FRUYGcwhIpwa2g20TIFI/FNhOJ6ICwctuFPtAjoXUE/MH+109RO0fiV5GS/QYwtjgNc4cfWwLyp4JZlVl4sc9ciPduXloMOuTYjQnmVp+IDhONM2ujB3kEuJt5NaNjq0GHXId6+8RzuyLbGlN9sa6fDKseWTYjLplUotjLaipVcvWsRGya+puGTF0p9AV6eRiljNJSSCGFnxrOHVuIDre6ChDLsjIDRoUAdSp7pziORCK3dL3ZkWmSRIBhMGNoFvI0iJqBCrXzaCDr7h9PIAgCOuqnRRPQFCnEdujLLyeI+FmpWNtz4YRiLBynHvVdVbVJ9OLqaWXYeaQL3+9uUW+P6A6FzypZs4PJ/evmzZvxyiuv4Ouvv8auXbuEOBI1NTU46aSTcMUVV6CwsDBZ1Q1o9Hrcflp7RgoppJAChudH91B3rLZGLeYj2naf5zSisdOEn80qT26jEkSy+rDP/O+n0I84lsRGeP7MGZaDIVnK3i5jnWWZVj3yE3CdLL6QuGVuZdz51UCRhCApEbw2aXS3kiXYyTW5aO72atZDiFxPMTLikyT7R+mo14zExo0bcfvtt+OLL75AbW0tJk+ejHPOOQdWqxXt7e3YvXs3XnjhBdx333245JJL8PDDDyM/Pz96wSmkcJwhFWAwhRRiBxHxR/gHIfwfQox6xcdiDV40oRgXjFe/mewrqEkSkqU3ndrOjgcMjEEsy7SgLLN3bvMvm1IaQUhHByHpgclDMnrVBjUoMd1qTY2UtGqXTYSc2A7LsyPDoueexWDUnUz0ipE4fPgwZsyYgRtuuAH/+Mc/UF6ufuOyatUqPPPMM5gxYwbq6up6U20KKaSQQgqDHA4zjRlDs1TfR9C7ksARod+E6LcGpKpNfBYi5kO2t55tyGNw81ucbsbsquxelxNhqiL7P4XBjWOnSp3ceimSABVnmWRvAkn0ERJtTkW2NeKSoL+MrXvFSPh8PhgMBjzyyCPw+Xyoq6tTZSb4iNcNDQ29qXJQoDCtbyKTppBCCikcLzDoKNx0QkXM6VlIja1ZWWRrMWMR62GsqJ6jcPiOKXLikXNGxdzWgQCHmVZUp0oaaTHIRRLJdIk7WGHS62Cgf9o+d+JV0UuEOFdWbVITSWj+VGhP6H/Ryu7vEAK9YiQyMzPh8/kAAK2trZg2bRoaGxs18xQV9b+It7+R01uDusG9P6eQQgop9BqEwl8RaURB5RLR2Y9V1UlHkSjtperFYEW+06QpOUph8OL3C0ZANwBiQfQHTlOIZZKIs7dk0eiRrlq5/+NXzzr26BUrarFYkJmZifvvvx/79u1LUpNSSBmxHZ9IBRpMIYVeQH7AKnhpirCdiFpmr1t13Ns+OUy0ouTo+P7qnwYcJhoWw7Fx3jmq0CGJsdDXuGxKacSz/lLrUnT/mqSytQNpJuYWO170Wqb13HPP4bnnnsOUKVPQ0tKCU045Bb/+9a/xzjvvpJiLBHGcn0sppJBCCjFDfFASwu2pwgEZ58aZ4usTA884pc6pFHqDfKcJl0wqiZquLxn1hCQSSap7SKYFvzq1OuJ5RHsS+P7+FjL1mpE48cQTceDAAXz88ccwGo3Iz8/Hhx9+iAsuuABlZWXIyMjASSedhN/97nfJaO9xj1vmVsJhoo91M1JIIYUUjikibtrk3kyQIDNwjAwSBwqSp5qR4iRSSCEmsKwkijbAqUuOLU6LTKpRzL+uiAxMqLSc+9uAPilWNiRJYtq0aTjrrLPw4osvYuPGjejq6sLy5cvxwAMPoKCgAEuXLk1GVcc9Jg/JAPkT0VlMIYUUUogVHOOgsTcmEtk68eakkEIKgxyc06b+2wX0FAmzXluVTItBV1JD47dEk16FnB9MAensdjtef/114bfJZMKUKVMwZUrKM0IKKaSQQgoJgj8p2bCXpkjd39hduapX89O4wEnWbWWKCUuhP9CX65JzC91nxUeAJAlcMKEILy7bG9mW0LpkElC1Kkm34IxRYXsTwZNTP+1pP22/Xymk0I9IqQKkkEIfQ+XglMSREL+ICP6UiOenuLMcW/SStuC/N16CJ4UUBiLinsaJuH+NKxvXoosmFot+acNu0kFHhcl5cVX9IXHpFSPR1taGxx9/HB6PJ6b0LS0teOihh3pTZQopDFqYTKn4IimkkDhEXpoITinhpyJFSCGFFPoG/W1sHWt9Z40uiCmdllRlUEgkDAYDFi9ejLKyMtx5551YsWIFvF6vJE1HRwc++eQTXHnllSgrK0t5ckrhJ4l77rkH55xzzrFuRgopDFqwLCu51YuQHhwD0cC4kjRUZFv7vd7egEqSDZ7xJx7ILIX+QV97beoPJT2WjV0ikYikT56lv+9XemUjYTabsXTpUrz33nv405/+hMceeww0TSM7OxtWqxXt7e1oamoCRVE488wz8cUXX2DSpEnJansKKQwaFBcXH+smpJDCIIXKqchKA9JJcvTTQXrHKZHuGwc6rAYdXrxyYq/LOW9cIU4f1X9xAFJIIdlIxF4okb2FBatZl/SCRJZXgbEQlzUQfPMkxdj67LPPxtlnn409e/bgm2++we7du9HV1YX09HSMGDECs2fPRmZmZjKqSiGFFFJI4ScE4ZBVvKmTagMnVv4AOIn7GSY9lXBenrAx6CgYdImXk0IKxxr9FK8tLiRi0xD5DaILln74vqSGNBwyZAiGDBmSzCJTSCGFFFJIAYCc6A/bTISNqaMzBeEyftrxJFJIIYX+8z4W3l60a5xTnSP5HYtql5z56O+trNdKjry60osvvpiM9qSQggT3zB+OoYNMBzmFFFJIPliWkf1me31g9qcP+RRSSGFgoSrHhhEFjrjyJKIOFY/UI35pYaSxdX9fifRaIvHwww/D6XTisssuU3z/2WefoaSkBFVVVb2tKoWfIEYWxrfIU0ghheMLtNitoWZAOvWbOCGf6MRNSSBSSGHgI1nOAZRw/oSiuPMkZiPRN+XGlm8Aun9dvHgxdu3aJfxeuXIlnn76aeh0yjyJ0WjEiBEjsH379sRbmUIKKaSQwk8St5/MGzSzIu+vnPvXeBCOI5FiIFJIYbBgRL4Dfzyv9lg3I2lIhk2GmHlQ2s3UnFD0FWJmJOrq6nD66afjscceQ1paGgAujoROp0NFRYVqvpkzZ+KGG27AM8880/vWppBCCimk8JOC8llIKCSK8YQWFZgKEplCCgMbJEmgKN18rJvRK7Bscon6aEUJVmCiQJx9iZgZiUsvvRROpxPffPON4IHJbrejp6cnInaEHJdccglWrVrVu5amkEIKKaTwk4MgQWBZkGIGgpUGpBMfmAlLHVKMRVSk7EpS+Cmj1wHpkpye8zw1SIyt7777bixbtgx33HGHwDhQFIWxY8fizTff1MyblZWFAwcO9K6lKaSQQgop/ORAhHSkY4o/FzpBI72YKD9PIYUUUhgI6M0dxrHe1WJmJM4880xs2bIFBoMBW7duFZ7feOON+MUvfoENGzao5t2yZQsyMjJ619IUkoZkj8XSpUtx0kknoa6uLqnlppBCCimou01kQRCkyrtIRN7apWwlUkghhfiQsFF0gvVFYzCUpK9SL9kDSLUJ4CJZP/TQQxgzZozw7PLLL8epp56KSZMm4d5778WhQ4ckeRobG3HPPfdg7ty5yWlxCr3GuHHj8MQTTySlLL/fjxtuuAE2mw2/+MUvklJmCimkkAIPklA4piJO8/iNr1NIDCntrxRSiA8soruqTlRaqlTugDW2VgNBEHj11Vdx22234aGHHkJJSQlGjx6Ns88+G3PnzsXQoUPR3t6OO+64IxntTSEJIAgCFoslKWU98cQTmDp1Kt5++210dHTggw8+SEq5KaSQQgqAOLK1zL+rBkUbs41EiipOIYUU4kCicSTE25haGsXnMaSV/6bJXpP2cSEptVEUhYceegg7duzAbbfdBpqm8eOPP6KhoQGXXXYZVq5ciaysrGRUlcIAw8yZM/GXv/wFJEni7bffRmlp6bFuUgoppHAcgXcjz4IFKTogI275YmQKons8Sak8aSHFeqWQwsABQURKM/oy9oYSeh2QTozy8nI8+uijySwyhQGOKVOmCH/n5OQgJydHI3UKKaSQQnwQ7CBYsVtDeRo+umv8B2jKViI+pHorhZ80+mgBJMqgEwqRrWlqkKk2pZACD7/fr/ouEAjA7XarvmcYBh0dHejq6uqLpqWQQgqDFKpnoejwTGko9Q/+tLAWJRmD26d/CikcCyTTc1y0/a6/JRIpRiKFXmHx4sU45ZRTYLPZYDabkZOTg7POOgvLli2TpDv33HPxyCOPRORftWoVxo0bB6vVivz8fBQWFmLjxo391fwUUkhhgIPkOQnJ6al0ULKqN3CEqAzBEFExZYoj0UJhmjklwUnhJw27MX5FnliCwsUTOG760MzwDyJy16IpjrQfcAHpUkhBDJZlceONN+Kiiy7Caaedhn379sHn82HJkiVoa2vDzTffLKT98ssv8c033+CXv/xlRDkXX3wxpk+fjv9v796joq7z/4E/P3NlBoEBREVETEAFWy8/zVsWmlt+M9Ozpha2brm2ebROttZauW2x7tZql027uXax7aRpZSbV0TUvaXW2NhWt9daCWoCJBggDw9zn/fuD5iPDDDADcwOej3M4Oe/P+/OZ98Cn93ten/etvr4eJpMJ9957L5YtWxbOj0JEnYBoHiiIpsu/NhqRbmj5fJ8NKgMHIvJfVq8e7Tqv/cu/etdR90zOavUc9khQp7Bq1Sq8+uqr+OSTT3DfffchOTkZkiRh5MiR2Lt3L+666y457zPPPIP8/HzEx8fLaVarFV9//TVKSkowb948NDQ0wOl04q677sK+ffta3ZeEiLqPlhpFAdFkzoQECIG+Bl34CkZE3U5WrzhsumtcQOf4sxdERx5ptDRHIlyCOtk6kv773//inXfe8Uq/8cYbcfXVV7d5fnV1NbZt24aKigrk5ORgxowZUKvVoShqp1deXo6CggIsXboUEyZM8DquVqtxzz33AGjcR2TXrl345JNPPPL89re/xdatWyFJEqZMmQIA+Pe//41hw4Zh1KhR+Oc//4nnnnsu9B+GiKKavI9E09by58ChPbtDSV7/ICLyX6BP/AUuV1WBLv/aFvfMi6aUTVa3y0yJxXftu7TfukyPxPHjx/HEE08gJibG40epVLZ57qlTp5Cbm4stW7bAbDZjxYoVyMvLg8lkCkPJO59XX30VdrsdS5YsaTPvgQMHAABjx471SN+0aRN+97vf4eqrr0Z9fT3q6+sxbNgwAMCECROwb9++4BeciDqdpjtbtzQ+XyA4kxiJiDoTX3WiSnF51abcvvFex4Oty/RIuD366KMBn7No0SLk5uZi9+7dkCQJy5Ytw6BBg/D000+joKAg+IXs5Pbu3YshQ4Zg4MCBbeYtLi5GYmIi4uLivI4dOnQI48Z5dxFmZGSguLg4KGUlos6t5Sd53oGDXxOB5cnW3ssmEhGFUrCrHAnedWOMuu0H6MHU5QKJQJWWluKzzz7D5s2b5UYoOTkZs2fPxsaNG8MWSDxWeAwmqzMs79VUrFaJlTOvDOicsrIy/OIXv/Arr9Fo9BlEOBwOfPPNNz57NeLi4mA2m2Gz2aDRaAIqGxF1LU2Dg6Zzq5uObJJ8LV3SgfchIgqWpnvc9IzVyKsqAcDy/xuCXnFaWOy+v/81DxK23D2+zTwpcVqs//VonC893ZFi+63LBRLPP/88TCYTMjMzMW3aNPTo0foM+6NHjwKAPKzGbfjw4XjllVdQV1fn84twsAX6ZT6S9Ho9Ghoa/MprMBhQW1vrlX78+HFYLBaMGjXK61htbS30