{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "9f2030a9",
   "metadata": {},
   "source": [
    "# 03 · Entrenar bien redes profundas: generalización, regularización y estrategia\n",
    "\n",
    "El notebook 02 mostró cómo *aprende* una red: la retropropagación calcula los gradientes y un optimizador los sigue cuesta abajo. Esa es la mitad fácil. La mitad difícil es que una pérdida de entrenamiento baja no es el objetivo. El objetivo es una red que funcione con datos que **nunca ha visto**.\n",
    "\n",
    "Este notebook trata del oficio que hay entre \"el código se ejecuta\" y \"el modelo es bueno\":\n",
    "\n",
    "| Sección | Pregunta | Herramientas |\n",
    "|---|---|---|\n",
    "| 1 | ¿Cómo mido lo que de verdad me importa? | particiones de entrenamiento / validación / prueba |\n",
    "| 2-3 | ¿Mi modelo es demasiado simple o demasiado complejo? | barrido de capacidad, sesgo y varianza, curvas de aprendizaje |\n",
    "| 4 | Mi modelo memoriza el conjunto de entrenamiento. ¿Y ahora qué? | decaimiento de pesos L2, dropout, parada temprana |\n",
    "| 5 | Las redes profundas entrenan lento o divergen. ¿Por qué? | normalización por lotes |\n",
    "| 6 | ¿Qué tamaño de lote y qué calendario de tasa de aprendizaje? | minilotes, calentamiento, decaimiento coseno |\n",
    "| 7 | ¿Cómo elijo los hiperparámetros? | búsqueda en cuadrícula frente a búsqueda aleatoria |\n",
    "| 8 | ¿En qué debería trabajar ahora? | análisis de errores, desajuste entre entrenamiento y validación |\n",
    "\n",
    "Todo se ejecuta en una CPU en pocos minutos, con dos conjuntos de datos que vienen incluidos en scikit-learn: las \"lunas\" en 2D (para ver las fronteras de decisión) y dígitos manuscritos de 8×8."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "3a571a4f",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-16T08:55:32.829801Z",
     "iopub.status.busy": "2026-10-16T08:55:32.829386Z",
     "iopub.status.idle": "2026-10-16T08:55:38.032276Z",
     "shell.execute_reply": "2026-10-16T08:55:38.031102Z"
    }
   },
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "import time, math, random, copy\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import torch\n",
    "import torch.nn as nn\n",
    "import torch.nn.functional as F\n",
    "from sklearn.datasets import make_moons, load_digits\n",
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "torch.manual_seed(0); np.random.seed(0); random.seed(0)\n",
    "plt.rcParams[\"axes.grid\"] = False\n",
    "def count_params(m): return sum(p.numel() for p in m.parameters())\n",
    "\n",
    "def accuracy(model, X, y):\n",
    "    model.eval()\n",
    "    with torch.no_grad():\n",
    "        return (model(X).argmax(1) == y).float().mean().item()\n",
    "\n",
    "def train(model, X, y, Xd=None, yd=None, epochs=100, lr=1e-3, wd=0.0, batch=32, schedule=None, keep_best=False):\n",
    "    # un bucle de entrenamiento reutilizable: Adam (+ decaimiento de pesos desacoplado opcional), minilotes, historial de exactitud de entrenamiento/validación\n",
    "    opt = torch.optim.AdamW(model.parameters(), lr=lr, weight_decay=wd)\n",
    "    steps_per_epoch = math.ceil(len(X) / batch)\n",
    "    hist = {\"train\": [], \"dev\": [], \"loss\": [], \"lr\": []}\n",
    "    best = (-1, None, 0)\n",
    "    step = 0\n",
    "    for ep in range(epochs):\n",
    "        model.train()\n",
    "        perm = torch.randperm(len(X))\n",
    "        for i in range(0, len(X), batch):\n",
    "            if schedule:\n",
    "                for gp in opt.param_groups:\n",
    "                    gp[\"lr\"] = schedule(step, epochs * steps_per_epoch) * lr\n",
    "            b = perm[i:i + batch]\n",
    "            loss = F.cross_entropy(model(X[b]), y[b])\n",
    "            opt.zero_grad(); loss.backward(); opt.step()\n",
    "            hist[\"loss\"].append(loss.item()); hist[\"lr\"].append(opt.param_groups[0][\"lr\"]); step += 1\n",
    "        hist[\"train\"].append(accuracy(model, X, y))\n",
    "        if Xd is not None:\n",
    "            hist[\"dev\"].append(accuracy(model, Xd, yd))\n",
    "            if keep_best and hist[\"dev\"][-1] > best[0]:\n",
    "                best = (hist[\"dev\"][-1], copy.deepcopy(model.state_dict()), ep)\n",
    "    if keep_best:\n",
    "        model.load_state_dict(best[1]); hist[\"best_epoch\"] = best[2]\n",
    "    return hist\n",
    "\n",
    "def mlp(sizes, dropout=0.0, batchnorm=False, act=nn.ReLU):\n",
    "    layers = []\n",
    "    for a, b in zip(sizes[:-2], sizes[1:-1]):\n",
    "        layers.append(nn.Linear(a, b))\n",
    "        if batchnorm: layers.append(nn.BatchNorm1d(b))\n",
    "        layers.append(act())\n",
    "        if dropout: layers.append(nn.Dropout(dropout))\n",
    "    layers.append(nn.Linear(sizes[-2], sizes[-1]))\n",
    "    return nn.Sequential(*layers)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4ea65fe4",
   "metadata": {},
   "source": [
    "## 1. Entrenamiento, validación y prueba: medir lo que importa\n",
    "\n",
    "Un modelo solo es útil con datos que no ha visto, así que reservamos una parte de los datos. En la práctica necesitamos **tres** conjuntos:\n",
    "\n",
    "| Conjunto | Se usa para | Regla |\n",
    "|---|---|---|\n",
    "| **entrenamiento** | ajustar los pesos | el optimizador lo ve en cada paso |\n",
    "| **validación** (dev) | elegir *todo lo demás*: arquitectura, tasa de aprendizaje, regularización, cuándo parar | míralo tantas veces como quieras |\n",
    "| **prueba** (test) | una estimación final y sin sesgo | míralo **una sola vez**, al final |\n",
    "\n",
    "¿Por qué no basta con entrenamiento y prueba? Porque cada decisión que tomas mirando una puntuación es una forma de entrenamiento. Prueba 50 configuraciones, quédate con la mejor puntuación en prueba, y esa puntuación será optimista: has ajustado el conjunto de prueba a mano. El conjunto de validación absorbe ese optimismo para que el de prueba siga siendo honesto.\n",
    "\n",
    "Dos reglas más de la práctica: los conjuntos de validación y prueba deben venir de la **misma distribución que los datos que verás en producción** (la sección 8 muestra qué pasa cuando no es así), y con conjuntos de datos grandes pueden ser un porcentaje pequeño de los datos: 10.000 ejemplos de validación miden la exactitud con un margen de unos ±0,3 %, tengas 100 mil o 100 millones de ejemplos de entrenamiento."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "e7bf48de",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-16T08:55:38.036462Z",
     "iopub.status.busy": "2026-10-16T08:55:38.036013Z",
     "iopub.status.idle": "2026-10-16T08:55:38.106211Z",
     "shell.execute_reply": "2026-10-16T08:55:38.104934Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "entrenamiento 1077   validación 360   prueba 360   (60/20/20, estratificado por dígito)\n"
     ]
    }
   ],
   "source": [
    "digits = load_digits()\n",
    "X_all = torch.tensor(digits.data / 16.0, dtype=torch.float32)          # 1.797 imágenes, aplanadas a 64 entradas\n",
    "y_all = torch.tensor(digits.target)\n",
    "idx_tmp, idx_test = train_test_split(np.arange(len(y_all)), test_size=0.2, random_state=0, stratify=y_all)\n",
    "idx_train, idx_dev = train_test_split(idx_tmp, test_size=0.25, random_state=0, stratify=y_all[idx_tmp])\n",
    "Xtr, ytr, Xdev, ydev, Xte, yte = X_all[idx_train], y_all[idx_train], X_all[idx_dev], y_all[idx_dev], X_all[idx_test], y_all[idx_test]\n",
    "print(f\"entrenamiento {len(ytr)}   validación {len(ydev)}   prueba {len(yte)}   (60/20/20, estratificado por dígito)\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a0b976de",
   "metadata": {},
   "source": [
    "## 2. Subajuste y sobreajuste\n",
    "\n",
    "La **capacidad** es qué tan complicada puede ser la función que un modelo es capaz de representar. Con muy poca, el modelo no puede captar el patrón (**subajuste**, o **sesgo** alto). Con demasiada y pocos datos, se ajusta al ruido de la muestra de entrenamiento concreta (**sobreajuste**, o **varianza** alta).\n",
    "\n",
    "El conjunto de las dos lunas lo hace visible. Entrenamos MLP cada vez más anchos con 200 puntos ruidosos, durante el tiempo suficiente para que cada uno se ajuste a los datos de entrenamiento lo mejor que pueda, y miramos el error de entrenamiento y el de validación."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "98e95b4a",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-16T08:55:38.110998Z",
     "iopub.status.busy": "2026-10-16T08:55:38.110583Z",
     "iopub.status.idle": "2026-10-16T08:55:54.849783Z",
     "shell.execute_reply": "2026-10-16T08:55:54.848332Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "7 modelos entrenados en 16 s\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Xm, ym = make_moons(n_samples=1200, noise=0.35, random_state=0)\n",
    "Xm, ym = torch.tensor(Xm, dtype=torch.float32), torch.tensor(ym)\n",
    "Xm_tr, ym_tr, Xm_dev, ym_dev = Xm[:200], ym[:200], Xm[200:], ym[200:]\n",
    "\n",
    "widths = [1, 2, 4, 8, 32, 128, 512]\n",
    "moon_models, tr_err, dev_err = {}, [], []\n",
    "t0 = time.time()\n",
    "for w in widths:\n",
    "    torch.manual_seed(0)\n",
    "    m = mlp([2, w, w, 2])\n",
    "    train(m, Xm_tr, ym_tr, epochs=600, lr=3e-3, batch=200)\n",
    "    moon_models[w] = m\n",
    "    tr_err.append(1 - accuracy(m, Xm_tr, ym_tr)); dev_err.append(1 - accuracy(m, Xm_dev, ym_dev))\n",
    "print(f\"{len(widths)} modelos entrenados en {time.time() - t0:.0f} s\")\n",
    "\n",
    "plt.figure(figsize=(8, 4))\n",
    "plt.plot(widths, tr_err, \"o-\", label=\"error de entrenamiento\"); plt.plot(widths, dev_err, \"o-\", label=\"error de validación\")\n",
    "plt.xscale(\"log\"); plt.xticks(widths, widths); plt.xlabel(\"unidades ocultas por capa (capacidad)\"); plt.ylabel(\"tasa de error\")\n",
    "plt.title(\"Demasiado simple → ambos errores altos.  Demasiado complejo → se abre la brecha.\"); plt.legend(); plt.grid(alpha=0.3); plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "18a780a4",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-16T08:55:54.853453Z",
     "iopub.status.busy": "2026-10-16T08:55:54.852964Z",
     "iopub.status.idle": "2026-10-16T08:55:55.759911Z",
     "shell.execute_reply": "2026-10-16T08:55:55.758959Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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031OnTtlsa/369RqgrV+/vtA2P/7441I9znvuuUdzdXXVsrOzC91WnJ07d2qAtnDhwiJvt8Rb3O0WS5Ys0QBt586dxa5T1GPUNE07depUoX1MmjRJA7SHHnrIusxsNmvDhg3TnJyctMuXL1uXF3wujEaj1rJlS61///42yyMiIrRJkyZZf54xY4ZW1J+Ngq9RaR7b5cuXNUCbMWNGoduKeq2+++47DdA2bdpU7DY1TdPWrl2rAdqvv/5qs7w0MW3evFkDtP/7v/+zWb5y5Uqb5aXZ1uLFizVAmzdvnnWZyWTS+vfvX+i1a9u2rRYYGKglJiZal+3du1dTVVW74447rvl48/LytJycHJtlycnJWlBQkDZ16lSb5QWf7zfeeKPI99aePXs0QJs2bZrN8ieeeEIDtHXr1hWKw8nJSbvvvvuuGasQQljIsUfpjj1eeuklTa/Xa4D1v+eee67QepbP54LHC0UBNGdnZ5vH9sknn2iAFhwcrKWlpVmXP/PMM4Weh4yMjELbfPnllzVFUbTY2FhN0/I/hwDtjTfeKDGegirymWh5fVq2bKkZjUbr8okTJ2qKomhDhgyxWb9bt25aRESE9efTp09rOp1OmzNnjs16+/fv1xwcHGyWl/Z3ad68eRqgffPNN9ZlRqNR69atm+bu7m59vh955BHN09NTy8vLu+ZjLMhyTKjX67WzZ89al+/YsUMDtP/+97/WZQWP46ri8Qohag/5LC75s3jr1q3amDFjtAULFmjLli3T5s6dq/n5+WkuLi5aTExMsfcbNmyYzedLSTZt2qQpiqK98MILNsstj7Wo78xX2717twZoP/30U7HrlOU7XkREhAZoixcvti5LTU3VQkJCtHbt2lmXWV6jnj172nx+paena97e3tpdd91ls6/4+HjNy8vLZnlpv/sX9ftQ3HNT8DxGmzZttGHDhhXxrFzxwAMPFHmuo6gYizt/UpSePXtqHTp0KLT8mWee0RwdHbWkpCTrspycHM3b29vme3xZ36cFX4urb7v6uSvt+6K8n/8//vijBmizZ88u82MpTnnPY/3000/FHieX9e9D48aNCx1PCvuR9lMCvV5v/Xdubi6JiYk0bNgQb29vYmJiCq1/991322TLe/XqhclkIjY2FsjPtKenp/P000/j4uJic9+CWXZ3d3duv/12689OTk507tyZkydPlvvxODs7M2XKlELLr36c6enpJCQk0KtXL2tJZ2WZPHkymqZds0oDsF75tnz5cnJzcytt/w8++KD135YWE0aj0Wbo2NXPRXJyMqmpqfTq1avI17s8KvrYro4vOzubhIQE63yMkmK0lKkW7DNemph++uknvLy8GDhwIAkJCdb/LCXClpZOpdnWypUrcXR05K677rIuU1XVelWsxYULF9izZw+TJ0/G19fXurx169YMHDiQ33///ZqPV6fTWVuQmM1mkpKSyMvLo2PHjuV+PS37fOyxx2yWP/7440B+CW1BPj4+pSqLFkIIkGOP0h57REZG0rt3b+bPn8/ixYuZOnUqr7zyCu+//77NejNnzkTTtFJVaQAMGDDApuKhS5cuQH51hYeHR6HlVz83V1eImM1msrOzGTx4MJqmsXv3buvjdnJyYsOGDYXaN15LRT8TLe644w6bFiBdunRB07RCbSK7dOnCmTNnrO1Efv75Z8xmM+PGjbM5DggODqZRo0aFWjuW5nfp999/Jzg42Ga4u6OjIw8//DAZGRls3LgRyD+2qEhLg5tvvpn69etbf+7cuTNdunS55nNWFY9XCFF7yGdxyZ/F3bt3Z9GiRUydOpWbbrqJp59+2lo98Mwzz5Q71qtdunSJW2+9lQYNGvDUU0/Z3Na3b180TbtmlQZgrcRYtWpVsa0oy/odr169ejZXo3t6enLHHXewe/du4uPjbda96667bGY2rFmzhpSUFCZOnGjz+aLT6ejSpYvN50tFvvuXlre3NwcOHODYsWPlun9Fzp8kJiYWOQNt/Pjx5Obm2nR7WL16NSkpKYwfP77IfZfmfVrwtSjNYyrpfVHW9+vBgweZOnUqI0eO5Pnnny/3Y7lWzJV1Hqusfx/kvEfNIkkNQVZWFi+++CJhYWE4Ozvj7+9PQEAAKSkpRc6FCA8Pt/nZ8gfa8qX1xIkTALRs2bLEfYeGhhY6wPHx8SnTF+CC6tevb9Nn2uLAgQOMGjUKLy8vPD09CQgIsP5hLs38i8rWp08fxowZw6xZs/D392fkyJEsXLiw2H6WpaGqKlFRUTbLGjduDGDTp3D58uV07doVFxcXfH19re2gKut5qOhjS0pK4pFHHiEoKAi9Xk9AQAANGjQASv9aaQXmiJQmpmPHjpGamkpgYCABAQE2/2VkZHDp0qVSbys2NpaQkJBCJZQNGza0+dnyJaBJkyaFHkOzZs1ISEi4ZtkowJdffknr1q2t/UEDAgL47bffyv16xsbGoqpqoViDg4Px9va2xnw1TdNkSLgQotTk2KPkz7Pvv/+eu+++m88++4y77rqL0aNHs2DBAiZNmsT06dNLPWeqKAWfT8vJkLCwsCKXX/3cnD9/nvvvv5+wsDCcnJzQ6/V06tTJ5jE5Ozvz2muvsWLFCoKCgujduzevv/56oZMgBVXGZ2JZH5/ZbLbGfezYMTRNo1GjRoWOAw4dOmQ9DrAoze9SbGwsjRo1QlVtv3ZZ2h5YHvP9999P48aNGTJkCKGhoUydOpWVK1eW+FgtGjVqVGhZ48aNr9mnuioerxCi9pDP4vKdB2jYsCEjR45k/fr1ZZ7LUZDBYGD48OGkp6ezbNmycg8fbtCgAY899hifffYZ/v7+DB48mA8++MDm8ZX1O17Dhg0LvUZFnVuw7P9qluRB//79C32+rF692ubzpTK++5dk9uzZpKSk0LhxY1q1asWTTz7Jvn37Sn3/ip4/KXhuAqBNmzY0bdrUpn3bDz/8gL+/P/3797cuK+v7tOBrUZyyvC/K8n5NS0tj9OjR1K9fn6+++srmfmV9LAVVxXmssv59kPMeNYvM1BA89NBDLFy4kEcffZRu3brh5eWFoihMmDABs9lcaP3isr5F/aEuSWm2VdwfjOIOIK7OtFqkpKTQp08fPD09mT17NtHR0bi4uBATE8P06dOLfJxVTVEUFi1axPbt2/n1119ZtWoVU6dO5c0332T79u24u7uX+bGXxubNm7npppvo3bs3H374ISEhITg6OrJw4cIiB7gVjLk08ZTmsV3LuHHj2LZtG08++SRt27bF3d0ds9nMjTfeWOJrZenXWPADtjQxmc1mAgMD+b//+78it22ZN1HRx1eZvvnmGyZPnszNN9/Mk08+SWBgIDqdjrlz51q/WJRXWT6sU1JSCvWAFUKI4sixR8nHHh9++CHt2rWzGbgJcNNNN/HFF1+we/dum6GTZVHcc1DSc2M2mxk4cCCJiYk899xzNG/eHDc3N86cOcO4ceNsHtOjjz7KiBEjWLp0KatWreKFF15g7ty5rFu3rsrnL1Xk8SmKwooVK4pct+Dne2X+XgYGBrJnzx5WrVrFihUrWLFiBQsXLuSOO+4ocpBoZbDn4xVC2J98Fpf/PEBYWBhGoxGDwYCnp2e5tmE0Ghk9ejT79u1j1apVpUoGXcubb77J5MmTWbZsGatXr+bhhx9m7ty5bN++3eZYoipOyBZ87i3P69dff01wcHCh9R0crpyKrMh3/+IU/B3p3bs3J06csD43n332GW+//TYff/wx06ZNu+a2KnL+BPLPTxSXrBs/fjxz5swhISEBDw8PfvnlFyZOnGjz/JT1fVrU+6Cgsr4vyvLenzx5MufPn+evv/4q9N4o62O5WkVfh6KU5+9DcnJykReSCPuQpIZg0aJFTJo0iTfffNO6LDs7m5SUlHJtLzo6GoB//vmn0FUA5WG5AqRgPEVdLV6cDRs2kJiYyM8//0zv3r2ty0+dOlXh+Cqqa9eudO3alTlz5vDtt99y22238f333zNt2rQyP3az2czJkyetV1AAHD16FMDaZmLx4sW4uLiwatUqnJ2drestXLiwxFivjufqwZHFxXOtx1bcwVRycjJ//PEHs2bNshncWdpS0aZNmwLFv7bXiik6Opq1a9fSo0ePUh0MXGtbERERrF+/nszMTJtqjePHj9tswzIw7MiRI4W2f/jwYfz9/W1afRS0aNEioqKi+Pnnn22e0xkzZpQYf3GvQUREBGazmWPHjlmvJAW4ePEiKSkpNkPOIH84u9FotFlXCCGuRY49Snbx4sUi2xVY2h5aWiZVp/3793Pw4EG++eYbbrvtNuvytLS0ItePjo7m8ccf5/HHH+fYsWO0bduWN998k2+++abI9Sv6mVhR0dHRaJpGgwYNbI6lKiIiIoJ9+/ZhNpttqjUsLQ2u/kx1cnJixIgRjBgxArPZzP33388nn3zCCy+8UOLvdVHHSUePHr3mYPWqeLxCiNpDPovL7+TJk7i4uJT7Yjaz2cwdd9zBH3/8wY8//kifPn0qFI9Fq1ataNWqFc8//zzbtm2jR48efPzxx7z88stl/o53/PjxQlelFzy3UBzL70JgYOA1L8Co6Hd/Hx+fQr8fRqORCxcuFFrX19eXKVOmWIe+9+7dm5kzZ1qTGsV9N67I+RPIPz+xePHiIm8bP348s2bNYvHixQQFBZGWlsaECRNs1qns9ylU3fvi1VdfZenSpfz888/W8zJXq8hjqcjrUNxrW9bnIS8vjzNnznDTTTeVuE9RPaT9lECn0xXKsL733nvlrgYYNGgQHh4ezJ07l+zsbJvbynMVh+UDcdOmTdZlJpOJ+fPnl3oblszy1fs3Go18+OGHZY6nJKmpqRw+fLjEErjk5ORCz0fbtm0BrG2MIiIi0Ol0No8duGbcV/fZ1jSN999/H0dHRwYMGADkPxeKoti8vqdPn2bp0qUlPraiXguDwVDoCsLSPDbLif6CH2BFvVYA8+bNKzE+yC87DgsLY9euXWWOady4cZhMJl566aVC283Ly7PGWpptDR48mNzcXD799FPrOmazmQ8++MDmfiEhIbRt25Yvv/zS5rn4559/WL16NUOHDr3m4y3q+dqxYwd//vnnNe8HV/qiF3wNLPss+Jy/9dZbAAwbNsxm+d9//w3k95wVQojSkGOPkjVu3Jjdu3dbTyBYfPfdd6iqSuvWra3LEhISOHz4cLF9tCuL5Uvh1fOkzGYzb7/9ts16mZmZhV6H6OhoPDw8rtmKsqKfiRU1evRodDods2bNKvR7o2lauVp+DR06lPj4eJv2Enl5ebz33nu4u7tbT2QV3PbVr3Fp2ncuXbqUc+fOWX/+66+/2LFjB0OGDCn2PlXxeIUQtYd8Fpfs8uXLhZbt3buXX375hUGDBhVqLVhaDz30ED/88AMffvgho0ePLnY9S1//knr4p6WlFbrYoVWrVqiqav0MKet3vPPnz7NkyRKbfXz11Ve0bdu2yOqLqw0ePBhPT09eeeWVImdQWp7Xin73j46OLnSuZP78+YV+hwt+nrm7u9OwYUObz9fivhtX5PwJQLdu3UhOTi5y/kSzZs1o1aoVP/zwAz/88AMhISE2J9ct+6/M96llm1C558fWrl3L888/z3PPPcfNN99c7H7L+1gq8jpc67WF0j8PBw8eJDs7W8571CBSqSEYPnw4X3/9NV5eXjRv3pw///yTtWvXWtv4lJWnpydvv/0206ZNo1OnTtx66634+Piwd+9eMjMzy1xC36JFC7p27cozzzxDUlISvr6+fP/992W6QrF79+74+PgwadIkHn74YRRF4euvvy7TwdX7779PSkoK58+fB+DXX3/l7NmzQP5BiaVf85IlS5gyZQoLFy685rDwL7/8kg8//JBRo0YRHR1Neno6n376KZ6entYDDi8vL8aOHct7772HoihER0ezfPnyQj2OLVxcXFi5ciWTJk2iS5curFixgt9++41nn33W2jpp2LBhvPXWW9x4443ceuutXLp0iQ8++ICGDRuW2Fdy0KBBhIeHc+edd/Lkk0+i0+n4/PPPCQgIIC4urkyPTa/X07x5c3744QcaN26Mr68vLVu2pGXLltbe27m5udSvX5/Vq1eX6aqBkSNHsmTJEpsrS0oTU58+fbjnnnuYO3cue/bsYdCgQTg6OnLs2DF++ukn3nnnHW655ZZSbevmm2+mc+fOPP744xw/fpymTZvyyy+/kJSUBNheLfDGG28wZMgQunXrxp133klWVhbvvfceXl5eJQ6FGz58OD///DOjRo1i2LBhnDp1io8//pjmzZuTkZFxzft26NABgOeee44JEybg6OjIiBEjaNOmDZMmTWL+/PnWksy//vqLL7/8kptvvpl+/frZbGfNmjWEh4dXeTsRIUTdIcceJXvyySdZsWIFvXr14sEHH8TPz4/ly5ezYsUKpk2bRr169azrvv/++8yaNYv169eXelh4eTRr1oyoqCieeOIJzp8/j4eHB4sXLy5UqXH06FEGDBjAuHHjaN68OQ4ODixZsoSLFy8WugKxoIp8JlZUdHQ0L7/8Ms888wynT5/m5ptvxsPDg1OnTrFkyRLuvvtunnjiiTJt8+677+aTTz5h8uTJ/P3330RGRrJo0SK2bt3KvHnzrIPZp02bRlJSEv379yc0NJTY2Fjee+892rZtW6pKyIYNG9KzZ0/uu+8+cnJymDdvHn5+foWGzlb14xVC1B7yWVyy8ePHo9fr6d69O4GBgRw8eJD58+fj6urKq6++arPuvn37+OWXX4D8KofU1FRefvllIH9+wogRI4D8E/Yffvgh3bp1w9XVtVD14qhRo6wnYf/66y/69evHjBkzrvkZuG7dOh588EHGjh1L48aNycvL4+uvv0an0zFmzBhrDGX5jte4cWPuvPNOdu7cSVBQEJ9//jkXL14s1ZXxnp6efPTRR/znP/+hffv2TJgwwXrO4LfffqNHjx68//77eHp6Vui7/7Rp07j33nsZM2YMAwcOZO/evaxatapQW+TmzZvTt29fOnTogK+vL7t27WLRokU8+OCD1nUs340ffvhhBg8ejE6nY8KECRU6fwL5518cHBxYu3Ytd999d6Hbx48fz4svvoiLiwt33nlnoURZZb9PoXLOjxU0ceJEAgICaNSoUaHf6YEDBxIUFFShx1KR16Ft27bodDpee+01UlNTcXZ2pn///mV+HtasWYOrqysDBw4s/RMjqpYmrnvJycnalClTNH9/f83d3V0bPHiwdvjwYS0iIkKbNGmSdb2FCxdqgLZz506b+69fv14DtPXr19ss/+WXX7Tu3btrer1e8/T01Dp37qx999131tv79OmjtWjRolA8kyZN0iIiImyWnThxQrvhhhs0Z2dnLSgoSHv22We1NWvWFNpvcdvUNE3bunWr1rVrV02v12v16tXTnnrqKW3VqlVFxl6UiIgIDSjyv1OnThV6nhYuXHjN7cXExGgTJ07UwsPDNWdnZy0wMFAbPny4tmvXLpv1Ll++rI0ZM0ZzdXXVfHx8tHvuuUf7559/Cu1j0qRJmpubm3bixAlt0KBBmqurqxYUFKTNmDFDM5lMNttcsGCB1qhRI83Z2Vlr2rSptnDhQm3GjBlawT8JBX8HNE3T/v77b61Lly6ak5OTFh4err311lvWx2x5Hkr72LZt26Z16NBBc3Jy0gBtxowZmqZp2tmzZ7VRo0Zp3t7empeXlzZ27Fjt/PnzNuuU9NwC2ubNm8v8fGuaps2fP1/r0KGDptfrNQ8PD61Vq1baU089pZ0/f75M27p8+bJ26623ah4eHpqXl5c2efJkbevWrRqgff/99zbrrl27VuvRo4f1/TJixAjt4MGDJT5Ws9msvfLKK1pERITm7OystWvXTlu+fHmR76Oinr+XXnpJq1+/vqaqqs1rmJubq82aNUtr0KCB5ujoqIWFhWnPPPOMlp2dbXN/k8mkhYSEaM8//3yJsQohhIUce5Tu2GPHjh3akCFDtODgYM3R0VFr3LixNmfOHC03N9dmPctneGm2CWgPPPCAzbJTp05pgPbGG2/YLLc8zz/99JN12T///KP1799fc3d31wICArR7771X279/v81xSUJCgvbAAw9oTZs21dzc3DQvLy+tS5cu2o8//lhifJpW/s/EouLVtOJ/jyzP2+XLl22WL168WOvZs6fm5uamubm5aU2bNtUeeOAB7ciRI9Z1yvK7dPHiRevvu5OTk9aqVatCx4mLFi3SBg0apAUGBlqPse655x7twoUL13zMV792b775phYWFqY5OztrvXr10vbu3Vvk4y2osh+vEKJ2kM/ikj8333nnHa1z586ar6+v5uDgoIWEhGi33367duzYsULrWp6nov67+vmcNGlSsesVPLdgeY5L+g588uRJberUqVp0dLTm4uKi+fr6av369dPWrl1rs15pv+NFRERow4YN01atWqW1bt3aet6gtJ+vV8c/ePBgzcvLS3NxcdGio6O1yZMn23xvLu13/4LnHDQt/7vo9OnTNX9/f83V1VUbPHiwdvz48UK/wy+//LLWuXNnzdvbW9Pr9VrTpk21OXPmaEaj0bpOXl6e9tBDD2kBAQGaoig2n5elPX9SnJtuukkbMGBAkbcdO3bM+tpv2bKl0O0VfZ8W99yV9n1R2vfrtX6nLdsr7WMpTkXOY3366adaVFSUptPpbGIqy9+HLl26aLfffnuJcYrqo2iaTHYTQhQtLCyMwYMH89lnn9k7lDIbMGAA9erV4+uvv7Z3KDaWLl3KqFGj2LJlCz169LB3OBW2dOlSbr31Vk6cOEFISIi9wxFCCCGEEEIIUccsWLCAadOmcebMGZvB57XB5s2b6du3L4cPH5Yh07XUnj17aN++PTExMdbW48L+ZKaGEKJIubm5JCYmFirdrC1eeeUVfvjhhzINkqtsWVlZNj+bTCbee+89PD09ad++vZ2iqlyvvfYaDz74oCQ0hBBCCCGEEEJUiQsXLqAoCr6+vvYOpcx69erFoEGDeP311+0diiinV199lVtuuUUSGjWMzNQQQhSyatUqvv/+e7KysqwDxmubLl26YDQa7RrDQw89RFZWFt26dSMnJ4eff/6Zbdu28corr6DX6+0aW2UpzUByIYQQQgghhBCirC5evMiiRYv4+OOPrXNIaqMVK1bYOwRRAd9//729QxBFkPZTQohC+vXrx/Hjx7nvvvt49tln7R1OrfXtt9/y5ptvcvz4cbKzs2nYsCH33XefzUAyIYQQQgghhBBCFLZhwwaGDh1K586d+fTTT6V9kxDCSpIaQgghhBBCCCGEEEIIIYSoFWSmhhBCCCGEEEIIIYQQQgghagVJagghhBBCCCGEEEIIIYQQolYo1aBws9nM+fPn8fDwQFGUqo5JCCGEEDWEpmmkp6dTr149VLVs10LI8YMQQghx/ZJjCCGEEEKUVWmPH0qV1Dh//jxhYWGVFpwQQgghapczZ84QGhpapvvI8YMQQggh5BhCCCGEEGVV0vFDqZIaHh4eABw+ftL6byGEEELUfenp6TRtGFWuz3/LfaY8+zFOLvrKDk0IIUQds+dsJgBdWkYUefvBC1l0bBxks+xwgoF2DXwBOJOWBUDLUC9SsvMAaBLoQVauiXAfPSaTBkCAmyMAHs6OqJiJPxdHv969uP+eu3nh0bsBUFVHzEnnUJxcybtwHADFzYfs4wfzb/cNBiD9n704BkcCkLwzBgDnyCbW+C5t3gmAe/PmZX4+YjfttP7bu13bMt/fImX3nkLLInp3Kvf2SisjJ4cB896QYwghhBCiDLad0+jUOZLk5e+w/JdlvN6iJVlnsnEJDSWwczt7h1flMo053P31+yUeP5QqqWEp9/Tw8MDT07Pi0QkhhBCiVilP6wfLfZxc9Di5uFZ2SEIIIeoYByeN7m0aFHnb/vNZOLi44ezqbl128HIG3VqGW392ytPRJswbgGxdLs2CPMnKNeHqDG4erphMZgLdnUHT8HTJT2joHXXcM+k2goODmDXjBVzNmag6R8wJZ8DdDcXZjbw0VxR3X7KP7sfJ1QXVrx4AaXtj8I1qZt1/rrMTLlf9DJDp6Ih7y1Zleh5Ord8OgKuDIz4d25fpvkVx69rF5ufkXTFc3rbH+nODfl0rvI9rkWMIIYQQonRi4gzUbxZJk4yDTF+yhDf6dibibB5xbu6E96zaz+uapqTjh1IlNYQQQgghhBBCiKoSE2coNqFh0aVpsPXfBy9n2NwWm5pl/Xdydq7NbRG+tgkNABUzAEt+/pm169ax5KcfcDXnV4qYE84A5Cc0zh1Fcfe1buvqhMbVkrbvpKCL67eXKaFhSWYAlZLMKM7V207eFWOzX6j6JIcQQgghCouJM2D0DmBCh0CeGn0LQ6PCiD6bR1w2hI+40d7h1TiS1BBCCCGEEEIIYTcxcYZr3r7/fFaRyztG+9n8bKnSAKxVGgAmk9lmPU8XR8BMXnYm0598nOHDhjK8T2eA/CoNriQ0LLKP7rf+25LQcKwXBVxJaFxdpXGxQKKgJJbEQlUmM4pScH8FkxyS4BBCCCGqh9E7gE4tAvlqxoNkpqVys1sQcUZw9ve3d2g1kiQ1hBBCCCGEEELYVUWrNCwJjeTs/LZTFteq0njl5ZdITU3lnbf+l7/c0nbqKpa2U3ClSgOuJDQsikpolKZKw17JjOIUjEOqOIQQQoiqFxNnoEPPKJKWvsHmjRt5o0ULMs7mog/3J6hbR3uHVyNJUkMIIYQQQgghhF2Upkrj6oSGhaVKo7i2U1m5JmtC42qWKo2TRw/z0Ycf8NLMFwn3sR1EXbBKA8rWdgpKTmjUtGRGcaRVlRBCCFG1YuIM+DSNIiR+Fx9//z2v9elE+AWNOFcHSWhcgyQ1hBBCCCGEEELYzbWGgxdUsEoDim87ZVFwOLimaTz28IM0jI7mkYceBGNaiVUaUDltp6prbkZVkFZVQgghROWKiTPg0TCSW9r48/QtLzC0RTSNzplkjkYpSFJDCCGEEEIIIUS1K6lKAyhXlQZgW6Xxb9spi59/+JZtf/7Jqt9+xcmYBpRuODhUrO1UbanOKK2SWlUFdG9bjdEIIYQQtY/RO4C+LQL54oX7yUhJZqRLAKcNOUSOHWnv0Go8SWoIIYQQQgghhLCL6q7SyExL4flnnmbCuHH079QSuPZw8MpqO1XXEhpFKdiqKnZT0c+REEIIcb2LiTNgUF3p1iOEk8s+YfOmTbzVsiUB2U6YfXxL3oBAtXcAQgghhBBCCCGuL9VdpXH1cPA8Ux5vvv5q/vJqaDt1PSQ0CvLp2B7vdm3tHYYQQghRY3kFetMg9QDz33+HeyMjCct2Ii7TLHM0SkkqNYQQQgghhBBCVLuyVmlYEhoWZanSADPnYk/y+YLPeGnmiwS6KjbrXms4OJS/7dT1mNAQQgghRPFi4gwYvQO4rZ0nz902lkFNI+mf60lcphlnf397h1drSFJDCCGEEEIIIUS1iYkzFJvQsLi6SqNg26mCVRrNgjytP1uqNCwJDbhSpfHCM9MJCQnmwfvvg7wMa5XG1QmN4qo0LJK277RJaFhIQkMIIYQQpWFQXZnYJ4rPn/kPHo4qj/rW4/DhZCLHj7J3aLWKJDWEEEIIIYQQQlSLktpOFVWlAYXbTrUJ87ZpO2Wp0rC2nfqXpUpj559bWP7b73zz5UJcrkpoXK3gcPDi2k5drbi2U5LQEEIIIURBm89qhDYOJnnLIv7++28+aNOG7AQj+vAwe4dW60hSQwghhBBCCCFEtalIlQYU33aqYJWGZTi4yWTi6Sceo0vnzoy7sY/Ntq41HBzK33YKJKEhhBBCiCssCY0bfRJ59JGZjKtXj+BMBy66+socjXKQpIYQQgghhBBCiCpXmiqNShkOXsDi7/+P/f8cYOvG9SiKUqbh4BblaTslhBBCCAH5x0CO3gH0Dczh+Wn/oVtkCGPwz5+j4Wrv6Gon1d4BCFFbmM1mDh8+xNGjR9D+7c8rhBBCCFGSjNQkLp8/TV5ujr1DEcLuyjocvKCyDAdXMWM2ZvPSrJmMHzuWzs0ibdYt7XBwaTslhLCHXGM2l8+fIjM9xd6hCCEqICbOgEF1ZUyfBnz+wv3Uc3Xm+eBIzibn4OzvL1Ua5SSVGkKUwuZNG7n/vvs4ffIEAI2bNOOTTz+lY6dOdo5MCCGEEDVVliGNtT9+yOlDfwPg5OJK5xvG0q73cDtHJkT1K6lKA6icKo0Cw8HffutNUlJSmPPSzPzl5RgODtJ2SghRfTRNY9e6n9m1fil5xmxQFKJbdmXALffgrHezd3hCiDIyqK5069GQrJ2/cejocV6v35gDhxLRh4dJQqMCpFJDiBKcPn2KUSNHcuZyJrqoQega3MCJc4mMGDqESxcv2js8IYQQQtRQv331P2KPH0QX1gNdo6HkuYWzZfmXHInZbO/QhLCLaqnSwDIcHJIvxfPuvLd55KEHiPDN7+1wrbZTxQ0HL0vbKUloCCEqav+fq9i+6nvMXtHoGg1Drd+Vk4diWP39e/YOTQhRRjFxBoKjAmlpPsOrM59lbONIdJmKJDQqgSQ1hCjBF59/Tp4ZlMgBqJ71Ub3CUCIHkJmVxTdff23v8IQQQghRA10+d4oLpw6hhnZD9WuM6haELqwbqmcYMZt+tXd4QlSrmDhDmYaDW5SlSsPSdgquVGnMfvE53N3cmP7E4/nLdfnJjoq2nZI5GkKIqhSz8VdUnyh09TujugWi82+KWq8zpw/9TWpivL3DE0KUUkycAaN3AEMiFJ675zba+XkzJs8T1dVVEhqVQJIaQpTg9KlT4OKD8u+XIADFwQWd3ofTp0/aMTIhhBBC1FSpSfnVnIpbkO0NboHW24QQxVdpWBIaFsVVaRQcDm6p0jjyzz7+77vvmfHC83iqxnINB4ei204VR6o0hBAVpWka6cmXocDxg+IWCEBq0iV7hCWEKCPrHI3ekSx4/l78nR2ZFdWEc6l5OPv72zu8OkGSGkKUoHmLFpCZgJaXbV2mGTPIy0ykefMWdoxMCCGEEDWVb1AYAFraWesyTdMg/Rx+weH2CkuIalfWKo2CbadiU7OsCY3k7FyaBXlab7O0lCpYpaFpGs9Of4JmTZty59hhNtuzVGko7r7WZcVVaUjbKSFEdVMUBZ+gUEg7m3/c8C9z2llQFHwD69sxOiFEaVnmaFz84zsOHD7C02ENOHAkGX1ofanSqCSS1BCiBJOnTMXDwx1OrsSccARTwiE4tZqAgEAm3na7vcMTQgghRA3kG1ifqBadMZ/7E9OFGMzJJzGd+gNzRjyd+o2yd3hCVIuShoPvP59VrrZTWbkm2+Hg/7JUaaxfvYLNW7by+tw5ODg4FDkcHCD76H5rQiNtb4y0nRJC1AidB4zBnHYGU+yG/OOH87vQLuyiafs+uHv5lbwBIYRdWeZoNMs9zTtvzOHOlo1JO50pCY1KJkkNIUoQGBTE6rV/0K1TG0xnt6Gd20HfXl1Z/ccfeHl52Ts8IYQQQtRQgyY+TKsuN6AkHcYUuxFPxzyG3P4Ykc3kim5x/SipSuNq5R4Orml4ujiiYsZoNPL8M09zQ//+DO7eDrj2cHAof9spS0JDqjSEEJWpcdse3DD+QdwwYIrdiC7lGG17DqX/mLvtHZoQogSWORqjW3gw55FpdAkOYGCGi8zRqAIO9g5AiNqgWfPm/L5yFRkZGSiKgpubm71DEkIIIUQN5+jkTJ+b76Tn8DvINebgrHdDURR7hyVEtaiqKg3AtkrjqvYsAN9++TknT53ix+/+D0VR8qs0qNhwcCi67RRIQkMIUTWadehD0/a9ycnKwNFZj04np++EqOksczQ6N/Pni+fuAWM2d3lEcS5HlTkaVUD+KgpRBu7u7vYOQQghhBC1jM7BEZ2Do73DEKLaFVelUdxw8ILKWqWRY0jn1TkvM+mO/9AqMn/IbmVUaUjbKSGEPSiKgourh73DEEKUkkF1pWv3aAy/zWNnzG7ebdmKlLgc9OH+UqVRBSSpIYQQQgghhBCi0pRUpQFUapWGSv7Pr786lxyjkdkvvpC/vECVRlmHg1dn26l910iStO7XtdL2I4QQQojKFxNnILhhJPUvxfDC11/zcs8OBMVrxLnqJaFRRSSpIYQQQgghhBCiUpW1SsOS0LAoS5UGmIk/G8vHH33IC88+Q7C7zjocHCj3cHCo+rZTVyczijrpcfHPXTbrSIJDCCGEqFksczR6NPTko7ue54aIejSP14jLRtpOVSFJagghhBBCCCGEqBQxcYYSh4MXVaVhUbBKo1mQp/VnS5WGJaEBV6o0Xnz2aQIDA3lkygSb7SnO+bPwalrbqZKSGUXdVjDBAZLkEEIIIezN6B1Al1YhbP/weVKTkhkT3Mia0JAqjaojSQ0hhBBCCCGEEBVWmuHgBRVXpXF12ylLlYa17dS/LFUae3buYOmyX/hiwae4uuqtVRrlHQ5elW2nSpvMKErB9aWKQwghhLCvmDgDHXtFk7luAb+vWMF7A7qSFZMiczSqgSQ1hBBCCCGEEEJUirJUaRQcDh6bmlWo7ZRFcVUaZrOZZ556gnbt2jJxWH+gbMPBLQkNS5WGJaFR2W2nKpLMKE7B7UgVhxBCCFF9YuIMOATXo6Upjgc++YBnurSh3ukcmaNRTSSpIYQQQgghhBCiQkpTpVGe4eBZuSbb4eD/slRp/L70Z/6OiWHd6hWoqlpoOPjVVL961oSGpUoDbNtOQdEJjfK2naqKZEZxpFWVEEIIUT0sczRu6hrOZ4/dQruwIDomKJxOzUEfWt/e4V0XJKkhKl12djYxf/+Ni4sLbdu1Q1VVe4ckhBBCiBpO0zQS4+PIycwgoH4UTi56e4ckhCijsg4HL6gsw8FVzGRlZTHjxecYMXwYvdo2BYqv0rBH2ylLUsEeV2tKqypxPTGkJZN86RyevoF4+gbaOxwhxHXAoLrSrVUIJ354k737D/B+mzbEns1FH1pfqjSqiSQ1RKX68fvveey/j5KakgxARIMovvjyKzp26mTnyIQQQghRU6UkXGDFN2+TcP4UAA6OznQZNJ72fUbYOTIhRGmUVKUBRQ8HL6lKA7Ct0vi37ZTFwvkfceFCPKt++xWgUJVGWYeDQ+W0nbJnMqM40qpK1EWmvFw2LF3AoZ3r0bT8vxMNWnRi0PgHcXJxtXN0Qoi6KibOQHDDSOrFbuCFTz/lxe7tCE7QcTE0sEZ99td1ktQQlWbXzp1Mu3MKilcEDo17oplyOXsxhpEjhnPg8BG8vb3tHaIQQgghahizycSyz+aQkZmNrsENKE7umBOPsPW3r/D0DaBhKznRJkRtUN1VGunJifzv9de47567aRScf19LlUZph4NfndAoqUqjtGpiQqMo0qpK1AXbV//AwZ3rUUM6ovMMRTNc4vSRnfyx6GOG3P6YvcMTQtRBljkaIxo58/jop5nQNIq2lxROp2Shl1xqtZKkhqg0Cz6dj87FE8J7oygqCqC59CP94E8s+vEHpt19j71DFEIIIUQNE3dsH2lJF3FoPALF1R8AXWhXyElh79YVktQQooar7ioNlfyfX5k9A0cHB55/ZjpgtqnSgKKHg5fUdqpglUZZ207tW7+9xicziiKtqkRtZDLlsf/P1agBzdEFtgBAcfFC0/I4vn87mekpuHp42zdIIUSdY/QO4Obukax46zF8XV0YbnTndFqOtJ2yA0lqiEpz5swZTI5eOChXZmgojq44uLhx9uxZO0YmhBBCiJoqIyUh/x96X9sbXHxJT75c/QEJIcqsrFUaloSGRVmqNMDM6eNHWfjFl7w2dw6+Tv8mNK5RpVHVbadqS3VGaUmrKlEb5OZkk5uThU5v+/dE0fuBpmFIS5akhhCiUm0+q9GtRwhZO39l+fLl/K9vZy7tS0cfHlZnjgFqE0lqiErTrn17tmz7Ey0vB8XBGQBz5mVMWem0bdvOztEJIYQQoiYKqJ9/5bSWGofiHZn/b7MJ0s8S1Li5HSMTQpQkJs5QbELD4uoqjYJtp2JTs6wJjeTsXJoFeVpvs1RpWBIacKVK47npT9IgMpL7bxtts73iqjSg/MPBS6sun8yQVlWiJnLWu+HuHUBmaiyadwMURQFAS43FwdEZL//CFWJCCFFeMXEGHL0DiCaB5154honNoog6m0ecq75OHwPUZJLUEJXmnnvv4/MFC8g8+Tsm70ZgykVJPkKz5i0ZNkIGfQohhBCisKCwaMKbtOPM8S1ohsvg5AbJJyDXQIe+N9s7PCFEMUpqO1VUlQaU3HYqK9dk23bqX5YqjW0b17Fm7Vp++PYbnJycrFUaluHgVytvlUZZ2k4VPMFf10mrKlFTKIpC10FjWfvjh6CtA4/6aIZLaMkn6DhwHE7OenuHKISoI2LiDBhUVyb2ieKbx26hgY8Hd/nXZ8+hJPSh9e0d3nVLkhqi0oSGhbF23Xqef+5Z1q5ejZOzE+MmjmfWy3NwdHS0d3hCCCGEqKGG/udxdqz+gQN//YExO4uQBk3pPuQRAkOj7B2aEOIaKlKlAYXbThVUcDi4yWTiuaen06N7N0YN6A5cGQ5uYanSKO1wcGk7VTHXquLIMuXZIyRxHWnWsR+qzoG/1i4m5eyfuHv70/6mKbTuMcTeoQkh6hCD6kq3Hg3J2vUbe/Yf4ON27dhzIEHaTtmZJDVEpWrWvDmLlyzFbDajKIq1BFQIIYQQojiOTs70HH4HPYffgWY2o6hqyXcSQthNaao0yjMcvFCVxr9tpywWffcNBw4eZNumDSiKYjMc3FKlUdbh4AWdWr9dEhrlVPC5OL3l+qpiEfbRpF0vmrTrJccPQogqERNnILhhJL39cpg66TnGNWlAYDrSdqoGkL/4okqoqioJDSGEEEKUmZyQEKJ2KOtw8IJKNRwcrlRp5GTx0qyZTBg3jk5NI4CiqzSg4m2nSktOZlxbYGeZqyiqjxw/CCEqm6XtVN8Wgbz55L2EuOu5O6A+p1OMOPv72zu865781RfXJaPRyMEDB7hw/ry9QxFCCCFELaFpGqmJF0m6dA7NbC75DkLUQSVVaQDlqtIAiqzSsAwHf+vN/5GWlsacl2bmL9flt7e1VGlUxnBwKH3bKUloCCHKIsuQTsKFWIw5Rc8bEkLUPAbVldDGwaRvW8rfe/bxVFgD0pPNqC7OchxQA0j7KXHd+WLh57z4/PMkJyUCMOCGQXzy6acEBRf+8iWEEEIIAZBwIZY1P35IwrmTAHj4BtF/9F2EN25j58iEqH7VUqXx7ywNMJN08QLvvTOPRx96kHCf/OG/liqNkoaDWxIapanSkMHgQojKlmvMYcOSzziyexOa2YyDozPteg+ny8BxUl0iRA0WE2cgtGkUIxrpeXz6HO7o3JLARIXY7Gyp0qgh5C+ouK78/ttyHrr/PlI0b3QNh6AL78nGLdsYffNItAI9e4UQQgghAHKyDCyZP5ukpBR0kf3RRQ3CkKvj14WvknTxrL3DE6LaxMQZyjQc3KIsVRqWhAZcqdKY9cKzeHp48NQTj+Uvv6pKA7hmlQZQ4nDw0radkjkaQoiyWr/4E47s2YoS3BFdo6GYfRqz84/FxGz8xd6hCSGuwegdQJ/mwXz7yhO4O6pMcPDkdEoOzv7+chxQQ0hSQ1xX3p03DwfPEHThvVDdg1F9G6HV78G+vXvYtnWrvcMTQgghRA10dM8WsjPTURvcgOodgepZH7XBANA5sf/PVfYOT4hqUZrh4AUdvJxhTWhYFFelYW079a/8Kg048s8+vvvhR2a++DweSk7+cPCEMzbDwS2Kq9KwqGjbKZCEhhCi9AzpyRzdsxUluD26wBaobkHo6nVE9WtCzKbl0spSiBooJs7A5rMaQcEeZO38lY0bNzK7SxuyLudI26kaRpIa4rpy4sQJzC4BNkPMFbcgAE6dOmmvsIQQQghRg6UmXkTn7Ini5GZdpqgOaC5+pCZetGNkQlSvslRpFGw7FZuaZU1oJGfn0izI03pbhK8rQKEqDU3TeOapx2nerBlTxgwtcp9lqdKA8g8Hl7ZTQoiySk9OQNPMqP+ec7BQ3ILINqSSl2e0U2RCiGvxCvRmRCM9r896nrFNGuB/IpO4TLO0naphJKkhristWrREzbyApl25IkJLy28b0axZc3uFJYQQQogazDcoDFN2Klp2qnWZZjJC5mV8g0LtGJkQ1aM8VRpQctuprFyT7XDwf1mqNP5Y+Ttbtm7j9blzcHBwqPQqDUtCo6QqDWk7JYQoDy+/YFSdA+b0czbLtfSzuHv74+DobKfIhBDFMXoHMLx7JL++OxM3Jwfu9K8nbadqKElq1FJGo5FDBw9y/ty5klcWVo8/+QSmzETMp9ZiTj6J6eI+OLeNXr370L5DB3uHJ4QQQlS51KSLJF08Ky0PyqBRm+64ewdgPrUa0+VDmJOOYT6xEp0KrbvfaO/whKgWFanSgLINB1cxYzQaeeHZp7lhwAAGd28HXBkObmGp0lD96lmXFVWlYUloFKzSAGk7JURpZWemk3AhFmN20UlMUZjezYOWXW7AHL8b07mdmFNOkxe7CXPySTr1H23TQUIIYX8xcQY6tAjG4cgmlv/2G9PbNSfzYhb60PpyHFADOdg7AFF233z9Fc898wxJiQkA9Onbj/mfLaBe/fp2jqzm69W7D9/98CPPP/ccx49uxNHJiQkTJzL39TfkgEIIIUSdlnTxDKt/+IDLZ08A4O4dQN9Rd9KgmST1S+Lo5MyY+2axcekCTh/aAWgERzSm901P4ukbaO/whKhSpanSqOhwcMDadsri/xZ+xqnTp1n0w3dA/nBwM1irNAq2nUrbG2NNaCRt3yltp4SoJHm5OWxc+jmH/t6IZjahc3Ciba+hdB08AVXV2Tu8Gq/niEk4uejZu3UVuZf/wdXDh043T6NFlxvsHZoQ4ioxcQaM3gF0CFCZfu9jDGkQSheznh0pGUQOlIRGTSRJjVpmzepV3Hf3Xag+UegadgJjBlu372LkiBHs2LULVZXim5IMGz6CocOGk5ycjKurKy4uLvYOSQghhKhSxpwsfv5kNjkmBV1kP9A5Yrh8gN++fIMJj7yGf0iEvUOs8Tx9Ahgx5WlyjdmYTSac9W4l30mIOqK4Ko3ihoMXVNYqjeyMNF59ZQ6T7vgPLSPyE4eWKo3qHA4ubaeEgA1LPudwzCaU4HaobkFoaWf5e/0yHByd6XzDLfYOr8bT6RzoduOtdB44DmN2Ji56dxQ5byNEjRITZ8CgutKrTX2WvzcDVTPxQEg4Ow5cRh8qF5DXVPKXtJZ59513cPAIQg3vjeoejOrbEC20J4cPHWDjhvX2Dq/WUBQFX19fSWgIIYS4Lhzbu42sjFTUyAGo3pGoHvXRRQ5AcdSzb9tKe4dXqzg6uUhCQ1w3SqrSACq1SkMl/+fX5r5Cbl4eL814MX+5Ln/GhuKc/96rruHgIAkNcX3LMqRxOGYDSnA7dIGtUN0C0YW0R/Vvyp7Nv2E2m0reiADykxt6N09JaAhRAxlUV7r1aEhYyj8sW7aMp9q14OjhZFQXZzkOqMGkUqOWOXHiBGYXf3RXtUpS3IIAOHXyJP36D7BXaNcNs9nML0uXsnTJz5hMJoaNGMEtY8fh4CBvJyGEEDVTWtJFVGd3FGcP6zJF1aG5+JGSEG/HyK4vCRdi+Wf7GjJSEwmsH0XLrgNx9fC2d1hCXFN1VmmAmfNxp/jk44+Y8fyzBLmp1uHgUDlVGmUZDi4nMsT1LiM1Ec1sRv33nIOF4hZETsIhjNlZuLi62ym660d2Zjr/7FhLfNwxXN08ad55AMHhjewdlhB1QkycAUfvALqEOPP0w4/Rv3EE0WeNxKoq4SNkdl5NJmdha5mWLVtyYcOfaJoZRcnP8GvpZwFo2qy5PUO7Lmiaxl13TuXH77/DwT0QTVFYuuRnfvzhB35ctLhKExt5eXns3bMHnU5H6zZtpNWYEEKIUvMNCsOck46alYyi9wFAM+WiZF7CP1iOH6rD8f3bWfnN2yiOejRnb04f2cvebSsZe//LeAeEVOm+UxIukJWRhl9wGE4urlW6L1F3xMQZyjUcvLgqjWZBntafLVUaloQGXKnSePHZpwkJCeaRKRNt9lXWKo2KDAeXORpC5PP0CUTn4IiWdhbcAqzLzelncfXwwVk+U6pcRmoiP33wPIa0FHALQjEe4cBf6+g/5h5adKnai1qzM9NJunQOdy8/PH0CSr6DELWMpe1Ut1YhrProZTJTU3ioQRSkq+g9JGFb00lSo5b572OPs2rFDXBqDYpPIzRjBkriAbp07Ua37t3tHV6dt37dH/z4/Xfownuh+DZEAUg7w5pVK1n688/cMm5clex31coVPHDffVyMvwBAeGQDPv1sAd179KiS/QkhhKhbolt2wdM3iIxTayGgBYrOES3hMApmWvcYYu/w6jxTXi7rFs8HzzDUyL4oioqWm4Xx+G9s+f1rhk96qkr2m5GaxKpv3+H8qYMAODg602nAGDr0uxnlqqpfIQoqzXDwolgSGhZXV2kA1ioNa9upf1mqNGL++pNffl3Ol59/hl7vYq3SsAwHv1pJVRogbaeEqChnvRutug1mz5bfwJyL4haIOe0sWtJxOo6cKq2UqsGO1T+SaTCgazoKxckdTTOjndnGxl8W0rB11yppiamZzWxd8X/s3fI7ZlMeABFNOzBowgO4uHqUcG8hag+D6kpo42AaZx3nv999x9ONG6Ml5RGXacbZX5IaNZ18AtUy3bp358fFi2lYzwtT7EbUhH2MH3sLi5YslS+n1WDFb7/h6OqF4hNtXaZ6huHgHsjKFb9XyT6PHj3ChHFjuZypQ9dwKLroGzmXmMWokSO4GC8tQ4QQQpTMwdGJMffOIqJhM8zn/8IUt4UAPx9G3/0i3v5VWyUgIP7McXIy09EFtbZW2iqOevBtwulDMWj/XqlemTRNY/kXrxF/Lg5dRF8cmozE7N2QP1d+y+G/N1b6/kTdU54qDYvY1CxrQqOoKg2gUJWG2Wzm2aeepH27dkwY2g+4MhzcwlKlofrVsy67VpVGUaTtlBBl02PY7XQaMAaH9NOYTq/HxXiZ3jdNoXV3actSHU4e/Bt8GqI45Z9gVRQVXVAbTLk5nDt5sEr2uXvTr+ze+AsEtMShyUh04T2JO3GAVd+9VyX7E8IeYuIMOHq6Mb5dEG899yh9Wzakk8n134SGvxwL1AJSqVELDb5xCIMG30hycjKurq4y7LoaOTg6ohUYhqZpGmgmHBwdq2SfCxcsANUJNbIfipr/ltX0vmQf/on/++YbHnviiSrZrxBCiLrF3duP4ZOfIteYjdlkkmHX1Uin6gDQzCZsLkHRTKj/3lbZLp45zuVzJ9FFDUL1rJ8fR/3OYExnz5bfadaxb5XsV9R+panSKM9w8Kxck+1w8H9ZqjSWL1lEzO7drF+zElX9d5YG2FRpXN12qmCVRmmGg0vbKSHKTlV1dB00nk4DxmDMzsRZ71Zln12iMFWnA3Oe7UIt/5xEVb0Ou7f8juLbGF1wOwAUvS+gEndkE6mJF/HyC7r2BoSoBQyqK7f1b8TGz18jMeEyb9ZvR+z5dPThYZLQqCWkUqOWUhQFX19fSWhUs9FjbiEvOwPzxX35ZZ+ahjnxCHmGREaNHl0l+zwTF4fm7GVNaAAoDs7oXLw4ezauSvYphBCi7nJ0cpGERjULDIvGzcsfLT4GLS8bAC0rCS3xMI3adKuSatv05MsAKK7+tjfo/UhPSaj0/Ym6pTqHg6uYycrKYuaLLzDyphH0bNMEKLpKA2zbTjnWiyrTcPDSkBMZQhRNp3NA7+YpCY1q1rhNd7TkE5gN+Z/rmsmI+fwunPTuhDZsUen708xmMtOSUFxt2wlajicy5BhC1AGbz2o4errhcfkony1YwCNtm+OQlIfqqpfjgFpEkhpClEGnzp15cvrTmONj4PAiOLII89k/mTrtLgYNrpry29Zt2qBlXkbLvfIlUstJJc+QSMtWratkn0IIIYSoPKqqY/CtD6MaUzAd/AnTkSXkHVmGl7cPPYbeXiX79A+JAEBLvXIBhKaZIf0s/vUiq2SfovYrqUoDKFeVBmBbpVGg5drnn3zIxYsXeXXOSwCouvwKaEuVRmmHg1uUdzi4nMgQQtQ0nW+4Bb/gUEzHlmM6sgTTwR/BEM+gCQ/i4Ohc6ftTVBXfoHBIO2PTHtOcGoui6vAJCq30fQpRnWLiDHgFejO6ZzhvPvMQHcKDaZ+gcDolB2d//5I3IGoMaT8lRBm9OHMWI24aydIlP2MymRg6bDjduncv8ipLk8lESkoKXl5eODiU7+02ZeqdfPD++6SdXIHJpwloZtTkw4SGhTNu/ISKPhwhhBBCVIP6DZoxafp7HI7ZTEbKZQJCo2nUuhsOjk5Frp+TZUDVOeDoVL4TFj6B9Ylu1Y2TB7ajZaeguHihJZ/EnJlA5/73V+ShiDquuqs00pMTefON17n/3rtpGOQFXKnSKOtw8Ivrt5drOLi0nRJC1FTOejfGPfAyJw/s5ELsEVzdvWnavjfu3n5Frp+Xm4MpL69CVbldBt7Cim/eglN/oHiFo2UlYk48Qqtug3F19yr3doWoCQyqK7d1j+TIoveIO3uWz9u05cypTPSh9eXihlpGkhpClEO79u1p1774q700TePdeW/z1ptvkpSYgI+PLw89+iiPP/Ekqlq2AqmAwEDWrl/Ps9Ons3pVfo/hm0bezCuvvoa7u3tFH4oQQgghqomrhzft+4y45jrnTh1i8y9fcPncSRRVJbplF/qMnIqrh3eZ9zdowoPsWP0D/+xYi/FyJv71GtB9/DOENmxZzkcg6rKYOEOZhoNblLdKQyX/5zmzXsTRwYFnpz8FmG1maQClrtIo73BwS0JDTmQIIWoqnYMjjdp0p1Gb7sWuk2VIZ9Oyzzm27080swm/kEh6Db+DsEaFK9dK0rB1N2687b9sX/MjKWe24uLqSZsbxtKxf9W03BaiusTEGQhuGIlP6mkWfPQ+j7RvgT45D9XFWY4DaiFJaghRBd5+801mvPAcql9jdJGtSM24wOyZM8g1Gnn2+RfKvL1GjRrz089LyMvLQ1EUdLrS9TFNSEjg1MmTREREEBgkw7yEEEKImiwx/gxL57+E5uKDLrwXWl4OJw/tJfHibG599I38YaFl4ODoRI9h/6H70Nsxm03odKU79Dfl5ZIYH4eDozM+gfWrZOaHqF2Kq9KwJDQsylKlAWZOHj3MF19+xeuvvoKv078JjXJWaUD5hoODJDSEELWbZjaz7LOXSbh0HiW4HaqDK8lJR/jl81cY+8AcAkOjSt5IAZYkiikvF1XnUOpjgeTL5zFmZ+IXHF5sNaoQ9hATZ8CgujKieQDvPDqGliH+jHLz5e/YRPSh9e0dnigHSWoIUcmMRiNvv/U/VP+m6EK75S/0jgRFxzvz5vHfx59Ar9eXa9ulbWGVm5vLU088zsLPF2DKy0NVdYwbP4F33n8fV1fXcu1bCCGEEFVrz+bl4OCMLnowipr/mW92CyT52HJOH44hqkWncm03/4KI0h1DHN2zlY3LFpJtSAXALziCwbc+jF9weLn2LWqHslZpFGw7FZuaZU1oJGfn0izI03qbpUrDktCAK1Uaz09/kqgGDbjv1lE226uMKg1pOyWEuF6cOb6fy+dOoms4BNU9/2+15h2J+egydm/6lcG3PlLubescHEu1XmpiPKu+fZeLZ44B4KR3p+fQ22nRZUC59y1EZTKornTr0ZCL677j4JGjzG/TlqREqdKozWRQuBCV7PKlS6QkJ6N42A7QUjxDyTRkcO7c2SqPYfbMGSz47DO0gDY4NL4JQjry408/8uTjj1X5voUQQghRPgnxcWiuwdaEBoDqFoDq4EJifNw17lk54uOOseq7d8hx9EbXaCi6BjeQnJrOkvkvkWvMrvL9C/soaTh4UVUaUHLbqaxck23bqX/lV2nA1g1/sHbdOl6d8xJOTk7WKg3LcPCrladKA0oeDg5SpSGEqP0S48+gqA4oble6MyiqDtyCSbhQ9ccPZpOJpZ++zOXLl9BF9kPXaDi5LsGsW/wxsUf2VPn+hShJTJyB0MbBdPfI4P3/vcp9PdvikwaxqdmEj7jR3uGJcpKkhhCVzM/fH1dXNzTDJZvlmuESTs4uBAUV7kVcmYxGI/M/+QTFvzm6oNYorn7oAppDYBu+/b9vSE5OrtL9CyGEEKJ8vP2CUbIuo2lXTgJr2SmY87Lx8qva4weAfdtWojp7oovoi+oWhOoVhhrZn6yMFI7vkyva67KKVGlA2YeD5+Xl8dzT0+nZozs39esKXBkObmGp0lD96lmXVXaVhiQ0hBB1gZdfEJo5D7KSrMs0TYOsy3j7V/3xQ+yR3aQlXUQN74PqHYnqFoAuvCeqWwB7tvxe5fsX4lpi4gwYvQPo3TSQt56+n4bBfowyu3E6JUcSGrWcJDWEqGQuLi7cfe+9aAn/YIrfg9lwCdPFfXBpH1OmTsXDw6NK95+SnEymIQPFNcBmueIaQF5uLhcvxlfp/oUQQghRPm16DsWck4bp9HrM6ecxJ5/CfHodbl7+5W49VRapiZfQXPxQlCtfERRnD1QnV9KTL1f5/kX1K02VRmUOB7f46duvOXjoEG+8OhdFUVB1+dUbV1dpXN12Km1vjDWhkbR9pzWhYVHWKg1pOyWEqEsimrbD0zcIc+x6zMknMadfwBS7AXNmMm17Dq3y/aclXwZFBb2vdZmiKKD3Jy3p0jXuKUTVsszRCAr2IH3HMvbsP8AjAfVIvZiF6uJs7/BEBclMDQHA+XPn+OzT+ezbu5ew8DCm3nkXrVq3tndYtdaLM2dhNBr5bP58jPG7cXB0ZNKdd/LKq69V+b79/P3xDwgkMe0MqneEdbmWegZXN3fCwyOucW8hhBCi9Ex5uRzZvZlTB/9G1elo2KorDVt1RVHlupnyCA5vxJDbH2PjsoVknlgFQFB4YwaNf7Bahm0G1I/g0vnNaKZclH9PMpsNlzEbM/ELkZkadVVxVRrFDQcvqMxVGtmZzJk9i1snjKdjk/zfq6KqNOBciW2nLq7fLsPBhailzp8+zMG/1pFlSCUkoiktu96Ai2vVXgBYV+l0Doy6+0VW//A+F05tBEDv7k2viQ9RP7pFle/fPyQCNDNa+jkUz/w23JrZBBnnCWjSssr3L8S1eAV6M6SBI0/dMpPxTRoQmK4Ql23G2d/f3qGJCpKkhuDwoUPc0L8fGYZMzPpAdBu2sHDBAr785ltG3nyzvcOrlRwdHXntjf/xzHPPcyYujtCwMHx8fKpl3zqdjqefeYYnHvsvJs2M4lEfsyEeLfEojz7/ggwKF0IIUSlMebn88vlczh7fj+IejKKZOb7vT5q068XACQ/lX6Enyqxhq65ENe9E8uVzODq54OkbWG37bttjGId2bsB8YgX4NgaTES3hIL5B4TRoJieA65qSqjSASq3SsAwHf+vN/5GWns7Ls2fmL9c5YuZKlUZ1DAeXhIYQ9rVv20o2Ll2A6uKF5uRO7JF97N++hrEPvIy7l2/JGxCFePoGcst9s0lLvkxuThbeAfXQ6arnlF+9Bs0IiWxKfNwmNP9mKI5umJOOoeQaaN/npmqJQYiiGL0DGNk1nO9nTsPH1ZmpfiH8cyQFfWh9ORaoAySpIXj2macxGEFpMhoHBxc0zYwWu4FHHnqQIUOH4uRU9VcG1lXe3t54e3tX+37vvvc+HBwceP211zgft4mAwCAeeWUuDz3yaLXHIoQQom46umcrZ4/vRxc9GNUjv+e9knSMI7s307xTf0IbypV55aXqdPgFV39lhHdACKPvncWW5V9x/tSfqDoHGrfuRq8Rk1B1umqPR1S9slZpWBIaFmWp0gAzifHnef/dd/jvww8R5u0CXKnSqI7h4NJ2Sgj7yzKks/nXr1D9m6LW74qiKGjGDDKPLWfnH4voN/pue4dYq3n6BJS8UiVTFIURU55m62/fcDhmE6Y8I4FhDek59H4CQ6NK3oAQVSAmzkCHHlFk//0bm7dsYcGNvcg4bpCERh0iSY3rnMlk4o81qyGkIzqH/C8WiqKiBLQi8dhy9uzeTecuXewcpSgrRVG48667mTrtLrKystDr9XLFrBB2ZDQaWbtmNUlJSXTr3p3o6Ib2DkmICjt9OAbVLdCa0ABQfBqiXtzLqUN/S1KjlgoKi2bMfbMw5eWiKKokM+qomDhDmYaDF1SaKg1LQgOuVGnMeuE5PD09efLx/wI5NlUaQJVXaUDtazt14vIFTideItDDixb1IlDlmF7UcmdP/IPZlItDUBvrd1TFyR28ozh58G/6jbZzgKJcnPVu9L/lHvqOnobZZKqWtplCFMcyHLxDgMoTd89gTONImmY7sDMbwgfWruOA8krOzGDf2dM4qCrtwqNxdap7M0QkqXGdUxQFnYMDJnOe7Q3m/C8nUqVRuymKIu2mhLCzmL//Ztzom7l46cqQvCl3TmPeu++hytwBUYvpdA6gmQos1cCch85BDjFrO52Do71DEHZS0SoNa9upf1mqNA7u3c33P/7IR++/i4fyb0JDqjSKlZVr5I2Vi9lz9pR1WbiPP88Pn4C/u6cdIxOiYqwtkcy2CVHMedXWLklUHVXVoapyQYSwH0tCo0vreiyb9wIOaEz1r8eOfy6hD61v7/CqxbI9O/hm+3pMWv4xmYuDIw8PuImuUU3sHFnlkrMp1zlVVRk9egxq0hG0rCQAtNwsuLSHiAZRtG7Txs4RCiFE7WU0Ghk3+mZITGcsIUwljB748MWCz1jw6Xx7hydEhTRq0x1zZiKmhMNomoammTHH78Gcm0WjNt3tHZ4QohhlrdIoOBw8NjXLmtBIzs6lWdCVE+wRvvkX0xSs0tA0jWenP0nLFs2ZMmaozfYKVmmofleqv8pSpVHXhoN//ec6Dp6LZSD+TCOcmwgiOSWVeWuW2Ts0ISokrFFrnFxcMZ/fiWYyAmDOiEdLOUmTdj3sHJ0QorYzqK50bBVCYPxOli9fznMdW3LkcPJ103bqwPlYvvzzD1pobkwilNuoT0ieI2+tWUJCRpq9w6tUktQQzJn7KuFh9cg7sgyOLcV86Cf0ZPH5wi/kKmIhhKiAP9au4eKlS/Q2eeOLE46otMSTBoobXyxYYO/whKiQyGYdaNHlBsxn/8R86EfMB3/AfHEvXQaNJ6DetU+YCiHso6Th4PvPZ5VrOHhWrsl2OPi/8qs0YM3vy9n255+8PvcVdDqdtUrDMhy8oIJVGpaEhkVRVRp1iclsZv3hfbTUPIjCDR0KIbjQRfPiYPwZ4tOS7R2iEOXm6OTMoAkPQ8YFTAd/wHR4MabjKwis34AO/UbZOzwhRC0WE2fA0dONToGOzJvxFMNbRhN5xgiqel0kNAD+OLQPH8WJrvjggg53HOiLH4oGm44dsHd4lUpq+wRBwcHs2LmLpUt+Zu+ePYSFhTF+4q34+fmVfGchhBDFSkrKr4DzKPBx667pSEpMtEdIQlQaRVHoN/pumnXoy6lDu1BVHQ1bd8M/JMLeoQkhrqGsw8ELKstwcBUzRqORF597hkEDBzKwa34VuKXtlEVJVRoW5a3S2Ld+e606mZFnMpFjyit0/GD5OSM7G6QDlajFGjTvwKSn3+dIzGayDGmERDahQbOOMsdJCFFuMXEGDKor3VqFsG7Ba5iysrjbIxCTpqAPDbB3eNUmLTsTd02HwpUZXE6ouCg6MrILH+vVZpLUEAC4uLgwYeKtTJh4q71DEUKIOqNb9/wWPIfJoNW/Zx+MmDmty2Fon+H2DE2ISqEoCiGRTQiJrFv9WYWoi0qq0oCih4OXVKUB2FZp/Nt2yuKbzz/ldGwsP//0A4DNcPC8c0cLDQdP2xtjTWhcj1UaAM6OjkT5BXE0MZXGuKGioKFxmAzcHJ0J8/W3d4hCVJi7lx8d+t1s7zCEEHWEQXUltHEwLfJiefCbb3i8USPyEnOJyzTj7O9u7/CqTfN64XwXd5I0cvEkv2L2LFmkm3NpFhJm5+gql/QWEkIIIapIVFQ0d951N3+SzGolgT9JZrHuEprekSefftre4QkhhLjOVEuVBlirNLLSU3l17hymTplMi/D8qyTLOxy8uCqNuur2bv24qOTwsxLPDpJZrlziEBlM7NIHZwdHe4cnhBBC1BiWtlPj2wfz5rMP071pA7qZ3f5NaPjXqmrNihrUvC3+Hp4sUS6yhSTWk8AqJYEWIWG0D4+2d3iVSio1hKgCf6xdwysvz2Hvnt0Eh9TjgQcf4J777pcZJUJch96a9w4tW7bkiwULSExMZFifPjwxfTqNG8uV7UIIW+kpCfy58jtOHtiJoqg0atONboMnoHf3sndoopar7ioNlfyfX31lDiaTmVkvPJ+//KoqDaBQlQYUPRzcoqgqjdK0nqqN2oZF8fLN/+HnmG2cvnyRQM8Abm/Tma5RcvwghLBlNpmI2fgL+7evJisjjeDwRnQdPJ56DZqVfGch6gBL26kNX71LfPxFPhjel8Prz6APD7uuEhoA7s565o6exOKYP9l16igOOkduadyekW26oqtj5yQlqSFEJVu9aiW3jB6F6haI5teKM6lJPPXE41y4cIHZL8+xd3hCiGqmqirT7r6HaXffY+9QhBA1WHZmBj998AJZWZng0wQ0MwdjtnDu5CEmPvoaDo7O9g5R1HJlrdKwJDQsyjJLA8ycjzvFp/M/YeYLzxHoqliHg0PRVRpVqbae0GgaHMqzQ8fZOwwhRA23bvF8Dv29HsWnIUpgJBfiT/PzJ7MYc+8saREq6rzNZzW8Ar3p7p7O5E8/4qG2zcjem4Dqqq+1n/8V5e3qzp09B3Jnz4H2DqVK1a0UjRA1wOyZs1DdglCibkQX2BJdRG/UoLa8/+67JMpgYCGEEEIU4eDOdRjSk1EbDkMX0g5dvQ7oogaTcvkcx/Zus3d4ohaLiTMUm9CwuLpKo2DbqYJVGs2CrkyotlRpWBIacKVK44VnphMSEszDDz5gs73iqjQKztK4WlGtp4QQQkBq0kUO7VqPWq8zDuE90QW2Qm04FMXFm7/WLrJ3eEJUKUvbqWHdInhnxuM08PXkZldfTqfk4Owv86fqOklqCFFKF+PjWfDpfD764H1OnDhe5DqaprF3TwyaVySKoliXqz4NyM01cuCf/UXeTwghhBB1kykvl+P7txOz8Vfiju5FM5uLXO/imeOoboEoTlcGGSp6X1RXXy6eKfq4Q4iSlNR2qqgqDaDIKo2r205ZqjSsbaf+lV+lAX/v2Mavy39jzuxZ6E0GmyqNgoqr0iip9VRdnqchhBCQf2ywe9OvHPp7I8bsov9eXzp7EtBQfa607lNUHXiGy/GDqPMMqisdW4WQtfNXdu3axYudWhNz4DL60PrXbZXG9aROtZ/SNI24uFgAwsMjbE4qC1ER33z9FQ/df1/+FzdF4aknHufJ6U/z4sxZNuspioJ/QCBJWck2y82ZCQB8sfBzdv61k9tuv53gkJBqi18IIcS1ZRnSyTKk4eUbiE4GsIpKknL5Aks+nU1GSgKKzhHNlEtgWENG3vkcLq7uNuu6efpAzj40zYyi5F93ZM4zYs5O5fL502xZ/hUNW3cjOLyRPR6KqMUqWqVRsO2UxbWqND58dx6tW7diwrixYLhSqaw4uxVqPVURdXWehqg9THm5pCZdwtXdExdXD3uHI+oIkymPVd++w4n921FUBzRzHhudXRkxZTr1o5rbrOvm6QOAlpWM4nHlHIOWeRlFVdm4dAHB4Y1p2LqrHOOKOiUmzkBww0jaept44qUXua1Tc9yPppF0Hbedut7UmUqNXTt30rVTJ1o2bULLpk3o1rkTf+/aZe+wRB1w6tRJHrj3XsyeDdC1mICu5a2owe1447VXWbtmdaH177n3XrTko5guHUAzZmBKPIr5TH7biKW/rWX27Fm0atGMzZs2VvdDEUIIUUBOloGV/zePBbOn8X//e5QFL93N3i2/2zssUUes/O4dMrPzcGhyM7qWt6GLHszlC2fYsvyrQus279QfLTcLc+xGtKxkzIYETEeWgtnEpQvn2bt9HT+9/yxbf/+m+h+IqJVKU6VRnuHgWbkm2+Hg/7JUaZiN2axZ+we3TRiPYii69ari7mvzc9remGvGWhFyYkNUBU3T2LPlNz576W7+73+P8tmsaaz8dh7G7Ex7hybqgL1bfufEP3+hC++NrtVtODQfh8nJi9+++h95uUabdUMimuATFIZ2bhvmtHNoxgzyTm9ESztLTlYW/+zewerv3+XH958lOzOjmD0KUbvExBkwqK40CPHkl3dmoFfgdicfFGe9tJ26jtSJSo0L588zfOgQstGji+wPaBw+/Q/Dh9zI7n375Yr4Wig7O5svF37OsmXLUBSFUaNGccfkKTg5OVV7LD/98AOKzgEltCuKmv+WUYPaoKbH8f2333LDwEE26z/x1HTOnT3Hl18uJO/8XwAoDi7oGt4ELt6oeTnkxq5n2tSpHDxyFJ1OV+2PSQghRL6V377DmRMHUep1QnXxwZhykk2/LMRZ70bTDn3sHZ4oh7hj+/hn+xoMaSmERDSiTc+heHhX/5eb5EvnuHz2BLrI/ij6/KsoFY96aP7NObJnC/3H3IN61TGAf0gEgyY+zPqf52M8stS6XBfaHcWvcf4Pl/YTs2EZUS06ERIhgz9Fyco6HLyg4qo0LGyHg+fbsH4d2dnZ3DRiOECxraeunqcByDwNUasc/nsjm3/5AtWvMbp6UWjZyRz/ZxfG7CxumvqMvcMT5ZCWdIm9W34n/sxx3L38aNVtEKHRLewSy8FdG1C9I1F9o/MXOLmh1u9GzuGfiTu6l6gWnazrKorCiCnT+e3LN0g8abnoUkHxDEMX0QdF54iSmUDiyVXs/GMRvUZMrvbHI0RlM6iuhDYOpkHaQT76/XdmN29O1uUc4jLNhI/oa+/wRDWpE5UaX335BdnZOSiRN6B6R6B6R6JEDiQzO5uvv/rS3uGJMsrNzeXmm0bw5OOPs3XPCbbEHOOxRx/hltGjyMvLq/Z40tPTUR2cQbly4kFRFMw6F9LS0gqt7+DgwHsffsjBw0f5YdFinJycUfybobh459/XwRmC2nH+3FmpJhJCCDtKunSOuCO7Uet3RRfQHNUjBIewHqhe4fy98Rd7hyfKYe/WFSz79CVOnTjGxVQje7at4bu3nyT58vlqj8WYk53/D0e9zXLF0RVzXi5ms6nQfRq37cGdL8xn5LTnCWvUBlXvi+rfBEVRUBQFNbAVqpMbx/fJSV5xbSVVaQAVqtIoiooZVycHNqxfT0REOA2jo21utwwIt7lPBeZplNR6Soiq9PeGZaheEejCeqB6hOQfR9TrQuzhGLt85oiKSbp4hu/mPcm+Heu4mJbLyWOHWfLJTP7ZvsYu8Rizs8DB9vjBcjxRVDWQl28QEx99g3EPvUqnG24BNHT1OqLo8hPOqqs/indDju7ZVtWhC1HlYuIMBEcFMrFDPT6Y/TQDWjemRY4TcZlmqdK4ztSJpMaJ48dRXH3zTxb/S3FwRqf35fhxGYxU2yxZvJitmzehRg1C1+AGdFEDURsMZP0fa/lt+fJqj6dvv37kZqWhpcVZl2lZyWgZF+jbr1+x9wsNC2PI0GGYNbNNQgQANf9neyRphBBC5EtNiAdAcS9wYs8tyHqbqD1ysgxs/e0bVP+mqI1G4BDZB13TUeSaFXas/qHa4/EPCcdZ74454RDav/MGNHMeWuJRgiMa4+BYdPWpg6Mz4Y3b4OruCUoRh+qKDq2IhIgQBVVllYZ1lkYRNq5fR/++fYu8Le/c0UKtp6rKvvXbpfWUqDKpiRfBLchmmeV4Qo4hap9tK74jDwfUJqNwiOiD2vgmFN9GbF7+Fcacogd0V6WIxq0h9RRaXrZ1mfnyQVAU6hdTPaIoCkFh0QTW/3dgeKFzECpms7nwHYWoZQyqKwNa12PNwje5GB/PNGcvYpNzcPb3l8/960ydSGo0adoMsyHR5g++lpuFKTORpk2b2jEyUR5r167BwT0A9aohV6pnfRzd/Fi7ZlW1x9Ov/wAGDxmK+fQGTKf+IO/0RswnfqNJ02bcMXnKNe+rKApDhw5DTTmKlpt/RYVmNqFd2oePrx8dO3W65v1rK03T2LxpI08+9l8ef/QR1v2x1npCRwghagqfwPwrhLW0c9ZlmqZBxnl8AkPtFZYop/OnDmPKM6IGtERRFCC//SM+0Zw+vKfa49E5ONJrxB1oyScxH/sV05mtmI8shZwUegz7T4n3j2zWAXNmAubUqy6qSDqOOSeNyOZ19wtbWvJldqz+kT8Wfcz+P1fb5WRSbVeZVRpXy8otIplW4Pgu/sIFDh0+TP9+fSEjAVVX8lDaqpynIURV8QmsBxnnbb7jaOnnrtwmapW4o3vAp5H1QllFUdAFtiTPmE187NFqj6fjgNE4OTpgOrKEvLgtmE6sxBy/mw59R5bYUrN+VHN0js6YLu5B0/KTGFpOOiSfILpl3Tz/AJBrzOHAX3+wbtHHbF/1PamJklysizaf1fAK9MYr6QRffvoxD7VrhnOyCVWGg1+X6sRMjTsmTeLtt97EcHIVZv/moIGSeBBPT09uv2OSvcMTZeTm5gomI5qmWU9KaJoZTEbcXAuXrVc1VVX59vsfWLjgM3784UdycrIZPuJ27nvgQdzd3Uu8/0uvvMK2bX1JOvwzuAagGlNR8rJ5//++q7YZIfEXLvD2m/9j5apVuLu5cdvtt3PXPffi6FjyF82y0jSNJx77L/M//ghHVy9AYf4nH3Pr7f/h4/mfWl9TIYSwN2//EKJadubUoR1ouQYUFx/MKafQ0s7R8abH7B2eKCNHp/wTEZopBwWPKzfk5eDgVPQV5VWtWcd+uHv7s3frClITLxHYsj3teo/APySixPs2bN2VI7s7cPrQH2huAaCZMWcm0rR9H8Iatirx/pXBbDbxz/Y1HNy1AWN2JuGNW9Ox7yjcvf2qZH+xR/aw/MvX0VBQnD05+Nc6/t74C7fcNxt3r+q5ur+uKGuVhiWhYWGp0ri69RRQZOupq+dpbNywAYB+fa7MJJJ5GqIu6thvFKu+nYcWuxHVp0F+Jf/l/US36oqXX+GkoajZdI7O5JlybJZpefk/Ozq5VHs8Xr5BTHjkNXZv+pWzJw6g9/WnxYjxNGrTvcT7Ouvd6Hvznfzx00eYDfFoTh5ohkt4ePnRZeC4aog+37mTB4nZ+AtJF8/hExBCuz4jquz4JcuQxqKPZpBy6Syqqz+aMZ1d65cy5Pb/Et2yS5XsU1S/mDgDXsH1GNY1nPceHkXregGMcPFlV0oC+tD69g5P2EGdSGoEBAayas1aHn34Ybb/uQWAbj16Mu+ddwkICLBzdKKsxo6bwGfz56PG70ENag1omOP3YM5OZ+z4CXaJycnJiXvuu5977ru/zPeNiormr79j+GLh5+yJiSE0NJTJU++kWfPmVRBpYZcuXqR3zx5cSkhC8wiHhBSefuoptm3bxtf/922lJxm2btnM/I8/Qq3fBc0/vx+yLuk4337zNaNGj+bGIUMrdX9CCFERgyY8xOZfv+TQro2YTLm4efnRbdz9NGrdzd6hiTKq16AZrp6+ZJ//Cy2iLzjo0TLOoyUfp1nPIXaLK6xhq3J9iVdVHcPueJLj+7dz8sBOVFUlulVXopp3rLYLBNb++CFHYjajeoWDgxcHdm7i+P4dTHj4Vdy9KjexYTLlsebHD9BcA9FF9EPROaJmp2I4uZJtK/6PQRMeqtT91VUxcYZiExoWRVVpXEtRA8ILss7T2LCeFs2bExQUCBkJ1ture57GPkmGiCrWuG0P8nKN/LnqezJPrUPn4EjzTv3pOfwOe4cmyqFZ+17s2/4HZo/Q/DZiuQa0C7vw8AkkKLyhXWLy8Pan903X7gxRnOad+uEfEsHBnevIzEghOHwgLTr3x1lfPReJnvjnL37/+n+oel9wCybjzBli57/E4FsfoXHbHpW+vx1rfiQ1KQGHJjej6H3QzHmYYzex9scPiWjSFgdH+1zcIiqXQXWlWyN/cnavYP/BQ3w7vC8JRzPQh9aXKo3rVJ1IagC0aNmSNevWkZiYCICfX9VcQSaqXvcePXj2+Rd45eWX0BIOABqaKY+Zs1+mQ8fa+YcqICCAJ5+abpd9f/ThB1y6nIDSaCSqU/5BjDn5BMuW/MzOv/6ic5fKvXLhl6VLcdR7ofk3u9L+w68RStIhli1dKkkNIUSN4ujkQv8x99BrxGSM2Zno3T1RVV3JdxQ1jqrTMfT2x1i24BVyD/yA4uCElmckJLLpv0Mzax9Vp6Nx2x5VcgKgJJfPn+JIzKb8Ibh+jQHQctuQfWQZuzf9Sq8Rkyt1fxfjjpGVnoKucU/rYFPFxQt8m3B8/w5JapRCSW2niqrSKI/i5mlomsaG9X9w8003FXm/6pynAcgJDlHlmnfqR9MOvcnKSMPJxdVaMShqn66DJxB/5gQXT6xEcXBBy8vGycWNG297rtYeFwaGRhEYGlXt+9U0jS3Lv0L1qI/aYACKoqJpGtrpdWz57Wsatu5a6c/psb3bUXwbouh9AFBUB9SQ9hgPL+HsiYNENm1XqfsT1S8mzkBww0haexh5csazjG/fFJfDqcRlK4QPkM/761WdmKlxNT8/P0lo1AFPPf0MU6beiU5V0Ex5ODo6cf78OYxGo71Dq3U2rF+P2a0+itOVqzIU7yh0js5s3rSp0vdnNpuhqCtIFUUGkwkhaixHJ2fcPH1q7RdXkS8ksgkDbrkHZ1dPtLwrxwyZ6Sn2C6qWOnfiIIrqgOJ75QpVxdEVPMM4c/yfSt+fpS+9QsFjCKXQ3AZRvLJWaRQcEF6ReRonT57gzJmz9O/bR+ZpiOuGqupw8/SRhEYt5+TiypDb/ktA/SjrrFadoxNpSZfsHFntY0hLJi3pIopvYxQl/5Sjoiiofk0wpCaSnny5CvaqQVHHD2CdKyJqr5g4AwbVlf6tQvhu7pN4OemYqvdDcdbj7H/tGTOibqtzSQ1RN7z+6ly+WPg5Zp+m6BoOweTXks/mz+eZ6U/ZO7Rax9vHB50p03ahKQezKRcfH+9K39/wm24iNzMFLemY9QSFOfkkeRkJDB8xotL3J4QQQlhcPn+KVd+9g9HBA13UQHQRvbkYf4GfP5lNXm5OyRsQVs56NzRzHuTanuRWcg246EueKVZWweGNcHHzxBy/J3+/gGbMgKQjRLWou4NNa4KKztNQyT9htGH9enQ6Hb179bTebk44U6j1VPbR/Tatp641T6Ng6ykhhKgKZrOJZZ+/QuLlS+jCeqKLHkS26smqb9/hbBUk8usyJ2eX/OqM3ALVg0YDoODkrK/0fUa37AzJx9Fy0gDQzCbM8btxdNYTGt2i0vcnqpdBdSW0cTA5BzaxafNmHgtrgOFyDrGp2VKVeZ2TpIaocXJzc3nv3XdR/Juhq9cB1T0YXXAbCGzDwgULSE1NtXeItcqkSZPJS4/HdHEfmjkPzWjAfGYLzk7OjBw1utL316dvP26/YxKmM1tRjv+CduwXTLEbGTXmFoYNl6SGEEKIqrN3ywoURzd0DW5A9QxF9YlGjRyAITWBE/v/snd4tUp0y844Oukxn9mKZsxAM+dhuvQP5vTzNO/Ur9L3p3NwZMAt96JlnMd8aBGm47+Td2gxer0LPYbeVun7q2tKM0ujPArO0zCZir7i1dXJgU3r/6BD+/Z4ehaewZF37mip9ldwnkZBMk9DCFEVzhzbR/LFMygRfVD9GqF61EcX2Q/V1Zfdm5fbO7xaxcnFlaiWndEu7cOcfh5N0zBnxKNd2kNks/bo3b0qfZ9dBo3DzcOTvMNLMB3/HfOhRWipsfQffbddBr2LyhMTZyA4KpBbO9XnszdmMbBpJA2yHIjLNEuVhqg7MzVE3ZGclER6Wiq6yA42yxX3YHLjYzh/7hxeXpX/QVhXjRw1ikcfe5x33n6LvAsxgIabmztffvddlbRqUxSFDz/+hJtHjWLZ0qWYzWaGjxjB0GHDUVXJowohhKg6KQkX0FwDrO0OIH8ug+rkSkrCBTtGVvs4ubgybNKT/PbV/8g9+JN1eZseQ2nSvneV7DOqRSdue/wtDv71BxmpiQSGDqZZx364uFZ+Zcj1prLmaQBFztMwm81s3LiJu+6cajMg/GoyT0MIUVOlJMSDoqK4BliXKYoCroEky/FDmfUbfRdpC17h8olV1mV+IZH0v+WeKtmfm4cPtz76Oof+3kh87FFcPbxp3qk/fsFhVbI/UX0Mqis3t67H2o9fJj4+nlfatuP0iQz04WHyWS8kqSEqx5m4ODZt2oi7mzsDBw/G1bVweXpp+fr54ePrR2r6efCOsC7X0s/h7OJCaJh8MJWFoii8NOcV7rzrLtavW4e7mzs3Dh2Kh4dHqe6fk5PD6dOnCAgIxNe3dF9GFUVh8I1DGHzjkIqELoQQoo7LNeYQe2QPuTlZ1I9ugadPQMl3uga/oDAunt+GZs5DUfMPc7WsJMzGTHyDQisj5OtKWKNWTH3+Y04fisGYk0VoVAu8A0JKdV9N00hLvoSCgodPQP7JoVLwCahHj2H/qUjYohilmadhaT11tdLM0zjwzz8kJCbSv19fgGLnaWQf3W/997XmaVyUagshxDVomsaF2COkXD6Pt38IIZFNS/05UxTfwFDQzGgZ8SgeIf/uwwyGePwbNq6ssK8bejdPxj80l3MnD5J86RzeASGERrVAKeVFjlmGdLINaXj6BqJzKHk+E+RfjNGmxxDa9JBzEHVFTJyB0KZROJ3bz+cLF/Jc17boE0yornpJaAhAkhqigjRNY/bMGbz5vzfQ/h0C7enlzf999x19+/Uv1zYdHBx47PHHeeG5ZwFQPOujZcSjJRzivv/+t9Qn44WtyMgGTJl6Z6nX1zSN9999h1fnziUtNQWdTseYseOY9+578hoIIYSosLPH/+H3r98kJ+vfE6uKQvs+N9F9yG3lPjHRpucQDu7agPnEKhT/ZmimHLj0D55+wTKXoZycnPU0btujTPeJjz3KH4s+IeliHJB/deYNY+8lMDS6KkK87sXEGUpeqRgF52lYJGfn2rSeKnmexjpcXFzo2qUz5OW/p4uapwGUap4GUGiexilJdAghyD/h/evCV7kYd6WtXWBYQ26a+gx6t8Lt70ojNLoFAaHRJMZtxBTQCsXJFXPiUchOpV1vaaFcHoqiEBrdokwzLXKyDKxb/Akn9u9A08w4u3rQZeBYSVRch2LiDHgEBNOraQAf3juFbg3qc6OzNztTLqMPrW/v8EQNIb1gRIUsW7KE/73+GkpgGxxa3YZDszEYNDfGj72FlJSUcm/3kf8+xuyX5+BpvoTp1B+4Zp/hyenTmTn7pcoLXlzTV19+wbNPTyfDIQhd9I1owR1YvPhnpk2ZbO/QhBBC1HLG7EyWf/k6uQ6eODQbg0Or21GD2hGzYRnH9/1Z7u36BoVx813P4+Ppiil2I+azOwiPbsqYe2aW+ko/UTEZKYks+fQlUjKy0UX2RxfZj+TUDJbMn01meoq9w6uzqmKeRkHXmqexcf06unXtgotL4d7llTVPAyjVPA25elOIum39kk+5dCEOXdRAHNpMQhc1iMvx51i3eH65t6moKiPvfJaoZm3R4ndhOr0BLxeFYZOfIiSiSSVGL65lxTdvceJgDEq9zuiiB2N0CWHTss85snuzvUMT1cygutKgaSDm/Ws5cvwEd/oEkZBgRB9aXz7nhZVUaogK+eKLhTh4BKMEt81foHOCsJ5kHfyRZUuXMGnylHJtV1EU/vv4Ezz48CMkJiTg6+eHk5NT5QUuSvT2m2+iekeiC+uev8AjBLPOid9/W87JkyeIipKrLYUQQpTPiX92kJuThUPDm1Ac868A1wW3gYzzHPhrHY3adC/3tutHNWfio6+TbUhD5+CIk0v5W2KKsvvnr7WYTGZ0TQai6PKP3TT3YHIP/sTBXevp2G+UnSO8/lT1PI3c3Fy2bN3K008+XiPmaQgh6q6cLAMn9+9AqdcJ1TO/raTiWR8tqA0nD+wgOzOj3HOY9G6eDLn9MYw5WeQZc9C7e1WopZUom8T4M5w5tg9dRF9Un/xEvepRD1NeFn9v+IUm7XrZOUJRXWLiDAQ3jKSlezZPPz+dm9s0wjdNIzY7G2d/mbMmrpBKDVEhCQkJmBwKlJU76FF1jiQlJlZ4+46OjgSHhEhCww5iT58CtyCbZYpbfi/mkydO2CMkIYQQdUSWISN/5oWD7VXdmqM7WYa0Cm9fURT07l6S0LCD1IR4FL2vNaEBoDi4oOh9SJVhq3ZT1DyNq1tPVWSext+7dpGRkUG/vn2B/Hka5oQzhe5WcJ6GpfVUQTJPQwhRHGN2JppmRnGyPbGpOLmDpmHMzqzwPpyc9bh6eEtCo5qlJsYDoLjbfl7hHmS9TdR9MXEGDKor/VoE8fVLj+HtpOM+90BOpxhx9veXKg1hQ5IaokL69OmDmnEOLffKwYOWcgpTnpHuPXraMTJRUQ0bNYaM82hXfXHV0s+jKAqNGsuwNCGEEOVXr0FTNHMeWvIp6zItNwvSzxIa3dyOkYmK8g0KRctKQMvLti7TcjMxZyXhExhmx8jqporM0yhOWedprF+/Di8vTzq0b2ezTknzNCyStu8s1HqqPPM09kkyRIg6z93LD3fvAMxJx6zfUzVNw5x4DDcvP9y9i54TJGo+n4D8zwct/Zx1maZpkH4e30CZoXC9MKiuhDYOJmv/BrZv385LXdthuJyD6uIsCQ1RiCQ1RIU8+NDD+Pp4wfHlmM7uyO9ffWYzw28aSecuXewdnqiAp6Y/jTn1DOa4TZhTYzHF70aL38noMbcQERFp7/CEEELUYkFhDYlu1RXTmc2YTm/AdHYH5qO/4OzsTLteMpCzNmveuT+Ojs6YT6zEnHQMc+IxzCdX4eLiRrOOfe0dXp1k93ka69bSu1cvdDpdodtLO0+jNEqapwHICQ8h6jhFVek57Ha01DOYj/+G6fwuzMd/R0uNpefQ21HVwn+HRO3gE1ifBs07YT63HVP8XswpsZhjN2BOP0/H/tK68noQE2cgtHEwvZr48837rzGwaSSex9KJyzTj7O9v7/BEDSRJDVEhIfXqsXHzFibdcSv19Bk0DtHz0stz+Oqb/5NyzVpu7PjxvP/RxwS6ZGM6tQ7H5MNMnTqVj+Z/au/QhBBC1HKKojD41kfoOew/eLuYcc27TLP23Rn/8Fy5yrKWc/PwYcx9swgMCsIUtwXTmS0EB9djzH0z0bt52Du8605p5mnEppZu5kZR8zQMBgN/7dxF/359ZZ6GEKJaNGrTnZF3PU/9evXQ55ynXr1gRk57nsbtpFNEbTf41odp3qEPXN6P6fQ6XMnghvEPEt1SLpi9HhhUV/o0D+bYzx9yOjaOW938OJ2ULW2nRLFkULiosLDwcOa9+769wxBVYNLkKdz+nztIuHwZTy8v9Hq9vUMSQghRR+h0DrTrPYJ2vaUyo67xD4lg7P0vkZ2ZDijlHtoqKkdJ8zQA6zyN5Oxc67KsXFPh1lOahqeLo/XHP7dtxWg00l/maQghqlF4o9aEN2pt7zBEJXN0cqH/LffQ66bJGHMycXXzQlHlWuzrQUycgdCmUTie2ctnH73PU51b45Wkkeqql4SGKJYkNYQQ16TT6QgKDi55RSGEEEKIq7i4SmVGVaqKeRqAzTyN4ljmaWzcsIGgoCCaNW0ChkTr7TJPQwghRHk5Ojnj6FS4OlDUTTFxBjwCgunVNJCP75tC96j6jHDxYWdKAvpQmaciiicpTyGEEEIIIYSohew9T2PD+j/o16dPkW1n884drbTWUzJPQwghhKibDKorDZoGkndkG4ePneAOzwASEnPRh9aXz3ZxTZLUEEIIIYQQQog6Zv/5rCJbT12tTPM0NM1mWVJSEnv27KV/vz7FztMoKG1vTKnWE0IIIUTdFxNnIDgqkI4BKu/Nfpq+jcIJzFCITc22d2iiFpCkhhBCCCGEEEJcJ8o9TwNs5mls3rQJTdPyh4RTunkagHWeRtL2nTbLyztPQ1pPCSGEELVPTJwBg+pK/1YhfDvncUxZmczs2EqGg4tSk5kaQlzD5UuXWLzoJxITE+neowd9+/UvsrxeCCGEEMLCZMrj1IGdJFyIxdM3kIatu+HkrLd3WKIOsfc8DVcnBzZsWEdUgwZEhIfbVGqUdp4GUCnzNEBaTwkh6o5LZ09y+nAMOp0DDVt3w8svyN4hCVFlQhsH4xC7mz/++IMPbuhO0s4LqDIcXJSSJDWEKMbqVSu5bcIEjEYjqqMzea/Mod+AG/hx0WJcXFzsHZ4QQgghaqDMjFR+/mQWyRfPoDq5YTZmsvX3/2PU3S/iHxJh7/BEHVJd8zQC3Yse1rpx3TprlUZB1T1PQwghajtN09i47HP2b1uJ4uAMmpltK76l98gptOkxxN7hCVGpYuIMGL0D6NsihJ9feJa2oYEEn8pEcXHF2d3d3uGJWkLaTwlRBIPBwKT//IdcZ3/U5uOg6Th0DW5g44b1vPfOPHuHJ4QQQogaavMvX5CalICu8Qh0zcfh0GwMRs2BVd+9i1ZgJoEQVaUi8zSyck2FFxb43T1/7hxHjx3LT2pkJKDqHAvfpwCZpyGEEMU7dXAX+7etRK3fBV2LCehaTED1b8qmZQtJvnTO3uEJUakMqisdW4WQ/c9GtmzZwp1NolF0DsQ7ukuVhig1SWqIOk3TNM6dPcvlS5fKdL+1q1eTkZ6GUq8LioMLiqKgeoWBVwO++/bbKopWCCGEEDVFdmYGaUmXMJuLOMFbDJMpj+P7t4N/c1RXfwAUZw+UoPYkxcfJSQlhd6WZpwGUOE9jw4b1APTt3cu6TOZpCCEEmPJySU26SK6xbIOOj+7Zgurqjy6gOYqioqgOqPU6oTg4cWzvtiqKVojqFxNnwNHTjbbeJt584XFu7tKKdrlOxGWa7R2aqGWk/ZSocXJzczlx/Dje3t4Eh4SUeztbNm/i0Uce4cihgwD07N2H9z/8kOjohiXeNyv73yvXdE62N6hOZGZlFL6DEEIIIewuLekSJlMe3n7BKGr5rt3Jykhl3c+fcvLAX6BpuHv702Po7TRu26PE+2pmM2ZTHmrB44d/f87LzSlXTEJcLSbOUCWtp8o0T2P9elq1aklAQECheRp5547a3qcC8zRK03pKrugUQlRUdmYGhrRkPH0DcHQqX6tpTdP4e/1S/t6wFGN2JjoHJ1p2uYEew25H51ByNVterhGtYNXbv8mNXDl+EHWEZTh4t1YhbP7+Q3TmPJ5s1ICLf52X4eCizCSpIWqUr7/6kueffZakxPwvRwNuGMQnn35KUHBwCfe0dfToEUYOH87/s3fe0U1ceRt+ZkZd7r13DJjeew8tgQBJSCW9955sNmWzyWbT8+0mm947SSChhJaE3pvpBhtw771LsqSZ7w9hYYPpNqbMc44OZjQz944sS3fue3/v69T7IsWMAtnOhs07mDB2LNt37cZsPjrAsCkjRoxEkiTk4l2IoX0QBAGloQ6xJpNLr7zxtK9PRUVFRUVFpfUpK8zhz5/fpyT3IACefsGMvuJOohJ7nNJ5FEVh3pevUVKYhxg2AEHnQV15Gkt++C9GsxeRHbod93iNVkdYbBKFRWkovvEIkhZFkZFL9mD08MFfzdRQOQvsym/ZVupUOVaehqIorFyxnOlXTjvmsa2Vp6GioqLSljjsNlb89gX7kleiyE40Wj29hk9iwNirT3lxxLZVv7N+8Q+IAZ2RwiJR6ovZuX4JTqedUVfcdcLjoxJ7krF3K3JdCaI5EAClIh25oY6Yjr1O6/pUVM5FvIN8GBCq576Z33Nrp1jIrSG7XkZ/dJGoispxUe2nVM4ZFi9ayH1330Wl7I0UPwEpcigrV69j2pTLT9mD+tOPPkIWNAixYxF9YhD9OkDMGAoLCvh19qwTHh8aFsazL/wDuXgXHFyAI2MZStocAv19eeLJp0/3ElVUVFRUVFRamQZrPb9+/E/KysqRYkYhxY2lzi4x/8vXKC862g7neORn7qM45wBi1DCkwM6I3pFIMaMRTf4kr5x3UucYNvkmREcd8r7ZODJXIKf+hlKdzYiptyFJ6noilbNDW+ZpHDiwn7y8PEaPHKnmaaioqJzXLP/1U/Ylr0II6YWUcCmybyKbl85m68q5p3QeRZZJXjkXwT8RKWIgolc4UkgvhOCepGxajqWu5oTnSOo3kqCIeJwHFuJI/wvngUU4s1fRoccQwuKSTvcSVVTOGRrDwbt3DGLj7M9RZCfjDd4Ul9jUKg2V00K9s1I5Z3j3v/9F8gxBiBqGIAgAyDoPdu1czNo1qxk6bPhJnys1NRWnIQCNePgtLui90Jq82J+WdpwjD/PkU0/Ts2dPvv7yS0pKSxk+fAZ33X0PgUFBp3ZhZ4GNGzbw08wfqKurZ8yYS5h25ZVotSe+wVRRUVFRUTnfSdu+Fmt9NZrOVyHoPABQPEKR981m57oljJx2x0mfq7I4HwDB47D9pSAI4BFCeXHuSZ0jKCKe6x99kx1rFlKcn4m3X2+6Dx5PcOSJ7S/PNrVV5aRsWkplWQG+geF06T8Gk6dPe3dLpY04Xp5GU+upY+VpiLi8rlcsX45Go2HY0CGAyzNeLs1B0DevhLam7WpmPXW8PI2WrKdOxM7lG9QJEBUVldOmvraK1OTVCGF9kQK7uDZ6BIPTzrZVv9NnxJSTrtawN1ix1FYh+fdstl3wDMVZsJWaimKMZs/jnkOj1XPF3S+yZ9NfZKRsRdJoSexxFYm9hrrnR84VnA47aTvWkXtgFzq9kY69hxMS1aG9u6VyHhAc4smYMIFrP36fuwZ1w5FrI9sKUZNHtnfXVM5DVFFD5ZzhwIEDKMZAxCZf2IJHMADp6emnJGp07NiR1Ws3oMgOhEPChmKrxlFfTYfExJM+z9hx4xk7bvxJ7382kWWZJYsX8ebrr7F50yY0eg/QGvnhu2/5/PPPmDv/dwyG0/MDVVFRUVFROV+oKitE1Hu6BQ0AQZRQjP5UlRWe0rl8glwTsEptAYJnuOtnRYG6IvzCI076PN7+IQyfctsptX02KS/KZeuKuaRtW40MCEZ/2LGe5JXzueKeFwkMi2nvLqocg7bK0zgSp7PlsE6TTsPKZX/Rr29fPDw8oLZ5EO6ReRrH4sg8jZY4mTwNFRUVldOlpqIURZGRzMHNtgseQVjL9mFvsKEzGE/qXFqdAaOHN9baAkTfOPd2paYAUdTg6XtyCyO1Oj09h15Gz6GXnfyFnEVsljr2bFpK8op5WOqqEEz+CE4bO9ctZuikm+g1fHJ7d1HlHKZONDE1KYTv/u/veOq0XGY3sKe8HGNUZHt3TeU8RbWfUjln6NKlC2J9IYpy+CZKqXatiuzU6cQ3Pk258557kHCiZPyJXJmJXLYfMpcSGhbGFVde1ar9bg8cDgfXXj2dq6+8gs3bU0BjwGGrRfaMQkqYyPp1a/nis0/bu5sqKioqKiptjl9wJLK1GsVa5d6mOO0I9SX4BZ/aTVJYTCeCIhNQslfjLElBrsrBmbkMua6U3iMub+2utwspm5fx/TuPsW/7OmStGWQnICB2nIZD0LPiN3X8cD7TWnkaQIt5GrIss2rVasaMGtksILwpap6GiorK+YC3fxCipEGuyWu2Xa7Ow+zlj1Z/8gsEBVGkz8gpKGVpOHM3IFfn4SzYhlK0naT+o09YpXE+UFlSwLdvPcLahd9hcQogSCi2GoSokYiBXViz4FtqKlv+XlBRSc6uwzvIB+/yg8yaNYuHunekrsiCaDKqVZcqp40qaqicMzz+xBM468uQM5YiV6TjLNoJuWsZPGQY/fr3P6VzJSZ2ZM78+XSI8MeZuRxnzhoG9uvBoj/+OGFI+PnA9999y6IFC5BiR6NNmo6myzWIQd2QC7YiaIwInhHMnXtqPqAqKioqKirnIwndB+HpG4Sc8SfO0r3I5QeQDy5GRKb74AmndC5BELj8tmeI7dQdOX8Tzoy/MAsWJtzwyAlDws8HLLVVLP/1UwTfBDRdrkXb+UqkhIko9aUoFQcRArtQmJWGpbbqxCdTOWc5mTyNRuupppxMnsaunTspr6hg1MgRAMfM07Cm7XL/XL0j2W091VrsPAl7KhUVFZXjYTB50nXgWOTC7TjzNyNXZuLIXoNScZC+o6edsuVTz2GTGDTxejS12TjT/0AoS6HH4AkMv/yWtrmAs8yKOZ9js8toOl+FttM0NF2uRtB54sxdhxDcExDISNna3t1UOQdJzq6jTjTRvWMQv3z8Dp2C/RkheiDoDegDAtq7eyrnMar9lMo5w9Bhw/nxp5959pm/c/DASjRaLVdffQ2vv/V2iwOKjIx0PvvkE9JSU0no0IE77rqL+PiEZufbtHUrBfn5aHU6AgMDz+bltCm/zZ6N5BWK6B0NgCCIiCE9kUv3IldlAacWrK6ioqKionK+otXpueKeF1nx22dk7dsIKARHdmD4lMfw9g8+an97g429W5aTnbYDnd5IYq9hRHfs6R5rGM1eXHrjE9gsdTRY6/Hw9j9pT+1znYy9ychOB5qwvgiiBIDoEYLsE41cmYkUeCiI9Bzz7lY5c47M02jkVPM0li9bislkYkD/fmB3Bd+2lKcBNMvTaKR8w+Zm1lOnm6cBqCs7VVRUzphhk25GqzOwc91i7MW7MXr40G/KbXQbNK7F/bPTdrAveSUNVguRCd3o3G8UOr3LokoQBPqOmkavYZOoq67A6OGFVndh2EE3WC3k7N+BFDHYbfcpaAyIIT1wZiyDBtf3gTp8UGmJOtFERGIIQ/2svPfnn/xrWB9KC+vIrpfVLA2VM0IVNVTOKS6bNJlLL5tEWVkZZrMZo7FlD8sN69cz+bKJOJzgNATw17IVfPrJx8yZ/ztDhw5z7ycIAmHh4Wer+2cNWZZRjiy0EkRARLFVQXUeV1zxWLv0TUVFRUVF5Wzj5RvI5bc9Q4PVgiw7MZg8WtyvwWph9kf/oLQgE8EjBMFpI3XbanqPnMKQS2c021dvNKM3nv/VnU1R5EMWn0ILYwhZRinZQ2hMJ4xmr6MPVml3zoU8jRXLljJ40CD0er1b1GjkZPM0TgY1T0NFReVsIEoSgydez4Cx07FZ6zGYPBAPif5HsmHJTDYvnY1o9EPRGMjYm8yeTcu48t5/NhsvSBotXn4nl6FxvuC2CD9StTg0npBLdiMAsUmq2KxyNFovMyOSQvjo5bsJ9fViECZ21depVRoqZ4wqaqiccwiCQMBxPtwUReHRhx/GLnkiJIxDI2lRZAeOjD955KGH2Lw1+ZRLRc83Jk2ezIrly5FrCxE9QlAUBbl4N8gNKOUHGD5yFLfcdnt7d/O8YP/+ND758EP27t1LQocE7r7nPjonJbV3t1RUVFRUToMTBXruXL+YssJsNB0mI5j8XSHgxbtIXjGXzn1G4hd88mHg5yPRnXohiCJy4XbEsH4IgoBiKUepyABFRms0M3LaHe3dzfOCBpuFPRuXkpW2Ha1OT8dew4jvOqBdx6BtnafR0NDAuvXreeHZZ9Q8DRUVlQsKSaPF5OF9zOcrSwtcgkZIL8TgHu7vz/L9C9ixdhH9Lzn/czuPh95oJjS2M0WFKSjeUQgaA4rT7rIMFySUinSGX34rHt4tVwWqHEZRFDL3JbNvywps1noiE7rRdeDYC24hTSPJ2XX0HRaPLXkhy5cv5+NxQ6hKdwkaasWlypmiihoq5w1paaks++svbA0N7N61Ayl6JMIhH19B1KD4J5G6dxm5OTlERkW1c2/blptuuZXZs2ezbs0i8AhCcDYgWyrp2q0bT//t70y6/HI0GvXP+0SsX7eOyZdNxKlIOA0BrN2wha+/+opZv/7GmEvGtnf3VFRUVFRaAZuljvQ9m7FZ60jbvg48IxFMrptuQRAQA7ugFO8gc1/yBS9qeHj7MeTSG1nz+9dQnQMaI3JdMXqjmZ5DL6Xb4PFqlcZJ0GC1MOvDFygrzEbwDENwNpC+exPdBk9g5NT2XVTS2nkaXobDmRmbNm2kvr6ekSMO52nIpTlHHXayeRpFp5mLoeZpqKionA0UWSZ7/07Ki3IpL85FECXEoK5u8Vow+oFXJOl7tlzwogbAyKm3M/vDf2DfOwvBFIBSX46gOIjv1p++o6YRGN72lYQXAhuW/MiWZb8hmgJQNEZyD85kz+blXP3AvzCYzv9A+aYkZ9fhGRhCtJ+B/z78Klf27EhXm5aNlZUYWy6qVlE5JdRZT5VzHkVRePaZv/Hef/+DIEoo8qGbLtnRfMdD/9fpdGe5h2cfg8HA/AULmT3rF/5csgSjycT0q69mxMhRF3yVSmvy+KOP4NB4IcSNRyNqUGQnSuZfPPLww+zcvUd9LVVUVFTOc7LTdrDwm7exN1gOjSFkBM8jfP4VJ4qiIEkXx7C41/BJhER3YN+WldisdUTET6Fj7+FodUevzFdpmV0b/qC8KAdN4mTXpBZASQq71i2mS/8xBIbFtHqbydl1p33smeRpAO48jRXLl+Pr40PPHt3BUuF+/nTzNAA1T0NFReWcxFJbxZzPXqE0P8O1gFJ2AALIThAPjxcExYmkufDnHwACQqOZ8cT/sXvjX5QX5eDtP4AuAy7B2+/o/DKVlqkqK3QJGiG9kEJ6AqBYq6jeP59tq35n0ITr2reDrUydaMLX34SYsZWCwiImhUdQVFCLaNCr3+MqrcLFcfem0mZYLBaWL1tKg62BYSNG4O/f+uWG8+bO5b3//gcxrC9iQBLIdhz75uAs2u7yw9Z7ojTUIpTuYsDAwQSHhJz4pBcAOp2O666/geuuv6G9u3JeUlJSwq6dO5CiRyAcGpgKooTin0Rm+l+kpx9sFjyvoqKiotJ6KIpCUfZ+qsuL8Q+Nxj8kstXbaLBaWPjt2zgM/mg6DAGNAWf2apSKdOTKTATvaFCcyPlbEBSF+K4DWr0P5yqh0R0Jje7Y3t04b8nYuxU8ww8LGoAY0AmlaBtZ+7a1iagBtHuexqrlyxg+fBiSdLTfvJqnoaKicraoqSylIDMVg8mDiPiuiC18Jp0pK+d+QXlJIVLCRARzMEpNHs70P3Hmb0aKGOiyXKrOQa7OIXHkra3e/rmK2cuXAWOnt3c3zluyUreDICIGdXVvEwze4BVNesrWC0rUSM6uwzskjOGdg5n5xMP0iQrBu0om2yqoWRoqrYYqaqicNn8sWcytN99MdVUlADqdnldefZV77ru/Vdv54btv0XgGIwQdWsklSkixY3DuX4Bj72y0Zh+c9VX4BwTwvw8/aNW2VS5cdDqdywvV2dD8CdkOgEFvaIdenX2ys7LIzc0lsWPH42bZqKioqLQWdTUV/P7l6xTnHnRvi0nqy4TrH2nVaoGMlC3YbRY08YMRtK4V6FLUMBw1BTgzlyPqPVCcdhRHA6OuuBMPH9UHWuXk0Gh0CHJV842yE2QZSaNt+aA25mTyNLKqTi5zo6U8jdraWjZt3sw7b74BtaXU1Naye98B/AQbnTq7ssiOzNOo3pF8Uu2pqKionAyKorDm92/YvmYBKAoAHj4BTLrl6VYVk+0NVg7s2oAQ0hfRw7VgUvCKQPZLRClPw1mdhSDpkW01RHfqTdcBl7Ra2yoXNpJGC4rschlpWvEj29Fo22f80FbUiSYGdQhAk7qK5G3b+PrS4WRuKEEfGUFtQgRVRXnEBYSgaQNRUuXiQRU1VE6LwoICrr/mGhyGQDSdRoOowVG8kycff4xu3XswZOjQVmursqoKp2ho9mYVTAFIWj3jxo0hLi6eDh06MP2aa/HyUn2gVU4Ob29vxowdx4pV61E8QhAMPii2GoSSnfQfOIjwiAvbV72yspJ77ridBQt+B0Cr0XDnPffy79deb3EFpoqKikpr8cfM/1FaXIgUNw7BHIhSlUNW6jrWL/qe4VNua7V2Gmz1IAigOSxSC4KI4BWByVlOYo/BaPVGEnsOwTfwaKscFZVj0bHXUHJ+fh+h/ACCbzwoTpz5m0CRSeg+sN361VKexpHWU415GhVWu3ubxe482nrqiDyNdWvX4HA4GDliOG+99xEvv/Uu9RaXSDKoVw++ef5eojz8muVpAO48jfINm5ttP5M8DdWyQkXl4iRl0zK2r/4dMbQPon8iSkMt9bnrmffFq9zyzPutZiPpsDegyDKi1thsu+gbi7M8jW79RyNptER26EZUhx4Iotgq7apc+MR16ceKOZ8j521EjBgMogalKgu5OptOI25p7+61GsnZdWh9Ahke68OTj77AhKQ4EupEtjqt/Jy+mcIdfwLgYzBxz8hL6R+b2M49VjlfUUUNldPi559mYnc4ECOHIWhcq7nE8IGI9UV8/dWXrSpqjBkzhg0bXkGxVSPoXaKFUpmO027l0ceeYNDgwa3STn19PTqdTg3Yvoj477vvMWHcWHL2/YbW5I2jvpqg4GA+/Pjj9u5am3PvnXewbPESRuBPEDoyHRY+ev9/BAQE8OTTf2vv7qmoqFyg1FSUkLt/J1LUcESvcAAEv3gUWxV7Ni1j6KSbW81GIjy+KygKctk+pMAuACj2eqjJIaH/KIZOuqlV2nE67CiKjEarZlJcLHTsPYzstB2kbV+NWLAFRXagyA5GX3E3nj6tX/V4Jnkax6NpnsaxEJEx6TSsWL6c0NBQtu/YwTMvv05XPOlEKFXY2bRzL1Mff4Wtv33lOqaFPA2g1fI0VFRULk52bfwT0TsKKbg7AILGgBI5hPrUuWSn7iA2qU+rtGMweeIXHEVlWRqKTwyCIKIoCnLpPkxefgybfEurjFUUWcZut6HVGdQsx4sEo9mLsVffzx8z38NZnYMgaZEb6olN6kvXQePau3utQnJ2HXWiiYgQT9KW/UpeQSEfDBpL2rYiPqnOwhstkwhCQmSHtYo3lszm7em3E+0f1N5dVzkPUWdvWxm73c78uXNZs2YVPj6+XHv99SQmXniexaWlpUg6E2gO38ALgoBD40FxcVGrtnXn3ffw7bffkrN/Pk7PSETZjlydw9QrrmTgoEFnfP5VK1fw9789w47tyej1Bq697jpeee11vL29W6H3KucyUdHRbN2+gzm//Urqvn3Excdz5VXTMZuPDry8kMjJzub33+czAn864QGAHzrqFAcfvPcuTzz1tDqwVlFpB4pzD5K2fS1Oh53ojr2I7tjzglv9Z6mrdv2gbz6ZKui9cNhtOBwN6CRjC0eeOn5B4XQbNI5d6/+AmjwUjQmqszEaTfQeOeWMz19fU8mqeV9xYNcGFNlJaEwnhk2+meBINY/pQkcUJcZd9xDdBo8nO3U7Gp2eDj0Gt2lYanvmaQCsWL6U0aNG8t577xMlmhgiu6ym/NFhcErMz8hhTfJO+nme2WeWmqehonLq1NdWsW/LCqrKi/APiaJjr2HojRfe/Yyltgp0R3zOHhpPWOqqWjji9BAEgWGTb2LeF68ip84BcwhYSlDqKxh2/cNnLGgosszWlXPZtup3rHXVmL396Td6Gl0HjlPvwS4CEnsOITSmI/u3r8VmrScioSsR8V0vqN99iL8XI5JC+OSO95ncNR7/MjufFxViVxTGE4gR199QIIH8SD5/pGzjzmHj27nXKucjqqjRitTV1TH5skvZvHEDWrMfit3CW2++wUeffMr1N8xo7+61KgMGDuT/3n4LqaYA0TMUwBXWXVfI4MG3t2pbvr6+rFi1mvffe5eFCxdiNpm57vonuOW228/4gz9561amTLoMxRiAFDkUu72O777/kdTUVP5YuuyC+mJRaRmj0XjRha3n5eUBEIiu2fZA9KSUldHQ0IBer644VlE5m2xe9isbFv+IqDOBqGHnusXEdenPxBmPtUkAZnvhGxSBVm/CWXEAzIGAyyNbrjiIX3AUOn3rCBqNjJhyO8GRHUjZshxbfR2Rg8bSa/hkPLz9TnzwcXA6Hfz68T+pqihHCOmFKOkoKk7l149e5LpH38QnILSVrkDlXEUQBMJiOhEW06m9u8KufEuL1lNNOaU8jUNe9Y2Ulpayc+cuHnnwAf5a8gfhcnPf78bxRE5BMf08Xf1oizyNnWolh4rKURTlHOC3T17GYW9AMHgjb1zK5mW/cdW9/8TbP+TEJziPCIvtxIGUHSghvRAk1+eQXH4AgJDo1l1IGpXYg+n3v8K2VfMpK8zBJzaBnsMuIzwu6YzPvfHPn9m8dDaif0ekgJ7UV+ex4rfPkGWZHkMmtkLvVc51PH0CWmWBzblInWiie6cgPEvT2J+ewYPdu1NcYqPGpMfLosUoH76vkRDwUzSU1FS3Y49VzmdUUaMVee+//2Hrli1ICZeCRzDIToTcdTx4332MnzARf/8LJ4By/ISJ9B84iC1bluL0jgNRi1idQXBwELfdcWert+fv788LL/6TF178Z6ue9z/vvA06T4TYcQii68NVNgWwYf2frFu7tlVttFRUzhUSO3ZEp9WSaa/H/9BEhIJClmAhIS5eFTRUVM4y5UW5LkEjuDtiSC9AQKjKIn3PclK3r6FznxHt3cVWQ6vTM2DsdNb8/jU01IIpwFVFUV/K4CufavX2BFGkc9+RdO47slXPm5GyhYriXDSJkxFMLrshxScOed+v7Fi7CM9e17j37R114a2WVTk/OO08DWiWp7Fq5UoARo0YQc8eXUleuZE+TgUR1+KfDOoB6GRoXunR2nkagJqnoaLSBEVR+POn93FqzEgdpiBoDIgNtVgPLmHlnC+4/Pa/t3cXW5V+o68gfc8W5P3zwDsGGmqRKzPo1GckfkHhrd5ecGQ8E254pFXP2WCzsG3V74hB3ZDCXJ9nom88DkFg89Jf6TZoHKJ44SxmUbn40HqZiQ/y5K/3vyI22J9ePr5sTa8hwujJcjmbChrwPTQHYcFJkdDAwADVekrl9LiwPA3amVm//ILiFY3o4SqJFEQJMbQvDQ02lixe1M69a100Gg1z5//Oo48+SpjJgr9Qyo0zrmX5ylUEBLS+l3BbsX37DmRTiFvQABA8wxEEkT27d7V4TE1NDfPnzWXe3LlUV6uKskr7kbJnDy++8DxPPf4YixctRJaPbRvRFD8/P+6+7362CtWsoox91LJEKCVTqefvz/+jjXutoqJyJAd3b0TQ6BGDe7qCrAUB0ScG0SOEAzvWtXf3Wp1ewycx/vpHCPDSo60+SGhoMFPveJ7YpPNnsrK0IAtRZ3YLGgCCpEUxB5ORfhBw2QUN7hFLcnYdydl1bM2qIS89hbTta6ksKWivrqucZ7RFnkZ9dSUH/viJj1/5O0t++oraY4xn3XkaK5aR2KEDERHh/O2R+ynHzu9iCSnUsIEK1ogVTB45hKSoMDVPQ0XlLFJZkk9FcS5CUA8EjQEAQecBgUlkpW7H3mBr5x62Ln7BkVz9wCvEdkhCV5uFl8bGkEtvZMxV97R3106amooSHHYbgldks+2iVySW2kps9bUtHldVVkja9rXkHtyDcpL3fCoqrY0sOzm4exMr537BhiUzKS/Oa/Z8cnYd/gFmOhiszJkzh5v7dKYkvwZ9QAATx19KiJcvC4QStlHFLqqZJxSh1+kY36V18nBULj7USo1WxOF0gnCETnTo/06nsx161LZ4eHjw4ksv8+JLL7d3V06buLg4cjbuQFEUt9WUYilFUWSiY2KO2n/2L79w3713U1/nusE0GI28+7/3Lzr7IpX258P3/8dTTzyORm9CkHR8+MH7TLj0Mn6Y+RNarfaEx7/8yr/x8/fnw3ffZW9pCYkJHfji2eeZfs01JzxWRUWldXEJkgIcYXmoCCKycmHeuCb2HEJizyHt3Y3Txss3CLmhDtFWg6D3BEBRZLCUEZU0uFn+weAesVSWFDD7vb+xriDTvb1jr2GMufo+JEkdjqscn9bM08g9sJe3HrwBa20NktEHZ30Fcz57l/dnzqNv9y4tHrNy2TLGXjIGgKED+7Hw5+949h//ZPXufXiZjNx/1ZW8eP9tkJ12Rn1T8zRUVE4NpXGMcMQchCCIgHL4+QsI/5AoLr3x8fbuxmlj9vJFECWU+hKXu8chlPoStHojuiOyUGSnk2WzP2HvlmXubd4BYVx+69/wCVStLlXOHg57A/O+fI28A7sQDd4oDhubl/3K6CvupsuAMe79YkO92PjHPDSSyDV9k9h7wGVHqddoeXnqjXy97i/Wp+/DKSv0jozj5sFj8DN7tNdlqZznqHdRrcjUqVP5z//9B8WShGD0c3lEF25Do9EwbpwaetPe1NbW8sfixdTV1zFy5Cgio6K4/8EHWPrX5QjZaxADOoK9DqFoG7HxCVwydlyz4/fvT+P2W29G8YpCE9UHBIGGgmTuvvMOunfvQZeuXdvpylRORGVlJSuXL0cQRUaNHo2np2d7d+mMyMzM4OmnnkQMSILwfigISNXZLF64kG+/+Zrbbr/jhOeQJIknnnyKx594EofDcVJCiIqKStsQl9SXTX/+jFyyBzHQFRQo1xSg1BQQ32VSe3fvokdRFPLTU6gsLcQ3OJzQ6I506DGIdYu+x5q5zGUZJumQS/ZAQy29R0076vg5Hz5PZUUFUsJEBIMvSmUmqdvXUq8NIKr/FNWi6hxFlp3kpadgqakiOCrhnPSnP9U8jW9efQabQ0TqfBWC1oTUUEt1xp+8+dwT/DRv0VF5GjnZ2RxMT+fVkS9BbSmipOWSkcMYPftLnJIepfAgoqfL5sp66Bg1T0NF5ezgGxiOl18wtcW7UMxBropBhxWldC/hcV1aPadK5dSpKisiL30POoOJmE69MJg86dR7BPu2rcIpCIjmYOSaPOSSFHqNnHLUQodtq+azd+tyxPCBiL5xKNZKanLX8fvXb3DD4++oGaDnMBXFeRTnpePh7U9YTCcE8fw2ytm5bgl5B/cgxY1D9ApHkZ04czew/LdPiUnqTWqFjjrRRFygB8u+XM2ApASUvIpm5/Aze/Do2Kk8rCgoioJ0nr8mKu2PKmq0Ig8/+hgLFiwgde98RI9gBEc9sqWK1956m+CQc+8m6GLizz+WcNOMGdQeCiASRJEnn3qaZ559jmeefY7/vfcuNftdIWP9Bwzii6+/QjoimPX7b79FkHQIkUMRRNefjhg1FFKL+Pabr3ntjTfP7kWpnBTfffsNjzz0EDar64beZDbz4UefcMVVV7Vzz06f+XPnIggSYlifQyuxQPCOBq9wZs+adVKiRiOCIKiChopKOxMYHkvPYZPYvvp3qDgIoha5rpjw+K6tngWhcmrU11Qy94tXKc1Ld28LjkoketxDxI6+k/RV32LNWAqAycuPS+7+ByFHBEcX5+ynJGc/UtxYRA/XeFAI6IhiKac8dRVR/ac0sxhSBY5zg4riPOZ9+RrVZYXubUn9RjPqyrvOC7/zlvI0yovyydq3EylmJILWlaMh6DxQArqwbcMaqior8Pb2wcugRcS1wnvlyhUIgsDwYUMBl+Ahl+YALjtax6EJNWvarmbWU8fL0zjSeupkUfM0VFSaI4giY666h3lf/Bvn3lkIRl+U+lK0Oj0jpt7W3t27qFEUhdXzv2bHmoU0fnbqjR5cdtMTDJ54LZbaSjL3bUZGQZQ0dB88noHjjq6Y37XhTwTfBKRAl4Wf4BGMHD6QioOLKcreT0h04tm8LJWTwOmw8+fP77N/+1r3Nt/gSC6/9W94+Z2/2RH7d65D8I5C9HLl1wiihBTWF0f5fjL2bIGwwYT4eyEIArv37OHKnq5xgKDVHXUuUTi6Ql1F5XRQRY1WxNfXlxWrVvPj99+xZvVqfHx9uP6GG+k/YEB7d+2CR1EUfp8/j9m//ILVamXchAlcf8MMDAYDZWVlXH/tNdh1AWg6jwONAblkD2+89iqff/YZZaUlAERFx/Lq669x+ZSpLbZRUlLi8igVD//ZCIKIovWgtKTkbFymyimyc8cO7rv7LgTfBDRxPUFRsBZu5bZbbqJHr57Exye0dxdPC4fDcWhVztFWNQ6Ho306paKickYMnXQT0R17sn/HWhz2BqI7XUOH7oOQNKro2NaUF+Wwa/0fVJUXExAaRbeB4/D0DQRg6ayPKC8pRIofj+ARglKTT1HWKsp/eBZ7fRUAWr2JniMmM2zaXUiao4fW9TWu/QS9V/Mn9F5YKg80sxZatyPDLXCo4kb7ocgyv3/1BrX1VqQOlyHovZErDpKyeTm+QeH0HnH5WelHcnZdq1pPyY12uEfZ5bpEGucRYwiTTsPKpX/So0d3/P39obb08CF6M468k7ObOjJP40gylm9QradUVE6TiISu3PD4/7F7459UlxfjHzyMLgMuwezl295du+CxWerYs2kpeekpGEweJPUdRXi8y8YvddtqdqxZgBjaFzGgEzgsNOSsZc5n/0IQRJyOBhAEIuK7Meaqe4452W2pq0bwb56/0TieqK+tatsLVDktNi+dzYGdG5AihyD4xKBYyqnKWcvC797hmgdfPW+ra+Rj2e0LQrNsz2gfI8XFRYT69gTVYlWljVHfYa2M2Wzmjrvu5o677m7vrlw0KIrCIw89yBeffYrGIxBF0LBwwe/88N33/L5oEXN+nY3NZkOKH+oOUBN9YpELt1Nu1SDFjwfFSV7xTu656y4GDxnaLOzcarWyYf06fP18sdeWoLGUIxj9XG1bK3HWFjFw0KB2uXaV4/Pt118h6T0gcrC7okGMHIqybxbff/stL7z4z3bu4ekx8dLLeOG5ZxGLdyMGd3dZ1dQVo9TkMXnyA+3dPRUVldNAEASiEnsQldijvbtyUZG5bxsLvn4DJD2KwY/sA3vYue4Prrz3RTy8/Mjcm4wUOQjR89AKdM9wEDXYG2xIUcNA74Wz/ACb//iJBu84QruOcJ+7a6iB4uz9WOuqEUQJufwAUqhr4lZRZKjKICy+uXVl4wR2U3EDVIHjbFOQlUplaT5SwkREs2uiSQpMQqkvZdeGP8+aqHEiduVbTrxTE/xDIwiMiqesZA+KR5jLqsbZAGUpdOvVB7+AwGb2U4qisHzlKm647ppmgkZTBA+/M7oGFRWVM8fbP5ghl85o725cVFhqq/jl/eepqihGMIcgOOrYt3UlQy67kd4jLidl0zJEzzCk4EOVaZIWwRyEXFuIGNQdyScKpb6MvMxkVv/+NZfd9GSz89dWlVGan4V/aBTFRekogV0QDlUJyhUHEESR4Mjzc4Hehc6uDX8h+CUi+ruqaASPEOSw/pRk/EVZYTYBodHt3MPTI75LP8qW/opSX4Zg8nfZ7RftBBRiOvfmQA1YJBFrfS02WwOBXh7QABlFVcRMH9ne3Ve5QFFFDZXzni2bN/PFZ58iRgxECOjsWrteW8SmjYv47puvqaioQNToQNK7j5HLUkHSIcVd4raSUowB1O39hR+//44HH34EgLm//cb9991LVaXLC1CSNMgHFoJvAggCQlUGcQkduFYNCj8tHA4H25KTURSF3n36oGlhheuZUFpaClqzW9AAEEQNgs5Maen5W13TqXNnHn/yKd5+8w3EmkxkUYezpoi+/fpz2x13tnf3VFRUVM4LZNnJ8l8/QTEFI8WOcQV3Omw4Dy5i1byvGHPlPYAC2sPhhUp9Cdjr3H7CAJiDwF5HSfJ8pl7lso6oLMnn43/cQU2By9oSQUAp2oFiqXAtjKjJQbFWMmzK8y32Ta3eODGVpQXUVZXjFxKF0dy6WVmWukN2pUdU1wh6LyyVBa3a1plyKnkagiBwxaMv8eUzd+DYNwsM/mAtRa/T8uLr7xyVp5Gauo/CwkJGjxwJgCiduHKsrfI0VOspFRWVc4mtK+ZSXVWOpuMUBL03iqJA/mbWLfqejr2GYamrQWk6flAU5PIDCH4dkML6uDaaApEFkfTd66ipKMHTNxBZdrJq7hfs3vBXsyB4Z9pcBO9YsFUiV2bSa/hktRrnNLHW11JWmI3J0wffwLATH3CK2OprEHyOHj8AWGqrW729s0XPYZdxcM8mStNcdvs4LMjWKgZOuI4DNSbqRBMdfEzUVlUCYKyroyKjBtGgP/6JVVTOAFXUUDnvWbJ4ERq9Cfw7ureJHsEoHqEsXLCAJ556GmfDP5CqMhF8XJMEirUSwejvFjQABK0RyeRDVmYmAPv27eXmG29A8YxE03E4KApy0TaoycdPKEeSJK644zae/NszeHh4oHJqrFi+jDtvv53CgnwAgoJD+PDjjxk3fkKrtTFw0CBmz5qFZK1EMPgAoNSX4qgtZeCgwa3WTnvw4ksvM2LkSH6aOZO62lrGjB3Ltdddj8FgaO+uqaioqJwXlBflUltZ6rKWOrT6UdDoEQI6k5++jrRKDVqzD47yNATPMARBQLHVuPYzBzY/mTGAiuIswDVx8eMbj1BXUYwUNxbB4INccRC5IBmtUodYV01ofCcGXXYj4UdUarTEkQJHIxerwFFfW8Xi7/9D3sHdAIiShh5DL2XIxBtaLYQzODIBQRBd1TXB3QFQZAdUZRJ2RGbKuUhLeRoAFVY7l44dTZ/OK5g/8yuqC3KISUjk8utupltiHChKszyNFcuXo9VqGTJ4ECgucUQuzUHQN3/vnY08DRUVFZVziYN7tiB4xyDovQGXaCwG98BRsofstO1EJnShYtMKFLsFQWsEFLDXu6v/GhHMQYBCdWUpnr6BJK+Yx64NfyKG9kU6ZF0k521AJzgRatMxefrQfdoddB047uxf9HmOoihs/OMntq6Yh+y0AxAa25mJNzzaqgJRSHQiRSXpKAGd3Isr5fIDiJKWwPCYVmvnbKMzmLjqvn+xb+sKcg7sQm8w0anPSMLjkkjOriPE3yXc1FZXAuBl1CNore3YY5WLAVXUUDnv0el0KLKMoCjNIgYEnOj1OgYNHsylkyaxaOFClKoskAxQV4QCKA6r25JKsVXjrCsnqatrguGbr75C0BgQooa7JzvEqBEo+2Zxx5138OzzL5ztS71gyMnO5qpp03Do/ZE6XAoIlBXv4Nrp09m8bVurZV1cP+NGPvjgA7LSFyF7xQEyQlUGXbp154orz9+g8EZGjR7DqNFj2rsbKioqKuclUqPPr+xstl2RHSCIiJKGsdfez8LPX0G2LwRzEHJ1rmuf6lwEX9fEraIoKLX5BMd0ACDvwG6Ks9OQ4scherqqOaTgHmCtRCM2MPyhzwAIDzOecp9VeypY9N07FOZkIkWPQDD6IVdmsG3lPMyevvQaPqlV2vDw9qf7kInsWLMAxVLmmrSqygJ7HQPGXt0qbZyI1s7TaEpwRBQ3PPws0X4mnE65xX1MOg0rl/3FgP79MJvNUNvc6krN01BRUbmYkSQNiv2ILEPFNZ4QJQ29RlxO6va1NKTNA+9oFIcFEJCrc9y2RAByVQ6CKLkrBnasW+yq5ghyzUkIOg9QFGyZy7j+sbfxD4k6K9d3IbJ7w59sXjobMbg7Gt94FGslRXmbWPD1m0x/4JVWy7oYNP5afvv0ZeT988EzCqzlyFXZ9L9kOgZT61aWnm20Oj3dBo2n26Dxx9zH4KwHwNtoANTcF5W2pXWWM6motCNTpk3DabciF2xFkZ2HSjv346wp4sqrrkYQBL79/kde/tcrdAwzE+Fh5YYbrsfTbIL0JThL9+Es2QMZfxIWHsHV11wLQGFBAei93IIGgCBpEQ2eFBaeW9YD5xvfffsNDllBiB6FaA5GNAchRI9CFiS++eqrVmvH09OTv5Yt587bbyNIW0mIvpb777+PRUv+UCsaVFRUVC5yfALD8AuJQinajmJ33YAp1kqUkhQSeg5haJ+OdBk4jqsefhPfkAh0thICIjsQ0aEHcu46nAXJyOUHcab/gVJfQtTo60kpqWVvVjYAguGIVX8GXxz1FQzoFMKATiHsyre4H6fK4B6x7ge4JsAbHxcy5UU55KenIIQPQPSNQzD4IIX0QvBNYPvaha3a1rBJNzFy2h34GmR0tZlEx3Vg+v0vExwZ36rtnC6n8745FkEeR1tDOJ1OVq9Zw5hRo9o1T2Pn8g1t3oaKiorKqdKx1xCoykSucbkOKE47ct4mJK2emE698fQJ4JoHX6Vz78GYnWUYNQqBHQehVGXjyFiOXJGOM28TcmEywUkjMHm4Kj4sNZVHjR8Eo+v/ddUVZ/ciLzC2r1mI6BOLFNoHweCD6BODED6Iopz9lORlnPgEJ0l4fBeuvOefREZGo6tNx88sMWb6ffQfO73V2jhn0YnU17iqmr0MunbujMrFgFqpoXLe07FjJ1559TWefeZviFXpIEo4rbVcc931XHGVazW+Tqfj4Ucf4+FHH3Mf98BDD/PUk0+wasVyRFFk/KWX8cZbb7utpPr07cusWbOQbDUIepei7goGL6V3H9XX90zIzc1FNHhDE29mQdTg1Hjw5x9/8OJLL7faSonAwEDefOf/ePOd/2uV86moqKioXBgIgsC4ax7gt09ewpbyC6LBE9lShZd/CGOueRA4NHHs141+N3VzZxfszC3BMPcjMjcuwGGzEhSVwMTH3idp4CgA4j0Hsu5TAbkyAymwC3AoGLw6u5ndVOP5Nu4rbDZB3e0UKzgupvyNmsoyAARjc3slweRPbf5BrPW1GEytYwkqiOIJVyO2NyeTp9FoPdUUi9151LYj8zS2b9tGZWUVo0aNAI6dp2FN2+X++Xh5GkVnIE6oeRoqKirnGj2HTSJ7/07yDy5B0XuiOKygyIy7/mH0Rtf3r5dfEKOvvJvk7DoafAIJDvHEuncF22Z/TFnWSnQmD0KGX4Nv18nu7+6gyARKyjObWxdVZCCIEgFhMe11uRcEtVVl4N/c9lMwucYTWWnbCYqIa7W2QmM6cvntf2+1851P1Na4ckPkfFWEU2l7VFFD5YLgoUceZey48fw6exZWq5XxEycyZMjQFifGFUUhNXUfsiwz7/cF2Gw2RFE8auX+jJtu5r1336UoYzFO7wRARqw8QExcvLuaQ+XUsdvtVFZUYK8pQdNUMGqoQ7GUsWtnCd99+w033nRzO/dURUVFReVCJzA8lpuefo/Ubas5kJWHyS+CSVdcjVZvcAsNjRPHKSW1WKvLiDE34HfLQ1xy99M4GmxoDaZm4w3foDD6T5zOpsWzXMHgBh+UqkywlDPiqteP6kPTiemmAsepihtw4dtTWS2ua5KrstzWHIqioFRmAQKLf/gvU+94th172DqcScXNkXkajVRY7XQOPhxcGu1nOmqfI/M0zGYz/fr0gYZDExQt5GkAx8zTONJ66sg8jQy1CkNFReU8RavTM+2uF8jat4289BT0Jg869hqGl+/hzK1GMaP34FgiSrfxx0/fkJ2ZTnlRPsGBAYyeOJlB4yZjC+vKypRCigprMPeaTtG8f6McWITgHY1iKUepOEjPYZPc1Rynw/G+Vy6UMcLxqKkoQac3YqnKQgnqclgwqnTloW1eOpvOfUbi4d32FYgXOvV1tRh0WnSihM3TF2i52lNFpTVQRQ2VC4bOSUk8m3T8nIttycncddst7EtNBSA8LJz/vv8+4ydMPGpfb29vli5fwUsv/oO5c+ciiiJXXHcNL7z4T5e3sMopoygKN984g/lz54KowbF/AWJgEiAgl6S4djL48u5//qOKGipnDavVyoL588nLy6VX794MHTa81SqFVFRUzn0MJg96DJmIM/JwhkFTQSOlpBa7tZ6Mue+wc80SFEVBo9FxybW3MeXuJxBFkR05lWRVHa62mHb/C/iHRLDu95nUlmQT3ak70aNfoC4gkZSSWpICW64mOFLgaESt3oC07Wv544f/gMaAnL8FbDVg9EWpzESpKwSjHzlp26kozsM3KLy9u3vGtFWeRlOOm6ex/C+GDB6MTqeDhubPn2yexslwPudpKIpCalEeaUV5eBvNDIhNxKBV7TZUVC4WRFEiNqkvsUlHV5OtzlUYOKQbsRTzwVNTyMrJcz8X6+VBHz8P1i6aw4/ffEnvXr24+dFnsXfpwYoQT8y+Hhxc8hWWou3ozD6EDr0OU/exZ2wx6RkYctS2wrLqC2KMcDxqK8v46b2/Y7VYUJw2HAcWI/rGgbUSuXQfaIw4nXb2bllOvzFXtnd3z1sskkiclwEhy4Kn6dQX5lxslNXWsCkzDVmR6RvdgWAvn/bu0nmJKmqoXDSUl5czeeIE9HUNTCQICYEdBRVcN3066zZvplOno4MMwyMi+Pizz/n4s8/boccXHps2bmT+3DmucE9zEI6MZcgFWwEBjL5g9IGafA4euLA9wVXOHVL27GHKZRMpLCpCJ0o0yE4GDx7CrDlz8fQ8v4PcVFRUTp6mEwWNgoanvwcpJbX0jffnk3/8g5wtKxmi+BKEjkyHhcXffQQGM9Nuvb+Zxc+OnEpyahuIHT+DkVff2WJ7Ww6WuX8+kcDR2vZUjZxPkxey7GTNgm8RvKMRo0eg5G9GLk0FZNCaEbyjUA75mleVF18QosbxOJk8jaYi2/FoKU/DZrOxfsNG/vnCc2qexjFocDh4c8lstmYfRCuI2BUZT72BZy+7hsTgC/v9p6KicmK0XmY6G2t56uop2BoaiMJAb3yoxs6m6kqSbcW8E96Bqj5d+SBlPw/fdBUDBw5k7FU3ct3d01kzcTw5JbXUVFpPuw+ePoedKCIDPdCIruqE6IDD3/+KopB+yLpww64C7NV1mOX682qMcCK2rZqPzWZF6jQNub4UOWslcl0RiBrwCIWGWnDaKMnPbO+unveYjVrq6uowqnkax2XR7q18vuYPUEAAvljzJ9f1H8FVfYa0d9fOO1RRQ+Wi4acff6C2tobL5TBMuMK/QxQ9Mynki08/5Y2332nnHp456ekHSd23j9i4uBZFmvZm7Zo1SFo9gk8soIC9DnwT0EQdtgpzZK9Bqc7Ebrej1bbs36yi0hooisJN11+Ho7SKawjDW9aQg5VlGzfy8ov/uCA+E1RUVE5Mo6AxuEdsM0EDIDDAxJ70TA5uWsYwfEnCJXYGoseCkw2zv2bEtXe6v8N8DdqjBI5Gor0PixGNFkFbDpY1y0FoSeA4G/ZUXYMECrJS0Wh0hMZ0QpSkUz53W1JTUUpdVRlSXG9EUcKpyKA1IHWchqhx3TjL1Xk40/+gwXpxLIxoKU/jSOupxvdihdXu3maxO4+2nlIUvAyHx1wbN27AYrEwauRIwJWnIZfmHNWHI/M0Gq2njuRCzNP4bdt6tuekM5YAYhUTtThZ2lDKG4tn89GM+9GcY39DKioqZ4/k7Dp6DYrmmxfvAKeDMPRMJBiAYPQYkVhgK2ZFWRWj07X8N6Yj2zrE8lNmDi8/cT9enh5cftW1XHXl9VR4Hv5cza+0EOZz8t/9EV56KksLaSjJI+fgFioKssjOzGRLaTHlZWXU1tVhMpnw9PCgW5/+3DzlRvbUh5JTUsvqtMKTEjcUWaYwez82Sx0h0R0wmM69RWE56SkonpEIWiOCKIFsR4wdi+QdAbhC3h17Z6lB7K2EzWrFpD96wYSKi6yyYj5dvYQkPBiALwKQTBU/bFpJl7AoOodGtncXzytUUUOl1fnpxx955+23SE8/SIcOiTzx5FPuwO72JCszE29Jj0k+fJMhIeDnkMjMymy/jrUCFouFu+64nTm/znZvGzXmEr757nt8fHzar2NH4OPrg+ywIzmsIDvAYUXyjW1m9SP6xOAo309+fh7R0THt11mVC54d27eTmpbKZQThg2syJwojnZ0mvv/2W1XUUFE5y5QWZLFhyU/kHNiFVm8kqe9I+l9yJRpt298YNa1maLScCgxwTfyanZWAQjDN+xGMnr0VpST46tHpDewtqm42edxU4DjSnqpR4Gg6Cd1U4Dib9lSzv/+c9Wt+QnbYADB7+zPxhkcJjel4SudsS3QGEyCgNLheH6W+DMEz3C1oAAieYSBq3GHi5ytnai9yLJrmaRyLpnka/n5+dO/WFerL3c+fKE+jkYshT2P5vh10UMzE4XpNPNEwRPHl1/pC9hRk0yOi7e3DVFRUXDTYLGz68xf2Ja/C3mAjOrEHAydch187Vu3FKsV8sn0nnpKGEJpndzaOJ2q9PSgy+ZGdXkqUSeT1iARqendlQXEJv8ydxXdffkZ4eDgBAQH4eHsjiiJO2YksK648KUVBlmX3vw0NDdisVuotFmprqqmuqcXhcAAgiiKRQf7EhQcT4+dDT+9APIwR1FsbqFYkFvzyA998/gkTxo9n3J1PkxaYwJZdBSRnlwAtV3eWFmSx4Ju3qC5zjUdESUv/sVfRb/QVbfnSnjIGkwdCjWtsoNSXgahF9Dr83hAkLYJXJA2206+KUTmM1WrBqHeNz/JTc9AHBLRzj84tVu3fg0nQMFjxQ8I1D9YfHzIECyvSdqmiximiihoqrconH33I448+guQdheLblZSsAm6+8QZq62q56eZb2rVvSV27UmG3UIndPYFpw0mRZOeaI260zjeefeZvzJs3DylyCIJnOEpdEatWr+HB++/j2+9/aO/uuZl2xZX87aknachdA8F9QBBRLOXgFeHeR7GUo9Xq8PNrOehSRaW1qK2tAXBXbjViRKKurgpFUdRsDRWVs0RlSQGz3n8ep6gD/yRsdgvJK+dTnJfOlNufbbO/xZZsp5oKGlGBZup0MWgkDdlOC/4cnkTPxkpwWBQOQYPT7mw2adxU4GipeqNR4GipegPOnj1VTup20ld8g+ifiCaoK4qjgfr8zfz22Svc/uyH6I3nhv2E0exJbFJfsvbvQNZ7gdboCk9t+jndUAOy44II+Wz3PI1lSxkxYjjiIauSpqh5Gi4s9gZMRwidjeMJS0NDS4eoqKi0AYosM/+L1yjI3o/g1wE8DGQc2EvO/57lukfewMsv6Kz2Jzm7Ds/AEOry9wMQozWQ47TQB2/EQxOYWRyquBwwgOCAYIrWbyG7tJTsg9VEFdQySla4smt3duvs7G2wUWWxUWerRFYUJFFAFAREUQBBQNQKCIAoCui9DOi1HmgsVsz6MDz1OiJ8PQmodxDmYUYniQgIVBxwCRVYFUALisIjUy9h4cFsPt+8nj//uoTb732QR254gB+3eJKbVkhydl0zYcPpsDP3839jdQhICRMRtGbksn1sWPwjvoFhJHQbeDZf9uPSpd8o8n58F4p2gsYAst01ZtC7xm2KoiBYy/EOabnaUOXUsDc0oNOqU83HwtJgQy+ISMrhexsBASOSOn44DdR3mkqr0dDQwL9efhnBrwNi1FAAFKULYvYqXnrxRW6YcSPScUqxs7Iy+fbrr8nLy6NXr15ce/0NeHmdeFXZyXLV9Kt5/ZVXWJhfSFenGQ0CKVI9BpOJ2+9o2fP6fMBqtfLN119BQBdE/0QABF0cToeNuXN+o6SkhMDAwPbt5CF8fX358aefufH666lJmwuAXLgdQaNH8AhFqS1AKNnF9TfOUPMMVNqcnr1642E2s6uuhuH4ISBgRyZNsjB8+EhV0FBROYskr5yLExGxwyQE6ZCdkEcoOWnLKMhKJSym0zGPtTfYSN22mqLsNIwe3nTuOwrfwKNXjx+LphPIjbZT4BI0YvzM4Gdm6oxb+fWbz6hXnAShJwsL6dTx3ONvEONvJqu8Hovd6T72SIGjkXPNnmr7yrmIRl/EiMEIgoCgByFmJI6Un1m6fDkhXUcB50b+xuir7mbeF69ScnCJe5ucuw4xIAnFYUUp2IzRw4f4rv3bsZdtz658y1HWU0dyJnkaNTU1bNm6lRtvuP6k8zSqdySfVHunws7lG85Z6ymA7hGx7Eo/QHfFE/0hMWM3NWhEkU4hESc4WkVFpbXIObib/IwUpLhx7tX3SkAn7Km/sn3NAoZffusxj1UUhbyDeziwawOKLBPbpR/RHXue0T1AnWjC199E9vbdxPh7M6zBiw+tOSykmETMVOFgl1BD74g4YgMOWVId+qwrWr+FIsBWWopQ5iDMbqd3dACKeGiRRGIIFWmFx2oanCCIWtCZQQGsQIEdydOXzM2HLQS1fkeL//YtRXSxC3yZ1INf60r55KP/sebPhdz9+mfsDUxg/doDzYSNzH3J1FeXo+k0DcHgA4AU1g/qS9m5bsk5JWok9hxKSV4G21b9juuFEXBkLEMK74+gMeIsTUGpL6P74Hvbu6sXBA12O1qNasF4LLpHxLB4TzK5WIjANVYvxkaRYmVaeEz7du48RBU1VFqN7OwsKsrLkOIP34AIgoDgE0tRxlKKCgsJC2+5BHTpX39y9ZVX4lQERIM333/7Lf/3zjv8tWw54RGtc2NgMplYsnQZTz/5OAvmz8cpywwfMoLX33q71dpoD2qqq7FZrUgG32bbBaMvsixTVlp6zogaAGMuGcv+jEyWLFpEeUU5ixYu5M8li92rLadOu5I33nq7vbupchHg4eHBS6/8m8ceeZgKyYmvUyJPY8ehEfnnv15p7+6pqFxUFGTtB89wt6ABIHhHIYgairIPHFPUsNRVM+vDf1BZnItoDkCx1ZK8ch7jr3+EDt0HHbfNI6s0mtpORQWa8Ta6qjojvA08889/Exzgx3effsTu6lLCwyN55qFXmTDtGpxOmQhvA5LkWtXeVOAwaiW3wHEu2lPVVJSi6H2aT+BojIhaI8GeAoN7xDbL32hPccPk4c01D75KfnoKFaUFlBfnsWfjXzjKXJUD3gFhTJzx6FmxKzvXaM08jTWrV+F0OhkzeiRwcnkagDtPo3zD5mbbzyRP41zm2n7D2Z6Tzs/2QqIUA1WCgwLFynV9h+Njan8RUEXlYqEo54BrgZzn4cUMgkYPHuGuscUxUBSFVfO+ZOfaRYgGL0Bk98Y/Sew1jHHXPIDQQqXaiUjOrkPrE0hssBerNm+gX1QoCVkCf7/0ar5bv5zlFSXoJQ2XdO7FjQNHHXV8U3GjELBVlZK9t5SE2DDs5eUUl2S1KEg0w9n8vwcy8oHS5hZANS2sBtd6YKsqRSh3MMpmoF+PnryUdZBnr5/A39/+kLipg/h52X6Ss0voHWV25U8IorvawY3Bl9rq8qPP344IgsDQSTfRbdB48tL3YK2vZdeGP6k+tEhCozMwZOodRCX2aOeeXhjITifSafz9XCz0i0mkW1g0i/KzicaICGRiIT4ghBGJXdu7e+cdqqih0mr4+wcgSRKKpQKaDCoUayVarQ7vY2Q7OBwO7rrjDpyGAIToUSBpkWzVFGYs4fln/84XX3/Tan2MiIzk+5k/Y7PZkGUZo/HUQzbPNfwDAoiIjCK/MgPFOxpkB3JZKnJJCpJGQ/LWrSR27NiihUBLFBYUkJubS3xCAr6+vic+4DQwm83unJU77ryLrKxMDh44QHxCgpqjoXJWufPue4iNi+OTDz8kJyuLK/r358FHHqFjx2OvCldRUWl9PLz9qMwvaL6xoRpFdmD2OvZ30aa/ZlFVXoKm41QEoy+K7EDOXs3SXz4kplMvtDpDi8e1FA6eUlILusPflTG+Jjz1GoLMLqHl+Rde5O/PPk9RRRVms4dLCDgkBhTX2tx2Pk0njbPK690/n4v2VGHxSeRnzkFxWEHSo1Tn4izeBQ31VJbkYamtalbJsm5HhvvnIwUOe4ON8qIcDCZPvP2DW+zTmSIIAuHxXQiP7wLAwLFXU5R7AJ3eSFBE/HlfYdfeeRomnYYVy5cTGRlBfFwc1B1+n51sngZwwedpAIT7+vPW9NuZt2Mje/NzCDF7cFOXXgyIPXeyaFRULgbMnr4ojgaw14HO9X2oKAqCrRKPsPhjHpefuc8laIT3RwxIAkCoSCdt2yoSug087aq/4BBPung28L+dO7l6aB8QLfSJTqBPdAIWewM6SXPCCd+mVWpF67eQU9MA2kPf9S0JEschavKEk973sJhiJdqi44PEJN7Ky+SZe27m8WeeY/olN/LLckjOLiE8MgEUGaUyC8E3FsVahbNkD0r5AfALpCQvg8Dwk7NSVBSF8qJcZKcD/5AoxOO4e5wJ3v7B7vFJr2GTKM5Lp8FmITgyAZ3+/J8XOleQZfmk554uRiRR5NnLrmHJnmTWHkhBVhSujevPpd36otOoU/SnivqKqbQavr6+XDn9ambP/g1Za0Awh7jthG64cQZmc8urlrZs3kxxUSFSh8sQJNdKMUHvhdMnkblz5rSJr71ef+Gs4hNFkRdefJG7br8NnEuQrdVgr0fwDMfptHH3nbezbOlffPrFl8d9HWtqanjg3nv47bdfUWQZnU7PPffdx0v/euW4tmGtQXR0jCpmqLQbl4wdxyVjx7V3N1RULmq6DRpH9tdvQN4mxIDOKPZ6lPxNGMzexHU5tgXN/p0bEHwTEIwu4UMQNYghvbHv+5XcA7uJTTr2sS2Gg3sZ3LZTjYKGWSuglURARpQEIgJ8kBGpttpBUQBcwkcTgaORRoHjXLWn6j36SnauWYh9/wJkjQnqCsHgh+AdRcrGZWTt3cbNL3yK2cuv2WvWtHoDQMpZxfrFM7HbXCJOWGwS4697CA+fts3H0hmMRCac37loR9KeeRoAK5cvZfTIli0YHXlpR1lPnS7nc55GI8FePtw5bHx7d0NF5aImodtA1vz+DfaslQhh/RA0BuSSPcj1ZXQbdGw7ofRdGxH1HogBSe7PO8EvHqV0Dwd3bzxtUSMy0IN9y2ZhMujopxjYzeFFBUat7jhHtszZtOFrWimSVVqKXGTjhaQEOvh68far/+L2onyuuu5Jlu8xk3cAojv3ITt1NXJlBkp1DohaBO8oqqqLmPnu01x205PEdel33DaLc9P5Y+Z7VBTnAmDy8mP0FXced/zWGgiiSHBkQpu2cbEiyzLn9xKTtken0TC5R38m97iwLVPPBqp8ptKq/N9/32X06JE4s1bhSPkZZ/ZqJkwYz2tvvnXMY5RDEwIc+dEnCCgoR+1/MbJ+3Truu+durpl+Jf/9v3eoqqpq9vx119/Adz/MxEfbAPZ6NImT0cSPRZs4CSlyCD/N/JEtmzcf4+wuHrj3HubOm48QNgBN4mQcfp1577//4e0332jLS1NRUVFRUSGuSz+GXDoDytNw7J2F88BCzHqRqXc8e3w7IaWFccKhyQmlpec4fji42ajF26jF26DBUydh1grMnf0zIwf25a1X/0VBTibgWtXuY5DwMmgPW/coCigKQR56d1aB0ym77ami/UxukcNid7pFjs7BXm6Ro8Jqdz/AZSHUKHJkVVncj0b6xvu7H43X0VTkqC4vYtnM//HjGw+z8IvXiDXXMqBTCAM6hbAr30KW1ZP+t71DZHwi1BUiBvdE22kKmtgxaDpNo66mijVzPj/qNRzcI9b9KDu4hVVzv8DpEYnUYRJS9AgK87OZ+8W/UeRjT56rnDqtnqdxxN9IcXExu/ekMHrUSKgtRZS0LR7blIsxT0NFReXcQWcwcvntf8eokXHuX4Bj72yEynSGX37rce2ElEPZCsd69nSoE03EB3myaM4sLu/bBbOkQTScf4spgwf1JfTSsWwzwr0bktmxv5BrO8Xy5Zdfsvo/TzCicwCeCTGEjbibPiOnuAQNgw+apOloYkaiSZqO4BHGXz9/gCw7j9mOtb6WOZ++TFWtFSluLFLCRKyYWfDNm5QWZJ3FK1ZpTdpiUbKKyrFQKzVUWhUvLy9+nTOX1NR9HDxwgA6JiXTokOh+fltyMmtWr8LP35/Jl0/By8uLvv36ERAYREXxDpTokQiiBqWhFrEijcmTL7/oPxA/fP9/PPXE4/hqDJidAksWLuTzTz5h6cpVBAYFufebMm0a9997D4JnOILp8MpIwS8B8jbx3Tdf069/y0pwYUEBv/32K0LYAKQAl+2OZArA6bDyv/fe44mnnlZLCFVUVFRU2pTeI6eQ1H80hVn70RmMhEQnIoquSsH6mkrS92zG4WggumMvdxB4QrcB7N68EsU/EcHggyI7kQu3odUZiUg4ti/tscLB/T10+Bp1hHnqCTBp+GvxQh685y769O7Nxx++zxuvvcqggQO54aabueLKq9AYXCKFj0FCPrRWqPqQIHFk9cbZtqeqyk9nxTv3oTRYCJF15IpOtv75C9c88X8k9hnexJ4KGiRPAMSgw6+ZoPdE9I0jLXk142968pivZfX+lYieoYgRg1xjNnMgstZE+YFF5GXsJeKQVZRK23BGeRrQLE9j1cqVAIwaMcK9Tc3TUFFROdcJierALc/8j4LMVOw2K6ExHdEbXS4RToedjL3JVJcXExAaRWRCNwRRJK5Lf3asWQhlqYj+HREEAbkiA7m+jLgup7962rOhktS0NB7pPQ4K7Sc+4BzE7nTyr99nsjs/ixD0FDTYWLOvgsFhQfz1xxJq6+oY9/S7/FYaTm3dcFB+RQpMOuy6IYiIQV2xHVxCRXE+/iGRLbaTtn0NNms9mqTLELSu7yfFFIi8bza7N/zByGl3nrVrVmk9VFFD5WyiihoqbULHjp2aedI7HA5uv/UWfp31iytw0OngiUcfZeYvvzBi5Cg++uQTrrv6apR9s1D03jjrSggJCeHlV/7djlfR/pSUlPDs3/5GFzwZ4vBFQKBKsTM3J5e33nid148I1K6rr0fRHrGqTpFBkamuruZY5Obmosgykql5oLhgCqIiex8Wi+WY9mEqKioqKiqthcHkSUzn5rY0+7auZOmsj5BlJ4IgsnreV/QeOYXBE2+g/9jpZO/fRVXqHERTIDTUoDhsjL72wRb9kVuq0gCOqtIwaiU2rVvDXbfexJTLJ/PDB2/R0GBn7vL1fP3Ndzx4/308+fhjTL18MtffdAv9Bg+jUftvFDja257qs8+fwtRgZ4ocigEJp6ywhFIWfPIyCR8sQpRctwEDOoWQ1miPIduhyep8xWk77ipLgKrSQjCGNLuBFQ6NJ3YdyKFYG9OuAePnC8nZdW1iPXVKeRorltGpY0dCQ0OgttT9fGvnaVwI1lMqKirnFqIoER6X1GxbZWkBcz79FzUVxQiSFsVpJzA8jil3PEd4XBJdB45l94Y/oWwvICJbyonvPoj40xQ1tF5manJd4eR9okJxlBWc4Ihzk5Vpu9idn8VlBBOOK5sshRpW5xfz94E9+O/6dSivPcgVf3+fLw+6qvUU5xFZH4f+f7x8jOryYkS9p1vQABBECcXgR3V5SStflcpZQ1FcQ15JnW5WaXvUd9lFTHV1NTqdDoOh5RDN1uTjDz/gt9mzkaKGIfjGIdotWHLXcv2117I/PYPxEyayeds2vvnqK/Jyc+nZqxczbroZn2OEi18sLF+6FLvDTh+CEQ6Vx3qjJd5p4Pe5c48SNaKiokg/eAC5NBXBvwPITuT8zaA4uWr61cdsJz4hAZ1Oj6M6B6lJlYdSnU1kdAwm09Er+9qCqqoq5vz2K8XFxfTr148RI0epKr+KiorKOYbTYcdhb3CvgmxLqsuL+evnD8AnFk34ABAl5JIUklfMJSymM7FJfbj24dfYt3UVhdmpmDx8SOo3Cr/go1cFthQO7unv4Q4Hjws0E+NrIsxTj9NSza0zrmPI4EF88+5raHUGJEni2ktHce2lo8ittPHdDz/wzXc/8ONPPxMREcF1N8xgxo03EhoZ47anala90ShwHLKmalq9EeFtQJJc+zYVOIxayT0p3bR6A5oLHE2rNwDCjRL7t61nCL4YcE0oSAj0wpN5lUUUZe0ntMnkc2y3AaTv2ogzdwNS5BCQdChV2SiVWXjEHD+zIigynqyD+1EUGUFwXYNSne16rQcN5GDl4de+rcQNRZbJ3r+D4tx0PLz9iO828IIL/Wwqwp0JTqfsfg8eyYplS7l0Qsuhsq2Zp3E8dqrVHSoqFyyKLGOz1qMzGN2VmG3JHz++R53FhqbjFDD4otQVUZq1nNXzv2LctQ8yctqdxHcdwP6d61Fkmbgu/Yjt3AfhNBwKkrPrwMdEZUU5AAGeHhS29gWdJbZkHiAUg1vQAOiMB1upYu++Qv43eiD3LVuP8OoDTLvjWV7/EeSiXYgeoQhGPxRbDc6CZERJ666sbYmA0GhkaxWipcKdjaY4bFBfjH/o2RO/K4rzyNi7FUEQiOvS3x0mrnJ6KCgoVmt7d0PlIkEVNS5CNqxfz9NPPkny1s1IksTlU6fx5ltvExxyfI/eM+G7b79F8IlG9DsUxqQzQ/hAqvfO5o/Fi5l6xRXExyfwz5f/1WZ9OB/RHqq6cBzh6+lAQas7Omjsny//ixuvvxZn7joo2AKyExQncXHxXDpp0jHb8fX15e577+V/7/4Xp8OCYApCLk9DqS0krNMgfvzhe66afjW6FtpsLdavW8eVU6dQW1uDqDXgbLAwbMRIZv3621kTVVRUVFRUjo21voZV875i/451yE4HAWExDL3sJiI7tF1Qc9qOtSBKSBGD3LYGUnB3qMpiX/JKYpP6oNMb6T54PN0Hnziw93jh4L5GHZ56V5XGlx99isVi4cv/voZer0cuzUEMOCyURPjA3+67lafvvYUNKel8+90PfPzhB7z5+mvnhD1Vdo0VURRxHpFp0TieyKxuoOJQ9kZSoAd9xlzBql8/xV6VjeNQ2CdOG4IokjT5oWYT6t3CmosFAyfeQOabD+M8uATRNwHZUo5SlorZ25+DO9fRfdgkPHwCAFfAeCOtJXDYLHXM/fzfFGWnIWgMKA4rq3//lql3PEdQRFyrtHGucGSeRtP8FDh2nkbTKiA3R+RpZGZmkJmZxeiRI9o1TwPObjCuiopK26MoCjvWLGTL8jlYaivRmzzpPXwyfUZOOS0B4WSoKiukKGc/UswoBKNLkBU8QlACurB/xzrGXHUPkkZLVGKP42ZvnAomgxab1YIgCOiOU6FwrqORRByC0ixaRAZkFGptMt77a3l/9ADuX7YOs/k/dB40mr0bVuBInQsaIzgsgEDvMVcct52E7gPZ+NcsajP+hIDOKIIExbtAdlBfXUFBViqh0R3b9Fo3/vEzm/76BUHSgAJrfv+WIZfdSO8Rk9u03QsZRUFdmKpy1lBN8i8yUlP3MWniBHakZiFFDkUJ7s383xdx2aUTcTgcbdZudU0NSEdUhGhcN8U1tTVt1u75ziXjxmE2mdlAJXZcExP5WDkoWph+7bVH7T912jTe++BDvL19DpV8yowZO45lq1af8Ivl5Vf+zbPPv4C3XIwzexVKbSGS3pOtuw9