{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "0a634b1c",
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import numpy as np\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from sklearn.datasets import make_moons\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.preprocessing import PolynomialFeatures, StandardScaler\n",
    "from sklearn.linear_model import Ridge\n",
    "from sklearn.pipeline import make_pipeline\n",
    "\n",
    "sns.set_style(\"whitegrid\")\n",
    "sns.set_palette(\"colorblind\")\n",
    "palette = sns.color_palette()\n",
    "figsize = (10, 6)\n",
    "legend_fontsize = 13\n",
    "\n",
    "from matplotlib import rc\n",
    "rc('font', **{'family': 'sans-serif'})\n",
    "rc('figure', **{'dpi': 120})\n",
    "\n",
    "rng = np.random.default_rng(4)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9b946eb6",
   "metadata": {},
   "source": [
    "## 1. Инициализация весов: сигнал сквозь 50 слоёв\n",
    "\n",
    "Возьмём сеть без обучения — просто прогоним случайный вход через 50 слоёв\n",
    "и посмотрим на стандартное отклонение активаций."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "c4e7513f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1560x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def propagate(mode, nonlin, n_layers=50, width=256, n=512, scale=None, seed=0):\n",
    "    \"\"\"Прогоняем случайный вход через n_layers слоёв, возвращаем std активаций на каждом.\"\"\"\n",
    "    r = np.random.default_rng(seed)\n",
    "    x = r.standard_normal((n, width))\n",
    "    stds, acts = [x.std()], {0: x.copy()}\n",
    "    for l in range(1, n_layers + 1):\n",
    "        if mode == \"fixed\":\n",
    "            s = scale\n",
    "        elif mode == \"xavier\":\n",
    "            s = np.sqrt(1.0 / width)\n",
    "        elif mode == \"he\":\n",
    "            s = np.sqrt(2.0 / width)\n",
    "        W = r.standard_normal((width, width)) * s\n",
    "        x = nonlin(x @ W)\n",
    "        stds.append(x.std())\n",
    "        if l in (1, 10, 25, 50):\n",
    "            acts[l] = x.copy()\n",
    "    return np.array(stds), acts\n",
    "\n",
    "\n",
    "tanh = np.tanh\n",
    "relu = lambda z: np.maximum(0, z)\n",
    "\n",
    "setups = [(\"fixed\", 0.01, \"σ = 0.01 (слишком мало)\"),\n",
    "          (\"fixed\", 0.10, \"σ = 0.10 (почти угадали)\"),\n",
    "          (\"fixed\", 1.00, \"σ = 1.00 (слишком много)\"),\n",
    "          (\"xavier\", None, \"Ксавье: 1/√n\")]\n",
    "\n",
    "fig, axes = plt.subplots(1, 2, figsize=(13, 5))\n",
    "for ax, (nonlin, name) in zip(axes, [(tanh, \"tanh\"), (relu, \"ReLU\")]):\n",
    "    for i, (mode, sc, label) in enumerate(setups):\n",
    "        stds, _ = propagate(mode, nonlin, scale=sc)\n",
    "        ax.semilogy(stds, linewidth=2.5, color=palette[i], label=label)\n",
    "    stds, _ = propagate(\"he\", nonlin)\n",
    "    ax.semilogy(stds, linewidth=2.5, color=palette[4], label=\"Хе: √(2/n)\")\n",
    "    ax.set_title(\"Активации, %s\" % name)\n",
    "    ax.set_xlabel(\"номер слоя\")\n",
    "    ax.set_ylabel(\"std активаций\")\n",
    "    ax.set_ylim(1e-12, 1e6)\n",
    "    ax.legend(fontsize=11)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "2384ba8e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1680x960 with 12 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# то же самое, но по гистограммам: как выглядит распределение активаций на разной глубине\n",
    "fig, axes = plt.subplots(3, 4, figsize=(14, 8), sharex=\"row\")\n",
    "rows = [(\"fixed\", 0.01, \"σ = 0.01\"), (\"fixed\", 1.0, \"σ = 1.0\"), (\"he\", None, \"инициализация Хе\")]\n",
    "for r_i, (mode, sc, rowname) in enumerate(rows):\n",
    "    _, acts = propagate(mode, relu, scale=sc)\n",
    "    for c_i, l in enumerate([1, 10, 25, 50]):\n",
    "        ax = axes[r_i, c_i]\n",
    "        a = acts[l].ravel()\n",
    "        ax.hist(a, bins=60, color=palette[r_i], alpha=.85)\n",
    "        ax.set_yticks([])\n",
    "        if r_i == 0:\n",
    "            ax.set_title(\"слой %d\" % l)\n",
    "        if c_i == 0:\n",
    "            ax.set_ylabel(rowname, fontsize=11)\n",
    "        ax.set_xlabel(\"std = %.1e\" % a.std(), fontsize=9)\n",
    "plt.suptitle(\"Распределение активаций ReLU-сети на разной глубине\", y=1.01)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "321aff87",
   "metadata": {},
   "source": [
    "## 2. Обратный проход"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "23b41386",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def backward_stats(mode, n_layers=50, width=256, n=256, scale=None, seed=1):\n",
    "    \"\"\"Прогоняем сигнал вперёд, запоминаем маски ReLU, потом гоним градиент назад.\"\"\"\n",
    "    r = np.random.default_rng(seed)\n",
    "    x = r.standard_normal((n, width))\n",
    "    Ws, masks = [], []\n",
    "    for l in range(n_layers):\n",
    "        s = scale if mode == \"fixed\" else (np.sqrt(1.0 / width) if mode == \"xavier\"\n",
    "                                           else np.sqrt(2.0 / width))\n",
    "        W = r.standard_normal((width, width)) * s\n",
    "        z = x @ W\n",
    "        m = (z > 0).astype(float)\n",
    "        x = z * m\n",
    "        Ws.append(W)\n",
    "        masks.append(m)\n",
    "    g = r.standard_normal((n, width)) / np.sqrt(width)   # градиент с выхода\n",
    "    gstds = [g.std()]\n",
    "    for W, m in zip(reversed(Ws), reversed(masks)):\n",
    "        g = (g * m) @ W.T\n",
    "        gstds.append(g.std())\n",
    "    return np.array(gstds)\n",
    "\n",
    "\n",
    "fig, ax = plt.subplots(figsize=figsize)\n",
    "for i, (mode, sc, label) in enumerate([(\"fixed\", 0.01, \"σ = 0.01\"),\n",
    "                                       (\"fixed\", 1.00, \"σ = 1.00\"),\n",
    "                                       (\"xavier\", None, \"Ксавье\"),\n",
    "                                       (\"he\", None, \"Хе\")]):\n",
    "    gs = backward_stats(mode, scale=sc)\n",
    "    ax.semilogy(gs, linewidth=2.5, color=palette[i], label=label)\n",
    "ax.set_xlabel(\"слоёв пройдено назад\")\n",
    "ax.set_ylabel(\"std градиента\")\n",
    "ax.set_title(\"Градиент на обратном проходе (ReLU, 50 слоёв)\")\n",
    "ax.legend(fontsize=legend_fontsize)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7ed7f0c8",
   "metadata": {},
   "source": [
    "## 3. Дропаут\n",
    "\n",
    "Сначала техническая проверка: **inverted dropout** должен сохранять матожидание выхода,\n",
    "иначе на инференсе сеть увидит совсем другой масштаб активаций."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "105a4513",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "p = 0.9:  E[a] = 0.5006,  E[a·mask/p] = 0.5014,  std растёт в 1.20 раза\n",
      "p = 0.7:  E[a] = 0.5006,  E[a·mask/p] = 0.5008,  std растёт в 1.65 раза\n",
      "p = 0.5:  E[a] = 0.5006,  E[a·mask/p] = 0.4987,  std растёт в 2.24 раза\n",
      "p = 0.2:  E[a] = 0.5006,  E[a·mask/p] = 0.5000,  std растёт в 4.13 раза\n"
     ]
    }
   ],
   "source": [
    "a = rng.random(200000)          # какие-то активации\n",
    "for p in [0.9, 0.7, 0.5, 0.2]:\n",
    "    mask = (rng.random(a.shape) < p) / p     # inverted dropout: делим на p сразу при обучении\n",
    "    print(\"p = %.1f:  E[a] = %.4f,  E[a·mask/p] = %.4f,  std растёт в %.2f раза\"\n",
    "          % (p, a.mean(), (a * mask).mean(), (a * mask).std() / a.std()))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "61331501",
   "metadata": {},
   "source": [
    "Матожидание не меняется, а дисперсия растёт тем сильнее, чем агрессивнее дропаут —\n",
    "это и есть полезный для регуляризации шум.\n",
    "\n",
    "Теперь посмотрим на дропаут как на **ансамбль**. Обучим маленькую сеть на `make_moons`\n",
    "тремя способами: без всего, с дропаутом, и явным ансамблем из прореженных сетей."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "5a4aa704",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "обучающая выборка: (70, 2)   отложенная: (530, 2)\n"
     ]
    }
   ],
   "source": [
    "def sigmoid(z):\n",
    "    return 1.0 / (1.0 + np.exp(-np.clip(z, -30, 30)))\n",
    "\n",
    "\n",
    "class MLP:\n",
    "    \"\"\"Двухслойная сеть на numpy: ReLU, опционально дропаут и батч-нормализация.\"\"\"\n",
    "\n",
    "    def __init__(self, sizes, dropout=0.0, batchnorm=False, seed=0):\n",
    "        r = np.random.default_rng(seed)\n",
    "        self.W = [r.standard_normal((a, b)) * np.sqrt(2.0 / a)\n",
    "                  for a, b in zip(sizes[:-1], sizes[1:])]\n",
    "        self.b = [np.zeros(b) for b in sizes[1:]]\n",
    "        self.p_keep = 1.0 - dropout\n",
    "        self.bn = batchnorm\n",
    "        self.nh = len(sizes) - 2\n",
    "        if batchnorm:\n",
    "            self.gamma = [np.ones(s) for s in sizes[1:-1]]\n",
    "            self.beta = [np.zeros(s) for s in sizes[1:-1]]\n",
    "        self.rng = r\n",
    "        self.eps = 1e-5\n",
    "\n",
    "    def forward(self, X, train=True, keep_stats=False):\n",
    "        self.cache = []\n",
    "        a = X\n",
    "        for i in range(self.nh):\n",
    "            z = a @ self.W[i] + self.b[i]\n",
    "            pre = z.copy()\n",
    "            if self.bn:\n",
    "                mu, var = z.mean(0), z.var(0)\n",
    "                zhat = (z - mu) / np.sqrt(var + self.eps)\n",
    "                z = self.gamma[i] * zhat + self.beta[i]\n",
    "            else:\n",
    "                mu = var = zhat = None\n",
    "            h = np.maximum(0, z)\n",
    "            if train and self.p_keep < 1.0:\n",
    "                mask = (self.rng.random(h.shape) < self.p_keep) / self.p_keep\n",
    "                h = h * mask\n",
    "            else:\n",
    "                mask = None\n",
    "            self.cache.append((a, pre, mu, var, zhat, h, mask))\n",
    "            a = h\n",
    "        out = a @ self.W[-1] + self.b[-1]\n",
    "        self.cache.append((a, out, None, None, None, None, None))\n",
    "        return sigmoid(out).ravel()\n",
    "\n",
    "    def step(self, X, y, lr=0.1):\n",
    "        p = self.forward(X, train=True)\n",
    "        m = X.shape[0]\n",
    "        d = ((p - y) / m).reshape(-1, 1)\n",
    "        a_last = self.cache[-1][0]\n",
    "        gW = [None] * len(self.W)\n",
    "        gb = [None] * len(self.b)\n",
    "        gW[-1] = a_last.T @ d\n",
    "        gb[-1] = d.sum(0)\n",
    "        da = d @ self.W[-1].T\n",
    "        for i in range(self.nh - 1, -1, -1):\n",
    "            a, pre, mu, var, zhat, h, mask = self.cache[i]\n",
    "            if mask is not None:\n",
    "                da = da * mask\n",
    "            dz = da * (h > 0)\n",
    "            if self.bn:\n",
    "                std = np.sqrt(var + self.eps)\n",
    "                dgamma = (dz * zhat).sum(0)\n",
    "                dbeta = dz.sum(0)\n",
    "                dzhat = dz * self.gamma[i]\n",
    "                dvar = (dzhat * (pre - mu) * -0.5 * std ** -3).sum(0)\n",
    "                dmu = (-dzhat / std).sum(0) + dvar * (-2.0 * (pre - mu)).mean(0)\n",
    "                dz = dzhat / std + dvar * 2.0 * (pre - mu) / m + dmu / m\n",
    "                self.gamma[i] -= lr * dgamma\n",
    "                self.beta[i] -= lr * dbeta\n",
    "            gW[i] = a.T @ dz\n",
    "            gb[i] = dz.sum(0)\n",
    "            da = dz @ self.W[i].T\n",
    "        for i in range(len(self.W)):\n",
    "            self.W[i] -= lr * gW[i]\n",
    "            self.b[i] -= lr * gb[i]\n",
    "        return -np.mean(y * np.log(p + 1e-9) + (1 - y) * np.log(1 - p + 1e-9))\n",
    "\n",
    "\n",
    "X, y = make_moons(n_samples=600, noise=0.30, random_state=3)\n",
    "X = StandardScaler().fit_transform(X)\n",
    "# нарочно оставляем мало обучающих точек: без этого сеть просто не успевает переобучиться,\n",
    "# и регуляризация будет только мешать\n",
    "Xtr, Xte, ytr, yte = train_test_split(X, y.astype(float), train_size=70, random_state=1)\n",
    "print(\"обучающая выборка:\", Xtr.shape, \"  отложенная:\", Xte.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "20aefbee",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1320x576 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def train(net, Xtr, ytr, epochs=800, lr=0.35):\n",
    "    for _ in range(epochs):\n",
    "        net.step(Xtr, ytr, lr=lr)\n",
    "    return net\n",
    "\n",
    "\n",
    "def grid_probs(net, X, n=140):\n",
    "    x0 = np.linspace(X[:, 0].min() - .6, X[:, 0].max() + .6, n)\n",
    "    x1 = np.linspace(X[:, 1].min() - .6, X[:, 1].max() + .6, n)\n",
    "    G0, G1 = np.meshgrid(x0, x1)\n",
    "    P = net.forward(np.c_[G0.ravel(), G1.ravel()], train=False).reshape(G0.shape)\n",
    "    return G0, G1, P\n",
    "\n",
    "\n",
    "plain = train(MLP([2, 128, 128, 1], seed=0), Xtr, ytr, epochs=2000)\n",
    "drop = train(MLP([2, 128, 128, 1], dropout=0.4, seed=0), Xtr, ytr, epochs=2000)\n",
    "\n",
    "fig, axes = plt.subplots(1, 2, figsize=(11, 4.8))\n",
    "for ax, (net, title) in zip(axes, [(plain, \"без регуляризации\"), (drop, \"дропаут p = 0.4\")]):\n",
    "    G0, G1, P = grid_probs(net, X)\n",
    "    ax.contourf(G0, G1, P, levels=np.linspace(0, 1, 21), cmap=\"RdBu_r\", alpha=.75)\n",
    "    ax.contour(G0, G1, P, levels=[0.5], colors=\"k\", linewidths=2)\n",
    "    ax.scatter(Xtr[:, 0], Xtr[:, 1], c=ytr, cmap=\"RdBu_r\", edgecolor=\"k\", s=34, linewidth=.5)\n",
    "    tr = ((net.forward(Xtr, train=False) > .5) == ytr).mean()\n",
    "    te = ((net.forward(Xte, train=False) > .5) == yte).mean()\n",
    "    ax.set_title(\"%s\\nобучающая %.3f, отложенная %.3f\" % (title, tr, te))\n",
    "    ax.set_xticks([]); ax.set_yticks([])\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "56a368b5",
   "metadata": {},
   "source": [
    "На семидесяти точках сеть без регуляризации выучивает обучающую выборку наизусть, и граница\n",
    "получается извилистой; дропаут её заметно приглаживает и отыгрывает несколько процентов на\n",
    "отложенной выборке. Разрыв между двумя числами в заголовке — это и есть переобучение.\n",
    "\n",
    "Теперь проверим само утверждение \"дропаут — это усреднение ансамбля\". Сеть с дропаутом\n",
    "задаёт целое семейство прореженных сетей; усредним предсказания $K$ случайных прореженных\n",
    "проходов и сравним с одним детерминированным проходом, где всё поделено на $p$."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "c639b131",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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QKVOmsG/fPgYMGIBGo2Hp0qWMGTOGl19+mSFDhgBFwYIHH3yQH3/8kcTERIYMGYLNZmPFihXccccdPPPMM9xyyy1ER0fz3HPPMWHCBJ577jm++uor1Go1q1evZt68ebRp04a77roLgMOHDzNs2DCysrLo3Lkz11xzDbt372bu3LmsXLmSL774Iug5z+PxEBcXx0033RRYlpaWxrfffhv4d0JCAu3bt2fDhg2kpaUFPU+mp6ezYcMGrrnmGiwWS7nXUJynFCHERWfatGlKUlKSsmzZMmX58uVKUlKS8uWXXwat89prrylt27ZVnE6nMmbMGCUpKUlJTU0NfN63b1+lQ4cOSmZmZtB27733npKUlKS8+eabgWW33nqrkpSUpOTl5Skej0fp3r27MmbMmKDthg8friQnJytLly4NLPP5fMrtt9+uJCUlKX///XeJffm9+OKLSsuWLZWkpCRl4MCBJc5z+PDhSvPmzZWCgoKgY/bo0UPp3r27kpSUpLz00kuVOjdFUZTu3bsrl19+eZnXWVEUJTU1VUlKSipx7qE89thjSlJSkrJjx44Sn518nk888YSSlJSkTJkyJWi9n3/+WUlOTlb69OmjeDweRVEUZfHixUpSUpLy0EMPKW63O7Du4cOHlQ4dOihXXnml4nQ6y2yb/x4MGTJEsdvtgeUffvihkpSUpDz22GOBZbfffrvSrFkzZd++fUH7WLRoUaAdflOnTlWSkpKUl19+WfH5fIHlM2fOVJKSkpSPPvpIURRF8Xq9ys0336wkJSUpP//8s5KamqpcdtllSpcuXZScnBxFURTF4/Eoffr0UZo1a6b88ssvQceePHmykpSUpDzxxBOBZQcPHlSSkpKU2bNnK4pS8t49+eSTSrt27RSbzRa0r927dytJSUnK+vXrQ16j4t/Tu+66S0lOTlZWrlwZtO4nn3yiJCUlKa+99lpgWUXu/8ltVRRFWbp0qZKUlBT4ufC3Y+vWrUpycrJy6623Bp1Ldna20rt3b6V169bKiRMnShyzPM8884ySlJSkbN68ucRn+/btU5KSkpSJEyee8v5+//13JSkpSUlKSlKaNm2qLFmypMQ62dnZytixYwPrJSUlKcnJycqnn35a5r7913vSpEmn3B4hhBAXP4/Ho3Tp0kVp06aN4nA4Ass6deqkNG/ePOjv49q1a0v0H/1O/ht+4MABpVmzZkq/fv2UjIyMwHopKSnKZZddplx33XWKoijK5s2bQ/69dLvdynXXXackJSUpBw4cCCz398VatWqlTJ48OWibb775RklKSgr0c/39gObNmytJSUlKz549A30mRVGU3NxcpUePHkrz5s0D/f2yzvHkvm+ovkhFVGUfUFEUZfDgwcrjjz8etMx/DWfNmlXmsm3btinJycmBPleovtvAgQOVpKSkEsv9/Z3hw4cHPaf8+eefSnJysnLPPfcEXYfPPvusxD5Kew45WfH+44EDB5Tk5OSg8yjL7NmzlaZNmwbdm5P3qSiKYrPZlCuuuEK54oorgp4bvV6vMmHChMB9K27Hjh0lnh/8nn/++ZDn7X9+ve+++wLL/N/Btm3bKocOHQos37Jli9KsWTOlZ8+egech/30cPny4kpSUVOI55dZbbw387BR/bgvVP//oo4+U5ORkpUWLFkH3IdR3pfj+i/9chvpZO3bsmNK6devA96r4z5a/3/vCCy8ElrndbmXcuHFKUlKS8s033yiKoigFBQVK+/btlbZt2waepf3rTpw4UUlKSlL+97//ldouv3vvvVdJSkpSNm3apCiKovzwww9KUlKS8tZbbwWtV1BQoHTu3Flp2rRp4DmjrOffUL83Tv5OlXY9K3tuw4cPV/7v//4vaN/+Nvrvub89Pp8v8PNV/PnY6XQq7du3V4YMGVKincVV5Heo//yaNm0a9DyVkpKitGvXTmnXrl3gvnz77bdKUlKScvvttyuFhYWBdQ8fPqx06dJFadasmXL48OHA8gceeCDwc5Sfn69069ZNueyyy5SUlJTAOiNHjlSSkpKUr776Kqidc+bMUZKSkpSRI0cGLZ8wYYIyYsSIcs/366+/VpKSkpR33303aN33338/5O8DcWGRlERCXOS6du1KWFhYibREP/30Ez169CgRlYeiqPbEiRN5/fXXS4xI8acfOXmaqN/ChQtJS0tj+PDhgWXHjx9n48aNdO7cmT59+gSWq1QqHnroIcaPHx+yHQD79+/niy++4Pbbby/1HHv16oXb7ebXX38NLNuyZQtHjhwJGi1+uudWFVwuF4sWLSIhIYH77rsv6LOrrrqKPn36kJKSwsaNGwECs0WeeuqpoBFCiYmJDB06lPT09JDTLkN56KGHMBqNgX/fdtttJCQksHTp0sA00FGjRjF58mQaNmwYtG2oa7lo0SIsFgsTJ04MymF/6623cueddwZGgvjzzhsMBl555RWeeuopbDYbr7zySmC02ObNm0lJSeHaa6+lW7duQce+7777qFGjBgsXLgy0s169enTq1IlZs2aVmMJ67NgxFixYwPXXX4/JZAr6LC8vD4DIyMgyr1VGRga//vorV111VWBGRfHzq1mzJvPnzy9zH6fK5XLx+uuv065du6CZJVB0/xVF4dFHHw06l+joaO66667AbJOK8s+0CPVz6l928nUti06n47bbbuOGG27AZDIxceLEEtdn9uzZ/PLLLzRs2JCRI0cyaNAgTCYTb7/9Nr/99lvI/SqKwpw5c9Bqtdx2222n3B4hhBAXvzVr1pCZmUnv3r0xGAxA0WjUfv364Xa7AyNKK+rHH3/E4/EwduxYqlevHlhet25dHnvsMYYMGYLb7SY+Pp5XX32V+++/P2h7rVbL5ZdfDpTsg5pMJjp16sTKlSuDli9atIjWrVuXmCHoHzV91113BY2wj4yM5O6778btdgdmWZxLVdkHhKL+XPHrURGTJk0iMTGR3r17V3hb/2zniRMnBo2ybdu2LQ899FCgz+gfZV7a7O2Kev/99zEajQwePPiU1s/NzSU8PDzo3oSycuVKsrOzufPOO6ldu3ZguVqtZuLEiQAlZsmUxuPx8N1339G4ceMSs1569uxJ27ZtWbZsWYl0Jrfeeit16tQJ/Lt169b079+f1NTUoHpYAN27d0etVgf9/GRkZLBx48YSz4ihZGdnM2PGDAYMGBD0s30mTJ48GZ1Ox4033hjy87CwsKDfFVqtNjBTwp+aa/ny5eTl5TFy5EiaN28etO6TTz6J0Wg8pfvhn0Xtn0XTrFkzXnrpJUaNGhW0nsVioVmzZni93sAz0tlS2XPr1asX27ZtIzMzM7Bs8eLF6PX6wAwXP5VKxaBBgygoKAhK2fbLL7+Ql5cXMnXS6erfvz+XXXZZ4N9169bllltuIT8/n59//hkgMIr/+eefD5qdnpiYyJgxYwI/O37PPPMMMTExTJs2jWeeeYbjx4/z2GOPUbduXaDo98vatWtp164d//d//xfUnuHDh9OyZUvWrl0blJYqNzf3lH5n9u3bF5PJxA8//BC0fMGCBVSrVu20Zu6JqicpiYS4yBkMBq6++mqWLVtGQUEB4eHhbN++ndTUVJ544omQ26jV6kCnOC0tjb1793L48GH27dsXyMcZKhXKG2+8weLFi+nevXvQlNDdu3cDBP1x9GvevHlQJ+BkkyZNolq1atx999288847Iddp1qwZtWrVYsWKFYHO3+LFi4mOjqZz5868//77p31uFXHgwAHefvttVCoVkZGR1KpViy5dugS9fPf74osvyuyAHjx4EIfDQdu2bUMWbr388stZunQpu3btomPHjmzfvh2DwRCypoO/3sHOnTu5+uqryzwHlUpVIl+qRqOhefPm/PTTTxw+fJhGjRoFpl9mZmaya9cuDh8+zMGDBwO5RL1eL1CU4ujQoUO0b98+8JDuZzabeeSRR4KWNWjQgPvuu4/JkyeTkpLCsGHDgh4K/blF27dvX6Lter2eli1bsnz5cg4cOECTJk0AePDBB7ntttu4/fbbA/f4u+++48033wy8UD+Z/wHOn4KpNDt27EBRFHJzcwNT6IvT6XQcO3aM9PT0oH2Vd/9D+fjjj0lLS2PatGlMmjQp6DN//sqffvop0Ok8+VzKy2Mbiv+7W7zeiJ//gfzkYEtZ2rVrF/h+jR8/niFDhvDss8/SuXNn4uPj+f7775k+fTq9evViypQpgaDEoUOHuOmmm5gwYQIrVqwoUcvA/xLh6quvpmbNmhU+TyGEEBev77//HoBrr702aPmAAQOYM2cO8+bNK/GCbOvWrSX+rp/8d9Sfiz5UP3fo0KGB/x8fH8/gwYPxeDxs376dgwcPcvjwYXbu3BkYzBGqD9qzZ0+efvppUlJSqFevHjk5Oaxdu5ZHHnmkREodnU6Hy+UqkV4Dil5SF29vZSxatIidO3ei0WiIi4sjKSmJVq1alblNVfcBfT4fGRkZ5fblQlm8eDF//vkn06dPr1T9hl27dqHRaErUbwKCUp02btwYKApq+e9TZWRlZQVSkz766KPlDnjxO7l/Wpq///4bKOpvhurvajSaU/5+HTx4EJvNhtfrDbkvp9OJ1+tl9+7dgYAaQIcOHUqs26pVKxYsWMCuXbuC1o2JiaFNmzasWLEi0M9fsmQJarWavn37Bj0jhvLf//4Xj8fDww8/XGqe9tWrV5eom3Fy2tKTbd26lUWLFvHEE0+UqEPml5ycXOL+1alTh6ioqMA19v9vqJ+FmJgY6tevz86dOwPvAE7mdrvZtWsXCxcuJDw8PDAQqX79+tSvXx+n08nWrVsDv6u2b98eSMfrf8bz8z//Flda6t6srKxT/r1a0XPr1asXr776KqtWrQqk01m8eDFXXnllyGtw/fXXM2PGDBYuXBh4R7Bw4UK0Wm2JvxVnQmnfXyg654EDB7Jr1y5q1KgRMhWs//td/OcsJiaGZ599lgceeIAlS5bQrVu3oL89/jqGpdVCadu2LX/99Re7du0KBALT09NJSkoq93wsFgu9evVi4cKF7N27l8aNG7Nnzx52794dSG8sLlxy94S4BPTp04fFixezatUqBg4cyNKlSzGbzSVy7RXnLyjl/0Ov0+lo2LAhLVq0ICUlJVDUqri5c+diMpm49dZbg5b7RyBUNH/dL7/8wurVq5k8eXK5ud979OjBggUL8Hg8qNVqfvzxR/r06YNGozkj51YRBw8eLJHzMyYmhmeeeabEaJa5c+eWuS//qJpQHRwgkNfT4XAARblAPR5PyJyjfqcyIiQ6OjrkaHL/rAx/x/jYsWO8+OKLrFy5EkVRUKvV1KtXj8svvzyoyHJlvgO9e/fmjTfeQFGUoLy98O91KW1//utit9sDy5KTk7n66quDRtgvW7YMKMrZGurF/cGDB4mKiir3gcvf2d+yZUuJ0U3F5ebmBj2QlXf/T5aVlcW7777LkCFDaNasWYnP/fflvffeK3UflRkRFBEREbT/UMcs7TtanoSEBG677TamTp3K6tWr+b//+7/AyJrHH3886HtYt25d7rzzTt544w2WLFlSYkSafwRZ3759K9UWIYQQFyer1Rp44RtqgAAU1TPavHlzUJ9j69atbN26tcx9+/sAp9LH+fLLL5k+fXqgyGRERAStW7emYcOGbN26NWQftGfPnjz77LOB/NVLly7F5/NxzTXXlAgYREREkJWVVSLvOxAYLVq8b1RRofKAt2nThqlTpxIfHx9ym6ruA6alpeFyuQKjbU+V0+nkjTfeoFOnTvTq1atSAYP8/HwMBgM6na7M9QYPHsynn37K9OnT2bp1K8nJyYHBGqW9UA4lKyuL7777jnr16lVoRsTBgweDanWVxt/nK61OHJx6P9N/XgcOHKjQc0uowIb/+SRUcdVevXoxefJkTpw4QbVq1Vi8eDFXXHEF0dHRZbZvz549zJs3jwkTJpQZTPntt99KnfkaiqIovPLKK9SvX59bbrml1AFxpR0zNjaWQ4cOAaf2s7Bz507sdntQPz3US/inn346sB+fz8e7777LrFmzAte/WrVqtGnThoSEBPbv31/id1Wo59/SZGVllbtuZc8tMTGRpKQkVqxYwU033cTBgwfZuXMnd911FwcOHCixn7p169KmTRt+/vlnrFYriqKwatUqrrzyyhIDk86EU/n+Wq3WUuuOnPzs79elSxfMZjOFhYWl/s481fcJbrebI0eOnNLvBCgKuixcuJAffviBBx98MDBb72zM0BDnlgQMhLgEXHXVVRiNRpYtWxYIGHTv3r3UNEBWq5Xbb7+dgoICHnvsMTp37kyDBg3Q6/Vs3bq1xJQzv8WLF/P8889zzz338MknnwSi2P6X/YWFhSW28fl8uFyuEqPvPR4Pr732GpdddlmgwFlZevXqxWeffcaGDRvQaDSkp6eHHBVQ2XMrb4pucT179mTGjBlA0dTObdu2MXHiRB599FHatGkTNPL5u+++KzH9ODk5OfD/zWYzQODB8mT+zrb/ITAsLAyz2VxidHlFOZ3OMo8XHR2Noijcfffd7Nu3j3vuuYdevXrRuHFjjEYjWVlZzJs3L7BdWd8BKLpOxYNCiqLwzDPPAEUPv5MmTQrquFX0ugA88MAD/PLLL7z22mscPHiQmTNn8uabb7Jnzx5mzpwJFM1CKO6vv/4Kuh+l8bd97NixJVINlKW8+3+yKVOmhGxn8XZoNBq2bt1a7sNpRdSvXx8gaKqqn3+Zf53S/PXXXxw6dIjrrruuxGe1atUCigp8Q1EgSq/XhxxZ4x+Fd+zYsRKf/fLLL2i1Wnr27FlmW4QQQlxafvzxRxwOBy1btgwZcD948CDr168PFIr0GzlyJE899VTQuo8//nhQ4cfifZyTX0I6HA70ej1qtZolS5bw3HPPkZyczHPPPUfz5s0DfcLnnnuu1MCEf5T0ypUrueOOO1i0aBHt2rUL+eKpZs2aZGVllRigAP/ONDz5JVhF+rj+2X8+n4+cnBzmzp3Lf//7X5555plSR2tXdR/wr7/+Ajil0bLFffjhhxw/fjzQR6yMsLAwnE4nHo+nxEhbu90emJ1pMpn48ssv+eCDD/jss89KFLQ+1UEZTZo0YdKkSdxzzz3ceuutfPvtt+W+9PR6vezYsaPM9K/FzweKZrt26tTplNpUGv99HDRoUIWKCp/8ohT+DWSECgL06tWL1157jVWrVtGpUye2bt3KK6+8Uu5xJk2aRHx8fLnX5YknnigxM2nEiBGljq5fsGABW7Zs4f333y9z9HVZz2L+86zM8xD8W/TY5/ORl5fHjz/+yOuvv06rVq1o3bo1H330EVOnTqVDhw7cddddNG3aNDCw6s4772T//v0ljlX8+dfv7bffDhkYaNKkSWDGl9/8+fODsh9U9tz8bfnoo4+w2WwsWrQIk8lE9+7dQwYMoOiF9+bNm1m1ahVerxeXy3XWXnafyvfXbDaXet7+AM7J5/3KK69QWFhIVFQU77zzDn379g2kDK7otdy5cycej+eUnoEBOnfuTI0aNfjxxx958MEHWbJkCY0aNaJFixantL04f0kNAyEuAWFhYXTt2pXVq1ezbds2UlJSuOaaa0pdf+3atWRlZXHLLbdw++2306RJk0Bwwd9BCDUCqnr16rz55psYjUaefPLJQKoS/x+bbdu2ldhm8+bNXHbZZSVGV3z++eccOHCAp5566pQeZNq3b09kZCQrVqxg0aJFxMXFhRw9Udlzq8jDVHFhYWFcccUV3HzzzbjdbjZv3lyh7Rs0aIDBYGDbtm0hc8Rv2LABIJD7NTk5mePHjwflbfRbtWoVU6ZMOaWpwoWFhSE7g1u3biU6OprExER2797Nnj176N27Nw8++CAtW7YMBH5Ovpbh4eHUrFmTnTt3ljgPl8tFly5dgjrkn3/+OevWreOmm27i6aefJicnhxdeeCHwuf8luz/1UXE+n48///yTsLCwQG7fb7/9llWrVjF06FCuv/76QAfdaDTy4IMP0r59e95///2gWRFOp5ONGzeGnDp6Mv933D9V+2TTpk3jvffeq1Ce/5Pt3LmT+fPnM3bsWKpVq1ZqO7xeb8i0Q5s3b+aNN94I1LuoCP/0V//3rTj/A1GoVAzFvfXWW0ycODGQoqw4/3fSHyCIjY3F5XJx9OjREuumpKQE1imusLCQffv20bhx41Oegi+EEOLS4H859fjjj/Of//ynxH+vvfZa4KV+qFHKZfG/iA7Vz33ppZdo3bo1qampgUEpb775Jr169QoaQOJ/kVXaLNdevXqxefNmdu/eXWb+df/f4lD9I/9L6JPT41Smj6tWq6lWrRpjx46lVq1apb4charvA/7222/Url27RL2HsmRmZvL+++8zdOjQCgcaiktKSgq8kD/Z2LFjadeuXWAmRFhYWGDE9MSJE/nzzz/ZvXt3hdoN/+afP378OK+++mq562/evJnCwsJA/bGylNXfzc3N5eWXXy7xIrg09evXR6/Xs3379pDf+48//pgZM2YEBpP4+QNAJ58DEDI9Vp06dQIjzhctWoROpyt39sWKFSv4/fffefTRR0uk0TodDoeDt956i6uvvrpE/Y2T/f333yVSlKWlpZGRkRFIHVTWz4LVamXnzp3UrVu3xCDBu+++mwkTJnD//ffz7LPP8s477+Byufj0008B+OGHH9BoNLzzzjt069YtECxQFKXc31VnSmXPDYp+XzqdTtasWRNIl1xWtoL+/fuj1+tZtWoVq1atIjw8nB49epy5kynmVL6/TZo0IT8/nz179pRY1/8c53/2h6IBU99++y1du3Zl+vTpuN1unnzyycD3x38tS3sG3LBhAyqVKrDP1atXYzAYStTKK41arWbAgAGkpKTw008/ceTIEZldcJGQgIEQl4g+ffpgt9t5+eWXCQsLKzMdkb9jdHLhtaNHjwZGCfiLqp0sLi6Oe+65h0OHDgXy6CcmJtKmTRt+++23oBEzPp+P999/H0VRShTE+fDDD7n++uvLzYvqp9Vq6datGytXruSnn36iX79+IXP+V+bcXC5XqbMxTtXevXsBSp2uXRq9Xs+1115LRkYG06ZNC/rs119/ZcmSJdStWzeQ73Tw4MEoisKLL74Y9FCWkZHB888/z3vvvVdueie/N954I2gfH330EampqQwePBiNRhO4Jidfy9zc3MBIoeLXcuDAgRQUFDB9+vSg9T/99FNsNltgpFJaWhpvvPEGsbGxPPzwwwwaNIhOnTrx448/snTpUqDoBXbdunX56aefgopUQdHL+WPHjnHNNdeg1+ux2Wy89dZbREZGligcDUUPyk8++SSKogTVBFi0aBE2my2oUHdpEhMTad++Pb/++is//vhj0Gffffcd06dPZ/Xq1af1Pfroo4+oU6cOI0aMKHUdf3G7V155JeiFh9Vq5fnnn+f9998vkXP0VCQmJtK2bVuWLl0a1NHds2cPCxYsoEWLFmXWIgECQco333wzqA1///03n3/+ObGxsVx11VVB677++utB36Hjx4/zwQcfoNPpStyXnTt34vP5QuYJFkIIcelKS0tjw4YNJCQkBOU3L65WrVpcccUV2Gy2kGl3ynLdddehVquZOXNm0MvNw4cPs2TJEhITE0lMTAz0QbOysoK2/+677wIv3EvrX/fq1Quv18uTTz4ZyL8eyq233opWq+W///1v0OCRY8eOMXv2bMLDwwMz/fx9vNPpm2RlZZGTk1Nu/7aq+oBWq5WlS5eeUl+uuM8//xydThey31gRAwcOBGDq1KlBI4s3b97M+vXradOmTWCWweuvv85vv/3GjTfeyN13313hVK7FXXXVVXTt2pUFCxaUOpjF7+uvv6Z69eol0piE0rt3bywWCx988EGgNprf5MmT+fTTTzl8+PAptdFgMNC/f3/27dvHrFmzgj5bt24dr7/+Ot98802JQSAffvhh0EjpTZs2sXDhQpo3bx6oW3ayHj168Pvvv/P999+Xmsv+5GN06NCBfv36ndK5nKoffviBEydO8Pjjj5e7bmZmJh988EHg3263OxAAGjJkCFD0eyE8PJzPP/88UMcMin6PvPzyyzgcjlN6cev/3eSvVWYwGPB6vWRnZwetN2PGjEB9htJ+V50pp3NuLVq0oGbNmsycOZP9+/eXW4sgIiKC7t27s3r1atasWUO/fv3OaKCouK+++ipoUN7BgweZPXs2NWrUCNSAvOGGGwB4+eWXA4WoAVJTU5k+fTo6nS5wTgUFBTz77LMYjUaef/552rVrxw033MCWLVv4+OOPgaK/b/5ah1988UVQe+bNm8emTZvo2LEj8fHxeL1evv32W66++uoK/W3wP4O++uqrqFSqU8oQIc5/kpJIiEtEjx490Ol0bNmyheuuu67MP4KXX345CQkJfP/99+Tk5NCkSROOHTvGihUrMBgMqFQqcnNzS93+tttu44svvuCdd97hhhtuIDIykhdeeIFbb701kLomISGBtWvXsmPHDkaOHBkyMPDQQw9V6Bz9BXegZEG7ypzbF198wc6dO8nMzDylTrSfv+iToijk5+ezefNm/v77b9q0aXPKkfriHnnkETZt2sT777/Phg0baNOmDampqaxcuRKz2czkyZMDo8NuuOEGVq5cydKlS9m9ezdXXnklHo+HJUuWkJuby8SJE6lTp84pHXfTpk0MGTKETp06sX//fn777TcaN27MuHHjAKhXrx6tWrVi48aNDB8+nLZt25KTk8Py5ctxuVyYTKagB+d77rmHn3/+mZkzZ7JhwwZat27NgQMH+Pnnn2nZsiW33XYbiqLw1FNPYbPZeOmllwK5859//nkGDhzICy+8QIcOHYiOjubVV1/ljjvu4N5776V79+7UqVOHzZs3s2XLFho2bMijjz4KwAcffEBGRgZPPPFEqflKmzVrxqBBg/j2229Zvnw5R44c4ZNPPiEyMpKlS5cGHlL9/J3l9957j6FDh1K7dm3+85//cMstt3D//ffTrVs3GjduzMGDB/n555+Jioriueeeq8BdL8lms/HYY4+V2Xm74oorGDFiBLNnz+baa6/lqquuQq/Xs3z5co4dO8bQoUODRpDNnz+ftLQ0Bg8eHChyVZqnnnqKW2+9lZEjRzJgwAA0Gg0LFixAUZQS57Zu3TrWr19Phw4dAscbMmQIP/74I7/88gvXX389Xbt2JT09nZ9++gmtVssbb7wRCGbdfPPNrFy5kiVLlrB37166detGXl5eoHj7c889F0hj5Jeamgpwyt9vIYQQl4bvv/8eRVEYMGBAmaPpb7jhBn7//XfmzZvHww8/fMr7b9iwIePHj2fatGkMGjSI7t27oygKixcvxul0BgYjDBw4kEWLFjF+/HiuvfZaLBYLf/31F+vXr6datWqcOHGi1P51nTp1aNy4MX///Tddu3YtNc1MvXr1mDhxIq+99hqDBg2iR48eGI1GfvjhB/Ly8gJB+2nTprFmzRqAcv/+F+cveux2u8nMzOSXX37BbreXSMlysqroA65bt46PP/4Yq9VKbm5uqUVWV69eTe3atenVq1fgM5vNxtNPPx0y3UlFdO3alSFDhvDNN98waNAgrrzySgoLC1m0aBFms5lnn30WgD/++IPPPvuMhISEoLQsp+Oxxx7j+uuv57XXXmP27NklPs/Pz+fDDz9kwYIFJCcnl5pL31+gdsKECURERPDSSy/x8MMPM3jwYHr16kVcXBzr16/nr7/+omXLlqeU2qh4Gzdv3sxrr73GihUraNWqVVDf8JVXXikxAKygoIDBgwfTu3fvQEDIaDTy4osvlnqcXr16MXPmTPbt28fYsWPLbZfD4eDJJ5885fM4VTabjdGjR5ebxhOK0shMmzaNdevW0bBhQ/744w/27NkT+B0DRfn9X3nlFR588EGGDh1K7969qVatGmvXrmXPnj20a9cuZM2W9957LxAUyMnJCdQA8+934MCBbNmyhWHDhnHNNdeg0+lYt24d27dvL/d31ZlS2XPz69GjB3PmzCE8PLzc2RxQ9MLb/7x3NkfHq1QqbrrpJvr164eiKPz00084HA5ef/31wPuZQYMGBZ7nBw4cSLdu3bDZbKxYsYKCggKeeeaZwPPOK6+8wvHjx5k4cWJgpvajjz7KqlWr+O9//0v37t2pX79+4Dn1+eef56effiI5OZk9e/awZs0a4uLiePHFF9m5cycff/wxqampNGnSpMTvTP/z79atW5k/f34gsAFFMx6aN2/O9u3b6dixY9AMOnHhkoCBEJeI8PBwOnXqxK+//lpuQdCwsDBmzZrFG2+8wZ9//snGjRupWbMmAwcOZNy4cdx9991s3LiRwsLCQE684gwGAw8++CCPPPII77zzDo8//jjJycnMmzePt99+mzVr1mC1WqlduzZPPPEEI0eOLLGPe++9N2TBtrJceeWVGAwGYmNjS02PUpFzmzdvHjt37qRBgwY89thjp9yO4kWfNBoN1atX56abbuLBBx8MWYS5PDExMXz11VfMnDmTpUuX8tlnnxETE8P111/PmDFjgl6QqlQqpk2bxpw5c5g/fz7z5s3DaDTSqFEjRo8eHfQwVJ5PPvmEyZMnM3fuXCIjIxk5ciQTJkwIjHhSq9XMmDGDt956izVr1rB9+3bi4+Pp1q0bY8aM4c0332T58uUcPnyYOnXqYDab+fzzz5kxYwY//vhjIL3RrbfeygMPPIBer+fLL7/kjz/+oGvXrkFBn3r16nHvvffy3//+lxdffJG33nqLtm3b8vXXXzNjxgx+//13Vq9eTa1atRgzZgx33XUXZrOZ9PR0PvroI+rVq1eiQO7JHnzwQX788UcmT56MzWYLjF4qqyjX+++/z5VXXknt2rVp0KAB8+fPZ8aMGfzyyy/88ccfxMXFMWjQIMaNGxcyH39FdO3a9ZSmxz799NO0bNmSL774ggULFqDRaKhfvz4TJkwIjP7w+/bbbwMv9st7YdCiRQvmzJnDW2+9xcKFC9HpdFx22WU88MADJUb1r1+/nv/973+MHz8+EDDQaDTMnDmTDz74gO+//57Zs2djNpvp2bMn48ePD9QmgKJC5P5ia/519Xo9rVq14q677ioxIwkIPLhUdBaPEEKIi5u/AKN/tHdp+vTpQ0REBNu2bQuZCqIs48aNo379+nzyySd8//33qFQq2rRpw3333RcYLHL11VczZcoU3n//fRYuXIjRaCQxMZFnn32WNm3aMHjwYH755ZeQtX6gKC/33r17yx0te/vtt1OrVi1mzZoVKJCcnJzMvffeS7du3di1axczZsxAr9fTp0+fcq9LccVnXxiNxkD/YtiwYWVuVxV9wPXr1wdehM6fP7/Utv32229Ur149qI/cqFGjcs/pVL388su0aNGCuXPnMnfuXAwGA926dePBBx8kMTERq9UaeDk9adKk05pZUFxSUhI33HAD8+bNY+XKlSX6kPn5+YH6DDt27AiZNgn+LVA7YcIEoGgWaHx8PO+++y6rV6/GbreTkJDA2LFjueOOO0I+G5bG/4zz7rvvsmzZMmbPnk1MTAw9evRg7NixIWcMPPvss6xfv55FixahVqvp3r07999/fyBfeygtW7YkPj6evLy8wEvxsvzf//1fiRpjZ0JMTExg4FV5EhMTeeKJJ3jllVfYsGEDtWvX5sknnyzx3NynTx8+//xz3nnnHVavXo3L5aJOnTo8+uijjBw5MmRNs+L1RsxmM3Xr1mXcuHGB54Thw4ejKApffPEF8+bNIzw8nPr16/PWW29hMBgYN24cv/zyS4UG1FVGZc7Nr1evXsyZM4devXqd0kj5K6+8ErPZTFRUVKAO49lw7733kpeXx1dffYXT6eSyyy5jwoQJQe8uVCoVU6dOZc6cOXz99dd8/fXXmEwmLrvsMu644w6uuOIKoCjYOX/+fJKSkhg9enRg+6ioKB5//HEeffRRnnzySebMmUO9evX45ptvmD59Oj///DMbNmwgLi6OESNGMGbMGKpVq8b8+fP57rvvAFi2bBnLli0LeQ5bt27FYDAEBQyg6HfD9u3bJR3RRUSlnO3kY0IIIS4o/kJdGzZsCIzuutT06NGDDh06lJn7dd26dYwcOZJPP/30lPK+CiGEEEKIc8NfcDVU7aTiTqXPdzE6cuQIPXv2ZNKkSSVe/BV3qtfxbPO3w194+2KWnJwcsjCwOHsOHDjANddcw5gxY3jggQfO+P79RZ1DFck+X/jbuGLFijIHkvnT4548c2nixImsWLGC33777YwFPkXVkhoGQgghhBBCCCGEEEKIS4qiKMyYMQO1Wh2oDyEqZvfu3fz0009cc801Eiy4iEhKIiGEEEIIIYQQQgghxCXB5XJxww03kJ+fT3p6OkOGDDntFLKXmg8++ICFCxeyf/9+1Go199xzT1U3SZxBEjAQQgghTjJy5Mhyc/onJCQwfvx4EhISzlGrhBBCCCHEqejQoQPjx48vd71T6fNdjCIiIhg/fny5ufpP9ToKcaHR6/XodDry8/Pp378/Tz31VFU3qUo1bdqU8ePHl5uSuHhNvLi4OI4cOUJ8fDxPPPEE9erVO8utFOeS1DAQQgghhBBCCCGEEEIIIYTUMBBCCCGEEEIIIYQQQgghhAQMhBBCCCGEEEIIIYQQQgiBBAyEEEIIIYQQQgghhBBCCIEEDIQQQgghhBBCCCGEEEIIAWirugHnE4/HQ0FBAXq9HrVaYilCCCGEEKJq+Xw+XC4X4eHhaLXSdT/fyfOEEEIIIYQ4n1TmeUKeOoopKCjgwIEDVd0MIYQQQgghgjRo0IDo6OiqboYohzxPCCGEEEKI81FFnickYFCMXq8Hii6g0Wg8p8d2OBwcOHCgSo4tzj2535cWud+XDrnXlxa535eWqrrf/uP6+6ni/CbPE0KIs0V+xoW4+MnPuTgbKvM8IQGDYvzTho1GIyaTqUraUJXHFuee3O9Li9zvS4fc60uL3O9LS1Xdb0lvc2GQ5wkhxNkmP+NCXPzk51ycDRV5npAnDyGEEEIIIYQQQgghhBBCSMBACCGEEEIIIYQQQgghhBASMBBCCCGEEEIIIYQQQgghBBIwEEIIIYQQQgghhBBCCCEEEjAQQgghhBBCCCGEEEIIIQQSMBBCCCGEEEIIIYQQQgghBBIwEEIIIYQQQgghhBBCCCEEEjAQQgghhBBCCCGEEEIIIQQSMBBCCCGEEEIIIYQQQgghBBIwEEIIIYQQQgghhBBCCCEEEjAQQgghhBBCiAtart3Nbyk5/Jbm4LeUHHLt7qpukhBCCCGEuEBpq7oBQgghhBBCCCEqbtORXKb/nsIXm9JweHxFC3/NxqhVM6xtAuM616Nt7agqbaMQQgghhLiwnLczDI4dO0a7du1Yt25duet+//33XHvttbRq1Yq+ffsyb968c9BCIYQQQgghhDj3FEXh5eV7aDd1NbPWp/4bLPiHw+Nj1vpU2k1dzcvL96AoShW1VAghhBBCXGjOy4BBWloao0ePpqCgoNx1lyxZwmOPPUaXLl2YPn06V1xxBU8//TQLFiw4By0VQgghhBBCiHPrlRV7eebH3ae07jM/7mbSyn1nuUVCCCGEEOJicV6lJPL5fHz77be8/vrrp7zN1KlT6du3L08++SQAV155JXl5ebz99tsMHDjwbDVVCCGEEEJcIjo9v5B1Vv+/jjK8Pnw2bkBVNklcwjYdyT3lYIHf00t20S+5uqQnEkIIIYQQ5TqvZhjs3r2b559/nuuvv/6UggZHjhwhJSWFPn36BC3v27cvhw8f5uDBg2erqUIIIYQQ4hKgfrh4sKDI5weLlgtRFab/nlKp7Wb8fujMNkQIIYQQQlyUzquAQc2aNVm2bBlPPPEERqOx3PX3798PQL169YKW161bF4CUlJQz3UQhhBBCCHGJaPX4QnSKm36O1SE/7/S8BA3EuZVrd/PFprRKbfv5piPk2t1nuEVCCCGEEOJic16lJIqKiqrQ+v4aBxaLJWi52WwGwGq1ltjmVDgcjkptdzr8x6yKY4tzT+73pUXu96VD7vWlRe73xc3l8aHY9zKvYCqNvKm4VDpWGq4IWmedFex2+1lth3y/RHHbjuaXKHB8qhweH9uO5tOtYbUz3CohhBBCCHExOa8CBhXl8xV1llUqVdByRVEAUKsrN4HiwIEDp9ew01CVxxbnntzvS4vc70uH3OtLi9zvi9NvqTYeLpxFI28qAM8VTGeTrhm56oig9Xbs2FEVzROXqAKnp0q3F0IIIYQQF78LOmAQEVH0wHbyTAKbzQaUnHlwqho0aHBKKZHOJIfDwYEDB6rk2OLck/t9aZH7femQe31pkft9cfv22D6mWsbxdc79mHBxXBNLuFJILsEBg2bNmp3Vdvi/Z0IAhBtO7/HtdLcXQgghhBAXvwu6x1i/fn0ADh06FPSwduhQUUGvRo0aVWq/RqMRk8l0+g28wI4tzj2535cWud+XDrnXlxa53xenY4VuDmkTeNMymihfAR+E3YhHVbLrLPdenEutakVg1KorlZbIqFXTqlZE+SsKIYQQQohL2nlV9Lii6tatS2JiIkuXLg1avnTpUurVq0dCQkIVtUwIIYQQQlwoHEf+5ugHt6N4/i0I6/AUpbj80nQtM81DQwYL+jSOOWdtFAIgyqRjWNvKPeMMb1ubKJPuDLdICCGEEEJcbC6oGQZWq5V9+/ZRp04dYmKKHtDGjh3LE088QVRUFD169GDlypUsWbKEKVOmVHFrhRBCCCHE+Uzxejix5A0yv30OxeNCE1uPE1c8yNajeRzKsZW7ffN4Ga0tzr1xnesxa31qxbfrUu/MN0YIIYQQQlx0LqiAwfbt2xk5ciSTJk3ihhtuAOCGG27A5XLx0Ucf8c0335CYmMhrr71G//79q7i1QgghhBDifOU8upO090fhOLA+sCzjuxe5d10s692JeE9hH/ERUrtCnHtta0fxYr9knvlx9ylv89I1TWiTEHkWWyWEEEIIIS4W523AoGPHjuzevbvcZQBDhw5l6NCh56ppQgghhBDiAqX4vGT9OIXMb54GjzOw3IeaWcZBbHTF41WVvx8VUCtC6heIqvFkz8aoVCqeXrKr3HVfuqYJT/SoXG03IYQQQghx6TlvAwZCCCGEEEKcSc7jezn07kg8B9YGLT+iT+SRsPv4S5d8yvsK06mJDpN88KJqqFQqnuzZmH7J1Znx+yE+33QkqBCyUatmeNvajOtST2YWCCGEEEKICpGAgRBCCCGEuKgpPh/Zy98mY94TKC57YLkPFV+Yr+ct03CcKkOF9hln1ksBWVHl2taO4oObonhjQDM2pGSyY+9BmjWuT/t61eX7KYQQQgghKkUCBkIIIYQQ4qLk9Sns3f03ri/uRXvo96DPUrW1eNpyH3/qmlV4vyrAbNASZZQXsuL8EGXS0bVeNDG2YzSrF41JggVCCCGEEKKSJGAghBBCCCHOO16fwr6sQnLsbqJNOhrHmlGrVUGf786w8tfxfABaxUeQHGcJrJNpdTJ74xF8WxbT/6RgwZdhA3grbAQ2VeWKFmvUkOfw4PMplTw7IYQQQgghhDg/ScBACCGEEEKcV/wv+3dlWLG6PFj0WprEWRjRrjbVLQYyrU7eWZPC4l0ZZBUWFS6ONRvo3zSOMZ3rEROmZ/bGI/y8P4uYuN40qbWcBkeXc0RTg+cs97NO36LSbVOrIEynQa2C7RkFtKgVcaZOWwghhBBCCCGqnAQMhBBCCCHEecE/a+DdP1L461g+iVEm4iwGcu1uft6fBcD4rvX5ZEMqc7emUeD0YtFrAEjLszN3y1HCdBr6N63BrgwrMWF66sWE8Uurp9lqj+Y1zY1YVaZKt08FWPQaaoYbcMvsAiGEEEIIIcRFSAIGQgghhBDirCkvtZDf8XwHU1cfYMPhXPZmFWLUqtFp1MSFG6gXEwbArgwrK/dmsf5wLm6vQkyYLlDYNd53gtEpb/CXfjR/RQ/A6vIQZykqZJytjuRD8yisTu9pnYtJAzUseqwuLwmRJlrFy+wCIYQQQgghxMVFAgZCCCGEEOKsKC+1kN/xfAd3z9vGtmN5uLw+bC4vTq2a/SdsAHSsG02USUeG1cmRfDu5DjcqlQqjVg2KwhVZS7jx0DTCvFbq7UjleOfuWPRacu1uokw6cu0u8k8zWKAGIvXgUxQijDr6N40jOc5yWvsUQgghhBBCiPONBAyEEEIIIcQZ5/UpgToCUSYdOrWKtDw7+7Ks+BSFB69qiEatwutTmPrrAbYezUOnURFlNJDqseNw+9CqPWQVusi2ubE6iwIOtSNMRBl1pCg2jPYMxhybQsvcf4saV3MeQ7NhGqZa97Ivy4rX52PH8QJ8lTgHFaBVg9dXVOhYUalpGR9Ol/qxjGyfGHKmhBBCCCGEEEJcyCRgIIQQQgghzrh9WYXsyrASptOQXuAkq9CFy+vD6fHx9bZjdKkfQ6d6MYH1NGoVsWY9Bq0Gq8tDZqGLQpeXbJuLgycK0ahVXN0wlp6NY/n7WB7Ru+dz+7H/Ee4rCDrunzX6sy7qZo7m2bG5vWxMzSMtz16htmtUYNKpMeu1eHwKKAoatYoaJrjt8gQGtKwtwQIhhBBCCCHERUkCBkIIIYQQ4ozLsbvJd7o5mu8k3er85wW8Bq9P4UienS83p9GhTjQ5djcen4JZr8Hh8WHUaagRbsDtVci2uXD7FMx6LVfUjWZEu9qoCjO5fsvDuNIWBB0vVxvDN40eY3u1K4lXG6luVnE4x05GoQur+9QKFGsAg04FCpj1WhRAURQMWjVRRi0WrYcok06CBUIIIYQQQoiLlgQMhBBCCCHEGRdt0uHzwfECB2F6TaA4scPjI8yn4ViBk31ZhUSbdMSHG0gvcJLv9ABujFo1WrWKCKOOHo1ieaJnY5KrWyjYMI/9n47Faz0RdKzcJteT3+cV8vc7ifcq1I02sfZQDgVODy6Pp9y2qoEwnZor60VzwuFh+3ErVqcHk06DQavGpNNi1GmoZvARZZTusxBCCCGEEOLipa7qBgghhBBCiAub16ewO8PK2kM57M6w4vMpNIo1UzPCgM3lxeXx4XD7yLW7sbu9xIcb0KhU5NjdNIo106xGODFhOiIMWrw+hQyrC49P4fLaUUy+rhlJFg9HZ9xM2oybg4IFmvDq1J7wDZ2f+Jao2HgKXV6iTDqybW6yCl34FHB7y55doALC9GpqRhrpnhTHvBHt6FAnCrNBi0GrJtqkJ9qkI8ako36knkbVws7y1RRCCCGEEEKIqiNDpIQQQgghRKVlWp3M3niEXRlWrK6iwsRN4iyMaFeboW0SWHc4l2ybi0KXB71GTb3oMKLDdIQbtESbdGjUKka0qw3AjvQCjhc40apVNImz8GC3BtSIMOJzeLCnbAw6bnj7G6k5cgbaiOpA0YwGi15Lrt2NVqPC6fFidXrwlJONyKhV0bS6hWubxXNb+0SqWwzMuaUtU389wK4MKx6fQs1wA41ijFweli/piIQQQgghhBAXNQkYCCGEEEKISvH6FGZvPMLP+7OICdMTZzGQa3fz8/4sAMZ3rc+NrWqyeFcGJp2a2DA9UFTfoENiNI1jzQBUtxi4v1sD9mUVkmN3E23S0TjWHHg5rzZaqHXnLA5NuhqNpRrxI2cQ2fGmoLY0ijXTJM7Cz/uz0KpVOD0KBU4PKopmEYSKG0QYNDx4VQNuap1AcnVL4HjxEUZe7t80qD21zWp27dp5Vq6jEEIIIYQQQpwvJGAghBBCCCEqZV9WIbsyrMSE6akXU5Sqx1+rYFeGlYPZNm5rn4hapQqagXB1w0hGtKsdNFpfo1aRHGcBwONysfek4IG5yVXUunMWllbXoI2sUaItQTMVMgpQq0FRwKhVY3f7SgQMNED72lE82SMJnbZklk5/e7w+hX1ZhWxMyycr30MT36kVUBZCCCGEEEKIC5EEDIQQQgghREj+l+WhRv17fQqbjuSyPT2fSKMOi0FDtTA9KpWKKJOODKuTHLub5DhLmbMHgo5XmEvKJxM4fCydL1q8jtXtDUpxVP3KUeW2s1+TOPokV6dutIlPNxzB6nTj8Sl4fAoKRbMNdGoVdaKMxEcaOZBtCwQqTlY83VKe3YmrsIB9nsPc3qk+1S2GM3SVhRBCCCGEEOL8IQEDIYQQQghRQlm1CQDe+T2Fb7Yd42C2Da+isPFILvVjwuhWvxq5djcWfVGNAgiePVCagq1LODbrLjw5adQAGkUt4mjDQUEpju7v1gDNSYGGk9upUanIc3gIN2owGzTkOtzoNCpqWPQoqPD4FOrHmGibEEmWzU2O3R2yPSXTLelIKVBYnZKDTqcL2RYhhBBCCCGEuNBJwEAIIYQQQgQpqzaBT1HwKTB3y1FybE4URcHt9ZFt85Fvz+NonoNmNcLpmxwXqFFQ5rHs+aR//hC5v34YtPzq/e+wpNn1RJmKUh3tyrCyO8OKRq0KzFRoEBMWaGeUSYdGpWLjkVwyC13UizLSITGKP3w5HMy2UeD0Ui8mjFiznla1Isi0uoKCGic7Od2Sx+OmlkWLTatlV4aVfVmF5QZBxIXrww8/ZP78+ajVaurUqcOLL75ITExMVTdLCCGEEEKIs04CBkIIIYQQIsDrU1i2O5NfDpxAq1ZRN9oUSDMEsP5wLgVODy6vD5VKhU6jApUaj7co7U+2zYXHpzC8bULItEPFWbcv5+gHt+PJTg1anhrXmS2dXkZRF3VVo0w6DufaePePFOxuX2DGQ4xZR1qugzCdhvQCJ0fyHKQXOPH4FI5bXfgUGNQinu//Ok6WzUVMmI4mcRYyrS6ybS6ubhhbalAjx+7G6vIQZzHgUxRO2Fyk27yYwxUKnKXPTBAXvvXr1zN//ny++uorzGYzb775JpMnT2bSpElV3TQhhBBCCCHOOgkYCCGEEEII4N/0Pr8eOMHWo3mE67UUury0rhVBmF5LlEnH0XwHeQ43Hq8Pj1dBr9UQrlHh9PhweHzotWoseg15Dg/xEaGP43NYSZ/7KDkr3wn+wGBhedKDbKp1PfXM/77Iz7G5OJrnJNfmpk50WGDGw5qD2VidHiwGLRlWFz5FQa0qqlGQ7/Dw1/F8akXG0al+DBtTcwnTa8ksdP1TeDm2ROHl4qJNOix6LcfzHexMd5NhdVBQ6EKVm081swFFkeLHF6tq1arx3HPPYf7nO9isWTO+/PLLKm6VEEIIIYQQ54YEDIQQQgghRFAaIo1aRbhBi93tJSXHBsAVdaPJtbuJMhal/jmW58Tl82HWalGpil66a9Qqoow6vAqljsAv3PkzRz+8HXfmwaDlYc16ED/6Qzw7vGTvz4JsG1EmHbl2N6l5DgASo0zUiylKURRl0pHvcHM010GO3U2USYdOrSLP7sbh9aEGChwesm1uXB4fbRMiubFVLaLCdGUWXvZrFGsmqbqZWRsOU+D0EqZT4VMUXB4vBU4Pvx/MpkOdaKljcIFasGABzz33XMjlDRs2pGHDhgBYrVZmzJjB0KFDz3UThRBCCCGEqBISMBBCCCGEEEE5++tEm7C5vKTk2PH6fKTlOfjrWD4en0K3BtVQFNh3opBsu0KBw4Neq8bl9WHQqIkwaKkZbghZGyD9y0c4seSNoGUqfRg1hk4muvu9qNRqRoQ5gaKaBRlWJxa9lpbx4aTm2YkO0wdtmxhlYnt6AQU2D3qNGofHS6HLi9PrQ6dWkVXoYld6AWF6DVc3jKVPcvVy0yT5adQqutSP4ettx3B7FbRqFSqNmobVLFSzGNidWSh1DC5gAwcOZODAgWWuk56ezpgxY2jdujXDhw8/Ry0TQgghhBCiaknAQAghhBBCkFXo4mi+A7NeQ7bNTcua4QAczXdQ4PTgVQik8QEodHuYtT6VrEIXiseHWa+hhsVANbOepjXCQ9YG0JiDi8aGJXej1h0foanegD1ZhYFixhO61mdvViF/Hc8HINyg5dttx4pmOBQLROQ5PDSJs5BywsbRAidOjw+DVo1eo8bj82Fze8kqdHFrk9plph8KxetTOJxrJ9ygpWaEgUi9Grs1j0YJkRR6IMPqlDoGF7EdO3Zw7733cvPNNzNu3Liqbo4QQgghhBDnjAQMhBBCCCEucZlWJwt3HGd/ViFOr49ok45Ys54WNcMJ02tQFLi3U72gEfrP9E6mV+PqvPfHIY7mOzBo1dSKMNK0RnipL+er9X+E/E3f4TzyF3H/N4mYXhPIsrmZ/esBdmVYA8WMa0caQQVHch1YXR7C9BoyrC6cHi9AIFVRts1FtwbVSI618NnmNAxaNbFhehQg3+nBpFXTuLqZa5vWoLrFUKHrMXvjEdYeyuFgdiFqlYq6UUZq6lSoVJBrd2PRa0POohAXvvT0dEaPHs1TTz1V7iwEIYQQQgghLjYSMBBCCCGEuEh4fQr7io3ULy9Pv3+b2RuPsP14ARaDBmdh0aj84wVOjuY7qBtlpEfjOPokV0cBdmdYA/vvXC+GTvViQh7Tk5+JNqJ60LFUGi0J93wGKBjikwLHXrU/C51ahV6rJr3Awar9mXh90KpmBHWjTeQ5PLi8XgxaDVq1KpCqyD/jYWNqLsv3ZeH2+PAqCnqNmqRYM/ViTBQ4veQ5PRW6hv5aDlEmHbUiTKTk2NiZaeWEXsFrsFPg8nF1w9iQsyjEhe/999/H4XDw4Ycf8uGHHwJQv359pk6dWrUNE0IIIYQQ4hyQgIEQQgghxEXAPyq++Ej9JnEWRrSrXebo+t0ZVtYeysHnU0iKs7DhcC4FNjd2j5dCl4fqZgPXNI3jhM1V6v6L5/H3uRykf/c82cv/R4PnN2Ko1SToeIb4xoH/vy+rkM1H8zie78CngM3tJcfmIs/hQatWsTerELvbS+taEUBRXYEr6kSDGmpHmOjVOBatVk2Damba1o4ku9BFjFmPSashJkzHoRx7hWcCFK/lUC8mjBrhBkw6NQdOFJJpd1Lf4wsEKiqS4uhSNH78eHbs2MHKlSvPyv6PHTvGgAEDmD59Oh07dgz67Ndff2Xq1Kns37+fmJgYhg4dyt133x0o0F2Wp59+mqeffvqstFkIIYQQQojznQQMhBBCCCEucMVHxceE6YmzGMi1u/l5fxYA93drgCbEy+1Mq5Ppaw6w+mAWPqVoPygK0WYD0SoddpcXl9fLrPWHsbt9bD+eT2KUqdT92w9u5Oh7t+E8ugOAox+Mot5Tv6HShO5yZhW62H68gFy7iwiDDpvLi9XpxeNTAHB5faTk2ACoE23izyN5nCh0EabXYNFr2ZFewIh2takfE0asWc/uDCtQVAz5UI6dbJurwjMBcuxurC4PsWY9WYUuHG4vDWPNVDOpOZDu5frmcdzSrp4EC8rx/fffs2zZMhISEs7K/tPS0rjjjjsoKCgo8dmmTZsYO3Ys11xzDQ888AB//vknU6ZMwefzMWbMmLPSHiGEEEIIIS4WEjAQQgghhLjAnTwqHggUB96VYWVfVmHQLAAoCg68sWofX209Rp7DjaKATwGVCkx6LzFhOkxaNXl2D19vO4bHp2DUqtFp1MSFGwLH2ZVhZe/xHGL+mELWD5PA5w0cw3FoM/aDGwhr1Clku3PtbnLtblxeBR/g9vow6jW4HQo+BUw6DWoVZP5TkDnf4aFudHDAwuryEKbTkJbroNDlJctqJSXHTvP48ErNBIg26dCoVPyRkoNPUXB6fUXXxuelug5a1LBIsKAc6enpvPzyy8THx5e5nt1uZ/Xq1fTp0yewzOv1smzZMvr16xdyG5/Px7fffsvrr79e6n6nT59OkyZNmDx5MgDdunXD4/Hw3nvvMXr0aIxGYyXOSgghhBBCiEuDuqobIIQQQgghTo9/VHzUSal3okw6CpwethzNY+2hHHZnWPH9M3p/x/ECvtxylEKXF61ahf8VuKJAeoGTXJsLh8dHocuDw+MFFLRqFSk5drYdzcenKESZdJhPbMc9tRtZC14KChYY67al/gt/EtaoE16fEkh95G9DptXJj7vSyXcUBQ0OZdvIc7jx+XxoVEWBizy7G5vby7E8O5mFLuIsBlrVjCDKpKNeTBjRJh2Ld2aweGc6GrWKrvVjaFLDglmvISHCyISu9StU7BigfkwYeQ4PqXlFMxRybG5Sc22k5DjYm+thya5MMq3O07ldF72nn36aLl260KlT6ECR37x585gwYQKff/45UBQsePTRR5k4cSL79+8Puc3u3bt5/vnnuf7660MGDVwuF+vWrQsKQgD07dsXm83Gxo0bK3lWQgghhBBCXBpkhoEQQgghxAUu2qTDoteSa3cHBQ2OFzhIybbzzdZjaDWqoLoDP+3J4ITNhUYFFoOOQpcHu9uHVwGvAmq1GoNGjdenEK3XA6DTFIUVsgpd5FpttNj5Pp32f4BGKVZUWKOl+qBnib32cVRaXcjaCknVzdhcXrYfLyDSqEPr8uDw+HB7FcCHxaDB4fGR73TjLCwa4a/XqkmIKPnyP6vQSXJ1S2DGQ0yYnpRsG9k2NweybSVmVpTnYLaNSJOW2pFGjhc4KXB60GnUGLUqNHj5ad8JjAZDqWmeLnXz5s1j+/bt/PDDD2XOAgAYMWIEe/fu5T//+Q8qlYpNmzaxZMkS3njjDRo2bBhym5o1a7Js2TLi4+NZt25dic9TU1Nxu93Uq1cvaHndunUBSElJoWvXrpU7OSGEEEIIIS4BEjAQQgghhLjANYo10yTOEqgpEGXSkWNz8dexAkDBpDMTHab/N42P08Mfh7JxenyogQI8+BTl31kGgN3txaeARg0JkUUpXA7l2NCoVCTYD3LdysnULtwd1A5vjebohr1HtdadUKlVpdZWWLwrA5vLS6PYMHQaNQezbUSpVGRYnTg8XuzuolkGXq8Pj7doRoTV6WX5vixyHR7a14nCrNeSZXMBEGvWB7UjyqQjw+okx+6u8LXMsbvx+hSa1QjH7vYRptMQbdKhKD6yC2yYtOpS0zxd6tLS0pg0aRKTJk0iJiam3PVVKhX/+c9/8Hq9PP/886jVal577TX69+9f6jZRUVFl7jM/Px8AiyX43pjNRXUsrFZrue0SQgghhBDiUiYBAyGEEEKIC5xGrWJEu9r4FIX1qbkczXegUakIN2ioFx1G/WpmfIqCx6eQUeBg/l/H8P2TYsjtVfB5fPgUUKsIBA2cHgVF8ZIYZeSyWhFA0WfxKT/y0NFX0PHvrAKfSsP6hnewsu5owvaaaJJ3gBHtapNtc4esrZBZ6ORwjo3k6mZa/bPvrEIXMWE6TtiKAgSKT8HtKzq3MJ0Gm9uDw+1jU1oeXkWhfkwYdrePamF68hxujuTaMeo0VAvTkWt3Y9FriT4pRdOp8M/WSMu3o1YVzVgw6tRkF3rQqVXEhOmwujyVCkZczBRF4cknn+Sqq66ib9++FdpWpTpzMzV8Pl+Z+1SrJSOrEEIIIYQQZZGAgRBCCCHExaTofTturw+nx0ekSUuhy8O2o/lkFbrItrk5YXNRK9xAfLiRtHwHXp+CAv/MKFARH66nWZyF41YXEUYdGVYXUSYd8eEG8uPb4ss0gbsAgIKoRnxc/ynsNVoTa9IFZjEAdKwbjdXlIe6kOgKxYXp2UxQkqF/NTMe60WTb3Bw8UYjd7SXf7uZIvgOP4sWoVWMxaDFo1eQ63PgUhUM5dmqGG+lWP4a1h3LYnJaPRq3CrNdg1GqICdPRNzmOxrHmCl8+/2yNfScKcXp8eH1uHB41Do+PagY1KsBcyWDExWzOnDns3r2bhQsX4vEUBZMUpejL6PF4UKvVJV7WK4rCc889xzfffMPLL7/M2rVrefzxx9FqtWXOMihLRERRAOrkmQSFhYVAyZkHQgghhBBCiGASMBBCCCGEuMD5U//8euAEMWF6akUaSckuZEe6k1/3nyDGrCfT6iJMr6EooqBQ6PZSJ9qEV/FxvMCJohQVGo4P1zOwWTxajZowg43ESBN2t48MqxOLXsuVrVsQ22IqBbPvQnX1A3xsGIodbdAMAoBdGVaa1QgPWVsBINZswO72kpJtI8qkw+r0oFGraFEzghV7MylwevD4QFGKUiNp1UU1GPQaFTUjDAxuGc/RPAeoIM6ix+EuKtBc4PRQM8LI8LYJqCtRY6D4bI2vtx3jSK6dML2GOLOeMMVBrsNL20RLpYIRF7OlS5eSk5MTsj5A8+bNGT9+PBMmTAhaPnv2bL766itefPFFbrzxRgYPHozX6+WRRx6hcePGNG7cuMLtqFOnDhqNhkOHDgUt9/+7UaNGFd6nEEIIIYQQlxIJGAghhBBCXOD2ZRUGpf4pcLrJLHRhc3vJtrs5kufArNeg/6docYRRh0GjxuH20bleDBtT88h3uIkw6uibFEusxUBKto1GynFGtbsCjSGMHLubaJOOxrFmVKoGuJp2YrM7nrzVB4izBAcD/DUEwo3aErUVcu1ucuxu+jeNI0ynYU9mYSAY0a1BNawuDy6v8s9ECQWvT4XN7UWjUhFp1BKm11I3Ooxok55V+04QH26kY52iGQp2j5fsQhfVzHryHB7iIyp3PatbDDx4VUO61I/hy81pHMt3guLFbXNxRb1oRrSrXalgxMXshRdeCIzi95s+fTp///0377zzDnFxcSW2GTJkCDVr1qR3794AaDQaJk+eTM+ePSsVLAAwGAy0a9eOZcuWcccddwRSEy1dupSIiAhatWpVqf0KIYQQQghxqZCAgRBCCCHEBS7H7ibf6cagUbM7s4C1KTmB4r2KouD0KvhcoNV4aFrdjEeBwzl2cuwufEoY0aaivPzRJi1ajZqUE1aa7ptD/5R3iDaMoebwt0oc01CrKdEZ1pAzCPw1BGLNeka0qw0UzTjwBwaubhjLiHa1iQnTsy+rMBCM8PkUpvx6gLYJkaiA1Fw7XgVUioIP8CgKOo2ajolRRBi1gXRHKpWKav8UPrbotZUueFycRq2iU70YOtSJZl9WIcdzrWSlHaJfhzqYzYbyd3CJadCgQYllUVFR6PV6WrZsGXIbs9kcCBb4abVarrvuutNqy5gxYxg9ejT3338/Q4YMYfPmzXz44Yc8/PDDGI3G09q3EEIIIYQQFzsJGAghhBBCXOA8Xh87061k21wUurxYnR60GhUmnQaNWoXHV1TgONKoJSkunDC9BquzaD2by0eTOAs1I4xEGDXkHNnLTXtfokHeZgByfppKxOWDMSdfWeK4/nz/J88gyLa5uLphLI1jzajVKu7v1iAoMOBfDpAc929O+bWHcrC6ilIKJUaZWH3gBAezbdjdXgDizAZuuqwWI9snkm1zlxmsOFM1BjRqFclxFuqEa9hRoJWZBReATp068fbbbzNt2jTGjRtHjRo1ePTRR7n99turumlCCCGEEEKc9yRgIIQQQghxATue7+C1Vfs4nGvH4fbi8Sn4FMCr4MBHfLgBh8dLgdNDvsNDVqELk0tDfLie5o1jGdg8nmpmPRatip8+fZXLtr6JwWf/9wCKgn3vmpABA3++fwg9g8D/ct3/0h2K6i3sLSV4EG3SBYIA9WLC6NckjqxCF38fz0erVjPxqob0axKHWq0iJkxfbrBCVK1XX331rO6/Y8eO7N69O+RnvXv3LjF7QQghhBBCCFE+CRgIIYQQQlygvD6FqasP8NexfKJMWuxaNdmFLgB8CqhVEGnSEq3S4ThhQ62C9AInUSYdzeMjeLBbA2pEGHFkpLD+9VvoeOz3oP1nG2qyr/tkRvQfXmobqlsMZc4gKC7T6uSTDamsP5xLrsNNlFFHhzpR3NY+keoWQ8gZC4UuL5FGHVc3jA0EC+DUgxVCCCGEEEIIIU6dBAyEEEIIIc4yr08p9YX6yZ81iAnjQLat3JfvUFTseGe6FbUK4ixGfIqC16dQ4PDgQ0GlAqdHwenxYNJrqBlhJNKkxeNTOGFzMefPI9zo+gnrN48R67QG77vRUBbWG49KY6FTVmFQ6qCTFZ9BUNY1eGdNCnO3puH2KqhUKlIUG9vT87G5vDzVO6nCQYCKBCuEEEIIIYQQQpRPAgZCCCGEEJXg9Smk5HuwpuYRH+Utc1T97I1H2JVhxeryYNFraRJnCbwYL/6ZRq0iz+4h0qjFqyhB61a3lCy06y9sbNZpcXi8RBl1RBq1uDw+HB4voCLf4UYFRBp1RBp1RJv0RJl0eHKOUP/3F7DmrA3aZ2FYTTZ2fIn0ml0w291npIAwwO4MK4t3ZVDg9BITpsOoVePw+Mi2uVm8K4MbW9eiWXx4hYMApxKsEEIIIYQQQghxaiRgIIQQQghRQZlWJx/9cZi1ewvQHz5MpMkQ8sW+16cwe+MRft6fRUyYnjiLgVy7m5/3Z+FTFAB+PXCCmDA91c16fk/JJjXPQWKkiU71osl3eALpee7v1gCNWhU0IyHX5iY+3EB6gYN8pwf4N5e/V1FT3aKnRY1w4sINONxeNGo19WLCMNizuGbNTejdBUHntbX2YPZ3egqPrugF/JksIPzX8XyyCp1Y9JpAkWKjToPL4yOr0Mlfx/NpFh8OnPkgQFkzPIQQQgghhBBC/EsCBkIIIYQQFeAPAqxOyUHlU6ht0VHg8pV4sQ9FKYN2ZViJCdNTLyYMIPCyfH1qLigEPjtR6MKngEWvwacUFS6uE20iz+Hm1wMnSK5uIcqk5cstaezLsuHx+Ygy6nB4fIQbi7p0drePfIcbs0FL61pmHrq6IY2qmTlR6OJ/aw5S7Z9jO02xHKnTjwb75wHgC49n0xUv87WzOTEFaqJM7oumgHBZMzxCzdoQQgghhBBCiEuZBAyEEEIIISrAHwSINmkJ02mJNOqoZil6Eb8rw8q+Yvn+c+xurC4PcSe9mI4y6Tia7wCgVqQRALvHi8vrI9ygxeX1kWNzsTfTytF8B7l2N3uzrOTZPeQ73ahUKgwaNeEGLVqNinrRZlrVMpNe4ESjVtG0hoUHrywqaAxF6YAsei25dncgYLG5zaPEHFnNgai2VB82hb4N65C1Ke2sFRBuGR9BrNlAWp4dvVaNUavB4fFS4PSQEGmiVXzEaR/jZGXN8IDg4I4QQgghhBBCCAkYCCGEEEJUiD8IUM2kxVUso0+USVci33+0SVfiRT3w77+Vf/+/SatBr1GTa3dh0Gr4+3gB+Q4PKnx4vArpBU4KnB5UKhVhOjVur4LD40XtLdrmvq71qWbRl0i548lLJyFnH03i4gMvyg1aFZuOFDI34X/ow2O5fI+N7XlpDG+bQJ7Dc1ZS9zSKNdOhThQ/7HCSa3dj0HpRFIgw6ujfNO6s1CEoa4bHycEdIYQQQgghhBASMBBCCCGEqJB/gwAuwootD5Xvv1GsmSZxlsCLen99gWybi24NqgFFNQyAokLHPh8ZhS50anUgLZEKBZ1GjV6jBkAFmHQavIqCohS9/D9hc2F1e7i2bo2gtuatm8vxT8eBWsMtT20CYtmRUcCG1DxOFLqIi6hOm9qRuDyhUyqdKf60QDk2NxFGLfmOonoLTWtY6Fa/GiPbJ56VmgJlzfA4U8WchRBCCCGEEOJiIgEDIYQQQogK8AcBVu7NINfpQWdxY3WHzvevUasY0a42QMhUP37rD+eSlmfH7VMI02nQqdXkOdx4fAo+wOn1otcoeBUABZ+ioFWrcHt9eBUFjSr4ZbsnP5Pjn44jf8O8wDL3Nw9x/5gvWbY7kyyri7rRJlrVjEBVbNuzMer+5LRA3RpUIzXXTlahi6Zx4dx3ZQN0WvUZO15xZc3wOFPFnIUQQgghhBDiYiIBAyGEEEKICvAHAdxuN2v3FpJZ6CbSZCg13391i4H7uzVgX1ZhiVQ/mVYnPgUKnB6OFzg5UegiyqQjNkzP9uNufCrQqVS4fQrKPzMKvAq4vT48PhU+RcHh9lI3xkzzGuHszrBS8Od8whZOhMKs4IYrCiqvi6gwHWF6DXEWQ1Cw4GyNug+VFigmTE9Kto1sm5sD2bazlhaorBkeF3oxZyGEEEIIIYQ4GyRgIIQQQghRBq9PKfGyv7rFwLjOdWikzSM2oQ7xUZYy8/1r1KoSL8W9PoV3fk9h7pajONxesm0urC4vmYVuUtQ2vL6i9QzaojREPkXBv3uHp+hDk05DjNnAVQ2rsWLLbhJ/fY4mR5cEH9tSjfiRM4jseBMA0Sb3GR91H+oa+a9FVaYFKm+Gx9lIgySEEEIIIYQQFzIJGAghhBBClMKfe39XhhWry4NFr6VJnIUR7Wpj0aioF6GlWWIkJpOpwvvenWFl8c4M8uwufBTNHChKOQRuX1GQQAW4PApadVFxYAVwenyY9VosBg1N4ix0rVeNqIPLaLn2GSJcJ4KOkV6nN50f+hRDdHxg2ZkedX8838HUXw+wK8OKx6dQM9xA0xrhjGhXm+oWQ5WnBSprhocQQgghhBBCiGASMBBCCCGECOHk3PtxFgO5dnfgRfvd7Wue1v7/Op5PVqETg1aDze3FqyiogH9iBoH/VavAYtBydaNYHG4vigIDmsXTLD6cGLUN3/ePwZ+fB+3bqY9kWZNH2Ff7Wmq5LSQX++xMjro/nu/g7nnb2Ho0D41ahVmvIb3AyeFcO1BUQPl8SAsUaoaHEEIIIYQQQoiSJGAghBBCCBFCqNz7/hHyuzKs7D9hO+V9hUrZA6AoCg6Pgs3lxev14X9Vr0AgeKBSgUmvocDhQaNWcXXDWG7vWAe1WsXhN2/Fui04BdHRWlexscN/OK6KwVpKyp8zMere61OYuvoA247lodOoiDXrcXh85Ds9AOxILwgUUJa0QEIIIYQQQghxYZCAgRBCCCFECOXl3s91eDiVMeulpTVKqm7G44Mcuwu3V8Gn/LuNVg0mrRqPT0GlAp8CZr2WK+pGM7xtAnv/edEf1eMp+HsZ+Dw4tRa2tnuSlPqDQaUiN9tWZsqfyo669wc/thzNY/3hHDw+BYtei0+BKKMOcOPweDle8G+w4kJPC+T1KezJLOSvLBfazEJa1jZeMG0XQgghhBBCiIqQgIEQQgghRAjl5d6PMmrxFJS9D5fHx5s/72dNSjaxZj11okzkOTys2pfJqv1ZGHVqdGoVPl9RwMAfM9CgQqNWo9OATqOmR8NYnujVmBiTjjmb0ooFHyz0bzWWiPQ/mZX4KJqoRKIcnrOW8qd48GNPVgFbjxbgdHuxOj2E6TSE6TVEmrTkO7xo1aqgYMWFmhbIf85/H8vlaKaVX7MP0aJmXqBGgxBCCCGEEEJcTCRgIIQQQohLTqgUQSePGC8v936jamHsyix9n1FGLVNWH+D7v4/j9PqwubzYXF5a1Yogz+FmZ3oB8eEGooxFMxYyrE6cHgVURUEClUrBpNPSJiGK1/vUQbPxfWYbB/Dzgeygmgqzwm/m8qZjaG3Qsiez8Kyl/Cle0yHapMPq9OL2+vAqCi6vD7UKHB4fuXYPZr2aJnGWc1Kf4Gwqfs6RBjUxRjVury/wnbi/WwM0MtNACCGEEEIIcRGRgIEQQgghLimlpQg6ecR4+cWBfaXuM0ynIcPqKgoCeL1EGvV4FYWUnKJiwEatigxrUSoik15DmF5LcnUdNo+PAqeHGhYDtSONNIsPZ3z8EQpebY87KwVDswxi6txcoqbCkXwnD3RLYEBz1VlL+VO8pkO4QYvPpxBh1GJ1eotSJ6HC5fUBKlrXiuDBbg0u+LQ9xc+5doSOTI+V6tEmjuS72ZVhDdRoEEIIIYQQQoiLhQQMhBBCCHHR84/+zyp0sXDHcXYcLwgapV/aiPGycu/b7fbAvv2j0P37PJRjY+vRPCKMWqJMenyK8s/LfTeZhU6yC1043F5sWjXVLUXFggvdXsINWlrGh3Nj61q0jtUSueolcr76X6A9XXdNJT2hG9AwsMxfUyHf6eGKutFn7RoWr+lgdXlw+xRqhhvJUjspcHoxGzREaXQYtGoeuqohNSKMZ60tZ0p5M03Kq2MRqqD0haBnz55lfq5SqVi+fPk5ao0QQgghhBDifCIBAyGEEEJctLw+hfWHc/hycxrH8p0UujwcOGHDYtDQJM5CmF4bGKVf2ojx8nLv7z9hC4xC94/8tzr1aNQqFAXCdBrS8h3YXF5AIcPqwunxokaF3e0jNddOfIQBr08hq9BFr6TqXGs8wPFpt5OTvi/oWOlRLch1KsQUW+avqVBaceMzpXhNh3CDFr1GjfefQIjFoKVpjXC8PoXYMD2NLoBURKcy06T4OVt0JetYnO1rfrakpaWh0Who3749NWvWrOrmCCGEEEIIIc4jEjAQQgghxEUp0+rkkw2pfL3tGEdy7YTpNYTpNNjcXpxeL1uP5nNF3WhUKtVpjRjPdXhKjEI36jSY9RryHR4M2qK893l2D4UuL4oCRp2ahEgTeQ43hS4vR/OcVAvTY1a7uT7lbQ7PexcUJbA/ld5E9Rsn8aO+PykHssnPtpWoqXC26wUUr+mgKApmvYaD2TZUKhX1osMw6zTk2N00rRF+3tcuCDUrJNRMk+Ln7PV68Lp82HLs5Dl95+Sany2PP/44ixcvZt26dVx++eVcd9119O3bl+joszdDRQghhBBCCHFhkICBEEIIIS46/hfCi3dlkG1zEWHUoteqyXN48CoKWlRkFbrItrmpZtaf1ojxKKOWMJ2GQzk2rE49Rp2GaJMWg1ZNgdODy+MlyqRHDTg8CmogXK/FoFHTONZMutUFisIVqr2MOvAKEYWHgvZvatSZWnfNwhCfxAirE1TqUmoqnN16ASfXdIi16HF5i4IasRYdBq2GqxtGnpO2nK7itQlOrgdRfKZJ8XP++1gumQ4ftcLVXN0w5oI4z9KMGjWKUaNGkZqayqJFi5gzZw4vvfQSnTt3ZsCAAfTs2ZOwsLCqbqYQQgghhBCiCkjAQAghhBDnnfJyy5fH/0LYpFNj0Kox67UYdWoUBU7YXLi8Cjl2FxmFTgqcntMapR9p1JJhdbH1aB4atQqzXoNRq0GtKppJoFWp8CpFxY0jfQoWgxa720ue0wMqiFB7uDbtI4bkzEPNv4WUVToDcUNeJqbvA6jUGqDsmgrnwsnHjzBoUakgz+E55205HRWpTeA/57+PnGDzThdtmtalZe1qF8R5licxMZF7772Xe++9lz179jBv3jyeeOIJdDodmzdvrurmCSGEEEIIIapApQMGUixNCCGEEGfDqeSWL4//hXBsmIHj+U4cHi9GnRqTTk244Z/ujwKFTi+RBl2lR+l7fQpztx7H5fUSZ9HjcPsodHnItXvQaVToVKBWq1GrwKzXYNCo8PhAa9ASadTi9iq0yFrJ/+XMDdqvsUEHEu76BEOtJiWOWV5NhbOtqo9/JhSvTRBlKr82gUatIqm6GU+mnqTqF0ZQ5FTl5uaycuVKli9fzpo1azCbzXTv3r2qmyWEEEIIIYSoIpUOGEixNCGEEEKcaaeaW748/hfCTo+XWLOelBwbAC6PD69PISHCQMe6MQxsHk81s77SI+NTrV52ZxUSH26kY51osm1ubG4v6w/ncMLmQq8pClLotWoKnF5UKrC5fJh0ahrHWih0ediru5ajyq/USv8DlVZP9cEvUO2ah1FpZCLo2VK8NgFwzutBVLWjR4+yfPlyli1bxqZNm4iNjaVXr17MnDmTDh06oNFoqrqJQgghhBBCiCpS6SdRKZYmhBBCiDPtVHPLl6f4C+HoMB12t4HjBU5sbi+1I01c2yye29onnvKMhdIUuHwUurzUjDSgUqmoZtZDoQtFAYNGXRTwcBSlt9GqVTg9PoxaFTFhejw+hVizga71q9Fi0Cc4Pr+H+FunYazd4rTaJMp3cj2Gc10Poqr17NkTi8VCt27dePPNN2nZsiUqVdE5p6enA1CrVq2qbKIQQgghhBCiilQ6YCDF0oQQQghxphXPLa8oCtk2N3aPF0VRKHB6gnLLl0WjVjG8bQIZhU52plsJN2qpEW6gVoSRoW0S6Fgn+oy8FA7XqzHrNUGpbeweLza3B4tBS8ua4aTmOsgqdIHPzdATX2Bo3pfePfuiUqmC8/4/vvK02yNOXVXXg6hKiqJQUFDAokWLWLx4cch1du7ceY5bJYQQQgghhDgfnPZcdymWJoQQQogzxZ9K6HiBg53pbrIKXbi8PpweHzFhehRFOaX9ZFqdfL4pjSyrC69PQadW07CamQe7NaBGhLHU7SpabDnRoiE51syaw3lA0WyI7EIXPgWMWg0JkSYSIk1wfAddNjxJbetu2LWOJiNvQK07vdkN4vRdDPUYKmPSpElV3QQhhBBCCCHEeeqMJMeVYmlCCCGEOBMaxZpJqm5m1oZU8h3uQIFih8dHgdPNmoPZdKgTXWYdg5PrIDSKNZNrd7MjvYA5m9JKrYNQmWLLGrWKYW1qotPpAqltYsx6WtWMxOnxcvhEAVcdmUPbnTPQKv/MjsjYRea3z1HjpldDtv1SHPEuzq3BgwdXdROEEEIIIYQQ56lKBwykWJoQQgghzjSNWkWX+jF8ve0Ybq8PjVqFXqMmMcpEtEnHnszCcusYVKYOwukUW65u1pdIbRNl1PLdyl9ovOph4nP/DlrfUKsZEe1vLLGfygQshKis7OxsZs2axbp168jPzyc6Opp27doxatQoqlWrVtXNE0IIIYQQQlSRSgcMpFiaEEIIIU6Ff9R8VqGLAoeHCJOWamH6UkfPq1Qq6sWYSK5uRqdRY9RpqBamI8/hIcPqLLeOQfE6CMVFmXSlbn+6xZaLp7ZRfF5O/DiFbgufRvE4i52Ymmr9H6X69c+h1genRTqdgIUQFXX8+HFuvvlmsrOzueyyy2jWrBmZmZnMmjWL7777jq+//poaNWpUdTOFEEIIIYQQVaDSAYOzVSzt119/ZerUqezfv5+YmBiGDh3K3XffHQhGnMzj8fDRRx/x9ddfk5GRQd26dbnnnnvo379/hY8thBBCiDPLP2p+89E8th8vwO7yYtJraF4jnDYJkSFHz0ebdEQYdLi8PmpHmQLLc+1uLHot0f+8yC+Nvw5C8ULE5W1fmSCD16dwINfNjm3H0Rv0tKoZQX3vMY59OBr7vt+D1tXXTKbWnR8T1uiKkG0+3YCFEBUxefJktFotixcvJjExMbA8NTWV22+/nSlTpvDqqyVTZgkhhBBCCCEufpUOGJyNYmmbNm1i7NixXHPNNTzwwAP8+eefTJkyBZ/Px5gxY0Ju8/bbb/Pee+8xbtw42rZty9KlS3nwwQdRq9X069fvjLdRCCGEEKfGP2p+1f4sjuc7yLW7UKtUuOw+dmVYybW7gJKj5xvFmmkSZwmMro8y6ci1u8m2ubi6YSyNY81lHrcy21c0yJBpdTLt1wN8tyUXm1KAGoWbbT9w07H30Xod/66oUhHT9yHihryIWm+iNJUJWAhRWb/99htPPvlkULAAIDExkXHjxvH6669XUcuEEEIIIYQQVa3SAYOzUSxt+vTpNGnShMmTJwPQrVs3PB4P7733HqNHj8ZoNJbY5ptvvuG6665j/PjxAHTu3JmdO3cyZ84cCRgIIYQQVWhfViE70gtwuL0UOD3otRpqWPTkOTz4FAWtRh1y9LxGrWJEu9oAgULCFr2WqxvGMqJd7XKLAFdm+4oEGbw+hU82pPLNX+lk27xEW7RYfDb6HZsTFCzQ12hUNKsgqUu516oysyKEqCyv10t0dHTIz2JiYrBaree4RUIIIYQQQojzRaUDBt99912561x//fWnvD+Xy8W6deu47777gpb37duXDz74gI0bN9K1a9cS27ndbiyW4Cn60dHRHD169JSPLYQQQogz70C2jU1peeQ53JwodKHXqLG5PITpNPgU0KlVWF2ekKPnq1sMJQoJl1bzIJSKbl+RIMO+rELWp+bi9vqINKiobjGgVpv4KHEiD6c8BYCq6xgajJyM2lD2bAi/051VIURFJCcn8/3339OtW7cSn3333XckJSVVQauEEEIIIYQQ54NKBwwef/xxVCoViqIABP1//78rEjBITU3F7XZTr169oOV169YFICUlJWTAYNSoUbz33nt0796dtm3bsnLlSlavXs1DDz1U8ZMSQgghxBnh9Sn8sj+LbJsLRQHtP8GBgn9qAIfpNOzMsHJZrchSR88XLyRcGRXd/lSDDDl2N7l2NyqVCr3m3892xHTl64LhHIvvwm19hp1ysMDf1tOZVSFERYwdO5Y77riD3NxcBgwYQGxsLFlZWSxcuJDff/+dadOmVXUThRBCCCGEEFWk0gEDKKof0LRpU7xeL3369GHmzJk0bty4UvvKz88HKDFbwGwuetgubWr0iBEj2LhxI3fddVdg2ZAhQ7jzzjsr1Q4Ah8NR/kpnmP+YVXFsce7J/b60yP2+dMi9/teezELS8+zEhunIc7jJ9frweBUUQEVRQCHD6iTH5qSmSYXdbq/qJgfUCddQJ1wDgNMZfC8VRSHsz4+5+dAfTDLfhcun4PP5ALC5PMyOHU2r6uGYVN4Kn5NFA3e3r8n+EzZyHR6ijFoaVQtDrfadV9fnUlVVP99n43hdunThtddeY/LkyaxZsyawPDY2lldeeYXevXuf8WMKIYQQQgghLgynFTCIi4sjISEBr9cLgNFoJCEhoVL78j9sq1ShR9Cp1eoSy1wuF8OHDycrK4sXXniBBg0a8OeffzJz5kzCwsJ4+umnK9WWAwcOVGq7M6Eqjy3OPbnflxa535cOudfwV5aLY1lW6phUHHB6QfGhVoF/MmK4TiFCr6A4rCzb+Df1Ik6rS3JOqAqOo1vxEtrDa+kEtItvxs+69rhzigY12Dxg1qlI1NpxZaSwI7PyswIsgKcAdmWembaL0+P1KaRavRS4fKTk76FOuAZ1KX3WC8WgQYMYOHAgBw4cIC8vj8jISBo0aFBqX1wIIYQQQghxaaj007larcblcgFQWFgIwNSpU/nf//5HbGxshfcXEREBlJxJ4N/3yTMPAJYuXcru3buZNWsWnTt3BqBDhw5ERETwn//8h//7v/8jOTm5wm1p0KBByALLZ5PD4eDAgQNVcmxx7sn9vrTI/b50yL3+lzazkF+zD+H2+mgdoaLwUC46jQqH24dWo+LyWhHEhOnIsrmJTahDs8TIc9Y2r08JMYq/9JekiqJg/WM2J756FMWRH1j+cO509ia+TzZhqFUq6kTo6ZtUjbs6JlLdrD8XpyLOgcxCF19sPsaO9HzSs63UiImkWQ0Lw9rUPCf32f975WxQqVQ0bNgwaNn+/ft54YUXAv9u1KgRzz777Fk5vhBCCCGEEOL8U+mAQVxcHH///Tft2rVj7dq1mM1mcnJy6N+/Pw888ADDhg2r0AilOnXqoNFoOHToUNBy/78bNWpUYht/YeO2bdsGLW/fvj1Q9MBTmYCB0WjEZDJVeLszoSqPLc49ud+XFrnflw6519CitpEWNfP4eX8WWrUKg1aDw+NFp9VQL9pEUo0IDuXYiTQZiI+ynLPrlWl18smGVNYfziXX4SbKqKNDnShua59IdYsBKAoo+OsYRLmyMC18kMKti4L2o41OoO7w//F4QTwOSw30Bj2takaQXN0i9QYuIl6fwtfrjrLmcB6RBjUxRjU+VKw5nIdOp+P+bg3QXID3e+TIkaV+ZrVa2blzJ+PGjQOgRo0a56pZQgghhBBCiPNApQMG11xzDW+88QY//PAD+/btY/Dgwdx+++08/PDD/Oc//+Hrr79m/vz5p7w/g8FAu3btWLZsGXfccUcg2LB06VIiIiJo1apViW0aNGgAwMaNG4MKIm/atAmA2rVrV/b0hBBCCHEaihfx3ZFRgD7HToHTQ7RJS92YMA7l2Mm2ubi6YSyNY0+9OPDp8PoU3lmTwtytabi9CiqVihTFxvb0fGwuL0/1TiLb5mL2xiPsSi+g3uGF9Ns1GZ+nIGg/kV1vI374VFxqAw127KBZs/hLPkB0sdqXVciuDCsxYXpqR+jI9FipHm3iSL6bXRlW9mUVnlZh7qqyfv16mjVrFqgVFsr48ePPYYuEEEIIIYQQ54tKBwweeughLBYLf/31F927d+euu+5Cr9czd+5c5s6dy5QpUyq8zzFjxjB69Gjuv/9+hgwZwubNm/nwww95+OGHMRqNWK1W9u3bR506dYiJiaFHjx60bt2aRx55hAkTJtCgQQO2bdvGO++8Q/fu3UMGGYQQQghxblS3GLi/WwP2ZRVy4EQhv+w/wYlCF1anB4tey9UNYxnRrvY5G5G/O8PK4l0ZFDi9xITpMGrVODw+sm1uFu/KYHDLmizbk8nGnbu56cAbJGWsCtpeExlPrdHvEd5mQNECKUR80cuxu7G6PMT9M/vEL8qkKyrabXdXUctO3/PPPx+yr7xlyxaGDRtWBS0SQgghhBBCnA8qHTDYsmULo0aNCjky6eabb6Zfv34V3menTp14++23mTZtGuPGjaNGjRo8+uij3H777QBs376dkSNHMmnSJG644QY0Gg0fffQRU6ZMYcaMGeTl5ZGYmMiYMWMYNWpUZU9NCCGEEGeIRq0iOc5CcpyFPslxgVQ/0SYdjWPN5zR9z1/H88kqdGLRa4gy6QAw6jS4PD6yCp0s35uJd+t8HvrrFcLcuUHb7qp1Dc3umUl4vTrnrL2i6kWbdFj0WnLtbiw6XWB5rt2NRa8l2qQrY+sLkxQ9FkIIIYQQ4tJW6YDByJEjmTt3bqmj+CMjK1e8sHfv3vTu3TvkZx07dmT37t1ByywWC8888wzPPPNMpY4nhBBCiHPDHzw4ryjg8vpweHwcyrHR4sTfQcEChyGGX1s/w/rIK7lPFV517RRVolGsmSZxFn7en4XX68Hr8mHLsZPn9J3TdFpCCCGEEEIIca5UOmCgKMqZbIcQQgghxFnVMj6CWLOBtDw7eq0arVrFsXwHeQ4PRq2GXRlWNkaPoFHWauIKD5Japx+b2j3LbpsRi0Z9UY4mF2UrXovj72O5ZDp81ApXc3XDmHOaTutsGDVqFFFRUVSrVo06derQrFkzunTpUtXNEkIIIYQQQlSxSgcMAL7++mt+/fXXkJ+pVCrGjRt3OrsXQgghxCXM61POaAqj5DgL/ZvGMXfLUQpdXvJtTgo9CjqNmkaxZuLMelJzHbxZ4xE6heeR0eA6cm3uc16cWZxf/LU4/j5ygs07XbRpWpeWtatd0MGCefPm4XA4sNlsHDt2jNTUVJYtW8Zbb71F9erVq7p5QgghhBBCiCp0WgGDr776qtTPJGAghBBCiMrKtDqZvfEIuzKsWF1FRZKbxFkY0a421U8qQHuqNGoVYzrXI0yn4fjab+l9bBpPJ7xKdK0GtK4VgVmvxeVTSMluwZYoE1qrs0qKM4vzj0atIqm6GU+mnqTq57b2xtnQsmXLkMszMjKYOnUq8+fPZ+TIkQA0atSIZ5999lw2TwghhBBCCFGFTjtgUFoNAyGEEEKIyvD6FGZvPMLP+7OICdMTZzGQa3fz8/4sAO7v1gBNJV/YxqhsDN3zIv/P3p3HRVXufwD/nFkZGPYBRBEVNHEtDfdCyzRbtNSuS13cNRUN19T2mzfSzH03d1xKzSzbszLrWuZWmYoF7uuAMMAww6zn94c/J0dwYRg4LJ/363VfL/k+c875zB0wPN/zPE9e2noAwBv5C/Fr9BoIMhkAoIa/DwQIeLpZDdQJ9pVkc2ai8pSRkYH8/HwEBwejTp06SE5ORs2aNV3jEREREqYjIiIiIqLyVqqGAREREZG3pWcVIE1vRIivCnVDfAEAQf+/f0Ca3oj0rAKPNk/O//0LXFo9DHbDRVet3tV9OH/pB1yq9RAAwGC2wV+twH01A8tlg2ZvL7tEdLc+/fRTzJw5E1lZWa6aTqfDxIkTMWbMGAmTERERERGRlDxuGLRq1Qp+flzLl4iIiLwrx2yD0WpH+E1LDwVplNAbLcgx20p0PocpF1c2T4Rhzyq3uk3lj4/qjsNpn9YIMttgMJfvfgVlsewS0d347rvvMHnyZLRt2xYTJkyATqeDXq/HJ598gmnTpiEoKAidOnWSOiYREREREUnA44ZBamoqrFYrNm3ahL179yIzMxMpKSn49ddf0aRJEy5VRERERB4J1iihVSlgMNtcMwuAa0//a1UKBN9QuxPj0V24uHII7Nnn3Op+zR6Fuu9iBGQAKr0R+nLer6Asl10iupOlS5eiW7dumDt3rlu9d+/eGD9+PJYvX86GARERERFRNeVxwyA7OxsDBw7EyZMnERMTg/T0dBQWFuKHH37AjBkzsHbtWrRo0cKbWYmIiKgaqK/zQ1y41nXzPEijLPHT/85CI668Pxk53y9zq8t8/BHRfw6COg6FIAhIriXNkkBltewS0d3466+/MHbs2GLHevbsieTk5HJOREREREREFYXHDYN33nkHBQUF+Pzzz1GrVi00bdoUADB//nwMHToUCxYswJo1a7wWlIiIiCq3u12vXy4TkBgfBeDazfOSPv1vPrkf5xf3gS3rtFvdt/HDqDl0NVS6Om7XkuLGvLeXXSIqieDgYBgMhmLHcnJyoFKpyjcQERERERFVGB43DL7//nu89NJLqFOnDhwOh6uuVqsxZMgQTJ061SsBiYiIqPK63iQ4ebUAP2RcxdUCKwpsjjuu1x+mVSM5Icajp/9lvkGw511xfS2ofBHRbxaCHxoJQSbz6vvzlDeXXSIqqXbt2mHhwoWIj49HzZo1XfULFy5g8eLF6NChg4TpiIiIiIhISh43DCwWC4KCgoodk8vlsNn4ZBwREVF1dn1T32P6fBw6n4urBVaEa9VoERUIq915x/X6S/r0v2sGg0WHwMfeBD6eDN+GCag5bA1U4TFee1/e4I1ll4g8NWHCBPTu3RvdunXDfffdh7CwMGRmZuK3335DYGAgJk6cKHVEIiIiIiKSiMcNg2bNmmHTpk3o2LFjkbGdO3e6ligiIiKiqu/m5YZiQnxdm/oqZAJsdieUcgF5FjvOZJvQpk4wgNKv1++0miHIFMgqdCL1wHmk6Y0wWu3QKjujU8f5eOSZ4VAFaLz5Vr2itMsuEZVGWFgYPvroI6xevRr79+/Hn3/+icDAQCQmJmLw4MHQ6XRSRyQiIiIiIol43DBITk7GoEGD8NRTT6Fjx44QBAGffvopFi5ciJ9++gkrV670Zk4iIiKqoK7PJHDdrFcpEOKnxAVDIUJ8VVDIBSCrADo/NQrtDmQVWJFtst31ev232vvAlP4LLr43EP5tn8XG4H9jd0YWQnxVCNeqYTDb8L7YBpcPXbzlDAaplWbZJaLSyM7ORmhoKCZPnlzs+L59+9CmTZtyTkVERERERBWBxw2D+Ph4rFmzBrNnz8bKlSshiiLWrl2Lxo0bY/ny5Wjbtq03cxIREVEF5HCKrpkEN96s/9+pbBRYHXigXghEEVDJZSi0O+CjkKHA6kChzQG7Uyx2vf4bGwSiKGLvqWycyCxAnsUGpxOI8gMSs9dDvXcxIDpx9ZP/4mr7OIRo70HdEF8AcO0LUNoZDGVNqk2XqXrr3r07UlJSiswULiwsxKxZs7B582YcO3ZMonRERERERCQljxsGANCqVSu8//77KCwsRG5uLrRaLTQaDWQVZENBIiIi8r4bb+gbTDYcv5KPEF+V2836vEIbsoxGnDOY0TwyADo/FU7nmGC02KFRynHVZIXDKRZZr//G2Qp5FhtOZ5uRb7GjQZgvsgvs0Op/wyMX34HadvafQE47mpzciII2KW4573YGA1F107BhQ4wcORL9+vXD1KlToVarcejQIUybNg0XLlzAkCFDpI5IREREREQSKVXDYOnSpThw4ABWrVoFHx8f7Nu3D+PGjcPzzz+PQYMGeSkiERERVRQ3Lz9UYHXgnMGM+NpBbq+rFeiDtEwjTl01AQDqBPsg22RFZoEVSrkMOl8VGkX4u63Xf/NsBbVchmyTFSarHX9fKkSfrA3odfV9yOF0XccpU0LW9WX8IDwJi9nmmlkAAAazrdgZDETV3erVq7Fx40a8++67+OWXX9C2bVts2bIFTZo0wfz58xEXFyd1RCIiIiIikojHDYOVK1di0aJFGDBggKtWp04dPPXUU5g9ezY0Gg369u3rlZBEREQkveKWHzqbY0K2yYrD53NRo5EaMkFAgdWOX84YYHOIgOhE2hUjzqjkaBShRecgDTrG6hAT4ltkvf70rAKk6Y2u2QrnDWaoFTLUMZ3CC+dmItZ22i3PeW1DfN/yLSQ+1BUN0/TYnZEF4NrMAoPZhmyTtcgMBiK65rnnnkN0dDSef/55nD59Go0aNUJqairUarXU0YiIiIiISEIeNwy2bNmC8ePHY9iwYa5ajRo1MHXqVISEhGD9+vVsGBAREVUhN9/QB4BAnwCcM5ihN1pw5FIeagdp8PPpHJzLNaN2oA/a1QnB+VwzMgusqB2kwfRH46BU/LN04fXljbIKrPj1bA5OZRegZoAGoijCV+5E38z16HElFQo4XMfYBQV2RAzAqWYjYIECeRY7EuOjAFzbs0BvtECrUqBTrM5tBgMRXWOz2bB8+XKsWLECUVFRePTRR7Fu3Tr06tUL//3vf9GiRQupIxIRERERkUQ8bhhcuXIFTZo0KXasWbNmWLx4scehiIiIqOLJMdtgtNoRrv3nCWRBENAyKhD7z+VCFIGTV6/tU1A70AcP1dfBV6VAiJ8Kp7NNyC6w4WS2ybXJ7/XljQ5fzMXRy/kwmG3IK7Th5FUTcnKASX+9AJ3huFuG0z6xmB/5IhDZDDVkSmgVcgRrlAjTqpGcEOPaWyFYoywyg4GIrunRowdOnz6NZ599FpMmTYJGo8FTTz2FKVOm4LnnnkP//v3x6quvSh2TiIiIiIgk4PHuxLVr18bevXuLHdu3bx9q1KjhcSgiIiKqeII1SmhVChhu2kTYYhfRMioQI9vVxdPNaiBW54f2dUPgq/rnuYQgjRJGq921AfH15Y2+z8hC2pV8GMxWCABECMg2WXEoy4Ezwj+/Szggw4agZzGpziKYdY0R7KtEjtmGuHCta8khuUxAw3At2tYJRsNwLZsFRLdgsViwZs0avPrqq9BoNACA+vXrY8uWLUhKSsKWLVskTkhERERERFLxeIZB//79kZKSArvdjkceeQShoaHIzs7Grl27sH79ekyaNMmbOYmIiEhi9XV+iAvX3nKvgK4Nw/B3VgF+PWNAbqEdwb4q17E3b0B8fXkjpUyAUwQCfJQI0iihKbDAYLZDIRMwN2Q0lht/g9NPh/ynF6HAEImm+RbIBQH+agVa1w7mkkNEHti5cyf8/Iru7SGXy5GUlITOnTtLkIqIiIiIiCoCjxsGzz33HC5fvow1a9Zg7dq1rrpcLsfAgQMxaNAgL8QjIiKiikIuE+64V8CdmgrXZwNcX95IpZDBZrehNrJRgFrQqhQABEQHaWB3anGh/RY8+eADUKh98ND/73fAJYeISsfPzw/Z2dlYs2YN9u3bh7y8PAQHByM+Ph6DBg1CXFyc1BGJiIiIiEgiHjcMAGDixIkYMWIEfvvtNxgMBgQEBKB58+YIDg72Vj4iIiKqQO60V8CtmgoJMaFoHR2ErX9cBAD4qxXwU8mBzHRMP/UGgmxZeLv5ehjsKqjlMqgVMkT5qdGoeTMo1D6uc1/f/4CIPHf58mX07dsX2dnZuO+++9C4cWNkZmZizZo12LFjB7Zt24aIiAipYxIRERERkQRK1TAAAH9/fzz44IPeyEJERESVwJ1u3N/cVBBFEV+d0GPSzmPIKrAAAHQaBbobduCJs8ugcl6rdU1fgMUR4xDiq4Ld4XTbn4CIvGfWrFlQKBT4/PPPUbt2bVf93LlzGDJkCObOnYsZM2ZImJCIiIiIiKTi8abHRERERLdyvanQqnYQ/ncqG1t/v4QLuWao5DLUdlzG+LSx6Hl6vqtZAADNzb8hQnVtI+OH6odxfwKiMvLTTz/hhRdecGsWAEDt2rWRlJSEPXv2SJSMiIiIiIikVuoZBkRERES3kp5VgF/PGWBzOKHzVaB7/mfoeXYJ1M5Ct9f9EfMshMdex7vhOoT6qrg/AVEZcjgct1xCNCQkBEajsZwTERERERFRRcGGAREREZWZHLMNBrMN4bbLGHdhDhrnH3Ibv6SogR2NXsWZ4PvRySTHM9HBkLNRQFSmGjZsiI8//hgJCQlFxnbs2IF77rlHglRERERERFQRsGFAREREZSbIR4HO2TvxyKl50DjNbmMfaZ/A9qhRaB8TjRCLHWl6I9KzCrixMVEZGz16NIYOHQqDwYDu3btDp9MhKysLO3fuxN69e7FgwQKpIxIRERERkUQ8bhjs37//jq9p1aqVp6cnIiKiKsD/s4nonvaeW+2SPAxvBSXjT+39uC84ACG+SshlAvRGC3LMNomSElUfHTp0wMyZMzFr1iz873//c9V1Oh1SUlLQpUsXCdMREREREZGUPG4YJCYmQhCuLRkgiqKrLggCRFGEIAg4fvx46RMSERFRpRXUIRG5e1YC//+7whcBj2GW3xA4VFo0jfDHfbUCIQgCDGYbtCoFgjVKiRMTVQ9PPfUUevTogZMnTyI3NxeBgYGIiYlx/X5PRERERETVk8cNA7lcDlEU0bZtWzzxxBOoXbu2N3MRERFRFeDX8EGEdElG3v6tsPdcgJr+rdH1uB7ncs2IDtLA6hChzzYh22RFp1gdGuj8pI5MVG3s2bMHBw8eRG5uLkJDQ9G+fXvEx8dLHYuIiIiIiCTkccPgp59+wpdffonPPvsMr776Kpo1a4YnnngCjz32GMLCwryZkYiIiCo4URRhOv49fBs9VOQJ5fB/pSDs6dch9wtCYwCP3BOG1APnkaY3Qm+0QKtSICEmFO3qBuPXcwYEa5RooPODjJsfE5UJg8GA4cOH48iRI1AoFAgKCoLBYMDSpUvx4IMPYtGiRVCpVFLHJCIiIiIiCXjcMAgODkb//v3Rv39/XL58GZ999hl27NiBmTNnok2bNnjiiSfQu3dvb2YlIiKiCsieewWX1j6P/EMfo+aIVPi3ew7pWQXIMdtcN//lKo3r9WFaNZITYlyvEUURe09lY82v52C02qFVKRAXrkVifBTCtGoJ3xlR1ZSSkoKzZ89i0aJF6Ny5MwRBgNPpxK5du/Dqq69i7ty5mDJlitQxiYiIiIhIAh43DG5Uo0YNDB06FD179sSaNWuwevVq/Pzzz2wYEBERVWGiKCLv1y24vD4JDuNVAMCl1LHYaKiH3wu0t735L5cJaBiuhcMpYv6ek/jh5FWE+KoQrlXDYLZhd0YWACA5IQZyzjQg8qoffvgBkyZNwiOPPOKqyWQydO3aFdnZ2Vi0aBEbBkRERERE1VSpGwYXLlzArl27sGvXLhw6dAjh4eHo378/unTp4o18REREVAHZ8zJxaf1o5O/f5lYvFGVIO/EnrJGt7+rmf3pWAdL0RoT4qlA3xBcAEPT/Gx+n6Y1IzypAw3BtObwjoupFp9MVW4+MjITJZCrnNEREREREVFF43DBYvHgxdu3ahbS0NMTGxqJz586YMmUKmjZt6s18REREVMHkHdiOS2tHwpGf6VYX7u2FtWFjkK8Iuuub/zlmG4xWO8JvWnooSKOE3mhBjtlWhu+EqHrq2bMnli5ditatW8PP75+Nxu12OzZs2ICePXtKmI6IiIiIiKTkccNg4cKF8Pf3x+OPP4569eoBAHbv3o3du3cDAARBQFJSkldCEhERkfTsxqu4nDoWeb9sdqvLtaGoMWAJjtfogswfTyL8/5sE193u5n+wRgmtSgGD2eZqLgCAwWyDVqVA8E3nIqLS8/HxwenTp/Hwww/j4YcfRnh4OHJycvDTTz/h8uXLCAwMxLRp0wBc+50+JSVF4sRERERERFReSrUkUX5+Pj777LNix9gwICIiqjryD32Ci2tHwJF7xa3u3/JpRA5aBkVgBIL1xhLf/K+v80NcuNa1bFGQRgmD2YZskxWdYnVooPMrcgwRlc4nn3wCrfbabJ99+/a5jdWoUQOHDh1yfS0I3EOEiIiIiKg68bhhkJaW5s0cREREdAOHU0R6VgFyzDYEa5RooPODTKLNf/MP78S5+U+51WR+wYhMXISAtv1dNxTv5uZ/ce8rMT4KwLVli/RGC7QqBTrF6pAYHyXZeyaqyr777jupIxARERERUQVV6k2PiYiIyLsyjRakHjiPNL0RRqsdWpUCceFaJMZHIeymtf7Lg7b5Y/CJaY3Ck79e+/q+JxE5eAWUQZFur5PLhNve/L9qst7yfSUnxHjcIKlIzRUiIiIiIiKiyszjhsH1dU1vheudEhERFXWnm9sOp4jUA+exOyMLIb4qhGvVMJhtrqf2kxNiIC/nm+GCXIFaw9fh9IxOiOgzE4EdBtxymZIwrbrYm/8igPl7Tt72fd28IfLdqGjNFaLKoHPnzrcdFwQBu3btKqc0RERERERUkXjcMLh5vdObcb1TIiIid3dzczs9qwBpeiNCfFWoG+ILAK79ANL0RqRnFXh0Y/1uGf/8BsqQ2lDXjHOrq2vGocG7pyFT+dzxHHKZUCTjCb3R6++rIjZXiCqDCxcuoGPHjggJCZE6ChERERERVTAeNwxutfZpfn4+/P39PQ5ERERUFd3tze0csw1Gqx3hNz0dH6RRQm+0IMdsK5t85nzoP5iMnO+XwyemNeq98j8IcvdfE+6mWXArZfG+pG6uEFVmSUlJaN68udQxiIiIiIiogpF560R6vR5PP/00WrdujaeeegoXL1701qmJiIgqvZtvbgdplKgb4osQX5Xr5jYABGuU0KoUMNx0A91gtkGrUiD4/2+Ie1PB8e9x8pXmyPl+OQCg8OSvuPrFu169Rlm8r+tNiKCbjg3SKGG02susuUJERERERERUVXmtYTB//nyYTCZMnToVJpMJs2bN8tapiYiIKr27vbldX+eHuHAtsk1WnM42wWC24XS2CdkmK+LCtWig8/NaJqelAJdSx+LMjIdhyzrtqgtqP8i1oV67DlA270uK5goRERERERFRVebxkkQ3++mnn/DSSy/h0UcfhVarxdy5c711aiIiokrvxpvbNzYNbr65LZcJSIyPAnBtWR290QKtSoFOsTokxke5bZBcGqa/fsKF9wbBps9wq/vGdUTNoauhCo/xynWuK4v3db0JcX1ZpyCNEgazDdkmKzrF6rzaXCGqarZt24Y9e/YUOyYIApKSkso5ERERERERVQReaxhkZWUhMjISABAdHY3s7GxvnZqIiKjSK8nN7TCtGskJMUjPKkCO2YZgjRINdH5eaRY4rWbot72M7K/nAaLoqgsqDcL/NQMhj4yBIPPaBEQ33n5f5dVcIaqKtmzZcssxNgyIiIiIiKovrzQMHA4HHA4H5HI5AEClUkG84SYEERFRdVfSm9tymeD1DXtN6b/g4nsDYb38l1tdU789ag5fC3WNBl69XnG8/b7KsrlCVFWlpaVJHYGIiIiIiCoojxsGixYtcv1ZFEUIgoAPPvgA4eHhuHLlilfCERERVSVS3tx2Wgpwbl53OPKzXDVBqUb4MykI6ZoMQSYv8wxlpSyaK0TVyY4dO/DQQw8hMDBQ6ihERERERCQxrzQMrrtxarMg8Mk+IiKim0l1c1um9kNE/7m4uCIRAOAT0xq1hq+DumZcuWchoorD4XBg2rRp2LZtGxsGRERERETkecOAU5mJiIgql8D2z8H4+6fwib4PoY9NgiD32lZGRFSJcSlRIiIiIiK6jncKiIiIqhjzmcMwpf2A0EfHudUFQUCtUZs5C5CI3PDvBCIiIiIius7jhsGAAQNuOy4IAtatW+fp6YmIiKiERLsNWTtTkLnzv4DTAZ+698Ov4YNur+GNQSK6GWcYEBERERHRdTJPDxRF0e1/v/76K4xGo+trp9PpzZxERER0G4XnjuDUm22QueMNwGEHRBEX3xsEp6VA6mhEXuNwijihN+KXMzk4oTfC6eSN7tKSy+X49ttv0bBhQ6mjEBERERFRBeDxDIPU1FTXn+12O5o2bYrp06ejSZMmXglGREREdyY67Lj6+SzoP3odcNj+GZDJEdj+OQhypXThiLwo02hB6oHzSNMbYbTaoVUpEBeuRWJ8FMK0aqnjVTqFhYXYvn07Dh48iNzcXISGhqJdu3Z48sknoVBw1VIiIiIiourKK/8a4PIGRERE5c9y8TgurBiIwlP73erqWk1Qc/g6aOrdL1EyIu9yOEWkHjiP3RlZCPFVIVyrhsFsw+6MLABAckIM5DL+Pnq3zp8/jwEDBuDixYuoXbs2QkNDcfr0aXz88cdYu3Yt1q1bh8DAQKljEhERERGRBPj4EBERUSUjOh24+uUcZG5/FaLN8s+AIEPoE1MQ9vTrkCn5xDVVHelZBUjTGxHiq0LdEF8AQJDm2uyZNL0R6VkFaBiulTJipZKSkgIA+Oijj9CoUSNX/ejRoxgzZgzeeecdvPXWW1LFIyIiIiIiCXncMNi//5+nGR0OBwRBwLFjx2AymVz1Vq1alS4dERERubFc/gsX3xsEc/rPbnVVZBxqDl8L39g2EiUjKjs5ZhuMVjvCb1p6KEijhN5oQY7ZdosjqTj79u3D9OnT3ZoFANCkSROMGzcOb7/9NhsGRERERETVlMcNg8TERLeliERRxKuvvgpBECCKIgRBwPHjx70SkoiIiK7J/nq+e7NAEBDabSLCer0JmUojXTCq1BxOEelZBcgx2xCsUaKBzg+yCrTET7BGCa1KAYPZ5ppZAAAGsw1alQLBGu7VURIajQZyubzYMa1WC1HkZtJERERERNWVxw2D9evXezMHERER3YXwf82A8ffPYMs6A1VEA9Qctga+93SQOhZVYpVhM+H6Oj/EhWtdexYEaZQwmG3INlnRKVaHBjo/iRNWLgMGDMCcOXPQpEkTREVFueoGgwHLli3DgAEDJExHRERERERS8rhh0Lp1a2/mICIiorsg1/ij5tDVyD/0McL/9TZkal+pI1ElUdwsAhGoFJsJy2UCEuOv3dhO0xuhN1qgVSnQKVaHxPioCjUbojI4deoUcnJy0K1bN7Ro0QLh4eEwGAw4fPgwCgsL4ePjg3379gEABEHAunXrJE5MRERERETlxeOGwaJFi247LggCkpKSPD09ERFRtWbNPA39By+ixoDFUASEuY35NX4Yfo0fligZVUa3mkXQrm5wpdlMOEyrRnJCTIVeOqmyOH/+PBo2bOj6Wq/XA7i2h8F115cl4vJERERERETVi9caBtf3LrjxazYMiIiISkYURRh2v4cr70+Es9AIAIgaswVAxV9nniomh1O85SyCMzkm5FlsqOHv43ZMRd1MWC4TKkwDo7Kx2+1QKK796p+amipxGiIiIiIiqqg8bhikpaW5/my329G0aVN8+OGHbk8mERER0d2zXT2Hi6uGouDoN65a3v6tyNv/ISyNnqzw68xTxZSeVXDLWQSX8i2ACG4mXA20atUK7du3R0JCAjp27IgaNWpIHYmIiIiIiCogmTdOIgh8upGIiMhToijCsGcNMl5u6tYsAICgjsPh0/gR1xPiVocT4Vo1rA4ndmdkIfXAeTicXDKEbi3HbIPRandrCADXmgZyQUBkgBrZJitOZ5tgMNtwOtuEbJMVceFabiZchWzcuBHNmjXDjh070LlzZ3Tv3h3vvPMO9u3bB7vdLnU8IiIiIiKqIDyeYUBERESlZ8u5iEtrhsP4++dudUVwLdQcugraZo/ihN5YadaZp4onWKOEVqUodhaBv1qBfi1q4efTOdxMuIpr3LgxGjdujJEjRyIvLw8//fQTfvjhB0yYMAGFhYVo164dOnbsiAcffJCzD4iIiIiIqjGvNgw404CIiOjuiKKI3L0bcXnDWDhNBrexwAcGocazcyH3CwLwzxPi4TctPVRR15mniqW+zg9x4VrszsgCcO37xmC2IdtkRadYHdpEB6N1dDD3x6hGAgIC8Pjjj+Pxxx8HAPzxxx/Ys2cPtm3bhtdffx2xsbHYuXOnxCmJiIiIiEgKHjcM4uLiijQIevfu7fqzIAg4duyY58mIiIiqKHvuFVxa+zzyD33sVlcE1kDkkPfgf9+TbvXbPSHOdebpTuQyAYnxUQBw21kEnKVSfTVv3hzNmzfHmDFjkJ2djf/9739SRyIiIiIiIol43DBISkrijAIiIiIP2A2XkP/7Z261wHbPoca/F0CuDSny+js9Ic515ulOwrRqJCfEcBYB3VFISAi6d+8udQwiIiIiIpKIxw2DsWPHejMHERFRteFT5z6E9XgVmR+9Drl/GCIHLUdAfM9bvv5unxAnuh25TOAsAiIiIiIiIrqtUu9h8MMPP2Dv3r3IzMzE+PHjcfz4cTRp0gS1atXy6Hx79uzBvHnzkJGRgZCQEPTr1w8jRoy47WyG3bt3Y9GiRfjrr78QFBSErl27YsKECfD19fX0bREREXmNKIpF/jume3IanLZChD46HoqAsDueg0+IE1FpLFq06K5fKwgCkpKSyjANERERERFVVB43DMxmM5KSkrB3715otVoUFBRg6NCh2Lx5M44dO4YNGzagQYMGJTrnoUOHMHr0aDz22GMYN24cDh48iLlz58LpdGLUqFHFHvPdd98hKSkJTz/9NCZOnIiMjAzMmTMHOTk5mD17tqdvj4iIqNTsxqu4nDoWvvXbIaSL+8w8QaFExL9SSnQ+PiFORJ7as2cPjhw5AuBaE/N22DAgIiIiIqq+PG4YzJkzB0ePHsXatWsRHx+Ppk2bAgDeeecdDB06FPPnzy/Rk0wAsHjxYsTFxWHWrFkAgISEBNjtdqxYsQKDBw+Gj4+P2+tFUURKSgq6du2Kt99+GwDQrl07OBwOpKamwmw2Q6PRePoWiYiIPJZ/6BNcXDsCjtwryD+0A37NukFdo2SNdCIib9m0aRPGjx+P/fv346OPPkJkZKTUkYiIiIiIqAKSeXrgF198gQkTJqBt27ZuyyyEhYVh1KhROHjwYInOZ7VasW/fPnTt2tWt/uijj8JkMuHAgQNFjjl+/DjOnTuHxMREt/rAgQOxa9cuNguIiKj8FeYhc80wnJv/FBy5VwAAotWMK5snSByMiKozhUKBd999F+Hh4Zg+fbrUcYiIiIiIqILyuGGQl5d3y30KAgMDYTKZSnS+c+fOwWazoW7dum71OnXqAABOnz5d5Jjjx48DANRqNZ5//nk0b94crVq1wvTp02GxWEp0fSIiotIyHfkSPhv7wrhvk1tde9+TiBy8QqJURETXqNVqvPbaazhw4AD+/vtvqeMQEREREVEF5PGSRA0aNMDOnTvxwAMPFBn77rvvSrx/QV5eHgBAq3Vfm9nPzw8AYDQaixyTnZ0NABgzZgyefPJJDB48GEeOHMHChQtx9epVzJs3r0QZrissLPTouNK4fk0prk3lj5939cLPu+pzmnNxdesUGPeux41bEMs0gQjpMwvats/BLgiwm82SZSTv48929SLV5+3t68XHx+PXX3/16jmJiIiIiKjq8LhhMGrUKIwZMwYGgwEPPfQQBEHA/v37sX37drz//vsl3nDY6XQCgNvyRjeSyYpOhrDZbACALl26YPLkyQCAtm3bQhRFzJ49Gy+88AJiYmJKlAMATp48WeJjvEXKa1P54+ddvfDzrppkZ3+Bctd0yIxX3OqO6HYwd34FBf4RwP/PiKOqiT/b1Qs/byIiIiIiqso8bhg88sgjmDVrFmbPno0ffvgBADBjxgyEhobijTfeQLdu3Up0voCAAABFZxIUFBQAKDrzAPhn9kGnTp3c6g8++CBmz56NtLQ0jxoGMTExRTZYLmuFhYU4efKkJNem8sfPu3rh5101iTYLrm6ZhPwfV7nXlX4I6vUWgjsNv2UTnKoG/mxXL1J93tevS0REREREVB48bhgAQPfu3dG9e3ecPHkSBoMBAQEBiImJgUwmgyiKJbpREh0dDblcjjNnzrjVr39dv379Isdc3+/AarW61a/PPFCr1SV5Oy4+Pj6SbZgs5bWp/PHzrl74eVctoo8PnNln3Wo+cQ/B0HYCQtp25mddjfBnu3rh501ERERERFWZx5se9+nTx7VZWkxMDFq2bIn69etDJpPhjz/+QO/evUt0PrVajfj4eHzzzTcQRdFV/+qrrxAQEIDmzZsXOSY+Ph6+vr747LPP3OrfffcdFAoFWrRo4cE7IyIiujNBEFBz6CrINAEQ1H6oMWAJaiR/CjEgUupoREREREREREQe8XiGQW5uLhYuXIjk5GTExsYCuLZ80KxZs/DBBx/g3nvvLfE5R40ahcGDByM5ORm9e/fG4cOHsWrVKkyaNAk+Pj4wGo1IT09HdHQ0QkJC4OfnhxdeeAEzZsxAQEAAunbtikOHDmHlypUYMGAAQkJCPH17REREbpzWQshU7suQKENro9aozVBHxkEVHgMzNzUmIiIiIiIiokrM4xkGS5cuhd1uR/fu3TFgwACcOnUK/fr1wxdffIHXX38dmzdvLvE527Vrh4ULF+LUqVNISkrCzp078eKLL2LYsGEAgKNHj6Jv377YvXu365jBgwcjJSUF+/fvx/Dhw/Hhhx9i7Nixrk2QiYiISsNpMeHypgk49Z9WcFoLi4z73/s4VOEl3y+HiEhKDocDx44dc32t1+vx7bffupb2JCIiIiKi6snjGQYxMTFYsmQJzp07h7lz56JPnz6IiYnBZ599Bp1O53GgLl26oEuXLsWOtWnTBidOnChS7927d4mXQCIiIroTU/rPuPjeIFgv/wUAyPzodUT0nSlxKiKi0rl8+TKGDBkCq9WKXbt2AQDS0tKQlJSEZs2aYfny5ZypS0RERERUTXk8w2D//v3Yv38/Ll++jB49eiA/Px8PPfQQTp065RojIiKqjJzWQlz5YApO//cBV7MAALK/XQx7nl7CZEREpffOO+/A6XRi7ty5rlpCQgI+/vhjFBQUYPbs2RKmIyIiIiIiKXk8wyAxMRGCIEAURQiCAEEQMH/+fABw1Y4fP+61oEREROXBfHI/Lrw3ENaL7v8N08S2Qc1ha6EICJcoGRGRd/z888+YPn06mjVr5lZv2LAhXnjhBfz3v/+VKBkREREREUnN44bB+vXrXX8uKCjAqFGjMH78eLRo0cIrwYiIiMqT02ZB1sdvIuuzmYDT4aoLChXCer2J0G4TIcg9/s8mEVGFYbPZIAhCsWNqtRoFBQXlnIiIiIiIiCoKj+98tG7dGgBw7tw5zJ49GwEBAfjuu+/Qu3fvUu1hQEREVN7MZw7j4oqBsJw/4lb3qXs/ag5fB5+oJhIlIyLyvvvuuw9r165FQkIClEqlq26z2bBu3To0b95cwnRERERERCQljxsGJ0+exDvvvIM9e/agdevW2Lp1K8aOHYvHH38c48ePR//+/b2Zk4iIqExc/XoBrrw/EXDY/ynKlQh76jXonpgCQaG89cFERJXQuHHj8Oyzz6Jz585ISEhAaGgosrOz8eOPPyInJwepqalSRyQiIiIiIol43DAYOXIkmjVrhs8++wz16tUDAGzevBkzZ87E9OnTsX37dmzdutVrQYmIiMqCKjzGrVmgjr4XtYavg0/0vRKmIiIqO02bNsWWLVuwZMkS7N69GwaDAf7+/oiPj8fo0aPRqFEjqSMSEREREZFEPG4YhISE4Pnnn3c1CwDAz88Pb775Jp555hn85z//8UpAIiKisuR/35MIfGAQcvemQtf9ZYT1eBmCQuUadzhFpGcVIMdsQ7BGiQY6P8hkxa/9TURUWcTFxWHBggVSxyAiIiIiogrG44bB+++/DwBwOp3466+/oNfr0bJlS9jtdjRv3hzbtm3zWkgiIiJvsBkuQRkUWaRe47l5COkyFpq6Ld3qmUYLUg+cR5reCKPVDq1KgbhwLRLjoxCmVZdXbCIiIiIiIiKiciErzcEff/wxOnXqhKeffhojR47EmTNnMHXqVIwdOxY2m81bGYmIiEpFdDqQ9fkspE+qh/zfPi0yLvcNLNIscDhFpB44j90ZWbA6nAjXqmF1OLE7IwupB87D4RTLKz4RERERERERUbnwuGHw+eefY8qUKWjbti3mzp0Lp9MJAOjatSv27NmDJUuWeC0kERGRpyyX/8Lptx6E/oMXIdosuLR6OBzG7Dsel55VgDS9ESG+KtQN8UWQRom6Ib4I8VUhTW9EelZBOaQnuta8OqE34pczOTihN8LJZhURERERERGVEY+XJFq2bBn69euHN954Aw6Hw1Xv1asXrl69ii1btmDcuHHeyEhERFRiotOJ7G8WQL91GkRboatuz7sC45GvENiu/22PzzHbYLTaEX7T0kNBGiX0RgtyzJxJR2WPy2IRERERERFRefJ4hsGpU6fQpUuXYsfuvfdeXLlyxeNQREREpWG9koEzb3fClU3j3ZoFqoj6qPvSj3dsFgBAsEYJrUoBw02NAYPZBq1KgWCN0uu5iW7EZbGovFgsFogiv5+IiIiIiKgUDYPQ0FBkZGQUO5aRkYHQ0FCPQxEREXlCdDqRvWsxMl5pDtNfP7qNhXRNRsz03+F7T4e7Old9nR/iwrXINllxOtsEg9mG09kmZJusiAvXooHOryzeApELl8WisnTy5EmMGzcOrVu3RosWLXDs2DG88cYbSE1NlToaERERERFJyOOGweOPP44FCxbgyy+/hNVqBQAIgoA///wTS5YsQbdu3bwWkoiI6E6smadx5p1HcDl1DESryVVXhtVDnWm7UeO5eZCpfe/6fHKZgMT4KHSK1UEll0FvtEAll6FTrA6J8VGQyYSyeBtELteXxQq6aTZLkEYJo9XOZbHIY8ePH8czzzyDo0ePonv37q7ZBUqlEikpKfjoo48kTkhERERERFLxeA+DcePG4a+//sK4ceMgk13rOyQmJsJkMiE+Ph7JycleC0lERHQ7pox9OPvOI3AWGt3qwZ1HI6LPTMh8tB6dN0yrRnJCDNKzCpBjtiFYo0QDnR+bBVQublwW68amAZfFotKaOXMmmjZtitWrVwMANm7cCAB4+eWXUVhYiPXr16Nnz55SRiQiIiIiIol43DBQqVRYuXIl/ve//+Hnn39Gbm4u/P390bp1a3Ts2BGCwJspRERUPnxq3wtlSDQsF48BAJSh0YgcuhraJp1LfW65TEDDcM8aDkSlcX1ZrN0ZWQCuzSwwmG3INlnRKVbHZbHIY7/99hvmzJkDhUIBh8PhNvb444/j008/lSgZERERERFJzeOGwXUdOnRAfHw88vPzERgYCKWST7sREVH5kql8UHPEOpya3g5BDwxGRP93IdcEeOXcDqfIGQYkievLYgFAmt4IvdECrUrBZbGo1NRqNQoLC4sdMxgMUKlU5ZyIiIiIiIgqilI1DL7//nssWbIER48ehSiKkMvluP/++5GcnIyWLVt6KyMREZGLLeciIDqhDIlyq2vqxaP+22lQRcR67VqZRgtSD5xHmt4Io9UOrUqBuHAtEuOjEKZVe+06RLfCZbGoLHTo0AELFixAy5YtERYWBuDaXmQFBQVYvXo12rdvL3FCIiIiIiKSiscNgy+++AITJkxAXFwcxowZg9DQUGRmZuKbb77BgAEDsHbtWsTHx3szKxERVWOiKCJ370Zc3jAWmrr3I/rFb4osf+fNZoHDKSL1wHnszshCiK8K4Vo1DGaba3mY5IQYyHnTlsoBl8Uib5s8eTL69u2Lbt26IS4uDoIgYMaMGTh16hREUcScOXOkjkhERERERBLxuGGwZMkSPProo5g3b55bfcyYMRg7dixmz56NzZs3lzYfERER7IbLuLRuJPIPfQwAKDj2LXK+X46Qh0eW2TXTswqQpjcixFeFuiG+AODaeDZNb0R6VkGFuonLpZOI6G5FRkbi448/xtq1a/HLL78gOjoaJpMJTz75JAYPHozw8HCpIxIRERERkUQ8bhicPXsWU6ZMKXasT58+GDt2rMehiIiIgGuzCvL2fYDL65PgKMh2G7Oc/a1Mr51jtsFotSP8pqWHgjRK6I0W5JhtZXr9kuDSSURUUsHBwRg/frzUMYiIiIiIqILxuGEQGxuLI0eO4IEHHigydurUKURFRRVzFBER0d2x52Xi0vrRyN+/za0uDwhH5MBlCIjvWabXD9YooVUpYDDbXDMLAMBgtkGrUiD4hpqUuHQSEZXUjh077viap59+usxzEBERERFRxeNxw+CNN97AyJHXloLo0aMHwsPDYTAY8N1332HBggV44403cPHiRdfra9asWfq0RERULeTt/xCX1o2CIz/TrR7Qpi9qJC6Cwl9X5hnq6/wQF6513XgP0ihhMNuQbbKiU6wODXR+ZZ7hblS2pZOISHpTp0517QEjimKRcUEQ2DAgIiIiIqqmPG4Y9OnTBwAwf/58LFiwwFW//o+OyZMnu73++PHjnl6KiIiqCbvxKi6njkXeL+574Mi1oYgcuBQBrf9VblnkMgGJ8ddmy6XpjdAbLdCqFOgUq0NifFSF2R+gMi2dREQVw/Dhw7Fu3Trcc889ePHFF1GrVi2pIxERERERUQXhccMgJSXF9WQSERFRaYl2G0690Rq2zJNudf/7eyJy4FIoAiPKPVOYVo3khJgKvZlwZVk6iYgqjokTJ6JPnz546623MGLECAwbNgzDhw+HWs09T4iIiIiIqjuPGwa9evXyZg4iIqrmBIUSoY+Ow+UNLwAAZH7BiExchIC2/SVtUMtlQoVe0qeyLJ1ERBVL7dq1sWzZMuzZswdvv/02tm/fjilTpuDRRx+VOhoREREREUnI44YBAGRnZ2PNmjXYt28f8vLyEBwcjPj4eAwaNAihoaHeykhERNVEcOck5B3YDpmPFpGDV0AZFCl1pAqvsiydREQVU0JCAtq3b49169bh5ZdfxqZNm/DKK6+gQYMGUkcjIiIiIiIJeNwwuHz5Mvr27Yvs7Gzcd999aNy4MTIzM7FmzRrs2LED27ZtQ0RE+S8fQUREFZ/DlAvTiT3wb9HdrS7IZKg97hPIfLRc9q4EKsPSSURUcQwYMKDYekREBPbt24eePXvizz//LOdURERERERUEXjcMJg1axYUCgU+//xz1K5d21U/d+4chgwZgrlz52LGjBleCUlERFWH8c9vcHHVUNhzL6He679CU6eF27hc4y9Rssqtoi+dREQVhyiKxdZDQkIQEhJSzmmIiIiIiKgi8bhh8NNPP+Gll15yaxYA19ZDTUpKwjvvvFPqcEREVHU4zPnQfzAZOd8vd9UurhiIem/sh0zJjTaJiMpLamqq1BEqvFWrVmH79u2QyWSIjo7G9OnT2UwhIiIiompB5umBDocDwcHBxY6FhITAaDR6HIqIiKqWguPf4+Qrzd2aBQCgCAiH05wnUSoiIqKifv31V2zfvh1btmzBzp07ERMTg1mzZkkdi4iIiIioXHg8w6Bhw4b4+OOPkZCQUGRsx44duOeee0oVjIiIKj+npQBXtkxFzq5FbnVB7YeIfu8i+KHnuVcBEVE5i4uLu+3fvYIg4NixY+WYqGIJDQ3F66+/Dj8/PwBA48aN8f7770ucioiIiIiofHjcMBg9ejSGDh0Kg8GA7t27Q6fTISsrCzt37sTevXuxYMECb+YkIqJKpuDEj7j43iDYMk+61X3jOqHmsNVQhdWTKBkRUfWWlJTkahg4HA4sXboUffr0QXh4uMTJys8nn3yC119/vdh6bGwsYmNjAQBGoxFLlixBv379yjsiEREREZEkPG4YdOjQATNnzsSsWbPwv//9z1XX6XRISUlBly5dvBKQiIgqF6fFBP2HryD763nADRtrCioNIvrMRHDnJAgyj1fEIyKiUho7dqzrz9cbBn379kWTJk0kTFW+evTogR49etz2NVeuXMGoUaNw77334tlnny2nZERERERE0vK4YQAATz31FHr06IGTJ08iNzcXgYGBiImJ4fISRETVmP7DV5D91Vy3mqZBB9QavhaqiPoSpSIiIrp7x44dw8iRI9G3b18kJSVJHYeIiIiIqNyUqmEAAHv27MHBgweRm5uL0NBQtG/fHvHx8d7IRkRElZCu+0vI/XkjHHl6CEo1wp9JQUjXZAgyudTRiIiI7ujKlSsYPHgwXn755TvOQiAiIiIiqmo8bhgYDAYMHz4cR44cgUKhQFBQEAwGA5YuXYoHH3wQixYtgkql8mZWIiKqBBT+OkQOXIarn89EzWFroa4ZJ3UkIiK6waJF/2xEL4oiBEHABx984NrDQBCEav1U/XvvvYfCwkKsWrUKq1atAgDUq1cP8+bNkzYYEREREVE58LhhkJKSgrNnz2LRokXo3LkzBEGA0+nErl278Oqrr2Lu3LmYMmWKN7MSEVEFItqtuPrVXAQ/PApyTYDbWEB8T/i3fIp7FRARVUA3Ngyu27Jli+vPnjYMHA4HVq1aha1bt+LKlSuoW7cuhg4diqeeeqpUeW/l0qVL6N69OxYvXow2bdq4je3Zswfz5s1DRkYGQkJC0K9fP4wYMeKulk595ZVX8Morr5RJZiIiIiKiis7jhsEPP/yASZMm4ZFHHnHVZDIZunbtiuzsbCxatIgNAyKiKsp85jAuvjcIlnN/wHolAzWHrCjyGjYLiIgqprS0tDI575w5c7Bu3Tq88MILaNasGX744Qe8+OKLkMlk6N69u1evdeHCBQwdOhT5+flFxg4dOoTRo0fjsccew7hx43Dw4EHMnTsXTqcTo0aN8moOIiIiIqKqplR3c3Q6XbH1yMhImEym0pyaiIgqINFuQ+ZH/8Gp/7SG5dwfAADDD+/BeOQriZMREZEn8vPzkZGRAavVCofD4fF5CgoKsGHDBgwcOBAjRoxAu3btMHXqVLRu3RobNmwo9hiz2Yyvv/7areZwOPDll1/e8jpOpxMffvghevXqhZycnGJfs3jxYsTFxWHWrFlISEjA+PHjMXToUKxYsQKFhYUev0ciIiIiourA44ZBz549sXTpUhQUFLjV7XY7NmzYgJ49e5Y6HBERVRyF547g1JttkLnjDcBhd9XV0fdCERgpXTAiIiqxffv24V//+hdat26N7t274++//8bEiRMxY8YMj86nVqvxwQcfYPDgwW51pVIJq9Va7DFbt27F2LFjsWnTJgDXmgUvvvgiJk6ciIyMjGKPOXHiBN544w08/fTTeOedd4qMW61W7Nu3D127dnWrP/roozCZTDhw4IAnb4+IiIiIqNrweEkiHx8fnD59Gg8//DAefvhhhIeHIycnBz/99BMuX76MwMBATJs2DcC1dVBTUlK8FpqIiMqP6LAj6/N3kPnRG4DD9s+ATA5d95cR1uNlCApuck/e4XCKSM8qQI7ZhmCNEg10fpDJ7rzmOBHdvZ9//hnDhw9HixYtMGnSJLz77rsAgMaNG2PevHmIiIgocuP/ThQKBeLirm1yL4oisrKysH37duzduxfTp08v9pjExET8/fffePPNNyEIAg4dOoQvvvgC7777LmJjY4s9JjIyEt988w1q1KiBffv2FRk/d+4cbDYb6tat61avU6cOAOD06dN44IEHSvTeiIiIiIiqE48bBp988gm0Wi0AFPllvUaNGjh06JDr67vZXIyIiCoey4VjuPDeIBSe2u9WV0c1Rc1ha6Gpd79EyagqyjRakHrgPNL0RhitdmhVCsSFa5EYH4UwrVrqeERVxrx589C5c2fMnz8fdrsds2bNAgCMGDECRqMRW7duLXHD4EY7d+7E5MmTAQAdO3bE448/XuzrBEHAm2++CYfDgTfeeAMymQwzZ8685esBICgo6LbXzsvLAwDXv1Ou8/PzAwAYjca7fRtERERERNWSxw2D7777zps5iIioAhGdDlz9cg4yt78K0Wb5Z0CQIfSJKQh7+nXIlLyBS97jcIpIPXAeuzOyEOKrQrhWDYPZht0ZWQCA5IQYyDnTgMgrjh8/jqSkJABFH+zp0KED1q1bV6rz33vvvdiwYQNOnTqFBQsWoF+/fti2bRvU6uL/u+HNh4ucTudtzymTlWoLNyIiIiKiKs/jhgEREVVdhWcOQ79lCiCKrpoqMg61hq+DJra1hMmoqkrPKkCa3ogQXxXqhvgCAII0SgBAmt6I9KwCNAzX3u4URHSX/P39kZmZWezYpUuX4O/vX6rz16lTB3Xq1EGrVq1Qu3ZtDBo0CF999RV69Ojh9jpRFPH666/jww8/xFtvvYVffvkFU6dOhUKhuO0sg9sJCAgAUHQmwfV9126eeUBERERERO48bhh07tz5tuOCIGDXrl2enp6IiCSkqRePkK7jkP3VXEAQENptIsJ6TYdM5SN1NKqicsw2GK12hN+09FCQRgm90YIcs+0WRxJRSXXu3Blz587FPffcg8aNGwO49rv75cuXsWzZMnTq1KnE57x69Sr27NmDhIQEhIaGuurNmjUDAFy+fLnIMampqdiyZQumT5+OZ555Bj179oTD4cDkyZPRoEEDNGjQoMQ5oqOjIZfLcebMGbf69a/r169f4nMSEREREVUnHjcMLly4gI4dOyIkJMSbeYiIqIIIf+YtWK/8Dd2T0+DboL3UcaiKC9YooVUpYDDbXDMLAMBgtkGrUiD4hhoRlc7EiRPx+++/o0+fPtDpdACACRMm4PLly4iMjMSECRNKfE6TyYSpU6di/PjxGDlypKv+448/AgAaNmxY5JjevXsjMjISXbp0AQDI5XLMmjULnTt39qhZAABqtRrx8fH45ptvMHToUNfSRF999RUCAgLQvHlzj85LRERERFRdlGpJoqSkJP7STURUiYlOJ3K+Wwq5XzAC2z3rNiZTaRA9fqdEyai6qa/zQ1y41rVnQZBGCYPZhmyTFZ1idWig85M4IVHVERgYiK1bt2LHjh345ZdfYDAY4O/vj8TERPTq1QsajabE56xduzaefvppLF68GDKZDM2aNcOff/6JpUuX4oEHHkBCQkKRY/z8/FzNgusUCgWefPJJj98bAIwaNQqDBw9GcnIyevfujcOHD2PVqlWYNGkSfHw4U46IiIiI6Ha4hwERUTVlzTyNi6uGwHT8e8h8A+HbsCOUIbWkjkXVlFwmIDE+CsC1PQv0Rgu0KgU6xeqQGB8FGTc8JvIqlUqFPn36oE+fPm51m82Gixcvur3u+iyEO5k+fTrq1q2LDz/8EAsXLkRYWBgGDBiA0aNHe3Vj4ztp164dFi5ciAULFiApKQkRERF48cUXMWTIkHLLQERERERUWbFhQERUzYiiCMPu93Dl/YlwFl7bFNJpysWltSMQPeEzidNRdRamVSM5IQbpWQXIMdsQrFGigc6PzQIiL7uxIXCzY8eOYezYsa6v7733Xrz//vt3dV6VSoVRo0Zh1KhRpc54N9q0aYMTJ04UO9alS5cisxeIiIiIiOjOStUw2LZtG/bs2VPsmCAISEpKKs3piYjIy2xXz+HiqqEoOPqNW10ZGo2QR0u+ZjWRt8llAhqGa6WOQVSlPfzww7d84l8URQiCgF27dgG41gQgIiIiIqLqo1QNgy1bttxyjA0DIqKKQxRFGH5cgyubxsNpznMbC+o0AhH9ZkGuCZAoHRERlbeRI0ciOjq6SP3MmTNYvnw5atXiEnVERERERNWRxw2DtLQ0b+YgIqIyYsu+gEtrR8D4++dudUVwLdQcugraZo9KlKz8OZwil7shIgLw0EMPoXnz5kXqv//+O5YvXy5BIiIiIiIiqgi4hwERURUliiJy927A5Q0vwGkyuI0FPjAINZ6dC7lfkCTZpJBptCD1wHmk6Y0wWu3QqhSIC9ciMT4KYVq11PGIiIiIiIiIiCTHhgERUVUlOpHz7WK3ZoEiKBKRg1fA/74npcslAYdTROqB89idkYUQXxXCtWoYzDbszsgCACQnxEDOmQYkIc5+ofK2f/9+FBYWIjQ0FLVr1+ZeBUREREREBIANAyKiKkuQyVFz+DqcfPU+iLZCBLb/N2o8Nx9ybYjU0cpdelYB0vRGhPiqUDfEFwAQpFECANL0RqRnFXCjXZIMZ79QeYuNjcWmTZtgNpuRk5MDQRAQExODdu3aoUGDBlLHIyIiIiIiCbFhQERUhakjG6LGvxdArtUhIL6n1HEkk2O2wWi1I/ymm69BGiX0RgtyzDaJklF1x9kvJIXPPvvM9WeLxYLz58/jwIED+O6777BhwwYAwKVLlyCKIlQqFXQ6nVRRiYiIiIionLFhQERUBeTt/xCGH9egdvIOCHL3v9qDOw2XKFXFEaxRQqtSwGC2uWYWAIDBbINWpUDwDTWi8sTZLyQ1tVqN2NhYxMbGom/fvvjqq6+QnJyMhx9+GABw77334v3335c4JRERERERlRePGgZWqxUHDhzAqVOnUFBQAEEQ4O/vj/r166N58+ZcA5WIqJzYjVdxef0Y5O27djPn6uezoOs+TeJUFU99nR/iwrWup7aDNEoYzDZkm6zoFKtDA52fxAmpuuLsF5LCrFmz8O9//xuRkZFFxjp06IDOnTvjpZdeAgD+Xk9EREREVM2UuGGwfPlyrFixAgUFBcWOBwYGYuTIkRg8eHCpwxER0a3lH/oEF9eOgCP3iqum/+h1BLTtD1VYXemCVUBymYDE+CgA157a1hst0KoU6BSrQ2J8FDeXJclw9gtJ4cMPP4S/vz9GjBgBmUzmqn/++eeYMWMGzGYzatWqJWFCIiIiIiKSSokaBitWrMC8efMwdOhQPProo6hTpw78/K49lVlQUIAzZ87gyy+/xKxZsyAIAgYNGlQWmYmIqjVHQQ4ub0hG7t5Ut7rMLxiRiYuh1NWRKFnFFqZVIzkhBulZBcgx2xCsUaKBzo/NApIUZ7+QFF5//XW89dZb2LhxI/r27Yvnn38er776Knbs2IHHH38c06ZxphoRERERUXVVoobB+++/j5EjRyI5ObnIWEBAAJo1a4ZmzZpBqVRi48aNbBgQEXlZ/u+f49Lq4bAbLrrVtfd1R+Tg5VAGFV1egv4hlwlcD54qFM5+ISk89thj6Ny5Mz7//HMsW7YM33zzDTIzM7Fy5Uo88MADUscjIiIiIiIJlahhkJ2djfvvv/+Or2vZsiVWr17tcSgiInLnMOXiyuYJMOxx/7tV5huIGs8tQGCHRAgCbywSVUac/UJSUKlUePrpp9GuXTt07NgRs2fPZrOAiIiIiIhK1jCIjY3Fp59+esd/THz44YeoV69eqYIREdE1xqPf4uLKQbBnn3er+zXrhppD3oMyJEqiZETkLZz9QuUpLi6uSJN50qRJmDRpEgBAEAQcO3ZMimhERERERCSxEjUMkpOTMXr0aJw8eRJdunRBvXr14OfnB0EQYDQacfbsWXz99df4448/sGDBgrLKTERUrThyL7s1C2Q+/oh4di6CEoZwVgEREZVYUlKS678fNpsNK1asQPfu3REdHS1xMiIiIiIiklqJGgYJCQlYv349Fi9ejAULFsBms7mNy+VyxMfHY/Xq1Wjbtq1XgxIRVVcB7Z5F3v5tyD+0A35NHkHNoaugDOVNHSIi8szYsWMBAKIoYt26dQCu/R5/YyOBiIiIiIiqpxI1DIBr+xOsWrUKVqsV586dQ35+PpxOJwICAhAdHQ2VSlUWOYmIqgXRYYcgd/+rWRAERA5aBm3zxxDUaThv5hARUalYLBZs2rQJGzduRH5+PubMmYPXXnsNp0+fxn/+8x/cc889UkckIiIiIiKJyEpzsCiKAACFQgGZTMabWEREpVBw4kdkTGuEgrQfiowpAiMQ/NAI/j1LRESl9vzzz2P79u0YPnw4vv32Wzz22GNITU2F0WhEr169MHPmTKkjEhERERGRREo8w+DAgQNYsmQJfv31VzgcDrcxlUqFVq1aYcyYMbjvvvu8lZGIqEpzWkzQb3sZ2d/MB0QRF1cORux//4DM5+43QHU4RaRnFSDHbEOwRokGOj/IZGwuEBFRUfv378eaNWvQunVrVy0uLg47duzA2rVrsWTJEkyZMkXChEREREREJJUSNQy+/fZbJCcno2nTphg/fjzq1KkDPz8/iKIIk8mEM2fO4JtvvkFiYiKWLVuGDh06lFVuIqIqwZT+My6+NwjWy3+5arbMU8j+bhl0j0+6q3NkGi1IPXAeaXojjFY7tCoF4sK1SIyPQphWXVbRiYiokjp8+LBrGVGz2Qyj0YigoCAolUoMHToUTz75pMQJiYiIiIhIKiVqGCxcuBCdO3fG/Pnzb/maoUOH4oUXXsCcOXM8ahjs2bMH8+bNQ0ZGBkJCQtCvXz+MGHF3y3DY7Xb07dsXvr6+SE1NLfG1iYjKi9NaiMyPXsPVL2YDotNVF5Q+CH/mLYR0Tb6r8zicIlIPnMfujCyE+KoQrlXDYLZhd0YWACA5IQZyzjQgIqIbqFQqHDhwALNmzcKRI0dcy4w2b94c48ePR9u2bSVOSEREREREUinRHgYnT57EM888c8fXPfPMM8jIyChxmEOHDmH06NGIjY3FwoUL0aNHD8ydOxfLli27q+NXrFiBP//8s8TXJSIqT+aT+3Hy9Za4+vkst2aBJrYNYt48jNBuEyDI5Hd1rvSsAqTpjQjxVaFuiC+CNErUDfFFiK8KaXoj0rMKyuptEBFRJXXo0CEMGjQIeXl5GD16NF5//XWMGjUKBoMBw4YNw+HDh6WOSEREREREEinRDIOIiAgcPXoUDz744G1fd/jwYYSEhJQ4zOLFixEXF4dZs2YBABISEmC327FixQoMHjwYPj4+tzw2LS0Ny5cvR1hYWImvS0RUHkSbBfrP/ousz2YCzn/2gBEUKoT1mo7QxybedaPguhyzDUarHeE3LT0UpFFCb7Qgx2zzSnYiIqo65s2bh/j4eKxatQpy+T//3RkzZgyGDh2KhQsXYvXq1RImJCIiIiIiqZRohsGzzz6LhQsXYvbs2fjjjz+Ql5cHp9MJp9OJ/Px8/Pnnn5g9ezaWL1+OPn36lCiI1WrFvn370LVrV7f6o48+CpPJhAMHDtzyWJvNhilTpiAxMRH16tUr0XWJiMqDYDiPCzMeRNbOFLdmgU/d+1HvP4ege+LFEjcLACBYo4RWpYDhpsaAwWyDVqVAsEZZ6uxERFS1HDlyBAMGDHBrFgCATCbDv//9b/zxxx8SJSMiIiIiIqmVaIbB4MGD4XA4sGLFCqxcubLY1/j4+GD06NEYOXJkiYKcO3cONpsNdevWdavXqVMHAHD69Gk88MADxR67aNEi2Gw2vPDCCxg6dGiJrktEVB5E32CIhfn/FORKhD39OnSPvwhB4flN/fo6P8SFa117FgRplDCYbcg2WdEpVocGOr/SRicioirGz88Pdru92DGbzeba04CIiIiIiKqfEjUMAGDYsGFITEzEb7/9hpMnTyI/Px9OpxP+/v6IiYlBixYtbrt00K3k5eUBALRarVvdz+/azS6j0VjscX/88QdWr16NjRs3QqVSlfi6xSksLPTKeTy5phTXpvLHz7ticjhFZFw1wVBoR5CPAvVDfSHzwobBhYWFgMoPAf0WIHvxU1DVbo6wge9BFdUMhTY7YCv+ps3deqapDjabDSeyCnAp1wQ/lRwdogPxTFMdLBZ+j5Un/mxXL/y8qxepPu+yuF7Lli2xbNkydOjQwfW7NnDt9+0VK1YgPj7e69ckIiIiIqLKocQNAwBQq9Vo06YN2rRp47UgTue1jT8FofibczJZ0dWTLBYLpk6dioEDB6J58+Zey3Ly5EmvnasyXZvKHz/viiOn0IHPTplxOs8Gs12ERiGgboAST9TTINinhEsFOe2ArRBQuzdAL8hrQdZjHsy12yA3Tw4cO+a1/A8FiaivcCDf6oS/SkS0vxGZZ9KR6bUrUEnwZ7t64eddvVSFz3vixIno1asXHnnkEXTq1AlhYWHIzMzE7t27YbFYkJKSInVEIiIiIiKSSIkbBk6nEz///DOsVis6dOgAlUqFnTt3YtGiRbh8+TIaNWqESZMmlfjJpICAAABFZxIUFBQAKDrzALi2YZvT6cTo0aNd06qvT6G22+2Qy+W3bEDcTkxMjEezJEqjsLAQJ0+elOTaVP74eVcsDqeIxXvP4m+zA8EBvojSKGAw2/G32Y6DpgAk3RcN+V3ONLBePI7MdaOhCIlG+IiNEATB/fNu3LjM3kezMjsz3S3+bFcv/LyrF6k+7+vX9aY6derggw8+wKJFi7Bnzx7k5uYiMDAQbdq0wZgxY1C/fn2vXo+IiIiIiCqPEjUMMjMzMWTIEPz9998AgHr16mHq1KmYMmUK7r//fjz88MPYu3cvBg8ejI0bN5boqf/o6GjI5XKcOXPGrX796+L+4fLVV1/hwoULaNGiRZGxJk2a4O2330avXr1K8hYBXNuHQaPRlPg4b5Dy2lT++HlXDCf0RmTkWKDT+qBuiC8AIFQLnM42ISPHggsFTjQML9q0vJHodODql3OQuf1ViDYLrGcOwfbHJwhs28/1Gn7e1Qc/6+qFn3f1UhU+b6vVivr162PevHnFjl9vjBARERERUfVTdJ2f25g9ezasVivWr1+PTZs2wcfHB8nJyXjiiSeQmpqKKVOmYPv27bj//vsxf/78EgVRq9WIj4/HN99847bR2ldffYWAgIBimw9Lly7Ftm3b3P7XpEkTNGnSBNu2bcNDDz1UogxEVD3lmG0wWu0I0rhvPhykUcJotSPHbLvt8ZZLJ3D6rQeh/+BFiDaLq5797WJuHElERBVOz549kZaWVuzY6tWrPXrghoiIiIiIqoYSzTD4/vvv8eabb6J169YAgNdeew39+/d3+0eFXC5HYmIiJk+eXOIwo0aNwuDBg5GcnIzevXvj8OHDWLVqFSZNmgQfHx8YjUakp6cjOjoaISEhaNiwYZFzXN+4rVkzLs5BRHcnWKOEVqWAwWxzaxoYzDZoVQoE39RIuE50OpH99Xzot70E0XbDppSCgNBuExHWa7pHy6JVZg6niPSsAuSYbQjWKNFA5+eVjaOJiMh7BEHAv/71LyQnJ2PYsGEAgHPnzmHq1Kk4ePAgHnvsMYkTEhERERGRVErUMHA6nW5TsJs0aYI6deoUeZ1MJoNKpSpxmHbt2mHhwoVYsGABkpKSEBERgRdffBFDhgwBABw9ehQDBgzweKkhIqLi1Nf5IS5ci90ZWQCuzSwwmG3INlnRKVaHBjq/IsdYr6Tj4sohMP31o1tdFdEANYevhW+D9uWSvSLJNFqQeuA80vRGGK12aFUKxIVrkRgfhTCtWup4RET0/7Zv3465c+dizpw52LNnDxISErB48WIEBwdj+fLl6Nixo9QRiYiIiIhIIiVqGNx7771YunQpWrRoAX9/f6hUKnz11VdurzGZTFi5cqXHT/h36dIFXbp0KXasTZs2OHHixG2PT01N9ei6RFR9yWUCEuOjAABpeiP0Rgu0KgU6xeqQGB/l9oS86HQi59sluLJlCkSr6Z+TCAJCuiQj/Jm3IFP7lvdbkJzDKSL1wHnszshCiK8K4Vo1DGabqwmTnBBz1xtHExFR2VKpVJgyZQratGmD0aNHY//+/WjUqBE2btxY6fdnICIiIiKi0ilRw2Dy5MkYMGAAHnzwQWzcuBFNmjRxG//hhx8wZcoUWCwWbNq0yatBiYjKUphWjeSEmNsupyM6nTg753EUHHFvlCrDYlBz2Br4xSWUd+wKIz2rAGl6I0J8Va6No68v75SmNyI9q+COG0cTEVH5+eijj/DOO+/A398fHTp0wBdffIHRo0fjzTffRO3ataWOR0REREREEinRpscNGzbEJ598gsGDB6NmzZpFxtVqNTp27IgtW7agUaNGXgtJRFQe5DIBDcO1aFsnGA3DtUXW3hdkMvg26OBWC+48GrH//b1aNwuA0m8cTURE5WfgwIF46aWXcO+99+LTTz/FnDlzsHr1apw+fRo9evTA6tWrpY5IREREREQSKdEMAwCIiIhAcnJysWNt27ZF27ZtSx2KiKii0j0xFfmHPoYjPxORQ1dD26Sz1JEqBE83jiYiovJ37NgxvPXWW257grVr1w47d+5ESkoKZs2a5dpDjIiIiIiIqpcSNwyIiKoDURRhvXgc6lqN3eqCQomoMdsg14ZArgmQKF3F48nG0UREJI2dO3eiRo0abjWHwwFfX1+kpKSgW7duEiUjIiIiIiKplWhJIiKi6sCWfQHn5j6Jk2/Ew3L5ryLjqrC6bBbc5PrG0Z1idVDJZdAbLVDJZcVuHE1ERNKqUaMGli5diqFDh7pqBw4cQIcOHbB27VokJFTvZfaIiIiIiKozzjAgIvp/oigid+8GXN7wApwmAwDg4nuDUfflPRBkcmnDVQJ3s3E0ERFJb+XKlVi0aBEGDBjgqtWpUwdPPfUUZs+eDY1Gg759+0qYkIiIiIiIpMKGARERALvhMi6ufR7Gw5+41W1Zp2DLPAVVRH2JklUu1zeOJiKiimvLli0YP348hg0b5qrVqFEDU6dORUhICNavX8+GARERERFRNeWVJYkyMjLw22+/4cyZM944HRFRuRFFEbm/vI+Ml5oUaRYEtv83YlOOsllARERVypUrV9CkSZNix5o1a4bz58+XcyIiIiIiIqooSjXD4NNPP8XMmTORlZXlqul0OkycOBFPP/10abMREZUpe54el9aNRv6BD93q8oBwRA5ajoD7n5YmGBERURmqXbs29u7di3bt2hUZ27dvX5ENkYmIiIiIqPrwuGHw3XffYfLkyWjbti0mTJgAnU4HvV6PTz75BNOmTUNQUBA6derkxahERN6Tt38bLq0bBUd+lls9oE0/1EhcCIW/TqJkREREZat///5ISUmB3W7HI488gtDQUGRnZ2PXrl1Yv349Jk2aJHVEIiIiIiKSiMcNg6VLl6Jbt26YO3euW713794YP348li9fzoYBEVVIWZ/Pgv6DF91qcn8dIgcsQUDrf0mUioiIqHw899xzuHz5MtasWYO1a9e66nK5HAMHDsSgQYMky0ZERERERNLyuGHw119/YezYscWO9ezZE8nJyR6HIiIqS4Ft+iHrk//Cac4DAPjH90LkwKVQBIRLnIyIiKh8TJw4ESNGjMDhw4eRm5uLgIAANG/eHMHBwVJHIyIiIiIiCXncMAgODobBYCh2LCcnByqVytNTExGVKWVobdR4dh4uvz8RkYmLEdC2HwRBkDoWERFRufL390dCQkKRekZGBmJjYyVIREREREREUvO4YdCuXTssXLgQ8fHxqFmzpqt+4cIFLF68GB06dPBKQCKi0jAe3QXfBh0gU2nc6oEPDoK2RXfuVUBERNVObm4uZs+ejf3798Nms0EURQCAKIowmUzIzc3F8ePHJU5JRERERERS8LhhMGHCBPTu3RvdunXDfffdh7CwMGRmZuK3335DYGAgJk6c6M2cRFWKwynidJ4dxnO5qBHkQAOdH2QyPuHuTQ5TLq5sGg/Dj2sQ+tgkRPSb5TYuCAKbBUREVC2lpKTg008/RUJCAk6ePAmNRoO6devi4MGDyMvLw5tvvil1RCIiIiIikojHDYOwsDB89NFHWL16Nfbv348///wTgYGBSExMxODBg6HT8UYcUXEyjRas/vksfvk7H6qzZxGoUSMuXIvE+CiEadVSx6sSjEe+xsXVQ2HPPg8AuPrlbPjf3xO+DdpLnIzKgsMpIj2rADlmG4I1SjbgiIju4Mcff8SYMWMwatQorFmzBvv27cO8efNQUFCAf//730hPT5c6IhERERERScTjhgEAhIaGYvLkyd7KQlTlOZwiUg+cx4+ncyA4RURplci3OrE7IwsAkJwQAzlvdHrMYc7HlfcnwbB7hVtdptbCbrgkUSoqS5lGC1IPnEea3gij1Q6tSsEGHBHRHeTl5eH+++8HADRo0ACrVq0CAPj5+WHIkCFYtGgRpk2bJmVEIiIiIiKSiMcNg0WLFt12XBAEJCUleXp6quaq6hPD6VkFSNMbEaxRwFepQKCPEqFaJQAgTW9EelYBGoZrJU5ZORUc+w4XVw2BLeuMW92vySOoOXQVlKHREiWjsnK9Abc7IwshviqEa9UwmG1swBER3UFwcDDy8/MBAHXq1MHVq1eRk5OD4OBgRERE4MqVKxInJCIiIiIiqbBhQBVOVX5iOMdsg9FqR6hGAWv+P/UgjRJ6owU5Zpt04SopZ6ERV7ZMRc63i93qgtoPNfrPRlCnERAE3jSuiq434EJ8Vagb4gvg2s8SwAYcEdHttGvXDsuWLUPDhg0RFRWFoKAgbN++HUOHDsX333+P4OBgqSMSEREREZFESrUk0ZYtW9C8eXNvZSGq8k8MB2uU0KoUMJit8L2hbjDboFUpEPz/Nzvp7hSc+BEX3xsEW+ZJt7pvXCfUHLYaqrB6EiWj8nC9ARd+UyORDTgiottLTk5GYmIipk6dig0bNmDEiBGYOXMmli9fjvz8fD70Q0RERERUjZWqYUDkbVX9ieH6Oj/EhWvx3d96GCx2KLU2GG02ZJus6BSrQwOdn9QRKw3LxTScebsjIIqumqDyRUSfmQjuPBqCTCZhOioP/zTgbK6/JwA24IiI7qRWrVr4/PPPcfr0aQDA4MGDodPpcOjQITRv3hw9e/aUNiAREREREUmGDQOqUKr6E8NymYDE+CjYbDb88ncBMgtsCNSo0SlWh8T4qCqxT0N5UdeMQ9ADg2D4cQ0AQNOgA2oNXwtVRH2Jk1F5ud6Auz4DKUijhMHMBhwR0d3w8fFBXFwcLBYL8vPz0a1bN3Tv3l3qWEREREREJLFSNQwyMzNx8eLFW47XrFmzNKenaqg6PDEcplUjqX006ityoasVjRpB2iqzqXN5i3h2Lkx//YTgh0cipGsyBJlc6khUjq434IBrM5D0Rgu0KgUbcEREd+H777/HkiVLcPToUYiiCLlcjvvvvx/Jyclo2bKl1PGIiIiIiEgipWoYjBkz5rbjx48fL83pqRqqLk8My2UC6gYo0Lh2IDQajdRxKjzzyf1wmPOgafQw0rMKkGO2IVijRANdAGJTjkJQVP5GEnkmTKtGckLMTd8XbMAREd3OF198gQkTJiAuLg5jxoxBaGgoMjMz8fXXX2PAgAFYu3Yt4uPjpY5JREREREQS8Lhh8Pbbb3szBxEAPjFM7pw2C7I+no6sz2ZA8NNh15Of4kieEkarHVqVAnHhWiTGRyGs8m5rQV4glwmVem8TIqLytmTJEjz66KOYN2+eW33MmDEYO3YsZs+ejc2bN0sTjoiIiIiIJOVxw4CboVFZ4RPDBADmM4dxccVAWM4fAQCI+VcQuutlWO+fgXCtGgazzTUTJTkhBnJ+fxAREd2Vs2fPYsqUKcWO9enTB2PHji3nREREREREVFFw02OqkPjEcPUl2m3I2pmCzJ3/BRx2V90hKJAfVB91gzWAILj2uEjTG5GeVcDvFyIiorsUGxuLI0eO4IEHHigydurUKURFRUmQioiIiIiIKgI2DIiowig8+wcurhyEwjOH3eqOGs2wqu40ILIZgoR/ZhIEaZTQGy3IMdvKOyoREVGl9cYbb2DkyJEAgB49eiA8PBwGgwHfffcdFixYgDfeeAMXL150vb5mzZpSRSUiIiIionLGhgERSU502JH12Uxk7vgP4Ljh5r9cAV33l5Hd5gWYfjoHq9nmmlkAAAazDVqVAsEabnpMRER0t/r06QMAmD9/PhYsWOCqi6IIAJg8ebLb648fP15+4YiIiIiISFJsGBCRpCwXjuHCewNReOqAW10d1RQ1h6+Dpm5LhDpFxIXnuPYsCNIoYTDbkG2yolOsDg10flJEJyIiqpRSUlIgCNz7h4iIiIiIivJKwyA/Px96vR61a9eGXC6HXC73xmmJqIoTRREXVgxA4emD/xQFGXRPToXuqdcgU6oBXNvTIjH+2nrKaXoj9EYLtCoFOsXqkBgfxQ2xiYiISqBXr15SRyAiIiIiogqqVA2Dffv24d1338Wff/4JQRCwdetWvPfee6hRowamTp3qrYxEVEUJgoDIQctx6s02gNMBVc1GqDVsLTSxrYu8NkyrRnJCDNKzCpBjtiFYo0QDnR+bBURERERERERERF4i8/TAn3/+GUOHDoWPjw8mTZrkWvO0cePGWL9+PdasWeO1kERUdWnq3Y+wHq8i9PHJiPnPoWKbBdfJZQIahmvRtk4wGoZr2SwgIiIiIiIiIiLyIo8bBvPmzUPnzp2RmpqKgQMHuhoGI0aMwLBhw7B161avhSSiys96JR1XPngRotNZZCys5+uI6PsOZCofCZIRERERERERERERUIqGwfHjx9G7d28AKLJpWocOHXDhwoXSJSOq5hxOESf0RvxyJgcn9EY4naLUkTwiOp3I/mYRMl65F1c/n4Wc75dLHYmIiIiIiIiIiIiK4fEeBv7+/sjMzCx27NKlS/D39/c4FFF1l2m0IPXAeaTpjTBa7dCqFIgL1yIxPgphWrXU8e6aNfMULq4cAlPablftygeToW32KFThMdIFIyIiIgBAfn4+9Ho9ateuDblcDrlcLnUkIiIiIiKSkMczDDp37oy5c+fiyJEjrpogCLh8+TKWLVuGTp06eSMfUbXjcIpIPXAeuzOyYHU4Ea5Vw+pwYndGFlIPnIejEsw0EEUROd8vx8lXmrs1CwAg6IFBUARGSBOMiIiIAAD79u3Dv/71L7Ru3Rrdu3fH33//jYkTJ2LGjBlSRyMiIiIiIgl53DCYOHEiQkND0adPH1dzYMKECejWrRsEQcCECRO8lZGoWknPKkCa3ogQXxXqhvgiSKNE3RBfhPiqkKY3Ij2rQOqIt2W7ehZnZ3XFpbUj4Sw0uupKXR3UmfItIgcsgkztJ2FCIiKi6u3nn3/G0KFD4ePjg0mTJrn2ImvcuDHWr1+PNWvWSJyQiIiIiIik4vGSRIGBgdi6dSt27NiBX375BQaDAf7+/khMTESvXr2g0Wi8mZOo2sgx22C02hF+09JDQRol9EYLcsw2iZLdniiKMPy4Blc2jYfTnOc2FtRpBCL6zYJcEyBROiIiIrpu3rx56Ny5M+bPnw+73Y5Zs2YBAEaMGAGj0YitW7di8ODBEqckIiIiIiIpeNwwAACVSoU+ffqgT58+3spDVO0Fa5TQqhQwmG0I0ihddYPZBq1KgeAbahWFLfsCLq0ZDuMfX7jVFSFRqDlkFbTNukqUjIiIiG52/PhxJCUlAbi2pOiNOnTogHXr1kkRi4iIiIiIKoBSNQyys7OxatUq7N27F5mZmVi5ciV27dqFuLg4PPLII97KSFSt1Nf5IS5ci90ZWQCuzSwwmG3INlnRKVaHBrqKt5xP/uFPijQLgh4cjIj+cyD3C5ImFBERERXL398fmZmZxY5dunQJ/v7+5ZyIiIiIiIgqCo/3MDh37hx69OiBLVu2ICIiAlevXoXD4cCpU6fwwgsvYPfu3V6MSVR9yGUCEuOj0ClWB5VcBr3RApVchk6xOiTGR0EmE+58knIW/NDz8G30EABAERSJ2uM/Rc1hq9ksICIiqoA6d+6MuXPn4siRI66aIAi4fPkyli1b5tqfjIiIiIiIqh+PZxjMnDkToaGhSE1Nha+vL5o2bQoAmD17NiwWC/+xQVQKYVo1khNikJ5VgByzDcEaJRro/CpkswAABJkMNYeuRtbOtxDR9x3I/YKljiQZh1Ms8rkRERFVJBMnTsTvv/+OPn36QKfTAQAmTJiAy5cvIzIyEhMmTJA4IRERERERScXjhsHPP/+MlJQUBAQEwOFwuI317dsX48aNK202ompNLhPQMFwrdQw39jw9LqeORegTU6Cp29JtTBVWFzWHvCdRsooh02hB6oHzSNMbYbTaoVUpEBeuxTNNdVJHIyIicgkMDMTWrVuxY8cO/PLLLzAYDPD390diYiJ69eoFjUYjdUQiIiIiIpJIqfYwkMvlxdatVmuRDdSIqHLL278Nl9aNgiM/C5aLx1DvjQOQKdVSx6owHE4RqQfOY3dGFkJ8VQjXqmEw27A7Iws2mw0PBYlSRyQiInJRqVTo06cP+vTpI3UUIiIiIiKqQDzewyA+Ph4rVqyAyWRy1QRBgNPpxObNm9GyZcvbHE1ElYXdeBXnl/TD+UX/giP/2kbMlvN/4upnMyVOVnYcThEn9Eb8ciYHJ/RGOJ13vtmfnlWANL0RIb4q1A3xRZBGibohvgjxVeFEVgHOGR13PAcREVF5yc7OxqxZs9CzZ0888MADSEtLw6JFi7Br1y6poxERERERkYQ8nmEwceJE9O/fH127dkWbNm0gCAJWrVqFjIwMnDlzBps2bfJmTiKSQP6hj3Fx7fNw5F5xq/vH90LwwyMlSlW2brWsUGJ8FMK0t55RkWO2wWi1I/ym1wRplLiUa0K+1VnW0YmIiO7KuXPn0L9/f1gsFtx///1IS0uDw+HAqVOnsGTJEixZsoR7kRFRmXMUGmDNOgLRlg9B6Q+VrhnkPkFSxyIiIqr2PG4Y3HPPPdi2bRsWLVqEffv2QS6XY+/evWjVqhVmzpyJhg0bejMnEZUjR0EOLm94Abl7N7jVZX7BiExcjIC2/arksmO3W1YIAJITYiC/xcbTwRoltCoFDGYbgjRKV91gtsFPJYe/iksSERFRxTBz5kyEhoYiNTUVvr6+aNq0KQBg9uzZsFgsWLZsGRsGRFRmLPrDyPt9KQrS3ofoKHTVBbkP/OL6IeDeUVCHt5AwIRERUfVWqj0M6tWrh9mzZ3srCxFVAPm/fYZLa4bDbrjkVtfe1x2Rg5dDGRQpUbKyd/OyQgBcN//T9EakZxXcciPq+jo/xIVrXc2FII0SBrMN2SYrOkQHItrfWD5vgoiI6A5+/vlnpKSkICAgAA6H+5J5ffv2xbhx46QJRkRVmiiKyN0/Azl7Xy9+3FEI49G1MB5di+D2/0Fgq6lV8iElIiKiis7jhsH+/fvv+JpWrVp5enoiKmcOUy6ubBoPw49r3Ooy30DU+PdCBLb/d5X/hf12ywrpjRbkmG23PFYuE5AYHwXgWnNBb7RAq1KgU6wOzzTVIfNMeplmJyIiKgm5XF5s3Wq1Vvn/3hORNG7XLLjZtdcJCGo9tWxDERERUREeNwwSExMhCAJE8doyGzf+w0IURQiCgOPHj5c+IRGVC9FhQ/7vn7nVtM0fQ+Tg96AMqSVRqvJ1u2WFtCoFgm+oFSdMq0ZyQgzSswqQY7YhWKNEA50fLJZCZJZ1eCIiorsUHx+PFStWoH379lCrrzXJBUGA0+nE5s2b0bJlS4kTElFVY9EfvutmwXU5e1+Dpu6jXJ6IiIionHncMFi/fr3rzw6HA4MHD8Z//vMf1KtXzyvBiKh8Kfx1iBy0HOcX9ITMxx8Rz81D0IODq9VThrdbVqhTrA4NdH53PIdcJtxy2SIiIqKKYOLEiejfvz+6du2KNm3aQBAErFq1ChkZGThz5gw2bdokdUQiqmLyfl/q4XHLENZluZfTEBER0e143DBo3bq168/X1z5t2rQpmjRpUvpURFTmRKcTgkzmVgu4/2lE9HsXAa3/BWVotETJpHO7ZYUS46Mgu8WGx3fL4RRxQm90m31Q2nMSERGV1D333INt27Zh0aJF2LdvH+RyOfbu3YtWrVph5syZaNiwodQRiagKcRQaUJD2vkfHFqRtRsiDMyH3CfJuKCIiIrqlUm16TESVj7PQiCtbpkK0W1BzyHtFxkMfmyhBqorjVssKlfbGfk6hA4v3nkVGjgVGqx1alQJx4Vokxkch7KY9E4iIiMpavXr1MHv2bKljEFE1YM06AtFR6NGxoqMQ1qwj0EQ96OVUREREdCtebRhUp6VLiCqjgrQ9uLhyMGyZJwEA/vf3gv+9j0mcquLx9rJCDqeIz06Z8bfZAZ3WB+FaNQxmm2vpo+SEGMg504CIiMrJ/v377/iaVq1alUMSIqoORFu+pMcTERFRyXjcMBgwYIDrz9c3Pn711Vfh53dtjW9BELBu3bpSxiMib3BaTNBvewnZ3ywA/v/nFQCubEyGtllXCDK5hOmqvoyrJpzOsyE4wBd1Q3wBwLWpcpreiPSsAu57QERE5SYxMRGCILh+h7/xoR9RFCEIAo4fPy5VPCKqYgSlv6THExERUcl43DAQb7jpCPzzFNL1+s3jRCQN0997cfG9QbBe+dutrrnnAdQatobNgnJgKLTDbBcRpXH/KzdIo4TeaEGO2SZRMiIiqo7Wr1/v+rPD4cDgwYPxn//8B/Xq1ZMwFRFVVSpdMwhyH4+WJRLkPlDpmpVBKiIiIroVjxsGqamp3sxBRF7mtBYic/uruPrlbLdZBYLSB+HPpCCk6wtsFpSTIB8FNAoBBrMdoTdMJDCYbdCqFAj+/9kGRERE5aF169auPzscDgBA06ZN0aRJE6kiEVEVJvcJgl9cPxiPri3xsX5x/bnhMRERUTkrk02Pz507hyVLlri+jo6OxqhRo8riUkRe5XCKXt/sVgrmjF9x4b2BsF5Kc6trYtui5vC1UEc2lChZ9RQb6ou6AUr8bbbjdLYJQRolDGYbsk1WdIrVoYHOT+qIRERERERlJuDeUR41DALuHen9MERERHRbHjcMpk2bdsuxnJwc/PDDD3j66ac9PT1VUFXlhnpxMo0WpB44jzS9EUarHVqVAnHhWiTGRyFMq5Y63l0RRRGZ219D1s4UQHS66oJChbBe0xH62MQKN6ugKn9PXSeXCXiingYHTQHIyLFAb7RAq1KgU6wOifFRVe79EhFR5XPjPgZERN6mDm+B4Pb/Qc7e1+/6mOD2b0Id3qIMUxEREVFxPG4YfPTRR9DpdFCpVEXGrFYrAODtt9/2PBlVOFXhhvqtOJwiUg+cx+6MLIT4qhCuVcNgtmF3RhYAIDkhBvJKcFNXEAQ4rSa3ZoFPvXjUGr4O6lqNJUxWvKr8PXWzYB85ku6LxoUCZ5VujhARUcU3YMAA15+v7zv26quvws/v2ow3QRCwbt06SbIRUdUV2GoqAAE5e1+742uD27+JwFZTyj4UERERFVGqJYmWLFmC5s2bF6n/9ttv6N+/f2lOTRVMVbmhfivpWQVI0xsR4qtC3RBfANc2pAWANL0R6VkFaBiuvd0pKozw3v+F8ffPYNWfRFjPN6B7/EUI8jJZfaxUqvr3VHHkMqHSfB8REVHVJd6wtxEAtGrVyq1+8zgRkTcIgoCg1lOhqfso8n5fhoK0zW4bIQtyH/jF9UfAvSM5s4CIiEhCZXIXkVOaq56qdEO9ODlmG4xWO8Jveqo9SKOE3mhBjtkmUbLbc1oKIFO7r38vU2lQa+QmCDIFfKKLNvQqiqr+PUVERFRRpaamSh2BiKoxdXgLhHVZjpAHZ8KadQSiLR+C0h8qXTNucExERFQBVLzHjqlCqqw31O9WsEYJrUoBg9nmumkNAAazDVqVAsE31CoC0WFH1mczkf31fMS8eQjKkCi3cU3dlhIlu3tV/XuKiIioMjp37hyWLFni+jo6OhqjRo2SMBERVVVynyBooh6UOgYRERHdpFQNg8mTJyM8PByhoaGoU6cOGjVqhNatW3srG1Ugle2GeknV1/khLlzrWg4nSKOEwWxDtsmKTrE6NND53eEM5cdy4RguvDcQhacOAAAurh6O6ImfV7qZPVX9e4qIiKiimjZt2i3HcnJy8MMPP+Dpp58uv0BERERERFRheNwwmDdvHgoLC2EymXDp0iWcOXMG27dvR05ODho1auTNjFQBVKYb6p6QywQkxl97Sj9Nb4TeaIFWpUCnWB0S46MqxMa0otOBq1/MRub2VyHara56wZ9fo/D0QWjqxUuYruSq+vcUERFRRfXRRx9Bp9NBpVIVGbNar/2O8fbbb5d3LCIiIiIiqgA8bhh069at2Poff/yBhQsXQhRF19NLnMpc+VWGG+qlFaZVIzkhBulZBcgx2xCsUaKBzq9CvDfLpRO4+N4gmDN+caurajZCrWFrK12zAKge31NEREQV1ZIlS9C8edG9jn777Tf0799fgkRERERERFQReG0PA4vFApVKhebNm+O1115zW/uUqoaKfEPdW+QyoUJttCs6Hcj+egH0216CaCv8Z0AQEPrYJIT1fBMylY90AUupOnxPERERVSaVbYlDIiIiIiLyrlI1DE6ePIkFCxZg7969MBqN2Lp1K7Zu3YrY2FhOY66iKtoN9arMeiUdF1YOhvmvn9zqqogGqDl8LXwbtJcomXfxe4qIiIiIiIiIiKhi8LhhcPz4cTz33HMIDQ1F9+7dsWnTJgCAUqlESkoKtFotevbs6bWgRNVJ3v4PcWHFAIhW0z9FQUBIl2SEP/MWZGpf6cIRERFRpTd58mSEh4cjNDQUderUQaNGjdC6dWupYxERERERkcQ8bhjMnDkTTZs2xerVqwEAGzduBAC8/PLLKCwsxPr169kwIPKQOqopIDpdXyvDYlBz2Br4xSVImIqIiIiqgnnz5qGwsBAmkwmXLl3CmTNnsH37duTk5KBRo0ZSxyMiIiIiIgl53DD47bffMGfOHCgUCjgcDrexxx9/HJ9++qlH592zZw/mzZuHjIwMhISEoF+/fhgxYsQt11O1Wq1Ys2YNPvroI1y+fBkRERHo3r07RowYAZVK5VEGIqmpIxsi/JkUXNk8AcGdkxDRdyZkaj+pYxEREVEV0K1bt2Lrf/zxBxYuXAhRFDFt2jQAQHR0NEaNGlWe8YiIiIiISEIeNwzUajUKCwuLHTMYDB7drD906BBGjx6Nxx57DOPGjcPBgwcxd+5cOJ3OW/5DJSUlBTt27MDo0aPRrFkzHD16FIsWLcLFixeRkpJS4gxE5c2WfR6KwBoQ5O4/jiFdX4CmQXv4xraRKBkRERFVBxaLBSqVCs2bN8drr72GJUuWSB2JiIiIiIgk4nHDoEOHDliwYAFatmyJsLAwAIAgCCgoKMDq1avRvn3JN2RdvHgx4uLiMGvWLABAQkIC7HY7VqxYgcGDB8PHx8ft9QaDAe+//z4mTZqEYcOGAQDatWsHAJg1axYmTZqEkJAQT98iUdkSReT/by2yt05B6JNTEdb9JbdhQSZns4CIiIjKxMmTJ7FgwQLs3bsXRqMRW7duxdatWxEbG4u3335b6nhERERERCQRmacHTp48GSaTCd26dcNzzz0HQRAwY8YMdOvWDZcuXcKECRNKdD6r1Yp9+/aha9eubvVHH30UJpMJBw4cKHJMfn4++vXrh4cfftitXrduXQDAuXPnSvamiMqJPecCVJ8kIyt1NJyF+cj86A0Unv1D6lhERERUDRw/fhzPPPMMjh49iu7du0MURQCAUqlESkoKPvroI4kTEhERERGRVDxuGERGRuLjjz/GwIEDIYoioqOjYTKZ8OSTT2L79u2oXbt2ic537tw52Gw2183+6+rUqQMAOH36dJFjateujTfeeAMxMTFu9W+++QZKpbLIuajqcjhFnNAb8cuZHJzQG+F0ilJHKpYoijD8tB4X3oyH/MzefwYcNuT/7tm+H0REREQlMXPmTDRt2hRffPEFpk2b5moYvPzyy3jmmWewfv16iRMSEREREZFUPF6SCACCg4Mxfvx4rwTJy8sDAGi1Wre6n9+1jV6NRuNdneerr77Cxx9/jAEDBiAwMNCjLLfam6EsXb+mFNeu7DILrNh8+BJOZBWgwOqAn0qOhjo/9G8RiTC/irPxtT33Mq5uHAPTH5+71eWBkdD9ezF8m3WD2WyWKB2VJf58Vx/8rKsXft7Vi1Sfd1lc77fffsOcOXOgUCjgcDjcxh5//HF8+ikfYiAiIiIiqq5K1TDQ6/VYt24dDh48iNzcXISGhqJdu3ZITExEQEBAic7ldDoBXNsHoTgy2Z0nQ3z55ZeYNGkSWrVqhUmTJpXo+jc6efKkx8eWlpTXrowcThGbTxTgkN6CAJUAf5UMmflOZFy6istXrqB/Qz/IZcV/T93pvOeMDuRbnfBXyRDtL4fsFt+bdySKkP/1FZQ/zIJQmOs2ZI97HOaESTDKA4Bjxzw7P1Ua/PmuPvhZVy/8vKuXqvB5q9XqWzYiDAYDVKqK88AFERERERGVL48bBsePH8eAAQNgtVrRokUL1KpVC1lZWVixYgW2bNmCzZs3o2bNmnd9vusNhptnEhQUFAAoOvPgZmvWrME777yD1q1bY8mSJaX6h05MTEyRDZbLWmFhIU6ePCnJtSuzvzILkJt+BtHhvqgTrHHVz+SYkSuXQR1RB/eE+ZXonMXOWLB7NmPBkadH1uZkmA5/7FaXacNg7jgFdbsM4eddDfDnu/rgZ1298POuXqT6vK9f15s6dOiABQsWoGXLlggLCwNw7aGdgoICrF69Gu3bt/fq9YiIiIiIqPLwuGEwY8YM1KxZEytXrnT9QwMArly5gmHDhmHmzJmYP3/+XZ8vOjoacrkcZ86ccatf/7p+/frFHieKIv773/9iw4YNeOyxx/DOO++U+qkoHx8faDSaO7+wDEh57crILBai0AGEazVQKJSueqgW0BstMIvyEv3/6XCK2LbvIv53NhchvipEBqphMNvwv7O5UCqVSE6IuesZC7bs8zg7PR6O/Cy3ekCbfgj61zs4cVbPz7ua4eddffCzrl74eVcvVeHznjx5Mvr27Ytu3bohLi4OgiBgxowZOHXqFERRxJw5c6SOSEREREREEvF40+M//vgDL7zwgluzAAAiIiIwZswY7N279xZHFk+tViM+Ph7ffPONa+M14NqeBAEBAWjevHmxx82ZMwcbNmzAoEGDMHfuXE6hrsQ82bg4WKOEVqWAwWxzqxvMNmhVCgRrlLc4snjpWQVI0xsR4qtC3RBfBGmUqBviixBfFdL0RqRnFdz1uRTBteB7z4Our+X+OkSN2Yqo0Zsh1+pKlIuIiIjIWyIjI/Hxxx9j4MCBEEUR0dHRMJlMePLJJ7F9+3bUrl1b6ohERERERCQRj2cYBAcHIz8/v9gxh8Ph0VTtUaNGYfDgwUhOTkbv3r1x+PBhrFq1CpMmTYKPjw+MRiPS09MRHR2NkJAQHD9+HO+99x6aNm2Kxx57DL///rvb+erXr3/HpYyoYsg0WpB64DzS9EYYrXZoVQrEhWuRGB+FMK36lsfV1/khLlyL3RnXnuIP0ihhMNuQbbKiU6wODXQlW44ox2yD0WpH+E3XDNIooTdakHNTY+J2BEFA5MClMJ3YA9+4jogcuBSKgHAA15ojp/PsMJ7LRY0gBxro/CDzYK8FIiIiIk8EBwdj/PjxUscgIiIiIqIKxuOGQVJSEt59913Url0b999/v6uekZGB+fPnY8yYMSU+Z7t27bBw4UIsWLAASUlJiIiIwIsvvoghQ4YAAI4ePYoBAwbg7bffRq9evfD1119DFEX8+eef6Nu3b5HzrV+/Hm3atPH0LVI5cThFpB44j90ZWQjxVSFce20ZoOtNgNstAySXCUiMjwIApOmN0Bst0KoU6BSrQ2J8VIlvwt84YyHohtkJd5qx4CjIgS37PHxqN3OrKwIjEDP9NyiCa7k29M40WrD657P45e98qM6eRaBGfVfNESIiIiJv0ev1WLduHQ4ePIjc3FyEhoaiXbt2SExMdO0tRkRERERE1Y/HDYMdO3bAYrHg3//+NyIjIxEeHg6DwYBz587B6XRixYoVWLFiBYBrT1rv2rXrrs7bpUsXdOnSpdixNm3a4MSJE66vk5OTkZyc7OlboAri5mWAALhu1l9fBqhh+K1nioRp1UhOiEF6VgFyzDYEa5QePbHvcIpwOEVolDKkZxkhiiKCfVV3nLGQ/9tnuLRmOASFGrFvHYHMxz2rMiTK7RqpB87jx9M5EJwiorRK5Fudd9UcKS5vad8zERERVT/Hjx/HgAEDYLVa0aJFC9SqVQtZWVlYsWIFtmzZgs2bN6NmzZpSxyQiIiIiIgl43DCIiopCVFRUkXqLFi1KFYiqH28sAySXCbdtKtzJjUsiZZksMNmcOJFZgJqBduh81cXOWHCYcnFl03gYflzjql354EVEDlxyy+tcb44EaxTwVSoQ6KNEqPbumyPF5S3JEk5EREREM2bMQM2aNbFy5Uq3/ciuXLmCYcOGYebMmZg/f76ECYmIiIiISCoeNwzefvvtIjW73Q6ZTAaZzOO9lKka8nQZIG+5eUmk6CBf+KsUOJdbiNqBGjzfri7iwrVuzQLjka9wcfUw2LPPu53LdvUMRIcdgrz4H63rzZFQjQLWG7YAKUlzpDRLOBERERH98ccfePfdd92aBQAQERGBMWPG4JVXXpEoGRERERERSa1Ud/aXLl2KoUOHur4+ePAgOnTogLVr15Y2F1Uj1zcuzjZZcTrbBIPZhtPZJmSbrIgL15Z44+KSunlJpCCNEvVC/RAdpIHZ5oRcJriaBQ5zPi6uHoGz73ZzaxbINAGIHLoKtcd/estmAXBjc8TuVi9Jc6S4vHVDfBHiq3LNUiAiIiK6leDgYOTn5xc75nA44OPjU86JiIiIiIioovC4YbBy5UosWrQI99xzj6tWp04dPPXUU5g9ezY++OADrwSkqu/6xsWdYnVQyWXQGy1QyWUeb1xcUtef+g+66WZ9kEYJo9XueurfePRbnHylGQw/vOf2Or8mXRD71hEEJwxxbWx8K9ebIzlmOy4a7R41R+42LxEREVFxkpKS8O677+LgwYNu9YyMDMyfPx9jxoyRKBkREREREUnN4yWJtvxfe/cdFsW1/gH8u4WlLQgIaFRsKKgIKsFewRZL7EZjxcTYMPYWWzQxGkUiCqjYW0xiLDFeY7iWWBJbDLHEFrFiBaTDwu6y8/uD3+5lXeoKLOj38zw89+6ZOTPvzJkxu/POOWfPHkydOhWjR4/WlVWuXBlz5syBg4MDduzYgUGDBhVLkPTmK66Ji41R0JBIduJMPNsRgITj+nMTiMytUfnDINh1GFNgokBLmxxRqVQ4fycNsWkqVLDMfY4EY+Mt6SGciIiIqHz76aefkJmZiWHDhuGdd96Bs7MzEhMTER0dDY1Ggw0bNmDDhg0AAJFIhGPHjpk4YiIiIiIiKi1GJwxevHgBDw+PXJd5enoiLCzM6KDo7fS6ExcbS/vWv3YOADtLMyQqVIhPV8tvXg4AAFlPSURBVKKDqyMsdg9Hwg39H8pW9X1R5ePNkDnVKvL+nOTmCGhVHXWkSXCsWh2V7eRFSo4UFG9JD+FERERE5Vu1atVQrVo1g/ImTZqYIBoiIiIiIipLjE4YuLi44OzZs2jZsqXBsgsXLqBy5cqvFRi9nbI0Qqn3MtC+9Q8At2JSEZOaCblMqnvr36rSPDz8/4SBSGaFSh8sh33HCRC9xuTeErEINW2laOBSAZaWlsUab2n0yiAiIqLya9myZQZlarUaYrEY4tf4fkNEREREROWf0QmDDz/8EEuXLoVarUanTp1QsWJFxMfH49ixY9ixYwdmzJhRnHHSWyA2NRM7Lz3GrZhUpCrVkMukqOcsx3CfanCSm5fovvMdEql+Bzh0/hSKh3+j6uitkFWqU6KxvHa8RERERAVYt24dLl26hM2bNwMA/vrrL0yZMgVjx46Fv7+/aYMjIiIiIiKTMTphMHToUDx//hxbt27Ftm3bdOUSiQQjR47kDw0qkiyNgJ2XHuPk3Tg4WMngLDdHokKlG3ZncrvakJTww3CROhOV/t0Pt9bDDeYkcB4UCJFECpFYUqIxFIWphnAiIiKi8m3Tpk0IDQ3FiBEjdGU1atRA7969ERQUBEtLS85FRkRERET0ljI6YQAA06dPx5gxY3D58mUkJibC1tYWXl5esLe3L6746C0RFZeGWzGpcLCSoaaDFQDoJvS9FZOKqLi0En04rrj3J55sHAnl05sQScxQoeWHesvFZiXbw4GIiIiotOzZswdTp07F6NGjdWWVK1fGnDlz4ODggB07djBhQERERET0lnqthAEA2NjYoG3btsURC5mAKeYMyE2CQoVUpRrOrww9ZGdphpjUTCQoVCWyX40qE3EHv0Dc4eWAJgsA8GxnAKzqd4CZ3Tslsk8iIiIiU3rx4gU8PDxyXebp6YmwsLBSjoiIiIiIiMqK104YUPllyjkDXmVvaQa5TIpEhUrXswAAEhUqyGVS2OcoKy6KB5F4unEkMh//o1cuc3aFkJlW7PsjIiIiKgtcXFxw9uxZtGzZ0mDZhQsXULlyZRNERUREREREZQETBm+psjBnQE51HK1Rz1mu27+dpRkSFSrEpyvRwdURdR2tX2v7OXtS2JkJsD+/Gi//sxTIUv9vJYkZnPp8DscesyGS8NYgIiKiN9OHH36IpUuXQq1Wo1OnTqhYsSLi4+Nx7Ngx7NixAzNmzDB1iEREREREZCJ8KvqWMvWcAa+SiEUY7lNNt/+Y1EzIZVJ0cHXEcJ9qrzVMUs6eFFYvb6LPjUXQJN/WW8eiemNU+WQ7LKp7vdZxEBEREZV1Q4cOxfPnz7F161Zs27ZNVy6RSDBy5Ej4+/ubLDYiIiIiIjItJgzeUqaaMyA/TnJzTG5Xu1jnVND2pDgd9RzvPd+N1lEbIBFy9iqQwvH9eXB6fy5EUlkxHAURERFR2Td9+nSMGTMGly9fRmJiImxtbeHl5QV7e3tTh0ZERERERCbEhMFbyhRzBhSGRCwq1p4N2p4U7eOPoN2dtXrL4mzqwPmjrXD2blNs+yMiIiIqL2xsbNC2bVtTh0FERERERGWI2NQBkGlo5wyIT1fiQXw6EhUqPIhPR3y6EvWc5a89Z0BZoe1J8ci1H2IqNAAAaCBGpNtobGy2A4kVPUwcIREREREREREREVHZwB4Gb6mSnDOgLLG3NINELMLvj1Jwt/JMjM38CttcpuOBVX3Uk5qbrCcFERERERERERERUVnDhMFbrCTmDDA1QZOF+P+ugbxRd5i/445aDlZIUqgRnZSBBFk1zK+7ASnKLKQmZeAdW0vU/v8Jn4mIiIiIiIiIiIjedkwYvOWKe84AU1K+iMKTTaOg+Pd3JP/5I2rOO4P78QpUsJDCpYIlNIIAZZYGFSzMYG8pQwULKe7Fp78xx09ERERERERERET0OpgwoHJP0GiQcDwML/bMhqBUAAAUUefw8tdVSPD4GFmCgJY17aERgAxVFizMJJCIgNg0JRIUKhNHT0RERERERERERFQ2MGFA5Zoy9j6ebvoI6bdO6pWbOdWGpWtz2FuaQS6TIjlDjZo5hh96EJ8OuUzKOQyIiIiIiIiIiIiI/h8TBlQuCYKAhN/C8eL7GRAy0/SW2XeaiEoffA2xuTXqaATUc5bj5N04AICdpRkSFSrEpyvRwdURdR2tTRE+ERERERERERERUZnDhAGVO6qXj/B088dIu35Mr9zMsQaqfLwF1g38dGUSsQjDfaoBAG7FpCImNRNymRQdXB0x3KdauZ7gmYiIiIiIiIiIiKg4MWFABrI0AqLi0pCgUMHe0gx1Ha3LxIN1QRCQeHoLXuyeCk1Git4ye9+xcB4UCImljUE9J7k5JrerXSaPiYiIiIiIiIiIiKisYMKA9MSmZmLnpce4FZOKVKUacpkU9ZzlGO5TDU5yc5PGlpUcgxffT9dLFkgdqqHKR5sh9+ySb12JWAR3Z3lJh0hERERERERERERUbolNHQCVrCyNgNsxqTj/MAG3Y1Kh0Qj5rrvz0mOcvBsHZZYGznJzKLM0OHk3DjsvPUZWPnVLg7RCJVQeEqz7bNfuI7h+9U+ByQIiIiIiIiIiIiIiKhh7GJRjBQ0dVNTeAlFxabgVkwoHKxlqOlgByJ4kGMge/z8qLs3kb+lXaDMS6Xf+gI13H9g07mHSWIiIiIiIiIiIiIjeJEwYlFMFJQNy9hZwsJLBWW6ORIUKJ+/GAQAmt6sNyStj+CcoVEhVquH8SjLBztIMMamZSFCoSuXYBEFA8vnvoYyJglPvBXrLRCIRqny0sVTiKC65JXaIiIiIiIiIiIiIyhomDMqhwiQDjOktYG9pBrlMikSFSrcuACQqVJDLpLDPUVZS1MkxeLZ9PFIu7QdEIljX94OVW+sS329RFGVS6LwSOwMaOpZy1ERERERERERERET5Y8KgHCpMMsCY3gJ1HK1Rz1muSzzYWZohUaFCfLoSHVwdS/zN+OSLP+LZjgnISsnePwQBTzf5o/ZX/0BsZtoJl7WKMsxTfokdlUoFXzvTzglBRERERERERERElBMTBuVQYZIBxvQWkIhFGO5TDUB24iEmNRNymRQdXB0x3Kdanm/Rvy51Shye75yI5As/6Mdj4wjngV+XmWRBUYd5yi+xczsuDXWkWfAs/cMgIiIiIiIiIiIiyhUTBuVQYZIBxvYWcJKb64Y0KsyQO68r+a+f8GzbWGQlx+iV2/j0xzsj10Jq61wi+zVGUYd5yi+x8ywpHSlKTekFT0RERERERERERFQAJgzKocIkA8Sv0VtAIhYZzG9Q3LJS4/F81yQknftWf9/WDqg8Igy2zQdBJCqZJIWxijrMU36JHWuZBDYyDklEREREREREREREZQcTBuVQYYcOKu3eAnl5dZLgdx7/hufbx0Kd+ExvPXmTXqjiHw6pXeVSja+wijrMU36JndbVK6C6TWqpxk9ERERERERERESUHyYMyqnCJgNKo7dAfnKbJHjAvztQLWeywNIO7wxbDbvWw8tcr4KcijrMU36JnQENHRH7MKrUj4GIiIiIiIiIiIgoL0wYlBFZGgEPktVIjU5CZbusQvUEMHUyoCB5TRK81mEMZpmfgV3mC0RVbIXfGn8OF7Urhqcp4SQvGxMc58aYSaHzSuxkZmYgtrQPgIiIiIiIiIiIiCgfTBiUAbGpmdhy7hHO30mB7NEjVLA0Rz1nOYb7VCvTD9ALEhWXhlsvUvQmCa5gIcX15zIsrzgNTW2SEVd/EBIz1Lj7/2/tT25XG5JSHjKpKIwZ5qmsJ3aIiIiIiIiIiIiIAEBs6gDedtq38M88SIBaI8BZbgZllgYn78Zh56XHyNKU34lxk68fx4A/hqOS+H9j9cenq6BQaXBN7o0HrgNg9//JBAcrGW7FpCIqLs2EEReONgHQooY93J3lpT4nBBEREREREREREVFJYMLAxKLi0nArJhX2llJUkUtRwcKsyA/QszQCbsek4vzDBNyOSYXGxEkGTUYqnu2YCOttfVAt6R80ufQlHicp8DJNiXRVFtJValjLJLAwk+jq2FmaIVWpRoJCZcLIiYiIiIiIiIiIiN5eHJLIxBIUKqQq1ahoKUVGsoCX6UqoNGoIgoCUTFWBD9Bzm1TYlMMZpd06jaebRkEVe09X5hVzFD9c+S/uVGgKkQhQZQEWUgkqWpnp1klUqCCXSWFvaZbbZomIiIiIiIiIiIiohDFhYGL2lmaQy6R4npKBx3EqZMQnQa0BMtUaOFjJIAh59xbIa1LhkyaYD0CTmY6YvXMRf3QNkCPmTLEFfnhnHO5WeBfpqixkaTSwtTCDvZUZHiYoYGdphkSFCvHpSnRwdURdR+tSiZeIiIiIiIiIiIiI9DFhYGJ1HK3h5mSNLRfjEJ+qhp21BGKRGApVFlIy1Th7Px7NqttDIhYhSyPoTbar0Qi4FZOqN6mw3f+/oa8dzqg0JttNv3MWTzf6Q/nijl75Ywdv/NLwc9hWdUO7dBUyVFl4ma6EtZkE1ewtEZ+mQkxqJuQyKTq4OmK4TzXOB0BERERERERERERkIkwYmJhELELrWg7Yc/kJ0sSAVCyGuVQCFztL2FuZ4XZsGqLi0uBgZWYw9JClmRhx6Zmobmelt007SzPEpGaW+HwAGqUCsfsX4uWvQXq9CkRmFlB0XIBt6s5wtrGEWCSCo7UMACA3lyImNRPvN6gMR2uZLvlR19GayQIiIiIiIiIiIiIiE2LCoAwQiUSobmcBK2RCLreEnZU5atlb4lGiAg8S0hH5OBFPkzJw6t5LvaGHouJSka7SwEYm1fUsAEpnPgDFg0g8WT8Uyme39Mot67REldFb8UBSFfKTd5GoUOUam6O1rFR6PxARERERERERERFR4TBhUAYIgoBHiRl4kaiCjUoBSVIm/oxOhDpLA5EI2HHpMRIUKtR0sNQbekgjCPg3Ng3RSRkQiUSlPh9AziGIRGbmcOr3JSq+Nw0isQR1NALqOct18ylwrgIiIiIiIiIiIiKiso0JAxPL0gj44348UpVqZGoAS40GsWkqJGeoYGEmQcPKNhCJgMeJCsgkItR1lCNRoYJCnQURgHdszVHdzhIKlUZvPoAh3lVxJ8d8B8U95I9lTW84vj8PcQe/gEWtpqj6yTaYV22gWy4RizDcpxqA7PkUOFcBERERERERERERUdnGhIGJRcWl4d/YNHhUkuOxWI0kjQiqLA3MJGJYyyRwd5LDwkyCqLg0PEnKwG9346BQZkGZpUGmWgMHKxmmt3eFk9xclxyws5Di28gnevMd1HOWY7hPNTjJzYsco6BWAWIJRGKxXrlTr3kws68Cu3YfQyQxvJSc5OaY3K623kTNnKuAiIiIiIiIiIiIqGxiwsDEEhQqpCrVqGwjg51ghpeCFTLVAmRSMSQiACLAwcoMlWzMce1ZClKValS0yp5AOEOtQUqmCucfJmBqe1dIxCJkaQSsPn0PJ+/G6c13oB0aaGKbWrgfn17oB/gZj67i6caRsOvwCRw6TtBbJpLKYO87Nt/jk4hFnKuAiIiIiIiIiIiIqBxgwsDE7C3NIJdJkahQwkokQiW5DHaJZkjKUMHKwgyWUgnEIhFszKUwl4hgZSaBWAQIAN6xMUdFKxlux6QiKi4N7s5yRMWl4VZMKhysZKjpYAVBEJClERCblolT9+LwPCUDiQp1gT0PhCw14g4vR+xPi4EsFV58PxNyz/cgc65tmhNFRERERERERERERCVKXPAqVJLqOFqjnrMcCQo1nqaqIQIgFomQqsxC9ov/Aq48TcLTpAw4WMvgU60CrGVSACKkq7IQnaTAX0+ScC8+HcD/eizYWZohXanG+YcJOPsgHlFxafjjfgL2Xn2K5AwVnOXmUGZpcPJuHHZeeowsjaCLKePxddz/ogVi980HslQAAEGZjrj/LCv180NEREREREREREREpYM9DExMOzmwSqXC+TtpeJmuRj1nOd6xtYC5VIQz9+ORnKGGIAjQCALOP0qEuVQCubkEFlIx4tKUSMlU49TdOHRxc9L1WEhIV+J5SiYeJKTD0kyCrCwBKo0GCpUICQoV3JzlsLM0A5A9KXFUXBrcKlrg5a9BiN2/EIJa+b8gxRI49pgDx94LTHSWiIiIiIiIiIiIiKikMWFQBjjJzRHQqjpqSRKRKXeCVGoGSzMJvo2Mxss0FSRiQCbJTg6kZqohN5eiorU1MtQaSMQi2FuaIS5ViaO3Y2FjIYWDtRkuPkzF46QMSP9/fgKVIMDKTAI7Cyni0pSIT1fB0VoGO0szxKRmIin6Bh6snwTF3Qt6scmq1EfVT7bDsnZTU5waIiIiIiIiIiIiIiolTBiUEfEKFc49zcQLIQ63YtORmK7EizQlIAB2llI4Wsug1miQkqlGulKNFymZqGglQ017K1SyMUfkkyTEpSlhJZNAIhJBpRGgytJAJMr+7FLBEskZKqg1ApRZGmSosgAASekZaPv4e8h/C4NCnfG/gERiVOw2A059F0MsszDRWSEiIiIiIiIiIiKi0sKEQRmQpRHw3d/P8FdMJtIhIFGhQpoqC0q1BlKxCJlqDV6mKaEWBIgBqDWAMksDSzMJGr5jg9N3X+JlmhI17C3hLDdHokIFqQiwtTBD1QoWqF3RGg6WUlx4lIgbL1JgaSaBKkuDZy+eY+Cfk1Az+apePLJKdVFlzHZY1WlpmhNCRERERERERERERKWOCYMyICouDTdjU5Gh1iBOqYRGA4gEAVkCIGQJyFRlIfP/hx8Si0XZ8xloBDxNVuC/t1VIzlDDWW4Or3dsIRKJYGdpBo0gQKFOQ4Zag9RMNaRiEeytzGBrYQYbcymUWRqYm9vCxtoaSP7/QEQiOHSZAuf+SyA2tzLpOSEiIiIiIiIiIiKi0sWEQRlwLz4dlx4n43GCCmkqICvHMg2ANLUAQICVVASpRARzkRgVrWVQqLKHKLI2l6BJtQoQiUS6eg5WMlSpoIZLBUsoVBrEpGbC1twMo5q6oHUtB4hE2XMf1PD9Fg8WeEFiWwlVRm+FtXvb0j58IiIiIiIiIiIiIioDmDAwsSyNgBP/xuJRggLpquwEQV4UagEOlhJ4VLKBxzu2iEtT4kVKJipYSKFU69dMVKjgaGWOsS1rQiIWISFdCTtNEtxq1oRYLMqxphzVpx+BRY0mEJtbl8gxEhEREREREREREVHZx4SBiV18lIDDN58jTaWBUMC6IgAudpZoWsMe1jIp0pRZqONkDUcrGW68SAEA2FmaIVGhQny6Eh1cHVHPWY6shGg83fMx1InPgMV/AWJzve1aubUpmYMjIiIiIiIiIiIionJDbOoA3mZZGgGbLzzE3ZfpBSYLgOyEgYVUDFWWgAfx6YhPV6KBsw2mtquNDq6OkEnEiEnNhEwiRgdXRwx7tyqSzmzB3bkNkXb9GDKfXEfsT4tL+rCIiIiIiIiIiIiIqBxiDwMTuh2Tit/vJ0Cd3zhEOYjFgI25FDGpmZDLpOjg6ojhPtXgJDfH5Ha1ERWXhgSFCvaWZqgpTsDz8L6Iu/ar3jaSz38Hp17zOakxEREREREREREREelhwsCErj1PRnKmGiKgUD0MpGIRXOwt0b9RVdR2sEJdR2vdfAQSsQjuznIIgoCkP3bg/reToUlP0qtv1+4jVPrwGyYLiIiIiIiIiIiIiMgAEwYmJghCoZIF5mLA3lKG27FpuPk8BV3cnF6ZvBhQJT7Ds61jkXr5kF651K4K3vloI2wadS/GyImIiIiIiIiIiIjoTcKEgQl5VraFg6UZXqQqC1y3orUZKtmYw9FahlsxqYiKS4O7sxxAdtIh+fx3eLZzIjRpCXr1KrQegcpDgyGxti+RYyAiIiIiIiIiIiKiNwMTBibk7ixHRzcn/BubhqwC1lVrRHC0lqG6nSVi05RIUKh0y55vn4CE39brrS+pUAlV/MNh4927BCInIiIiIiIiIiIiojeN2NQBvM0kYhFG+bhAXEAriAFUrWABryq2SMpQQy6Twt7STLdc7vWe3vq2LT6E69LrTBYQERERERERERERUaGxh4EJZWkErD3/ABpN/uvJzcRoVcMOsalKxKcr0cHVEXUdrXXLbbx7o0Kr4Ui9dgTvjFwP26b9SzhyIiIiIiIiIiIiIspPVloiMqKvQpORArGFDSxcvCCxtjN1WPliwsCEouLSEBmdVOBwRA2r2OKlIrtnQa8Kz9Hbp7HBhMeVh62BkKWE1Na55AImIiIiIiIiIiIionwpHkQi4XgYks7thqDK0JWLzCxQoeUQ2HcMgGVNbxNGmDcmDEwoJjUTt2NS8l1HJgaGeldDEwcBFSLmQvj7B1jUPQw06q63XlnPTBERERERERERkb7ETAWuJjxFiioTNmbm8LKvAjtzS1OHRURGEgQBcYeWInbf/NyXqzKQeHoLEk9vgVP/JXB8fy5EIlGu65oKEwYm9M+zZKSrhXzXyRKAhMhDsI/6GlmJzwAAz7Z8Aqul/0BibV8aYRIRERERERERUTGKjHuMtbfO4rt7kcjIUuvKLSRSfFjbGxPqtYK3YzUTRkhExsgvWfCq2H3zAZEITu/PLeGoiqbMTXp8+vRp9OvXD40aNYKvry/Cw8MhCPk/VD948CB69OgBLy8vdO3aFT/++GMpRft6Lka/zHe5jSYVXySvRp9Lk3XJAgDQKNOR+eR6SYdHRERERERERETFSBAELL1yDE0PBWPrnYt6yQIAyMhSY+udi2h6KBhLrxwr8JkYEZUdigeRhU4WaMXunQfFg8gSisg4ZSphEBkZiQkTJsDV1RUhISHo1asXVq1ahfXr1+dZ58iRI5g9ezZat26NsLAwtGjRAvPnz8fPP/9cipEb52RUfJ7LWikjcSBhEnpnHNcrlzfqDtel12Hl1qakwyMiIiIiIiIiomK07OpxLIj8tVDrLoj8FV9fPVHCERFRcUk4HmZkvbXFHMnrKVNDEoWFhaFevXoIDAwEALRr1w5qtRobNmzAqFGjYGFhYVAnODgYXbt2xdy52V032rZti6SkJF3CoSxLzlAblFlr0jEjbQsGZvxXf4GFLaoMDUaFtv5lblwrIiIiIiIiIiLKX2Tc40InC7TmRx5B16ruHJ6IqIzLSktE0rndRtVNOvctKg1eWWbmqC0zPQyUSiUuXLiALl266JV37doV6enpuHTpkkGdx48f48GDB7nWefToEe7fv1+iMb+uhIwsvc/NlVdwIOFTg2RBXJU2cF1yDXbtRjFZQERERERERERUDq29ddaoeuuMrEdEpScj+ioEVYZRdQVVBjKirxZzRMYrMwmD6OhoqFQq1KxZU6+8Ro0aAIAHDx4Y1Ll79y4AFKlOWdUp8yw2Jy1AFU2srixNZIltLtNRb+5RmDtVN2F0RERERERERERkrMRMBb67Z9w45bvvRSIxU1HMERFRcdJkpJi0fnEqM0MSJScnAwDkcrleubW1NQAgNTXVoE5KSkqR6xRGRoZx2aDXcUb2Lu5JqqF21mMAwAUzTyywmYTBPk1hIxWgUPA/DG8S7TVmimuNSh/b++3Btn67sL3fLqZqb15fREREb4arCU8NJjgurIwsNa4mPEW7yq7FHBURFRexhY1J6xenMpMw0Gg0AJDnkDtisWFniLzqaGeQz61OYdy7d8+oeq8jU2SOeTaTsSHpc6y2Ho4fLLpBEInhI0/DjRs3Sj0eKh2muNbIdNjebw+29duF7f12YXsTERGRMVJUmSatT0Qly8LFCyIzC6OGJRKZWcDCxasEojJOmUkY2NraAjDsFZCWlgbAsBdBfnXS09PzrFMYtWvXznWC5eL3VO/TNTN3dHbYjFSxta7s/ZaNIRZz3oI3TUZGBu7du1eK1xqZEtv77cG2fruwvd8upmpv7X6JiIiofLMxMzdpfSIqWRJrO1RoOQSJp7cUuW6FlkPLzITHQBlKGFSvXh0SiQQPHz7UK9d+rlOnjkGdWrVq6dZp0KBBoeoUhoWFBSwtLY2qWxRVATx5pSxnsqApAGtrqxKPg0yntK41KhvY3m8PtvXbhe39dmF7ExERkTG87KvAQiI1algiC4kUXvZVSiAqIipO9h0DjEoY2HcKKIFojFdmJj02NzeHj48Pjh49qhtSCAAiIiJga2sLLy/Dbhk1atSAi4sLIiIi9MojIiJQs2ZNVK1atcTjfh3RK9/Pd/mFApYTEREREREREVHZZ2duiQ9rextVd0htb9iZ84UForLOsqY3nPovKVIdpwFfwbJGkxKKyDhlJmEAAOPHj8eVK1cwefJknDp1CsHBwdi8eTPGjh0LCwsLpKam4vLly4iPj9fVmTBhAo4cOYJFixbh9OnTWLRoEY4cOYLJkyeb8EgKT7Pyfbya1mhnll1ORERERERERERvhgn1WhlXr37rYo6EiEqK4/tz4TTgq0Kt6zTgKzj2/KyEIyq6MjMkEQC0bNkSISEhWLNmDQICAlCpUiXMmjULH330EQDg+vXrGDFiBJYtW4Z+/foBAPr16welUoktW7Zg3759cHFxwfLly9G9e3dTHkqRRK98HwqFAjdu3ECDBg3YzZ2IiIiIiIiI6A3j7VgNX3q/hwWRvxa6zhLvbmhSsWyPoEFE/yMSieD0/lzIPd9DwvG1SDr3rd5EyCIzC1RoORT2nQLKXM8CrTKVMACAzp07o3Pnzrkua968OW7fvm1QPnjwYAwePLikQyMiIiIiIiIiIjLaZ14dIYII8yOPFLjuEu9umOPlVwpREVFxs6zpDcuPN6HS4JXIiL4KTUYKxBY2sHDxKlMTHOemzCUMiIiIiIiIiIiI3kQikQifNeqIrlXdse7WWey+F6k3EbKFRIohtb0xoX5r9iwgegNIrO1gXa+dqcMoEiYMiIiIiIiIiIiISpG3YzVsbPMBApu+j6sJT5GiyoSNmTm87KtwgmMiMikmDIiIiIiIiIiIiEzAztwS7Sq7mjoMIiIdsakDICIiIiIiIiIiIiIi02PCgIiIiIiIiIiIiIiImDAgIiIiIiIiIiIiIiImDIiIiIiIiIiIiIiICEwYEBERERERERERERERmDAgIiIiIiIiIiIiIiIwYUBERERERERERERERGDCgIiIiIiIiIiIiIiIwIQBERERERERERERERGBCQMiIiIiIiIiIiIiIgIgNXUAZYlGowEAZGRklPq+tfs0xb6p9LG93y5s77cH2/rtwvZ+u5iqvbX7035PpbKNvyeIqKTwHid68/E+p5JgzO8JkSAIQkkFVN4kJCTg3r17pg6DiIiIiEhP7dq1YW9vb+owqAD8PUFEREREZVFRfk8wYZCDWq1GSkoKZDIZxGKO1kREREREpqXRaKBUKmFjYwOplJ2Dyzr+niAiIiKissSY3xNMGBARERERERERERERESc9JiIiIiIiIiIiIiIiJgyIiIiIiIiIiIiIiAhMGBAREREREREREREREZgwICIiIiIiIiIiIiIiMGFARERERERERERERERgwoCIiIiIiIiIiIiIiMCEARERERERERERERERgQkDIiIiIiIiIiIiIiICEwal6vTp0+jXrx8aNWoEX19fhIeHQxCEfOscPHgQPXr0gJeXF7p27Yoff/yxlKKl11HUtlYqlQgPD8d7772Hxo0bo2vXrggNDYVSqSzFqMlYxtzbWmq1Gv3798fw4cNLOEoqDsa09cmTJzFgwAB4eXmhXbt2WLJkCdLT00spYnodRW1vtVqNDRs2oEuXLmjcuDF69+6NX375pRQjpuLw7Nkz+Pj44MKFCwWuy+9pVJ4cO3YMPXv2RJcuXbBw4UKoVCpTh0REJUAQBMyePRvbtm0zdShEVMw2b96MHj164P3330dAQADi4+NNHRK9oZgwKCWRkZGYMGECXF1dERISgl69emHVqlVYv359nnWOHDmC2bNno3Xr1ggLC0OLFi0wf/58/Pzzz6UYORWVMW29dOlSrFu3Dv369cO6deswcOBAbNq0CYsWLSq9wMkoxrR3Ths2bMA///xTwlFScTCmrU+cOIHx48ejbt26CA8Px5gxY7B//34sWLCgFCMnYxjT3iEhIVi1ahV69eqFtWvXonHjxpg6dSp+/fXXUoycXseTJ08watQopKSkFLguv6dReRIbG4uFCxdi48aNiIiIQHp6Onbt2mXqsIiomD169AgfffQRIiIiTB0KERWzixcvYv/+/dizZw8OHTqE2rVrIzAw0NRh0RtKJBT2NVh6LR9//DGSkpKwd+9eXVlgYCB2796Nc+fOwcLCwqBO165dUa9ePaxevVpXNmXKFFy/fh1Hjx4tlbip6Ira1omJiWjRogVmzJiB0aNH68o3bdqEwMBAnDt3Dg4ODqUWPxWNMfe21q1btzBo0CDY2NigVq1a2LlzZ2mETEYqalsLgoDOnTvDw8ND79/x7du3Y+fOnTh06BAsLS1LLX4qGmPu7TZt2qBly5Z6X9w/+OADmJub8/4u4zQaDQ4cOIAVK1YAyP5v844dO9C8efM86/B7GpUnP/30E44ePYqwsDAA2Q8dli1bhgMHDpg4MiIqToGBgXBzc8O5c+dQr149+Pv7mzokIiomd+/excuXL9GsWTMA2S+vfP/999i+fbuJI6M3EXsYlAKlUokLFy6gS5cueuVdu3ZFeno6Ll26ZFDn8ePHePDgQa51Hj16hPv375dozGQcY9o6JSUFgwcPhp+fn155zZo1AQDR0dElFi+9HmPaW0ulUmH27NkYPnw4atWqVdKh0msypq1v3ryJ6Ohog+GmRo4ciWPHjjFZUIYZe2+rVCrI5XK9Mnt7eyQmJpZUqFRMbt++jUWLFqFPnz66pEF++D2NypuYmBhUqlRJ97lSpUp4/vy5CSMiopIwc+ZM9O7d29RhEFEJcHV11SULUlNTsXbtWoPvokTFhQmDUhAdHQ2VSqV7AKxVo0YNAMCDBw8M6ty9excAilSHTM+YtnZxccGiRYtQu3ZtvfKjR4/CzMzMYFtUdhjT3lqhoaFQqVSYNGlSCUZIxcWYtr558yYAwNzcHGPHjoWXlxeaNm2KL7/8EpmZmSUdMr0GY+9tf39//PTTTzh9+jRSU1Px888/48yZM/zhXg688847OHr0KD777LN8e4Zp8XsalTcajQYikUj3WRAESCQSE0ZERERExnjx4gVGjBiBRo0aYciQIaYOh95QUlMH8DZITk4GAIO3Dq2trQFkZwZfpR07tyh1yPSMaevcRERE4ODBgxgxYgQqVKhQvEFSsTG2va9evYotW7bg22+/hUwmK9kgqVgY09baCagmTpyInj17YtSoUbh27RpCQkLw8uVLBAcHl2zQZDRj7+3hw4fj0qVL+OSTT3Rl/fv31xtujsomOzu7Iq3P72lU3lSuXBnXr1/XfY6NjdXrcUBERERl340bNzBu3DgMGjQIAQEBpg6H3mBMGJQCjUYDAHpv9eQkFht29MirjnbKidzqkOkZ09av+vXXXzFjxgw0bdoUM2bMKNb4qHgZ096ZmZmYM2cORo4cCS8vrxKNj4qPMW2tUqkAAJ07d8bMmTMBAC1atIAgCAgKCsKkSZMMehZR2WBMeyuVSgwZMgRxcXFYvHgxateujb/++gvr16+HlZUV5s+fX6IxU+ni9zQqb9q0aYOVK1fiyZMnqFKlCvbu3YuOHTuaOiwiIiIqpBcvXmDUqFGYN28eevXqZepw6A3HhEEpsLW1BWD4tllaWhoAw7fT8quTnp6eZx0yPWPaOqetW7dixYoVaNasGdauXcu3z8s4Y9o7ODgYGo0GEyZMgFqtBvC/B0xqtRoSiSTPh5RkOsa0tfZN4w4dOuiVt23bFkFBQbh16xYTBmWUMe0dERGB27dvY+vWrWjVqhUAoFmzZrC1tcUXX3yBgQMHwt3dvYQjp9LC72lU3jg6OmLx4sUYN24clEolGjVqxN5PRERE5cjGjRuRkZGBzZs3Y/PmzQCAWrVqsec6lQi+/lQKqlevDolEgocPH+qVaz/XqVPHoI52EtSi1CHTM6atgewHxl9++SW+/vprdO3aFRs3btQ9bKSyy5j2joiIwP3799GkSRN4eHjAw8MDf/75J/788094eHjgwIEDpRI7FY0xba0d21ypVOqVa3semJubl0CkVByMae+nT58CALy9vfXKmzZtCuB/Y97Tm4Hf08hUnj17Bh8fH1y4cMFg2enTp9GvXz80atQIvr6+CA8P172UAAAdO3bEoUOHEBERgRUrVvDFFKIy6nXuc62vv/4a/v7+pRAtERWVsff4/PnzceXKFRw8eFD3x2QBlRQmDEqBubk5fHx8cPToUb3/mEdERMDW1jbXYUlq1KgBFxcXRERE6JVHRESgZs2aqFq1aonHTUVnTFsDwDfffINdu3bB398fq1at4g+4csKY9l63bh327t2r96dNHOzduxe+vr6leQhUSMa0tY+PD6ysrHD48GG98hMnTkAqlaJJkyYlHjcZx5j21vYWuXTpkl55ZGQkAKBatWolGDGVNn5PI1N48uQJRo0apZtDI6fIyEhMmDABrq6uCAkJQa9evbBq1SqsX7/eBJESkbF4nxO92XiPU3nBIYlKyfjx4zFq1ChMnjwZ/fv3x99//43NmzdjxowZsLCwQGpqKqKiolC9enU4ODgAACZMmIDPPvsMdnZ28PPzw4kTJ3DkyBGsWrXKxEdD+SlqW9+8eRMbN25Ew4YN0a1bN1y5ckVve3Xq1OHQBmVYUds7tyFJtL1JPD09Szt8KoKitrW1tTUmTZqEr7/+Gra2tujSpQsiIyOxadMmjBgxQvdvPZVNRW1vPz8/NGrUCDNnzsSnn36K2rVr4+rVq1i3bh18fX05Z0k5x+9pZEoajQYHDhzAihUr8lwnLCwM9erVQ2BgIACgXbt2UKvV2LBhA0aNGgULC4vSCpeIjMD7nOjNxnucyh2BSs1///tfoWfPnoKHh4fg5+cnbN68Wbfs/Pnzgpubm7Bv3z69Ot99953QuXNnoWHDhkK3bt2EAwcOlHLUZIyitHVwcLDg5uaW59/58+dNdRhUSMbc2zkNGzZMGDZsWGmESq/JmLbeu3ev0KNHD8HDw0Pw9fUV1q9fL2RlZZV26GSEorZ3SkqK8MUXXwitW7fW/Xc7PDxcyMzMNEX4ZCRt2+b87y+/p5Ep3bhxQ2jYsKGwdOlS4eTJkwbXZ2ZmpuDh4SGEh4fr1bty5Yrg5uYmnDlzprRDJqIi4n1O9GbjPU7ljUgQchnwjoiIiIiIiEwuMTERGRkZqFy5Mi5cuIARI0Zgx44daN68OYDsOVK6d++OkJAQdOnSRVcvKSkJzZo1w4IFCzBs2DBThU9EhcD7nOjNxnucyhsOSURERERERFRG2dnZ5bs8OTkZAAyGsNQOeZiamloicRFR8eF9TvRm4z1O5Q0nPSYiIiIiIiqnNBoNAEAkEuW6XCzmTz6i8o73OdGbjfc4lTW84oiIiIiIiMopW1tbAIZvH6alpQEwfFuRiMof3udEbzbe41TWMGFARERERERUTlWvXh0SiQQPHz7UK9d+rlOnjinCIqJixPuc6M3Ge5zKGiYMiIiIiIiIyilzc3P4+Pjg6NGjEARBVx4REQFbW1t4eXmZMDoiKg68z4nebLzHqaxhwoCIiIiIiKgcGz9+PK5cuYLJkyfj1KlTCA4OxubNmzF27FhYWFiYOjwiKga8z4nebLzHqSxhwoCIiIiIiKgca9myJUJCQnD//n0EBATg0KFDmDVrFkaPHm3q0IiomPA+J3qz8R6nskQk5OzrQkREREREREREREREbyX2MCAiIiIiIiIiIiIiIiYMiIiocLZv346RI0ciNjYWt27dwrvvvov4+HhTh1XmbNmyBTNmzDB1GCYRGxuLxYsXo1OnTmjYsCHc3d3h7u4OPz8/qNXqQm1j2bJlGD58eK7LsrKy0Lx5c0RGRhZqW/Hx8Wjfvj2io6MLfQxEREREREREbzOpqQMgIqLyoX///vjpp5/Qpk0biEQijB8/Hg4ODqYOq0y5e/cu1q9fj0OHDpk6lFKXkpKCQYMGwd3dHdOnT4eTkxNkMhlkMhlcXV0hlRb8lWPDhg3Ytm0bmjVrluvyy5cvQxAENGrUqFAxOTg4wN/fH3PnzsWOHTsgEomKdExEREREREREbxsmDIiIqFDkcjn27duHhw8fwsbGBo6OjqYOqcwJDAxE9+7dUalSJVOHUur27dsHJycnrFu3rsh1o6Oj8fXXX+O3336DjY1NnuudPn0arVu3hkQiKfS2hwwZgvXr1+PYsWPo3LlzkWMjIiIiIiIieptwSCKiN8yYMWN0w4Dk/Ltw4YJunczMTKxYsQLt27dHw4YN8f777+OXX34BAFy4cCHX+u7u7rphQjQaDTZs2IDOnTujYcOG6Nq1K3bu3KkXx/DhwzFnzhyEh4ejdevW8Pb2xvjx4/WGBgkJCYG7uzsaN24MhUKhV3/JkiV6+wQAd3d3hISE6D4LgoDBgwfD3d0djx8/BgDMmTMHfn5+ett6/Pgx3N3dsX//fgDA/v379eoAwJ07d+Dh4WGwv127dmH27Nlo0qQJWrVqhSVLliAjI0Nv+7/88gv69euHJk2aoHXr1li4cCGSkpIMjlP75+Xlhd69e+P333/X286PP/6Ifv36oXHjxrp1tO2SV9wA4Ofnhzlz5uR6rFqvnpecdXIzfPhwvXOhXV8sFqNWrVpwdHTEtGnTDK6tV/n5+eV5PeXcV0HXCgBcu3YNH3/8MZo3bw5vb2+MGzcOd+7cAZA9VM2AAQPQokULvWGS5s2bBy8vL0RFRQHIfgt+2bJl6NSpEzw9PdGzZ0/s3btXbz/x8fG5xvvqdfWqf//9FydPnsT777+vK9O2WW7ttm3bNoPtZmRkICgoCF26dEHDhg3h7e2NUaNG4ebNm3p1//jjDwwdOhRNmjRBmzZt9K653K6T3O6LnNdAXm2kbaesrCxs2LABPXv2hJeXFxo3bozBgwfj3Llzuu1duHABvr6+2LFjBzp27AhPT0/07t0bERER+Z43IHsYokePHmH79u2oX79+nuudPn0a7du3B5B9X/n5+eG3337De++9h0aNGmHgwIF6MQGAubk5unTpgvDw8ALjICIiIiIiInrbsYcB0RtGoVBgxIgR6NGjBwDg+vXr+OKLL3TLBUFAQEAAIiMjMWnSJLi6uuLo0aOYOnUqlEolOnXqhB9++AFA9gPsvXv36j7L5XIAwKJFi7B//36MHTsWTZo0wZ9//omlS5ciOTkZAQEBun0dP34c9vb2mDdvHjQaDYKCgjBixAgcPnwYVlZWuvUkEgn++OMPdOrUCUB2QuLXX3+FWJx/TvPgwYP4+++/i+GsAV999VWuY6yvXr0ajRo1QnBwMO7evYvg4GC8ePFCl7hYu3YtVq9ejSFDhmDq1KmIjo7G6tWrcfnyZezZswcWFha6bf3www8QBAEvX77E5s2b8emnn+LUqVOwtbXFt99+iyVLlmDixImYPXs2EhMTsXHjRsycORONGzdGlSpViuU4i8ulS5dw+PDhQq3bvn17TJgwQfdZe13lVNC1cv78eYwePRpNmzbFV199BaVSifDwcAwePBh79uyBq6srli9fjr59+2L58uVYvnw5Tp48ib1792L+/PmoU6cOMjIyMGTIEMTFxeHTTz+Fi4sLjh07hnnz5iEuLg7jxo0DAF3yasuWLbC2tgaQ3c7apENeDh06BCcnJ3h7exssk8vlOHbsGPz9/XVlhw8fNrjGZ82ahT///BPTp09H9erV8eDBA6xevRpTp07FkSNHIBKJcOrUKYwbNw5+fn5YtWoVkpKSEBgYiIcPH2L79u2FapNXae9x7b8XCxcuhIeHh275ypUrsXv3bsyYMQPu7u54/vw5wsLCMHnyZJw8eRJWVlZ48uQJHj16hLi4OEyZMgXVqlXDkSNHMGnSJCxfvhx9+vTJc/9TpkxB3bp18x0ySDt3Rps2bXRl8fHxmD17NiZOnIjq1atjy5Yt+OSTT/D999+jYcOGuvW6deuGPXv24P79+6hVq5ZR54iIiIiIiIjobcCEAdEbRqFQoF69emjcuDGA7N4EOZ09exZnzpzBqlWr0L17dwBA27ZtoVAosHLlSvTs2VNX98yZMwCg+wwA9+/fx549ezBt2jSMGTMGAHRj2oeHh2PIkCGwt7cHAKSnp2Pfvn2oXr06AKB27dro27cvDhw4gKFDh+q22b59exw9elSXMLhw4QLS0tL0Hvi9Ki0tDStXroSHhweuX79u5NnKFhERgStXruT6INHBwQHr16+HVCpF+/btIRaLsWzZMty5cwfOzs5Yt24dBg4ciM8//1xXx83NDUOHDsX+/fsxZMgQXXnO8yiRSDBu3Djcu3cPjRs3RnR0ND766CO9hEu1atXQr18/REZGlqmEgUajwZIlSwp97h0cHPSOXXtd5VTQtRIUFAQXFxds2rRJNxxNmzZt0LlzZ4SEhCA4OBiurq6YPHkyVqxYgU6dOmHx4sVo27Ythg0bBiD7zft///0Xu3fvxrvvvgsg+9pXq9VYu3YtBg8eDDs7OygUCohEIrRo0UK3r8LM1XD+/Hl4enrm+tC7ffv2egmD6OhoXLt2Dc2aNdP1BFAqlUhLS8OCBQt092azZs2QlpaGr7/+GrGxsXB2dsaaNWtQr149hIWF6bZvYWGBb775Bi9evCgwzty8+u9FnTp19NosJiYGU6dO1et1YmFhgU8//RS3b99GkyZNoFAodL0EWrRoASD7/MbHx2PlypXo1atXnklANze3AmM8deoU6tevrzcUlkKhwKJFi3TJiBYtWqBTp07YsGED1qxZo1vP09MTAHDu3DkmDIiIiIiIiIjywSGJiN4wz549Q8WKFfNcfu7cOYhEIrRv3x5qtVr35+fnh9jYWN0QL3k5f/48BEGAn5+fQf3MzEz89ddfunWbNGmiewAMAA0aNICLiwsuXbqkt81OnTrh5MmTujf8Dx8+jE6dOum9nf+qtWvXws7ODh9++GGuy3PGptFo8txOZmYmli9fjvHjx8PJyclgeY8ePfQma+3atSuA7DfsL1++DKVSqTcEDQD4+PigatWqBkP1aOOJj4/HgQMHIJfLdQ8v58yZg5kzZyIlJQXXrl3DoUOH8O233wIAVCqV3nY0Go3e8eXm1XUEQTBYRxCEAs9Pbr7//nvExMTo9Rp4XfldK+np6bh27Rq6d++uN3a9ra0tfH199c7zqFGj4O3tjUmTJkGtVmPZsmW6B/gXL15E1apVdckCrV69eiEzMxNXrlwBADx9+hR2dnZFGicfyE4CVKtWLddlnTp1QmRkpG64pP/85z/w9vbWSwTJZDJs3rwZ3bt3R0xMDP7880/88MMP+O233wBkXwcZGRm4fv26Lrmm1bVrV0RERJTY3AlBQUHw9/dHfHw8/v77b+zfvx8///yzLi4AEIlEqFy5si5ZoNWtWzfExsbi3r17rxVDzuGItCQSia43FZCdxGjXrp3ev0MAYGNjA1tbW4NhoYiIiIiIiIhIH3sYEL1B0tPTERcXp/fg9VWJiYkQBCHXYVOA7DeJ8xtDPDExEQD0HtLllPMNZ2dnZ4PlFStWRHJysl5Z+/btkZ6ejj///BM+Pj7473//i8DAQGzatCnXfTx48ADbt2/Hxo0b8ezZM4PlT5480RtOJT8bN26EVCqFv79/rm++v3oM2mRMcnKybria3Cb/dXR0REpKil7ZqzH5+/ujQoUKAIBHjx5h4cKFOH/+PKRSKWrXrq0bP/7Vh/2Fmbh13rx5mDdvnl5Z1apV9T7/9NNP+OmnnyASiVCxYkW8++67mDx5MlxdXfPcbmJiIlavXo2ZM2fmOzltUeV3raSkpEAQhEKdZ7FYjF69eiEyMhINGzbUSwIlJSXluQ0AuusyOjoaNWrUKPIxpKamwtLSMtdlnp6ecHR0xIkTJzBgwAAcPnwYQ4YMwdWrV/XWO3PmDJYuXYp79+7B2toa7u7uuutMEAQkJSVBEIR8k4Il4dq1a1i8eDGuXbsGCwsL1KlTR3c9aa9Pa2tr2NnZGdTV9jh69X4oCrVajbNnz2LUqFF65Q4ODjAzM9Mrq1ixot4cIlqWlpZITU01OgYiIiIiIiKitwETBkRvkL/++gvW1tb5JgxsbGxgZWWFHTt25Lq8oAeltra2AIDt27frHmTmlPONaW1yIafcEhrW1tZo1aoVjh8/DoVCAbFYjNatW+eZMFi6dCn8/PzQsmVLg8l9AcDJyQnr1q3TfY6NjcX48eMN1nv27Bk2btyI4OBgyGSyXPf16jHExcUByH5QqX3YHxcXZ/CQPTY2Fi4uLnpl2nH7MzMzcfz4cWzZsgU+Pj7o2LEjxowZAzMzM+zZswcNGjSAVCpFVFSU7i3unNatW6f3IDy3Y5s4cSI6dOig+xwWFoZ///1Xbx1fX18EBARAEATExsZi7dq1GDlyJI4dO5bruQCy53RwcXFB//79cfHixTzXK6r8rhUbGxuIRCLduc8pNjZW7yF1XFwcVq9ejfr16+PMmTM4dOiQrgdIhQoV8PDhw1y3AfzvwfZff/2Vb9IsL3Z2dnk+FBeJROjUqROOHTsGT09P3L9/H++9955ewuDRo0cICAhAx44dER4errtPvv32W10ySy6XQyQS6U3sDGQPZ3Tu3Dl4eXkVOe6CpKamYvTo0XB3d8d//vMfuLq6QiwW49SpU3oTGlepUgW3bt0yqP/06VMAuSfWCisyMhISicTg+LQJ0JzDQMXFxeWaUElOTta1MRERERERERHljkMSEb1BTpw4gWbNmukNofOqZs2aIT09HYIgwNPTU/d3584dhIWF5TnEjVbTpk0BAAkJCXr1ExMTERwcrPfg9++//9Z7sHn9+nU8fvwYLVu2NNiu9mHq4cOH0bVr1zyP4cyZM7hw4QJmz56dZ4wymUwvtrzGR1+xYgWaNWsGX1/fPLd14sQJvc8RERG68e0bNWoEmUyGQ4cO6a1z6dIlPH361KAXhzYeHx8fzJ49G3Z2djh79iwSEhJw//59DBgwAF5eXrpjP336NAAYDBnk5uamd3y5JTuqVq2qt05ub37b2dnB09MTXl5e6NixI8aPH5/v0DH//vsv9uzZgwULFuQ7Oa0x8rtWrKys0LBhQ/zyyy/IysrSrZOSkoKTJ0/qDTGknUtiy5Yt6Nq1K5YsWYKYmBgA2dfukydPDIar+fnnn2FmZgYvLy9kZmbijz/+QKtWrYp8DFWrVs21x4tW586dcfbsWfz4449o2bKlwbwI//zzDzIzMzF27Fi9pJo2WSAIAqytrVG/fn0cP35cr+7vv/+OMWPG4Pnz50WOuyD37t1DYmIiRowYgbp16+rmIXj1+mzbti0eP36MyMhIXV1BEHDgwAHUrFnTIIFWFKdPn0abNm0MholSqVR6PYMyMjJw+vRpg39jEhMToVAoytRcIERERET05tJoNGjRogWOHj2K1NRUfP7551iyZImpw6Ichg8frjdHm1ZaWhqGDBmChg0b4tdffzVBZESmxx4GRG+Ic+fOYf/+/Rg9ejQuX76sK4+KitL9r4eHB9q3b4+mTZtiwoQJmDBhAlxdXXH16lWEhISgTZs2BU7u6ubmhl69emHBggV48uQJGjZsiPv372PVqlWoVq0aatasqVtXoVDgk08+wfjx45GWloZVq1bBzc0NPXv2NNhux44d8fnnn+PIkSN59n4AgCtXrmDixIkGw+sY4+bNmwYP+1919epVzJgxA71798bt27exZs0afPDBB7qHn2PGjEFoaCjMzMzQsWNHPH78GKtXr0adOnXQr18/vW1p2yUjIwOXLl1CYmIi6tSpg4oVK6Jq1ar49ttvUblyZdja2uL333/H9u3bAWSfx5IQHx+Py5cvQ61W49mzZ9i6dSscHR312jCn69evo2/fvmjUqFGxx1LQtTJ9+nR8/PHHGD16NIYNGwaVSoUNGzZAqVRi4sSJALKHWDp27BhWrlwJBwcHzJs3Dz169MCCBQsQHh6Ofv36Yffu3Zg4cSImTZoEFxcXnDhxAvv27cPEiROhVquxefNmZGRkwN7eXu8+io+Ph1KpxI0bN9CgQYNcj6F169bYvXu3wRvvWk2bNoWlpSV2796NpUuXGiz38PCAVCpFYGAgPvroIyiVSuzfvx8nT54EkD3kGABMmjQJ48ePx5QpU9CvXz/Ex8cjKCgIvr6+qF+/Pm7evAkgOwGhTSC8fPkSSqVSb/4QpVJZqLapVasW5HK5bvJvqVSKiIgIXY8Z7fXZv39/fPfddwgICMDkyZPxzjvvYN++fbhy5QrWr19fqH3l5dSpU/j4449zXTZ37lxMmTIFFStWxObNm5Genm7Q60abJGrTps1rxUFEREREVBhisRjTp0/H1KlToVKpULVq1Xx/51LZkJaWhjFjxuDq1atYvXo1OnbsaOqQiEyCCQOiN4S/vz8AIDQ0FKGhoQbLv/jiC9SpUwfNmzfHhg0bsHr1aoSHh+Ply5eoVKkS/P39ERAQUKh9LVu2DOHh4fj+++/x/PlzVKxYEd27d8eUKVP03gD28fFBixYtdGPp+/n5YdasWbm+Ee/g4ABvb29ER0cbTEqbU5UqVfDJJ58UKs6CjBgxQjfpcF5GjhyJFy9eYOLEibC3t8e4ceMwduxY3fJPP/0Ujo6O2LVrF3788UfY2dnhvffew5QpUwzGsx80aBCA7IlanZ2dMXr0aAwePBhA9iTOX331FebMmQOZTIY6depg3bp1WLp0KS5dupTrmw+v69SpUzh16hSA7OF4GjZsiKVLl8LKyirX9a2trTF9+vRijwMo+Fpp2bIltm7dijVr1mDatGmQyWTw8fHB8uXLUbduXbx48QJfffUV2rVrpxuCqFKlSpg2bRoWL16Mffv2oX///ti5cyeCgoKwZs0apKamonbt2vjqq68wYMAA7N+/X/dge9iwYbnGOXHiRINeJ1pdunRBWFgYrl27luvQQFKpFB06dMCRI0cMJi0GsocDCwoKQmhoKMaPH48KFSqgcePG2LlzJ4YPH45Lly7B3d0dvr6+CA8PR0hICAICAmBvb49u3bph8uTJett79TMADB06NK8myJONjQ3Wrl2LFStWYPLkybpeDrt27cInn3yCS5cuwc/PD2ZmZtiyZQsCAwMREhKClJQU1KpVCyEhIXrDYxXVixcvEBUVhbZt2+a6fNGiRVi6dCni4+Ph7e2N7777zmBotdOnT8PLy6tYEo1ERERERIUxcOBAdOnSBXFxcXBxcclzGFwqG9LT0zFmzBhcu3YNa9euRbt27UwdEpHpCET0RnBzcxPOnz9v9PLiNmzYMGHYsGGltr+S4ObmJqxZs8bUYbzxysq1sm/fPsHX19fo5YIgCGPHjhU+++yz4g6NcrFmzRrBzc2twPVSU1OFJk2aCEePHi2FqIiIiN4MGo1G2LVrl9C9e3fB09NT6NSpk7BhwwZBo9EIgiAIs2fP1vtetHXrVqFx48bCrl27BEEQhIyMDCE0NFTo2rWr0LBhQ6Fz585CeHi4kJWVpauzb98+wc3NLdc/7Xfw8+fPF/g75tXvBL/88ovQtGlT4euvvxYEQRDUarWwa9cuoWfPnoKnp6fQvn17ITAwUMjIyMj3HOQVW87j9vX1Fb755hth6dKlQtOmTYWmTZsKM2bMEOLj4/W29fvvvwsffvih4O3tLTRr1kyYNm2a8PTpU4NzcfnyZaFPnz6Cp6en0LNnT+Hw4cN628nIyBCWL18utGvXTvDw8DBYZ9CgQUKnTp2EqKioXM9fVFSU0LlzZ6F///66OkePHhX69u0rNGzYUGjVqpXw5ZdfCmlpaXme35znp6B2evV7fkG/r3x9fYXZs2cLgiAI27dvF9zc3IR9+/bpll+8eFGoV6+esHr16jy3oVQqhdDQUKFjx46Cp6en0L17d2Hv3r166+R3zL6+vnm2fXR0tCAIgvDnn38KQ4cOFby8vISmTZsKs2bNEl6+fKnbvrY9tesLgiD8+++/QoMGDfL83ZOQkCA0bNhQCAoK0ivPyMgQfHx8hJCQEEEQsr/bLl26VGjbtq3QqFEjoW/fvsLx48f1zmFhrsmCjkEQBGHRokW5noecbZJbm756zeT2e2/lypUG25o9e3ae5157beV2PZ4+fVpwc3PTXTuFlTOutLQ0YejQoULjxo2Fs2fPFmk7RG8i9jAgIiIqJlOnTsWQIUMwceJEjpdfRuzevRtubm7sTkxERFQE33zzDTZv3gx/f3+0bt0a169fx6pVq6BUKg16Jb948QIrV67EwoUL4efnB0EQMG7cOFy+fBkBAQGoX78+Lly4gODgYERHR+PLL7/Uqx8aGgonJyfdZ22vXGNkZmZi8eLFGDlyJPr27QsAWLhwIX766SeMHj0azZo1w40bNxAWFoabN29i06ZN+c7NNWDAAAwcOFD3ee3atbohX7V2796NGjVq6Ho8BgUF4d69e/jxxx8hFotx8OBBzJo1C927d8fYsWORkJCANWvWYNCgQThw4AAqVqyo29bYsWMxbNgwTJ06FXv37sW0adNgbm6Ojh07QhAEBAQEIDIyEpMmTYKrqyuOHj2KqVOnQqlUok+fPli0aBHCw8OxYsUKhIeHGxxPUFAQ3N3ddW146NAhzJgxA++//z6mTJmCJ0+eYNWqVYiKisLWrVuLfd6yohg+fDiOHj2K5cuXo0OHDjA3N8ecOXPQsGFDTJgwIc96s2fPxvHjxzF+/Hg0atQIZ86cwdy5cyGRSNCnT58Cjzk0NBRKpRKxsbGYOHEixo8fr+st6+zsjD///BOjRo1CixYtEBwcjKSkJKxevRojRozA3r17YWFhkWtcX331Vb7zBdrZ2aFTp044dOgQpk6dqjv3x48fR0pKCvr06QONRoPRo0fj7t27umvg4MGDmDhxIrZu3YrmzZsDKPiaLOwxZGRkoFu3brrRDLTn5HU9evQI27Zty3WZk5OT3ogJ169fxxdffJHntlQqVa7DvRZFzp4Fmzdvho+Pz2ttj+hNwIQB0RuiUaNGkMvlRi8nets5ODigfv36Ri8HAHd3d4wdOxYrV67EN998U9whUhHFx8djx44d2LVrl0l/8BIREZUnycnJ2Lp1K4YPH45Zs2YByJ6rKT4+XjcvUE7ff/893N3d8cEHHwDIHvby7NmzCAwMRK9evXT1LSwssHr1aowcORJ16tTR1a9fvz6qVatWLLEfOnQIUqkUY8eOhVQqRVRUFPbu3YspU6bo5jhq3bo1nJ2dMWvWLJw+fRrt27fPc3uVK1dG48aNdZ9zm+9NJBJh69atsLGx0a0TEBCA06dPo127dggMDESrVq2watUqXR1vb290794dW7ZswcyZM3Xlw4YN0z2Qbdu2Lfr27Yu1a9eiY8eOOHv2LM6cOYNVq1ahe/fuunUUCgVWrlyJnj17ol69evj000/Ro0cPPHz4UC/O6Oho/Pbbbzh48CDc3NwgCAJWrlyJtm3bYuXKlbr1atasCX9/f5w6deq1hpV8XSKRCEuXLkWvXr0QGBgImUyG+Ph4bNmyBVJp7o+y7ty5g8OHD2PevHkYMWIEgOyhTZ8+fYoLFy6gd+/ehT7mx48fAwCqV6+udw0EBQWhVq1aCA8P1w3H26hRI/To0QP79u3LdQjQiIgIXLlypcDhcPv3749ffvkFFy5cQIsWLQAABw4cQPPmzVGtWjWcPHkSkZGRumsCAFq0aIGHDx/i/PnzuoRBftdkhw4dCn0M6enpcHV11R2/9py8rqVLl6Ju3bq4fv26wTKZTKZ3vjMzM/Pd1s6dO5Geng5HR0ejYtEmC7RzvaWlpRm1HaI3jdjUARBR8dizZw88PDyMXl7cdu7ciZ07d5ba/krC7du38emnn5o6jDdeWblWOnTogLCwMKOXa40ZM4bJglLw6aef4vbt2/mu4+DggDNnzhjMaUBERER5u3z5MlQqFTp37qxXPmfOHGzZskWv7N69e9i9ezeGDBmiK7t48SIkEonuobaWNnlw4cKFIsek0WjyfTsbyO7psHHjRnzwwQe6B8oXL14EAN0cV1o9evSARCIxKpZX+fr66h7MAtDN7XTp0iXcv38fsbGxBvuvXr06mjRpYrD/3r176/6/SCRC586dcf36dSgUCpw7dw4ikQjt27eHWq3W/fn5+SE2NhZ37twBANSuXRtNmzZFUFCQ7uFneno6vvnmG7z77rtwc3MDkN12z58/h5+fn972mjZtCrlcjj/++EMvtpzr5NUW2nbS/gmCkOc6uS17lYuLC2bPno0DBw7ghx9+wNy5c/P9Xqd96PvqtRscHIxly5YV+ZhfpVAocOXKFbRv3x6CIOjqu7i4wNXVNdf6mZmZWL58OcaPH6/XkyY3rVq1QpUqVXDw4EEAQExMDP744w9db5lLly7BzMwMvr6+ujoikQjfffed3vxl+V2TRTmGZ8+e6fWAycur7a7RaPJc9/Tp0zh79qwuGfk64uLiEBYWhlmzZsHc3Nyobfzzzz+4c+cOdu3ahRo1amDOnDmIiYl57diIyjv2MCAiIiIiIiIiAEBiYiKA3N+mz+nJkyfo1q0b2rRpg379+unKk5KSYG9vb/AWuPZhaUpKSpFj0g6JIpPJ8M4776Bnz54YP348zMzMdOu0a9cO7u7uGDdunF4sOfetJZVKYW9vb1Qsr3J2dtb7LBaLYWdnh+TkZN25zO3tZ0dHR9y4cUOvrFKlSnqfK1asCEEQkJKSgsTERAiCAG9v71zjiImJ0fWG/eKLLzBw4EBEREQAAMaNGwe5XI49e/bo1tfGtnjxYixevDjX7eVUmJfPtO2UU7NmzfQ+r127FmvXroVEIoGjoyPatGmDyZMnGxy7Vrdu3bBs2TJkZWWhTZs2+e5fe0x5PeQu6jG/Kjk5GRqNBhs3bsTGjRsNluf20Hrjxo2QSqXw9/fHmTNn8t2+WCxGv379sHXrVnz++ef4+eefYWFhga5du+rit7Ozg1ic/7u/+V2TRTmG6OhoVK9ePd99Af9r04Johw/6+OOPi6VXUVBQEOrXr48ePXogKCjIqG1UqFAB27dvR7169RAYGIgPP/wQs2bNwpYtWwo8z0RvMiYMiIiIiIiIiAgAYGtrCyB7aL/atWvryp89e4aHDx/i3XffBZD9ED4gIADLly9HaGiormduhQoVkJCQALVarZc00D6Mtbe319tfYYYNXLx4MTw8PKBSqXDz5k0sX74cycnJmD9/vm6dlStXYunSpVi4cCG+/vprXSxA9tjrOR9QqlQqJCQkGMRiDO1DaK2srCwkJCTAwcEBdnZ2ALLfhH5VbGyswf4TEhL0HpzHxcVBIpHAzs4ONjY2sLKywo4dO3KNQ/vmfWpqKiZNmoSaNWvCz88PwcHBmDx5Mn777TdMmTIF3333HeRyua6dZ82aZfBQH/jfudPau3ev3ucBAwYY1NG2k9bnn39usM4HH3yADz74ABqNBk+fPsU333yDTz75BD///HOux7VkyRJYWFjA0tIS8+fPx+bNm3NdD9C/ditXrqwrv3fvHuLj43XHVNhjfpW1tTVEIhH8/f3Ro0cPg+WWlpZ6n589e4aNGzciODgYMpks321r9evXD2FhYTh9+jR++eUXdO/eXbddGxsbJCYmQqPR6D3MvnnzJtRqNTw9PQHkf00W9hi056ygIVmB/7Wp1p49e/SSU1rbt29HRkYGxowZg5cvXxZ8MvJx9epV/Pzzz9i3b99rbcfd3R316tUDAHh5eWH8+PEICQlBeHi4bhgzorcR02VEREREREREBCD7oZmZmRmOHz+uV759+3ZMnjxZ94BfJpPhww8/xJw5c7B27VpERkYCyH6jPCsrC7/88otefe0DYW3CQTtsiXYM9fzUqlULnp6e8Pb2xtChQ9GmTRvdcENa77//PlasWIEDBw7g8OHDuliA7LkNcjp8+DCysrJ0sbyOM2fOQKlU6j4fP34carUaLVu2RK1ateDk5GSw/+joaFy+fNmgt8CJEyd0/18QBPz3v//Fu+++C5lMhmbNmiE9PR2CIMDT01P3d+fOHYSFhemGCVqxYgWePn2K0NBQ3fbfffddrF27Fi9evMCKFSsAZA9dVLFiRTx+/Fhve5UrV0ZQUJBB74ec62gfTL9K207aP2tra4N1nJ2d4enpiUaNGqFbt24YOnQobt++resNktOxY8fw888/Y86cOfj888/x+++/4/vvv8+zLbTteezYMb3yVatW4csvvyzyMb9KLpejQYMGuHfvnl79unXrIjQ01GCIqRUrVqBZs2Z6QwgVpGrVqmjZsiV27tyJ69ev64YjAgAfHx+oVCqcOnVKVyYIAubNm4d169bpyvK7Jgt7DCdOnICbm1uh5gbQtqn279UeDgDw8uVLrF27FrNmzTJIrGhpNJpC/XsAAF9++SUGDhyoe9hfXLSTZYeGhur+TSN6G7GHAREREREREREByB6KaMSIEdi+fTtkMhlatGiBa9euYdeuXZg2bZrBUEODBg3CTz/9hEWLFmH//v1o164dmjdvjs8//xwxMTFo0KABLl68iI0bN6Jv376oU6cOLl++jIsXL0IkEkEulxcYU1RUFMzNzaFQKPDPP//g7Nmz6N+/v8F6bdu2Rffu3bFs2TK0b98ederUQd++fREaGoqMjAw0b94cN2/eRGhoKJo3b462bdu+9vl6/vw5xo8fjxEjRuDZs2f45ptv0KZNG90EtNOmTcNnn32GqVOnok+fPkhISEBoaCgqVKiAUaNG6W0rMDAQSqUStWrVwo8//oi7d+9i+/btAID27dujadOmmDBhAiZMmABXV1dcvXoVISEhaNOmDRwcHHD16lX8+OOPmD9/PipVqoQHDx7otu3k5ISpU6di8eLF6N+/Pxo1aoSpU6di4cKFkEgk8PX1RXJysi6xUFLz3z1//hyXL1+GUqlEdHQ0du3aBTc3N4O3++Pj4/H555+jdevWuofmXbt2xfLly9G6dWu4uLgYbLtevXp47733sHLlSmRkZMDDwwO///47jh49iuDgYEgkktc+5mnTpmHMmDGYPn06evXqhaysLGzZsgVXrlwxeCP95s2bBsmiwhgwYACmTZuGmjVr6iW1OnTogCZNmuCzzz7D5MmTUaNGDRw6dAj//vsvFixYoFuvMNdkfsdw/fp1bNu2DX5+frh8+bJuu7GxsQCAR48eIT4+vsBhy3K6e/cumjVrZjC3CZDdK+b27du4deuW3twL+Xn06BE2bNiQ5/KoqCgolUo0aNCg0DEC2QnMwMBA9OnTBzNmzMCBAwcK7HlC9CZiwoCIiIiIiIiIdGbOnAlHR0d899132LJlC6pVq4a5c+fqTW6sJRKJsGjRIvTv3x+7du2Cv78/wsPDsWbNGuzYsQPx8fGoVq0apk6dqntAPnjwYFhYWGDMmDGFShh88cUXALLnHqhUqRIGDx6sN8lrTp999hm6deuG4OBgzJ8/H1999RVq1KiBffv2YfPmzXB2dsbw4cMREBBQLGOU9+jRA7a2tpgyZQqsrKzQt29fTJ06Vbe8X79+sLa2Rnh4OAICAiCXy9G2bVtMmzbNYG6FRYsWITw8HNHR0WjQoAG2bNkCHx8fANnj0G/YsAGrV69GeHg4Xr58iUqVKsHf3x8BAQHQaDRYtGgR6tevjw8//DDXWAcNGoQDBw5g0aJF2Lt3LwYOHAhra2ts2rQJP/zwA6ysrODt7Y2VK1fm+kC+OOzduxd79+6FSCRCxYoV8e6772LmzJkG6y1evBhpaWl6cw0sWLAA3bt3x9y5c7Fjx45ch7MKDAxEaGgodu7ciYSEBNSqVQvBwcF47733AOC1j7lNmzbYvHkzQkNDMWnSJJiZmcHDwwNbt25F48aN9dYdMWIEatWqVcQzlJ0cEolEenODANkPszdu3IigoCCEhIQgPT0d9erVw6ZNm9CkSRPdegVdkwUdg3Yi7R9++AE//PCDQXzr1q1D9erVDeLLj0Qiwbx583JdduPGDYwYMQIODg5YtGhRobY3adKkfIcUW7x4MZ48eaLXa6ewtJMfL1y4EPPnz0dISEiRt0FU3omEwkxNT0REREREREREOn5+fmjWrJluzgRj7d+/H5999hmOHz9eLJPBUvn2yy+/YObMmTh58qRBUqkgxXFN+vn5YeLEiXkmBApaXhYolUr069cP//nPf0wdClG5xB4GREREREREREREJnTs2DFcu3YN33//PXr37l3kZAH9T1hYGFq2bGnqMIjKLSYMiIiIiIiIiIiITOjx48fYtm0bfHx8MGfOHJPFUb9+/XznJyhoeVnQvXt3uLq6mjoMonKLQxIRERERERERERERERFef4YfIiIiIiIiIiIiIiIq95gwICIiIiIiIiIiIiIiJgyIiIiIiIiIiIiIiIgJAyIiIiIiIiIiIiIiAhMGREREREREREREREQEJgyIiIiIiIiIiIiIiAhMGBAREREREREREREREZgwICIiIiIiIiIiIiIiMGFARERERERERERERERgwoCIiIiIiIiIiIiIiMCEARERERERERERERERAfg/2xuR+EbFg1oAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1560x576 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "K = 300\n",
    "mc = np.mean([drop.forward(X, train=True) for _ in range(K)], axis=0)   # ансамбль масок\n",
    "det = drop.forward(X, train=False)                                      # один проход, делим на p\n",
    "\n",
    "fig, axes = plt.subplots(1, 2, figsize=(13, 4.8))\n",
    "axes[0].scatter(det, mc, s=14, alpha=.5, color=palette[0])\n",
    "axes[0].plot([0, 1], [0, 1], color=palette[3], linewidth=2, linestyle=\"--\")\n",
    "axes[0].set_xlabel(\"детерминированный проход (масштаб 1/p)\")\n",
    "axes[0].set_ylabel(\"среднее по %d прореженным сетям\" % K)\n",
    "axes[0].set_title(\"Максимальное расхождение: %.3f\" % np.abs(mc - det).max())\n",
    "\n",
    "for k, c in zip([1, 5, 30, 300], palette):\n",
    "    m = np.mean([drop.forward(X, train=True) for _ in range(k)], axis=0)\n",
    "    axes[1].scatter(k, np.abs(m - det).mean(), s=70, color=c, zorder=3)\n",
    "axes[1].set_xscale(\"log\"); axes[1].set_yscale(\"log\")\n",
    "axes[1].set_xlabel(\"сколько прореженных сетей усреднили, K\")\n",
    "axes[1].set_ylabel(\"среднее расхождение с 1/p-проходом\")\n",
    "axes[1].set_title(\"Ансамбль сходится к детерминированному проходу\")\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "778668dd",
   "metadata": {},
   "source": [
    "Точки ложатся на диагональ: один проход с делением на $p$ действительно приближает\n",
    "усреднение по экспоненциальному числу прореженных сетей. Это и есть «дропаут как экстремальный\n",
    "бутстреппинг» со слайда — только теперь мы это проверили, а не поверили на слово.\n",
    "\n",
    "Cправа расхождение быстро падает, а потом **упирается\n",
    "в пол** около 0.02 и дальше не уменьшается, сколько масок ни усредняй. Это не шум усреднения,\n",
    "а систематическое смещение. Масштабирование на $1/p$ в точности эквивалентно усреднению масок\n",
    "только для **линейной** сети: для нелинейной\n",
    "$$\\mathbb{E}\\left[f(\\mathbf{m}\\odot\\mathbf{x})\\right] \\neq f\\left(\\mathbb{E}\\left[\\mathbf{m}\\odot\\mathbf{x}\\right]\\right),$$\n",
    "и дешёвый детерминированный проход остаётся хорошим, но приближением.\n",
    "Именно поэтому в задачах, где нужна оценка неопределённости, иногда всё-таки усредняют\n",
    "несколько стохастических проходов (MC dropout)."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c1164d5c",
   "metadata": {},
   "source": [
    "## 4. Ранняя остановка\n",
    "\n",
    "Самый дешёвый регуляризатор вообще: следим за ошибкой на валидации и останавливаемся,\n",
    "когда она перестала падать."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "60b1fc84",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "лучшая ошибка на валидации 0.3075 на эпохе 150, в конце обучения 0.7121\n"
     ]
    }
   ],
   "source": [
    "net = MLP([2, 64, 64, 1], seed=7)\n",
    "tr_loss, te_loss = [], []\n",
    "for epoch in range(800):\n",
    "    l = net.step(Xtr, ytr, lr=0.35)\n",
    "    tr_loss.append(l)\n",
    "    p = net.forward(Xte, train=False)\n",
    "    te_loss.append(-np.mean(yte * np.log(p + 1e-9) + (1 - yte) * np.log(1 - p + 1e-9)))\n",
    "\n",
    "best = int(np.argmin(te_loss))\n",
    "fig, ax = plt.subplots(figsize=figsize)\n",
    "ax.plot(tr_loss, linewidth=2, label=\"обучающая выборка\")\n",
    "ax.plot(te_loss, linewidth=2, label=\"валидация\")\n",
    "ax.axvline(best, color=palette[3], linestyle=\"--\", linewidth=2,\n",
    "           label=\"ранняя остановка (эпоха %d)\" % best)\n",
    "ax.set_xlabel(\"эпоха\"); ax.set_ylabel(\"кросс-энтропия\")\n",
    "ax.set_title(\"Дальше учить уже вредно\")\n",
    "ax.legend(fontsize=legend_fontsize)\n",
    "plt.show()\n",
    "print(\"лучшая ошибка на валидации %.4f на эпохе %d, в конце обучения %.4f\"\n",
    "      % (te_loss[best], best, te_loss[-1]))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "23e1013f",
   "metadata": {},
   "source": [
    "## 5. Нормализация по мини-батчам\n",
    "\n",
    "Идея BN родилась из «внутреннего сдвига переменных»: пока учатся\n",
    "нижние слои, распределение входов верхнего слоя уезжает, и верхнему слою приходится\n",
    "переучиваться заново. Посмотрим на это буквально — проследим за распределением\n",
    "предактиваций четвёртого скрытого слоя по ходу обучения."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "21077ea6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1920x648 with 12 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def track(batchnorm, epochs=800, layer=3, seed=11):\n",
    "    # сеть поглубже и шаг покрупнее: на двух слоях сдвиг просто не успевает накопиться\n",
    "    net = MLP([2, 64, 64, 64, 64, 1], batchnorm=batchnorm, seed=seed)\n",
    "    snaps, at = [], [0, 30, 100, 250, 500, epochs - 1]\n",
    "    for epoch in range(epochs):\n",
    "        net.step(Xtr, ytr, lr=0.6)\n",
    "        if epoch in at:\n",
    "            net.forward(Xtr, train=False)\n",
    "            pre = net.cache[layer][1]          # предактивации до нормализации\n",
    "            snaps.append((epoch, pre.ravel().copy()))\n",
    "    return snaps\n",
    "\n",
    "\n",
    "fig, axes = plt.subplots(2, 6, figsize=(16, 5.4), sharex=\"row\", sharey=\"row\")\n",
    "for row, (bn, name) in enumerate([(False, \"без BN\"), (True, \"с BN\")]):\n",
    "    for col, (epoch, pre) in enumerate(track(bn)):\n",
    "        ax = axes[row, col]\n",
    "        ax.hist(pre, bins=50, color=palette[row], alpha=.85)\n",
    "        ax.set_yticks([])\n",
    "        ax.set_xlabel(\"μ=%.2f σ=%.2f\" % (pre.mean(), pre.std()), fontsize=9)\n",
    "        if row == 0:\n",
    "            ax.set_title(\"эпоха %d\" % epoch)\n",
    "        if col == 0:\n",
    "            ax.set_ylabel(name, fontsize=12)\n",
    "plt.suptitle(\"Распределение предактиваций четвёртого скрытого слоя по ходу обучения\", y=1.02)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "83f5ece7",
   "metadata": {},
   "source": [
    "Смотрим на **четвёртый** скрытый слой: чем глубже, тем сильнее накапливается сдвиг. Без BN\n",
    "среднее и разброс уезжают от эпохи к эпохе — верхнему слою приходится гнаться за движущейся\n",
    "мишенью. С BN распределение остаётся на месте.\n",
    "\n",
    "Cегодня считается, что дело не столько в самом «сдвиге переменных», сколько в том, что BN **сглаживает ландшафт функции потерь**. Это тоже можно увидеть — пройдём по случайному направлению в пространстве весов и посмотрим на профиль потерь."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "0ff445b9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def loss_of(net, X, y):\n",
    "    p = net.forward(X, train=False)\n",
    "    return -np.mean(y * np.log(p + 1e-9) + (1 - y) * np.log(1 - p + 1e-9))\n",
    "\n",
    "\n",
    "def landscape(batchnorm, span=2.5, n=41, seed=11):\n",
    "    net = MLP([2, 64, 64, 64, 64, 1], batchnorm=batchnorm, seed=seed)\n",
    "    for _ in range(400):\n",
    "        net.step(Xtr, ytr, lr=0.6)\n",
    "    W0 = [w.copy() for w in net.W]\n",
    "    r = np.random.default_rng(5)\n",
    "    dirs = [r.standard_normal(w.shape) for w in W0]\n",
    "    dirs = [d / np.linalg.norm(d) * np.linalg.norm(w) for d, w in zip(dirs, W0)]  # нормируем\n",
    "    ts = np.linspace(-span, span, n)\n",
    "    out = []\n",
    "    for t in ts:\n",
    "        net.W = [w + t * d for w, d in zip(W0, dirs)]\n",
    "        out.append(loss_of(net, Xtr, ytr))\n",
    "    net.W = W0\n",
    "    return ts, np.array(out)\n",
    "\n",
    "\n",
    "fig, ax = plt.subplots(figsize=figsize)\n",
    "for i, (bn, name) in enumerate([(False, \"без BN\"), (True, \"с BN\")]):\n",
    "    ts, ls = landscape(bn)\n",
    "    ax.plot(ts, ls, linewidth=2.5, color=palette[i], label=name)\n",
    "ax.set_xlabel(\"шаг вдоль случайного направления в пространстве весов\")\n",
    "ax.set_ylabel(\"кросс-энтропия на обучающей выборке\")\n",
    "ax.set_title(\"BN делает ландшафт заметно более пологим\")\n",
    "ax.legend(fontsize=legend_fontsize)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "46110aee-ae9e-4273-8eb3-012bd88db480",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.13.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