ej2DCCLyufxrY28CuxOIKPo1rjjX+O/xmckYNzBZPvb/+icCAIovtG8PrZaefyTo1agI0/KvXSqQSEtLw7FjxxAXF4e33noLS5cuxaZNm3Dddde1eE5lZSWAxl6IppKSkuTjLQUSVqsVVqtVfm00GgE0bq7mcrk69FmiWV5eHt5++21UVFSgV69eHseKiopQWVmJG264AQAwZMgQ1NTUoLKyUv6dAo37R+j1egwaNMjrd3X69Gnk5uZ26d9hpLhcLggh+Lv9GX8f0cn9dxEQEOLy30a48PPfSvLI6+7fF0IAAhDCsw4W8rHGn8ZjQj7mrrMbG13eD9Q21h3kLyEaV5hreq+4XJ5f8J0uFyDgdT+567SW7jMhBFwt3IeX67TQispAoqKiAi+++GKb+ZYsWYK+ffsCAMaPH4/i4mLodI3L/61evRrTp09Hfn4+SktLodVqW71W81+2P7/8v/3tb/jzn//slX7p0qUuXbksWbIE27dvx7Rp0/DYY49h8ODBqK6uxvvvv4+XX34Zu3btQnV1NYDGnh6VSoVPPvlEDi6AxhWahg4d6rO34vPPP8d1110nX4OCx+Vyoa6uDkIIKBRdZq2FdjOZTLBarbzXooz7PnXYHTDW1sLlcsHpdMBisaC6uhpOlxMupxNOhwPV1dWwWCxwOh2wWl2wO+yor6/3+JteunTp5zxONJgbUF1dDbvDAafTAZPJhOrqankJapvNxvuB2sS6lPxlsVjarFdqaxtgd9i98jQ0+E53s9tsgFPh87jRaPR79EhHRGUgIUkSYmJi/MrnlpGR4XFMpVJhyZIlmDlzJo4ePeq1apBbSkoKAKCqqgp9+vSR091/lJ49e/o8DwAeeeQRj83TjEYj0tPTkZiYCIPB0Gb5O6ukpCQcOnQITz75JP7whz+gqqoKaWlpGD16NPbv348xY8Z45J05cyZ27NiB2267TU7//vvvMXHiRI9eCgD47rvvcOLECbz33ntex6jjXC4XJElCYmIiGz8AsbGx0Gq1vNeijPs+VakvIOnne1WhUECv1yEpKQlKhRJQOKBSq5GUlISYmBgoFErExGihVqkRHxfn9TfVarVQOpXQ6/RISkqCWqWCUqlCjx49kJSUBL1eD6WyARqNhvcDtYl1KfkrRlsBjQat1iuVdjXUKrVXHp2+BmpVfYvnarVaqJUKn8crKyvlh+uhFJWBRO/evdu1+lJz7l6B1ibRjRw5EgDwzTffYOjQoXL60aNHkZ2d3er8CK1W67Onw93odWX9+vXDyy+/7Ffe5cuX47rrrkNVVZUcuLW0vOsrr7yCGTNmICcnJ2hlJU+SJHWLe9QfCoVC/n1QdJEkCRIkKJpMTJT/Vu5J1lLjfSxBAqTG43+/dQR69tB6/E3df2ePazSOh/Lx/wPvB/IP61Lyy891T2v3iSQ11mvN80iS5DPd43gL125a74VSl7n7v/jiC4/hSDabDS+88AJ69+6NESNGyOlbt27F6tWr5df9+vXD5MmT8Y9//EMOPC5evIitW7di/vz5YSt/VzZmzBjMnTsXa9asaTXfhQsXsGXLFjzzzDPhKRgRRT2Fr4awedLPG9RJkoS+Bh00Kh+NMdwbQ3F1JiIKr7aqnfbugyMBcLVwqsTJ1oHZunUr7rnnHowdOxZqtRq7du2C3W7Hu+++67H6z/bt27Fnzx489NBDctr69esxadIk5OXlYcyYMfjggw8wfPhwPPjgg5H4KF3Shg0b2szTu3dvnD9/PgylIaJORzTbkK6dDaS8ZCzjCSIKE8nr6Yendu94HQX1WJcJJNasWYPi4mJ89tlnaGhowE033YQpU6Z4DT2aM2cORo8e7ZGWnZ2NkydPorCwEBUVFVi7di2mTZvm167YREQUOgpJ8vlkzb0SSpOUcBaLiMgvoewVaCtACYcuE0gAjQFBdnZ2q3lmzpzpMz0+Pp5DmYiIokzTZlKe5yBPkrh8LPC22rMBvjyHItDrEBG1rs2hTS31SPhx7fYOiwqWLjNHgoiIup7LDXDzxtK78Qx4/kPz4VJEREEWqWAgXHMkGEgQEVHUavyiLwGiSaDQ/Mv/zxvStanp7thSaIccEBH5q71VkdS4+FxEMZAgIqKoJ9B8snV0jA8mImqNEKEdMtlSHMEeCSIi6vYULTTAApdbZ6mNx3KBDF/iSCciCiYBEbKHHi3Vj+HEQIKIiKKWe0Mmz77/pgFEI3+fvHFOBBGFXTurHf9GbEZ2bFOXWrWJiIi6FqmFf/tqYdsOEsTlHgcfeSPdIBNR1xPg9C0P4zOTkRKn9X3QfW4L6dyQjro1h8MBAFCpfN+iLpcLZrMZGo0GarU6nEUjojBSSFLjsIDmDWKT1/z+T0Rd0Yh0A0akG1o8LkGKeP3HoU0UFDabDU6nMyjXcjgcGDZsGLZu3ep1bPv27RgyZAj0ej1SU1PRt29fXLp0KSjvS0TRx91x0HyyddPlEiXJe6gTEVFn0d7lX6OhymMgQUGRm5uLt956KyjXWrduHZRKJW699VaP9OrqauTn5+P3v/89zGYzjEYjxo0bh7/85S9BeV8iimJN2lmfq8D68ViOQ5eIKNwE2j1FolPg0CYKu0uXLuHMmTMwm80e6aNHj4ZGo8Hf//53LFu2zOPpos1mQ2FhIYQQmDdvHqxWK2JiYnD33Xdj3rx5KCgoQHx8fLg/ChGFWOM2Es12nZYkj8CC4QERdWYd2UeCcySoU7JarR43qBACdrsdFotFTlOr1VAqlfLrH374AYsWLcKePXuQlpaG8vJyuFwuAIBSqYTRaMSBAwfw/fffY/bs2R7vN2LECHz33XcAgJSUFGg0GlRWVuLGG2+EEALvv/8+FixYEMqPTEQRoJCjB+/neh7bSrTSYPoa8tSVnxASUfQQou1hl73itUhN0LXz+r7rvnAN9eTQJmqXjIwMGAwG+efs2bNYsmSJR9oLL7wg57dYLJg5cyYaGhpw7tw5/PDDDygqKoJWq8V9992HsrIy6PV6fPrpp8jIyEBqaqrH+504cQLjx4/H4sWLYbFYYDQaodFooFKpMGbMGOzduzfcvwIiCgM5jBDNNqRrOkfC/d9oGDBMRORBtPngIjVBh+duHdGOa0ut9siyR6KbEELAarVG7P21Wm3ADXBFRYXH66ysLDz66KO48847febfsGEDSkpKUFxcjN69ewMAhg8fjnHjxqG4uFgOHP73v/8hIyPD63yXy4WjR49i4cKFXscGDBiAY8eOBVR+Iuoc5LqpWYMoRPNNnvxZY7FZsOEVnBARdR7RUH0xkIgCVqsVS5cujdj7r127FjExMSF9j/feew/Tpk3z6mmQJAk63eXuPKPRiLi4OK/zT506BZPJhFGjRnkdi4uLQ01NTdDLTESR17hza7M5Eu7lYNu1WlMUtLxE1K2E6gt/NNRmDCSigFarxdq1ayP6/sG4RtP5EM0dPHgQDz74oEea3W7HkSNH8Nhjj8lpBoMBZWVlXucfOnQIMTExyM3N9TpWW1uLxMTEDpSeiKLZ5VWams2RaNqMttIh4TvQaKEJjoZHfETUZYR8dFEL1+dk625EkqSQ9wiE2vHjx1s97nQ6YTKZPNLeeOMNNDQ0YM6cOXJaTk4ODhw44HX+4cOHMWzYMJ8b1J05cwY5OTntLDkRRTN3EOCzQfSIIwJrMBtXO/GxyR3jCCIKolBXK+3dgyJYONma2sVqtcJisbT603SDuquvvhobN27E0aNHYTabsWnTJixbtgxPPfUU0tPT5XxTpkzBjz/+iB9++MHj/Q4dOuRzWJPNZsOhQ4cwZcqU0H1YIooSl4cy+Qos2h7ixDkRRBR+oap3oqE6YyBB7dJ81SZfP01XbXr55ZdhMBgwcuRIxMbGYunSpXjiiSdw//33e1x3/PjxGDJkCN599105zeVy4dSpU7jqqqu8yvHxxx9Do9Fg1qxZIfusRBQNvFc+kYc2SRI3pCOiqBTqHoOWqrVwPTTh0CZql+arNrVl0KBBOHnyJM6cOQOHw4HMzEyfcyokScKDDz6I1atXY9myZVAqlVAoFKiqqvJ53fXr12Px4sWIjY1t1+cgouh1x4SfV3Dz6oGQ4GtgcEcaTve5Esc2EVEQXTekF+zO0AQTijbqvHA8PGGPBIXVwIEDMWjQoFYnZi9YsAAGgwGbN29u9VpffvklTp48iRUrVgS7mEQUBaYO7XP5hRCQFPyST0Sdy/9dmYqbh/cN2fVb65HgZGvqlhQKBb7++us2840fPx6lpaVhKBERRRvhcnnOYGxPg8mhTkTUyXGyNRERUaskny/lVOFvY9r2DrNERJ2FhMg/D2EgQUREUc97J2v4vSEdV2oioq4oGuo2BhJERBTVGhvLNpZuFYE1qpFvfomIQidccyQYSBARUefQdAO6Jg1kQAFE892xo+CJHhFRe0V6phcDCSLqtlJTUyNdBPKXV+DQvPn0ozlt/nTO62ldpJtkIqLARHqOBFdtIqJuKy8vD+PHj490MchPlzsPGjega9qb4G8XvnwOeyKIqJNrrMZ8133h6m1ljwQRdVuSJEGr1Ua6GOSH1uIE94pN/jSc7oDDV9ZIP9kjIgpEWxtoco4EERERgMalW5v2QDQ55OeTNwYKRNSVtFb1sUeCiIjITTTfA0J4tqKtRAlNG1ROriairiTSD0gYSBARUXRr/uW/hWAgsCBBggj4HCKi6BLpjlYGEkREFNUkSYKAgKRo0mT52qAukGtyJwki6uQad7aO7GRrrtpERETRr9XHbv5uvNTGpnZERJ3Ib8YPQL3V0eLxcEy2ZiBBRESdgjsIaNxFwv8GksEDEXVF/ZP1kS4ChzYREVFn0Hwzucv/dG9Q50/AwJCCiCh42CMRRO4uJKPRCIWCMRpFH5fLhbq6OqhUKt6jFLWa36dOhwNOuw3mBhOMRiOcdhtcDhvsNiuMRiOsFjOcDjus1sbXzZlMJthsNjhtEhoaGmA0GmG32+AUFpjNZhiNRpjNZjhtVtgVNp/XIGqKdSlFu/r6elitVgChHeIkiXAMoOomzpw5g8zMzEgXg4iIiIgIAHD69GkMHDgwJNdmj0QQJSUlAQBKS0uRkJAQ4dIQeTMajUhPT0dZWRni4+MjXRwin3ifUrTjPUqdQW1tLfr37y9/Pw0FBhJB5O7eTEhIYMVCUS0+Pp73KEU93qcU7XiPUmcQyuF3HNhHREREREQBYyBBREREREQBYyARRFqtFo8//ji0Wm2ki0LkE+9R6gx4n1K04z1KnUE47lOu2kRERERERAFjjwQREREREQWMgQQREREREQWMgQQREREREQWMgUQALl68iIKCAlxzzTXIycnBjBkzsG/fPp95T548idmzZyM7Oxtjx47FunXrwlxaImDlypXo168fli9f7nXM5XJhzZo1GD16NLKzs3HbbbehpKQkAqWk7kgIgQ0bNmDSpEkYNGgQ8vPzUVxc7JXvu+++w5w5c5CdnY0xY8bgpZdeAqf2UTjU1NTgkUcewdixYzF48GBMnz4de/bs8conhMDzzz+Pq666CtnZ2Zg7d67Pe5moo/7zn/9g0aJFGDBgAObMmdNivpKSEtx2223Izs7G6NGjsWbNGrhcrnbna5Ugv2VmZopRo0aJnTt3ihMnToiVK1cKSZLEm2++6ZGvtLRUJCUliQULFohTp06Jbdu2ifj4ePHkk09GqOTUHX355ZciMTFRJCUliYULF3odf+SRR0RycrL46KOPxIkTJ0R+fr7o06ePuHDhQgRKS93NwoULRUZGhnj//ffF6dOnRWFhoZgxY4ZHnvLyctGzZ0/xm9/8Rpw6dUps375dJCQkiJUrV0ao1NRduFwuce2114qsrCyxe/duceLECfHwww8LSZLErl27PPL+6U9/EomJiaKwsFCcPHlS3H777aJXr17i/PnzESo9dUVbtmwRY8aMEevWrRMTJ04UeXl5PvNduHBB9OnTR+Tn54sTJ06Ijz76SCQlJYkVK1a0K19bGEgE4L777hMWi8Uj7eabbxZXXnmlR9q9994r0tPThd1ul9NWrVol9Hq9qKurC0tZqXszmUwiOztbrFu3TmRmZnoFEj/99JNQq9XipZdektPMZrPo2bNnwJUIUaAKCwuFQqEQx44d80h3Op0er++//37Rt29fYbPZ5LRnnnlG6HQ6UVtbG5ayUvdUUlIiAIi3337bIz0nJ0fk5+fLr6uqqoRWqxVr166V06xWq+jdu7dYvnx52MpLXZ/D4ZD/PXXq1BYDiYcfflikpKQIs9ksp7344otCo9GIysrKgPO1hUObArBmzRqvtXj79OkDo9HokbZz505MnToVKpVKTps+fToaGhpw4MCBsJSVurfly5ejb9++WLRokc/je/bsgd1ux0033SSnxcTE4Je//CV27NgRrmJSN/Xaa69h4sSJGDp0qEe6QuHZJO3cuRM33HAD1Gq1nDZ9+nSYzWZ8+umnYSkrdU82mw0AEBcX55EeFxcHq9Uqv963bx+sVqtHXarRaHD99dezLqWgUiqVfuXbuXMnpkyZgpiYGDlt+vTpsNlsHkPz/M3XFgYSAZAkyeN1XV0dPvzwQ4wdO1ZOczqdOHv2LDIzMz3yDhw4EAA4bpJCbs+ePXjjjTfw2muved2zbsXFxVCpVOjfv79H+sCBA3mPUsgdPHgQw4YNQ0FBAYYOHYqRI0di8eLFuHjxoke+kpISr7r0iiuuAMC6lEIrJycH11xzDZ577jnU1tYCAAoLC3HkyBHcfffdcr7i4mIoFAr5vnRjXUqRUlxc7FVv9u/fHyqVyuOe9DdfWxhItJMQAgsXLoTRaERBQYGc3tDQAJfLBb1e75Ffp9NBkiTU19eHuaTUndTW1mLBggVYuXIlsrKyWsxXX18v35NNxcbGwmQycTIrhdSlS5fw+uuv45tvvsGmTZvw0ksvoaioCBMmTIDZbAYAmM1mOJ1Or7pUo9FArVazLqWQ++CDD2A2m9GzZ08YDAbMnTsX69evx9SpU+U89fX10Gq1Xr1psbGxsFqtcDgc4S42dWNCCDQ0NHjVm5IkQafTyfWmv/n8oWo7C/nywAMPYNu2bXjvvfeQm5srp7u7iNzdom52ux1CCI8uJKJge+CBB5Camor777+/1XwxMTFe9ygAWK1WaLXaFnsyiILBXQ9u3LgRsbGx8r8HDRqEd999F3fccYd8Hza/T10uF+x2O+tSCimTyYTrr78ecXFx2L9/P3r27Indu3djyZIlUKlUmD9/PoDGe9lut3udb7VaoVQqPYY4E4WaJEnQaDQttu/uetPffP7gHd4OK1euxNq1a/Hmm2/iV7/6lccxtVqN1NRUlJWVeaSXl5cDADIyMsJWTup+jh49ipKSEo/7rKKiAps3b8a//vUv7N27F4MHD0ZGRgasVit++uknpKSkyHnLy8t5j1LIDRgwACqVSg4iACA7Oxt6vV7uUlcoFOjXr59XXXru3DkArEsptDZv3owjR46grKwM/fr1AwAMHjwYR44cwYoVK+RAIiMjAw6HA+fPn0dqaqp8PutSipSMjAyvevOnn36CzWbzuCf9zdcWDm0K0Jo1a1BQUIBXXnkFv/71r33mycvL85pUvX//figUClxzzTXhKCZ1Uzt27MCxY8fw1VdfyT/p6emYOXMmvvrqK3k8ZF5eHgB43acHDhyQjxGFyuTJk3Hu3DmP9cqrq6vR0NCA9PR0Oa2lulSSJNalFFIWiwUAEB8f75EeHx8vHwOAa6+9FoB3Xbp//37WpRQReXl5+OyzzzzS9u/fD+Dy/RpIvjb5vb4Tiddff11IkiRefPHFVvMdPHhQKJVKeWnN0tJSMXDgQHHHHXeEoZREnnwt/yqEELNmzRI5OTni/PnzwuVyidWrVwuNRiOOHz8egVJSd3L27FkRGxsrHn/8ceF0OoXZbBbz588XKSkp4uLFi3K+oqIioVKp5KU1y8vLRVZWlrj99tsjVXTqJk6dOiW0Wq1YvHixvDzm119/LZKSksSdd97pkXfu3Lli8ODB4ty5c0IIIZ599lmhVqvFt99+G/ZyU/fQ2vKvx44dExqNRjz11FPC5XKJ8+fPi5ycHHHLLbe0K19bGEgEIC4uTiiVSpGWlub109zWrVtFWlqaSExMFDqdTsyfP1+YTKYIlJq6u5YCidraWjF37lwRExMjDAaDyMjIEB9//HEESkjd0YEDB0ROTo7Q6/VCp9OJcePGiaKiIq9827ZtE+np6cJgMAidTiduv/127sdDYbFjxw4xbNgwodVqhcFgED169BCLFi0SRqPRI5/RaBT5+flCp9MJg8Eg+vfvLwoLCyNUauqqzp49K3/n1Gq1QqPRyK9LSko88n788cciIyNDrjfnzp3rc+8df/O1RhKCy7P468cff2xx63D3GMqmhBCoqqpCjx49ODGQIqaiogJarRaJiYk+j5vNZphMJvTs2TPMJSNqXMFJr9d77dHTFOtSiiSbzYb6+nokJSW1ms9isaC+vh7JyclcsIKCzul04vz58z6P9enTx+fE/srKSsTGxkKn07V6bX/z+cJAgoiIiIiIAsbJ1kREREREFDAGEkREREREFDAGEkREREREFDAGEkREREREFDAGEkREREREFDAGEkREREREFDAGEkREREREFDDv3SuIiIg6yGq1wmw2Iz4+HgqFwisdALRarbwBkt1uh8lk8soPNG70ZbVakZCQ4Pf719XVwel0AgB69Ojhc7MmIiLqGPZIEBFR0Hz44YfIyspCcnIysrKyYLVaPY4//fTTSE5OxoABA/DQQw/J6e+88w4SExNRWlrqdc1Vq1YhOTk5oHLk5eUhIyMDiYmJ+OKLL9r3YYiIqFV8RENEREFRX1+PefPmYdWqVbj33ntbzHfFFVegpKQkpGUpKipCeXk50tPTQ/o+RETdGQMJIiLqMJPJhO3bt8NsNmPWrFmoqanxOUwpGCwWCywWi1e6QqFAfHx80N+PiIh8YyBBREQdNnXqVBw8eBAKhQK5ublQKBQoLS1Fjx49gv5ezz77LJ5++mmPtIaGBvTq1Qvl5eVBfz8iIvKNcySIiKjDvvjiC0yaNAnz589HTU0Nqqur2xVEGI1G1NTUePw073344x//6HH8888/h06nwy233BKsj0NERH5gjwQREQXF4cOHcfPNN3foGhMnTvS5alNLzp07h2nTpmHy5Ml47rnnOvTeREQUGPZIEBFRh33//feoqqrCqFGjOnSdb7/91qtH4uGHH/aZt66uDjfddBPS0tLw9ttvh2Q+BhERtYw9EkRE1GGHDx+GUqnE8OHDw/J+DocDs2fPRn19PXbv3g29Xh+W9yUiossYSBARUYcdOnQIOTk5YftCf/fdd+Pw4cP48ssvkZKSEpb3JCIiTwwkiIioww4fPtzhYU3+Wr16NTZu3Ijt27cjJSUFNTU1ALj8KxFRuDGQICKiDjt9+jRmzZrV7vM1Gg0SEhJ8znOIiYmBwWCQXx85cgR6vR7z5s3zyJeWlobjx4+3uwxERBQYSQghIl0IIiLqHv76179iw4YNKCoqglarhU6nC8n71NXVoaysDEOHDsWnn36KSZMmheR9iIi6My5xQUREYRMTE4Pq6moMGDAADz30UMjeJy8vDxMmTEBCQgJUKna+ExGFAnskiIiIiIgoYOyRICIiIiKigDGQICIiIiKigDGQICIiIiKigDGQICIiIiKigDGQICIiIiKigDGQICIiIiKigDGQICIiIiKigDGQICIiIiKigDGQICIiIiKigDGQICIiIiKigDGQICIiIiKigP1/usUarcshxRgAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_mask = (freq >= PLOT_FMIN) & (freq <= PLOT_FMAX)\n",
    "freq_plot = freq[plot_mask]\n",
    "chat_plot = chat[plot_mask]\n",
    "sigma_plot = sigma[plot_mask]\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(8, 4))\n",
    "ax.plot(freq_plot, chat_plot, lw=0.6, color=\"tab:blue\", alpha=0.75, label=r\"$\\hat C(f)$\")\n",
    "ax.plot(freq_plot, +sigma_plot, lw=0.8, color=\"black\", alpha=0.6, label=r\"$\\pm\\sigma(f)$\")\n",
    "ax.plot(freq_plot, -sigma_plot, lw=0.8, color=\"black\", alpha=0.6)\n",
    "ax.axhline(0, color=\"0.3\", lw=0.8)\n",
    "ax.set_xlim(PLOT_FMIN, PLOT_FMAX)\n",
    "ax.set_ylim(-PLOT_YLIM, PLOT_YLIM)\n",
    "ax.set_xticks([20, 40, 60, 80, 100])\n",
    "ax.set_yticks(np.array([-5.0, -2.5, 0.0, 2.5, 5.0]) * 1e-6)\n",
    "ax.ticklabel_format(axis=\"y\", style=\"sci\", scilimits=(-6, -6), useMathText=True)\n",
    "ax.set_xlabel(r\"$f$ [Hz]\")\n",
    "ax.set_ylabel(r\"$\\hat C(f)$ (estimator of $\\Omega_{\\rm GW}(f)$)\")\n",
    "ax.set_title(f\"{DATA_PRODUCT} stochastic isotropic cross-correlation spectrum\")\n",
    "ax.legend(frameon=False)\n",
    "fig.tight_layout()\n",
    "fig.savefig(FIG_DIR / \"cross_correlation_spectrum.png\", dpi=180)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b0595ec8",
   "metadata": {},
   "source": [
    "## Signal model: CBC foreground + broken power law\n",
    "\n",
    "- CBC foreground：\n",
    "\n",
    "$$\n",
    "\\Omega_{\\rm CBC}(f;\\Omega_{\\rm ref}) =\n",
    "\\Omega_{\\rm ref}\\left(\\frac{f}{f_{\\rm ref}}\\right)^{2/3},\n",
    "\\qquad f_{\\rm ref}=25\\,{\\rm Hz}.\n",
    "$$\n",
    "\n",
    "- Phenomenological BPL component：\n",
    "\n",
    "$$\n",
    "\\Omega_{\\rm BPL}(f;\\Omega_*, f_*, n_2)\n",
    "=\\Omega_*\\left(\\frac{f}{f_*}\\right)^{n_1}\n",