y9x23M2HcWOrr6497jpMhMzODjz54n08++pC83FwA7HY7M66/jnrMSJ2nI3S+BinuEtauXcubr792xm2qqKioqJwZiiwz9/N/k7ZzEwT1QIoaRnm1hXlf/Jvi3INt1q7dZnGJGWLzdTiKRk+D7eRXrp9KOLhireWTD97j1uunExYSDBWutZZyaY77IUpaREmLIAgM6hLPB68+T+6ujXz71ReYzWYevP8+4mOieOjOW9m4ZiWyLCMiNwsYd13IoXBxs84dMN4YLu50yi2Gi1vsTne4eOdgrxbDxXvHBtJz+Dh2ifVU4NpuwckWsZrAsBhGD+vXLFw8wyIx8tEPCIrq4LKtdNrwCgjlpuc/ZczQvu5w8cbXr6nIEdGhO1c+9DoBvp44c9aglO4FQcDi1LBuwfd89vyNFGalAocDxht/J42Pk8HeYGVf8iqSV84nP3OfOwh+/ZIfKc7PRIqfgNTlWjRJ07GjZ9H3/3dRBJWfTJ4GcMw8DfHQ+HLF8uWIosiI4cPcz8ulOUdZT1nTdjWznjpensaR1lMqKioXJ9tW/c7q+V9h1QUiRY/Ebgpn/eIf2PjXL23WpnuMoGkuxAsaI7LTgdPZ+nMfnj4GzGYPFEXB0mA78QHnKIPjO1Os2NhHLQoKThS2UIkVmQFRCWRbwWd/HW8M68OiRQvp2SGa3pdcDoIIDguCpGPA2KsZOO6a47aj0eq58p4XievUHblgK0reJhR7PYLBl7Q925j1/nNsWf7bGV+PoijkHthN8sp5pG1fi8Pu+t3kpaew6a9fEIN7InW5HqnrdYiBSaxd8A0leRknOKvKsZBlGVFURQ2Vs4NaqXGR8cH/3sMpaBHixiMcmiCQPYJJ3fs7ixYuYPLlU9qk3UsuGcM33/6IYu+BoHUNLOTSvQiCwPAmYYQqzfH09OTjz7/glhtv4DulALOoocJuZUC/gTz86GMtHnPLrbdxw4wbyczMwNfXj4CAgJNqS5Iknn7m70y/5lp6dk1CCOyCENoXQRCQaovYsnkJn3z0IY889vhpX8/bb77JP//xvGvAAzz5+OO8+fbbdEhMpLioEE3i5Qg6182z4BWJ0yee77/7nn/886XTblNFRUVF5czJPbiH4pwDSPHjET1dE5qKTyxy2lySV85nwg2PtEm7EQnd2LLsN4SqLASfGFe71kqUmgIih405pXOdbDj4C08+R73FwpMP3uPKAePoTIGm4cmNFRxGI83sqX6YOZOvv/2emT8ftqe6YcYMwqJiz4o91dUPP8fbqbv4uSAXH8lAtdyAVm9k0n0vuRc6NAsXB0Y89QX1FUXE+xjwCQw7akFE00qBjfsOG2t069qf2K79+frlOyktLUOMG4+g0aM4bDjT/2DJN29z8/OftPi7WLcjo5mw0VIFR2H2fuZ9/m9slloEUYMiO4ju2ItLb3qCfVtXI/h1RPQMde2s80AI7Uv1wcUU5R4kJKrDUec71zhbeRqN76cjMek0rFq2lF49e7qsX5vkaYDLeupkODJP40jUPA0VlYsPp9PB1uVzEP07IkUOdm30jQVRw7ZVv9Nn5FS0upYt8c4Ev6AIDGYvGkr3opiDEAQBRXYil6cRGBHfZhaFfgGuTKmC6jok+/kZFD4wrhOjEruxPG0XW4VqnChYFAfX9x9B7z5DKFq/hezSUqIyrTw/sCf//OZLbr/tNi7/bQMLlu9CY3MianQntVrfw9ufiTMeY+uKOaxb9CNS/EREj2DXwoWCraxf9CMdug8+bUuoBquF+V++Rn5GijtXxejpw9Q7niN122pEgzdiSE93X8WwvlCVQeq21QSGt/738sWAKDuQ2qgCS0XlSFRR4yJj185dOI1BaJqseBRNgQh6Eyl79rSZqPHEk08zd85cKvfPxekRgeioQ67O56FHHsXX14+dO3YQGhZGYGDgiU92kTFl6lR27E7hp5k/UlZayqAhQ7ls0iQ0mmP/+Wq1Wjp0SDyt9pYsWgiCiBjc5MvdIxjFK5K5c+actqixft06XnzhOcSgbojBrhJfuWArjz/6CK+9+ZZrJ80RA1rJQF3d+epGqqKionLhUFaUDaKE4BHq3iaIEniEUlqQ3WbtRsR3JbZLPzL2rEDxjkARtVCdg29gGEn9RlJWmIMkafAOCDnmzfORVRpu26kWwsHXrlzO559/wbuvvURURLhbvGhpUlcTnohiq2tR4IjwgafuuZkn777JbU/1yUdn154KrwAe/Ox3DqxdQu7+vfiHRjBw/FQO1ohum6Ijw8Vd+LPlYBkFpa7XLSnwsADUlEaBY+O+QnblW7DWlFGcnYYUPQLh0Pe5oNEjBHahOGslNRUlePoePc47lsDRKG7ITicLvnkLu2hC03kC6DxQqrLI3r+KLct/w2G3IWiaVwM3/t9xHq+UbUpr5WkALeZpKIrCipUrueXmG48SNBpR8zRUVFROB0ttNdb6aqTgfs22C54ROIp3U1NZil9QeKu3K2m0DJ98C3/MfA8aqsAYALWFCI56hk26n5rKUqz1tfgFhSNpTmy3dzLUVFrxSHIJ6QftMqd3N97+iILAA6MnMbpzd7ZkHkAjSQyO70xsgEtYCB7U1y1s9CiGfw7pzYtffsm19fVcdfsLrE4tJTetkOTsupO2mkzfswXBKwLRw9WGIAiIIT1RSlPISNlCz2GXnda1bPhjJgXZ+5HixiJ4hoOtGlv2ShZ99w5B4XEgNRdfBEEESYe9Qc2EOF2cTid6tVJD5SyhihoXGXFxcWzbndo8zNFahcNWT0xM2ynRkVFRrF2/gffe/S8rV67E3z+Sm25+lT27dxMXHYnNakUUJa6+5lr+8957mM1tHz56PhEVHc2TT//trLR17BUVivs9czrM/PF7NCZvCO1zWCwJ749Yk01mRoYrqLx4D2J4f9dKGocVsSqd8ZdPPO02VVRUVFRaBy/fIFdOk6UMTK4KQEVRoL4EnzYcPwiCwMQZj7Fn41JSt6/BabcT23cafkER/Pifp6mtLAHAPzSGcdc+QEBodIvnaRoOnlJS6w4H9/fQucPBzVqBN//9MoMHDeKeW2e4qzScpXmuvjSZ1FVqy91ChybcNW3RVOBoFDdkp51BXeIZ9OrzvP3Ck8xbsYGvvv6WB++/jycff4wpkydzw8230G/wMBoXtTUKHM2qN44QOBppFDiaVm9AU4HDC51hKkljpgLgYdDSw+fw67Ijp/LwuVoQOLYcLGuW29CSwNEobtRWaljheiWO2gdOzl+5UeBoKm5U5qRQX12OlDgZQe/pOpdPDEpNPnu3rCCqQ3dysvaj+CciSDoURcFZsget3khwVMIJ2zxfOJk8jabZKo2cTJ5GSkoKxSUljB45EkDN01BRUWk1jGZPNDoDcl0xeEe5tyv1JYiSBrOnT5u13bH3MDy8/di+ZiGVZUUEdulJp97D2bR0Nrn7dwKgN3oweOL1dB04tlXa9PYPICIigu1FlQyID0DeXUzR+i3n3WebIAh0CYumS1jL46qmwka3InhteF+e++UX9h84wOOvvseqwARS9peyOrcSs1x/YnGjpTGCori+rs5gfnzvlpUI/h0RvSJcGwzeCKF9qTy4hMSeQ5C3r0GoLXKLKXJ1LrKlkqjEnqff6EVMmI+RzQ5XpUZFWiFaPz+oaWjvbqlcwFxUokZpaSkzf/ierMxMkrp2ZfrV1+Dh0fLqswuVe+67n19+/hkylyMEJLlCIIu3ExIaxuVTp7Zp2+EREbz2xpvu/7/15hu889ZbiMHdkCIjUepL+OWXX1BQ+OyLL9u0LyrH5rJJk3nqySeQC5MRw/ohCCJyTQFKdQ7TrrjvtM9bW1OLIhkQj1wJodHjcNh58aWX+Pvfnka0luDQeiLWFeDlYeLvzz/fGpeloqKictrITifpKVvIT9+DweRJx97DT7sM/nwlplNvvPxDqM1aiRDSC7Qm5NJ9KPVl9Bh6f5u2LUmaZkHgZYU5zPzvUyimYKT48SDbqSjawW8fv8RNT7+L3nj4xvlIW58jw8Fj/MzucPCd27ayefNmfvv2UwRBaJYn0ChoWNN2AWBIdGUFNBU34LDAcSx7qmsmjuSaiSNbtKe6fsaN3DBjBqGRMWfFnqppwPiOnMpmIdONAkcze6omAkdL4oaHTwBhCd0ozN+N4hGGoDWiOKzIxbsIiensDgs/GZr+zuanbwVcPujN0BhpqLcy+NIbmPXB8zj3/epq11aBUl/O0CvvRqs7Is/tAuPIPI1GKqz2ZpU7J87TWIZer2fwoIHgdIlJrZ2nkaFWYahcpJTkZ7J/xzqcDjsxnXoTkdD1ogrRlTRaegyZwNYV80DUIHiGo9QVohRtp+uAMc2+s9uC8PguhMd3AVyLMX78z1NUlJUgRQ0DnScNZWks//UTTJ4+xHXpd4KznZiM8nr6DRrC6h2buGtoH2KDvblQfQeaChsd8py8160br2fs55bLRvDI089yz+U38f3GHHLTClmdqxxX3OjQbSCFv3+DXJOP6BmGosjIhdsAmbik0/+92BusCJrm34GN44nQqERCYzpRcHAxsmc4AgpydR6RiT2ITepz2m1ezBi0Ig6nE60ktXdXVC4SLhpRI3nrViZdOpG6ujokozeOug95/dVX+eOvpURFt6w+X4j07dePb777nscfe5Sig4sB6N2nL59+8QVGY9v4SraELMu8+5//uLw1Qw99YZiDcCLwy08/8cq/XyU4JOT4J1FpEyKjovj3q6/xzNNPIdZkg8aAs7aUwUOHcefd95z2eUeMGsXPP/0EdSWIZpf9hFyTj7OunJEjRzNl2jQ6de7MF599RkFhIYMGTeb+Bx4kIjKytS5NRUVF5ZSxN1iZ89krFGbuQzR4ozisbFo6i3HXPkRizyHt3b2zhihJTLvzef6Y+R4FmSsBMJi9GXbNA0QmnN0w4F0bloCkR4od47LAAhRjANa9v5C2fQ3dBrnEj1MJBzeIMi8+8xQdExOZeMkod5VGU8GiUdA48ueWBI6Wqjfg+PZUH3/4Pm+89upZs6dqFDiaihvQXOBo2Z7KJXA00lTgmHznc3z90p3Y9s5CNPkh15cj6QzETXjA/TvoFnZq480xl1xC2pIPkUtTkMJcExuKwwaVB4nq2I2A0Giue+RNtq9ZQGH2ATwjEuk+aDwRCV1PqZ32oq3yNI7keHkaK5f9xYD+/Vz3ArXNg9tbK08DUPM0VC46tiz/jfWLfkDUGkHUsH3173ToMYRx1z2IKF48k34Dx12Lo6GBXRv+wFm4DUGU6Nx3FMMm33JW+5GfnkJZQSZS/AR3DpNgDkK217Jt9e9nLGpUFVeSVVpHv0GDmTv7F+oH9ECxN0DruFudkzQVNqJEDZ927sZ3lUW88a8XifrqU+5+9CnESWNYk1ZGUWENq3PrMMuusUlTgaPrwLGk79lM3sElKCY/cNiQG+oYOukmvPyCTrt/EfFdycttrObUoigKculeNDoDITEdmXrnc+ze8BcHd29CEAQ6jJlAUr/RF9XfZ2sRFOQaD9rtdjQ6NVND5exwUYgaiqJw5+23Uy/rETtNBK0RyVZNUcafPPXE48z8ZVZ7d/GsMmXaNC6bPJl9e/diMpuIi4s/632or6+norwMKapLs+2iOQiH7CQnJ+eURI3U1H28/cYbrF27juDgIG674w5umHHjRbUKpjV54KGHGTZ8BDN//IHa2hpGjhzN5VOnotWe/ojs6muu5fNPP2P7tkU4vSIBBaU6h2EjRnLZ5MkAjB03nrHjxrfSVaioqKicOdtWzqco+wBSwkREjxAU2YGcs5a/fv6A6I4923yF4bmEl18QV933MtXlxdis9a3qQ30qVJUVoxj83YIGgKAzI+o9qSorarbvicLBNU4bX7z3Hj98+RklxUVcd8UUqqpr8KOkWZXGkSvUG5HL8o+q3gBarN44aXuqb747i/ZUh/I3DtGSwOE+18nYU8V05IH/zGH78rmUFmQREBpNz5FTMHu7Kl0a8zfg5MUNk6cPQy6/ldW/fQr1JSg6L6jJRSuJDBh3DQDe/sGMmHLbSZ3vfKOt8zQcDgdr1q7jiUcfUfM0VFRakfKiHJegEdQNMbQ3ICBUprN/xyrikvqS2Gtoe3fxrCFKEsOn3Er/sdOpqSjBwycAo9nzrPejqrwYcAkZjQiCAKZAqsryT/l8B3ZtZMfahdRUlBIUEYfUZSqQSFTH7siyTJ7h8MTu+WhBdbI0FTaiK2Qut3kyuk8ffrFV8uzjDxMdGcEtj/4d08hRrNpXTE2lFUdhfrPMDY1Wx5Q7nyN99yZy9u9EqzfSsdcwgiLizqhvQw5Vc8qpv6F4hCPYKpDrShg29XZ3WHzPYZeddmaHios68fCCGru9Ab1ZCy2vpVBRaVUuClEjNXUfaal7keIuQdC6PrgEvRdO/04sWrgAm82GXn/0IP9CRqPR0LXb2V1Z2RSz2UxYeASFNbngd1hUkatz0Wp1xMWfvNCyNyWFUcOHYZNFZI8I8lLz2XzXnezbu5d//fvVFo9paGigtKQE/4CAi+53f7L06NmTHj17ttr5DAYDC5cs4aMPPmDe3DmIosiVV93PHXfdfdzQcxUVFZX2JHX7WvCJQfRwCe2CqEEM64djTzpZ+7ZdVJMSjZzJirnWwD84gpyDe1GcDQiSDgDFWolsrcY/xOXXfTLh4B4aeOKWq9mZvMWVD6L35uf5i0jevoMNsz7HeChLo2lVRtX2rZTW1qPTSHgbDXj1OLzy/ETVG3Bm9lTX3TCDG2bMICwq9hy3p9IxZMqtLf3qjgoXb+REAsfAS2fgHxbD9hVzqasqRwofRHiviW0SLnsu0pZ5Gslbt1JdXc3IkcMBV55G0/dnI03f39U7kt3WU0dSdAbixIU64adycXJg5wYEjR4xpJc7l1DwjUcp3cf+nesvyvGDweSBwdR+9t/+Ia7vW6U6F8HH5dahKDLU5hMQGXW8Q49i26rfWfP7166KD0MgGfv3oex5jrBIL4ZfdykajYaUwjI6Ad1HDWTn8g3UN9iw2u34mswnXHxZtH7LMZ87Fz8rG/tUuH4LtiorUdXwt9AIbp8aw8dZebz46L10iIvl5vseJmbMZazNDmiWuQGuyo0OPQbTocfgVutXYHgs1z78Oskr51GUcxDP4Ci6D76L6I49W60NleZYrTZ0GiOoURoqZ4GLYibR6Tg0oBeOKCETJGRZxulsYcCv0qYIgsDTzzzDww/cDwgIXq5MDaV0L3fe7/LmPnjwAFFR0SesDnj1lX9hkyVImIx0KNhQKdrBe//9L/fedz/hERHufWVZ5u233uTdd96hsqoSD7OZe+5/gGeff6HVJtbtdjufffIxP373HfX19YybOJFHHn2MoOCLy3+9JcxmM48/+SSPP/nkGZ+rsrKSV176JzNn/ojNZmP8+An846WXSEjo0Ao9VVFRUXEhyzJCC+MHAKesjh/ag+6DJ7B7w184DyxCCOiMIjugdA+evkHEdelHZUkBDpuG4f27HDccfM/KxezYshEhoDOU7kOTMAGcDaSlzuWb+X9x9yV9Dq1Qz0P0D2PRrN94Yd4K9uXmIwCjO8fz6vRqwn1dokCjwNG0egOOL3AcaU+1IiWb/3zwCan7D9A1qSOfvPNvRA9fvv3uBz756APefP2189qeqpGmk/QnK3B06DmUDj0PTwKu25HR4n4nQlEUUjYtI3nVfKrLi/ELiaTf6CtI6DbgtM53JjQV306V1srTWLlyBZ6envTr0wesle59jszTAFqsVirfsPko6yk1T0NFBWTZ6RIzjpi8VkQJ2elop15d3ARFxBMe35X8zDUo1goEvSdy+QEUSzm9Rz5IdUUJoiji4d3y52sjDTYLG/74CTGgE1LEIAAU2YnzwCJ2zP6Q0mkTiIuNJctmZ0SYJxnr1vNJxg527PgTWVEI8/LlliGX0Dfm6PvWpmJGpKfuqOdzahrc+zQVN0prq/lt23p25WRg0hsY1ak7Y5N6NcuzPBs0Vm0UAdkHS4kqELlTNnDL5aP5Yn8GLzz1KJ4ez3PldTdx7ZQbSakLIqOomty0Qvd34glDxU8R36Bwxky/t1XOVZRzkA1LZpKXnoLeaKZL/9H0G3Nlu1Qun6tYrVaMOq0qaqicFS4Ko7NOnTsTERkFJbtdN764vHjF8lSGjRiJyXT0YF+l7bn1ttv573v/I8hgwZm1Ao+GPB56+GFyc3OJjYygZ9cuJMbH8fVXxw8NX7lqFbJXDIJ0+ItE9O+ILDvZuKH5TdQ7b7/Fy/94gYgqJxMIJL5O4p033+DFF1onjFpRFG69cQZ/e/IJKrenIqTl8en/3mfk0CGUlrZc0q9y6jgcDiZfOpFPP/uCam04Nq+O/L74L0aPGEFB/qmXDquoqKgci/gufVEqM1AOTfYpioJ8yA86OrFH+3buIsXLL4gr7vkHQcFBOHPWIudvIjqhMx17DeWrV+/n2zcfYvMXD7H46zdwNljdE+hHhoPv2LwejdEbpTIDwTcOQWtCMPggegSzcsVy4PDq9E2LlzDj45lU55VzCQEMxY/Nqdlc89HPKEGu1Z3VO5Kp3pGM6B/mfjSew5q2C8HDz/0Al0WVszQPQW9G0JuZ+fsfjLviWjYvW4shs5w1S1YxZso1lOdl8sGrz5OzcyPfff0lZpOJB++/j/iYKB684xY2rF6B0+lERHZXcHgZDo2JFAUUhSCzjiAPPUEeepxO2f2I9jO5J70tdqf70TnYy/2osNrdD4AekT7uR1aVxf1oSt94f/eke0pJrfvREgM6hbgf4KqsOVnLpdMRBZJXzGXZ7I+osmshuBfl1VYWffsWadvWnPK5WoNzIU9j6JDBLS7uOdk8jZNBzdNQudiI6dwH2W5BLt3n3ibXFKDUFBCbdO6ttL8YEASBSTc/Sec+w6BkN86sVfiYJIZMnMHKOV/w9av38eUr9/DTe89QWpB1zPOU5GfiaLAi+nc8fG5RQvCLpyJ9F/VWO/Hx8aQXliErCi/s3si+qjIGKT6MJRCx2spri2eRWpjrPr5o/Ra3WBHpqSPEXou9vBw/QwN+hgZ8pTr8DA2E2GvdYkfjMaW11Tz1yxes2LMdr6oGGoor+WTVYj5csbCNXsnjEzyoL8GD+qIPCKDI5Ee2VUB30MoLwTEsuWoCM3p24LcfvuL+SYPJ+OpZLgus4vopPfDtFEeDTyCrc5UzEv3bitKCLGZ/+AK5Odkogd2x6oPZsnwOi77/v/bu2jlFXV0dGkvrWWeqqByPi6JSQ5Ik3nv/fa6+8kqU1F9x6n0QLKWYTUbefOvt9u7eRYsgCNx2x53cctvtVFZW4uXlxaSJE9iwaQuE9kXSe1NWcYAH7r0HX18/Lp8ypcXz+Pr4UFnW/EZZaXD939fP173Nbrfz7jtvk4QnQ3BNKERjQlIEPv7gA/7292fx8Dizctj169Yxd+4cxhBAAq4VBr2dDmblF/Dxhx/w7PMvnNH5VVwsXrSQ7duSkRIuRfJwVcAoAZ2oTv2Vjz/6kBdfermde6iionKh0GfUNDL2bqUydS6CRzCCvQ7ZWs2wybdg8vRp7+5dtARFxDP9vpdpsNYjiBL7tq5gxW+fuVZNhkej1Jexa90flFTW4hP6Sovh4AF+vjhttYCAFNoHcIlWgqMeXy/PZlUan6/6AoMicakShIRr1WOwrGdWcQGLNm9jyqDD4aLVO5LdP5+sPZXD4eSpV/5DrGLkEmcAAgKyU2GRUMJTL7zCpAnjMRoNLdpT/fTLZeeZPVXL1RtwdAVHIy1VbwzuEXvK1Rr2Bhubls5GDEhCinBVZiiBSSiZy1i/ZCYdeg45p/LY2jpPw2KxsH7DRl55+Z/tnqdxLtqpqKicCSFRHeg2aDy71i+Biv0gaJHrigiLS6Jz35Ht3b2LFp3BxJir7mHk1Ntx2Buw1tfy/TuPI+u8kWJGg+KktHgnv378T2566r8YTEdnfxiMru8wpaEWwdjkM7KhFklvpqDaRmB4FFtSd7NFLie9rprJBBOGAYAYjMymkLnbN/LUhIhmYoa9vJzAwEichgZ8Yv3xjg1CUZwoikJ1ehE+Ud5UZldhL69F6+dHTk0DPy6ah81m4yolFBOuauIUali6bweTuvcj2r99bEMbP9eL1m+hEMg6UEp0iY0xNpjaoxdr5DpmbtvMvQsW0KtnT66840F0I4e4czcaralau3LjdNmyfA6KZEDscBmC6JpKlc1BZOxZRUleBoHhbb9I4XygproaT4MOoUELalG7ShtzUYgaAJeMHcfGrVv5/NNPycrMpEvXrtx+x52Ehh1dRq1ydhFFET8/P7Zv28baNauRYkcjebs8LgXPMBSnlf+88/YxRY1bbr2VF557DtkjBME3HmzVCPkbCAuPYNjwEe79ysvKqKispD+BzY4Px0CyrYrc3Bw6dep85OlPiTWrV2GUtMQ7D1f/eKIhQtaxYtkyVdRoJbZu2YLW6Akehy29BI0BpymEzZs3N9u3uKiIr778gpQ9e4iJjeWW224jJkYdcKhcGGRkpDPr55+pqalhxMiRjBo9BlG8KIowzxpGsyfXPPgaKVuWkZ++F73Jg6S+owiN6Xjig1XaHN0h+6UtK+Yi+sa5bSDwDANJS+HuVdRXFENAjDsc3FOvwaiVGDJ0GP/35muuCQlBRHHYkAu3I1uqmDFxhDscvHpHMmkFpQTJOregAeCPDrOoYceGrQwTwG+gS9hozBqw56e3KHC0ZE+VkZlDQXkFlxGEcKgNEYFOipm/0jMoTN1JcICfO38jwgeeuudmnrz7JjbtzeSb776/oOyp4Oj8jeMJGyc74VFZmo+jwYrke3gcIAgCok8s1VkrabDWoze6zuV0OjiwYz1ZqduQtDoSewwhIqHrWRc9WsrTaPpaNs3TaCo6WezOo62nFOVwFQ+wYcN6bDYbo0a4xsunmqdRvqH5mOtM8jRUzi4WewNr9qeQX1lGmI8fQxOSMOrUnMHWZsTU24nu1Iv9O9bidDiI6XQViT2HqFY15wCSRouk0bJl+W/ICkhx49zOD4pHCLaUX9iXvIqeQ48OkPYLjiAwPI6ygi3IWiOC0R+lKhu5NJXuE68mXlfP9wvmEmvSkGWpR0IglMN/XyICoYqe3PKSowSN4DAPPH1lvPomkiNp+WpXBmt27GVraga9EmO4dVgv+oWZCWpooKigkBCtjn2VxUQrRregAdARD9ZSwZ787HYTNRppKlo3Zm5EV8j0sEuMTejM7q4d+O5gFs89cDsRYaFcdeNtdLnkSpLLA8gpqWVDYQ326rp2FzgKs9LAK9ItaAAIPrGQtYqinAPNRI2inAPs3bICm6WW8LgudOw9HO1F8Bnrr4N6iwUfo57C/eUEX3YpOerY4IJCURR25WWyIzcTg1bL0IQkQr3bfgHMsbhoRA2ADh0See2NN9u7G62GLMskb91KfX0dffr2w2xufwV7b0oKH/zvPVJSUujQoQP33Hc/PXv1OqljDx44AIDgEereJggCsimY/fv3H/O4Bx56mF27dvHzzB8hZy0AQcEh/DxrdrNSel8/P7w8vcivsRLD4Zu8Aqzo9XrCwk4ubFJRFKxWKwaD4agbW29vbxpkJzZkDE0GFRZJwcfX98hTqZwmoaGhOGz1SHYLgtY1yaEoCpK9mrCww++flD17GD/2EqprahBMgWCZz//ee4858+YxdNjw9uq+ikqr8N233/DAPXejEUT0gsT/vf0WEydeyvc//XzCLCKVU0NnMNJz6GUt3mDlw5sAAQAASURBVNier1SVF1FVVoRvYBiePgHt3R1sljp2rf+DzNRtaHUGOvUaRmLPIQgnIdIpskxtRQlSZHNvatEjBBkFjb0Ms7FDsyoNH4PErB++wcfHh/r6Whr2zARc1b1vPnQLgwcNbjaR2yE2hoXZm3AqilvYqKCBOtlBh45JGOI6N5vg9RvYr1mQcqPAYXM48OvZB0lyjREaBQ59RTUAtUcsaavDiUaS8PDxBxT3hHOjuCE77QxIimXAv5/jreefYN6KDXz19bc8eP99PPn4Y0yZPJkbbr6FvoOGcqhJt8DRrHrjCIGjkcZJ8abVG3C0wNFISwKH+1wtCBxNqzfg2PkbxxM2wGVDdTITHSYPH0AASwWYD0/yKNYKNDoDmkMTDk6Hnblf/Ju8A7sRzYHgbCBl01J6j5zCkEtnnLCdk6GtrDWa/m6OhTtPY/lyggID6da1C9QdFppONk8DUPM0zkPyK8t5Ye53VNTX4i3qqJIbmLlpFS9NmUG47/GzBFRODUEQiO3ch9jOfdq7K61Gg9VCUe4B9AYTgeFx7V7dpigKB3dtYO/WldgsdUQmdKP7kIkYzUdXWLREVWkhGP2bWVkLWhOi0YfKkoIWjxEEgYkzHuXnj/6FNe139/YOfYdyxSVDeX7GRDw0Av8e0I/kffk4USiigZBDwoaCQiE2IhSj20rKXl5OUKAenyhvDP068fz8NXy9aCW+vr4MHTKEBydfzcbVy7n7w58I9vPmuUv6Myo+mqr0cnwOaqhzNB8/WHAio2DWG07p9WxrGjM3CgFbVSmZKaXE+Bl5PSKBvd5BLBWtfPKfN7C//TrTr76acdfcTUOXRFbsKWj36g0Pbz/qyiqab7S4/m/2OjzXs2PtIlbN/QJR7wEaM2nb17Fj3WKuuvcl98KJC5EQXxOVZa6qz0APE1ClVmJeYDhlmbeW/MrGzDQ8BC0NyMzctJp7RkxkbFLPdunTRSVqXEhsS07mxhk3kJWRDoDZw5PX3niDW269rd36tHrVSqZMnoQi6nEag0jeuZeZP/7Ajz//wsRLTzwRlNjRtepVqclH8Ilx/awoCHWFdOra6ZjHaTQaPv/yKx5/4kk2btxAYGAg48ZPQKdrHqyl0+l44OGHefWVfyEpAhEYKcDKdqGGu+64Dy+v498EKorCh+//j3fefpuiwgJCw8J54sknufPue9yDuSuuvIrnnvkbqxoqGKL4oENkNzUUOC28edPNJ3wNVE6OK6dfzQvPP4c1eyVKSB8ESYtcvBu5voLbbr/Tvd8Tjz9GrU1B7HQVgsaA4rTjyFzKfffey45du9t9EH4ukJGRzupVq/D28mbchAkYjS1PGKmcWxQWFPDgffeSIJsYgi8aBDKxsHjxIr747FPuvve+9u6iyjlKg83Cnz/9j/Tdmw5tEUjsNZQxV92DRnt0IOXZwGap45f3n6OytBA8wxGcFWSnvkvuwd0nFewoiCJefsHU1OQ387eWa/JBEPAJiXKHg4d56gkwaUjdt5eff/mFt954jRsmj2XR3Dk4nE4u6RJNiL9vsyoNgDsmjuaXletYLJTQVfHAhkyyUE2Ytw/je7gmcRsnd63pe48SOLbVyLz43Sy2pB1Ep9FwRZ8knr98NFGDhgAQ6h/GmO4d2bQ7HR9ZQzB68rCyQ6xh6ogBGCpzceIKFwearaZvFDiMRlq0p5r588/nvT3V8YSNU7GhMnv5EtelHxmpySBpEcxByNW5KCUpdB0yHkly3Rrt3bKCvAN7kOLHI3qGoSgKFO8iecVcEnsOJTAs5qTaOxHtnaexYtlSRgwf3uJ46ER5GrVWK4tSD2IvrmZIYiLhfsdevKPmaZxbfLRyIU6LjWsJw0vWUoODhdYSPlixgFem3dTe3VM5h9m+ZgHrF/2Iw+4Sv32CIrh0xmP4h0S2W5/WLviWbavmI5qDUbRGCpf/xt6tK7nmwX9j9PA+4fG+QWGwbzuKs+H/2Tvr+KbONgxfJ57U3YVSvLi7DdchYxtsYz4m39w35j6msDGHYQOGu7u7lVKgpa7UJWnkfH+EpCltaQuFFpbr9+u3jzTnvG/S5OTNc7/PfSNIzesgsaQAU3EObt7lNz1aBOlCiQ8Rz/yGjxiHUnuZUBclhzav4f0XpzCsQ3PeaNyQjINJBCuU+Csd2KzLoAMuaJBxlnyyKOHV0IbW7gzX7iE4h3pwJF/LU+/+hFZv4J2PPqNBt4H8+vUnrP7qC4z6EhpHtMbHzZnnFm2id4twPhrYmYnGpryz6zCnyKM5ThRhZCeXUcsVdKogjLyusS1y24aKh7ioeNbLhYc6uLHbSeTPdatZsGAB/fv3p9+YiUg6dSIu25PDp1LYlWju3IDaDxavjFbdBrNh/neQfAiJR1PEkgLE5IM4unoS3KQNAEX5OexaNRuJZzMkAZ3N3aDFWWRfWMvRHSvpOvi+WzLXukKfac6JcckvQV/J9wpRFDmTHE9KbjaBbh409Q2012VuEzafPc7BS9EMwJMGogYjInvI5ped62gX3BAPx+qJybWJXdS4DcnPz2fUiOHklUiQhg9BkCoozog0F7jCw+tkB7ooirzy0suYlO4IDQYgk8gQRRNi7BZefuklBg0eUqUlSstWrejTtx+7du/FWJKPoHRBzL6IKT+Fl16ZUeUcmrdoQfMWLa55n9feeBO9Xs9PP/7A8aI0lEolTz7+DB9/+lmV5//m6695f+o7SNwbIQ3uSVp+Mi+/+AI6nY7nnn8BAC9vb2bNnccjDz7I3OIks4WEAC+8+HKl9ll2ao6HhwdLl6/koQcmkXrevDvGwcGRL36eSddu3QAoKChg147tSIO6IZGZd6gIUjmiVwSxFzdx7lzUDduN3c6Iosgbr73KzzOmm4s1gJurG/MXL6ZHj551PDvz/FYuX86cv2eRk51Drz59mPLMs3h5eVV98H+A1atWYjIa6Yob8itFyQZoCEbN4oUL7aKGnUrZvux3Ys8eRxrUA8HRB1N+MudP7EOldqD36EfrZE6n9m0kJzMVaeMRCCpXAITMc0Qe2krLrgPxDmxY5Tm82wwlb+tfGOJ3I3EJQSy+jCn9FI17DKVZk1BrOLhaLkUulfDpe28THBzEExNGotY4MnHUYASlA4akaGuWhgW5fxgB+w/x25OP8/7iJay/nAFAew8v3m7fidzdR8gFfPp2AcruXNfGnGX/6g2Mm78Mo8oNaWA3DIZiFh+JJColk1UqFRKJ+YvcT2+/yOhXP2ZFfCISwAS0DQ3i+6mvIji6WPM3LMgCGiPqCisUOGztqQ6cjeXvOaX2VF06d7baU8mv7Bisr/ZUtuKGRdiojOp2a/QfP4X1874l4fyOK7cINGrTna6D77fe5+KZQwhOfkiczN0JgiAg8Y5AzDhN7JlDtSZqXItTycXlrKeu5uqA9sqoKE8jJyeHo8eO8dgjk6udp2ER+bYcO8Xj3/1KgVYLgEQQeGbgXUzU1Lwr+Wbs4ozPymD1iYPEZ2Xg5+rO0JYdaORttxwGyCsu4nRyPH3wwBnzznQnZLQVndiWmkh2UQFumhvLGLRzZxIbeYRdK2ch8WyKzLMZor6IvORDrPj9Yx56Y3qdWGplZySbBQ2/Dkh9rmRV6fIpiF7J0Z2rqtVZF9F5ACd2r8d4cQOCVwswGREzTqN2cKZpu9K6SqmYocHF25WeTbzp4KPg4u4o/ln0N0svxtDc14OZA7rTskRO2uEUFH7+JOSX8Fx4exblJbIjwbwh1dPBiUe9WhHh4oG7qgTXYBecQ9z5MzaD935fRO9evXjtqxmcLZDz2qN3k5kQg+DRAolMxYWY88Qaz/HxV9/x+4/TGDBjES8O78W4xg34NzqWfWQjAipBypPBbcg7cgp1Pd4pX1HuRrBGQrs0E/0iWrNbLGRl7DneevphfLy9ePip53h+6AQOJBUTm5ZHYnQquxLFW9K90ah1N3Ivp3Jw8xIM6acBcPXyZ9iDr1g3RcSdO4ZoMiL1bWst1Atqd3AJ5cLpg3e0qBHi6UDclhM4adSEuDiyKS0RdWDZz5OcogI+XrOQmMw0621NfQJ4c+g9OKnqfnNlUYmOdaePcDTuAgqZnF6NWtCrcQRSu70zALvPRxKImrAr+cEyBLrixnmxkP2xUQxr2bGKM9Q+dlHjNmT5sqVkZ2Uhaz4OQWG+SEiCuiPRZfHbL7/UiaiRmZFB5JlTSEN6Wz0GBUGC4NmMhJhNxMRcJDy86l0C8/5ZyMsvvsC/ixZiMBjwDwjkw29mVavTozpIpVKmvv8Br7z2OklJifj6+uHkVLWaqNPpmPb1V0g8myENNBctcA8HiYyvvviCp55+xmr3Mmz4CKJjL7F2zWqKCgvp278/YWFVF2Ts1Ixu3btzNvo8+/fvQ1tcTJeu3coEvQuCgCAI1oK9lSv//q/nDvyzYD4/Tf+RLrhad/Tsysvh3rFjiLoYW+a5rAumvvM2330zDT+pGo1R4PvDh1kwdy7bd+/Bx/faRZ7/AiUlJUgEAalYdleLXBQo0ekqOcrOfx1tUQHRx3cj+HZA4mH+TJYqnTEaijlzcCvdh01CJr/1fr+Xzh0zd2hcETQABI9GCKlHiIs+UaWocTS+EO9mvQjxcWbnytnoY88jkSmIuGssAx5/tYztlINcYP/ePaxbv4G5s/9CqVRaRQGLoGHbpSH3D7N2XfRt0Yymaf1JKSrEvXkEXjbrh4LTp6x5AhZxA8wCx+y98zHJ1AgNh5QJljx+cQP7s3T0btUcfXIMjslxbHh+IkcMMmKSUmkaEkj3IDeEjHi0GaXh4kAZgcPSvWErcNjaU3VpHkaXz95l2tRXzfZUf8/l+eee5bVXXr4t7Kmu7tq4VrdGdYQNlcaR0Y+/S1ZaIrlZaXj4BOHsXtZvXBAEBCpaP4jVskSriuu1nro6TwO47jyN3bt2YjKZ6Ne3D1C9PA2APEcvHn7ta3z0MkYSgBIJJ8U8ftywiaAuPRjWstV1Pbba4kxyPB+uWoBKlOAnKjiekcGu82d4ZeAYuoTZs5AMJrM4KeOq9cMVUdNgtKe62qmYk3vXI3HwRhLQxXyNVLkihvSmMGoZsWePEN6yS9UnqWUSzp8EQYLEq3QzgaB0ApcQLkUdr5ao4eTmxd1PTmXbst/JiDOL3f5hzek75gmUageOxhdSKNEgd/WiQ0s/Gng64Jx5nh1LPuep5cvR6/UMad6Ad4b2JqwA0uMKSZeLpGncIb8EgCa9evAukFNUSLFeh7eTK0lrNqLPygJ/R1zC/RFatuS9dx7n4SeeYtiUtziXq2PZsuVkxEQiDR+CxNH8/Ud0D8cQtYxV2/fxxb/b2DHvJ76e8QMN/b2ZNqYfOanZSLN1NBadUEulxGVmWnM76rMNkK24kQboMjMRsoxE6CX0D2xIRqsmLMnOYdqnH+Dw/dfcM2kygwdPQNuiLdvPpJCWmn/TuzcEQaBj/7FEdBlIWsIFVBpHfILCy3YZCJY1wtVrCNMd241wNL4QuasXUonA/p1b6dyiEXlXNqdc/ZqbsW0taZcvMxwf/FCSiJZt6an8sWsjLwyo203ARSU63lo6m+ScywSJavIQ+TExlpOJsfyv/8g79u9XEwxGI/Kr1g9SBCSCgKGSzuCbjV3UuA1JTkpCplSDvPRCLQgCBoUL8fHxdTInpUqFIJEgGq8qphnM/9aoNRUcVR5nZ2d+++NPvvnue/Jyc/H187P6TtcmGo2GRo0aV/v+SUmJ5OflIm1YdrEmuASRHXOO1JQUgoKDrbe7uLhw3/0Ta22+dyLpaWl89+03bNy4ESdHRyZOmsTDjz5Wo7+3TCartKvAwcGBfncNYMfuA4jOgQgKR0SDFjH9BP4Bgfw0fToqlYpx4++hQ8dbryjXNX//9SdBEg2tTea2bBck9Da5MT8viTWrVjHhvrrbRRITc5Hvv/2GTrjS1mieX77RwLJU82vmsy++rLO51RcGDBrE66++wknyaIszAgJZlBAn0fLaiBF1PT079ZTiglxEkwmJuuzua0HtjtFQgraoEEeXWy9qyOVKBONVHsUmA5gMyKspsnRvEwaEIW00ELlci8LBBT9/d3zcHcqEg8skAp99MJXWrVsxflAvcyGX0gyBqwu4FizdFxJBoEnnruV+b5sjYBuW7NO3C6cSkjA6+iOzDZZ09EMikXFo1z56t2puzd+QA52SY+jUwBsoQepZan1xdbg4UGH3BlRtT5WUW8K8BQtuC3sqW2Gjc1Nf9kcmsXblErLObKFEW0Ro8w50GnRfjWyowBz06u4TWOHvwlt2IS7qJ4ScOCSuIYiiCVPacURDCXnZ6Wxb8iv+Yc0Ib9nluncn3wzrqermaWgUMnZs305oaAgNQkPLdGpUlaexcv8RSgwGeuOD+kp+XAdcSRS0rMvKxHYbUuy2/bfceuqvPZtwN8kYjg8yBEyiyEYy+HP3RjqGNvrP77Z00zgQ6u7NqaxcglEjR4IeE6fIJ8jNE0/Hql9Ddv6b5OdcBpVb2cKe0gUkUgpyL1d+4E1ErlCCaAKjHmw/Y4065IrqZ0n4BIVz7/8+pyg/B0EiQe1gfh/sShSRu3rRs3UArd3h/I6V/D5vFtEXYwh2c+bJFg3pI3fClKmDC4UczCpGolKi9DR/Zl1d0HXVOOB6ZYez0tMTuZOC1LhUXC8kc1aUI4oiIyc9Tmyujr3n0kmKOoMgUyI4+JQ+NokMHH05c+wYu+MKaDTmaf4eOoYf3nuFl5duZXTnlrw7shPqzEJy4nPNz5OTgoT8EtL2Ha7XwgaU79zQ5WYiZJYgphTwlJ8jk8cNYmFCEgv/+pVfZ/xA//79GfPYcxQ1b86OyFTyc7TkpudUuskh5dI5ju5cRVZaIm7e/rTtNYKABjVzb1A7OBHatOLc2NCmbZFIZRiTDyMN7IogkWIqSEPMuYRz41Zs/Xcmzu4+NOvYBwenOydzVaOS4yZo2bNnL189OAJic5Goyq7hc4oKORp/gZ64E4D5/RmMmjaiM7svRvJknyGo68gKF2DDmaMkZV9mDL64Y57HOQrYfv4MgyM60MS3ehm8dzIdGjTin/QdXKYEjyvP0Sny0Ism2ofUzUZuu6hxG9KmbVtzSHJBKoKTORRZNJYgLUqlY8chdTInZ2dnBg0ewuatOxE13ggaD0RtDkLGSbp264F/QM0uAE5OTtXqoLhVeHl5I5crMBZlgFPpFzuxMBOlSoWHZ92HrN5OZKSn06tHd1LTMzA5BiFJSeXw88+zd+9e/pw1u9bGmfbttwzs35+MqCXIHDwwFmUjAZKTDPw9bzGiycCMH3/g7Xen8sZbb9fauDcTURRZvWolc//+m6ysbPr07cOTU57Gs4avwcsZmTiYyn6x1yBFKkjIzs6qxRnXnO1bt4IoEkHpNcAJGaFGJRvWri0namSkpzPt669Yt3o1KpWKe+67n2eeew6Vqn4F49UmjRo15pXXXufrL7/gklSLyiiQJGhp2qQZU555tq6nZ6ee4uTmhULlgCH3ElxZPwCYcuLQOLmhcarae/pm0LRdL+Kjf0DIPIfg0QhMBoyJBwCR8FbX3vlpu+P9VHIxXVsEEJlRgJenBge1vFw4+Mb169i3fz+r/5mFRCIp16UBSRV2aUBZseJaWAQOS/eGjygQU5RpzgmzFIO0OZhMBvydHK1juHcxC+wWgcMSLm7BubW5OGwJF7dQkcBRUfcGlAocAS5l7alm/z233tpTXS1spG6fyZkdq5E4ByLK1GRtX0XU4W08+M6vQPVtqK5F03a9iDlziNjIrYgqVzDpMZUUAgJRx/aBTM3pA5s4vnstdz8xFYWy+pYJR+MLqxQ0TiWXt5WyDVSvLkajqYz1VPS5KH7/eTpRkZGci4qkV88eFR5X+n4oT3Z+AUpBikosu4ZwFKXkFBVVeExlnKzlEPECXTExmWn0xcPaiSBBIAIn1hSmm3dfupfaWJpEkU2Rx9hy9gQF2iJaBIQypl1X/Fwqfux3AoIg8HivQXywagELTCl4i3IyBD0GQeTdXoPsO1HtVIpPUENyTx9GNBmsXYdiXgKYjHgHhNXJnBo074hUrsCYtB9pYDeQKhCzYzDlJtC0b80tNTVOroD5Ou0UHkrX7s60FBNZO+ttft6wHqlEwuCmobw+uCeNiyRkpBYiyiXEawWUnu6oNTXrhkjIL8FXriD7Qgb5JebrZ0ZcNMlOLaDEhJOzN6JBB7o8UJnXaKIoQvFlpO5NOB+ZSmyahgY+zrwy81/i967l86lvctfZS3wxaSjdgpwQ9XrSklPxlSuQu7uTcBt0bUDZ+aXuOwxyUJgU6E9l8ZCXO0+MH8zOgjx+P3iGZ+4bTbu2bRn/5AvIunUlJqOAyPOZHI1PBkq7NmLOHGLt318jqFzAwZe82IvERr7HkEkvE96yc63MW+3gTN8xT7Dl358x5SeCXI2pKAuJVE5c9AkkGnfE4hwOb13G6MffwTek+htt65ISbTGn9m/kUtRRZHIlTdr2oEmbHtbuVSdXFamRhzEajfTwciFxV/nN1oU6LSLm7/W2OCHFJIpo9SV1Kmocj48hEJVV0ABojAMHhByOJ8SUEzXOpSay7Ng+LmWm4ePsxojWnehQDzNsapOhEe3Zcz6SpVmp+KNEK4hkijpGt+lCoFvd1ETtosZtyF0DBtKufUdOnNyO0a0xyJRIci6gUsh4+rnn6mxe333/A0OHDCYmeiUypQMGXSEBgUHM/O3XOptTbeHk5MSDkyfz159/YhRkSJz8zAGkmad59Kmn0Giq14lix8xPM6aTmpaO0GgksisWamSdZ/HCf3jm2edo36F2FlkNG4Zz5PgJ/pk/j8jIM+Rk57Bs6RKkof3ANQREE5LU43zy0YeMHDW6ykyW+sAH701l2ldfInXywSRVc+jQV8ydM4cdu3bj7eNT9Qmu0KtvX+Ze+INio9G60/I8hRhFE93rOFND4+CACJRgstohAGgx4XqVLVZ2djb9evUkLTGJBkYlekQ+fn8qO7ZtZfnqNXe0zdjU9z+gW/fuLJg3j/z8PJ7p24+HHn6kzq3D7NRfZHIFHfuPYc+aOeZOSkdfyE9CzI2n85gnkEhqvzOyOjRu053Ei6eJPLQVIfWIuUsDkbvGP42ji0eVx9sWiG0Lvx6OijJdGiaTiS8+eo9ePXswsG9pl4Yx05yfUVWXBpTtyIi1Kcg26FtefLHcd7KDhl1z/kISvxPBszkYihFSj+Dr6saQ/oNQys3L8avDxS3iBpQVOCziBlQucFTUvVGRwGG1p/p8Kt+891ql9lQdu/XEcjm9VfZUFnHD0rURmVGAe2EiJ3asMudlXQmFF0vaUBS9gsObFtFn3JQadWtUhkQqZdiDr3Ap6hhx544BcObgFkSXUCSB3RAkUoTCdNIvrufQliXVsjixCHDVFTQqytOwtZ6Kyy0uIwZZsH2erYgihw/sY/L4UZgEOQalG+TmsnrNWlYuns/o4VXbvFpef92aN+Zz0wpiKbJ6KhdiIEHQMjm05t0ntVlYk0tkSAQBnVjWAkGL+d/Kq4olv+1cz8bIY4SgwRMpB86dYX9MFF+Oe/iOFjaa+QXx7YTHWH/6KInZmUS4ejAkoj3+rnfuY7Zz47TvM5LzJ/dhOr8G3MJBX4SYdY6A8Aj8QpvWyZxUGkcG3fc/1s/7DsOZf8z5iQYdDVt1JaLzXdd1zl2JIl26t6SD6jJzvnuRn3fsoKmPB691iKCHxAFtuhZiijlk05Wh9HSs8bXMp2sH0vYdJi7XnE0ULorc1SSUt198ls8XbkHr40hKRA/k63/FGLcNwbcdyFSYMiIRi3MIatWX/IxUnPDlZI6W1OwiurXox5yN+/j1kzd54qeFDOvWjvd6tKTp5SKyL2aSnpFFkLs7F2KTbwtLKguWOSbsOwxyR+IuZBKSoSNUp+XXBk043awh8xJTePOph2jTujWPvvYeYd0i2BGpIjE6laPxhbQNVLNr1Wxw8kPS4C4EQXIlA3Yru1bNpmGLjrViLwnQvGNffIMbEXV0J7riAlLjzpOVlYWs4aAr7hE6DDEbWT//ex56Y3q9F5NLtMX8+9O7XE5PRHAKQDBmE3/uRxLOn8K9y0PW+V84cZhAD1ccLxeBRILSs+xniq+LG25qB84WFxCACrPRp0gUhfg5u+GqvjWB75WhlMvRCWIZ5zA9InpEVFetH44nxPDxmoW4ISdAVJFemManyYuZ0nsIA5pX3MVzJ6BWKPl0zINsOXuC44mxqOUKejWOoH1w3dntC2I5w/ny5OXl4eLiQlJaBs7O9pbU+kBubi4fvjeV+fPnoy0uot9dA/jwo49pERFRp/MqKSlh7erVREWdpWHDcEaMGnXH7JbWarW88NyzLJg/H5PJiFQqZdIDDzHtu+9QKm+9XcftTJ+ePTh68TKykN7W20TRhHhmAVPfe4+XXnnlpow7fszdbNp9DEnDwaXjmowYTs+nXds27Ni956aMW1vExsbQukVzBJ+2SH1bAyCWFCBeWMXTU57i08+/qPa5EuLj6dm1C7rcfEKNSoowESsUMX7CBP74q/a6Za6H3NxcmoQ1wKsYeoluqJBwkSK2Cpf54quvy3QifP3Vl3zy/vuMN/lYAy/jKWYd6SxbuYq7Bgysq4dxx5CXl0eAjxe5ubk1XgNY1g9Pfjgbhcou/tYHRFHkzIHNHNmxkrysNFw9/enY726atu9d9cE3mbSEi8RHH0euUBHeqkuVgobtjndLqLKlSyPYy4FQdwcCXVR4OyhwVUlZtWQxjz4ymZ1rltC1YzvINodOGzOTrpmloQprZu3SsAgVFkHDrUM7sg8fLTOvigSOZceP8OWmDeQVm3diNnZ145OOXek4ckC5+2pjzpb5t6WDw4I+Ocb6/68WOCzYdm/YYitwWLDN37CQlFvC3Pnz+XvufKLPny9nT2Ud86ruDaBCcQMoY09lQS0vFdKuFjfALGxYRI3DFy+Te3AZm+Z+j7TlRAShtPhgiN+Fp4PA5Km/A7D3RGyt+mlHHdnBpoXTkUXchyArXdca4nYh5MXxyDu/oHaovMP4RgUNi1hnETUsnSxX52k083G25mlYOme8HZUgiowd2JvIi0kIYYMQc+Iwxu9EcPLH3wlij+9DyDa/fgSlQ7l8GcD6vhBFkfve/ITtsfGEoUGJhBihCEelgn+ffh5PG2G9KvupmxES/uX6JZy6dJFBoideKMlGz0YhE19vLz4d85D1fsk5WTy7YCbdcKMl5s82HUb+FVLp3KQFz/StnTy//zpFJTom/THNvoa4Q0hLuMi+9fNJvHgauVJD8w696TLo3hpZPd0MivJzOH9yHyXaIgIbRuAb0rjGhWJLd8boZho2//Yl//77L0283Xk6ojHtjSrSUwoQ5AricrUor3TI18b1K23fYXSZ5nBsibuMxyNPExTemJdm/MM/R1K5sP8w8eu/oyjTvPNdqXGi14iHrOs2S+aHi7crTq4qGvg406exF5nHtzP11RcoyC/g9dF9mNQsFG1cJjnxuaQlF5i7Nq5kftwOwoYtFkFGl5lJiIsKUV+Cj58j0RoTP1+4xMHz8Tz1vxfp+9CLzNl3icToVGR5iRye9RLS0H5IXEOs5zLlJWCM2cyDr0/HxaP6GwSri75Ex8x3HkAS2BmpZ+kmGcu4fcc+ed0C3K3i6I6V7F03H2mj4ebQc8B0ORpjwh5ajXsX/5bdadDUm6PfTMG76DJveASRnqEjVV5e7Nt+7hQ/bF2Fj6DEV1SSLOjIFEt4bfAYOjeo29yrPRcimbZpOd1xozlOGBDZSxbnhSJ+nvg0XjYd7S8t/I2SrHyG4Y3kijizncukKIz89tD/UMjs/QM3SnXXD/Zn+jbFxcWFad99z7Tvvq/rqZRBoVAwesyYup7GTUGlUjHzt9/58ONPiI2NJSwsDC9v76oP/I+g0+n447dfWbZkCSaTieEjR/LEU1NwcChfVHBxdUVqTCp7o7EEk9GAq+vNsz8xmUyUk3EFAQQJR48c5szp03UuDF6LbVu3Ioog9S7tKBEUjhidglm3bl2NRI2g4GB27N3LtK++ZOumzbi4uPDl5Mk8/uRTN2PqNcLFxYW/5szhwfvvY25JEgqJFK3RwKhRo8vNb8/OnQSYFFZBAyAIFU4yJbt37bKLGnbsXIUgCER0GUBEl/LF9LrGJ6ghPkHV2+lzte0UUKntFJg3XXz84fsMGzqErh3bVdqlYWv3BJV3aQDWYq1t0Tb78FGr4GErbtzdpj1DI1pxLi0NR6WSBh6eFJ45XS5/4+oxtTFnb4o9FZgFjmvZU70+ZTKvPfXQLbGnOrl/J1sWzSYzORHPRhH0GPcwja9kn9l2a2QZ5YgmIxi0IC89j2AoRqUpuyarDRsqC6V7wK4qkgkCJpORE3vW0mXghAqPvdWChi0WQSMvN4dTJ44hDe6FIJFhzE8ElSsS7wiSLm4k+kIMTTxUFeZpXI0gCHw34i7+ic9g6YFD5Ot0DHdtwJSRY2okaNwsHus5iPez57E0JxW1IKVYNOKpceLZfmXzps6mmF/3zSidsxIpDUQ1pxMv3cop27Fz2+AT1JDRj79b19Moh8bJldbdr9+Ge1eiSKcuzXA5u5aX3vwCjUTgjcaNaW/UIE00cDArA3Wg2XomeESfWpq1GUvHRnxmJsGmEn7q04mHN+7mz7efYtCb08nPiUDp9hWSyxcJdwcv/9AyWU7tgs1h5obUIgxGm66NJp2Zv/kgc6d/yfu//8KCYD++fXAEQYiIej2CvASu2OzcLpZUFmxzN87oitmQHMeli/l4K5WMDw2kd8eWTJv+HbHnInng/en8A1w6VQiCgGi4yiZRXwQIKFTVt5GsGSIgInB1F4j534e3LKVFp/71ulsj7txxcPS3ChoAgns4QsoRsuNP49amJ6EeamafPMkzEeEIcjlxubnWbBlb+jRpiYvagZUnDpCSfZkg90Cea9uFiICQcve91XRr2IzTSXFsiDzGISEXoygiCvBMn2FlBI3iEh2XsjLoiweSK+tCAYFmOBJdkkZidiZhXuW7be3cHOyihh07NcTbx6dGNj//BQwGA+NGj2Lnju0Eo0YQ4YNDh1i1YgXrNm0u18nywAMPsnXzA0jSTyPxbGoWNBL3oVQqGXX3zRPFho8cycYN6xHyk5E4+SOKIqb0M2AsQZDI2Lplc70WNcw2ZyIYS64KwyvBQVPzoLGQkFB+mP5TLc6w9hgydBhnL8SwbMm/5OTm0rNnLzp36VJuwefq7kahVEQ0ighXFhV6RLQmA25ud074mh07dspjWyR28ij94nS17ZSrSsqfv/3Bpbg4ls6eCZiDtC0FXNssDRJTq8zSiL1GDoBtEfdqeyqlTE6rgNJgaluRxJK/AaXiBpQVOG7UnsoibkDV+Ru23RtV2VPd/+BDdOzWE+mVpoua2lMtnfMnX73zCl5SFe5GKacvnOfYppU89cMCWke04kRCDmAu6pcU9ebY4u8wJexFEtjVbMVxOQpTXhItx5Xuwq9paHhVhDRpgyBIMKUeRRLQ2WxbUZyFmBMLCmfioo5VKGrUhqBxteUUXFvQsO3SsDz/bo4aJBIpolGHMf0UYnYMEr92Zhs6QKXNBsw5O9fK07CgkEp5on9fnujfFzC/RxxruAu/tvM0LLg7OPLNPY9xOO4CCdkZ+Dq70blBk3K7Jh2U5p3lBRhxtSk2FWDEUVW3Fhh27Ni5NRyNL6TE1Yt7uwjM/2Qyp89G8UCzcAYUq0nP1JOkMVvohPa/ucV+i7BxKTGJ0Mgcvu/TmSc37SC00QxG3PsCq/aAQfTHtxKh3iJs5GekUigxC/5bSgzE+Dgz/Jl36Df6Xr5/9yUGfziTB/p04LXurZGm5iFezCQ9Q3dbWlIBGJo24POlszHqDQSJShKKinkj8gxTwsL46a5uvLxzO+J7z/DoZ78zB0gObUt24glMKjcEBx/EwnTEtBOENG1rDYevbeQKFb4hTUhNOYXgEowgVyMa9ZjSToJcQ35OBgW5l3Fyrb8ZrTK5EsFUUvZGkxFEA0bFlddkeixFxcWE6qWkJReg9PSs9HXUNjiMtsF1k8NzLQRB4MneQxjYoh3H4i+ikMnoGtYMD8eynbgyqQy5REq+yVDm9gLM6zBH5Z3hVHO7YBc17Pzn0Ol0nDp5EkdHR5o0bVqvVfHbhTWrV7N9+zaG4U0g5l0OaaKO5YcOsnjRQiY98GCZ+48dP56DBw/w84zpiKlHEE0m1BoNs+fNw8Ojav/0w4cOsWrlCgRBYOSo0bRr375a85w46QHeffttci9uwKT2RDSVgC4PwbMpXI7GoZ5nEQwZOgy1RoMuaT+SwO7mMLycS4i58dw/8fYIh05NSWH+vHkkJyXSum1bxo2/B7W64p0xnp6eVXaOPPDgQ/y7aBEHyaEtLugxsZcckEgYf0/Fu2bt2LFze1NRlwZQYZeGg1ygsLCQb7/6nPsm3ENEsybWLg1LUb+6XRqiKBKTmcH5/Gza9qzarssicNh2b8C18zeACrs3bOdj270B5QWOiro3gGp3bwAVdm+o1TBhSB8mDOlTxp7qn0WLCAgI4L6Jk5j0wAP4BzdAgql894ZF4LgSXJ1eoCM/L48Zn7xHUxzpZXRHQKDEaGIFGaz/7WtafP83rYNcrTZU3VqGkvXYx+z/Yyr6yEUgSEA00abPaJp3Kd+Zd3W3RmF+NueO7KQwPxufoEY0jOhUZsdrZWicXAlv1YXzJ/Ziyk1AUDggFmaAyg1BpkBeQVB4TQSNqrozoGJBw5JNUpGg4e1g3oHrrJIjQcqgocNYv24dolGPxLsVgnMIQsI2OndoT0iAn9V2yoLt6+Xq90ZtUZPCmd5oYN/Fc0SnJ+Gi1tCnccsyOydtkUmldAlrQhcqt7JoF9wQF5WaHboseovuOCIjinwuUcTjzeo2W8yOHTs3F8v1uUXX5mhOruCtSZ/SzMeDz/wbI08RyNTIUAf71mpxP6eogLS8HHycXXHVlP/OaRY2QNAX4HahgKlDujH1lxl807oNI7r3YdUeygVf22K5reKujQDe/GM5Zzct5uuP32fdsXN8cv9Qhg5ojltMOjnxuYS4qJA7KUjILyFt3+HbQtj459BOJHoj40RflFcyIveRzW8xsazw9eOXCQN5YPZqmkRMp8+Ix7k84XVO/P4qRRfWgSAF0Yi7TzD9x1XtVGA06Ll46gBpiRdwcHanabte1mD5qug+bBJLfpqKIXIxgsYLUZtlzvb0aIIp4wwyef22Mm/StgeXzn4HmVFIPBqDyYgx6QCYTHi27U+rJt5kHF+Ko1qFVz7E6bQVdmnUJdFpSeyPOYdRNNEptBHN/YIrrQM28PShgWflm5jlUim9G0ew89wpPEQFwahJR8dBIZcWvsF4O7vepEdhpyLsmRp2/lMsmD+P119+meycbAAiIiL46++5NG3WrIoj7VyLF59/jmV/zmGcoaz1wwppOr3GjeKPWRVnNERHn2P71q04ODoybPgIXF1drzmOKIq89cbrTP/he2RXdtgadIU8/+JLfPzpZ9Wa619//sH/nnkaQeMFKlcE5yDEnBjkRSlEXbiIl5dXtc5TV6xZvYoHJ07EYDAgkSkwlBQzfOQo/p47D7m86sJMXbJr5w7GjhqFsaQEZ6mCy/piGjYMZ/3mLfj4Xn+L5ldffsEnH7yP0WQu5GjUGn77axYjR42qran/p7Fnatipb1ydpWHp0qgsS2PGd9P49OOPiNy3ldDgQMhOrTA34FpZGhm+vry6ZBFn01IAcFKqeK73QIa1aFOjudvmb1QkbthScLpscLlPBfe3zd+4VvYGlLWnsqWi/I2KsjegfP6GKIocPHuJ2XPmsujff8nNzavQngoqzt/Yv2cXD44Zxnj8cKc0hPEkeRyU5vPJxjO4qeTWbo0QFzWHL15GX1wIlw6hKy4gXxOGo1cwLf3LCwuWbo12wQ7Enz/J6r++wGQyISgcMGlz8fALZcyT76GqoMB0NUUFufz58ZOIMgcEtRuCkz+IIqak/fQf/zTNO/a13rc6gkZ17aagrKBh250B5QUNi+UUWAQNE3q9nmcfe4hly1cAIFM6YNAV4ufry+ZZ39OkaTOroGF5TwDW9wWU2p7Zvj/gSpfGVdZstpkzlVGTPI0CXTFTl8/jUlY67hIFBaIBkyDw6qAxdAxtVK1zVMS51CQ+X7eIXG2pODqgWRue7D0EiX3TU61gz9SwU9+wZFAM7erNju9eZd/BwzzZuilhcSakUhnqwIBaLejrjQZ+3bmebedOYRJFJIJA78YRPNlrSLkOMkunhK++AC8POd/np7H81AW+/vMfopRhRJ7PxJBaubBh+xgBCiUafD2cKZZKaNXEmzBvR5qoS/jts7dZtmwZ/dpH8EHv1njkllwJEtfdVlkbD/4xjcYlKjriar2tAAPzSOKNoCaMaOjPclkRX285yM8LV3FGCGTnzij0cYfx5DKuXn4ENWqFRCKtfBCguDCfpb+8T1ZqPBKVC2JJIRKplJEPv0FgePVcHpb8/B4p8RdA44Wg8TB3iiTtIzAknFGPvX0jT8NNRxRFti39lTMHNiPIlFe6NEw07DuZ8JEP8mCXQF4b05O2Hg48XOxMmmPlXRp1wZz921h2bB8OggwJAvmingHN2vBU7yHXvcG5qETH5+sWczo53npbkKsH7464D09He828Nqju+sEuatj5z7B79y6GDLiLcByIwAktRg5J81F4uXIiMqrS3eJ2quadt97kjx+nc5/B1+orKCKySJbOmMmT+P7HGbUyzo7t2xg+ZDAS/45IvJoDYEo/jSnlCOs3baF7jx5VnsNoNDLlySdYMG8uUrkSk9GATCblz79m3zZ5MBnp6Sz5dzG5ubn06NmLbt271/uOI4PBQIvGjRDSshlg8kSJhCxKWCu9zKj77uGX3/64ofMnJyWxZctmVEoVg4YMsX9W1SJ2UcNOfaKqcHAXtZxQNw0N3TU4yAUKcnPo1KYFk+6/n+8+eL1MODiALtn834JE8+0WUcO2YKto2owhP35DSYGWjqILGqScJp/zFPLD2AdoH3ztnfgVUZ1wcVtsBY6KxA2ovsBRWbg4VF/gqChcvLhYy8rt+5k9Zx5btm5FoVAwasQIJj40+Yo9VWnRwGJPdfLYEcYN7stwfAigtF3/ANmcdxB5d6W5wGMRNmxDw5t7lQoRB6LMf7/KhI3W/gr+/GQKJRIHJCF9EGRKTIUZmGI30bJzP3qPeqTccRVx/uQ+Ni74wSyMSGSIxhKatu/DXeOnIEjMos2tFjQqCgWHUkGjoKCAJx68nx07d/LbzJ9QUUJk1HnCvFwYM6gPGhePGxI0oHzeTHXyNGoiavy5ZxObTh1lmOiFF0r0mNjCZTIVRn5/6H8oq9FtUxklBgNH4y+Sry2muV8QAW5VdwzbqT52UcNOfcJiNzW5uZ53nnoAjUTkrZCG6BJ0SDQagkcMrvUxf9+1kQ2nj9AJVwJQkYyWg0IOdzVvyxO9Kh4vbd9hfPUFuLlL+SAtjoMJGXw/bzlH9F7VFjYsjxfAycuXYqkEb29HfN009GnsRV7kPt5/7QVS09J5dVQfxjk6UhiThaBQkKU1d2zUp8J0RTzx9494F4r0pPS6nYGOpaTytGc4d7m74uGr4bWUONJLTHy0YDP/HE0jMToVB1NRtXO3ti39lTOHdyING4ig8UQ06DDFbUOFlslv/YRUWrUBTn52Bkt/+YC8rDQEmQrRoMXZw5cxT75Xr62nbElPvEjcuePI5ArCW3XlfJ6aVj1bYdr9N7N+mcHyUf05uyWO0Al31/VUrUSlJvLWsr/pjCutcEYAzlLALrJ4a+g9dAgJv+5zi6JIdFoy8VnpeDu70jIg1L4hohaxB4XbsXMVv/z0E54yFf0MHlbvfRejnIWpyaxeuZLxE+xWNdfLhHvv4/tvv2Ef2XS6slPiGLnkGLRMuPf+Whtn2dIlyDWuiF4trEV8iXdLpDkXWPrv4mqJGlKplF9//4OnpjzNtq1bcXJy5O4xY2+r0Hcvb2+eevqZup5GjThy+DDJKcmMwgflld267ihoZlSz9N9/mfnr7zckzPgHBPDAgw9VfUc7duzctlQWDo7CfE2xCBr+TuY2frlUwswfv8NgMPLmM6VF65pmaWyLjiI1P4978MPtSjdBXxRkCwYWHz94XaJGZeHiUHf2VBXlb9yIPdW8BQuYPWceCxcPq9SeqlvnToSFNeRAXBL9jVKckZGIlkhJEf1GPkgzH2fOpuVZx7KEhndo6FFG2Ojc1NcqbFTEjoPH0RbmImvc27zLEJA4eCG6N+LcsT3VFjUatepKQINmXDi1nxJdMcGNWuEdWBpufzMEjermZ1QkaKSnp/HAPWO4cOEiq5cvpV9H847SsT3Mz5Wt5VRtChpVUdM8jb3nI2ksavDiynsbCZ1xZVFJMqeT4mh/A0UJhUxGl7DKbars2LFzZ2Dp0PjfgGDeGNuHcI2K59S+ZCYZUAcH35QCvk6vZ/PZ47TBmVaYi3IeKNCLIlvOnuCBLn1RKyq2HorL1QIq3vYO5k2dnpceHMNXfy2iYffGbD+jwnC5iKPx5mt5ZcX5Uksq8/3yjb6kpxdcsaRqw5dLtrN1zo989tN0DnVoyczhXSlOyCFtTxy6XG29t6Hq07QVy4/uI1BUE4qaAozsFXJwVzvSPCCU+MtZkFzAe22aMmHtTlZ88zZ9nvmMVTlaDKlFVQ9whejjexHcmyBozOKDIFMi+LWnKHo1qXHRBIQ1r/IcTm5eTHrlW2IjD5OdkYybdwANmneoliBSX/AObGhd81gEwm5OBTz8849MadWE4mNpILk6EL1u2XcxCkdBTmvR2VoDbIYjkUIB+y5G3ZCoIQgCTXwDaOIbUFvTtXMd3D7vIDs1Jjs7m+++mcaKFSuQSCSMGzeO/73wIo71PDfgZhEXG4u7QWq9mAG4IEMllZOQkHCNI+1URctWrfjy62m88eqrnKUQQQCjKDL1vQ/o1r17rY1TUqIHiaxM8VsQBJBIKdGXXOPI8rRr377aWRx2bhyDwRykJaWscCFFwGgw1sWU7NixUwmiKBJ1ZAen9m+iKD8H/9AmtO97Nx6+QXU9tQrDwb2cVQR7OZQLB09NSWHmzz/x4v+ew8fby9qlUdMsjeS9u5Ej4ErpbnABAU9RTmpuTrkCbasqui6upjKBo7LuDUsR2TZcHEoFDtv52woclu4NS5HaNlwcytpTVTd/wzZcHEoFjgAXeO2ph3j1yQet9lS//fIzX3/5hdWeauy48chUGn7/ey4TRo/kn8xklBIZOpOBlm06MeGZ16zF+2yt3pqtYRE2wCwE2HZsnEouLtet0a11A9bEnbwywau++ggyTMayQY9VoXFypVW38rtrbbuIKqO6gkZNA8ErEjRSE+MYPXwYhUVFbN24njYN/c2DZd98QaMq2ymoma2JURQrWD9c+d0V60k7duzUD9ITYziyfTmpCRdxcvWgdbfBNGrdra6nRYmrFxP7NWLLrx+gLSpkqCKQTIOp1u2mbMnTFlFiNOBNWeHCGwV6k5FcbVGFooYlODwuM5NgvYQZvTrx0uFTPHf/aD7//if6tOjDgfMZFEslqI2maokbtkHiaqOJLSUGGvg4M/Cx14jo1JMXH76X99RyXm8Ygo+/+XO18q0C9YOx7bpxIS2ZjYmxKAQJetGEg1zF24PG4u8bYA1f75xZwqfDe/Dcon/p0mcArZp05iTmjJLqdGuYjAa4yqJKEMzrCWMN1hBSmZzwVl1r9BjrIxZBY0yPEL5/ZzIN3JzpkSvnUm4J6sD6VeA3ihbz01IEBCQImET7+uFOwC5q3ALOnYti2pdfsmfPXnx8vHn08ce5f+Kkm2oXU1hYyMD+/Tl/4QIm5xAQDXzxxRds3LiRjZu3oFAoqj7JLcRgMHDwwAF0Oi2dOnfBwaF6rYA1oXXbtiw5fQa9wYT8yqUtBR1ao56IltXzQqxN0lJT+WXmzxzYvx8fXx8efuRRevaqOni0vjLlmWcZPmIkq1etxGQyMWTYMMLCGlZ9YA0YNHgIc2bPQpobh8QlBABTziWMhVkMHjK0VseyU7t06NgRD3d3jmXn019UIEWgEANnpcUMHT683ttn2bFTF+hLtBzbuZroE3sRTSYaRnSkXe9R1fL/vxH2rV/AkW3LkDgHgtKL85HHuXj6IOOf/QRPv5CbOnZlXCscXHc5kcTky/i1bomTV+nnzvdffoJapeKlxydab6tJl4alYNvU1xc9IkloCcRcMDdgIlnQ0dxo3nlpKYik7TtsLdrWVNyAssXgyro3DCYjq04eZ0PkGUyiSP8mzRggV1gLzRV1bwDX7N6wFTiq6t6AsgKHrT2VReCwtafq3LwBnT97l2lTX2Xl9v3M+nsuzz/3LK+/+gpPP/MsL7z0ModORbJm9Spi4xKIaNOOhm27IJNJicsqsnZr2AobgLVbw8K1ujUGDBxA1PqfMKadQBrcA0GQIOqLIPs8YS1ubINDTQLBLfO0pTYFDVeVFDBx7vRJxo4eiYuLC7u3byHUwwGJVG79+9xOggZApwaN2RN1muaiE07IMCFyhFyUMjkRAXVzTbJjp75z4dQBTuxZS352Jj5BDWnfZzTegWFVH3gDpFw6x9Jf3ge5AzgFUpSZzfp535KXnUH7PnWXdXc0vhCPcC+U+SnMnz+ftzq3xiVah8eIgVzMSCE/PYWGXr61/n3ETeOIk1LFJV0RwZQK7pcoxkGhxMPBqdJjLcJGfGYmHEjix25t+Eyt4KWnH+f5V99g/L1T2BWTTWxaHjKpP7npOdbPo2sFie84eIIjG7Zi1BVwPLAJMcPv566ubXj/sy9559WXeGpwd1ylaaQlmz+b6nO3hlIm593h9xKZkkB0WhKuage6NGyKWm6udfl07UD8KnNWSDtRZGybJrz/xkv8uXo7sWkqEtM1HI0vrFLYaNC8PRejTiJ6NEaQaxBFE6b0k8iVGvxC/ludfrsSRXzDQ+kaqmbtB49w6vgxpvqEkZRdgjo4qN69VjqENGLtqcOcp5DGmL8/XaKIDFF3Q10aduoP9kyNm8zZyEj69uqJziTB5BiIUJKPMTeBF156mY8++fSmjfv7r7/w0gvPI208EkHtDoCpMA3j+bX8OevvWrNaMplMZKSn4+ziUi6Twmg0Mufv2SyYP5/CggIGDR7M088+h4dHWa/avXv28MgDk0hKMXtDOjk68tW33zFx0gO1MkcLUVFn6dW1K456kaZGDcUYOSMtoknLFmzfvbeM1/PNJi7uEn169iQ7JxeTxhepIR9DYRZff/MtT055+pbN43bDaDRy/733sHb1aqROPubb8tMYMWo0c+cvQFLP2h3tlGXF8uU8NOl+1IIUV6OUNKEENw93Nm3fUesCmJ3aw56pUTcYjQaWznyftISL4BICghRyL+Hq4c09z32KQnlzcqAK87L569OnELxbI/VtA4Bo1GM6v4qQho0Z/tBrtTaWtsj8hbkikSYl7hzHd60hOyMFD59A1I3vYuCAvtbCsJOHIyVFeRyd8yEJp8yFUkEQGDXuXn6cMYOkxAS6d2zHZx9/yIuP3l9hlsbVBdyrszQsRduLW/fx6vE9xBXmEyE6okZKlFBIrsTAa+GdaNevLxVhCfyE6xM4LNjmb5hEkW/TY9gWfRapox+iIGDKT6FTaAN+nfgQcqm0yvwN2+wNuL78jYqyN6D6+RtJuSX8/Muv/PjTzygVCr6c9g2jxk2wZm2kF5q7L6VSCXFZRajlUs6m5VUYGg6Uy9eoKFtj+T9zOL/lDyRKR0SFMxSmoXZwYvwzH+Psfn0WlPVP0IC9O7Yy8b57adG8OSv+nomnh/sNCRq2wlhdCBoAWYX5vLl0NlkF+fiiJE8wUiDqeabvcPo1bVXj89m5ddgzNeqGYztXs3v1bCROfqByh/xE0Bdy9xNT8W/QrOoTXCdLZr5Hamo6kvChCFd2thuTDiJkn+fRd39Fqa6djYsGvQ6dtgiNg4s1z8hCUX4Ox3atJj76JEq1A8069KHIsz2te7WmYPW3bFqzirnNI5h2NJrN2svoTeZra5CbJ68NGlvruTorTxxg1t4tNMLBmqkRTSGTuvRlTNuqd+2n7TuMLjOTYI0Eb18HlsuLmbb1EE2aNOF/732BT/MObI/O4OS5dNRGE/kZlXdtRB3ZwaaFM5ConBGVroiFqcjkCvq/8QsPD+vK/4Z0ZEyPdrzTsTEHZ+1H4eN7W2RrXAvb5y+wcwATtuzDzSeA135bytz9CWRHmdc81xI2ci+nsXjGO2iLC8DBF0GXi6mkgAETnqVpu1636qHUObsSRXzDvOnvq+PHVx6hIDOTj5o2Q5eov6kdTzeCKIp8v2UlO8+fwUtQIgDpoo6OIY14bfBYpPb6Ub3FHhReT3jg/vtYvX4LhI9AkJptC4ypxyH9JGejz+MfcHPasx5+8AGWr9+J0HBI2V9cWMmD943hux+m3/AY8+fN5cP33ycpMQGlUsWkBx7g0y++RKMxLzofe+RhFv6zAKlzACaJAkl+IkHBQezYtRt3d7PQcvnyZVo2bYxTkZFOJhfkCBwnjwtCEVu276Rjp043PE9bDh08yDtvvsHevXtQKZWMn3AvH3/2uXU+t4onHn2ExUtXQMNhV9R+EVPifuQFlzgfewk3N7dbOp/bCYPBwJLFi1m1cgUAI0eNZuz48bdUlLJz/ZyNjOSvP34nMTGRtu3aMfmRR/Hy8qrradm5BnZRo264cHIf6+Z+gzR8CBJHcyFULM7GEL2C3qMeqdD+pja4ePoAa//+GlmLCQjy0r+ZMfUYstzzPPnBrBseIystgW1Lfyc5NhIAvwbN6Hv3Y3j4BpfOYc40JCoXRI03FKSCvpCx//uCArcIazj44VnvkHJ0D91NLvigJI5iDkhyePLZ/5GelMCeffuI2rcFtVoF2anWYq6lkGsp4l5L0ABzwVYW0ZwZuzax4exJSoxGWvkFMcjRjzAH1yq/xNmKG3BjAseGDev4MPIQ0tB+SFyvdCzmJ2O8uIEv7h7H8JZtrPe1FTegaoHjWuIGlLWnsuVaAoetuAHlBY6UfAMvvfoaK1evYdue/TRq3IQcrbnAZBE2EnO1AFzKMp+rotBwKBU2rhUavmHjVoxxuynMz8YnqBEtuwxA7ehS7n7Vob4IGha7KYDli//h6aeeZMBd/fln5rdoNOoqBQ2Jh9mW6mqBD6gXgoaFAl0xm8+eIDo1CReNA3c1a0NDL9+qD7RTp9hFjVtPibaYPz56HJNLGNJA83VfNBkxXViLj7cn457+6KaMK4oiM964F8G/I1Kv0owBUZuDIWoZdz/xHoHhN+aOYNDr2L36byIPbcNo0OPg4kHXQRNo1sG8uaAwP5uFP7xFUWE+OAUiGIox5SfjG9GPl3+YyYxHBjKsWSDel7J472wkrXGmGY7kY2CvkIPCUc30+6fUaqFTFEXWnznCsqP7yCzMx0PjyOi2XRnaskO1O0NsC/M+fo7ktfDmg53H2X86mkmTJvHgK+9zJhf2nksnPb2gQnHDoNfxx0dPoFf7Ig3uhSAIiAYdxgtrcA9tzju/zCF6yQz+mfU7h1+eSOq2c2QbHW57UQNsnj8VlDRzYdLanfzv1TfxH/QQq/bEYkit2oaqqCCX0/s2kpZ4AQdndyI631UmU+tOxmI31T7Cl+DkPXz4xsuEOTnwYXgT4i8WIFEpCR5xc76X1AYmUeRgbDT7YqIQRZGOoY3o1rCZXdCo59iDwusJO3fuxOQcilRa6sMs8WiCIfUYB/bv5+6xY2/KuK5urmAoQhRNCIL5zSqajFBShJvbjRfwVyxbxpOPPYrENRRpaD/02mxmzZpNRkYG8/5ZyOFDh1i4YD7SoB5IPBohAURdHvHnV/LrzJ954623AVi88B+KCou4W/RHfcUdtw8eZEgN/PH7b7UuanTs1IkNW7ZSUlKCVCqts0L4unXrzAvNKwUjQRCQ+LREdzmKPbt3MXzEyDqZ1+2ATCZjwn33MeG+++p6Knaug2bNm/PltG/qehp27NR7kmIikahdrYIGgKB2Q+LgQ1JM5E0TNZRqc2FYLCkoI2qIJYWo1Ddue1VcmMe/P7+HXpQiDeoBQFrqGZb8/B6TXv0OlcaRnStnI3EKRNKgn9kmSDRhitnI1oXT6fjkz0RmFFBcdJnYwzvohRvhmL+IRuBEgcnAn7/+QrG2mJ+n/2AVNKBslobtrnRb0q7Kx7AUbJ1UKt4YMIJX+w/DJIrIpVJObttfrS/6tve5UXuq03IRmcoZXIKtt0mc/MHBk53no8uIGrbFZ9v8jZtlTwUV529UZE8FZoHDzwn+/PZT2hw7zhsvPse/qzfgrJKTp9Xj7agkvUBHiLumjA0VYLWhsg0Nt3AtGyonnwbg04B+1fDQvhY3ImhUFggONRA0HBRlBA1RFJn5w3e8N/UdHnrwAWZ+PhWZTFahoFHanZF02wgaAI5KNaPbXL8gaMfOf4WM5FgMeh0yj8bW2wSJFNzCSbl0ANFkKtfdUBsIgoBCpUFfUlDmdvHKv5W1YJ25aeEMLp45jOAVgVTlRlFOLJsX/YRMrqRR624c27GKosJ8s1uF4sp4GZGknt5K2qULFBUW4OqgZklSEoGo6IJ5I6ELcvqKEpbmp3IiIZZ2IbVXrBYEgSERHRjcoj16oxG5VFpjm6syVlQpBfgIAr91asmWzi14b+FSNqxby1sff8GErkPYcT7TakllSE222iulxV+gRFuELKSldXxBpkRwb0RW9EEupuXTZ8Q4fv7hW/ZmFxBms/e5PltQVQfL8yfoCwjKE3mye2umT/uCv+8ahpOrijStF0fjM64pbGgcXeg0YPwtnHX9wGI31b2hE0f++IiZy5czws+PiWpvEpPqb4eGLRJBoEtYE7qE/beswv4r2KWpm4yrqyvoy+5SE6/829XN9aaNO+mBhzAU52FKOoBo0CLqizEl7sVo0HHfxIlVn6AKvvryC6TOAUhC+iBxDTFbVPh1YuWK5Vy8eIHt27chlasQ3EsXBILSGdExgM2bNllvS05OxlGmsAoaABIEXA0SUpKSbnielaFQKGpF0MjLyyPq7Fny8/NrdJxKpQYbGwYAjOYdiVfbeNmx818lKuosf/35ByuWL0er1db1dOzYuaUo1Q6I+mJEU2kAoSiKYCiqNfuGivBv0BQnN2/EpP2IxVnm3Z2XzyNmX6RFp/43fP6zh7ZRoi1CEjbIvOnBoxGSsEGU6LREHtxKXlY6BTkZCJ5NrZsyBEGC4NGErJRLRPiZfZLVxgJAxIOyGWEeKCjWFuPu5sbkMUOQXNlUUjZLo5SruzSgfOHWtmArlUhqJGhcjU/XDvh07YBn53ZsXLeFnRu2lwsavxZKmezKa6K02GB+XZSgz8guk8Nhi2NES+tP2rb91h9bVGHNrM9D1v5D1h8wP0+Wn7wTR60/Eg9/6w+YBSNt9CkER3frc21IisaQFI0xMwlB6WD9W5gyE5BI5ajVKmZ88QG7du9h2aIF1q4Di62SpZBfrDfSzMfZWvCHUjEASsUCC7bZKxYsIoRtRktNqY6gcSq5mFPJxXRu6lsjQSNbqydbq6eZj/O1BQ1KA8GNRiNTX32R96a+wztvvsFvX31QTtAwZiZdJWhQRtCw/G1rKmi4dWh3SwSNmlKo07Ij+jRbok5wuaBma3Q7dm53LGsEseSq65y+ALlSDTcxx65F5/6Il89hyo4xb0goykRMPoSHX+gNZ3LlZqVx4eQ+JP6dkPq2MdcgQnojcQ7k0NalAMRFnwTn4FJBA/OGUgQJ54/uRaVUUqAtIV2nw/2q9YPl31lFN+eaIQgCCpnsunM7fLp2QOnpSXyRicjkPLZvPUd/k5Rtz95Dz0aBvDjlcX5+6UH6+Zro39Ifb29HZL7+OHn5cjS+kAtZ5s8Q8UrNwYpRj0SmQBAElL4NaNGiBWvPXMIt3AsvLweCnOpXFuuNEJerJT2zhDEmDYHuznz1+rM82DUEH18nCiX2bjBbjsYXsj9PQ5euDRnhncPvT49iy7q1fNi8OQ87BZBaIkXp6VnvBY2aYjSZOJ4Qw8bIY5xLTaIaxkZ26hi7qHGTeWjyw4g5MZguRyOKJkRtDkLyfvwDAm9qKHT7Dh2Y9u13SHIuYDi9AMOZf5AVJDDz199o3PjGFcpz56IQHf3LfCgLzmYrrXNRUTg5OiIa9eUK9xKjDieb1qH27TuQq9eShs56WzFGUqR62nUwXyALCgr46IP3ad28GRGNG/HGq6+QkZFxw4/hRtDr9bz+6iuEBQfSsV0bGgQF8Obrr2EwGKo+GLj3vnsRci5iyk9GFEWz8JRyGA9Pz9s6LNyOndrAaDQy5YnH6Ni2Df975mkm3TeBZuFhHD50qOqD7di5Q2jarjcY9RgT9prFDYMOU9JBTNo8mnXoc9PGlUikDJ/8GmqZiOHcCgwn/8aYsJtGrbvStveIGz5/VnoigtqjTBeIIFcjaDzISk9ArlSZbzSULUiL+mIQBOQKJQCufiEolGouUlR6H0RiKMLBwYHGjRshk8n4Z+kKet7zGEHtejP21c/YuWplGdspWyrr0qht9l48y1NzZvBB1B7ejNzJd+cPs23DNk5u21+lwNG/cQTGkiJMqccQTcYrYZWnMOryGNajt3Xe15q7RdwAKhQ4LOLG1QKHBUsBHKhQ4IBScUOXnFShwHG1sHFXn57ce889vPX6a2RmZljzISwF/BD3ssUGS2i4BVuRAEo7I64lbFwP1RU0bOdgoTqCBpi7M8As4oS4awh0UWE0mvB2VJYTNLRaLU8/8gC//fEHP/34Pe+9+KS5+/eKoCEoHaw5MhXlZ9i+DyoTNGxfL1D6+rqWmAF1J2jsuRDJo7N/4PstK5mxbQ1Pzp3O0mP7bukc7NipSzx8g/H0b4CYcsgsKogmTDmXEC+fo0WnvrUehm1L5wHjCWnSGmPcDgwnZmOMXoWDRsnQSS/d8LjZ6WbrQ8HJ33qbIAjg5E92uvk6p1CpEQxXbYQy6kA0kWeU0SKiJadTs2ju7EQcRRhsNgjEYL6+N/TyAyDucjrfbFrO47N/4JVFf7DhzFFMdV3gbBHOjOxYHo8+wnOXTtP375WsX3WYj1o0ZtYDwzh3+gT3D+hG+rYFjG8fQKsm3sg8NMh8/RF8m6N09sKUcgRRb147mQrTES+fw79VX2LT8ojNKqLPwCFsOHgSg8mEMT+7bh9vLWIRheJyteSmFvHt6D4cO3aMnfOm06eFHy7erje04eFO4Wh8IUfjC3EKD+X5YY0xbP6JZ+4fjWtePl/4huOYLhBfZLojBY30vBxe+OdXPlz9DzN3rOPNZbN5f+U8ikt0VR9sp86w20/dZJ57/nlOnz7F4oX/QMIeALx9fFn07xJkspv79D/x1BTuHjOWTZs2IpFIGDhocK1lRzRoEEZ0cnqZ28QCc6t/WMOGdOjQkTffeB1j0j4kAV1AIsd0+Rym/BQmTvzSeszQ4cNp1aoV68+cpalRjRwJ0dJiHF2ceeLJp9Dr9YwYMpiTR48SZlIjReDPn2eyfu1adu7bX2cZL1PfeZtfZsygreiEP64k6bT89OOPKBQKPvjo4yqPf/3Nt9i7dy8H929ArnLCUFKESqVk9sKlKBR3zm4IO3auh19n/sy8uXPpiTtNrvjc7sjOZsLYuzl7Icb+HrHzn8DVy4+7JjzDln9nYjhzEQBBIqHniMn4hdzc9mlPvxAeenMG8eeOU5Sfi29II2vexY3i4uGLqN2NaNAhyMwChWjQIRZn4eLhh4OTG4HhLUlOOIGockPQeGIqTIeM03g37crFQnNROC63mN73P8Gmv76nCCPeKEgQdCSIRbRt1AYXF1emTf+FNz78nCBBja8o58CB0wzef4yVX7nQ5sq2npp0aVi43i4NgLMpCUzbuJwQVHTBmyKMHCnKY0biab6/9wkuHzx2TXuqZr7+PNGtL7/u3QaZUQiCgMmgY2KHbrQPaoAQXFo0shU2GlRwrlttT2WxpoJSKzCpZ4C5m8DNl2nvvUrExo188s4bfDvzj2rZUIFZGLC1obJka1zLhgqwWnJUl1slaFQVCG4RNHJzcnj4/vEcPnKUxQvmMdLyd8tOxUTNA8GBMrkycH12U1B3gkZ6fi7fbV5JqKiiG75IETgm5jJ3/zYaefvRMiD0ls7Hjp26QBAEhkx6kRW/f0Je9Crr7cFN2tJl0M2175XJlYx4+A3SE2NIT4rBydWDoPBWSGrBIcHFwwcAsSANwd3GyqogDWd38++ate9N6pJfEC6fQ3BvBAYdpsS9SGRKGnTsi5enwA9ffsKvd3Vj55odLBdSaSQ6UICBsxTQKbQxDTx9iLuczhtLZ6MyQgNRTW5RPr/sXE9CViaP9Rx4w4/letAbjby/Yh7aoiL64YEKKaeN+bxz5jSSPAMjB7Zky1Nj+PZgJF98+B7N/13Iix9NI6xlQ2LSC4h1VSG57x1Ozn4LQ+Ric65nSQEOvg0JGvgIQVc+O8NbticrNw+tlyMk5qPPygL5jVuH1Qdsbag8oy7zUt8OfPPdNGb1H0bzRp7EGk0cjU+t0drgTsGyxilx9eKefo2QxB7hnQkPkJqSwgvh4fQQnUjUCagD7zwxw8J3m1eQn5fPaHzxRkEcxWxLSeTv/dt4slf9zQz5r2MPCr9FRJ45w4ED+/Hy8mLgoMG3fVFu/ry55kwNj8YIrmHmDpSM4/Tq2YOVq9cAsGzJEh575GH0ej2CRILJaOCJp6bw9TffltmpkZ2dzYfvT2XRgn8oKdExaMhQ3v/oI8LDG7FsyRIenHQ/I/HBD/PuzRz0/Cuk8vHnn/Ps/56/5Y+9sLCQ0AB/muuUdMTVevsBsjmvMRCbmFwtCymj0cimjRs4eOAA3t7ejLtnAp6enjdx5nbs3B50ad8O3dlL9BdL3w9ZlLCYFMbdM4G2bdsydtx4AgID63CW/x3sQeF1i7Yon0tR5l35wU3a4ODkVtdTuiEK87KZ89XzGKUOCN6tQAAx/RRSfT6TXv0ORxcP8rMzWPbrR+ReTgGpHIx6HL1D6fjgp3iGBuPlqcFBLcfdQc75LUvZOPdXUpMTadSkKa+++RY7t23m+JHDRJ+LJkwrpzvmDR1GRFYL6QQ2CWTFk+OvGRBeWfH2Rou1X21YyrnYGMaKvkgwr4UyKWEJKbwxeBydGpR6oNsGjF8tcFy6nMH2C2cxiSI9wprQ2LvywOTsw2WzQyoSOGyxDRivKlwcrh0wfrXAYUHVuKU1WFzqae70xc2XP/9dw5NPP8u/K1bTq0/faoeGA4S4qGsUGr73RGy1Cxe1KWhcbyA4lAoayUlJTBw3mpSUFJYtWUS3iHDzYFfyY/6LggbAkqN7WXxwJ5PEAORXDAlERBYLqbh5uNMhNJzWgQ1o6ht4U3er2ynFHhRed5iMRuLPn6QgJxOvgDB8gm7/UOOVf35G/IUzCD5tENTuiNkxmC6fo//4p2nesS8mk5Eti2cSdWQ7gkSGaDIilStoPGgKDQePYViYgilDu/BF744kH8tgmxNEpiTgqFByV/M2jO/QA7lUxlcblhIZe5Gxoq/1WnKcXA6Sy8xJT+Pl5HLLH/vei2f5euMyxuNntcoyIbKYFFp7efGCdyjeXkpcG3pwSSHwzpbDHD9/iUmTJjH6seeJx5XknGJys7M5vHElRdnpuIU0pV2fgWjUSvxd1TT1diT28C6efmA8x799FcXZRM7tiSMuV1uvg6BrSvyq9QRrJIR1D+bejbtxDghl3Gdz2Hk2jcToVHoG/rc+H47GF1Io0RDY2JehYQrW/fwJq1atoqu/N/fLPAhQOdyx3RkWUnKzeGb+TAbgSRila8ND5HBKUsDINp0JdPOkS1gTlDL5Nc5kp7ao7vrBLmrYuW5+mv4jn336CTnZ2UgkUkbdfTc/TJ9hzhG5QkZGBqtWrqCwoIC7BgykWfPmNRrj1ZdeZNHvfzFe713m9tVCOu1GDGT+wkW18VBqREzMRVq3aM4wvAmk9EtyPMWsI53Ic+cJCq6dHa127PwXaRrWAI+UArpSWrwtwcRfJKCQSBEBkwC//PaHPTD+FmAXNezUNmkJF9i8+GeyUuMBcPcJpv+4J/ENKS3oG40Gtu7aS3FOGu3btaXQoxVdmgcQmVGAl6eGYC8HaxE40EVlLfy6qqRM+/wT/vjtFzIzLzMOvzK5G5Hks4ss4r5+HXVQ+DVFjdru0gB4aeFvqLOK6UXpjn0Rkb+ERO7r0qfCIGRbcQOuL2Dcgq3AURNxA6oWOK4lbkCpwGERNyzChiygMaKuEIlnEEZDCf3GTCIlJZVt+w6hUqnMwoYgkF6gQyqVEJdVhFoutXZrWISNEBfzmsy2WwPMwkZFogZULWzcSCA41K6gYbHkirt4ntEjhiGRCKxZsYxmgVc2APzHBQ2Av/dtZevJI9xn8i9z+xrSSEKLSpBRLBro3rAZL9w1CulNCEu2Uxa7qGGnNtEVF7Jt6W9cOLkPUTShUDnQ6a5xtOk5rIxQmZEUS8KF0yhVGhq27IxK48j+PA0T+jdm4Wv345KXwdAMFerg4AqvVw//9R1hWhmdbL6LaDEym0ReumsUPRq1uCWP15alR/fy78FdPCSW3dS1nUy0aikveoQT4qJC1Jfg4++EYwM31hv1fLliG1l5hXTp0gW/oFB8/fyQOrig0TggVyjQFhchlBSRmpJMYswFjh49gloCh6e9Qt6BKHJiL3PwbOYdVdBO23cYXWYmwRoJeQ01TF63k7c++IT85sPYfyIJRc61Q8PvFCxihtzZgZFd/EjeNI+/Zv6Ii1rJFL9AWpaoSNAJd9TfvjLOpyfz+pJZ3I0v3iitt0dRwA4u4yDIKBQNeDk48+HoSfg4u9bdZP8jVHf9YLefsnPdPP3sczz6+BPExsbg6elVYZeBl5cXjzz62HWP4eHpSaFJjx5TmR1XhVITHp4eVRx9c/Dz88fRwYGEQm0ZUSOBYlycXfD28amTedmxc6fQq29f1iz8l3ZGE8or7/uzmEP7xph8UCNlD1lMeeJx+vbrZ3/P2bFzm+ETFM79L35NXnY6iODs7l1u17RUKsMjrL21mHwqubhcEHSl5/fxIScnF4A8DGVEjTwMOKvVSCV1swsv2N2bE9nRGEUR6ZVOjTR06EUTwW5eFR5j+0Uybd/ha9pTVYVtUbou7akstlRK/wAMSdFWGyrBzZefv/yQdn2GMP3br3nlzXesNlRgDg2vyoYKzGLC1TZUlQkbldlQ1UdB4/ihA0wYN4aAAH/WLPgTf1/PMoHgdSVo1LWYYaG5XxDLj+8ngWKCrqzRc9GTjJb2uNBOdOEChWy7eJZWgaEMaN62Tudrx46dmqFUOzB44gsUj36U4oJcnN29kcnLO2B4BTTAK6DstVufV8j2MykMGT2ez6a+yQPBzcnOzCRt3+Fy1y5nlZp8bdlsjjzM2ZlO6roR2ALdPNGKRtLRWYuuRkRShBLaBzdFqfYkFQhyV5CekYUgL6BHSQl3jR7Altwc9iRnknhsD4d2FJFXWER+UTEmk4hCLsdRo8bX3ZkwDxceateYR7u1QcjTInFwQupkIryBgoT8kmtP8DbC1oaqUZGEZ4b04OuP3+eXJZ0xtPRj357CGltU3m4cjS+kxNWLLhG+hGSd4sfHHyEr8zIPNQ+nZ76C9DQ96cFeKJ3q/rP9VhDs7oWDXMlZfQFeKBAQMCISRT7uyBkv+pONng1FGfy8fS3vj7y/rqds5wp2UcPODaFUKmnatFnVd7xO7r3/fr747FN2CFl0Fl2RIXCYHHIMOh54cPJNG/daqNVqnn3+Bb749BNMiPijIgktkeTzzovvo1Qqqz6JnZvC3j17WDB/Lnm5efTu04f7Jk6qlhWYnfrFq2+8wdpVq1hSlEaIUUkeBuIpJgInXDC3e3bDjQvGJFauWM5jTzxZxzO2Y8dOTREEARf36gmStmHPXp5VFxO8vX0wGAy0bdmCg5EXUBkleKEglmIihQKeGj6szqxnRrTpxJ6LZ1lLOs1wpBgjx4V8Qt28aB1UdYC17RdL21DxGxE4sg8frZHAYRsqXpHAoY05W6nAYRE3LMKG4OiOWJCFMTMJqWcAEqmcpo0a8vorL/PF118z4u6xNLmyzvR2UJBeWGIt+luEAEtouMWGypKtYStsgPl1dLWw0a11A/aeiKUg5zKnD2wiOz0JF08/COqGytmrXgkam9au5pHJD9KpYweW/vUTri7O1yVoVBYIDre3oAHQNrghLf1D2JAcTwM0yBE4TyGOyIjAGQGBRjhyniJ2Rp+xixp27NymqB2cUDs41egYB1MRidGpjBo1AFF4k2PSYnrJlcRnZpa7713N2zJr72Z8UNIEB3IxsEvIxkvjTIR/SG09jBrRPiScIFcPNuZm0lp0Qo2UMxRQJBgZ3qoTPp7mNVXCvsPocrXI3d3RZxXgoyikux6Gt4kAo8F6PueGfuiNeuRSKYIgJffCFYtIqYycQwkUkkBacgHyWspkrY+kyh0RU7J4rFsQO/09+fadl3j7r9VEns8kN73q4wGMBj3nju0iPvoEcoWSxm17EhTesuoD6wiLmNG+exiNZNks/+EFZu7aRf8mIUwJbo/ksp74ElAH+9aLz/VbhVImZ2KXPvy6awM5ggFvUU4cxeRhYBhm1xg35LQRndmRdInc4kJc1Heu6HU7YRc17NRrQkMb8Oesv3nq8ceYX5wEgEIuZ9qX39Gpc+c6m9ebb7+DTCbjx+++43ReBm6urrz74oe8/MqrdTan/zrTvvqK96e+g0zjiihVsWzpEn7/7Xc2bN6Mk1PNFr126pZGjRqzfe9evvnqK3bt2E5WRibeRQq62bSAy5AgFSQUFxdf40x27Ni5XbHskrfQuamvtVBsG6xcET5Xurc+nfo6L731ISvPX7D+bki7Frz7yAT0UWeqnEP24aNV2u3UlIZefrw9bAKz9mxiS3YmEkGgc4MmPN5zUI2tcCxfNm27N6DmAoftY7QVOCqzp7IUvm27N6BU4LAtltsKHBZxw1bY0EafstpQCUoHa2j461Mms3Dxv7z2/LMsW7epytBwW2HDNjTcwrVCwwvSLzH7ly8QRSOC2hPx7DEE1nDvy99e83m7lqBRWSA4VF/QsORnAMyb9QcvvfA8Y+4ezezvP0OpVFYqaOiSk4AkJB5mC6b/iqABIJVIeGvYPaw+eYjd0WfIKC7EqBUZiY+18xNAiUCJofJriB07du482gU7cDS+kCPpJoYMGcq6A3sY2zSAS5HluzWGtuxAQlYGm6NOsAdz/pOnxok3h91TZ7Z1UomE90dN5LedG9h/KRqTKBLq7sW73QfQwLN0k4ilCyEhvwRdrpa4XC3hDfxJ3xNX5nzirthyYwg2XS9yd3ficrUo5SXW895JWJ6n+CITPpdyeLNlE+5fvZ3oLf/Sqkk/TgJH45Ov2a1h0OtY9uuHpMZFI3HwBqOOyEPb6Nh/LF0G3XvrHkw1sFhN+YaH0rWBA5eWT+fV2bMIcnTgq4gIGmoVXLpYgDowgOABd9bfuroMjmiPh6Mzq08cJCU3m9xCA51xJcDGncWyltAbjXU1TTtXYc/UsHNbkJeXx5ZNmzAYDPTt37/eBGrr9Xqys7Jwc3dHLrcHBtUV8XFxRDRviuDZAolfewRBQCzKxHRxHW+/8w6vvfFmXU/Rzg3w2Scf8/WnnzLa5IPblU6Nk+Sxj2wOHT1O02Y3r1vMjj1Tw07dcDS+sIz1lEXU8PLUWEWNijI1nFVy4mIu0LltSzasWUWf9s3ZuWEdCRnZtPRS01gjt+5cv7rIa5upARXnatxopoYFURTJ0xahkMlRV2Cdcb1cK1y8plxv/kZ1sjcseRuOgWZBQOlvDgu3DQ3fvnsfA8bcz/SffuaeiQ9WGhpuyde43tDwOZ9OIS01DWnDQQgyJaJRjylmI67OGh75YFaFXT2W16QtV3dnQMWCRjMf83W0QkHDwfxasAgaoijy9Wcf89UXn/Ps01OYNvUVJBJJGUHDmGne9HN1dwbcmKBR3/MzqkN8VgYvLPyNrrjRCvPzno2eZUIqYzt0554OPet4hnc+9kwNO/WN8wovRvsV8NSE4bw1qCsdLuqI11JhEHZyThbn0pJwUWtoHdig3uTwFOtL0BsMOKnU1eo8vTqbqybU52t8bRC/aj0hLiq8PRX8UJDG2nPxzFq7k80pAvv2XMDBVFSpsHFs52p2r5mDNHwwEgcfRFHElHYCU+oxJr7yHe7eAbf40ZTHKmaEeXNvOy9OrlvA7J9/pKS4mMmBQfTAiaRcPRKV8o4Kg79RRFHk+X9+xZhTyDC8kSJgQGQt6UhdHfj+3ifqrOv7v4I9U8POHYWzszN3jx1b19Moh1wuv238/EVR5NjRo2RlXaZd+w6430GtpBvWrwNA4tPa+uEiaDzBOZgVy5ffkKhhMplIT0vD2cUFjcb+haoueOrpZ1iyaBFLL5wn0KRCKxVJNRbz9LPP2QUNO3b+I1Q3TwPAy9vcJp6Wno5EEkGfLu2tO9ltC79gLrDbWiXdKgRBuClt6zfLnurAum0kFOXjrdLQa9hd5e5blT3V1dZUFmFD4uFfxoZKUDqYQ8Olcvr06Mqk++/jnbfeoM+AQXh7+5CjNVptqCzdGlXZUFmwdGvY2lAV5eeQGhuJNLgXgsxsHypI5QheEWRd2kre5VSzHdUVqms3BWZBQ1uQSwt/5zLdGVBe0LC1m7IIGnq9njdffJa/58zl808+4qXHJiIIQrUEjaryMyx/p9s1ELy6BLt7MaxlB9acOkyMUIRKlJCIFj8Xd4a2rN9zt2PHzs0hNSadE37hPPHM//j6lxn83qYtpkvFFWZr+Lu64+9a/74zq+WKGm2IqMtrtU6v51xaInKpjMY+AfVGGLKg9PQkLjMTUV/CS50bsz8pk09eeJzXfllK5HlXDKlFleZrxJw5hOAciMTBXA8SBAGJd0vEjNPERh6+IVHDoNehLSpE4+SCRCKt8fHWEHBXL8Z3C+TyzsU8N+QbSkpKGOrlzVDXIPJzRVJUEtSBAfX+8/xWIwgCj/UcyMdrFvGPmIy3qCBdKEEriLzbc5Bd0KhH2EUNO3b+A0RHn2PShAmcjTLvlFQqFLz25lu8+vobd8QFWSqVgghX/qcU0WT+3XWyYP483p86leSkRORyBfdNnMgXX32No6Nj1QfbqTXc3NzYsnMXf/z2G1s3b8LJ2Zl775/IyFGj6npqduzYucnY5ml0aOhh3flui1QqIb1AZ93l7ujoiKOjI6mpFdsNgTms2tKtcadSG/ZUeqORGZnxrD970voJ2/biaV5v2o6WA3tVeMy17KlUYc3KdG1cbUNlGxqOmy9fvfsK6zds5MM3X2P6H7OrtKGyYAkNtwgbV4eGWxAsxRXRdNWjMF35fekaoiaCxrEzZ9jxx6eknDWLC0HN2/LSh1+CTwTFeqNVzKhM0CgsLGTKww+wecsWZv3xGxNHmIUki6BRV4HgcPsIGhYe6T6AFv7BbD93mmK9jvuCwhjUvC0OSlVdT82OHTt1gIOpiMOnUhgz8gkCVi/jn6w0HnP1qjBbw86Nse3cKX7ftYFivbnD0kPjxIsDRtHcP7iOZ1aKxYbqUmISPgl5TB/dm1G/LiFy40JaNRnEScCQmlzhsYJEglBu/SCCKCII1yfeGPQ6dq/+m8hD2zAa9Gic3Og88B4iOpffUFIRtmJGp2aeuFzcwQ+TJ5OVlcW9TRrQu1CFu0JFfJEJdaDnbfNZXhe0CmzA1+MfYd2pwyRmX6a7mwdDWnYg2N2rrqdmx4b6JZPasWOn1jEYDIwdOZK087EMw5t78adZiYqPPniffxctquvp1QpDhw1HKpVgSj6MaDLvfjTlJyPmJTBu/PjrOueqlSt44tFHSC2UIQ3th9GzJfPmzuPhBx+ozanbqSYuLi689MorrF6/gQWLFjNq9Og7QpCzY8dOeSrK06gp3l5epKVXM+XxDsenawfrD5iL0rYix7X4be82NkWdohvu3E8A/fEkKjebGemXiN223/pTEY4RLa0/ULaDI2v/oXKCkqUwb+k+IDsVTw93vvz8Uxb9+y97d2y1ZkxYRADb0PBmPs7Wbg2gjAB2daePRaBQOzgT2LgNYuZpxBLz607UFyGmn8InpAnO7t5l7l8dQeNcUiqrPnqCtEuxSIN6IA3uSfKleN6aPJbk5ORKA8EtgkZmZgbjRwxh9549rFz6r1XQIDvVLmhcB4Ig0CWsKW8MGccHIycypm1Xu6Bhx85/mHbBDihyMthzPov7H5nCprhkpF5KgjWSG7JpslOW6LQkpm9dRaBeznj8GI0vyiI9n6xZRL62qK6nVwafrh1QBwaQnqHD/Wwm97Vvxo9ffUp7bylOrioKJZpya1OARq26YspLwpRr7p4URROmlKOIJiMNW3a6rrlsXvwzpw9sRfSMQNqgH8Uyd7Yt+YWoozuvedzR+EJrCHjX7uE80FTHrg8m8vV7r9PZWc28du1pmyIjr0AkTeOO0tMuaFSHYHcvnuw9hI9GT+LJ3kPsgkY9xC5q2LFzh7Nt6xYuxV2ij9GVQNS4IKczbgRJNPzy04y6nl6t4Ovnx7TvvkfMioaoxXB+BcaLG+jeowdPPDXlus759ZdfInUOQBLSB4lrCFKfVuDfhfXr1hIVdbbqE9ixY8eOnevGkqdxvfj4+JCaVipqiLryX0YrwjYbojJu56KHrcBhETcqEzgMJhPLTxymhehEBE44ISMcBzqKLuyOicbQNNxaBK+OwGHB1gJJ7h9G3omj1gwIwdFs8yEozTYPEqmcSSMH0Kd3L17437MUFRXhqjJ3T3g7mu2iQtzLWkPaChtQVnCA8sLEwEkvoZQJGM7+iyl6Jcaz/yIX9Ax+6DWg+oJGXG4xcbnF5J/YTFF+LpKwgUg8GiFxD0cIG4hOq+Xo+n+vKWikJcUzcmB/4uPj2bJhHQO6tL7yoFKtz4td0LBjx46dGycxOpXwviNxcnRgenYK3n6OFCcm1fW07hg2Rh7DWZDTBw/cUeCDkrvwRGfQszP6TF1Pr0LicrWkpRTwRKMwjPoStvz+Jf1b+hPYuOLNNc079SOkSRuMsZsxRi3FFLkIU8YZeo54CBf3mluU52dncP74XgT/jkh92yBxCUEW0guJSzCHty2v8BhbMaNVz1ZM6aAgbtbb/G/SGNS52fzRti2TJd4kxhSiDg4mdPyoMhtd7Ni53bHbT9mxc4eTnGxul3SnrO+mu0lGctKds3B75NHH6NatO/8smE9eXi69+/Rj2PDhyGTXd5k7d+4colNjJDbdAIKz2Rcz+lw0TZvasxxuNQcPHGDJ4kVodVoGDBzEkKHDbshezI4dO/UbW+upmuLl40taahoAEs8gawbBtfDp26VMN0FFtOrbpdpdDvWdquypdHo9hfoSPHAqc5wHCkTgcmEBXo7OZYrh2YePWovkFYWLp23bb7WhsmRrgNmGyjHQF230KZT+AWVsqAQ3X2Z8/h7t+gzlx2lf8vq771ttqMDcrVGVDRWYRYirbaha+qvx8AvhsY/ncGbfBi6nxOHmHUhEt8GoHV1qJGiAORB8zqULSDTuCPJSsUWQqRDUHsRERwFlBQ2zSGMi+swpxoweiZOjI7u2byHMy6lMfkZdCxq3cwEkq7CArVEnSMvLIdjdi75NW+KoVFd9oB07du5I2gU7cDS+kIVHM3lz2s+8+thEWjo6EmgyVpitYafmZBXk4ybKkFD6XVqNFEeJjKyi6uek3SosNlSCvgBZUgHv3TOIl/+aQ5chY2ngE0pitKZctoZUKmP4w68TF3WMuOjjyBUqmrTtiadfyHXNITsjGRCROF2VxeHoT07ywXL3t1hNde0eTnt5BvN+fJmft20jxNmRqU2b0lqvJi5eR55KSeh4u23z9aA3Gth7MYozyfE4KlX0bhxBiId3XU/Ljg12UcOOnTucdu3aAxBDIY0wf5k3IBIn0dK3mt6MtwtNmzXj/Q8/qpVzhYWFERlX1rpELEgBoGHDhrUyhp3q89knH/Ppxx/hLFMiR8Kfv//OkCFDmbdwEXK5vK6nZ8eOnVrihqynBIE8rR5XlRQfXx/2Xzxfy7O7M7Et3tgKHC37dCbQxY2Y3CLCcUC4Upi4SBEqmYxgN89y57Itjl8tbjhGtLTmbFgCxCsKDdclJ6H0D8CYmYTUMwCJVE7jhmG8+dqrfPzZ54wYM47mLSIArKHhtjZUUHlouK2wAVhDw1UaJ9r3H1fmsVyPoAHg5BuEqTgbwaBFkJltjkRjCaI2i6AGYRUIGrB/13buv3cCTRo3ZtXcX/HyvDFB4+pAcMvzb0t1BI07oTvjXGoiH65agMFoxA0F28STLDu6l4/vfrBeBgDbsWPn1tAu2IH9mYXE+DXjkSefYeasX/nJvyk5mZl2YaMWCPf2Y2VSHMWiETXmz7o0dOSZ9DT0qrmt6K0iVe6ImJLFwIYedG0Syo8fvsGH8zcSm+ZLYnRqOWFDIpHSoHkHGjS/8deLi4f5eRELUhGUNhtKClNx9jB3flgzM5wd6NCzIUG6RDbNNIsZjb3d+KBZM5qXqEjILCE90Au10+39GV6XFJfoeG/lfC5kpOApKCnCyIrj+5nSZyh3NWtT19OzcwW7/ZQdO1dhNBrregq1SstWrRg8ZCjbyWI3WZwgj2WkkGMqQaXWVH2C/ygvvfwKxtwEDPG7MeUnY8yIhOT99O7TlxYREXU9vf8UkWfO8OnHH9EeF+41+DDO4M0gvFi3bi3/LJhf19OzY8dOLXOj1lMA3t4+pKVn1MJsqo/RZEIUxarvWI+xtac6tf0AA10DuUQxq0nnFHlsJoOT5KGWKzCVC8csi601lYXKbKiASm2oLIX9V598gPCGDXnt+WcxmUw4q8yC9tU2VM18nIFSYcMiOlRlQ2XL9Qoa2Vo97QeNQa1xwBS7CVPOJUw5cYixm1DIZDz8yGPlBI1VSxYzZvQounfrxpYlc/Dy9KhS0JB4+JcTNLL2H7ILGlchiiLTt67G2ShhoujP3aIP9+GPqNPzx+6NdT09O3bs1DGKnAwiz2fSbcLjmBA44mYkWCNBd0XYuFWIoojRdO3P1NuNwREdkMvkLCGFo+RygGzWkIYEcKynuUaWz7tLWcXkxWTxdr8OREVFEbNzJQ18nHHxdr2p47t4+NCgRSdMyQcxpp/BlJ+CMWEfppxLeLYcXCYz46HOriTNe5+3HhxJ8pkTfNCsGZ86heCUBkk6AXVggN1m6gZZcfwAcZlpjMaXsaIv94v+NMGRX3duIK+4fuXC/Jexixp27GBeSPz2y0yaNwrH1VFDy6ZNmPXXn7d9ccJCuw7mD7MYCjlEDhqktMCRBfPm2vMhKmHcPffwzXff40oWxosbIOUwI0cMZ+6Cf+p6av85Vq1cgUoqpy0u1p3CoWgIkKhZsXRpHc/Ojh07dYWtzdDV+Pj4kJmZeUs2KkSnJfHu8rnc88vnTPz9a37duZ6iEt1NH/dm49O1A+26dQMgFz37yeYyJbTDmfziYhYfK2+FcDUVCRtQeWi4pUhv6USwFPPJTkWhUPDzVx9x8NAh/pkzq8rQcFuqExp+9b8rEjQ6NPS4pqAB0LFpA9795R+CAn0xXtqG8dJWgvzcmb14OX7+ATir5LiqpOa154wfePSRydw74R6W/TUdBwdNhYKG4OiOLjnJKmjYPlcWQQOwCxpXkZRzmaTcLNqJLiiv7BR2REZL0YnjCTFo9SV1PEM7duzUJe2CHTCkJnMkw8SDD03mjzPnUbbyIFhza8pkBbpift6+lvt/+4p7fvmc91fO52JG6i0Z+2bjpnHAVaPBiMgxcjlLAQ3R4IWSP3Zvqrd1Fp+uHZColKRn6AgrERjbtTXffvoBnQPUeHs7VhoaXlsMnPAsjVt1QUw9jPHieoSCBPx7PIhbt7G06tmKie0dyFnzIy+N6cOhHVv5tGcHPnEKwSlDQqJOgjo4iOARg2/7z+/6wL6LZ2kgqvHBvHlGikAnXDGYjByJv1jHs7NjwW4/ZccO8P233/Du22/RCAd64U5SXAbPPT0FnVbLk1Oeruvp3TCb1q8jFDUD8LLeZkQkWlLMxvXr7fkQlfD4k0/x0MOPEBd3CXd3Dzw8PKo+qJ6g0+k4fOgQUqmUDh07lskWMZlM7NyxnZMnThAUFMzQ4cPZvWsnX3/xBadPniS0QQOeff4FJtx33zXHMJlMbNu6hQvnz9OocWP69O2HRFL7XwJEUbRxYy1FEKm3C2I7duzcXNxUcmsROS6riECXsrv+fHx8MJlMZF7Ows/PXASWBTQuLZLXEvFZGUxdMQ9nk5RuuFFkMLI18jhxl9P5ePQDCEJFV6/bh6PxF5EicC8ByGyuxLkY2HPxHA936VXlOdw6tCP78FHrvy02VGAuwmtjzlZoQyU4uiMWZCEoHRB1hUikcnp06cjDkx/ivXffpv+gIfj4+pGjNVptqCzZGlXZUFmwCBcHolLL3Wbh6u4MKCtoWF6HFiGlWG+kQbOW/LNxJ0nx8YiiiVaNGyIIgjUQ3GQy8fHUt5n+4w+8+dqrfPDyFARBKCNoGDPNuWdX202BWdCoLD8Dri1oVJWfcWLrPpK1Bcgah6LRFuOkKps9kZqbzZG4C0glEjo1aILRZGTh4V0cuXQBuURKzyYRjGvXDbVCec1xkrIvcyrpEmqFko6hjdBUcf/aRADsqwc7duxYOHwqhdGjnyFg8yZe2X2Y6eHNuRSVBNy8wrDRZOLDVf+QkJlOC9ERNRLOJifz7vI5fD3+0dveHi+7qICk3GwG4EkYpXZNsRSxMTuDy4X5eDo6X+MMdYfS0xO5k4Kc+Fxe79Gatcei2Dl/Bp3HPkd6egGG1KJyNlS1hUKlZuB9z+HafgK5Oj0OAaH4BbrT27OYLX+9xc/r1+PlqGZyQAB9JS6knCkkUaO2dmbUNdlFBSRkZeDp6Iy/a9naSbG+hAMx58jTFtHUN5AGHj6sPnWIzZHHKdAV08I/hAkde1aZWVGo03Lo0nm0+hJaBYaWG6e2EEXK1SAE21/aqRfYRQ07/3l0Oh1ff/EFLXCiB+bFQzOckAFffPIJjz7+xHWHTVdESUkJ8+bOYc2qlUilUkaPGcs9E+69qYHHCoUSw1Xf4AyImEQRpfLWfYm8HVEoFDRq1Liup1EjVixfzv+efoqs7GwA/H39+G3WLHr17kNubi5jRo7g4MEDyCVS9CYj7m5uZOfk4COoaGRSkHYymscemUx6ehrPPf9ChWOkpaYyevgwTp85jUQQMIkirVq2ZNmqNXj7+NTq4xk2fASffPQhJ8mjDc4ICCRQTJJYzOujR9fqWHbs2Kk7jsYXVmk9FeKi5kRCjnV3vFoutRawbXHxMIv4KWkZ+Hh7lft9dck+fPSaReAVx/ejNAmMFL2RX2mA9hVVrEtN5ExyPBEB1xcWWRlnkuPZFHmM3OJCmvgEMjiiPa6a2v9SbUEmkSJi3ghhK2oYEHGo4doodtv+MvkatqHh2pjSrtG8E0dxbt0ObfQpVI1blgkNx82Xz998gTVr1vLeG68wc9Y8a2i4t6OS9AJdlaHhFmHDNlvDEhxeG4IGmK2wjEYTrZo0tH7xtQgaOp2OF596jCXLlvH9N9N4etIYAKugcSOB4GAWNK43EHzbhm38HnuCS8V5cG4fcomUu9t2ZULHngiCwD+HdrL48G4kCIjA77s2olYoQG+kkahBj8jq4weITI7n49EPIK1go4MoivyxeyNrTx+xigtqmYKXB95Nu5DazSwLcPXAz9mN43l5+KJEgYQijJwSCmjtH4pKrqjV8ezYsXP70S7YgV2JhSTmG5k6fTYPj+zLmsBsAk2mm5qtcSIhlgsZKYzAB3/MGzOaiI4sNKaw6uRBnuw1uFbHyyzIY/3pI1xIT8HTyZlBLdrRyNu/VsewxXL9118lIeuvdFnKbsJGuNomLbmAJsHFvDCsJ9N+ncnCCZNp3siTWKOJ/FruqLHt/iiUaPCNaEE7P2dCjWls+/tTXl2/ngY+HrzVpAmtDSoUKgficrWog4PqhZhhNJn4c88mNpw5iunKuqdVQAgvDbgbZ7WGsykJfLp2EYUlOmSCBINowsPBiezCAsLR4IeSqEsxvJkQwxdjJxPkXvHa/UjcBaZtXIbWoLeuIYa17MAj3QfU+kaiLg2bsOLYfiLEEjxRYELkEDnIJBLaBtszVusL9f9KYsfOTSYhIZ7cvFwaUHYnWgM0ZFzO5KUXnmfb1i21siNcr9czdtRInn/maU5v2MHxdVt54tFHeGji/Ziq8NE8eOAA40aPIjTAj24dO9TIHuuee+8lQSziIoWIiOgxsZ9skAiMHDX6hh+XnfpD5JkzPDTpflyydYzBl9H4IqTnMm70aFJTUpj6zlucPHKEYXjzsCmA8fiSl51DgKhkpMmLdrgyRPSiOY58/vHHFBVV7Bf5v2ee5lJUNCPx4TExiJH4cDHyHM8/+0ytP6aWrVrx0iuvcpAcFsvSWSZLZy3p9O3Xn/snTqr18ezYsXN7Y0KCl5d5l1d6QfXsZWyL6hYsBfhrEZOeQqCotAoaAEGokGIuAG+KPEZxLVncrDt9hHdXzOXUhfPkJqax7OheXl70Oxn5udc8Lq+4iD92b+Tx2T/wxOwf+WvPZvK1xdc8xkLnsCYIgsA+stBjQkQkhkLiKaa5pPpiSmXF9MpsqCxYCvqWrgWyU3F3c+XrLz9n6bLl7NyysUobKku3BlzbhupGBI1ivZFivZEQdw2BLiqMRlOZQHCLoJGXm8sD40ezas0aFs6bYxU0yE69YUEjbdv+GxI0Tmzdx88xx8jSFjMILybgT4TJgUVHdrM16iQnE2NZdHg37XBhMoE8SCDuyNGWlHC36ENn3OiBO4NFL86lJXEk7kKF4+w8f4a1p4/QFTceJZhJBOBlkPLVxqUU6Kr3uqwugiDwdN9hXJYamC8ks1JIY4GQhFEh5ZEeA2p1LDt27Ny+9AwU2LfnAnvzHZk06QFmRcUQ0cyD4sSkm5atEZOZikqQ4kfpBkM5EgJEJQdjzrHo8G5Sc7NrZazE7ExeWvg7a44fJC8pjSPnzvLGktnsjD5zzeNEUWTDmaO8uPA3Hv7rOz5du4jz6cnVGtNF7UBL/xCOCXnkYv68zEPPMSGfFn5BuGocqzhD3eHTtQMJ+SXI3d3JvpjJwy0b4u6kYd73n9LQ2wmZh6bWbKiOxhdaw7+dvHxxaxpGz56NGRhoIPavt3j9/iFEH97PO02b8qVjEJ4ZElJ0UlLljvXKZmrpsb1sOH2UjqIL9+JPfzw5n5zEt5tXoDca+HL9ElxKBO4ngIfFQDrjyuXCfHrgRl886YgrY0RfFEZYcnRvhWPka4v5esNSfAwyJhHAIwTTBTfWnDrM7guRtf6YRrXpQoCbJ0tJYbmQxgIhhUgKeKT7gJu6ochOzbCLGph3zi9ZvJh33nqTn2dM5/Lly1UfZOeOwcvLG7lMTgZliw4ZlCAA/876m5HDhjLp3gkYDIYbGmvJv4vZvn0bQ/FmuOjNCJM3d+HJihXL2bJ5U6XH7d2zh0F39ePI5u2EZBkpOBPDc09P4aMP3q/WuA9Ofpihw4azmUzmCsnMEZI4JxTy/Y8z8PO/eTs0akJCfDy//PwTM3+aQXxcXF1P57Zl1p9/oBFk9McTL5T4oGSAyQNDSQlz/v6bBXPn0dzoQCBqBAQckWNApDEO1rwKgMY4kleQT/S5c+XGuHz5MuvWraWt0RE/VAgI+KGirdGRtWvWkJ1dOwtwW97/8CPWbtjI3ZMn0X/CWGb9PZclK1aiUNh3WdqpW9ISLrBv/QL2b1xIZor92lVXSKUS0gtKcyy8vM2iRmpaWrn7qhq3xHS59Eu5e5eO1z2up5MLlwU9os1OxBz0GBGJS01h5o51/G/+zBsuTBToipm9dzPNcWS86MsgvJkg+lGi1bHw0K5Kj9PqS3h72d9sOX0MvyIB3yLYeOoI7y6fg86gr3JcN40jU/oMJZoi5pDIXJLYRCZtgxrSwyPQmr1QHdw6tKtWaLjcP6zS0HAwdzTcO7Qvd/Xrx0sv/I/MzAy2rPqXP376gUsnDyGKojU03IKtsAHlQ8OvpqJA8LjcYloHuVYoaEBpdwZQoaCRmpLC3UMHcPzECdavXsHdd3W/MrlU6+O7EUHj6ucUqi9onNy2n4uFOSRpC+gtuhOKBlfkdMKNUDSsPXmIHdGncRMUtMcFGRKUV34CUeFg0/zvjwonQU50WlKFY22LOkmAoKYVzkgRcEBGbzwoMejZH1N+zXGjtPAP5of7nmREuy6EhzdkQqfe/HDfE5XuArVj51ZRlJ/DsZ2r2LN2LhdPH8B0CzKg7FSOg6mIfXsu0OW+pykxiUxPi6dzhDe6zMybMp6nozNa0Ug+pfUFEZF0dBQUF7H08B6eXTCTbedO3fBYf+/bilRv5F7Rj0F4c4/oRxgaft+1gZJr1Dfm7N/GLzvXI80qpKFWTkx8PG8vm1Pp9f1qnuw9BIlKwUKSmUcS/5CMSSFlSp+hN/yYagNRFDmTHM/y4/vZGX0Gnb78uigtOR9DQhavjuzD0qVLaSgruKHQcIuIcTS+kF2JIoUSDTJff7p2D6dnR1/aFJ3g+PfP8tK4u4g6tI/Pe3XkC5cGuGdKSarHmRnrTh6mKQ60wQUX5ITjQFfRlROJsWw/d5pcbRHdccMJGRIEVFdK0Y0pFbfkSAgVVUSlJFQ4xv6YKEqMBnrjgQMyZAi0xhl/QcXWqJO1/pgclCo+G/sQT/UeStNG4fSKaM1X4x5hcET7Wh/LzvXzn7efyszMZMjAgUSdPYNc44pBm8+H77/PspWr6NK1a11Pz84twMXFhfsmTWLB338jN0nwR0UixRwjl2Y40sPoTgxFrFq5gnlz5/DQ5Ieve6yN69fjI1UTaCztCglDg5tMxYZ16xgwcFCFx338wfu4izJGGr2RIoAIh5CZbQuefQ5PT89rjmsymcjLM1swSERQCBL0ooF9e3fz4OTJde75Pf2H73n7jTesJfXXX3mFDz/5hOdffKlO53U7kpSUhItRYn6dXEGJBBeJguTEBIq1xWhsupKkCMgQyKHsgtayo6ai11ZBQT6iKOJAWcs0B6SYRBMF+fm4ubnV5sNCEAR69upNz169a/W8duxcL6IosmvlLE7sWYtErkYURQ5t/pdOA+6h84DxdT29247aDl1UqVS4urqQnp5+zfvpk2PKdQfUhKEtO/JR/EV2kkULnCjCyF6ycEDKfaI/hRhYW5zBLzvX896Ia+cUXYszyfGUGI20wcUqQDsgo5Go4fCl85UetyP6NMm5WYzHDzfMInBT0ZEl2SnsvhBJ/6atqxy7WK9DRESKFCkCEiAhKwN1v2G4aRytwkaranS2VIUlWwPMNlSOgb5oo0+h9A8oY0MluPky/bOptOo5kPYtmlKs1aKQSCkxGenavRcf/jKHEHena9pQgVm8sLWhstwGVBkIXh1Bw1UlBUwkxF5g9IhhmEwi2zdvokXwlYJ6PRE0AMRQf7gAHsjL/N4DOdGFefi4uKEWJWU2QGiQkEYJIqL1di1GikQDLuqKdzEWaotxEMvuq1MhQSpIKNTpKjzmRvF2cuH+Tvb1g536Q3z0CVbP+hKTyYQgV2PavgLvoHDufvxdFCpN1SewU+u0C3bgaHwhy88W8eKHX/PRK8/Q3scTp6Kim2JD1TWsKbP3bmGTLpNOoisqJJwijxwMDMcbH1HJLrL4efsa2gWHVXpNrQpRFDkWH0NH0QXVle9uEgTa4MySkhTOpyfTwj+43HHZRQWsPHGAjrjQDlcA2okuLCOVfw7uZGo11jQGkxGdQY/lk0OBhHxdMYnZl29aDkJ10en1fL5uMSeSLiEXJOhFE85KNe+OuJeGXn7mbo19h/GVK8i+mMmIPo35yFHD2n/+pPn/2Tvr6CquvQ0/M8dP3JU4QQLB3a2ltEiBUtpSWupye9ve79b91tvbW1fqRpEWd3d3CBAISYC4yzk5OvP9cZJAICGeAD3PWl2rmczsvScc2fOT953yOMlZxZzL1tfZW+PCfa6bXyBlCpFQTy2RAe70CFByYMnv/PebzykoLKJ/VAgvtGtHvE1L2pFS0q4gz4zqkGSZQpORzlT1gfEt30/kljo6inUXxA4qXouFWPHhfJFiITY89Z7VzmMwO6SrNBftIVxkBYY6diDXF41SxaiOXRnVsWuzjO+k8fztOzVeefEFTiadRhk7FmJvRtHhFsoEF+65+y7szmqJvw3vf/A/JkyaxDahkDmks40CotDTD28EBKJxIUTQ8efcOY2aR6PVYhPkKhWdMg6tSY1WW+01qakpbN26hWi7rkqgOhYXLFYrB/bvq/a6C5n9xyy2bN7ETQRwByFMk0MYgg+//forW7duadQ9NZb9+/bx3DNPEye7cJccwl1yCJ1kV158/jn27N7dqmu7GunavTtZggXDBUmKAizk2cro3qsX/fsPIFE0YiuX6xABVxQcpJhESjFhJxUjuxUljBw5itA2bS6Zo02bMMLahHEMA1L5a1lC5phgICI8gpDQ0Ba5VydOWpMziQcdCY3g3ogdp6CIuxUxoCu7Vs8h62z1sitOLk9tfhr1JcA/gIzMSzs1KnDvcvlgb03ED+tbKUfRLSyKBweP5ozKwp9ksJxsJGRuJAAFAu6o6CK7cfBcMgazqUHzAahERx1ShRZ1BVZkVDV4ctnsdlYe3Y8v6sqEBoAPanwFDcczztU6b3GZkZ+2rSMON6YTwu2EcCvBlBoNzNu7FaDyIbs+XRsVVHhrwKXdGsBluzUiw9vgotdTZjIxBn/ulkIYjR97tm/lh0/eryJDBTV3a1woQ9X0CQ04vG8Po4YNxc3VjS1L5xIX5oeoULV6QuPQ+h0cWr+DgH49CejXkyg/h/zWac7LTkrIpAomYvyD6RwaTgYmci/obPZCRTE2tpBPCTbysbCOPBQKBYPaxlU7b+c2kaQKpir7lEQM2GSpyT1onDi5ErFZLaz4/WMkvR+KjlNQdJiMIuYGctJT2b32z9Ze3t+a7mEu5OUacOs2kmnTpvHBvqN4eaiaRYZKo1Lxyrjb0Xq4sYxs/iKT05QxBB9C0KFEpB9e2CSJ3ZcpXqgLSoUCy0X7h4qf1Yrq65xXHnF4I1xYSa9AIFrWczyz9v0DwI9b16C2wbTy/cOdhBKGjq83LsfWyrG2uXu3cDT9DNfjxww5lNsIRmuReH/Fn9gvkAVXeXsjqFTYzuZz37Be/Pzt1wRbcxgaF4SHv2eNMlQ1dWR4tY+ibcdAbuwXzo1+RWQv/B//GN2Lrz58jwkdwpjbpw//FgPwyVOS7xZwxXZmXIgoCIR7+5FMWZU412mMKEWRATEdEAWBo5RU/s4PNSKwnjyyMGPEzj6KOEMZo+Kq37t0CgnHKkuc5PzfuxQbqYKJ+DZN+wzh5Orhb53UkGWZuXPnIHu1Q9A7qpEFlQ4CunH2TCr79u5t5RW2HDk5Obz/7jvcfusUnvrXkyQcvby+Yk1YLBY+/fgj+vXpTdf4zjz3zNNkVyP9cKWh1+v5/udfSEg8yd0z7kUtKhiKbxVTTKUsYDE3Thd78i23kGczcYgSJGTsyOyliFKbmUmTL63szcrMZMSgQQiSXFk5X0FR+cOgr2/t7fMrli0jSNQRwvnESTtccFNqWLFsWaPuqbHMnvU7bkoNffFChYgKkT544q7UMHvW7626tsZiNpvJz89vEj+WunL3jHvw8vFmkSKX/RSxh0KWKvKIiopm8i1TeP2ttylWycxVZrOJPBYocijERlx8Z9aTx0+cYwU5dOjehW+++77aOURR5K333uesYGK+Iput5DNfkc05TLz13nuIV5Dxm8lkatG/v5O/DycPbkPUeSH6dUQQRARBRAzsgqh24eTB6rVgr0Uku53E/VtY8duHrPz9Y5KO7ESuxSOqJpKP7mbuR0/xzfO3M//zFyg40zh9XH9/vyqdGrK5abtBKrg+rjvf3fU4/xo5AYD+eOF1QbV7xV7C3sC/C0Dn0HDcNDp2UIgJRyAgHROJgoFBsZ2qvebjtYtIycuiBBv2Cx4ybciUYsNDV3s18KFzydgkO90v6BBxR0W0rGf36cTK8xqT2KgPFcF/KfcsO/bsp6CwEB0iRyhBQCAcPe0lPSvmzgKolKGqMPKuSGxUJCsuTGw0R0Jj/arl3DRmNB07dmDDwlmEBgdVGoJDzQkNvAJJ2bYFq92OKjiK/B27yd+xG21UhyZLaABVgiTBnj4MioljKwVsIZ8jFLNIyCIfC5N7DGBYu3gifPxZKGSyhhxWksNuigj19OGkWMbvpDGXDAo1Ms/eMLlGvemxXXrjqtMxT8hkI3msJIdN5DGkbRzRfoHVXtMa2Oz2Rr1nnTipiXNJRzEbS1AE9UJQOvwURNdABK8YTuzf2sqra1myzyWxYf5Mlv38X/ZtWIjJWFr7RdVQXJDD+r++4ed3/8nsT5/jyI7VDd6LqAtzWLo9lWH3PI2sULJeX0aEtw5zbm6TJzYifPz5eOoDfHDLvQS6eRKBjvYXJREEaFQCQBAEBsV05JhQSjaObjgjdnYJhQS4ehDtH3TJNduSjjFnr6Pwsaiabn53re6Say7GZrdz8FwycbJLZVW+orxDpKDMQHJe68aI1h8/RHvZhQj0COVFKP1kT7JLizlxQdLmVHI6WemlFCTl8mD3drTx8+a9px8lzF2Nv79rlcTGhf+BoyPDzS8QD39P2nYKJb6dP1N7BOJzajVf3TuKh28dy7al87kzNoI5PXsxNkfF2ZPFnDFR2ZnRkGSG0WLG1ER+bnVlau/BnKOMZWRzlBI2kMteihjTuRdh3v5M7N6fvRSxWMhiI3n8KWShValBr2YBmfzCOfYKRUzo2pfh7eKrnSPGP4hBMXGVewfHOJm46fTcFN9wKdmmRpJlrPbGydY7qTt/e/kpq8UCF2WnBdHxIGq2NE8L9IVYLBY2bdyAwWBkwMCBtcoINQenTycxYuhQ8vMLQO+HaF3LzG++5qdff2f8hAl1HkeWZe64bSorVyxH8AgHUc2XX33DwgUL2LxtOz4+rdtiWBdCQkN56JFH+PGH7zhCMfG4IyCQg5mzgokHxo5t1PjDR4zk0cf+yeeffsIhRSkSYLJbeemVV+ne41Jtvm++/orC/Hw64cZhivFBTTQu5GFhm1hIfFxnunTtWuu8arUa20UKUxJgR251T4KS0lK0iIgXJJBEBLSySElpwza2rU1JSQnPP/M0s377FbPFQkx0NK+9+Tbjxo9v9rn9/PxYs3ETL7/wAsuWLEGhUDBx8q289vob6HQ6evfpw6ZtO/jkow85sHcvPSMjeOiRRxk2fATHjx0j4ehRIiIj6da9+2VlycZPmMCyVav59OMPSTx2nL4dOvDYE0/Sf8CAZr/HurBw/nzeeO0Vjp84gaeHJw88/DDPPv8CKpWq9oudOKkDkt0GovKi94kAogJ7HbwKmoKc9GQKczPx8gvGN6jlK5wlyc7Sn98n5dheRBc/kCUSD2yhXffBjLr1H/WSNsw+vpWta2YiuviD3o+SEwmcOriNaL+PadttEAB7kvJq9UIAKDZZ8dQq8A8MJiPTUQ0v+rapDCRfjoBhfas1W64NjUrFgJgOzN69iUNFpYSgQ4WIBYnDQiltfYNwr0MSoSZUCiX/um4C7yyby6/2NHSiklLJSjv/EG7pcennbkpeNluTjtETD/ZSxEby6IUnMjK7KMSMxLAaHhovRFneBeLo7jvfEWJDRnnR/jmgX0+ytu/h0Podl5WiSl6/o04m7BWIPsGYEg+jje2MXJqPoHFBNhswlDk6Xzrhxm6KMGNHgwIdCoxGR0DhYtPw6mSoqntNNTShUeGfATD71594/LF/MPamG/n1s/fRajW1JjREn2B+WLKGt759gcziUly1Gm7r1J5/9u+F2wWdD02d0KjgH8NvItDDk1VH95NgKqWdfzCP9BlChyBH1+brE+5k6eHd7E4+iVYUuSdmANfFdcdss3Ak7QwqhYLOIRGolTU/YnrpXXl38gwWHNjBgTOn0as1PNB+MCM7dK3xmpYkoyifH7euZe8ZR8ddr/C2zBgwEn93z9ZdmJNrBqki2KW4aE8qqrDbW2b/YCwpJD3lOGqtntCoOMQaOv6ak4Td61k790tEjQuy2o2khD0c3LaSWx59A1cP79oHKKe4IIfZHz+LxWoDjzBKio2s/+sbss4lMWLyQ/Vel0OGKp35CVoeeuLffPDmfxh5w2DCThk40wz+GoIgEOkbwKDYOBbs206+bMEbNTIyByguX1N0o+aY1ncYJ7PSmV+QiZuowiDZ0CpVvDRqAuJFezVZlvltxwbaoKUUO1vIYwg+eKHmFAYSMXBH3NA63ZcoiNguKi6zlRdZKMWWf81diMlqQUfV5Lu+fJ9TVp4QqNjXqNzUZKVn4nUmjy/vm8h1r33J0ZWz6T9gIhVlTDq7e+U4ZQpHgZ+yXF4qyt8VX2M6a//6ikdn/0apwcD4Xp14uUME0QaBnEwDp3PNaHx90blW//1cF07nZPLdllUcyzyHAHQLi+b+QdcT0ALfX30i2/Hs6MnM3r2JrXk5+Li4cmf8cMZ16QPAbb0GE+Hjz+qEAxQbDQwLac+4Ln3wcXEjIf0MJeYy2gWE4uPqdtl5/jliLB2CQtlw4hAGi4VRYR0Z37XvFWE8b7XbmL17MyuP7MNgNRPu5cdtfYbQOzK2tZd2TfO3TmoIgsCo60ezet1mZO+2CEotsiwhZR/Gw9OLnj2bN9u3dcsWpt0+ldycHABUKjUvv/oqT/zr/5p13ot56fnnKSw1IbafiKDSI0t25DMbeezRR7hhzJg6B703b9rIimVLUUQMQ/SMAEA2dybt5EJmfv0Vzz7/QjPeRdMR16kTjz3+BJ9+/BGnFCY0kkA6Jrp16849993fqLEFQeCd997n1qm3sXTJYhQKBeMn3EzHuOpb9Hfu2EGwXU0vPDFiZzP5bCYfAB9PH36dPadOQaObJ01m3tw5HKOE9rgiAXspxGizcPPESY26p8YydOgwfv7xB9IxEVzeSZKJiWx7GUOHDWvVtTWU6bffxub164m3u+KOOydPZzDttltZuGQpw4aPaPb5IyOj+OX3WciyXO3ro0PHjnz5zcxLjrfv0IH2HTpccrwmBgwcyICBAxu11stx/Ngxdu3aib+/PyNGjqpzQmLJ4kVMu30qYYKeIfiQX2Thg3ffJTMzg8+//LrZ1uvk70V4+26c2L8ZoSQN0S0EALkwBclUTESHhska1RWTsZSlP/+X9NPnuyrbxHZlzLQnW1SLO+nwTlKO7UUROQLRw6HHLOSf4sS+TbTvMYSwtrUHzQHsdhvJW2cjeEYihg9BEARkWUI+vZpVv3xITNeBdPRzrSITVCOCUFktHxAQQMKRxhts1hVBEHhgyGjeWDKbWXIGfrKKbMECCpF/D6reM6s+dAmN5Mtpj7L55FGKygzEBoTQIzwGRTXdcRUmnl3xwA0lm8mvbNcXEXhixDhCvGpPEHVpE4VOpWa7tZBh+KBGJB0TpwQjE2Iv9Z6rCADUhFfP7hTsubxs5oW+GpejT49u6DQaCsyOIGAOFvzRcFJRRr9Bw/B31ZBdaibcW09q/nlJpYpujYNnC6sdt94JDRd1lYSGLMt89P47vP3mGzxw33188vqzKBSKKgkNe67j3+d8d0Yaok8wvyxfzz//9zUxuDAKX7JNFr7fcwiDRs9b5UmN5kpoAKgUCm7rPYTbeg+pdg+hV2u4pcdAbukx8KLrdPSNalfjvBfj7eLGPQNGQTPVQZSay9iXehpJluhWDy36EpORF/76GclspY/sCcCR1GReyP6Zj6Y+gIumeqlYJ07qQ0hURxRKNVLWIcTQfo7vPIsBCk8RGd+7WeeWZZlda+axe+2fyJLj80zv7s2N0/9NYFjbZp37QiwmIxsXfIfgHY3YZgCCICKbSzCeWsquNXMZPunBOo+1b8MCLFYrYrsJCMry92juMRJ2raXboJvwDqi/LG73MBc2J2YyaOxU+q5bzVObd/N1XDxSfkntFzeQcV36sOP0Cf4syCQIDWWCRL5sYWqvwY1Oqrrr9Lx/yz3sSkkkKScTX1c3BsbE4VZNx4XBYiKjuIAR+OKHmhVks5DzXRW9ItoyvmvthQkKUaRvVDsOnD5JmKzDGzVG7OwRigh28yLCx79R99RYOodGkJiaQifZDTUiMjJHKEEtKmgXGFLlXK+e3cletYbCM0V0iA7g3rHD+eid15m9biy083ckNizlnUFqkbZeeqL8XQlxVZG5dy0/vfM5e/fuxc/dldu7tGVicBAlezMg38heo+M6ja9voySmckuLeXnhr+hsMAQf7MgcOnuGF+f/wie3P4hO1fyFrL0jY+kdGVvt/kEQBPpHd6B/9KWxhs6hEXWeQyGKjO7Uo9nMuu2SxKFzKeQZion2CyLSN6DO136+bilbTyUQhxteuHKqoIR3V8zjhRtvbXRi0knN/K2TGgBvvPUWO4YNo/jEX9h1/iisxcjmEj78/ke0NXgcNAWFhYVMvnkCZYIrynbjQaHBnnOUl154no5xcVx3/ehmm/tCZFlm2bKlSL7xKFSOQIggKhD94ylIXMzuXbvqHLTcsnkzSo0ePM5XiwoaN2SXIDZs2HDVJDUA3nz7HYYMHcqcP/7AYDDw1HXXcfu0O9Hpam+1rAvdunenW/fag17+Af4cUUqINhiOL93xIB0TW4UCnn7uOSIj62ZuOnbcOKbfPYOff/yBfUoDkixhtFt5+bX/0Dm+bkGn5mLCxInM/Porlu3YQbjseM+dEU306dWXiZMmt+raGsKhgwdZs2Y1I/Elurz6I1rWs0iRwwfvvdciSY0KWtsAvqFYrVYeuv9e5syeXXksJCiYPxctJq5T9TIrF/LOm28QKuoZLflWyqW4yUp+/elnXnjxZYJDQmoZwYmT2omJ78exPRs5e3IVsmsQICGVZhHduS9hbWs3X24M6/76howzSSgihiO4BiKXpHMuaRsbF/7AqFsfbda5LyT52B5EvW9lQgNA8IpGzDpIcsKeOic1inIzsJUVowjuX/m5JQgiondbclM3UlZahN7Ns97rCwgIJLO8U6Ol6BwSwYe33s/Ko/tIL8qnu5cvo+O6N1mVt6fehbFdag96VUhLFWMlFlci0HMOE/sowtvPl4E1+B1cjE6l5vER4/jvqvn8KqehFxQUSVba+4dwc7dLkxqNRRvVAdPpY5U/Fx/cV6P3iaeHB6+/+DT/ful1BGAXhZQpQNaqePL5ly85/+JujYrERoVpOFSf0KiQrro4oXGh3FRFQsNms/HC//2TH378iTdee4WnH7rLUa162YSGoxul6MBe3v3ud6LRMwJH53YULugQmb1tJ/+68Qbse4422hC8rkGTq3UPsTHxCF9uWIqlXK5FKYrMGDCSGzrVft9rjh2kxFTGbQTjUv6YHCnr+cOYzobEw9zY+cqRt3By9aLRuTBo7F1smD8TDJnIancwZKBzcafPqCnNOnfS4R3sWj0HMSAehW8HsBoxpe1k0fdvM+P5L1GpNc06fwXnko5is5pRBnRFEByJeUHjBl4xJB3ZXa+kxplTR8A9/HxCAxC9Y5HO7STtdEKDkhoALpKR9UezmPGfz3lh6kh+txQy1VPPmcUrCBvb9LEaF42WdybdzdpjBzicloperWFYu87EhzaNV4BSoagxqHwhGqUatUJJod1KDC5MIZgMzJyilGMYeHDw6GqLKapjxoCRvJSTydziDDxFNcWSFZ1Szcsjx7f6d8xtvYfwfFoqc2wZtJG1FAg2smQTd/UZgWHfUS4WLFV5e6Nwc6E4JY/nx/Tnzw27mP35uzzy6gcApBeWEeypQ6sSaecusmHBH3z41aecOZfG4Lhovrl9NL3UeowpBWTtz+aMSUDj603YiKbxylh5dB92m52xcjCacpeBUFnLbGM6m08e5bqO3ZpknrrQ2v+2DSWjKJ83lswmo7ig8liv8Lb867oJaJSXL67MLC5g06mjDMKbjji6TdrhwmIhmz/3bHUmNZqRv31SIza2HTt372HmN1+zb99eQkPbcO9999cp4NwYFsz/C4PBgKLjGITyZIIY3AuxLIcfvvuuxZIaAAqFEkmuqjkpy44HgfpItXh6eiLZLIh2CyjPb4gUdhPeXl5Ns9gWQhAErh99A9ePvqFO58uyzM4dO0hOPk2HDh3p2q1pvjRm3HMvc2fPZgv5dMUDOzLJogmtRseUqbfVeRxBEPjsiy+Zdud0li9bikqlYuKkyXUKEDc3KpWKhUuX8c1XX7Jw/l8gw4ybb+aBhx5udWmshnAswaEBH8b5IImAQLBdTcKRI621rKuKTz76iHlz5jIEb9riSiFWNmbnc+ukiRxMOIailhb5o0eP0ltyq0xoAESgZ5tcQELCUWdSw0mToFAoGTvjGU7s38zpo7sRBJGY+Ftp26U/QjP6ypQZSkg6vAMxuA+ip6OIQPCKRLaUknhgC0NvvheVumWqiUVRAbJ0aUWWLNXLW0etLa+itlZ9hJQtBkSFElUN1dFeWhXHsoqJ8K6+CjsgMICCwkLMZjM6/fn9jFyaX+e1NYRgT29mDBhZ5/OzS4o4lnEWF42WLqGRNRp/14fuYTF46VxYb8pngOyFG0rysZCHhWnx9XuA7h0Zyxd3PMymxCMUmYx0DGpDz/C2NQY1Avr1rFWC6kIqzMIDLjpfFRyFNf10jddJuWd5/MF7iI2OZPoj/8Iqw8SJk3josSfwvcBw2m6XLunWqI7aEhoVyYyaEhpGo5FH7rmTlatW8903XzF9gqM7pyKhUZshuNUukZpfyBCqdtC0QccOuZC9KzYwcOjwKr9rroTG1UpaQR6frF1MDHr64oUA7JEKmbl5FTH+wbT1D77s9Sl52fgLGlzk84/IbijxFTSk5GZf5konTupH537X4RMURsKutRhKCgkK60fnftehc/Vo1nkP71iN6BqIIqi8ylmlRwwbjPnYPJKP7ia2W/N1YF+IWCE9JF/kFSHb6+3Np9W5UlJ4UQjaagRkNHXs0qqO7mEubD6dzUKlyMP/epbXX3yam7r3QEopa7bEhk6l5qb43txUx44ds9XKgXOnsdhsdAoJx6sJJHhUCgXD28ezNuEA7rKSMHRYkEgVzPRoE4O3y+XlgS7E28WN/916H9uTjpOcl4W/qweDY+Nwa+au4rp4n2iBZ2N6syY7hRRDEX4qVyb5dqBzmaJy/1LRWVqwZx9+fi4EDOuL8fAuvD3ceHbaeJ798ic6d+/NoHG3kmt0xVWw8sfXH/Pc999QWmpgYt/OfDN+AG5HssnalU2KRktqkQmNry8afdN+J5/Nz8VfVlcmNAA8UOElajibn9Nk81yryLLMf1f+RVlJKTcTiA9qkjGy8cwpZu/ezPR+wy97/Zk8x984gvOvbQGBMFnLwVb2j7nW+dsnNQCCgoN5+dXXWnTOnJwcRJUGlBcEPgUBm8q1Uv+5JRAEgUmTJjFn3nxkj3AEnReyzQyZ+wkKDqFHz7p/0E6afAsvvfACtnNbEUP6gqhCyjmCVJrNtOnTm/Eu6s/2bdv4Y9ZvlJaUMmTYMKbcOrXBnTnZWVlMvnk8+/fvrzw2dOgwfps9B3d398tcWTuDBg/h/Q/+x4vPPUuCxVHZ5+Ppw+xff623/4ogCPTr359+/fs3ak3NgU6n4/En/8XjT/6r2eaw2Wxs27qFsrIy+vbrj4dH8zw0REQ6qmkyMFcmNmRkskUrUdHtm2XOa42fv/+OtrKe9uVVDj6o6W/3ZOGZVLZt3cKgwUMue31oSAg5qVU1byuM8dqEhVV3iRMnDUKhVNGx13A69rr8RrcpMRtLQZYRtFU/wwStO3a7DXOZscWSGtGd+3JszwbIO4Ho0w6QkbKPIFlKiYmvexW/q4c3HqEdKcnaj6R2Q3DxRy5JR845Quf+119yP+EeOg6eLawMPutUClLzjYR6VD0vIMDRMp6Vk0tEuONBXxkSWxlYbgg5pcUsOryPgymJRCkMjOrYDV/Xhn3Xy7LMT9vXsfjgLuRyjWkvnQvP3DCZ2IDGJV9VCgUv3jSVd5bPZUFpua+IIDCxa38G17FL40J8Xd2Z2L319w+Cqze2tESUIbHIZgOiQsUNI4cxdcotbNy0mS+++AKjxYaESLHJWilBVRu1JTTsuals3ptCm8gYenTueElCo6iwkLumTubAwYMsmDeH0QPKkwwFmUjUbAhekdAA0LeJIdDTg8xCUxWj2EzMCEBM96pSC86ExqVsTDyMRhAZIvugKC9sGIA3ZwUz648fqjWp4efqwW6sWJFQlQeGzEgUYsHPrXF7eidOLiY4oj3BES37bGAsKQLNRa9ltQuICoylRS22jtCYONRaF2wZexDDhiAoVEjGXOSCU8T2G1WvseJ6DWfdn19BTgKiTyxYy5DObkWtdSGyY+MkalwkI+cSMxkw5gaiI77gvbQUPunQgQPH8snavqden6tWu43NJxM4eC4ZrUrFkLad6Bjc8OeS/WdO879V8zFYHd9xoiBwe+8hTfJdfVe/EeQbSlmfcn6/1CEglMeG31TvsTRKFUPbdWYo9fMqqysVCQzzBX4nMZHBWPMvX8AiWy0EAJ19AsEn8PwvjPlkLV1W+WNAsON51JZvwHhgGzIyZ4+cqDRvP7RnJ7fecSdFZ09y3713cSY1hXuH92Z6XCTWXWc4uew4m+wWSssk2gX7EDZ2aNPc+EUEuHtyWDiNTZZQln9/GbFTKFkIdL+6Coxbg5S8bJLzsrkBf/xxFGjH4EK2bGZtwoFakxp+bo7nsmzMVRIbOVjwa+BzgpO64UxqtBJ9+vTBbilDUXwOwcNhvifbTIiGdPr3H9eia/nPG2+yY+dOTp9YiMrVG6msGI1GxXc/LKi1IvpCAgID+enXX7nn7rsoOzobEBBEgWeee54bxtzYfDdQTz54/31efflFPJVatLLA3Nl/8P3MmSxduQoXl/pXczz8wP2cPHSUG/EnEA1nMLFp82aee/opPv+qbvr9hw4eZM7sPzAaDQwbPoIxN95U+bd/6JFHufW229myeRM6nY5Bg4eg0bRMa/C1wvZt27jr9tvIyHIEdnRaHW++8w73P1h/87ja6N2nDz169GDTgcP0tNvxQMkJSjknGXmnGZM21xL5+flEU/Wzx6385/z8guouqcKj/3ycp/7vX7iiIBoX8rCwS1HC0EFDadfOmVhycnXj5u2H1sUDc/4pBNegcv8JGakgCVdPX1waINPUUCLadyeu90iO7loDOYdBlpEsBroPHU9QeN319QHajryf5JUfk3fq/IOkR2gHRt/9TIPX5+7tSP5n5eQSFtqwJEHksL4kr9+BV8/uHM9K559zf8Zqs+Erqzm8bztLDu7i1XF30Dbg8sHS6thw4jCLDu6kD550wA0DNjaZ8nlr6Ry+nv6PWlvdAYrLjKw/cZiMonxCPH0Y2q5zpUZ2pG8AX9zxCAkZZzCYTcQGhOLt0vpGig2lwiy8OrrEd2bmd99TVlZ2qfluNRSYrHhpHeddnNC4kJy8PD55+mEO7dxceey6G8fx/mffEODtUdmhceuEm0hOTmbF0kX0iyuXGChw7DnqktBQBTvkRO+K78C7m3agRUEEOnKwsEco4voOnQh0P5/IdCY0qqfEVIYLysqEBjg8ZFxRUGo21Xr9yI5dWHxwJ6vkHLrhgQzsowhBFBnevnllBZ04aQmCI9tRuG8rss2MUK6sIBemgGQnMLzlzGyVKg3XTf0Hy375AHvCbAS1C1JZIT5BEfQaUT/54Y69hpGdlsSRHauR0nYCoNG5cuPdTze6yMNhGm5g4/FcHnz7K164cyyfuJ5huqd3vUzDzVYrry7+nRNZaQQIWkzYWZ1wgNt6D77Eo6guFJUZeHfFPALsKsYSjBqRg3Ixv+7cQKRvIN3CapeotksSO5NPcDgtFRe1hkFt4wgv97nQqFQ8e8NkzhXkciY/hwB3L6J8A64oWaGKZEYbN4eyg9WqJSC4Yo9jQfbT4BV7QbLCbqtyvUdMcKU6iSzLWO0SVrsdi13CZLVRZrViNFvJ9/SgpMxMXomBHDucOJPBot8WY5dk7pw2jf9+9Alz5s3hX489QkywP8senEhAqY38XWf44kgic/IyKs3RA0xZPNMuvFn8RK6P68aKI3tZLufQBXfsyOwTitGrNAyObX11jiudUpNjL+h2SQxCSamltEav0goifPxpHxDCluwsrLKMFypOYeA0Rh7ucvmCTCeNw5nUaCUGDR7CkGHD2bxpA3bPaFBqEIuScXd14dF/PNbo8ffu2cN7777D7l27CA4J4aGHH+aOaXdW+0YMCAxkx67d/DlvLgf27SM4JJTb77iDwKCges9709hxnDydwoplyygzlTF8+AjCwsNrv7CFSElJ5rVXXqIr7vS2eSIgkIWZJfv38fWXX/Kvf/+7XuNlpKezatVKhuBDaHlVfhR6Cu1WZs/6nQ8++rjWDpBPP/6I5599BlelGjUKZn79NSNHjmL2n39Vyi95eXkxdtz4ht10Azl39iyzZv1OXk4Offr246Zx4+olR3alUFhYyOQJ43A12JhIoGPTZyrmX088TvsOHWqt+q8vgiAw968FPPzA/axcuQIAL09PPnztE8ZPmNCkc12rDBwymK3LVtPFfr5S8jilKBQK+vTpU+v1Dz78CDk5OXz84f/Yb3Zop48afh3ffP9Ds67biZOWQKFQ0m/0VNb/+TWSrQxcAqA0A7k0k/5T/9lo6SuTsYTda//i1OGdCIJA2/i+9Bw+sVoJB0EQGDbpAdp1H8Tpo7sRRZHozn0bZDaqcfVixqs/kHp8L4XZ6fgGRxDSNp5D54z0aV//CicJEf/yTo3MouqDmVJeeuX/e/ftRf6O3Wijataafn/NUvQ2gRvlYDQoMMsSy+zZfLVxGf+95d56P+yvTjhAGDq64ghWa1AzTPbhD3M6e1NP1ap7nZybxSsLf6PMYsZbULNWtvDXvq28PuFOQr0cCR2FKNI5JKJe62osZpuV7flprNuwkkA3d67vEI+X/vzrx6tnd5LX7yDyMvJUF5uFiz7BVf69LqZLfDx2u52Eo0fpEN/1suu70Fej8voLEhoXdmnM/M/TJO7ZwUh8CUTDWUysX76UD998mfc++BCA+XNmcfDQIbZv3ki3GEfyTFSo6tyhUZHQyN+xm7u7d8bk4sHMtes5aClGIQiM6RTPSzeeL3iqT0Lj75LMqKBjcBgrE/aTiZnA8krLfCxkyiZuCmpT6/WB7l48N2YKX6xfwmKDQy7C39WdF0dManBHlhMnVxLdh4wn8cBWbCcXg2cUstUIhaeJ7NiLgDYxjRpblmUSdq/j0LaV5ZJabek1YhL+odUH2CM79mT6059wfN8mjKVFBIa1JaZzXxR1SOhfiCCKDJv4AF0H3kja6QQ0OhciOvRoMn+QChmqpKAY/vP+hzzz+KMM7+KJlG+pc7fG8qN7OZmVzngCCJS1yMjsppBZuzYxMKYjQR7e9VrTllMJ2O12hhOItjwI2wdP0gQza44dqDWpYbZZeWPJbI5mnMFbUFOGxPz923lg8Giujzv/3RLq5Vu5n2gJZFnmWMZZ9qSeQhRE+ke3J8ovsMo5F3ZmhHtosWRZCAh2w6tvCDIyJV46tiSdw6DRUpyVSZGhjOIyEyWSQLGhjGKDkRKjiTKzmTKLDZPZgsVqrdP6/P39CQ0N4ZEnn+L26TOQ9J6YZZElf80jxN+X1a88RMHWIxzfnMw2YzG/56XTBXfiygtXtpYW8vriWXx156OoFE0big329OGFG6fw1YblLC9xyCVGePnz7PCbqjWEd1KVKL9A1Aolx+yl9MfxfrQjc1Iw0jEwtNY9viAIPD16Eh+tWcS6tBQANAolU7sPZmSHrs28+r83zqRGKyEIAnP//IsP3n+P3379FYMhl+tvHstzL75ISGjDzKwq2LF9O2Ouvw5Z7YrkGkp+ci4PP3A/KcnJvPjyK9Veo9PpmHbndKbd2XiZKA8PD269re5+Dy3JimXLEGTQIpJAKRHoCEBDmKRj8YL59U5qFBQ4qsbdL3oruaPEbLFQWlp62aRGcvJpXnjuWeJxo4/NCxGBM5SxYu0afvrh+2bpJKgLS5cs5s7bbkOQZFwUSj7/7FN6dO/BouUrGi2p1dL8NW8upaUGxsvB6Ms3fYPwJkdh47uZM5s8qQHg5+/PvAULyUhPJz8/n5i2bZ3dNfXgzrvuZs2qVfxJNuF2DUWijVTJyJNP/LtOyVZBEHjplVd57PEnOHH8OIFBgYSHRzT/wp04aSE69RmJVu/K3g2LKMxNxNs/lJ6T7yKyY+MCmFaLmXlfvkJhXhaCZxTIsH/LClJPHGTKY2+hVF3qcyQIAiFRHQmJ6tioucERmIjo2AsaOJRCIZJdasbfxbFOX18/RFEkK/tSLXxtbOfKALM1/XRlYLkm8gylHM/OIA5XTmDAHw0BqImX3ViTl02eoaTeQc/iMgNeF+0fXFEi4OjAqI0v1i9Fa5W4mRD0sgIDNpaac/h643Jen3BnvdbSVOQbSnlpwS9kFBfgeUZFKTa+276R/028g87BtQeVoX5m4RV0iuuIKIocOnSw1qTGhVTXnVFBUX4uu9YtZ4DsRTSOpEx7XCmVbPzxy8/858238XJz4duvv+KmG8fQrWsXKM2ts4cGVE1oVCTUnozuyASVC2kGAxHduldJCNUlofF36864kM4h4YR6+rC0MIto9IgIJAlGQj18GNaubtInXdtE8uW0R0nJywIEIn0DEK+g6mQnThqDh08At/zjLXatnsOZk4dRa/V0HDmZHkMbb9y8fcXv7F2/ANEjDPRtSElKJOX4i0x6+LUaix3cvPzoNWJSo+atwMs/BC//5vHNc5GM7DmcQeSwkXTr2pXvc9N50SuYM+fSyNpe++ftrqQT+KMmGwsG7ISjpzseHKaEPSmnGNulbh4aFZSUlaERFGjk84UsAgJusqJO+4flR/ZyLOMsN+FPiKzDjsw28pm5eSW9ItrWyzejqZBlmS83LmfNsQO4CkrswF/7tzGl50Cm9hoMOBIa5txcYiKD8fbzRbZa8YoOQQzxZHbiOf7ck8ChU6kIgoCnhztu7h64u7vj4eGBu4cb/m08iXJ1w9XVFa1Oj02hRqPRoFJrUKlUqNQalColao0Wvd4FnYsLJbIavasbLm7uqNQazhQ6KvrXZ0pEeJmQZOg7dASrVq+iICmFgsRM1AGBLNqXRIigpa/skH5yQ8lw2Yc5ZY7Clb5RTa8eEB8ayWd3PEx6YR5KUUGAu+cV1V1zJaNVqRnRvgvLj+6lABs+qDgjmCgRbDzRZ2idxvDUu/LquNvJLC6gyGigjbcf+iZKrjqpmasqqTF39mw+/uhDkpOTiYvrxFPPPM2o665v7WU1GJ1Ox4svv1JjoqGhvP6f15DU7gjRY1CUm3DJGXv533//y0OPPFpvL4ZriQ3r1yEhs4tCALYB/fFGRq63KRlAdEwM3l5enCgoJQgNAgIyMomCgZioGHx8fGq8Nj8/n9defgkBiMUVsbxVPgwdbdAx/88/WyWpYTQaeeCeGYTYVQyTfVBLIpmYWH7wIB+8/x6vvf5Gi6+pMWRmZqJTKNHZqm763O0iGek1V302BUHBwQQF11+S5O9KTk4O9941nfXr1wFgEQRSXNXEtuvIsw8+yB3T6hek8/T0pE/fuhnVOrm2ycs8w87VcziX5Kjgi+s1nG5DxqJo4iqpliSmc19iOjft6/vEvk0UZJ1D2W48gs7xECb7xJKXuIjEA1vp2GtYk87X3CgUCnx9fcnMrNmgz71L98oA8+U4mZOJABylFAUCdmTC0RFZrpvbkKBnx5BwtpccoZcsVRo7nqQUGehwmapyuySxMfEISbmZdMcdXfm1LijpIruxIeMsxWVG3HXNa8RZHT9vX0txSQm3EIQ3asqws9qWy3+Wz2f2PY9d9u/UELPwCnQ6He1iYzl48AC3Trur2nMqzMJ1qpqlVQtM56s1s7KzkcslBC7EGxUmcxGlpSUkHNrP0YQEPnjvnSoJjQupT0IDHH8HvVJFtwGDqozjTGjUjCzLzN69mfn7t2OVHHIiqQozHjoXxsT05uZu/dBWk5StCYUoEu1X/451J9ceFnMZe9b9xfF9W7DbLES0706f66bg7uXX2ktrMN7+IYy+48kmHdNYUsi+jYsRA7uhCOwKgBzQBenkUnaumsP4+15o0vlaGocMVQ5z18P9z/6HR28bz/quvowQtLXKUJVZLZwtyMWAmVws2JBxQcF1+CIDDYk5tw9qwxx5C2cxVXo4GrCRJpgYX0sBQWpeNssP78EHFX7lHW0KBHrjxTG5lN0pJ6t0a7QUu1NOsubYAQbhTQfZtVL+b86eLfSKiMX11DkAwj20eCkMeIb5IoZ68fPRZL6cswyD2crYsWOZ+uTLRHQfSJGswmSVKsdPL09GAJgsdmxAZkENCSAbUFz+n0UCSoFSsgurnu/mqWVoXBCd+g3DZrOz83QaHuklZOlVFFnN+MpV9w8eKBERKDCWNvbPVSOiILRod821wOFzKXy6bjG5hhIAsgQzJRqBDsGRTOrev977gUB3L6ePSQty1TzNf/HZpzzz1L9ReLRB1kWx6/ApJo4fx6+//8H4m29u7eVdUezYtg3ZNx5RPP/QJnq3xZp1iP379l7ViaDGsH3bNpYuWUJX3OlerpO7kwK2kI+AwAOT66ffCaDRaHjl9Td4/B+PYhBl/CUl6Qor2ZKJ3956q8bM+ML587lvxl2YzA7zx3lkOCSxcEhiiTJIklTttc3NurVrKC4pYUy5PidAIFpi7Frm/fHHFZXUKC0t5cfvv2PVypXodDpunXobEyZOrJKg6tmrFwabhXRMhJRv+sqwk66wMrYOUkZOWo4Zd97Bni3bGYEvPqg4LRvZW1rEzZMnN0kXmZO/J/nZacz97AXsogY8orFYDWxf+Qe5GamMvuOJ1l7eFUV6ynFEF7/KhAaAoPdBdPElI+XYVZfUAAjw96u2U6M+2GWJd1Ytxhc1I/HFDSXJGFlHLtlYiPUPblBV48Ru/diedIw/rZlEyToM2DmNkcEX6FpfTE5JEf9ZPIu0onxEYB/FnMPEDfijvcBJQCo3sm5JJFlmW9JxuslueOMIIOtQ0EP2YElxFonZGbSvwXvEtVNnSo8crvNcFWbhUu5ZRN82SKW5dO3ahUP79wMgUr6HkuVKs3CF4vzeQJZlDm9bx7al8zCUFNO+Rz+G3HwHqF0qpacCQsNxc3MnqcRAMI6uWxmZJIy0CW1DaGAALz31JLFt2zJ82FAw5FWOf2GXRgWiz/l7vzChcSFZ5UkJ105VuwqcCY3Ls/rYAebs3UJX3GmLC4VY2S4V4qbTc2ffYc5KVScNQpLsLPruLTLPJiF4RYNGTeLh3aQmHuD2J95H34IeVlc6WWdPIUt2FN7nJawEUQmekaSnHG3FlTUd3cNc2HzOwGEhhieefp6P3nuLdsP7IO0vuqwM1e87N2KxWrkBf9qgpQgbq8lhOTnYkekdWT8PMoD40AjiQyJYlZZKDHrUiCQJZbjp9NzQqfp1SLLMlxuWsvb4IQRABn4jjevwJaS8PEJAaJX9A8C2pGP4Cho6yo79lAB0x4NjgoFtSce4DjfauKnxUmjwjPbhuK8bj3w2h4JSI1PvnMGkex/FqvdhQ2IO+w/nUWZxeGiUFFYvQaqzV421ZOYVV3vehbhIjqRGWWEmGYfWUJKXwaHwKCbdfR/BQQHsTM3gunJliI6R0exJPI5VPi+nfBojEjJtm6mjyEn9yS0t5s1lc/CzKxlHACIC++Qi0i0mpvUZRrBn/aThnLQ8V0VSw2Qy8cbrryP6tENs0x8AWY5HTF7Dyy+9xLgJE5yb1Qvw8vYmx1JS5Zhsdvzs63v1VpU0llm//4qnUlvppQGOLo0kjPiFhnDfAw82aNx77r0PPz8/Pv3oI06fOkXHTj357umnGTK0+uBPZkYGM6bfSZhdzQD8UCFwiBJ2U0gAGrSInBFMPDiuZQ3jK7BZHRsAJVXfU0pELFZLayypWkpLS7luxHCOHDniMMuVrSxbuoS71t3DZ198WXneiJGj6NOnL6v27KGdXYcGkUSFCb27Kw8/8mgr3oGTC0lMPMHGjRsZiW+lzEcP1JRg58vPPuOfTzRtRZmTvw9718/HLigR245FKDcQllwCOHlwCz2H34xv0JXj+9Ta6FzcwGpAliUEwfEAJkt2sBjQulxd0oMVBPgHkJXl6NQQfdtcUkVf7TXD+pK1fkdlYPlwYT45hhImEoh7edV+FC6cxcRJDDw0dEyD1hbo4cW7k+5m7t6tHD6XgqtGx10d+jGmc81B6c/WLaa4uISbCcQPNemYWEMuWylgIF4cFkqJ9QvGU3+pB0pzI8sykixVs39w/GxrgmKNCrNwuTT/kt91je/MwkWL0SgEzHYZd62KYlP1Otmrf/yEdb9+gejih6zUkXjgE7YsnsPDn82BAHfKrHbUGi33PPkMH//nBYyCRKCs5pxo4Zxk5POXPyE7K4uFixbz3jtvIVyQ0LgQwbX2h+GLfVyqS2g4DcEvz9KDu4lCTx8cCVlv1ChlkeU5GSTlZBLj7+y6cFJ/Uk8cICPlOIro6xHdHElJ2a8DpuN/cWjbCvpeP7WVV3jloC1P7MvmEgS1a+Vx2VyCVt/yUkbNRYUM1eRRdzL64F7e3rmND7wiyc7NrTGxseH4ITriWtlR4YmKfnixlGzGxvfG382j3usQBYHnxtzCwgM72ZR4GIvVxqCIzkzqMaDG7//VCftZd/wQg/CmHa6UYWcDeawilzsIZh/FyEDP8MZ5qzQUmyRxcR+lgKOLxGa3gwjW/Hy8+obgPTCeR5/+iOj2cTz17uck211Zfa6UzIJUsrNLKxMWJTmZNc5XctHPg8Lqsm9yISP1BPNnv46MAtnFH8PeDXy0Yxldu8RzKruA63B0SdzcrR/bk47zlz2LtrIeAzZOYKBXeFvnd9IVxLrjh0CSuA6/yoLeUfjyu5zOmmMHmN5veCuv0EltXBVJjVMnT1JSXISi7YDKY4IgIHhFczppI4WFhXh5Odt7Krjn3nt55+23kXQ+CJ6RyKZ8hMzddOgYR9du3Vp7ea1GSXEJOlmoTGiA40tSr1Bx3ejRtRp6X46x48bX2ch73tw5yJKdQbJ3pdxEdzxIxsgG8jAj0ad3X+69/4EGr6cxDBk2DK1Gw15zEYPwRkCgGCunFGXcPv7K2bx//+1Mjhw5giLmRgS9Q+ZLzj3OTz98z4x77qVHT8emUqFQMH/xEt5+8w1m//YbZWVlXHfDOF585ZVG+9c4aTrOnXUEGn2pKg/hi5qTGc0rE+bk2iY9+QS4hVUmNAAE72g4u4XM1ERnUuMCOvQcxoHNy5DPbkUR2B2QkTL2IdlMdOgxtLWXB8CepDx6Rtcs7VhBscmKp1aBf1AwyUmnGjWn0e4IjOsvetzWo0CnVhNRQ1dFXQj29OHxEXUrYsgtLeZw+hmG44N/uWRECDq64s5OCknFiEqp4pnBoxu8nsagEEW6t4km4WwqbWUXdCiwI3OAIrx0etpf9BDf1GbhXbt0wWg0kpR0itCI6BrPy0o7y7rfvkQM7Ioi0LEvls0lFJxczNElv9Cr3UuAQ64q/N6HcXX3ZO7MzziQmky7dh14/amnuXHsOD56/x00Gg3T77gdsFYrPQVUSk+Bwx+kti6N+vJ3T2gA5BmK6URVuTW/8v1EbmmRM4DkpEFkpiYiql0QXM+/fgSVHlyDSE850Yoru/IIDIvF0z+E4vSdSKEDELSeyAWnkQtO0em6Ka29vCajQoZq2Q4Vkx99kdVrhrArys7gIgVnqklsyLJMmc2C/qLPp4r9RK+I6r1G6oJGqWJKz4FM6TmwTuevP36QcPR0xJFkckXJEHz4nTT+IIMy7NzZdxh+DUiyNAU9w2PYlnSMs5TRpjwBlIiBEtlKz4gYOHNe5mvOoWSy8gr45PX/ccrqws6T2ZXJDFtOZmXConudEhX1Y9PCH5FVbojRoxEUKmRZwn56DceOn6BrgCcVj7KhXr68efN0/ti1icNpKbioNUzs0J/JPQZcdnwnLUteaTEeqCoTGuAo5vWSVeSW1t6946T1qb+JQCtQ6Utgqvqiks1FaLQ6XFxavhrtSubfTz/DxEmTsJ/diu3wr9hPLiMs2JdZc+b8rTtahgwbRqa9jGzMlcfOUUaB3czw4SNabB3FxcWoRSXqiyoZXVHg7ufDVzO/ZenKVeh0uhZb04V4eXnxzvv/5RilzFFms4xs5oqZ+AYH8cyzzzfJHEajsdJkvaGsXLkSwTW4MqEBIPrEolDrWL1qZZVz3dzceOudd0k6e4703Dx+/OVXYmIavol0Un8y0tP5Y9bvLFywAKPxUv3SuLhOKBQKkjn/OxmZVNFE5851M/d04qQ69G4eYLloU2p2/KxzbZ0HtysV36BwRtzyMGJxKraEOdgS5iKUnmPUrf/AO6D5k8DbDiZf9vcd/Vwv+/tKLtjr+Pv7k5lZc6VeXYhz90Ypihy5oK7PjMQpDHRpc3mD8aakzOLYv+gvqklyQYkMjOnam4+nPki0X2CLrelipvcfjqRW8IeQzjKymEUaZwUTT4+8CaXifFKots6Di7sXKrDZ7eQWFGG32y/5XZd4x3fFwQMHLzv2gW0bQAbRr1PlMUHjhuwezq4Nq6uca7dL3DV9Oks27+JQajYrN23jxrHjUAky3387k9un3oqHomo3SG3SU5e7z5pkp2rjWk5oWO02diUnsv7EYbKLC6s9J9I3kFShDInzsikV+4kI34CWWKaTaxC9qweSzQT288+OsiwjWEpwcUpPVUEQBG6a/hSuOjX2k0scMYhz22jXdQDdh9at8O9qwpaZToJRz/R7H+LzA8cwtnMnTH9paE0QBDoHh5MoGLCWyyLKyByhBK1SRXQLJlwNZjP6i8J/+nLZyojAYN66eTo3d+vXYuu5mIExHekaGskysllIFn8JmWwgj6GxnegUXLUAadXuQwwaNBDRJ5SdJ3MoySjGlple2ZnRPczlkoSGLMuYjCXYrGYaislYSva5Uwi+HSqLpQRBRPSLw1RmJN9YVeoq0jeA58bcwu/3P8XMu/7Jbb2HoLqK/fyuNmRZ5mRWOuuOH+JYxlnkaqTVIn0DyJXNFHF+L2fARhZmonxbbz/tpO5cke+o0tJSThw/jr+/P23CwggKDua6629g3YZNSEoNgksAcvE5hNwEpt87A7W67sZvhYWFfDvzG9atXYuHuzu3T5vGTWPHXVPBfrVazY8//8Kzzz/Pgf37CQoKYtDgIQ0ywr6WmHrb7Xw/cyaLDx4kXNIgAymCiUEDB3Pj2LEtto7BQ4fy9ptvcBpjpcxOEVbSRAvPPvJovc2Qm4N773+AzvFd+OXnH8nJzuGBfv24a8Y9je6IyszI4P/+9SRLFi1Ckux06dqdd99/nwED61ZhciF6nQ5BtlU9KNmRJVujum6cND3vvfM2b73+H+zl0iMebu78+NtvjBx1XeU5AYGB3HPffXz3zTeUyDZ8UJMimDgnGfnviy+11tKdXGXIkkRelmPT6hsYhiCKdO47itWzP4PMA4g+7ZCtpcjndqB38yKifd27F2VZJunwDo7v24zVYiIstgud+45CrW15M+bmpGOvYUTF9eLsyUMgCIS1jUeja/7iEUf1o6FB1x7LKibCu/o1BgQEkJ2T05il4aHWMKPvYGZu20CWYMFDVnJWMCEJcGuvQbUP0EQEe/rgpXMhoayEYDQI5YblxyglzMuX6X2Ht/p+NtTLlw9vfYBVCftIzs0iutTEPTeMIboRgWVVcBSF+/fyzZEUPpmziCKDEW8Pd5559D6enH7eD83Hx4eQkBCOHD7EjRMmVjtWuLcelGpABskKF3ZwSRY0Wof0VLj3Re9r2SFnVeHVsWTxYjIzM3nogfsBajUIB+pkSF8ddfHRuFY5nnmOd5fPpcjkMHgVgJvie3N3/xFVXutTeg7k1cWzWEI2MegpwEoCpQxuG+c063RSZ0oKczEUF+DtH4Jaqye26wC2Lv8dKXUjYnBvUKiQsg8jlRUQ12dkvcbOzUjl0LYVFOSk4xMQSnz/G1qkWKAl8fIP4c6nPyYtKQFDSQEBodF4XYPeARX7lT2HM5g06RF6HNzL4xt28nWneMqS0sjaXjXRPK3fMF6c/wtzpAzayFryBCvZspn7+l6HTlX3OFZjiW8TyYbig/SQ7ZWdIgmUIAOPDB1DiFftXbDNiVKh4PkxU9h8KoE9KSdRiCIzotvTO7Jd5ee9bLXgHh3AuW0Hiesdz5nCMrKzS+kdrGNbTs2dGWdOHmLL4p/Jy0xFEBXExPdjyPh7HLKr9UBUKEAQkO0XSXJLjp9t1RRcOGkdDGYT7y6fx5GMM5XHon0DeeHGKXjqzxdJDYntxIL921lsyCZOdkUAEgQD7lo9IzrEt8LKndSXKyqpIcsyH/z3fd57523Kyit5R4y8jpnff89XM2dy25Rb2LljbeX5Y268idfffLvO4+fn5zNsyGBSkpORXYNRSGaWLF7EP594kjfffqfJ76e1ad++A+3bV1/p9ndEq9WybNVqvvzic5YsWIAoitw7eTIPPPQwSmXLvRUGDBjI2LHjWLJkMUmUoZYhRWEmtE1Yg309moPeffrQuwmNtK1WK2NuGE1yyjkI6oFCoeHIqUTG3TiGrTt20r5D/V6rt0y5lRXLl0FeIoJ3W5DtSOm7kSU7N0+a1GTrdtI4Vq5YzuuvvUo33OmCO2YktpYWctuUWzh2MglfX9/Kc9/77/8ICgrmq88+IyE3h05xnXjv5Ve48aaWSzo6uXpJSz7GmtmfU5zv8E9w9fJj5C0P0677YPKz09i3cSG2TIeJsKunLzfd/RwKpepyQ1Zh44LvOLx9JaKLP7JSw7nTszi2dyO3PPJ6iwT9WxKt3pW2Xfq39jLqhJdWRUG5b0JqvpFQj6pJ7YCAQAwGA6WlBtw9PCuPV+fJcDnu7jOYSB9/FhzcQ76hlOtC2tPNqiXUy7f2i5sIhShyV/+RfLx2IX8JWQTIatIFR3XZiwOuHH85bxdXpvYaDEDW9j11Tmi4dupM1vodBFQjSfXfFZv4ZM12BJ/2KPwCKSxJ45m3/odkMfPv+6eBVyCU5hLfuRMH9zuSBxeahYOj60KhEOk+eCQqjRZ72k7ENgNAVCEXnUEuPsPQ+88n0e326j1A9GolM7/6nP79+hHfuROUnpfEqI9B+IVdGhd6uFTwd+/SMFutvL1sDq5muJ5gXFCQQAmLD+0iwjeAYe3O/706h0bwwo1TmLVzI5tzM3HX6JjYqT+39Kh/0YyTvx8mYwmrZ39OyrG9AChUGnoMGUfvUbcw9u5nWPH7R5hOLAAcCczB42YQGh1X5/HPJB5k8Q/vgFKLrPMj89xWju5az4T7XiCkHuNcDYiigjZtr/0O6wrT8C2JeTzw9kxeuG0k32Wncb+n/yUyVNF+Qbx/yz0sPLCTU1nptHEL4IFOPekeXrNMYnNwc7d+bD91jHnmDMJlHUbsnKGM6zt2a/WERgVKhYJh7TpX+XyvjqzcPIb6+2OXZHR2iW0Hk2tMaGSdTWLRd2+B3g9F+GBkq5FTR/dQmJPOrY+9jVCPwl+1Rkdkhx6knjqK7BqEoPNCNpcgZR7