    "\\left[1+\\left(\\frac{f}{f_*}\\right)^\\Delta\\right]^{(n_2-n_1)/\\Delta}.\n",
    "$$\n",
    "\n",
    "- 固定参数：\n",
    "\n",
    "$$\n",
    "n_1=3,\\qquad \\Delta=2.\n",
    "$$\n",
    "\n",
    "- 物理含义：\n",
    "  - $n_1=3$：低频 causality scaling；\n",
    "  - $n_2<0$：峰值后高频下降；\n",
    "  - $f_*$：turnover / peak scale；\n",
    "  - $\\Omega_*$：BPL amplitude。\n",
    "- 总模型：\n",
    "\n",
    "$$\n",
    "\\Omega_{\\rm model}(f;\\theta)\n",
    "=\\Omega_{\\rm CBC}(f;\\Omega_{\\rm ref})+\n",
    "\\Omega_{\\rm BPL}(f;\\Omega_*,f_*,n_2).\n",
    "$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "abbb1292",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-07-09T02:30:47.986699Z",
     "iopub.status.busy": "2026-07-09T02:30:47.986580Z",
     "iopub.status.idle": "2026-07-09T02:30:47.990560Z",
     "shell.execute_reply": "2026-07-09T02:30:47.989985Z"
    }
   },
   "outputs": [],
   "source": [
    "N1_FIXED = 3.0\n",
    "DELTA_FIXED = 2.0\n",
    "\n",
    "\n",
    "# 目的: 计算 CBC 形状函数；输入: 频率数组；输出: (f/FREF)^(2/3)。\n",
    "def omega_cbc_shape(f):\n",
    "    return (f / FREF) ** (2.0 / 3.0)\n",
    "\n",
    "\n",
    "# 目的: 计算 BPL 形状函数；输入: f, f_star, n2, n1, delta；输出: 无量纲谱形。\n",
    "def omega_bpl_shape(f, f_star, n2, n1=N1_FIXED, delta=DELTA_FIXED):\n",
    "    # f_star=0 has zero prior measure but can appear numerically in a transform; keep it finite.\n",
    "    f_star = max(float(f_star), 1e-9)\n",
    "    x = f / f_star\n",
    "    return x**n1 * (1.0 + x**delta) ** ((n2 - n1) / delta)\n",
    "\n",
    "\n",
    "# 目的: 计算 BPL 在 25 Hz 的值；输入: Omega_star, f_star, n2；输出: Omega_BPL(25 Hz)。\n",
    "def omega_bpl_at_25(omega_star, f_star, n2):\n",
    "    return omega_star * omega_bpl_shape(np.array([FREF], dtype=float), f_star, n2)[0]\n",
    "\n",
    "\n",
    "# 目的: 计算 CBC+BPL 总谱；输入: 频率和模型参数；输出: Omega_model(f)。\n",
    "def omega_model(f, log10_omega_ref, log10_omega_star, f_star, n2):\n",
    "    omega_ref = 10.0 ** log10_omega_ref\n",
    "    omega_star = 10.0 ** log10_omega_star\n",
    "    return omega_ref * omega_cbc_shape(f) + omega_star * omega_bpl_shape(f, f_star, n2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2ca3d8e7",
   "metadata": {},
   "source": [
    "## Priors\n",
    "\n",
    "- BPL + CBC search 使用：\n",
    "\n",
    "| 参数 | 先验 |\n",
    "|---|---|\n",
    "| $\\Omega_{\\rm ref}$ | $\\log_{10}\\Omega_{\\rm ref}\\sim U[-10,-7]$ |\n",
    "| $\\Omega_*$ | $\\log_{10}\\Omega_*\\sim U[-9,-4]$ |\n",
    "| $f_*$ | $U[0,256]$ Hz |\n",
    "| $n_1$ | fixed to $3$ |\n",
    "| $n_2$ | $U[-8,0]$ |\n",
    "| $\\Delta$ | fixed to $2$ |"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f982836e",
   "metadata": {},
   "source": [
    "## 快速 likelihood 计算\n",
    "\n",
    "- 模型对两个 amplitude 参数线性：\n",
    "\n",
    "$$\n",
    "\\Omega_{\\rm model}(f) = A_1 s_1(f) + A_2 s_2(f),\n",
    "$$\n",
    "\n",
    "$$\n",
    "A_1=\\Omega_{\\rm ref},\\quad s_1(f)=\\left(f/f_{\\rm ref}\\right)^{2/3},\n",
    "$$\n",
    "\n",
    "$$\n",
    "A_2=\\Omega_*,\\quad s_2(f)=\\left(f/f_*\\right)^3\n",
    "\\left[1+\\left(f/f_*\\right)^2\\right]^{(n_2-3)/2}.\n",
    "$$\n",
    "\n",
    "- 相对 noise-only 的 log-likelihood 差：\n",
    "\n",
    "$$\n",
    "\\Delta\\ln\\mathcal L(\\theta)\n",
    "= \\sum_f w_f\\hat C_f\\Omega_{\\rm model}(f)\n",
    "-\\frac12\\sum_f w_f\\Omega^2_{\\rm model}(f),\n",
    "\\qquad w_f=\\sigma_f^{-2}.\n",
    "$$\n",
    "\n",
    "- 用 inner products 写成：\n",
    "\n",
    "$$\n",
    "\\Delta\\ln\\mathcal L\n",
    "=A_i b_i-\\frac12 A_i G_{ij}A_j,\n",
    "$$\n",
    "\n",
    "$$\n",
    "b_i=\\sum_f w_f\\hat C_f s_i(f),\n",
    "\\qquad\n",
    "G_{ij}=\\sum_f w_f s_i(f)s_j(f).\n",
    "$$\n",
    "\n",
    "- 好处：固定 $f_*,n_2$ 后，二维 amplitude 网格积分很快。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "fd7fa451",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-07-09T02:30:47.992229Z",
     "iopub.status.busy": "2026-07-09T02:30:47.992123Z",
     "iopub.status.idle": "2026-07-09T02:30:48.018755Z",
     "shell.execute_reply": "2026-07-09T02:30:48.018117Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Example Delta log L at tiny amplitudes: 0.006299833154367101\n"
     ]
    }
   ],
   "source": [
    "cbc_shape = omega_cbc_shape(freq)\n",
    "b1 = np.sum(weights * chat * cbc_shape)\n",
    "g11 = np.sum(weights * cbc_shape * cbc_shape)\n",
    "\n",
    "\n",
    "# 目的: 预计算 BPL likelihood 内积；输入: f_star, n2；输出: b2, g12, g22。\n",
    "def bpl_inner_products(f_star, n2):\n",
    "    bpl_shape = omega_bpl_shape(freq, f_star, n2)\n",
    "    b2 = np.sum(weights * chat * bpl_shape)\n",
    "    g12 = np.sum(weights * cbc_shape * bpl_shape)\n",
    "    g22 = np.sum(weights * bpl_shape * bpl_shape)\n",
    "    return b2, g12, g22\n",
    "\n",
    "\n",
    "# 目的: 计算相对 noise-only 的 log likelihood；输入: 模型参数；输出: Delta log L。\n",
    "def delta_log_likelihood(log10_omega_ref, log10_omega_star, f_star, n2):\n",
    "    A1 = 10.0 ** log10_omega_ref\n",
    "    A2 = 10.0 ** log10_omega_star\n",
    "    b2, g12, g22 = bpl_inner_products(f_star, n2)\n",
    "    return A1 * b1 + A2 * b2 - 0.5 * (A1 * A1 * g11 + 2.0 * A1 * A2 * g12 + A2 * A2 * g22)\n",
    "\n",
    "print(\"Example Delta log L at tiny amplitudes:\", delta_log_likelihood(-10, -9, 25, -2))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a46d4e06",
   "metadata": {},
   "source": [
    "## 固定 $(f_*, n_2)$ 的 $95\\%$ upper-limit table\n",
    "\n",
    "- 这里固定 $f_*$ 和 $n_2$。\n",
    "- 只边缘化两个 amplitude：\n",
    "\n",
    "$$\n",
    "x_1=\\log_{10}\\Omega_{\\rm ref},\\qquad x_2=\\log_{10}\\Omega_* .\n",
    "$$\n",
    "\n",
    "- 后验：\n",
    "\n",
    "$$\n",
    "p(x_1,x_2\\mid d,f_*,n_2)\n",
    "\\propto \\exp[\\Delta\\ln\\mathcal L(x_1,x_2;f_*,n_2)].\n",
    "$$\n",
    "\n",
    "- 本 notebook 采用 **one-sided upper limit** 约定：\n",
    "\n",
    "$$\n",
    "\\int_{-\\infty}^{\\log_{10}\\Omega_*^{95\\%}}\n",
    " p(x_2\\mid d,f_*,n_2)\\,dx_2 = 0.95.\n",
    "$$\n",
    "\n",
    "- 含义：posterior 中还有 $5\\%$ probability 在更大的 $\\Omega_*$ 上，所以排除的是大的振幅端。\n",
    "- 也可以定义 HPD credible region：从 posterior 最高点往下取 $95\\%$ 面积。\n",
    "- 但 HPD 给的是一个 credible interval/region，不是 Table II 这种单个 “upper limit” 数字最直接对应的量。\n",
    "- 论文没有逐字写出上面的累计积分；这里采用的是与 “$\\Omega_*^{95\\%}$ upper limit” 表格呈现相匹配的 Bayesian one-sided posterior quantile。\n",
    "- 对 non-detection，低振幅/noise-like 区域不能被排除；因此表格只报告大的那一侧 boundary。\n",
    "- 下面同时报告 one-sided upper limit 和 HPD 95% 区间右端点。\n",
    "- 积分方式：在 log-amplitude prior 上做均匀网格积分。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "31acfee9",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-07-09T02:30:48.020126Z",
     "iopub.status.busy": "2026-07-09T02:30:48.020017Z",
     "iopub.status.idle": "2026-07-09T02:30:48.066581Z",
     "shell.execute_reply": "2026-07-09T02:30:48.066152Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Full diagnostic table saved to: /srv/SGB/Lectures/LIGO/O3PT/results/bpl_fixed_upper_limits.csv\n",
      "HPD intervals saved to: /srv/SGB/Lectures/LIGO/O3PT/results/bpl_fixed_hpd_intervals.csv\n"
     ]
    },
    {
     "data": {
      "text/markdown": [
       "| One-sided $\\Omega_*^{95\\%}$ | $f_* = 1\\,\\mathrm{Hz}$ | $f_* = 25\\,\\mathrm{Hz}$ | $f_* = 200\\,\\mathrm{Hz}$ |\n",
       "|---|---:|---:|---:|\n",
       "| $n_2=-1$ | $2.7\\times10^{-7}$ | $3.1\\times10^{-8}$ | $3.1\\times10^{-7}$ |\n",
       "| $n_2=-2$ | $6.9\\times10^{-6}$ | $5.4\\times10^{-8}$ | $3.3\\times10^{-7}$ |\n",
       "| $n_2=-4$ | $5.6\\times10^{-5}$ | $1.5\\times10^{-7}$ | $3.8\\times10^{-7}$ |"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/markdown": [
       "| HPD 95\\% upper edge | $f_* = 1\\,\\mathrm{Hz}$ | $f_* = 25\\,\\mathrm{Hz}$ | $f_* = 200\\,\\mathrm{Hz}$ |\n",
       "|---|---:|---:|---:|\n",
       "| $n_2=-1$ | $2.8\\times10^{-7}$ | $3.1\\times10^{-8}$ | $3.1\\times10^{-7}$ |\n",
       "| $n_2=-2$ | $7.0\\times10^{-6}$ | $5.5\\times10^{-8}$ | $3.4\\times10^{-7}$ |\n",
       "| $n_2=-4$ | $5.6\\times10^{-5}$ | $1.5\\times10^{-7}$ | $3.9\\times10^{-7}$ |"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 目的: 计算加权分位数；输入: values, weights, quantile；输出: 分位数值。\n",
    "def weighted_quantile(values, weights, quantile):\n",
    "    values = np.asarray(values)\n",
    "    weights = np.asarray(weights)\n",
    "    order = np.argsort(values)\n",
    "    values_sorted = values[order]\n",
    "    weights_sorted = weights[order]\n",
    "    cdf = np.cumsum(weights_sorted) / np.sum(weights_sorted)\n",
    "    return np.interp(quantile, cdf, values_sorted)\n",
    "\n",
    "\n",
    "# 目的: 计算一维离散 HPD 区间；输入: 网格值, 权重, 可信度；输出: lower, upper, 实际覆盖概率。\n",
    "def hpd_interval_grid(values, weights, mass=0.95):\n",
    "    values = np.asarray(values)\n",
    "    weights = np.asarray(weights, dtype=float)\n",
    "    weights = weights / np.sum(weights)\n",
    "    order = np.argsort(weights)[::-1]\n",
    "    cumulative = np.cumsum(weights[order])\n",
    "    stop = np.searchsorted(cumulative, mass, side=\"left\") + 1\n",
    "    selected = order[:stop]\n",
    "    return values[selected].min(), values[selected].max(), weights[selected].sum()\n",
    "\n",
    "\n",
    "# 目的: 固定 BPL 形状做二维网格积分；输入: f_star, n2, 网格数；输出: ULs, HPD 区间与 log Bayes factor。\n",
    "def fixed_bpl_grid_result(f_star, n2, n_ref_grid=260, n_star_grid=420):\n",
    "    log_ref = np.linspace(-10.0, -7.0, n_ref_grid)\n",
    "    log_star = np.linspace(-9.0, -4.0, n_star_grid)\n",
    "    A1 = 10.0 ** log_ref[:, None]\n",
    "    A2 = 10.0 ** log_star[None, :]\n",
    "\n",
    "    b2, g12, g22 = bpl_inner_products(f_star, n2)\n",
    "    dlogl = (\n",
    "        A1 * b1\n",
    "        + A2 * b2\n",
    "        - 0.5 * (A1 * A1 * g11 + 2.0 * A1 * A2 * g12 + A2 * A2 * g22)\n",
    "    )\n",
    "\n",
    "    # Evidence ratio B_signal/noise = int exp(Delta log L) pi(theta) dtheta.\n",
    "    # On an equally spaced log-prior grid this is the prior average of exp(Delta log L).\n",
    "    log_bayes_factor = logsumexp(dlogl.ravel()) - np.log(dlogl.size)\n",
    "\n",
    "    logw_star = logsumexp(dlogl, axis=0)\n",
    "    w_star = np.exp(logw_star - logsumexp(logw_star))\n",
    "    omega_star_ul = weighted_quantile(10.0 ** log_star, w_star, 0.95)\n",
    "    hpd_log_lower, hpd_log_upper, hpd_mass = hpd_interval_grid(log_star, w_star, mass=0.95)\n",
    "\n",
    "    logw_ref = logsumexp(dlogl, axis=1)\n",
    "    w_ref = np.exp(logw_ref - logsumexp(logw_ref))\n",
    "    omega_ref_ul = weighted_quantile(10.0 ** log_ref, w_ref, 0.95)\n",
    "\n",
    "    return {\n",
    "        \"Omega_star_95_one_sided\": omega_star_ul,\n",
    "        \"Omega_star_95_hpd_lower\": 10.0 ** hpd_log_lower,\n",
    "        \"Omega_star_95_hpd_upper\": 10.0 ** hpd_log_upper,\n",
    "        \"Omega_star_95_hpd_mass\": hpd_mass,\n",
    "        \"Omega_ref_95\": omega_ref_ul,\n",
    "        \"log_B_signal_noise_fixed\": log_bayes_factor,\n",
    "    }\n",
    "\n",
    "paper_reference = {\n",
    "    (-1, 1): 3.3e-7, (-1, 25): 3.5e-8, (-1, 200): 2.8e-7,\n",
    "    (-2, 1): 8.3e-6, (-2, 25): 6.0e-8, (-2, 200): 3.7e-7,\n",
    "    (-4, 1): 5.2e-5, (-4, 25): 1.8e-7, (-4, 200): 3.7e-7,\n",
    "}\n",
    "\n",
    "rows = []\n",
    "for n2 in [-1, -2, -4]:\n",
    "    for f_star in [1, 25, 200]:\n",
    "        result = fixed_bpl_grid_result(f_star=f_star, n2=n2)\n",
    "        rows.append({\n",
    "            \"n2\": n2,\n",
    "            \"f_star_Hz\": f_star,\n",
    "            \"Omega_star_95_this_notebook\": result[\"Omega_star_95_one_sided\"],\n",