Exy8Au72sXvfrpPn4futqTmamcT1+tEFHBiY25OXy+fqlvHDjrZXn6dQa3rh5Or9sX8f20yeQZZleEW2Z3n84btdY4dq1yhWV1Pj5px957eWXEP3iUIRGgamQjZu3csfUW1m1dh2r163nwP79pCQn06Fjx3oHQT//9BNSU1MR245D0DokJ8Ssw3zy0Yfcfc89tG0b2xy35eQKwtXVlaeefoannn6m1dYgCAI//fY73838htm//47RaOTRG2/kH/98HG/v2g0lr1aWL1vGyRPHUcaORaF3BIFkzwikxAV8/uknfHqBuXddmDxlCmvXruH3X39Bmb0f2W5Dlmx89MmnhIdHNMMdOGkIP/3wA/4KHb3tjkpJDQqGyt78Zk7nr3lzeeChhyvPVSqVPPXMszz1zLNIkvS37y5zUndKi/JY9O2bSBpPFNHXA2DMPsTi799m2r8/ov8Nt9NlwA1kpJ5Ao3MhJKojonixHWHN5GakOhIaIX1Q+HUEQC4roPDkEg5tX0mv4dVXhTtpXg6eLaRLG08AdCoFZdZLK+T8Ax0B9ayc3MqkhjIk9pLAc10YEtOeITHtK39ujSr5wbFxeLm4sPjgLjIL8+ngE8L4rn1pG1C9vNG1gNFs5puNexD8OqEILg/ge0YAIu99+xuP3z0VjUKFZLfSrUsXvv3hR/RqJUaLrdIs3N9VQ3apQ3LC1d2T/3vnM9576mHsCbMRlBoks4Geg0cy/Ja7qszt76qpTIpUkJCQwKbNW/j1px+qJDQu5GKDcGeXRv3ZnXqSErOJmwjGHUcCuisepGNmbcKBS4Je3cOi6R4WjSTLiFdIgs/J1cGK3z7iXEoiijYDEXReSIUp7FozF52rO/H9R3PPC19xLukINquFkKiO9TK+lmWZDfO/A70fYuQoBFGBLNmQklaxYeH33P7kf6+YhLST+jEoVGBzYiZ/Af/49/O88O/HmdzdnzBR5Exu1e+GUC9fHh12Y+sstBxfV3feu+UeFh7YwaGzybhqdDzaoQvD2l991ejFBiOu7u51Onf/pkUIalfE6OsRBMezpaTzJSdpBWeTjhDWtn73P3TCffz51asUn1iAqHFFMpeidvVi6Oib2LLgj3rfi5Omx2y1svnkUXrI7kSU+9mEoqOn7M6mM0kUGEvxuqBbw9fVnSdHTeAJWUYG5x7iKuOKSmp8+vHHiJ4RKEJ6Ow7ofZFEFdu3rePQwYPEd+lCt+7d6db98jq8NbF8+XIk1zYotec1tEW/DshZ+1mzapUzqeGkxVCpVDz0yKM89Mijrb2UFuNYwlGUGhcE/fmqVkFUYtP5c+TIkXqPJ4oiX30zk3vvu581q1eh1eqYOHkSERGRTbnsVicnO5uZ33zNrh078A8M5O4Z99B/QMsbjNntdubOmc1f8+ZhsVi4YcwYpt89o1bvl7zcXFztVTcGWkQ0ooK8vLwar3MmNJzUh2N7NmCXJBSRIxEUjlZ+We+H/dhcju5aQ7/Rt+Pi7kVM55pNiS9H6okDCAoVou/5gLag8wL3UFKO7XMmNZqRzsE6dh7PpE/7qrq24R46UosuXxEnIeJeXn2YWWoh2m697PkAptPHLvE5iBzWl+T1O2r1gWgpOodE0DkkorWX0STUZhYOkJ5XQJnFgsKtqoyJ4B5CQfJxcvILCA1yfPd36RJPdnY2mRkZuPv41Thmv1E38u2qXfw5ZzZlpcUMGzaMzr0HYLJJhHvrL+nSuFB66ttvvsbf35+bx48DS3Gl9JSgqVolako8XGOXxoU01CAcLt+lYZckNp88yvbTx5Flmd6RsQyJ7YxKUfeEblORlJPB8iN7ySkuIsIvgDGdehLg7nnZa0pMRgQcnjEX4oaC4rKapeqcwQgn9aEgO42zJw+hCB+C6OV4jyr0vmA1sH/TEuL7j0ahVBHeru5ylRdSXJBNUV4GisgRCOXFFIKoRPDrQH7KBowlhbg4JdKuWlwkI+cSM1GMHUVc+1jeyzzHZ1GxSMcb5x3ZXPi6unPvwOtqP/EKx2yxoNFoSM2tXbY0N+MsuAZVJjQABNdABFFJftbZeic1XD19mPbv/5F0eCd5WWcpxIuIfmMJsO7DLEkgVd/lebVxMjudVUf3k1taRLRfMDd06oGPa/3kupqCojIDK47sIyHjDO46PSPad6Vrm8vHe8qsFmyShNsl+wcVMlBqKquS1KhAEAScO4irjysqqXH2zBnwqPogKbg4HkhSU1OI79KlUePrdTpE6SK5AcmGLEtoW8mU2YmTvwuRkVHYzAaUpkIErScAsiyhMOcRE9MwmStBEJpcJutK4kxqKsMHD6QgL58gu4p9CplZv/3KR598yr33P9Bi65BlmfvvuZu5c+YQLOpQyLB+7Rrm/PEHS1euuqyHyYBBg/hk504MdltlYCKVMox2a4OTMzk5Ocyd/QfZ2dn06t2b0TeMQdEKQRonVw7F+dkIWs/KhAaAoFAhaD0pzm+cnwKAUqVGliWQbHDhHHYLSlXLb/Cd1B3/AEenRnZWNnRue9lzvfv2uiTg7KT58OrZnYI9l+9gyN+xm4D4TqiUCuyGbHA7b6oqG7Jw0evx8TpfrFRhFn748CEGDB1x2bF9/AMZdMsMADoEuF/S6VNdl4bdXMas33/jsUceRm0pvmRMW1riJV0a1VEXg/DGJNEkWeaDVX+xIzmRILQIwJepp9h66hgvjJlSxbS9udmWdIz/rV6AK0p8ZRVrMs6xJuEAr4+fRtRlTO07BIUhAycx0B5H8MGEnVTBxMCQy7+Xa8Jmt7MrJZHTOZn4uLoxMCYON63zGfDvTHGBY48g6C9Kgur9KMlIbfT4SmX5nuFiDf7ynxUtKIHspOmp8NfYcDSbB96ZyfO3jea7sjx6S3IVCSonTYtCVNQoEXkxnr4BFKUkI8vyeW+OsjxkyYaHd8OMoBVKFbHdzssbbj5nId5Lh8niKJ4xXyRBdrWxMfEIn6xdhLugwktWsiTtDKsT9vHWzXe1qFRZXmkJz/31I0VGAyGyhnTBztZTx7iz77DLmtp76PQEuXtxothAFHoEBGRkjlOKh1ZHoEfD1FGScjLZnZKIKAj0iWxHuI9/Q2/NSRNyRZXCxnXqjFCaVsWVXi46W/67To0ef+pttyEVn0UqOI0sy8h2C1LaTtQqNWPHjW/0+E5aB0mS2LhhPT//9CP79u6t8vppCtLOneOj/33Aa6+8zNo1q5Gukex7SzNuwgSCgkPgzAakgmSkknSklPVIppK/VcdKfXjzjf9gzCtkij2A0fhzi92fDrjy7FNPUVRU1GLr2LxpI3PnzGEYPoyV/Bkj+zNWDmD37l38/tuvl732oYcfwcfPj78U2Wwln/XkslbMY+TIUQweMrTea9mwfh1xsW15/umnmfnhx0y9ZTKjhg2lpKSkYTfn5JrANygcyZiHbCmtPCZbjcjGPHyDwhs9fnSnPgiAPW0nst2KLMtI+aeQStJp163ljKKd1I5CIVbKDAF4enqhUqnIyMy65FxtbGdOHjnA7J2HWLpqJWZr7Z0c9cFis7Ex8Qi/7ljP6oT9lFnMtV90DdJQmaSKwL+bXscdfbsgZx/AnnUIyZCNPWM/ck4C/7j7NjTq84nGyIgI3N3dOXjw4GXHrk6qDLjUIJyqXRqzfv8No9HI/ffeA1RvEA7UaBDeVF0ah9bvuGywZN+ZJHYkJzIKX8YRwFgCGIM/B88ls+P08QbN2RBsdjszN60kXNZxqxzEKPyYKgejs8FP29Ze9toIH38Gt41jM/msIYftFPCnkImoVjLhMsGMmigxGXl63vf8d9V8Vh/Yw3ebV/Pwr59zIvNcQ2/PyTWAT0AbEASk4vPvY1mWofgsPoFhjR7fxd2L4MiOyNmHkE2OvbtsKkTOPkxYbNd6SVk5ubKwmIwkHtiKPmcPZw8nctzsxr9efJU5+4/j7q6sDGw3BFmWOZZxlt93bWTe3q1kFNXPB+xaR6lUYLfZ6nRu10E3IRnzsaduQCrJQMpPQk7dgIdPEOHtujbJelwkIxqtDpPVhl+IOzGRV68kqNlm5dvNK4nGhSlyENfjz1Q5GNFi59cd61t0LfP2bcVgNFauY5IcSDzu/L5zIwXG0hqvEwSB6f2Hc44yFghZ7KKAxUI2pzAwre/wenesyrLMj9vW8NS871m0dzvz92zjyTnfMmfPlsbeopMm4IoqDXjmuWeZfPMExOQ1CJ6RyKYCyDvO5Cm3EhXVeCOlu++5l/Xr17NowXyUmbuRbBZEAb75/scqZrVOrh7OnT3LhPHjOHEsofLY0GHDmTVnLq6ul7aU1ZcFf/3FjLvuRJBktKKS/773LqNGXcesufPQaDSNHv/vhFarZdnKlTxw733s3rUBgKDgEP779Sx69GxcFYPJZOKnH75n0aJFiKLIzRMncse0O9m7Zw/ZWVl069H9qvTZWLFkKTF2bWWHg4BAV9w5Zk5ny+ZNLWagvXrVKtyUGtrazktrBKIhCC2rVqzgnnvvq/FaP39/3n7/fb764gtOJp7A29ub56fdyT8ff6LeGsJms5kZd07D1ywwXA5Ga1OQjolV+/bx7ttv8cZbbzf4Hp1c3bTvMYQ9GxZiSloBvh0AAfKOo9G50LH38EaP7+rhzYhbHmbt3C+wF6YgKJRIVhOxXQfSvsfgxt+Ak2ZDFEX8/f3Jzs6uclySJP75n//x7Z9LKo/5zlvFl2OG0yuqfp5t1ZFbWsxLC34hq6QId1FFiWTl950beW38HYR51yyLdK0R0K9nvYM61ZmFv/7QfUjyt8zaeRBrxl40ajUPThnDa/96FOxmR2LBKxDRmE/nTnEcObC/2rHtdoe8VGq+EXB0aBzYvol33/2FvOwsevXtx6Tp92OxmNl7KoGAwCCGDBwAgsO35duvv+KmG8cQGhrSIINwqFuXRmPZl3oKL0FNpHw+SROKDj9Bw94zSQxs2zLmxCl52RSZjAwlALFc1EGNSEfZlS3pqVjt9ssGF27pORCL3capzHQKkejdpiOTewyoVbqqOn7dsYHMgnxuJhB/WYMRO6ttuXy4egFfTHvUKVv1N8XV04cOPYZyfN8m7JZSBJ03cmEKUkk6vW/+d5PMMeKWh/jr6/9gOP4XotoFyWLAzcufYZNaruvaSdOSdGQnq2Z9is1aXqwgiJSdu4eXnnscUXyeo0oTg13cSc2t3nfpckiyzGfrFrMh8Qh6QYkNiVm7NnL/oOsZ3alHE9/J1YlKqcBqq1shSmh0HNfd9hibF/9MWdIKAIKjOjLq1n8gNrJrsTg/m4NblpGUlEiOn8PjI99sZk9xKbllNgZZLWhV6lpGubI4lZ2OwWKmK96V39s6FLSXXdh7JqlF17I35STRsh7Xi2Ihh+RiDp1LYUhszYXv8aGR3NytH7uSE0k2lRHi5c+Mrn3oGVH/Ts9DaSksOriLvnjSWXZHBvZRxB+7N9E9LJoY/6Bax3DSfFxRSY3rR9/Ab3/M4bVXXiHxxGZcXN2497HHePnV15pkfKVSya+/z2Lr1i1s2rABNzc3Jk2+heCQkNovdnJFcs/dd5OUfA5FzBgEFz/kojNs3ryFl154jg8//rRRYxcUFHD/vTMIt2sYLHujkgRSKWP1mjV89cXnPP7kv5roLv4+xMS0Zd3GjZxJTcVoNNI2NrbRskEWi4XxY29i+9atCG7BCMhsWPcoLzz9NKVGh86mIAjcNeMePvrk06tKpkit0WClqlaoFUcn0uUkn5oanU6HTZaQgAv/ejaRy3pqFBQUMGn8WHbv3o1CELHLEu7uHky59dYGJQU3b9pIbl4ekwlCW76SYLS0teuYM+t3Z1Ljb4xG58Lkh//DpkU/knJ8N8gQ3q4rg8bdjc6lbkaCtdGhxxBCo+M4eXAbVrOJsNguBIbHOg0+rwL8/f3IzKraqTFzwSq+/XMpYkgfRJ9YsJRScHYLDy1cxfbedZPGix/Wt8aK+ZmbVmIsNTKFILwkNSXYWGHO4dO1i3n/lnua5L6uRVw7dab0yOFLjmtUKt6efD1vPvNPziYeo22/gbi7uiBnnUYIiUU2GxxdE3YrXbt0YdXqNZc1C69g8S8z+fbdl1G4+CCp3Dl55Gtmf/8VVst5qZgOHTry65w/yUo/S8KxY3z43/egNLfaLg3B1bvGLo360FiDcJVCiRWH4WXFJ5SMjA0Zpdhy+yB1ubSOhapd1BYklKJYYyJBlmVm7d7En3u3On4GVKKCrmFRBHrU339AlmU2nzxKR9kVfxz7Dz0KesseLCrN4mRWOu0Cnc+Df1eGTbwfvZsnh7evxJJzFA/fYPrd8STRnZpG3tbTN4jpT3/EqUM7KMzNwMs/hOhOfVBeZcFOJw5KCnNZ8dtHyK4hKEP6gKhEyjrI6ZXfMr93LwYNGsz240eYHNqG1CJTvWWINp88yobEIwzFh1jZBTsy2ylg5uZVjs9ApwcLSoUSWz26a9t1G0Tb+P4U5KSj0epx9Wy8hFJe5hnmfv4SdklGdgnk1PETAEzesaPyef3HnxJ4dNiN9I9ufLFMS6EUHd/bVqqqk1iRUbWw56VaqcJK1X2bpXxdmstI9x1NP8M7y+ZisJoREZCQ6ermTrewhhXKbzmZgJegJl52p8J1owceJAoGNp866kxqtDJXVFIDYNz48YwbPx6j0YhGo2nyAKQgCAwcOIiBA51yEVc7ycmn2b5ti8PYzdWhmS14RmAvK+CXn3/h/Q8+RNkIndIVy5dhMpnoTyjqcqW2CPREykbmzJrlTGo0grDwmuVgjEYjW7dsRhRFBgwcVGvw/s95c9m2ZTOKmBsQXQORZRkxYS6C0cxYAvBCxSnZwM8/fE90dDRP/Ov/mvp2mo0pt93GV59+SpTdRBBaTNjZKRTh4+XDwEEtVx0+cdJk3n7zDXZSQG+8EIEESsi2lzF5ypQar3vu6ac4su8AN+JPiKwlFwtrz6Rx/4wZrFpX//ZVk8kEUPl+rECFgNn095R1cXIeD58Axs54Bnt55ZZCqWryOdw8fek+ZFyTj+ukeQnwD6hMaoi+bZByz/LtorWInuEo/Do6TtJ6QugA8k4sYNOx44wc1pes9TsuqaKvCyarhT2pp+iPJ144glZuKOkhu7M6N5Os4sIGVZo7AU9XF9zDgyH9NMRW/beRZZmde/eDLHMqKQmDwYCgqjmBXlJUwI//ewPRtwNCSB+UgoA9fQ+27MMMxJto9ORhZXNiEvdOu42oyAhi27Zl2NAhYMirHKeuXRrVSU81tEujtgDZgJgOLD60i30U0Q0PBOAwxRTIFga27VinOZqCNl6+tPHyZXdhEd6yCleU5GLhiFBK/+gOKGoIkOw7k8S8vVvpiQfxuGNDZptUwMdrFtE+MBRf1/onq22SHdVFFqAV+wmrvW4yJk6uTRRKFf1vuJ1+10/FZrOiVKmbvGBBqdLQvseQJh3TSeuQuH8LMqAIG4SgcOw1xeBeyCVpbJ3/BzOm3MBHmzYijHAjLL2ES8UvL8+Wk0cJRku7ci8hJQJ98eKkYGRb0nEmNkB+71pBUKkpSspEFIV6S46LCgU+gW1q/H1JQQ456Sm4uHvjHxpV62fAtuW/YxfUiO3GICg12HNPwLltBKFhAN7IwC5rIf9bvYAInwCCPRvm49DSxPgH4efqzk5DEaNkFXoUZGMmQShlUGz998SNYXBsHHN3byGKMtqgxYzEdgrQq9R0bRNV7TVmq5V3l8/DwyYwnhD0KEiklI2JR4jxD2ZM5/orhFjtNlQIXGgjLgBKRKx1lEFz0nxcUZ4aF6LX66+qimonLU9BfoHjf9RVtUgFtStmUxkWi6Waq+qOyWRCgEsegFQIlcFVJ03LX/PmER0RzsTx45gw9iZiIiNYsnhRjeeXlJTw9VdfIrr4Iro6jL5kYw6S1cAQfAhGiw4FnXGnrezC999801K30iQ889zzxHfrxiKymKXM5DcxnVyNzA+//NKi8mftO3Tg7Xff44hQyq+KdH5VZLCVAu5/8CHG3HhTtddYLBbmzv6DznYXQtEhIOCHhp52N7Zv30ZKSnK91zFw0GC0Gg0HKCqvPwUDNk4pTIy+6cZG3aOTaweFUtUsCQ0nVw57kvJqP0kQKDY5Elz+gUFkZVWVn8orLAGVS9Vr1I4AQqHR2Kj12SUJGRnVJQlYZwD1Yrx6dq81kH9xMuDChEEFyWfT6Tr4OgbeMJHPv/oaWZZ58P77avRBkySJ+T/PxGa1IPp3Oh+8yD9FB1yJww0tCkLQ0t/uwYGDB1i4eDEPPXg/gqH6119DDMKrozEG4RXEBoRwa89B7KWIX4U0fhXS2EEhY+N7Ex8S0ejx64ogCDwxcjxmtcjvpPGbmM6fZODt4cHd/Ws2cl9/4jB+goYeeKJCRIeCQXgj4qiYbMg6urWJ5rhgwITDT0VC5gDFuKg1tA24evXPnTQdgiiiUmucHZhOLovJWIKg1FUmNMDxGYPaBVtZCe36jUQQRJbk5BAQ7Ia5nhJUVrsd5UXxBwUCCoS/fQA1OcvhS+Pu6kJhQQHhvi61XFE7kt3O2nlf8ePbj7L0p/eY8+mzzP7kWUoLa95rFuZmkHp8P3jHICgdz+RyaSYA3fHEHRUeqBiGL2pE1p841Oh1thQKUeTJURMoVkr8RhqzxHTmk0mApzfT+gxt0bWM79qXjsFhLCeb34R0fiWNDIWFJ0dNqFHWa++ZU5RaTAyWvXFDiQKBDrgRiZ51xy7vt1YT3cKiyZbNnKOs8lgyRgplCz3CYxo0ppOm44rr1HDipK506NgRN3cPSvMTEfS+CIKALEtQmESn+C7o9ZeaPdaHESMcG5IDcjE98UBAoAgryQoTD49tGS+DvxPHEhKYcdd08AhD2d7xoFuSsZc777idfQcPERlZNRuflHSK60eOJCszA9SuiLLs2FDaHAknz4s+3jxQkpCT0zI300S4u7uzev0GVixfxu5du/D392fKrVPx8/dv8bX845+PM3rMGOb/9RdWi4XRN4yhe4+adV3NZjMWqxUXqianK34uLiqu9xo8PT156933+NcTj5OpsOFuF0hXWPHy8eb5F1+q93hXKjnZ2fz4w/ccOXyYsPBw7r7nHqKjnRsmJ9c+3cNc2HYwmf5dIms8p6OfKwk5NZsDVod/QAAb1lc1JR7WI47ZG/Yh27siKBwPRlK+o9q+Z1TN89cFF42WWP9gjubkESXrUSFiR+YQJfi7uhPcBLIHVxuH1u8g/iKfjLqgjeqA6fSxyp+LD+7DvUvVoL8sy0x4+GkSz+WiiL4e1G7Yj/3Jgvl/0b1Xbx549PEq59tsNr587iE2r1pWfsBcmdCSbGY88Khyvkf5fkKlUjH9jtsBa50Nwi/XpdEQajMIv5Bbew2ib1Q7dpw+gSzL9IqMJdovsEHzNoZI3wC+nPYIW08lkFNSRLiPP70j213WS8NoNqGTL+3KVCNisDSssOjOfsN4IfNn/rBkECSrKRBsFMtW/jloHJprJBFulyS2JR1jb+oplAoFA6I70rVNpDNI78RJExIc2ZF9GxchlKQhujlk62RzCZRmou80hEOFIrffcQffLPiLYZ27INWzm7xHeAw/paWSgxm/crm8Y5Riku1/6wBqQL+epMxNQ0CgbbAfZ0+fpClEnfZuWEDC7vWIIb0QPSORywrIS9vGsl8+YMpjb11y/rE961kz90uQQbCfL6KVJUchje0C2SYlAm4oKTQaLhnnSqZ9YChfTnuUzSePkmcoIdovkN4RsShbuOhco1TxyrjbOXg2mWMZZ3DT6hnUtiOe+pq9c40Wx/tNf1EMQo+CHHPD9g8Dojuw/vghlqWlEIwWCcjARJ+I2AZLWl2JJOVksO74IYpNRjoGtWFou3h0V4FMojOp4eSqRafT8eprr/F/Tz6BbC1B0vogGjKQywp5482ZjR4/LDycZ194gbfeeJ2zCjM6u0C6aCYsLMIpPdUM/PzTj4gqLbQZhFCu9yyGD0E+PpfffvmFF19+pcr5//zHP8grKkMMG4x0ZhNS1kFE/84OCREgEQPdygMTdmSSFSZ6962bTvqVhFKp5Kax47hpbOtL3sTEtOWpp5+p07lubm7Ex8dz5PAJ0mUTOVjQo8CGjK+3D+07NGwbev+DD9ExrhM//vAd2ZlZTO3bl/sfeBD/gIAGjXelceLEca4fPoziwiL80bBCsPLlZ58y+8+/GDFyVGsvz4mTK5ZjWcVEeFdfsRcQEEBWVnYVqYJn75rEos17KEtciN09HCwlSEVnmBrfgQi/xht53zNwFK8s+p1Z9nQCZDW5gpUyJJ4bPO5vZ0jcVGbhquAorOmnLzl314HDJJxMQhF9PaKbo+LervUC2cr3M2dektRYMudXNq9ajhg+BCltF7a0nSgjhoJSh6Bx56TZQBxuKMorZRNxJNFumTQRD0VVDe/apKcupCUMwi8m3MefcJ+WL4S4GL1aw6iO3ep8fufQCH47l8x28sko19P2QIlBttE5pGYJ08sR6uXLB1PuY8WRvZzKziDKzZ3rO3a/Zro0bHY7by+fy/6zp/EXNNiQWXf8EGM69eC+Qde39vKcOLlmCG/flZCoONKT1yJ5RCAoVMiFybh6+hLWcQDJWcWMGn8XP/30E2dc6/99P6pjVzYnHmFBbhYhaLAIMlmymes6dnNq95cT7eXKkoRErgPKFI0Tnzm0fRWid1sUfnEACCo9ktyHrOS15Gak4ht0/jvHWFLIuj+/QfCKAUFAyjmG4BaC6BqIoPVELj5LPlZCcHhO5mEhVzZflZ5Nblpdg6SamhpREOgWFkW3sOrlpi6mU7Dj32sL+ZRhx4Adb1SkYWZQWHyD1qBUKHjhxlvZcOIQu5ITEQWBydEdGNw27prZ0688uo+vN63ATVDhKivYduoYyw7t4a2J03HTNq5YvLlxJjWcXNU88NDDBAUH89knn5KckkyXIX35v38/Rd9+TaM1+dwLL9Krd29+/eVnCvMLuGfIUO69/348PT2bZPzWZuOG9Xzw3nscPXyYyKgoHnviScbffHOrrCU7KwvUbpUJDQBBVCJo3MjMzKxybn5+Pps2rEfRZgAK72hkUwFS5n6krINUeFHuopB8wYqnrCRFYaZIsPP8Sy+35C397Xng4Ud47OGHKMVKJHrysZKJmfGDx6BWNzzrP2DgQAYMHNiEK71yePbf/0YqMjBVCkKPAisSq6Rc/vHQQxw5keiUZXTipBq8tCoKTDUbRgYEBGI2mykqLsHb29El0aHfULZ9+zZvffULm46l4OWmZPotd3CTa9Ns3GMDQvhwyn0sO7KHM3k5tPPwYnSnHldEgLkpyC0tZt7erexNOYlKoWRwbCdu7tYPjarxFe81mYXXRHq5rINQXtQAIOi8kUvTycnJRqyompRl/F01rF40H9E9BIVXFIJKjz1pDbajs0FUgmQjD1ioyCbcriFfsHFadlRYPvn4PwGuaIPwa4Xh7eOZs3szh+0lRKJHAE5jxEWtoX1gaIPH9XV1Z1rfYU230CuITSePsv/saW7AnzBZh4zMEUpYdmQvg2M7ERtw9QXVnDi5EhFFBWPveY4Dm5dwfP8W7LZSovuOpMfwmzme7wivBYc7OqTSSg3UXFNePVqVmtcn3Mma4wfYl5qEWqliets4+ka1a/qbaQXsksTSw7tZm3AQg7mMuJBwbuk5kFAv31qvFbUaCpJy6RAbwGfLNhOorZ+vRnWUlRYhBLWtcqxiP2EsKYQLkhqnj+5Gkuwog3sBYDPmYj+1HLugBNkhDbaLQkqxIyOTKBgJ9fBhUNu4Rq/TSd0I9PCifWAoxzPP4Y+aQDSkUIYJOz0b0emkUigY1bFbvQo0rhaKy4x8t2U1HXBloOyNiEABFhYWZ/Pnvu2XlQu9EnAmNZxc9YwdN56x48Y32/gjR13HyFHXXXJ87549zPljFqUGA8OGDWf8zTejaoKH+ZZi6ZLF3DblFvxFLaF2NWn5h5l2+1Q++PAjHnjo4RZfT4+ePZk7dw4KczGCxmEAKZcVYCvJpVfv3lXOtVnLg1eiEtlcglxcHlyQHYGLnr37MGniRH78/nuSsrLo1XcIzz7/4iXjOAGDwYBKpWpUkqEmVixbioeo4WbJv9KMcwcFLF+6hLy8PHx8/n4SLJfDYrGwdu0a+suelS2zKkS6ye4sTjvH0SNHiO/SpZVX6cTJlUO4h46DZwvp0sYTAJ1KQWq+kVAPbZXzAso7uTKysiuTGgBtw4L56h/TEH2CK6WCLpYJupCCPfvq5XcQ6OHFPQMu7bAqNJay9vgh0gvzCfH0Znj7LnjqG68L3VIUlRl47s8fKSszESPrsGDjr33bOJp+htfG39FiVWumxMNoYzvTrV00giAgFZxG4d8JAEHnhVxwih4DHAFsd62q0mPFarWAoECWJaT8UyCX7ykkG1q9C6+89T4rF/7JgX17CQ4KI8Zmxd/Pl86d4qD0vDZ6fQzCL+zSaE6D8JbEardjk+zNIk1w6FwKZruNcQQQhOP9nIWZBZZMtpw6xvD2Dau2vJbZlZxIEFrCyiuEBQTicOOAUMLulJPOpIYTJ02ISq2h14hJ9Boxqeov8h1J8FyzjJenB0a9GleprJoRLo9GpeLGzr24sXOvKsetdjvbk45zOC0FnVrNkNhORPtdXd0bn61fwubEo0ShxwcFB5NOsjf1FO9NnlFnec4IhWOfkXb6JNC4+It/aDQ5ecnIvu0RBMfzqlRwGlFU4hccUeVcu90GCCAqkIvOgLlcTll2HHd10RMb4EXK2WxsdpmRcd2Y0nPgNSNx2FRIsozJakGrUjf5ntFgNnE6J5NOuDEAh9dZXyQWCFksP7KXnhFtaxnh78eBs8nYJDs98UQs71L2Qk20rGNn0nFnUsOJk2uRj/73AS+98DzuSg0aRH7+8QcGzhzE/MVL0Gq1tQ/QysiyzMvPP08oOm6w+yIgIEsym8jn9VdfZfrdM1r8PqZNv4vPP/uM9NMrsHtEAxJCYRIxsbHcMuXWKuf6BwQQ36UbR5OOYcs+CpIdRdsxCDpf5KJU9u3bRr9+/dhz8Oox5WppdmzfzvPPPM3u3btQKVXcPGkS77z/X/yaQHalgo3r1tNe0lYmNADicOOgtZidO7Zz3fWj2bN7N3a7nV69ezdLYuVqQhAEREFAuqjoSCpvPxLFxrVXO3FyNbPzeCZ92tffD0BCxMPHUf2XXWqlg73mjo7LETmsb5PIA53OyeSVhb9hsVnxRs1mLCzYv4PXxt9BpO/VIaO3/MheisuMTJGDcC1/lIiS9SzLOMOBs6fpXk994Qqz8MjLeG7k79iNd9/zwR3RJxgpLx2AUH8fHpo2ha9+nYPdVAAaDyg4CcD0O6dfMtagkaM5su8NpPTdyPmnEEP7IXrHgLkY67mtfPL+2+w+lIBaKZKadJJe3bvy6ksvVEloXMjFBuHXepdGiamMH7auYcupBGySnRjfQO4aMJK44LAmm+NwWiq+ooYg6fxeNAAN/oKGw2kpDG8fT1pBHnmGYsK8/S6rr/13QRQFJEGu7FiuQAanp4YTJy1ISaEJk1VCIYpVZC8bi9lm5T+LZ3Es8xy+ggYTEksO7WZG/5GM7XJ1FO6dyc9hY+IRBuNNB9wA6Cp7MM+WwV/7tvOP4TfVOoagUhHl5wVAWfYZ3DzjKMis5aLL0O/6qSz89g2kU8vAPQxMBUgFp+k+ZBw616oeWxHtu7Np4Q/Y0/Yg5x1H8IxAEdwLRAVS5n5Kc4/j7xHGp2Ft2Xkkm4iBlxbG/p2RZZmlh3czf992CsoMeGj1jO/Wl/Fd+jTZ99TJ7Awsdhtx5a8vcBQJtpX17E1LBRz7mJTcLDz0LoR5N13s42pFFB1/e+miDYQEV4W8ljNC4sRJPUlJSeblF1+gC+7cagtgos2fsQSwbetWvpv5TWsvr04UFRWReDKRtrIeoTwbKyDQDhcKiwo5mZhYywhNj7u7O2vXb+CO26bgZjmLhy2DGXffyao1a6s1ff/w449R2oqhLBdFSG9ElwAEUYHoFQXe7fjxhx/Yvm0bY28Yjb+XJx1ionn/vXex2Wwtfm9XGsePH2PsDdeTuvcQQ/Chu82FJfP+ZNwNo7Hb7U02j5u7Gwaqjlfx8+mkJDrGRDNq+FBGjxpBu6gIFi9a2GRzX42oVCpuuPFGjiqMFOMIvJqxs08sISoyio5xztZlJ39POgfr6n1Ndul5Y04/P4fkU2ZW1iXnaWM7VwbHAbz79qpiTN3UfLlhGTob3C4HM0EO4HY5GI1V4uuNy5ttzqbmeMZZQmRNZUIDIBQtLoKS4xmXmmc3lou9KKrjo1ef5d1nHiPc3Yau6DgDejoq+at7SJ5wxwxiO3ZCyjmO4BmJwre9Q+5S5w0hfclIO8vKpYt46snHGdi3N4IgsHjJUs6cS6uUnhI0VTtrTImHa+zSuJCGGoTDldGlIckyry/5gx0nE+guuTEEH0pyC3ht8e8k5176/mooerWGMtle5QFbQqYMCYUg8srC33jsj695dfEs7v/5M77dvAq7JF1mxGuf/lHtyZLNnMKAjIyEzH6KKJNt9Itq39rLc+Lkb0dTJjTAUVBwIjONsQQwSQ7kNjmIzrjx47a15JQUNelczcWJzHMAxF4gyqVBJELWkZCeWuv1Gl9fstJLkdMKCPT2JO9sMgBufoHsO9MwM+42bTsz4f6XCArwR8w7ipvCxODx99D/hjsuOdfDJ4DeIycj5x0DUYEibCCC2gVBqUUM6YsgKjl4NpPl5kLezj/J1G/e49k/f2TfmaQGre1aY+HBnXy/dQ3+ZTACX4JNIj9vX8e8fVubbA4XtQYA40UxCCN29Co1v+/ayL0/fcwri3/nidkzefbPH8ktLW6y+a9GurWJQqNQspNCbOX7rizMJAlGBrTt2Mqrqx1nUsOJk3qydPFiFIJADzwq27OC0RIma1k4f34rr65u6PV6tBpNZeC0giIcAX9vb+/qLmt2AoOC+OzLrziXkcmZtHQ+/PjTGjsHevfpw9czvwVAUF9Uoad2o6S4iDHXjeLo5u3EmzS4phXyxquv8uhDDzb3bVzxfP7JJ6jsMFbyox0uBKAh0K7kyNEjvPfOW022CZ92190kimWcLn/ALsLKdkURIcHBvPrySyhyiplAIBMJxDW/jOl33M6JE8ebZO6rlXfe/y9uAb7MFjKYr8zhNzGDYq3IV99+5+zUcOKkjiguMo10dXNDp9ORlZ192euqM6FuSvJKS0jKzaSL7Ia2XGJOh4IushuJ2ekUGkubdf6mwk2np0Rw6EVXYEbCJNtx11XvSRLQr2e9uw2qSwCogqOq7YRQKBQ8OeM2Tu3dQmHKEdatWk5YWBsOH760Y1Pv4spX85ai1esRNG5VfieoHT+/+MxTzP7xR6wWCwGymmV/LWLQDRPJyy+oPNeWlnhJl0Z11MUgvD6yZq3JoXMpnMrJYKTsSzc8CEVLCFoESebLjcswWsy1D1IHhsR2wiDb2EYBZiQsSOyggBLZSmpeNkkZaYzEl6kE00N2Z/mRPSw8cOV0s7QG/aI70D+qA2vJZbaQySwhgz0UcUuPAVdNF5gTJ9cCbp5atCoRi9WKWtl0Xng7ko4Tjo7gckk+EYFeeCIAu1NONtk8zUmF4XAxVYsMS7DhrquHDKdCSXSAF8nJSUQGuDd6XaExnZj40Ks8/MYvTH/6Y7oMuAGhhueuPtdNITKuF4JKjyCeL+4QBAFZqSGnoJg3tu/HQ1LSw+5GSXY+by6dfdX8GzUXNrud+fu20RFXhuJLBDoC0OCFirl7tpDSRIUR0f5BBHt4sV0opAArMjLJGDkuGIj0C2Te3q10lly5lWCux4+MnBzeXjanyZOQVxMuGi2PDLuR04KR34Q05gmZLCCTcB9/JnRrGq/i5sQZIXHipIm48huzzqNWq7l92p0cVhhIwoAVibOUsUdRwsiRowgJbbgJY0ty3fWj0en1SHnnO0tkWUIoPI2HpxceKBlv96crHgzBh/6yJ7//9itJSadacdWtz+GDBwmyKVEisoNCFpFFNhbcUPDWG29w793TkS5T8VhSUsLsWbOY+fVXl01CPPXMs4wYNYrV5PK9eI4/SEf2cmHM2HHINjujJB8C0OCHhpGyLxpEfvz+++a45cp1L1u6hBXLl2E0GpttnsYQHh7B7gMH+eCjj7np7tt54dXXOHg0gX79+7f20pw4uWoRBIGAAH8yM2vWJ3Dv0vCgctb2PfVbTx2OXMmM6tCVPNnCdgowYqcIK+vJQ6FQMDCmaSq6Lg7814YtLRFB44KUexZRoYLSXLrEx3PogCMBcrFZuEqtpe+QYQjFqcgXSJJJeYkIgkBGRjrtJT0yjmrCcXY/cnLymPnVF5fMXZNBeFN1aRxav+OK6NIAOJOfjUoQCUZDGmXMJp3DFOOOkqTsDJ78Y+ZlK4YlWebguWSWHd7D/jOna+yuiPQN4P5B13NMKOUnzvIjZzkqlDKxWz+ScjPpJ3sSjQseqOiGB+1wZdmh+r0P64MkyxzLOMv2pONkX6EV0QpR5P+um8BLN06lf1xnhsV3492Jd3Nb7yGtvTQnTv52yLKMscwEhUZowqKkq2u3cCk9wqPx1OrZIOSRhwUzdg5QRCpljIqrmwGzytubgsRMot1cSDx6mHBfF8oULRvWbNdtELK5GKn0fCBeNhWBxYjNbqcTrozAj3jcGYs/wWj5Y9fGFl3jlUZhmYESs4kwdJixs4BMNpCHCAiSzL/nfc/WUwmXHSO9MJ8VR/ay/sRhDGZTteeIgsBT109C0qmYQzrfcZZV5NAxJJy80mKi0NMbLzxREYGewbIXyXnZJGalVzteU5BZXMC2pGOcyEy7YpMng9rG8cnUB7mpe196dujIEyPG8+bEu9CXd75cyTg9NZw4qSdjbrqJ5555mn0U0RtPBATSMZEqmHhgwoQmnau0tJS1a9ZgtVgYOnw4vr6+TTb2m++8y5nUVNasWV15rFt8N74q7364GnBzc+OFF1/ixeefQ7AUI2u9EQ3pCOYiZJ2OCLsGxQXbvxj0bCGf/Xv3ER0d04orb10io6NZf+gomTYThyimL57E46hyOYWBuXPmMP7mSYyv5vW8ds1q7rxtKiWlpeX+DzL3PfAgH3z40SWdBFqtlrnzF7Bn92727N5FQEAgY266iWef/jeegrqK14YCAU9JQdq5c81yz7NnzeLxfzyCoTyZ4e7mxhfffFvtPbY2bm5u3PeAs6PIiZOmJMA/oIr8lGxumEzBxcQP61vnDgQfVzeifAM4kFdIiKxFi4Iy7BwUion1C25SXwBZlknIOEtOSRERvgFE+Pg32djxoZHc1W8Ev+1cz2GpBAAXlYanr5vUKt4Ggqs3cmn+Jce7denCl19/g06loMxqr2IWDjDjsafYvmEttlOLkNzCwFKCVJhKXKfOZBw7Saq9jAj0lTJbAbKaPYeP1dkgHOrWpXE14e/miVWWyMPCBvLwR8P1+KFGpBgri43Z/Lx9Hf933c2XXFtUZuD1JX9wOjcLEQEJmTAvX14eexveLm6XnH9Dpx70iYytrG7tER5DRmE+f+3fji9VPbh8UXOiLB9ZlpvcPyKjKJ93ls3lbGEe4AgqjurYjfsHXY/iCuugFASBbmFRdAuLqv1kJ06cNBueog2bzYaHRg00zMvrYvpGtee37PVkYiIQLRIyeyhCBno1sflxZnEBJzLTcNPq6BIa2WSfdSqFkudvvJV3ls9lnjEDcEhgj43vzfB28XUeR1CpiNVo+OXkUfxVNvz9XTmZXX2naHMQFdeLgLBYsk+vQvKMRBAVyIXJePr6U5ibVUWeU0AgCj2b87KxS9IV973RUrhpdWgUKrLtFtIwUYKNSQThixobMuvlXD4JvMhxAAC2zklEQVRfv5Tu4THoVFW/42VZ5qft61h0cCcCDq8ojVLFv0ZNqPa1H+7jz5fTHmF3ykkKDKVE+wfRLiCE6d/9j45UlbT1Kd9P5BmKgZAmvWeb3c6XG5ax/oLilwhvf54bcwt+bh6XubJ1CPb05varsBDCmdRw4qSeREZG8ep/3uCVl17gtNKMFpFsWxn9+w3g3vsfaLJ5Fi9ayAP3zKDU4Ai8qFUq3nznXR565NEmGd/V1ZX5i5dw6OBBEhKOEhERSZ++fa86M8HHn/wXbdqE8cXnn3HmzBm6DevPv596mn8+8jD5CclVDBPzyzeVgUH1N5u9lnjw4Uf4c95cNpCHHgXxuFd6q7TFlSMKI4sWzL8k4F9UVMS0qbfibZQZRwg6WUECJXz7zdf07NWLO6bdeclcgiDQq3dvevU+b2DXpWs3vrd/SwFWvFABYMBGFma6dmt6CY6Eo0d54N57iJJ19CQYGdhdUsTdd97B3oOHiIqqn6mtEydOWp89SXn0jPap8/kBAf5kZDiSGqJvG6Tc2r0fAob1JWv9jnp3DVyOh4eO4ZWFv/G7LR0f1ORhQa1S8eCQG5psjtzSYt5aOpuU/JzKYz3DY/i/UTejUamaZI7xXfswJLYTR9JSUCtVdAmNbPTYtZmFX4zoE4wp8TDa2Or/fbrEdyYnN5eM9HQ8/S6V3+nXsxt/rdzAlx++z+4d2/AN82fGa0+Tn5vNe0dfx4bEABxmpHZkikQ7gX7nX3OCq3eNXRr14WoxCAdHYsHf1YMVpTkYsDMc38oCBXdUxMmu7Ew+gSTLl5hLfrNpJZl5eYwlgCA0ZGFmbWEeX6xfxos33VrtfN4ublwfd/7voxQVKASR07KR7jgCAg5piTIifQKafA8ryzLvLJ9HSVEJYwnACxUnMbA6YT/Bnt6M69KnSedz4sTJtUFhnuP710uroYimKaK4oVMPdiWfYGFWGn7lRuElspW7+o1osgCpJMvM3LSCVQn7Kx+hfV3c+H/27jsuqjNr4PjvTmEanWGGLlhQVEDB3mtiYk1ijOmmZzdtk02ym7abTdkkb8qm92Z6TGJiL4kaOyr2jgoCivQ+MMOU+/6BoijSBAb0+b6ffT8yzL33DBrmznOec84TV85osTZ2XU3BfHjTfew6dpRym5WY4LBGx28e3I/MjcnYC8sZ0MuELMsc2byKoPAhHPU2AG1Tia9Uqph219Ns+3MeKTs34nI50Sdeyd8euIMnbprEUSqJ5/RrKsSOl0bbIYYutxaNSs3lvRNYuHMzaiSi8azZoKBCYiC+fO/IYtexNAZGda917MbUA8zfuYmB+NIbL2y4WOco5PXlc/n45gfqbH2qVqoY0qX2xpIupmCOZp2gj+xd00Y+7eS/mc7Gll8fmrt9A6tT9jAMfzqjp4Aq1hYV8eqyubxyzawOt+7WXl2aaUJBuECPPPooK1ev5fo7b2f89dfy2RezWbh0GTpd04eZ1uVYZia33ngjgRVwPSHcTBjd7Foe+/sjbNywoUWucUpcfDwzr7+BQYMHd9hfrFdPn84fq/4k5UgqP/70M/0HDOCuv/yFNNnCVoopw8ExKlmrLCa6WzRDhg5zd8huNWjwYD7/8iuqdOpaPdFPkaDO9lMLF8zHYrEwQvbDExVKJGLxJlyh55vZs2ueV1lZya6dO8k6frzO68+4biaRnSJZpMxnK8Vsp4T5ynyMxkBuve22Fnudp3w1+0v0ShWjCMAHNb6oGY0/alni26+/bvHrCYLQunoGNrIaQJJqduabgkPIzat/pkZb6BIYzNvX38v0/sPo3q0r1/YfzjvX39OiPe/f/H0eBUXFTMbM7YQzFiM7M1L5dvOfLXYNAF+9gWHdejEgKvqCExqNmSlxdjunhsTHV+/63LVr5znfM3lWl9N36xHDGx99ztod+1mxdgO3zJrFrFtvxSVVf8j2QEHRyaoEi8vOnTfObFSVRl2tp5pbpdFeWk8BqJVKnp1yA/5+1cmes+8aJaoXxc5WUWVjU9pB+spehKBFQiIILYmyN9szj1BcUb3oJ8syx4ryySjMq/M8vnoDV/ROJJliVlPAXspYRC7HqWRG/+Et/XJJyTlOZlE+w2Q/QtCiO7kRpCsGlu3e2uLXEwSh4wsP9EQurU5qBHu2XPWARq3mP1Nv4qGxU+gd3Z3hveN55ZpZTO3TcsnVZXu3sXzfdgbhx22Ecw3BUFHFfxfNweF0NnyCRlIplSR06sKI6F7NSsio/f0x5FQyolcXlv/0NaOiAwkwGpo9LLw5PDQ6Bl0+k1sef4tZ/3yX4IHXk6UJIyw8gmxsHMFCOQ72UMp+yrmid78Ou9bSUm4cOIrLevXFjquO+4fqR+pqz7TywC6CJS198EGFAgMqRhCAw+liw5H9Nc8rqignNS+bSntVnde/tt9QCqhiPjnsoZR1FLKeIkZG9ybIx6/FXucpy/ZsowcGeuGFDiVh6Bgi+3I47wTpZ2w8Ei6MqNQQhGY6e/d5S/rhh++RZJlRsn/NDrih+JGlsvP1V7Nbtb++LMucyMpCpVJhMnfcwYK33X4HaampvPvWWyQ7q/sf9+zek+/m/CQGLgPTZ8zAZDYxccLl7KOcnngiIZFGBTnOSiZNnnLOMSXFxSgVCrSu2kPv9C6J4qLq4anvvv0WLz3/PKXl1S1Jxo+/jI8+/YxA0+nWJwaDgeUrV/Gvp5/i17m/ILtcXDlpMs+9+CIBAY3fed1Yebm5eMvKWq3IVCjwklTk5rbMUDJBEFpGQoSBDTvTGBIf1aLnNZuDyM5uH/+9+xs8uTaxdZLrJ0oK2ZedyTiMNcNEu2KgQK5ixb4dzBoyrlV3ClpsViw2KwGe3ue0WDg1LDyuCdUYp2g7x2BNPf3BtXTntgbnoESEh+Pr68OuXbsYMfay8z/xrA/QkiQhSRJag465luo5LN6ennz57L+J79m92QPC69JRBoSfKcjHjzdm3Mlds99mm7WUy/BAhQILDvZKFvpHdjvn35jVbscly+jP+uipR4UMVNpt5OWU8M7KBRw72ebJ7OXDX0dNJDYsstYxtw4Zi5+heobGwYoioowmnug/ucXbr0B1D3AA37Pi9kXNscr2OZtLEAT3sSj0qBQKco8cwkOtIthTz/mnDzadWqlkZHRvRkb3bsGznvb73u1Eoa9pS2zEg5GyP79UnGDX8aMkRLRedbvd6aTQUoa3Tn9O+6GzHU7LIkILN/Tvyr3fL8OSmYLq5FD2bRkWEiKaMHS8hRhcFew6mMut//wvL953E3+QD1Qv1o/pEcv0xKFtHlN7o1YquXvEBJwuF2sO7CZG9sIPNU5kkilGo1QRF3bu/b/FakUvn9XmGgVqSYGlyobFZuWDPxezMfUgMjIapZppfQcxo9+wWomkXiGd+NekmXy/aQ0bcrPw0eqY3nso0xNa5++mxFpBDL61HvM92aWiuMICLb/scUkSSQ1BaIcK8vPRK1R4OE//8paQ8HRI5Oe1XlY3aeNGHnnwfnbv2QPAoEGDeef9D+gRU/3B3OVysWb1n6Snp9O7dywJiYntdseBJEk8/+J/eeDBh9i2bSuBgaZ2Ha87DB8xkjvuupvPPvmYfaoKlEjkOSqZNGky066+us7nO1wuUignhur+1xYcZCiruGPsWOb88ANP/ONxeuJJNEEUY2fDyj+Zee10/vhzda2ffVBwMB9/9jkfffoZQKv+vfQfMICf5/xICXZ8Tt5IFFBFnqOSAQObvrgmCEL746dVsz+nlEj/uj/Ims1m8vPzcTqd1YOkL1KllZUAeJ91i++DikqHHafLiULZ8rf/5bZKPl6zjA1H9uOSZQL0ntwwaDSju5+uTsgqLmBTwXFKjhxkYKcueKgajiNnVRLms5Ig6pDO2LNSz3uMKz8T/IKQLAXExcaya3vDO+q9teqaYeKff/4ZWq2WlH172JO8AacMQ7qGoNdpax1zduup+qo0mqM9DQg/m1Kh4P4xk3l56c98K2fhh5pc2Ya3Vs+tQ8ae83w/vYFgbz8OlJYTiQ4FEjIy+ynDaPBCo1Lz2ILP8XRIXIEJBbC9rJQXF/3ImzPvrrWDUqlQcFXfwVzVd3CrzNA4U5fAYBSSxCHZQp+TrUScyKRJFXQPatne24IgXBw6GQ2s+3YDCd07U5FWhELb/gftnlJaaSHirPuHU/cTpa2UyJVlmQW7NvNL8nrKqqyoFUrG9Ihj1tBxaFTV92sVVTa2pR/G7nIRH9cDdh2AikIGaw2EmQJY+t0njLzzWVYUVFCWl90qcTZGSW4xnv36oFapuC44GF2FB5HmEGJGtnwlYUd2w8CR7M3K4KeSLMySljIcVMhO7h85qc7B1LHhkczPO0GZ7MDr5L/HQ1iwyU56h3Ti7RUL2JWRyjD8MOJBqrOCH5PX4qnRMjGuf61zxYVFERcW1er3DwDdTaEcyc2jl+xV0+4qBQsqhYLOLVihfakTSQ1BaIcGDxnKu2+/RRbWmp2Wpdg5obBxVytVaaSnH2XqxCvwssE4jDiR2bllO1deNo7te/ZRVlrK1VMms//A6Z2So0eP4bs5P+Hp2faDQRvLZDYz4Yor3R1GuyRJEv97620mTZ7Mr3Pn4nA4uHLiJCZNnoxSqTzn+bFxcdx08818+/XXZEhWdLKCdKUNnwB/Hnzob1x71TQiJD3D5eptB2Y0aJ0Klm7exPZt20hITKwzhtZ248238P477zA/8xjdnDpcyBxSWunetQfTr53R6tcXBKFtpRdWEOZTewHabDbjcrnIyy8kJKS6XZAqNPqcVkIdXURAIDqVmoMOC4FUfzB0IZNCBZ2NZtStkNCQZZlXlvzCkezjDJJ98UHNwYpy3lm5AC+NloROXfn4ZI9uADL34q8z8H/TZhJTz8KwZ+9YyvfsPu/3zyR5+uM4noIqNBrZZkGhVONy2ukTH8/CRYvRe6ioqHKcHhZ+nvcetSTzxWefcsPM6wjUwejhQ6rPlZ/Z4IDwM11sA8LrktCpC2/NvIs/9u8kv6yE8cYgxsbE46U9txWrJEnMGjqOV5b+zC9kEyJryJaqKJBtPDJkGqtT9lDlsDNBDkVH9f2HGQ3fyVks37edWwaPqTOG1r6HMHp6M6FXIkv2JFOAHT9UpEqVlEgO/t4K7a4EQej4ZFlmU9JGZvTrAWXujqZpYkIi2JN6mATZB/XJbhEHKUcCegSFtco1l+3dxpcbVtATTyIxkeeqYsX+nVgddh4aO4Wk1IO8tWI+Nkd1O1GFJDE1uCvDqzwwpxZyY3xX3p47l8v/8gyVSgUWRdsNDD9TQkR1+6vVB/Lp3bs3uVlZ3BtgJqO07VpidRQ+OgOvXns7fx7czYHsY/jo9IztEU+nAFOdz58Y24/VB3bzS0U2UbIOKy7SqWBI5xh8dHq2pB9iFAF0p3pNyoSGSpzM37HpnKTGKW2xBjFz4Aj+s+B7fpNyiJR1FFBFKhVcHT+kzjkgQvOIHiyC0A5dOXEiAwYMZJkin9UUsJ5CflPmERoWzqzb72iVa372ySfIVQ6udBnpgoFoPLnCGUBBQQE/fv8dd942i+OHUpmCmTuJ4DICWb9mDc889USrxCO0DUmSGDf+Mt774EM++uRTpk6bVmdC45R3P/iIN995F1O/3riiQ5l17z2s3rCR4JAQ0o8exSzXLhc2n1xUSz96tDVfRr28vLz448/VXH/7LLKMGnJNOmbdfRdLV6xssTk4giC4RycfHTszi2u+1qnr/v1lMlXviMrJy8PltDfrWlGjB1GU3Lxh0G1Fp/bgugEj2EsZi6VctlDMr1IOOZKNmwaNbpVrpuZns/dEBiNlf2LxJgJdTfur37YnsWzvNn7ft52h+HEH4cwgGLXVwT/m/YD9Ant0nxoWfj594uNITUujpKSk7ifIcq0qjfnz5pGdnc29d99Vff6TCY0zXYoDws8n2MefmweN5uHx05jWd1CdCY1T+kd244VpN9OtUyRFPmqiIiJ4buqNDO3ak9zSYnwlj5qEBoAaBQGympzS4jZ4Jed3+7Dx3D50PFYfLfs9rESEhfH81Jvp3koLfIIgdFxqbwP6ygJOZOfQx9dw3gR6e3Vtv2HYlPCLlM0mividPDZSxPiefVtl5gDAr9s30hUDwwkgHB0J+DBQ9mFNyl4O557gjd9/JdSh5kZCmUUYvWUvfs06xBGqkDw8mBBgxFZlI33DYuK6m/Ax+bbpbI0zJUQYKMi3kDhkODsrLZiCDLisNnI2JrslnvZMp/bgit6JPDxuKrcPHX/ehAZUJ0Fenj6Ly+P6YfHVoA704c7hl/Hw+KnklVff3wVRu8LDjIY8S2mdMzraSmxoJP+ZciMhIcHs96jE4afnnhETuHHgSLfFdDESlRqC0MLy8/PZtXMHZnMQPXv1alYWWKVSMW/RYv73+mv8/MMPlFdVccuUm3j8n0/g59c6NxSHUlIwOlU1MzwAPFHhr9KyNXkL69evYyxGgk9WjkShp8BZxTdffcWrr/8PVSPaSAgdn1Kp5PY77+L2O+8653u9YmNJ3biVvi65ZthXBtWtUGJ69WyzGK1WK998NZvFCxfiofHgqqunM33GDN58+13efPvdNotDEISWExuiY9OBbAb2CGrysS4UePsbAcgpq3t44Jn8B/WnMGlLo2YitCSH00lKznFkZKLNoc2uqpgSPxB/gxcLd24mrayESGMof0sYQs+QiBaOuNrxokKAmspSqG6ZGYyGQ0X5/LFvB1Ho6X2yR7cfHoyQ/fmp4gSbjh5mWJfu1Y/3SyBtVRJR9czcKEzagv+gunfd1SU+rnpY+J7du+k74KzznvVBV++h4tOP3mfI4MHExfaG8vzTr6eBKo0zW0+d+e/mYhkQ3lJ6BIXR44rp5zweEWBiuWs7ZZxuLVGJk1ypiuEBgW0a4+5jR/l9/w5KKyvoGRLOhF6JTIzrf97dnoIgCGcqOFKd9O7qUpKTVYbGaGyT62YW5lFgKSMywISvvnldFCL8A3n5mln8lLyO/VkZeOkM3NFzGBN6n1tt3xKcLhd55aX0PGu4QAhaZGT+2L8DSYaRBNSsUQzCl2OSlS3OcsZllWOq8mBSYi8+e/d/vDL3KtJySjmW695d8P1GTeDT999hk8JKlL+O9jHRrWPz03sya8hYZp3V4jLU14hCkkiXK4k72WZaRiYDK+G+AW3aejy3rITFu5NJy8/G5OXLhN4J9AqJoNeUG9oshkuRWIUUhBYiyzLP/usZ3nnzTewnyyMTExP55vsfCQsPb/L5PD09eebfz/LMv59t4Ujr1i06mhXKJVQ5XTU3DeU4KHRYa3a4nt2j2wsVVmsJVVVVIqkh8Og//sHVU6ewVMqnq6yjGAe7FeVMunIyPXq0zeKgzWZj8hUT2LwpiRC0OCVYtHAhy5Yu5rMvvxIzVQThEpJbbsNkqK4eCzRV7wDLyc0953na6Nh6d/u3hR2ZqbyzYgFFJwcTe2t0/GX0lQyM6t6s8w3r2pNhXdsmmRzqVz00OwsrkVQvJMjIZGEjzC+Q3LJiQuq4fwAotVobfZ3mDAuP6dEdDw8Pdu7ccW5Sg+pZGqfs27ePtevW883sL2olNM509oDwS7lKoyWNjO7N3K3rWViZS6zsiQKJPVI5GrUH43v2bbM45u3YxOyNKwiQPPCSlfySlcHve3fw8jWzCPD0arM4BEHoeLZlWAjoGkjGgd2EG30J0GnJb2DgdUsorijn9eW/svdEdVWhQpKY0CuR24aOQ6loemOWCP9A/n7ZVS0dZp2UCgWBnt4cL7fSg9OJmCysSEgoJAmtpMRDrj1n1CArsTjspJdYke1V3Nk7mGlb97Fn6Y+MGjadH7PL2JaR55aB4fZSC2XGPkyYMIH/bdnIFzGxZByt+55CuHD+Bk/GdI9j5YFdVODEiAdpVJBOBQ/3G99mcaTl5/D0b18jO5wEyxrSpSxWHdzFI+OnMaRL226SutSI9lOC0EI+/fgj3njtVeIcemYSwuUEcnjHHq6bfrVby94a64677kLyULNYkccRLKRQzhJlPgEBAdz34EN4e3mzn3Jkql+LC5kUqYK42Dj0etETUIBx4y/jm+9/RNs1lJUUsF9bxe13381ns79qsxi+/+5bNiVtZLJsYqJsYorLxGgC+GnOHNauWd1mcQiC4F5KZe1bXK1Wi6+vD9nZ5x8g6R2fUO8A6taSV1bCS4t/wlDp4iqCuIZg/G3w2rJfOVbU/j8IdzYG0Ss4gtVSIbsoJYNK/iCfE1iZ1ncQvUM7kSZVYjvZ4gngAOUAxIU2vOmjrkHbpyojzudUyyi1rYSePWPYs/v8SatTrac++fhDTCYTV02dUv34GbM0zmRN2X3eKo2G4m6si7FKoz56Dw3PX3Uz0eGd2EARaykkLDiY56fdhF8zdxw3VXGFhW+SVhGLF9fIQVyOiRlyMBWVlfy8bX2bxCAIQsemUilIPbCXGKMvxRklpJc0PnHfXK8v/5Wj2ScYTyAzCaGf7MOSPcnM27mp1a/dEq5OGMJhLKyhgEwq2UYJm6QSRkb3IiGiC2UuO5knK/8BSrCThZW+PXujMRo5WlhJQIGd6xN78O5rL+FPJeYgLywKvVvaUBlcFazel82k+57mWEEJ25Q2XFZbm8dxKblrxASm9h1EitrKCvKxeKp5YMxkhnfr1WYxzN6wAp0DZsohXEYg18nBdJJ1fLJmGY4LbLUq1E9srRYuWQ6Hg/Lycry9vVE0YxfD2T567z26Sgb6yb4A+KBG6ZRYvGsXW5OT6de/fZetd+oUyfzFS3j4gfv4Y88eAAYPGMLb779PUFAQzz7/PI/87SFKFS4CXSqOKasoxs77//2vmyMX2pMpU6cyecoUSktL0ev1qNXqhg9qQcuXLiVY0hEkn26D0g0DW1XlLFu6lBEjR7VpPIIgtB+mQFOdlRpNJcsyliobGpUadT0ziBpr1cFdSLLMZRhrBnOOI5BvyWLF/p3celapfXsjSRL/uOIaPl6zjA1H9uOSZQL0njw4aDL9IrsR4uvP5rQUfnFkEylrKcfBUSqZFpdImK9/vedukWHhcXFs31FdUXEqgXF26ymnrZLvv/2Wh+6/D4+q0nPO7Tieck6VRl0aMyC8viqNS1mQtx9PTpyBzWFHlmW0bbDD+Uy7jx/FKbvoi09NC01PVHSVdSSnpXDPiAltGo8gCB3HtgwLFoWeuEBPlhw+xGgfHTlZ1cn7s5PUNocdlyyja4HfcZmFeew9kcl4jHQ+WSnZFx9KcbBkVzJX9x18wddobZf17EuVw8HPW9ex35aLWqFkXEwfZg2prjTpHRLBsqxMuqBHhUSqVInR04