    "            \"Omega_star_95_paper_reference\": paper_reference[(n2, f_star)],\n",
    "            \"Omega_star_95_hpd_lower\": result[\"Omega_star_95_hpd_lower\"],\n",
    "            \"Omega_star_95_hpd_upper\": result[\"Omega_star_95_hpd_upper\"],\n",
    "            \"Omega_star_95_hpd_mass\": result[\"Omega_star_95_hpd_mass\"],\n",
    "            \"Omega_ref_95\": result[\"Omega_ref_95\"],\n",
    "            \"log_B_signal_noise_fixed\": result[\"log_B_signal_noise_fixed\"],\n",
    "        })\n",
    "\n",
    "fixed_table = pd.DataFrame(rows)\n",
    "fixed_table.to_csv(RESULT_DIR / \"bpl_fixed_upper_limits.csv\", index=False)\n",
    "fixed_table[[\n",
    "    \"n2\",\n",
    "    \"f_star_Hz\",\n",
    "    \"Omega_star_95_hpd_lower\",\n",
    "    \"Omega_star_95_hpd_upper\",\n",
    "]].to_csv(RESULT_DIR / \"bpl_fixed_hpd_intervals.csv\", index=False)\n",
    "\n",
    "# 目的: 按论文 Table II 风格格式化科学记数法；输入: 数值；输出: LaTeX 字符串。\n",
    "def sci_latex(value, digits=2):\n",
    "    exponent = int(np.floor(np.log10(abs(value))))\n",
    "    mantissa = value / 10.0**exponent\n",
    "    return rf\"{mantissa:.{digits - 1}f}\\times10^{{{exponent}}}\"\n",
    "\n",
    "\n",
    "# 目的: 生成论文式 3x3 Markdown 表；输入: DataFrame 与数值列名；输出: Markdown 字符串。\n",
    "def paper_style_limit_table(table, value_column, title):\n",
    "    body_rows = []\n",
    "    for n2 in [-1, -2, -4]:\n",
    "        row = [rf\"$n_2={n2}$\"]\n",
    "        for f_star in [1, 25, 200]:\n",
    "            value = table.loc[\n",
    "                (table[\"n2\"] == n2) & (table[\"f_star_Hz\"] == f_star),\n",
    "                value_column,\n",
    "            ].iloc[0]\n",
    "            row.append(rf\"${sci_latex(value)}$\")\n",
    "        body_rows.append(row)\n",
    "\n",
    "    return \"\\n\".join([\n",
    "        rf\"| {title} | $f_* = 1\\,\\mathrm{{Hz}}$ | $f_* = 25\\,\\mathrm{{Hz}}$ | $f_* = 200\\,\\mathrm{{Hz}}$ |\",\n",
    "        \"|---|---:|---:|---:|\",\n",
    "        *[\"| \" + \" | \".join(row) + \" |\" for row in body_rows],\n",
    "    ])\n",
    "\n",
    "one_sided_table = paper_style_limit_table(\n",
    "    fixed_table,\n",
    "    \"Omega_star_95_this_notebook\",\n",
    "    r\"One-sided $\\Omega_*^{95\\%}$\",\n",
    ")\n",
    "hpd_upper_table = paper_style_limit_table(\n",
    "    fixed_table,\n",
    "    \"Omega_star_95_hpd_upper\",\n",
    "    r\"HPD 95\\% upper edge\",\n",
    ")\n",
    "\n",
    "print(f\"Full diagnostic table saved to: {RESULT_DIR / 'bpl_fixed_upper_limits.csv'}\")\n",
    "print(f\"HPD intervals saved to: {RESULT_DIR / 'bpl_fixed_hpd_intervals.csv'}\")\n",
    "display(Markdown(one_sided_table))\n",
    "display(Markdown(hpd_upper_table))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "544f1221",
   "metadata": {},
   "source": [
    "## 全 BPL + CBC search：posterior 和 Bayes factor\n",
    "\n",
    "- 这一步同时采样：\n",
    "  - $\\Omega_{\\rm ref}$；\n",
    "  - $\\Omega_*$；\n",
    "  - $f_*$；\n",
    "  - $n_2$。\n",
    "- Bayes factor：\n",
    "\n",
    "$$\n",
    "B^S_N=\\frac{Z_S}{Z_N}\n",
    "=\\frac{\\int d\\theta\\,\\mathcal L(d\\mid\\theta,S)\\pi(\\theta\\mid S)}{\\mathcal L(d\\mid\\Omega=0,N)}.\n",
    "$$\n",
    "\n",
    "- 因为代码使用 $\\Delta\\ln\\mathcal L=\\ln\\mathcal L-\\ln\\mathcal L_N$，nested sampler 直接给出：\n",
    "\n",
    "$$\n",
    "\\ln B^S_N = \\ln\\int d\\theta\\,\\exp[\\Delta\\ln\\mathcal L(\\theta)]\\pi(\\theta).\n",
    "$$\n",
    "\n",
    "- 判断：\n",
    "  - $\\ln B^S_N>0$：更偏向 signal model；\n",
    "  - $\\ln B^S_N<0$：更偏向 noise-only model。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "18d1814f",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-07-09T02:30:48.068378Z",
     "iopub.status.busy": "2026-07-09T02:30:48.068251Z",
     "iopub.status.idle": "2026-07-09T02:30:48.074042Z",
     "shell.execute_reply": "2026-07-09T02:30:48.073653Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loaded cached nested-sampling result: /srv/SGB/Lectures/LIGO/O3PT/results/bpl_cbc_dynesty_O1O2O3_f20_256_nlive1000.npz\n",
      "log B^S_N = -1.269 +/- 0.037\n",
      "Likelihood calls: 56259\n"
     ]
    }
   ],
   "source": [
    "CACHE_PATH = RESULT_DIR / f\"bpl_cbc_dynesty_{DATA_PRODUCT}_f{FMIN:.0f}_{FMAX:.0f}_nlive{NLIVE}.npz\"\n",
    "\n",
    "\n",
    "# 目的: dynesty 先验变换；输入: 单位超立方样本；输出: 物理参数。\n",
    "def prior_transform(unit_cube):\n",
    "    u = np.asarray(unit_cube)\n",
    "    return np.array([\n",
    "        -10.0 + 3.0 * u[0],       # log10 Omega_ref\n",
    "        -9.0 + 5.0 * u[1],        # log10 Omega_star\n",
    "        256.0 * u[2],             # f_star in Hz\n",
    "        -8.0 + 8.0 * u[3],        # n2\n",
    "    ])\n",
    "\n",
    "\n",
    "# 目的: dynesty likelihood 包装；输入: 物理参数；输出: Delta log L。\n",
    "def dynesty_loglike(params):\n",
    "    log10_omega_ref, log10_omega_star, f_star, n2 = params\n",
    "    return delta_log_likelihood(log10_omega_ref, log10_omega_star, f_star, n2)\n",
    "\n",
    "\n",
    "# 目的: 运行或读取 nested-sampling 缓存；输入: 全局配置；输出: 样本/evidence 字典。\n",
    "def run_or_load_nested():\n",
    "    if CACHE_PATH.exists() and not FORCE_RERUN:\n",
    "        cached = np.load(CACHE_PATH, allow_pickle=True)\n",
    "        print(f\"Loaded cached nested-sampling result: {CACHE_PATH}\")\n",
    "        return {\n",
    "            \"samples\": cached[\"samples\"],\n",
    "            \"logwt\": cached[\"logwt\"],\n",
    "            \"logz\": cached[\"logz\"],\n",
    "            \"logzerr\": cached[\"logzerr\"],\n",
    "            \"ncall\": int(cached[\"ncall\"]),\n",
    "        }\n",
    "\n",
    "    rng = np.random.default_rng(RANDOM_SEED)\n",
    "    sampler = dynesty.NestedSampler(\n",
    "        dynesty_loglike,\n",
    "        prior_transform,\n",
    "        ndim=4,\n",
    "        nlive=NLIVE,\n",
    "        bound=\"multi\",\n",
    "        sample=\"rwalk\",\n",
    "        walks=25,\n",
    "        update_interval=0.6,\n",
    "        rstate=rng,\n",
    "    )\n",
    "    sampler.run_nested(dlogz=DLOGZ, print_progress=True)\n",
    "    result = sampler.results\n",
    "    payload = {\n",
    "        \"samples\": result.samples,\n",
    "        \"logwt\": result.logwt,\n",
    "        \"logz\": np.array(result.logz[-1]),\n",
    "        \"logzerr\": np.array(result.logzerr[-1]),\n",
    "        \"ncall\": np.array(sum(result.ncall)),\n",
    "    }\n",
    "    np.savez(CACHE_PATH, **payload)\n",
    "    print(f\"Saved nested-sampling result: {CACHE_PATH}\")\n",
    "    return {k: (v.item() if np.ndim(v) == 0 else v) for k, v in payload.items()}\n",
    "\n",
    "nested = run_or_load_nested()\n",
    "log_bayes_factor = float(nested[\"logz\"])\n",
    "log_bayes_factor_error = float(nested[\"logzerr\"])\n",
    "print(f\"log B^S_N = {log_bayes_factor:.3f} +/- {log_bayes_factor_error:.3f}\")\n",
    "print(f\"Likelihood calls: {nested['ncall']}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "03eaf751",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-07-09T02:30:48.075512Z",
     "iopub.status.busy": "2026-07-09T02:30:48.075415Z",
     "iopub.status.idle": "2026-07-09T02:30:48.120904Z",
     "shell.execute_reply": "2026-07-09T02:30:48.120310Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>quantity</th>\n",
       "      <th>median_or_value</th>\n",
       "      <th>q05</th>\n",
       "      <th>q95</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>log_B_signal_noise</td>\n",
       "      <td>-1.269422e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.737112e-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Omega_ref</td>\n",
       "      <td>7.119870e-10</td>\n",
       "      <td>1.233602e-10</td>\n",
       "      <td>5.794132e-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Omega_star</td>\n",
       "      <td>1.581356e-08</td>\n",
       "      <td>1.328562e-09</td>\n",
       "      <td>4.431190e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Omega_BPL_25Hz</td>\n",
       "      <td>1.021536e-10</td>\n",
       "      <td>2.551459e-12</td>\n",
       "      <td>3.424095e-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>f_star_Hz</td>\n",
       "      <td>1.318579e+02</td>\n",
       "      <td>7.545511e+00</td>\n",
       "      <td>2.458471e+02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>n2</td>\n",
       "      <td>-4.491887e+00</td>\n",
       "      <td>-7.643609e+00</td>\n",
       "      <td>-5.383415e-01</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             quantity  median_or_value           q05           q95\n",
       "0  log_B_signal_noise    -1.269422e+00           NaN  3.737112e-02\n",
       "1           Omega_ref     7.119870e-10  1.233602e-10  5.794132e-09\n",
       "2          Omega_star     1.581356e-08  1.328562e-09  4.431190e-07\n",
       "3      Omega_BPL_25Hz     1.021536e-10  2.551459e-12  3.424095e-09\n",
       "4           f_star_Hz     1.318579e+02  7.545511e+00  2.458471e+02\n",
       "5                  n2    -4.491887e+00 -7.643609e+00 -5.383415e-01"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "samples = nested[\"samples\"]\n",
    "posterior_weights = np.exp(nested[\"logwt\"] - log_bayes_factor)\n",
    "posterior_weights /= posterior_weights.sum()\n",
    "\n",
    "log10_omega_ref = samples[:, 0]\n",
    "log10_omega_star = samples[:, 1]\n",
    "f_star_samples = samples[:, 2]\n",
    "n2_samples = samples[:, 3]\n",
    "\n",
    "omega_ref_samples = 10.0 ** log10_omega_ref\n",
    "omega_star_samples = 10.0 ** log10_omega_star\n",
    "omega_bpl_25_samples = np.array([\n",
    "    omega_bpl_at_25(omega_star, f_star, n2)\n",
    "    for omega_star, f_star, n2 in zip(omega_star_samples, f_star_samples, n2_samples)\n",
    "])\n",
    "\n",
    "# 目的: posterior 加权分位数快捷函数；输入: values 与 q；输出: 分位数值。\n",
    "def wq(values, q):\n",
    "    return weighted_quantile(values, posterior_weights, q)\n",
    "\n",
    "summary = pd.DataFrame([\n",
    "    {\"quantity\": \"log_B_signal_noise\", \"median_or_value\": log_bayes_factor, \"q05\": np.nan, \"q95\": log_bayes_factor_error},\n",
    "    {\"quantity\": \"Omega_ref\", \"median_or_value\": wq(omega_ref_samples, 0.50), \"q05\": wq(omega_ref_samples, 0.05), \"q95\": wq(omega_ref_samples, 0.95)},\n",
    "    {\"quantity\": \"Omega_star\", \"median_or_value\": wq(omega_star_samples, 0.50), \"q05\": wq(omega_star_samples, 0.05), \"q95\": wq(omega_star_samples, 0.95)},\n",
    "    {\"quantity\": \"Omega_BPL_25Hz\", \"median_or_value\": wq(omega_bpl_25_samples, 0.50), \"q05\": wq(omega_bpl_25_samples, 0.05), \"q95\": wq(omega_bpl_25_samples, 0.95)},\n",
    "    {\"quantity\": \"f_star_Hz\", \"median_or_value\": wq(f_star_samples, 0.50), \"q05\": wq(f_star_samples, 0.05), \"q95\": wq(f_star_samples, 0.95)},\n",
    "    {\"quantity\": \"n2\", \"median_or_value\": wq(n2_samples, 0.50), \"q05\": wq(n2_samples, 0.05), \"q95\": wq(n2_samples, 0.95)},\n",
    "])\n",
    "summary.to_csv(RESULT_DIR / \"bpl_cbc_nested_summary.csv\", index=False)\n",
    "summary"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "74cc3202",
   "metadata": {},
   "source": [
    "- 读 summary table 时主要看：\n",
    "  - `Omega_ref` 的 `q95`：CBC foreground 在 25 Hz 的 $95\\%$ upper limit；\n",
    "  - `Omega_BPL_25Hz` 的 `q95`：BPL component 在 25 Hz 的 marginalized $95\\%$ upper limit；\n",
    "  - `log_B_signal_noise`：signal model 相对 noise-only 的 log Bayes factor。\n",
    "- Corner plot 只展示 nested sampling 的 4 个自由参数：$\\Omega_{\\rm ref},\\Omega_*,f_*,n_2$。\n",
    "- `Omega_BPL_25Hz` 仍作为 derived quantity 保留在 summary table 中，不放进 corner plot。\n",
    "- 与论文一致的量级：\n",
    "\n",
    "$$\n",
    "\\Omega_{\\rm ref}^{95\\%}\\sim 6\\times10^{-9},\n",
    "\\qquad\n",
    "\\Omega_{\\rm BPL}^{95\\%}(25\\,{\\rm Hz})\\sim {\\rm few}\\times10^{-9},\n",
    "\\qquad\n",
    "\\log B^S_N\\sim -1.4.\n",
    "$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "0519612c",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-07-09T02:30:48.122631Z",
     "iopub.status.busy": "2026-07-09T02:30:48.122543Z",
     "iopub.status.idle": "2026-07-09T02:30:48.936997Z",
     "shell.execute_reply": "2026-07-09T02:30:48.936355Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 970x970 with 16 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 为了画 corner，把 weighted nested samples 变成 equal-weight posterior samples。\n",
    "equal_weight_samples = dyfunc.resample_equal(samples, posterior_weights)\n",
    "\n",
    "corner_data = np.column_stack([\n",
    "    equal_weight_samples[:, 0],\n",
    "    equal_weight_samples[:, 1],\n",
    "    equal_weight_samples[:, 2],\n",
    "    equal_weight_samples[:, 3],\n",
    "])\n",
    "\n",
    "labels = [\n",
    "    r\"$\\log_{10}\\Omega_{\\rm ref}$\",\n",
    "    r\"$\\log_{10}\\Omega_*$\",\n",
    "    r\"$f_*\\,[{\\rm Hz}]$\",\n",
    "    r\"$n_2$\",\n",
    "]\n",
    "\n",
    "CORNER_FONT_SIZE = 10\n",
    "fig = corner.corner(\n",
    "    corner_data,\n",
    "    labels=labels,\n",
    "    bins=35,\n",
    "    smooth=0.7,\n",
    "    quantiles=[0.05, 0.5, 0.95],\n",
    "    show_titles=True,\n",
    "    title_fmt=\".2f\",\n",
    "    title_kwargs={\"fontsize\": CORNER_FONT_SIZE},\n",
    "    label_kwargs={\"fontsize\": CORNER_FONT_SIZE},\n",
    ")\n",
    "for ax in fig.axes:\n",
    "    ax.tick_params(axis=\"both\", which=\"major\", labelsize=CORNER_FONT_SIZE)\n",
    "    ax.xaxis.label.set_size(CORNER_FONT_SIZE)\n",
    "    ax.yaxis.label.set_size(CORNER_FONT_SIZE)\n",
    "    ax.title.set_size(CORNER_FONT_SIZE)\n",
    "\n",
    "fig.suptitle(f\"CBC + BPL posterior ({DATA_PRODUCT}), log B = {log_bayes_factor:.2f}\", y=1.02, fontsize=CORNER_FONT_SIZE)\n",
    "fig.savefig(FIG_DIR / \"bpl_cbc_corner.png\", dpi=180, bbox_inches=\"tight\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ac7f12ea",
   "metadata": {},
   "source": [
    "## 画几个 posterior predictive spectra\n",
    "\n",
    "- 目的：直观看 posterior 允许的 spectrum 大小。\n",
    "- 做法：从 posterior 中抽样，画出 $\\Omega_{\\rm CBC}+\\Omega_{\\rm BPL}$。\n",
    "- 预期：\n",
    "  - 没有 detection；\n",
    "  - posterior predictive curves 大多贴近零；\n",
    "  - upper-limit 曲线受 $\\sigma(f)$ sensitivity envelope 限制。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "e1fa0e01",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-07-09T02:30:48.938844Z",
     "iopub.status.busy": "2026-07-09T02:30:48.938750Z",
     "iopub.status.idle": "2026-07-09T02:30:50.414093Z",
     "shell.execute_reply": "2026-07-09T02:30:50.413333Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "rng = np.random.default_rng(RANDOM_SEED)\n",
    "idx = rng.choice(len(equal_weight_samples), size=min(200, len(equal_weight_samples)), replace=False)\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(8, 4.8))\n",
    "ax.plot(freq, chat, lw=0.5, color=\"0.45\", alpha=0.45, label=r\"$\\hat C(f)$\")\n",
    "ax.plot(freq, sigma, lw=0.9, color=\"black\", alpha=0.65, label=r\"$+1\\sigma(f)$\")\n",
    "ax.plot(freq, -sigma, lw=0.9, color=\"black\", alpha=0.65)\n",
    "\n",
    "for ii in idx:\n",
    "    log_ref, log_star, fs, n2 = equal_weight_samples[ii]\n",
    "    om = omega_model(freq, log_ref, log_star, fs, n2)\n",
    "    ax.plot(freq, om, color=\"tab:red\", alpha=0.035, lw=0.8)\n",
    "\n",
    "# The thick red curve is only a visual representative near the 95% UL.\n",
    "# For each posterior sample, compute the derived Omega_BPL(25 Hz).\n",
    "omega_bpl_25_equal_for_plot = np.array([\n",
    "    omega_bpl_at_25(omega_star, f_star, n2)\n",
    "    for omega_star, f_star, n2 in zip(10.0 ** equal_weight_samples[:, 1], equal_weight_samples[:, 2], equal_weight_samples[:, 3])\n",
    "])\n",
    "# target is the 95% posterior quantile; closest_to_ul picks the nearest sample index.\n",
    "target = wq(omega_bpl_25_samples, 0.95)\n",
    "closest_to_ul = np.argmin(np.abs(omega_bpl_25_equal_for_plot - target))\n",
    "log_ref, log_star, fs, n2 = equal_weight_samples[closest_to_ul]\n",
    "ax.plot(freq, omega_model(freq, log_ref, log_star, fs, n2), color=\"tab:red\", lw=2.0, label=\"posterior sample near BPL 95% UL\")\n",
    "\n",
    "ax.set_xlabel(r\"$f$ [Hz]\")\n",
    "ax.set_ylabel(r\"$\\hat C(f)$ or $\\Omega_{\\rm model}(f)$\")\n",
    "ax.set_title(\"Posterior predictive CBC + BPL spectra\")\n",
    "ax.legend(frameon=False)\n",
    "fig.tight_layout()\n",
    "fig.savefig(FIG_DIR / \"bpl_posterior_predictive.png\", dpi=180)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d15e0167",
   "metadata": {},
   "source": [
    "## 小结\n",
    "\n",
    "- 使用公开 stochastic isotropic cross-correlation spectra。\n",
    "- Likelihood：narrowband estimator 的 Gaussian likelihood。\n",
    "- 模型：\n",
    "\n",
    "$$\n",
    "\\Omega_{\\rm GW}(f)=\\Omega_{\\rm ref}(f/25\\,{\\rm Hz})^{2/3}+\\Omega_{\\rm BPL}(f).\n",
    "$$\n",
    "\n",
    "- Fixed $(f_*,n_2)$ upper-limit table 与论文/报告值接近。\n",
    "- Full BPL + CBC search 得到：\n",
    "  - $\\log B^S_N<0$；\n",
    "  - 无 signal evidence；\n",
    "  - CBC upper limit 在 $\\sim6\\times10^{-9}$；\n",
    "  - BPL 在 25 Hz 的 upper limit 为 few $\\times10^{-9}$。\n",
    "- 后续扩展：把 `omega_bpl_shape` 换成 bubble collision 或 sound-wave 谱，并按物理参数先验重新采样。"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "shared-pygwb (3.11.15.final.0)",
   "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": "3.11.15"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