fLevXFU6MjY0E+OSfKubdfFxbsTWXN7DeImvg3yoqtOLIr3PKajqVkc9AcTb9+/ViZm8/lLm3DBwnNplYquXnQaG4YMBKrvQq9h6ZNuzM4nE52Hz/KEPzRnLyPVyARhzfzrNmk5efQzRzSwFmE5hJJDeGS43A4eOnFF/jovfcoKSslNCSUfz79NLNuu/2Czpt14gQxcu0F3ACqb1aysrIu6NxtZeCgQazfnEz2iROoVKqadh0Ad91zL8EhIbz39lscTU1jYN8+PPz3xxg0uP3fLAltS5IkfHx83HJtrVaLQwGcsSHCBThklxgKLgiXOLPZRE7O6aSGbGt4B5959KBacxE2F+Tw9VcfkFaYj4dSyRU947lvxHiOrE9u9u76gvIyvFHXJDQAlEj4ySoKLWXNOmdb89ToeGT8NO4ZMQFLlY0Ag1dN24sQ3wD+b/pt/LJtA3uPpaN1qfj74CuZGtdyPbqtKbvRRsfW+b34+Di+++FH1JKMXZbw1qoptdprDQj//rtvqays5M7bbwPqHhB+6jqnlO7c1uJVGrtWJV1yVRpn06jadjPEKadm2FThqjWw3I6Mh5tiEgSh4wgK8CbCR0165jFM2m6ozf5o1KfneOWVlfDZuuVsOXoYGZleweHcPuwyoozmZl+zwFKdODm15nBKAGpSKoubfd62JEkSk+MHMKF3IkWWMrx0+loJn6cmXseCnZtZm7IHu9PJuKgEru47BE9N9ec6jdHI0WPHMWeV85fYaF796itmX3c72SZPDrlhtkZChIG1x2R2Hcxl+NgJfPbOa9wdHEPOxubfJwqNo1QoMGjaPoEkSRJKhRK7y1XrcfvJe0wP0aa9VYmfrnDJeeLxx/j4ww/pJRswYSQ9q5gH/voXlEolN99yK1arlR++/45VK1Zg8PRk5vXXN2p3d0JiIvvXbSLeKaM4ucMrFQuSJBHfJ76VX1XLkSSJ4JC6M8mTJk9h0uQpbRyR4C5lZWUsXriQ0tISho8c2WZzMS7E9Bkz+GnOj+yhlJ54IQObKabCaefqa84dTioIwsWv1GrHV6sk0BxMdk71uEaFMbzORev6bD6ayvP7thCKltEEUOZ0sGTPDk6UFHObf1cA9mal8+fBPVTaq4gLi2RkdO8GF2m7mIL5Y/8OirHje3LIYRkOcrAxPjC4Ga/YfQwabZ0fKEN8A3hgzGQAcjYmExdf9wf75gwLVwSE4Co4/+aRPvFxVFVVcfDAATp3r34fO3OWhk6t5NOPPmTypImEhYU2aUD4mRpTpXGpcMkye44fJbMon2Aff+LDoprV270t9Q3vjEGtYYO9iDEnh9Iew8phqYKro4e4OzxBENoxi0KPSqlAXZKFLMv4WOBwWlbNkHCb3c4zv31NpaWSwfiiQmJvdg7P/PY1b868G6OnN/nlpSzbu43jxQWE+ARwWa++mLzq3yQWGRCIQpJIlSvoS/VzZWTSqKRzQPOTJe6gVioxefue87hGpWZ64lCmJw6t8zjz4H7kbITcvHIm+Pvws8mfT196mvvf+o7ZVQ62HUht89kaBlcFJbmg7daN0goreQ4btvx8kdhopBMlhezMTEOjUjMgKtotiYqmUCoUDOnSg+TDBwmXdRjxwIKDLVIJYT4BRPgHujvEi5pIagiXlIKCAj775GP6yd41b/xdMeACXnnxRa66+homTbicbVuTCVLosCpkvp79JU889TRPPv1Mvef+51NPMWnC5SxQ5NHZpaUYOwekCm68+WY6dYps/RcnCC1o1coV3HjdDMrKy1FIEi5Z5rY77uTNt99pkXZtreWKKydy1z338slHH7JdWY4TGZvTwQv/fYmevdqur6YgCM2XEGFgw840hsRHnfc5PQM9ST5SQL8uAfWfTJJqWg2ZzWb2793T7Lg+W7cGIx5cgalm84KfrOb3jFTGaU2s2bqO7zevwVfyQCcr2HBkP3/s3c5/pt1Ub5uJEd168du2jSwozyVGNqAA9ksWfHWejI2Ja3a87dmuVUnE1ZO4OJ+zh4U3Rlzv3gDs3r2rJqlxprVr17Bv/37efP1VKM+vs0pDDAhvvJJKCy8s/JEj+dkokHAhE+4bwL8m39Cuh21r1Gr+Nn4qry77ha+dx9FJSsplB72CIriqj6hKFgShfiaTJ3mHNqBUKuik0VLqbaxZwF53ZB955aXMIKRm80Jn2cD3jiyW7tnKwKjuPDv/W1xOF0ZZzXbpMIt2b+HZydfTPSjsvNf01XtyZe9+LNq9hRLsJ4ckV3ICK08OGNEmr7u9yFZ7Ip/I57G47ty7fA2XrfiZ8PARHEupnq3RlomNhAgD2zIsqEN6oFAoSNM4GIiCjPz2PyfNnWRZ5uukVfy2IwkJkAHNGhUPj5/GgKhod4dXr1lDxpKal80vxSfwUqgpd9nx9NDy+LipbdoK61LUflemBKEVHDl8GLvDQQS129BEoCU9I50P3nuXndu3MZUgprhMXOswkYgPL734AocPH6r33MOGj+C3hYvo1D+eTcpSCs2ePPnMM7zz3get+ZIEocWVlpZyw4xr8bO4uJFQbpfDGYofX3z2Kd983XZDv5tDkiTeePMtVq/bwIP/eJx/PPMMW3fu4qGHH3F3aIIguJk5KIjcC5ipcTAnmzC0NQkNoOZ+4kBZAT9sXkNfvJkhBzEFM1cTRFp+Dot3J9d7Xq3agxeuuoWB0THsUVWwU2mhT5doXrz6lpr2CheT5uxSPN+w8MYkF7y9vekcFcXOHTuA03M1FLjQe6j49MP36R4dzaiRtReAzq7SaMqA8OZWaVwMOzg/WbucrIJ8JmPmTsKZRhBFJSW8t2qhu0NrUGKnrnx4033cMmQsl/cdwNNXXsd/pt6Ipo3ngwmC0LGovQ0M7BbI3o2rGNA1Ap2i9t7hjII8fBUeNQkNAA0KzLIH6YV5fLxmKZ5OBdfLIUzCzA1yCD5OBR+tXoJ81gyos906ZCw3DxpDgUHBRqkYfaAfT145g8ROXVvltbZHp947jxbbiLWpmZkYw8v/fpI+vk58TL5uGRqeEGEgt0rN0CFD2OCswBzsKQaGNyAp9SC/7UhiIL7cTjg3E0aI04PXl/9KcUXbD31vCl+9J6/PuJO/j5/G+Pj+3D1iAu/f+Fe6BAa5O7SLnqjUEC4p4eHhKCQFObKtVu/JHGwEGo0sXbyYcJcWMxoAJCT64MMuRTlLFi3igYf+Vu/5R40ew6jRY1rzJQhCk5SUlLBo4QIs5eWMGjOGbt0a3uWwaOECyi0WphKK58m3id54k6mw8c3s2dxy66xWjvrCJSQmkpDYcv3aBUFo//y0avbnlBLpX/duPLPZTEFhIVVVVWh1pxcW5PLCRp0/zM+fXEsuMnLNIOFsqj+gFtmtKJBqDRkOREMndGxOPcg1CfW3r/E3ePLAmMk1LZqE05oyLByoGRbuys+sbjNWnk9cXCx7du1A76GiospR89ys48eZv2Ahr77yEpKloM7zNWdAeF062oBwp8vFrmNHySopINQ3gLiwKBQN7DasrLKRlHqAgbIvIVS3izCjIVH2YfWxNIoqyvHTe7ZF+M3mq/dkcvwAd4chCEIHEmA0YFRY+f2P33l0dCJHNxcROf50ktrk7UOJy44FB4aTn62cyBRIdrrpDGxNP8xYjDVDhj1QEC978XthHgWWMoye3ue9tlKhYFrfQUzr2/Tqx4uJeXC/mqHhDw3oxsrDmfzxyStMvu8lFqxPc8vQ8KM5ZUy7/hb+ft/dHIruDGfNXLiYHSvKZ/fxdHRqD/pHdmtUC6mVB3YSJGnpI1d3VFEBI/Dna9dxNhzZz5Wx7Xvjh1qpZGjXngzt2tPdoVxSRKWGcEkJDglh2tVXs0lZyh5KycXGZoo4QDn3P/QwKpUK11mf1+ST/6cSA36EDmbpksVER0Vyz5138OjDfyMhLpbHH/17gzt+SktKUEqKWoMyAfQuBcWFjVv8EwRBcBedWkl64bkfXk0mEwC5+acXr1WhjS9nv3XwUI5jZQ2FZGMlhXJWS4V0Dwwi0EOPTHWp/JlcgEISt9ttwZqy+7wJiL7x8ezcuavm/e9UtcYXX3yORqPh5huur35cDAgHoNBSzqNzPuP5RT/wxbo/eG7hDzw65zOKK8rrPc7msOOSZQxn3T94nvy6skrsUhUE4eITafYiZdU8ZJeLCf5GoPaCwsjo3ug9NCyV8jlKBceoZCl52CQXY3pUt5l0nXUHcWr5u6FksnCaxmjEwxzEiaRjPDq6Pz/9/DPehYfp2c3olmqNgnwLzh4j6dc3njd27qeTn4acjfVX73Z0sizzydplPPjDx3y2djlvr1zAXV+9w7b0Iw0eW2GzoZdr3zNrUKCWFFiqrK0VstDBiU9ZwiXnvQ8/Yto115CkKOFXstmvqeKRxx7nb488wjXXXksmlWRQCVTvoNhMMS4ZMSBb6FAKCgq4+YbrMVnhJkK5TQ5nEH588N67/DxnTr3Hjhg5Cqfs4iCnFy8qcJKhtDF63LjWDl0QBKFJOvno2JlZ3ODzfPyrB3Zml9lxOe1Nvs74mF78pUtvjiltzCOHVRQQExbO/027nr6+ZpBgE0U4Ty5MnLqfGNqt4V38Qm1NHap9vuHdp8THxVJUXMyxzEz0HtWbVNSSzBeffcoNM6/DR1n738OlPiD8w9WLyS8uYurJFlJTMJNXVMiHq5fWe5yPzkCojz8HKK9ZoJOR2Us5AXpPzN5+bRG+IAhCm9mWYUFSSKxatojx8dEojpfBWfMHPTU6np1yAwZfb5aRxyJysXmq+ecV1xITHE5MUBg7pDIsVFcSWnCwXSol2hSCv6H9ziJqb8yD+5FZVoWk0TKw0ElC5zBeefRehkV4ERbd9m2A7KUW1uzP4br7HmdXVh7H7NUDwy9maw7tZcmerQzGj9sJ5yZCMTlUvLp8LuW2ynqPjQ2LJFOyUsbpitrDVGCTnfQO6dTaoQsdlEhqCJccT09PPpv9FYfS0lm7IYkjGZk8+9zzKBQKZt1+B2PGjmMJufykyuE7VTZ7KOOV114jPCLC3aG3e6WlpVRW1v9mJbSNeb/9SpXNxgjZHwMqVEjE402oQs83X8+u99iYnj25ZdZtrKOQpVIeqyngF2UOXgF+YjaFIAhuExuiY9OB7GYd60JBoMkM0Ki5Gv6D+tc5kPr+G2fy1aBxfHHjXcy98yHenH4zRk8vfD203DnsMvZTzrdSFj9KJ1hMLrGhnbi8V8dqO+QONoeDMqsVWZYbbNOk7RxzToVEQ+LjqnfC7ty5AwC9h4r58+aRnZ3NX+65G6i7SkPy9D+nSqM5OtKA8DJrBVvTD5MgexOEFgmJYLT0lb3ZcvRQvYsSkiQxa+g4siQbv0jZrKeQuVIO6VRw69BxKBXio6cgCBefcB81W7cmMzAoACQJhVZzznM6BwbxxnV38s7Me/jfjDv54Kb7SIjoAsC9I6/ApVHyHVn8rMjmO7Kweyj5y6gr2/qldDguWabMWonzjNZO6SVWCrIreL5vT7KOZ7H8s9cY1SsYVVBIm1ZrGFwVlBVbqQrphUqlJENTvVh/MVdrrNy/k1BJRxzeKJEwoGIkAVQ57GxKTan32Ctj++Fn8OIXKZvVFLCMPFaRz+DOPegRFNZGr0DoaEQ/HeGSFWgyEXiyFcUpHh4e/PzbPJYuWcyqFSsweHpy3czr6dmrl5ui7Bi2bN7MPx79O1u2bEapUDBx8mRee+NNgkPq3zkptJ6S4mJUCiUaZ+0FBJ1LoriwqMHj33nvffr17883s2dTUlzMrePG8dDDjxASGtpaIdeSmZFBSspBojp3pnPnLm1yTUEQLi5KpYLcchsmQ/UMLWNgIADZOTnnPFcbHVtr8bo+Hgol0abgcx6f0DuRniERrEnZS6XdRlxYJP06dRMLuXUwD+7HrlVJRA3uw9url/H7gT3YXU66BJi4b8Q4GtsU7NSwcO/4+hMhoaEhGAMC2JSUVFN5++lH7zN0yGBie/eC8tM7Jxuq0jiz9dSZVRoXy4DwyqoqZDinhZQBJTIyVru93gH2iZ268uK0W5i3I4nMwjyifIN4MH4AvUPbZpel1V7FoZwsPFRquplDROsWQRBazbYMCxaFHkVBBlVVdqIVanKySs/7fEmSCPULOOfxcP9A3rnhXlYf3MOx4gJCfPwZ1T0WL+35f9de6mRZZvGeZOZu3UBRpQVPDy2T4vtzzcCh5G/ahmQvx7fAzmNjB/DC55/w1fSbMJk8OZRb3YYqIaLu+WstKSHCwNpjxWxM1RLbO5bD5UUM89HSvO05HYPFZsVwVgspLQqUjWgh5a3T8/I1s5i/cxNbjx5Gq1ZzR/dhXN4rAakN3stlWeZIXjaWKivdTCHoPc5NTgrtj0hqCMJZlEolEydNZuIkMayzMZYsXsz1107H16VgFAHYXC5WLlzClXv2smnbdjw8PBo+idDiRo4azb+cT3EIC92pHspZjoNMpY37xo5t8HiFQsFtt9/Bbbff0dqh1mK1Wrnvnrv56ac5Nb3PJ06cxCdffImXlyi/FgSh+dRqNcaAgHorNbzjE2rNTGiqCP9Abho0qpkRXloqHXZu/uoDii3l9MUHT5QcKCjlsd++55W4IUSd9fycVUmYRzdtEKorPxP8gpAsBVw341pmf/E5j/3jnxw7doy169bz7Vdf1kponOns+RyXQpUGgNHLB5OnN/vLywlHhwIJFzL7KCfIy7dRrVC6B4Xy+IRr2iDa2n7ft4MvN/xBpb0KALOnD49cfhXdTGKTjSAIrSMowJuK7FQA/AuqsKg90Bg9m3weT42OiXH9Wzq8i9bbKxewOmUP3TGQiJHsKhs/blmLzeHg5sGjSV9Q3S5xtL+SbwL9+PTlZ7jvf98wu8pB0YHUNovT4KogJ7uM6Nh4di5fiIwVW4mVnI3J7WpDQ0uJC49iSeEWLLIDw8nl5hTKcciuRrWQ8tUbuGXwGG4ZPKa1Q60lszCPV5fN5Vhx9dw9jVLF9QNHMiV+YJvGITSd2DomCEKzpaQc5MbrrkXtkplKEN3xJA5vJjgDOHzkMAvmzXN3iJeshMREZlx3HaulQpZJ+aymgLnKXIxmM/fd/4C7wzuvZ558grk//8ww2Y/rCWEUAfyxdCl/e+A+d4cmCMJFwGw2cyL73EqNCxU3etBF3U6gpblkmdcPbyHPUsY4AumLD93wZCImfFAz91jtgZJnV0DUR/L0x3E8BUlTvQtToVQD8MjfHsTucHD37bfy0YfvYzKZmDZlcs1zXPmZNcecYk3Zfd4qjTM1d0A4tK8qDageSjtr6DgysDJXymYdhcyVsjmGlVlDx7Xbyoe9WRl8sHoxEXY11xLMFMzIFivPL/hBDCgXBKHVVCoV5B9LJdjPm/KcCtJLxEDj1rZg12bWnExojMJIFwwMxZ8+eLNo1xYqqmxojEbSS6wUnbDwaFx3/vzzT/Yu/b7N21AlRBiwl1qI6TuIAzkFaPua6OSjbZNru8Pk+AF46nT8fLKF1FLyWEMho6J70zmw7eeaNIbd6eS5BT9QUVLGREzMIIRuTh1fbljB5rT6W2YJ7ieSGoIg1Gn5sqWMHz2K4AB/Bib05euvZtfsnD/lzddfR3a4CEGL+oxfJwF44Kn0YN++vW0ctXCmjz/7gjfefIvAxJ7QPYw777+P1es3YDKb3R1anaxWK19+/jnxLk964oU3arrjSaLTi19+/pmCggJ3hygIQgdnMgXWqtSQbY37UFu+p3GtqQTILSvh7RXzueWzN7j9izf5fP3vWGy1F3l2ZKZy3FoOQDinP9wrkAiVNaSVlzZrWHh9LcQiwsP5+ovPWLhoMZ998gl33X4bHlXntglxHE85p0qjLo0ZEN7QfJD2alDnHjw/9Ua6dIqk2EdN106RvDDtJgZENbYxWNtbumcr/pIHIwnAHw+C0TJeNmKpsrL+yLnzcQRBEC7EqdZTJpMnR48cJtLXCxQKNEZju0tWdxQOp5Oft67n3q/f48ZPXuO/i+ZwJK92sya708GczWuRgQhqt+eKQEeV00FuWQnmwf3QGI0cLbYRX+XBrEGxvPzsUwRX5eDlq8Wi0LfpfA2PmKH4+fow70Q2ss160Q4M99N78sr02xkfm4jFV4PW5MfdIyZw3+hJ7g7tvLamH6agooxxcgBh6PBDzVD8CZa0LNmz1d3hCQ0Q7acEQTjHgvnzuHHmdQRJWnq5NOQeSOev99xNTk4Ojz72eM3zNm/ciAGJbKxYcaI92X+5FDvlzioio85uHiG0JaVSyZ1338Odd9/j7lAapaS4GKvNSgC1W1sE4IHT6SQvL5eAgHP70AqCcOlKPlJAvy4N/14otdrx1SoxBYVwLOMoAApj+DmDoetiHj3ognbiX0pKKi088cuXVFltdJcN2HHx++5t7M/K5KWrb0WlrL5POJybhRoJOzLpVBKJHgAZmWxsdA4Kb/BahUlb8B/UtFYdE6+8gv976UVef/Nt7rrjdqDuAeHAOQPCW7pKY9eqpHa98NUzJIKeIRHuDqPRCsrL8JdVSJyuJDGgRCepKLSUuTEyQRAuVj4mX4L89Czbu4sEjYajuRZ0EQ0nxYW6vbtqIesO7SMaA53Qczgzg6eOf8VLV99KlLF6U15OaTEWuw01kE4lUehrfu/nYEMpSQScbJNoHtyPjAX55Jwo52aTD5sD/fjXvTfy9JeL+LLYSsn5u5G2KIOrgsxSBzNvvYMvP3yXG665jKPL09rm4m7gb/DktqHjYOg4d4fSKAWWUhRI+KKu9bi/rKag7PwzcoT2QVRqCIJQiyzLPPevZwhDx2RXIH3w4TLZSCxevPbyS5SXV++stFqtlJaXUYqTClx8zTFWkMcRLCwmF19vH66+ZrqbX43QkRgDAwkOCiaVCmROVwWlUoG3lzeRkSJJJgiXkg076//A1zOwkT2rz2iXYzabyc3Nu5CwhHos27uNcmslV8lm+uPLEPyZIBs5kp/NlqOHap6XW1aC4+Tv+WXk8TNZpGJhJfnkUcV1CfX3MD67SqIp8y4efuhBMlMPERpae85CQwPC67t+cweECy2nmzmE45ING66ax05go0J20Dkw2I2RCYJwsfLy1dI/yIOUI6nEBfqDQtGuk9Xt2bGifNYc2ssw/BhJAAn4cJVsRueSmLttQ83zyq2VSIAdSMHCVxxjF6XspITNFDOiW+9aA9YjJk8go8JFSa6Vf4d0oqiggC+f+Sv3XtYVtbehzao1knefYOA1t6NUqflqdwq4XA0fJLSJroHBuJA5SmXNY3ZcZEhWuprFTK72TiQ1BEGopbKykgMHD9JV1tXa7dYNA5aKCg4eOADA3x9+iLzsHAbgyxTMxOHNYSr4g3wqVLBw2XIMBsP5LiMI51AqlTz1739zGAvLpXz2UMYfUj57KePxJ55Aq714+48KglBbQkTrvH+YzWayc1p+poZQLSUni2BZUzMcEiAILT4KNYdyswDYnpHKygO7iELPREyMJIAKnPxBPoep4PrEwQyM7Frn+euqimhoqHtNFcYZA8ElSYLy/DqrNC7VAeEd3cTYfihUKn6TstlBCZsoYrmUT7fAYPqG1/9vRBAEoaksCj1RZm9SNv6BJElEVyndHVKHlpJTfY/QjdP3f2oURMo6Dp44BkClvYpXl83FGxVjMXIFJvzxYCNFJFFMsI8/d4+ccM65NUYjGRUu1IUOno3qQtLGDXz7nwe4ZkQkVb6BrZ7YODVXY9OJKqZeO5M/8woBWcxiayeizaHEh0WxSipgI4XsopR5Ug42hcy0voPcHZ7QAJHUEAShFo1Gg5enJ0XYaz1+6muTyURBQQHfff0N/WQf+uBDMFoG4kcvvFBKClasXkt8nz5uiF7o6G6ddRuffTEbXXQESYpiiDTz9nvv8+DfHnZ3aIIgdAB+WjX7c85fKm4OCqKsrIyKispaj8vlha0d2iXBV2+gRHLUqraz4cQiO/DVVy9ULNi5CbOkYRxGwtDRA0/GEYgMTItN5P4R4+s8d0sMCz/v88+q0mjKgPDmVmmI3bwty+Tty4tX30K3iEi2Kso4pLYxplcf/jX5epQK8ZFXEISWFxGgZ9F3nzMmthvBWh0KrcbdIXVYp+4Rzl6DKMaBr6G6MnfD4f0UV1q4EhNdMRCBjisxoUOB0eDNq9fejkZ17vv9qfkaGVYIsyh5rnsPli5dwqYPnubq4Z3w6hrZ6okNg6uCfYfy6RqXyJHsfAJ86r8vEdqOJEn8c8J0rozrT5rGzmaphLCQEF6YdjMR/oHuDk9ogJipIQhCLUqlkll33MmH77yDt0tFJ/TkYmOzsoz+ffvz4gvPc+jgQRxOB35n/QoJRsNeuYyozmJHnNB8M2bOZMbMme4OQxCEDqSTj46dmcXEh/sCoFMrSS+sIMyndoWX2Vzdkzk7N4+uXt4AqEKjz2k71JCi5G0ddgh0axof05eVB3axmgL64oMDmU0Uo1AoyC8v5bkF33Mg+xhhsrpWNWgw1QtB0aagC47BmrIbbXQDCZDyugd0NmdAeF3Evw33iPAP5Ikrr3V3GIIgXALU3gaM5Rls37GDL2+eSM7GE+4OqUOLD4vC5OnNakshQ2U/vFFxgHLSqWBMQDdeWvITxwrz0UhKPOXTaxBKJILQ4unrh1btcd7zmwf3I2djMjlAt/J8nu3eg+cWzCc3N5c7//sRPwJrU3MZHiad9xwXqiS3mIqE6nbKqbZK+nt5kLkxWWxyaAc0ajW3DhnLrUPGujsUoYnEthVBEM7xr2f/w+SrrmINhXzNMZaRR1CnMLYkb2HRdz+Ss3kXSiT+IJ/SM3ZTZFKJOdCEt7e3G6MXBEEQhLp5+xsByLHYcTntDTy7blGjRSn6+XQPCuUvI6/kqKqKH8jiZ05QrJFRKZQs372VomPZqB0yh6ngAKeHN2diBSAyoPaOuIaqHs6unDjfDIxaTiY0xIBwQRAEoTm2ZVgIMBpY+duPmL30JKi0SBotGqPR3aF1WEqFgqcmXoeHl4H55PANx9kmlRLk7cvKAzs5djQTSiuwyk4WkYvrZEWoHRc5UlWjdtSfeu/N8TTS06Hnzd6x7Nu+lf/eNpkroxQEdTax9pjcwFmaJyHCgMFVQYk6AL1OR57WRVVONrb8ujdZCILQOKJSQxCEc2i1WmZ/8y3/+s9/2LtnL8ZAI1dPnkR3PBnp9EdCogInv3CCJeQxAF8yqOQgFv7vH8+huATK/O12O4dSUvDy8iI8IqLVrjPnhx949603ST96lF6xsTz6j38wZuy4VrueIAhCexYbomPTgWwG9mj6jn4XCkynKjVOZEOvLuc+pyCr5s/+g/pTmLSlUTvzhdPG9+zD0K4x7MvKQKVUsXzvNvYeTWW6HIIOJTIyq8hnLYUokKjEyQ6pjNigMOJCwmvO49cvgaLk88+z0HaOwZq6v+br0p3b8I5voELijITGKe4YEJ5bWozVYSfUN6DVWiOlF+TyY/Ja9h3PwFOjZVzPvkyOHyBaMQmCILSAqGBvlryxlHHhwRxen05GhQuN0dPdYXVo4f6BvHPDvRzMPkaZtZKSygo+WL2YCQTSCT0AR6lgGXmso5BgNOyRynEo4IrejdssUJPY2JiM9dhxXgjszOsFmTx1wwSefO190gfHkrQ3G4/ivBaf75YQYcCuUNK/f392H0/lxhAvju7JbdI5ym2V5JeXEejpjUHTOvMmK+1V/LJ1PWtS9uBwOkmM7MZ1/Ydj9BQbV4X2R9zVCoJwXl26dGXK1KlYysuxVFTQB++adhF6lMTgSSkOlpNHvr+Gl175P+79631ujrp++/bu5bZbbia6axeGDxnM7C+/QJabtiPjpx9/JKZLZwb2S6Bn925MGDeW9PSjLR7ru2+/xR233UrBroN0LnZxaMMWpk2exMIF81v8WoIgCBcjpVJBbrmt5ms/P3+USiU5uXnnPPfMlkX2rNQ2ie9ipffQ0C+yG33Co9iekUoP2YCO6iGqEhJ98cEFrKKALZQwonsM/zft+uoB3s3Q0LBwqE5knPofUOeA8LOrNM5UXlXFG4uWMPK5/zLs2Rd5a/cOiisqzrlOfa2n/li6gldTNnHvt+/ztx8/4d6v3yUp9UCDsTdVZmEeT8ydzf60VLraPPAsreKbpJW8s3JBi19LEAThUrItw4JXYBCBykqOZmTSHQ2S2gON0Siq8FqAQpKICQ5nQFQ0B3OOESBpahIaAJHo8UXNfspZSQFeAX48O+UGQnwbbh95JvPgfujCQrE7tTwXEEWiTs8Tf5mFfc0XXDMissXnbKTsWM9P7z3NF/dOICuvkPWpx3GEGIj01zVqYLjd6eTjNUu5/cu3eGTOp9z+5Vt8vu53nC5Xi8UI4HS5eH7B9yzYsQmTRSbSqiLp4F7++cuXlFS27twRQWgOUakhCEKDPDyq+1Paqf2maUfGz9+PTVu3E2A0olK1718pe3bvZsyoEdhlNS6vcHLT8rn/L/dy8MAB/vvyK406x7q1a7jjtluJknVMwkwlTpKTtjDliitI2rqNd99+iy8/+5TCgkKGDB/GU8/8m4TExCbHWlFRwX+ff46eeDLcFQBAglNmiZTPs08/zcRJk5u9+CMIgnCpUigUmEwmcnJyzvsc7/iEcxa0heZTKRXYnefePwD8c8J0go4X0n/csEady7N3LDmrkjA3sgWY43gKqtBoXPmZKIzh53y/oSqNU8mSnPWbuH3hKvYcO47sE4UkKfkxLZUNX3zCnLvuxeChabBKw+Zw8ObhZGSHzDiMaFGwp6KM15b/yktX3UqptYKfk9eTXphLoKcPk/sMYGyP+Ga91/+ybQMeTrhGDkJ9cg9bEBrWHNrLNQlDCBeDLwVBEJrFotDjF6DHdWAtKqWCsAoF2b6iQqM1qBVKHMjIyDUbK2VkXBKMj+nDjQNG4a3TN3CW8zs1ZyM/P58HfMLp7e3Nhx+9T5+ktdzy7DvsM8eyduMRDK6KC6ra2PrnPDYs/gaFVwjogjhyNBOXLPPN0UyucCkbdY7ZG/7g973bScSHYLQcd1WyeHcyHioVl/Xsy/db1pB89BAqhZJh3Xoxs//wZlVybE0/zIGc40zGTAjVx/eWvfix8gRL92zjuv7Dm3xOQWhNF32lRmlpKVs2byYzI8PdoQjt1IH9+3niH49z+6238P6771BSUuLukNqdIUOHYQ40sVlRSiVOALKxcVBZwYyZ12MOCmr3CQ2AF194Hjsa6DoZZUh/FJFjUQQn8N4775B1/HijzvHe228ToNAwDiOhaOmKgbFOP1LTUrlqyiRe+M9/0GcWEVWh4M9lvzN62FDiY3rw/rvv4HQ6Gx1rysGDlJWXE83pm2QJia6yjoMpBykrK6vnaEEQLpTscpGXdZS8rKPILbwLSnAvs9lEdj1JjcYqs1r5YVsSzy6ey7trluMd16VRu+0uNcO79WK/ZCGH6oqZSpxsopgAvSeJnbqiUbb8/YM1ZXejhn6fcvZzz05q/X44jV3p6UidL0MVMQxl+GCkrhNJL8zntx3ba55XX5XGN/MXUGS3cZlspAsGQtExnkC8UTN74wpeXDyHstwCejv0lBUX88Gfi7nlszf4aM1SCi1Ne88/cCKTSFlXk9AAau4nDuY07n5HEITmKyvKIzvjEFXWc6u5hI5N7W3g5sGR/PTlJ1zRszPFpQ6AJlVpuGSZzWkpvLNyIe+uWsiWo4dwNbFzwKVgaNeelMhV7KQUFzIuZLZTSqlsZ1R07AUlNE4xD+6Hxmgk0yYxRuXP8yFdyTtyhH9cNx5T2gpmTupFlW8g2zIszarcsFVa2PT7TygCe6LscjnKkH4ouk0BhZofdxwEGv57r6yy8fu+HfTFm774EISGRHyJw4tFu5L55y9fsvXQAbpXafGxyizZvYXbvniTZ+d/x57j6U2KNyXnOF6SuiahAWBARYis4WD2saa+fEFode1/FbKZZFnm/15+idde/T+slZUAjBt/GZ98/gVGMcBJOOnXX37htltuQqtQ4SMrmfvTT7z39tv88edqgkMaMWzyEqFWq/n866+59qqr+M6WhUHpQYndSp/Yvjz5zL/cHV6jrVu7FpdXJ5QnW0/IsgxqAy6Xk7/eew+PPv44Q4cNr3dXZOrhw5icqprdIgBGPFApFKxft46R+GNGy2+cQIOCnnhSdjSHfz7+GHv27Ob9Dz9uVKynfk+VYMeMpubxEhzotDp0Ol1zfgRuUVpayvx5v1GQn8/gIUPpP2CAqDIR2rVjR/byx5z3KSuq7nPr5Wdi3LV/IaxrbzdHJrQEs8lM1okTACiM4XUOiz7nmNGDyFmVVDNDId9WyT++/pD88jJMkoYSHMzZtok7OsUxoVWj73huGDiSg9nH+K0gG2+FGovLgVql4qnx0xs13yFtVVKThrMrAkJqzUapiys/E0lTe9elNWV3nVUahUlbSD5+ArXOFwzm2idS6ZmdtA6tWkWvBjYu5Nsq0UlK/OTT8zwUSJhkNUdyTxCOjssxsohcynHSHU/Udok1+3ay7ehhXptxO17axi3g+OgMlJQX13qsGHvN9zoKlyyz69hRjubnYPTyZkBkNB4dYBONcOmqtJTy+w/vkn6wOtmpVGvoN2oq/cdNF/e+F4FtGRb6De/C/uVzSDmSyr8njiT7eE6TExpv/TGftYf3EiBVd0NYeWAXo6J788AYUYl/pl4hEUzrM4jfdiSxSyoHZCplJ9ckDCEm+Nzqy+Y6c86GrsLFS8bO/GTN57knH8fo/xITr76OXuOuIlU2krQ3G3upBYPrdMKyviqOvKyjOO02VP7RNY/JDivILkor7HxfkEUfD0/M5z0DFFWUY3c5CaJ25UUQGnY4S3E6HcwkhDQqyKCSULSYZQ0Zx7P49/HvePLKa0ns1LVRPwsfnYEK2YEVJ9qTbUNlZEolJ5H6jnP/AJBVXMjW9MOolAoGRHYnwNPL3SEJreCivSv84rNPeeG5/6Aw9UYVHoVsLebPNeu5+YbrWbL8d3eHJ7QDFRUVPPCXe4mUdYx2BKBEohQ787Oyef4/z/L+R41bfL5UjBg5ij0HU/jpxx/Izs4msV9/rpw4EbVa3fDB7YS/vz+lReUAyLIL19E/cZWk44OK5FWrueKP37n/wYd46ZX/O+85esXF8cfhNJwOGeXJxMYJbDhO7uTugoG1FOKBgumE4HFyl+ReuYyvZ8/mb4/8nejo7g3GGhYeztix40hatRqry4UvKiw42a0o547b7ukwP/f169Zx3TVXUVpaikqhxO5yMnHiJL767vuatmaC0J6UFecz/7P/Imv9UXa5HABLzi7mf/4SNz/2Jl5+om1Le9Iz0JPkIwX06xJQ/xMliVKrHV+tEnNwCPv27K7/+Q2YnXaAcksF1xGCl6zCicwK8vk2cy9jHJeLhdczeGp0vHLNbWw+msKRvGz89Z4M69az1uL6rlVJxNWRuGjMsPDCpC34D+rfrNgcx1MaVdFhDA7DtfcIksuBpFDhKjyCM2MtGiRsxXb+veA3ovwDeS++N97aujcdBGs9qZSd5GLDdHKzggOZE1IVNqeDLvhwDCsnsDERE2FUnydW9mZOxQmW7d3O9MShjXpdl/VO4L1Vi9hAIUFoUCGRLJUSoPOkT3jD80faA4vNyvMLfyAlNwsPSUGV7CJA78m/p9xAmJ/YoCa0T0u++R8nMo6gjBiGpPXDVZzGpt/noPP0IXbwZe4OT7hAFoWegSFa/n7P88zo251O5RK5+qZtNNuafpi1h/cyhgC6yScr6Cjnz5Q9DOvWi4SILq0ReockSRK3DB7DsK492ZxW3SpyYOfuRBnrSwE036l2VLn5+Qy3+jA83JvNcjlLfviK2Z9+yKhRo5h88/3kenXjaG4ZjoLqxMa2jOw6z5cQYUCrr/47lqvKkXR+uCqLcKYsANmJH2rmFeXyW3EeT3UJIy4sqs7zBBi80arUZDqqExanZFCJSlIQLHugQUEyJcTgyQiq74kT8WExuXyzcVWjkxrDu/Xk201/8oczn27o0aPiKBUUyVWMi+nT2B+l2/2weQ1ztq5DiYQMfLbud+4ZMYHxPfu6OzShhV207afeefttFH5RKEP6I+mNKPy7IgcPYN3aNezbu9fd4QntwMYN6ykpKyVR9q5ZnPZGTbRTy/zffnVzdO1TYGAgf73/AZ574UWmTpvWYRbWT7nt9tuRi1Jx5h/AVZSKqySdcRiZSSjXOYMYhB/vvv0WWzZvPu85Hnjob5ThYLEij0OUs5MSVigL6dy5epGgGDs52OiMoSahAdCd6sWbpI0bGx3vX+67H6dKYiNFLCGPtRTSKy6O/7zwYjN/Am3LZrNx08wZGMrt3EAot7lCGYuRpYsX8/Zbb7o7PEGo077NK3EBiqhxKLxCqv8XNRYXsHfLSneHd0lJiDCwYWdai5/XZDKRk3th7aeSCrLpIRvwOrk/SIlEIj5YnA5Rnl8HlVLJkC4x3DxoNBPj+tdKaLTUYFV1SOdGzUI5X5XGKaU7t9Wq0gC4ekA/ZGcVrsz1uCqLcGWupyt6biaMawjmGoI5XlTI7E1r67zmrlVJjLt8AuF+RpZL+eyilBTKWUgOVsmFRqWiCDvZ2PBEWZPQAPA62fZh34mGK4pOGRgZTZCXL7sp43fyWUIeZUoX/7jiWtTKxvXvdrevNq4kPS+HiZiYJYcxgxDkyireWP5bdaWtILQzBdmZHD+yByl0EAr/bkh6Y3W7W98otq9d6O7whAu0LcOC2tvA0S2rKSguYYbah5ysprcD3pyWgr/kQbczWgxHY8BX8qhZuBdq6xwYxMwBI5g5YESrJTROMQ/uR8TkCURedxUKWc8Aqw/vmbvz6qgB5B7Yzb/umM7394yh5MenCEyfS1jRKgYH5pIYUsbwaBgXr2N0TzVDu7qQHNnotVYCTEG4MtbgOLIcZ8p8kJ0MwJcZhHAjYZhkD95dufC8Q781ajVT4geyi1LWUUgqFtZQwD7K6WQ0Uyo5KcSODRfdz/h3pUAiGgPpRXlUVtka9fp99Z4M79aLLKz8SSGLyeUAFq5NHEqvkIgW+Rm3tp3H0pizdR2J+DCLMG4hjO6ygQ9XLyWruMDd4Qkt7KLdRpaZmQH+sbUek/TVuyvT04/Ss1cvd4QltCOKky0Pzn7rkM/4nnBxuf/Bh9i3bx/ff/sNUN02qsvJZIOERCxe7FFZmD/vN/oPGFDnOfomJPDr/AU8+fhjrNyzB5VKxdXXTOe/L7/C2JEjWH08B4Wzum3UmUqp7rfa2PZ3hYWF3H7rzfg6lPTHjAcKdlDKrp07ObB/f7OGj7e1VStXkF9QwAyC8Tz5dtMVA5lyJd/Ons2jjz3u5ggF4VylRblIGl8k5emkraRUI2n9KCvKc2NkQlPszykl0r/uMnlzUBC5uXkXtDAqSdI5XZBdJx8RrSNaV3OGhSuNoee0GatvQPiZtJ1jiAT+d8tNPP7N99iKUgEYgG/NppgAPOgq6/kzZR8PjKx7N7ZSoeDZKTfw2drlJKUdxCXLdDEG8cDQcWw5eoiFOzcTgZZKXNhwoTm5MUJGpkxyEtWE3uHv/7mYovIyRhGAGQ0ZVLLJUUxS6kG6moIbfR53cckyq1P2ECt71iR4/FAzQPZhaWEumUX5RIhh50I7U3qyZaWkP+teXx9IWc72Oo4QOoptGRYsCj1hQV7sW7OKXsFGpAI7GVbQNLG1ueLk/cOZw6+heg1C3D+0LxGTJ5CzMZnj+fko91i4w2mkJMSX42oHh/fvZ+PunZQ6HBRV2rCfpwWlSqHAoFahdNlxlFXPtOqDF33xAcADBQn4sMCSQ1p+znnfo2f0H45KqWTBjk3srSrDR6vjlr5jiAkK48lfv2In1XNhS+toXa1RqlA3cn7Z+sP7WHFgJ7F40QNPynGyUSpi3aF9zOg3vFFtQ91t9cE9+EseJMo+SEiogCH4kyZVsubQXmb2H+HuEIUWdNEmNXr16s3OlGPIgb1q3hxcpZlIkiQSGgIAg4cMxc/Xj+SSEsbIAahRUEQVKcpKZk6/1d3hCRegoqKCn3+aw47t2wgJDePGG28iOCQElUrFx59+xt8fe4x77ryTY9t218pqSWf8//qMGj2G9ZuTKS4uRqvV1sy3+HnePG64djqHDh+mGAc7KaEHXpThYK2ymKAAM+PGN670/Kcff8BSbmGqHIL+ZD/LMQQwR5nDZ59+0iGSGuVl1a2+dNTeFapDSY4YdC60U8bgThzYvg5FlQXJo3pRXK6y4KrIJyCok5ujExrDT6umyFqdWE4vrCDMp3YPYpPJjM1mo6S0DH//6hJ9VWj0OYvc9RlqDGJ9bjZdZQN+qLHjIpkSvJRqugeFtdyLES6I5OmPXF6IpDEg26oHfJ5ZpXF266mSHVtJOpLJ739sQSEpGGHQMbhzDABT+yXQu7Cc2Xk5fJW04dxrnSeGXauSav7sp/fk0cuvxuaw43A6MWiq/212M4dQaCln7eHqavKV5DMEP9Qo2E4JRXIVY3vEN+o1F1rK2ZR2kGH41+zY9EWNBSfL9mzl+gEj2v2ihMvlosrpOOf+4dT9UGVVlTvCEoR6BQRFABKu0kyUxurfG7IsQ1kmxmBx/9DR+Zh8GdrVj5efXML1nUOR7Fo0np5NrjYc2Lk7v+/fwX7KiTn5O3ov5ZTIVQzu3HCLYqFtnfn3m7MxGT3gn5/PJHMosr36vcgU7InN5eKopZzVtjJy80vp5eXNWLOZytxKFB4ajmQXcwgbHxccQXvWMmxjUlkKSWJ64lCu6juYiioreg9tzXv5X0dN5LN1y5EcsJEidCgxoyGdSnZLZYyL6YuqkVWai3clEyrpGCJX3x/5A1pZwa+l2ew6dpS+Ee2/hWWl3YZWVtRKGiqpTiCJ+4eLz0Wb1Pjnk08y45qrUaT9geQbiVxZBAUHuG7mDXTqFOnu8IR2QKvV8uGnn3LTzJl8J5/AW1KT56ika1Q3nn7m3+4OT2imnOxsLh87htTUIwSodJS4qnjlvy/y86+/MXLUaAC6d+/B/Q88yG233kwqFXRGj4zMbsood9iYPGVqg9eRJAk/P79aj/XoEUPyzt0kbdzI/15/jWVLl5AkFwMQEhjMj3N/bfQciePHj+Ol8kBvP30DokDCz6HgWEZGI38a7jV02DCUCgW7XWX0xxeASpykKq1Muazhn7EguENMv9FsW70A65ElYIwBJMjfj87gRc/+o9wdntCAnZnFxIf7AqBTK6m0n7tzzhxU3bogJy+vJqnRVLdE9mC/1cJPJVkYJQ2lOHBJcHenuA7T3qcjac6wcGvKbrTRsXV+/8wE1qkB4bIs8485S/k2aQfeSjWyLPOBy8Hd+aU8OW0KOauSCOqbyF+tVuYkb2GLo5iRVM9kK6SKQ1IF06LrXtw6e9FLo1KjUZ2uBlMrVTw8firXDxzByv07WbhrCz84qoedqxQKbhs0jt6hjVsULaooQ6a6GvVMRjzYZS/F5rCj99DUfXA7oVIq6RkUzoGcXLrLBlQokJHZQxmeHtpWbz8iCM3h7RdIj4QRHNyxDqetDEnnj1ychqvsBAOu+Ye7wxMugEWhZ3A3I7YD6ykpLWOk2ov0fCsRk0c1+Vx9wzszLqYPf+zfwS6p+vd1qWzn8p59iQ2NbOnQhRZ05nt59sZkUIMtP5+MI6XsrSzhi4JUFIABFUtzcvj+6DHuN3XDzxCAIdyTywf3Y/uSn9mbnkYXWY8nKuy42EopRoNXo97blAoFXtralZtjY+IZ0qUHm9JS+Cl5HYtKc2u+lxDWmZsHjW70a8wvLyVErt1iPODk/UR+eWmjz+NOcWGRbE5LIZ+qmnuhdCople3EhUW6NzihxV20SY0rrpzIN9//yH+e/TeHDq7Dy9uHOx9+mKf/JRarhdOunDiJbbt38+3XX5OdfYLEfv2Zcd1M9PrGl/gL7cu/n3ma7PRMriUYP4cHNlz8XpXP3bfdxt5Dh1GdHN561TXXMPfnn1iwYD5GlQ4nMkUOK3+5734GDBzY7OsrFAqGDB3KkKFDSU8/StKGjfgH+DNq9JgmzSDp06cvxXYredgIPFlCasVJttLONR2gSgMgOCSEx/75BC//90WylVV4OhUcU1ah8/HiH08+6e7wBKFOWr0n0//6HGvmz+bogep++pE9Ehg++Va0ei83RycAxIbo2HQgm4E9gmo93slHR3pJZb3HulDg7VedyMguraK7017v8wGsqfvRntytf0rC5aN4U6lii17F/uwsjJ6eXNmzD3nbDjTx1QgNaWhYONCsYeFnV2ks37Sdb5N2MBx/YpzVu2d3UsrHK1ZxWVxvwk8+z0ur5d+TpvDUb3M5LlnxQk2ubKWTr5FbBwxvUgxnC/L244aBo7g6YQg7MtNwOB3EhkXWmkHSkBAffzRKFWnOipqB5DIyaVRg9vJBp27c5gp3u2XIGP4171vmuLIJlTXkS3byZRv3DZmIh+qi/QgrdHBjpt+DwceP3RuXU5W3F19TKIOn/p2oni0zO0hwD7W3geGRPjz52IuM7BaBpshB4/bXn0uSJP4y8gqGd+1JUtpBAAZ17k7vkE6i/VQHcmaCw+aw8/TsdwhFx1iqO4DkYWORM4/1ARruOOO5tw0dx1O5X/FDRRaBkoYi7LgkeHLMtAuqotR5aBjVPZaR0b05kH2MnNJiOgWYmrwJoIspmINH0+gvyzUtNtOoHojeJTCovkPbjTHd41mxbyfzCrPpJFev82RQSUJ4F/pGdHF3eEILu6jvCKdOm8bUadOorKxEo9GIOQlCnSIjo3jqmX+5Owyhhfz6y8/0dOrwO5mV16Cgn8uHedknSN6yhUGDBwOgVCr55ocfWbRwAUuXLEGtVnHV1dcwYuSoFoulU6fIZleGTZoyhZ4xPVmacogeTj0eSBxQVqLz8uLue+5tsRhb25NPP0Pv3rF88dmn5OXmMmvECO5/8CHCIzrGoDHh0uQTEMTk2/6B01G94K1UNT4hKbR/JtPJSo3cXCDmnO+7CrJq/uw/qH/NsOizaZUqpsQmMCU2oeYxMXWl+XatSiKuCdUYp2g7x2BN3V/zdenObXjHJ9T53PoGhP/02yICFBpiXJ41LQvi8Wa/wsLPC5bxcFzfmudOietLz6AQvlywiEpvT+JCwrk8Jg7tWZsXdq1KatYgdK3ag0HNbEOi89Awte8g5iSvowJnTQuKDCp5aMCUDrNoFm0O5dXptzFv5ybS8rLp7OXLA7H9iBW7LIV2TKlSM+SKGxl8+fU4nXZU6vZdFSU0ToDRwI4FX3Ps+HHeu2o8tl0FaIz+DR94HpIkERsWKX6fXST2Hs+gvMrKlYSgPjkPKxAN0bKe9Yf3ccew8TXPNXv78ubMu1h5YBdp+TkEevkwrkc8Jm/fFolFkiRigsOJCQ5v+Ml1uCZxCE+kH2IeOUTLespwsE8qp19EVzp3kKSGRq3m+Wk3sWh3MlvSUvBQKLmtWwyX9UxA0UHugYTGu6iTGqec6ncvCELdDh8+xE8//khJcTHDRozgiisnouyg7TOcTieKs3bOnHolDqej1uMKhYLJU6Y2qt1UW/Pw8GDR8t/599NP8dOPP1Jlr+LyCRP4zwsvEhIa6u7wGk2SJKZedRVTr7rK3aEIQpOJZMbFQalUkFtuw2SoTnZ7eXuj1WrJzsk557na6NiahW57VirqkPbfO9idKqtsrDm0l2NF+QR5+zEiujde2qbfd5sH9yNnY3KTjqlrWLg6pDP2rNRznus4noIqNLrmz2c6NSDc4XKhhFo9mKG69aPT5cKzd+1WVsq9aTw646YmxdxWrus3HE+NlgU7NpNiKSTcN4BH+l3GsG4da65guH8g94+e5O4wBKHJJIUClUIkNC4G2zIsxA7tzG/vfMXV8dH45lexqbCSyLGi+uZCuGSZnZlp7DiWikapYmjXnnQKMLk7rGZxytVDOs/eQq1EwuVynfN8T42OKfHN7wzRmroEBvOfKTfybdKfbMjOxOChZVLPgVzX/8IqUduazkPD9MShTE8c6u5QhFZ2SSQ1BEE4v+++/Ya/3n0XakmJTlLy3rvvMGLESH6ZNx+tVtvwCdqZKyZOYuX8RUQ7DRhQ4URmu1RGgJ8//fsPcHd4TWI0Gnnvw49494MPATrM7kpBEIT2TJIkzGYTuTm5532Od3wCpTvrb3l0qcsuKeKZ376msKIcP4WGYlcVc5LX8uyUG1t95oFn71jK9+xu+ImcHhZ+9mNnVmmU7tzGZb268UvyHtKoIIrqNqSHsFDsqmJ4cNM3E5w5ILytSZLEpLgBTIobgCzL4v5BEAShGbZlWLAo9MT52PnwSCq39uxJrs2GLqzjbDBrj5wuF68vn0tSWgreCjV22cXP2zZw25BxTI7vWJ/XAXqHRKBVqdnqKGEUASiQKMVOilTBkM693R1ek8UEh/PCVTeL+wehQxD9mAThEpaXl8cDf7mXLi4dNzqDmOEwMxET69eu5YP33nV3eM3y3Isvogvw4QdFNoukXH5QZZOhsPLWex+g0XTMHVOSJLXaDUVGejp33X4boaZAokJDeOyRhykqKmqVawmCILQXpkBTnZUaDWloIT1u9KAmVxx0VB+vWYqj0sZMQrjWFcQNhOBR5eK9VQvdHVqNMxMXcP4qDYApEyZwRb8+LCePXxXZzFVks4oCrgjvxJgx42odl9bIhEVzWk+1tNa6f3A4nfy8dT33fPUuN3zyKs8v/IFDOVkNHygIgtBBWBR6wqKDSN2yBpVSQUSlivQSq7vD6vD+PLibTWkpjMfITFcwN8qhxOLFlxv+ILuk430O1XlouGvEBA5j4XvpBAvIYQ4nMBj0zOxgFQ5nas2Exrb0Izzxy2yu//hVHvzuI5bv244sy612PeHiJSo1BOEStmTxIux2O4MxozqZ4wxDR6SsY+5PP/Hw3x91c4RNFxXVmaSt2/nyi8/ZvnUrYWFhzLr9DmJ69nR3aOe1Y/t2nvv3v1i7ZjVenl7cNGsWTzz1dKu3zsvPz2fcyBGU5xfSzanDgZ0vP/6E9WvX8uf6DXh4dIxhooIgCE1lNpvIPlmpoTCG48rPbPiY0YPIcePu+/akosrGjmNpDMcfb6rbtBlQkSB783t+DrmlxS3WHxqqh4WnrUoiqp6ZG2cPC1cEhNSaj3IqoXH2gPBTFTlKhYLP//4Xfvh6DqtyilBIElf0iSeuoLzOD/Z+/eqe2wFtV6VhsVn5Ycta1qTspsrhID68MzcNGkWYn7HVr/3uqoWsO7SPaAxEYeDIsWM8ffxr/nv1rR1mmKggCML5bMuwoPYNZFSvYBY/v5SBnYLJK65CFxHULhLWHdn6I/sIRUdnqudcKYH++HJAspCUepBpfZs+X8vdRnePpZN/ICsO7KSoopzx5jDGxcRj0LTPzheyLLPywC7mbU8iu6yYMN8Ark4cwrCurb9msjkthVeW/kwQWvpiILekkg9XL6G4opwZ/TpuEkhwD5HUEIRLmMPhAKQ6Z1DY7Xa3xNQSjEYjjz72uLvDaJQD+/dz2ZjR6O0y8U4dFpuNd//3P/bs2sUv8+Y3uEPCZrOxYN48Dh8+RLdu0UyaMqXRFSlffPYp+Xl5XOcKwnDy7aCLU8+ve3Yz/7ffmD5jxgW/PkEQhAu1YWcaQ+Kjzvv9noGeJB8poF+XgPpPJEmUWu34apUEBgWzfeulUVHRGlwn+0erzrl/qP7aUUcP6cZorWHhZ7egsqbsrlWlcWp2SsnmrVzRvQtXXVE9QD5nVRI0c6diay96OV0unl/4A0fzsomRPdGg5WB6Gk9kpfP6jDsxefnUe7wsy6TkZLH7+FF0ag8Gd4nB3+DZqGsfLypgzaG9jMCfGLwAiJW9mUs2Pyev4x9XTL/g1ycIguBu5iAvfItSWblyJc8PS4TiCpHQaAHOkzOszqRAQkLC4XK6JaaW0DkwqMMM056/czOzN66gM3oG4E1mYRlv/P4bVQ4HY3rENXh8oaWMDUf2Y7XbiQ+Lops5pMFjTvlu05+EouVKTDVzzJIo4tdtG5kUNwC9R8fsriG4h2g/JQiXsPHjL0OSJLZTgkx1uV8hVRxV2pg4ZUqrX99ut3P0aBqlpaWtfq326s03XkdtdzHVGUgffBiKP6Ncfvz++3K2bN5c77FHj6aRENub2269mbdeeoVZt9xEv/g4MjMyGnXt5OQtBLk8ahIaACY0+Km1JCdvuaDXJQiC0BISIgytcl6zOYjc3LxWOfelwFOjo7splN1SOTaqExh2XOyijBBvP4J9/Jp8zqYuFOVXVpJbUnLO4/UNdz+7SqMu2s4xtb4+e0B42qqkeqs02sqOzFRScrO4XA5kEH70xYerZDNOu4NFu+t/D3e6XPzvj3k88etsftmyji/X/8G937zLhiP76z3ulMN5JwDoyun/PlVIRMpaDuUcb/6LEgRBaCcsCj0jYsy8/59H6R0RzEiFJyjE8llL6B/ZjUysZGMDQEZmD6VUyU76R3Zr9etXVNnILS3G4ey4CZQLUeVw8HPyOnriyXgCicWbKwikC3q+37QaVwNtoNYe2ss9X7/H7PUr+GXLOv4x90veXjEfZyM2tNidDjKK8umCoSahAdX3Ezang8xCcW8uNI34rSwIl7DwiAj+9Z/n2EEpPylzWSjl8ouUTZdu3Xjgob+16rU///QTuneOJDamB51Cg7n3rjsoKytr1Wu2R1uSkgh3eqA+49dxFHqUkoLt27bWe+z9995LSVYO1xLMjY4gphNM4bETPHjfXxt1bbPZTKnKhYvTNy42XJQ77ZjNrTvkVRAEobXtzzl/wtxsNpObm4urmRUFAtw54jIsKpnvpSwWk8v3Uhb5Cjv3jLqiVfsw788+wXWffMDEJfMZ8PSzTPm/19mTeazB404lNM4eEH4qCVKYVDsR0NxWY7tWJbXJTt7DuSfQSyqCOb2jUYOSMFnD4QZmW6w4sJP1h/cxmgBulUO5mTA6ubS89cd8SiotDV7bV1+dzCikdlVvEQ589Y2r9hAEQWjP1N4G/EuOsm3nbh6M6UJ+VhkKrdhB3hLG9+xLV1Mw88lmPjn8ImWTRDFT4gfSKcDUatettFfx7sqF3Pr5/7j32/e566t3WLZ3W6tdr73KKS3CYrfR5YyNCRISXTBQUFFGaT33AUUV5byzcgFRso6bCeMWOZSRBPBnyh5Wp+xp8NpKhRKDWkPRWfcPhVQBiHsIoclEUkMQLnF/f+wxlvz+BxNvvI6EyZfxymuvs3LtOnx9fVvtmt99+w0PPXA/fvmVXIGJfg5Pfv7+B+6cdWurXbO9Cg0Pp0hZe5dIMXacsoug4POXcebl5rJ69Z/0dXriT/XsiwA86OM0sGLFHxQWFp732FNm3XYHpc4qVlNAMXbyqWKFVIDSQ831N9x4YS9MEATBjfy06po/pxdWnPN9szkIh8NBYVFxzWOq0OhaLYqE+nUJDOatmXczsc9AgiPDGR/Xj//NvIvY0MhWu2ZeWRmzvvyU7Ow8xmJkLEZOHMvjhrffI89y7t8znDssHGoPCD9TY6o02gt/gxeVsoMKTt9DyMgUSg78DV71Hrvm4B7C0BGNJxISGhQMxR+Hy8mmtJR6jwXoHdKJIC9fVkuFZGGlHAfJFHOUCibEJl7waxMEQXCnbRkWAowGNq1YRIBBR49KJZJGi8bY+vOKLgUalZrnpt7EvSOvpFPnTvTuFs3TE6/j1sFjWvW6byz/lbUpe+gne3MFJsxWiY/WLG3UYvzFxEdnQCFJNYmEUwqowkOpQu9x/jkgSakHcblkhuGHBgUKJHrgSRg6Vh88937rbApJ4vLeCeyljH2UYcHBUSrYJJUQHxaFuQXnsQmXBjFTQxAEhg0bzrBhrT+Uyel08tKLL/Dayy8TjpbRVN8YRqBD51SyePEiDh1KoVu36FaPpb248557uXHVSjZQSC+8sOBko7KE4MAgJlxxxXmPq6isXrzRnJWb1qBAlmVsVmuD105ITOSDjz/h0b89RIqleldnYICRH7+cTVBw8AW8KkEQBPfo5KNjZ2Yx8eG+AOjUSirt57YXMJmqdwJm5+ZhDGi4JdH5FCVvaxetiNzF6OnNTYNGtcm1kgtzeeOdZVQ47FxNGLqTHbnDZC3f2bL4Zc8B7jXo6x0WfqZTA8Kbqj0MCAcY2jWGrzau4Hd7PoNkXzQo2UUphXIVE3rX/2/Saq9Ce9b9g8fJxQlbI2aqKRUKnpp4Ha8s/ZkFxTnVj0kKru4zmLE94pv/ogRBENxsW4YFi0JPXLA3az9axogQE/nZFjIqXGiMYhd5S/FQqRjfsw/je/Zp9WsVlJfx1op57MnKYBQBdKf67zECHTZkftu2kZHRvVs9jvbCW6dnSOcYtqQexENWEIyWY1SyUypjfExfPFTnXya22e0oJQmVfPY9hITN0biZrNf1H0F+eSlrD+1l7cnHYsxhPDS29dufCxcfkdQQBKHNvPDcf3j91f9DkmXC0NX6XijVOwIOHzp0SSU1pkydynMvvMh/n3+O3bbqhZeukV359sc59Q78jojoRJfOXdiblkW4rEOJhBOZvZKFHtE9Gp2UuPGmm5k67So2rF+Hh4cHQ4YOw8PDo0VemyAIQmvadCCbgT2aPpDRhQJv/+qkem554z6AWVP3n7OLP2r0oHa1c/9iUdew8P3Zx3l+3xY0sgIjHjUJDQAtSoySBxmN+Ks834DwulpPNbdKo62GyOo9NDwzaSavL/+VeeXViQWtSs09QybQK6RTvccmdOrC/MIkSmQ7PlRXNe2lDCcyfcKjGnX9UL8A3pp5Nyk5xym1VtLNFCzaRgiCcFHwMfnSL1DFB/sPclWPHhzNr0QXFiqGhHdADqeTZ+d/S0FJMXB6zeGUEDQkl1x6Vbr3jJxApd3GqowjAEjAkM4x3NJAtUx8eBRfJa1kP2X0xhuo7jKRIVmZ3qlLo66tVir527ipXD9gJOkFuQR6+RBlFK2vheYRSQ1BENpEZWUlH7z7DnGyF8exchwrcSffCAGOU11Z0LVb6w8Ha28e/vujzLr9DrYmb8HHx5fEfv1QNDCITpIkXnvzTa69+ip+IodAh4pclYNKXHz4xhtN6mfu6enJZZdPuNCXIQiC0GZiQ3Tszqps0jG55TZMhuqkrenk3KAT2dlA7d152ujYWi2L/Af1P2fRW2gd5sH9yNmYfM7jP25Lwgs1XdGxg1IqcdYkNqw4yZer6Gw+3YdbHdKZ0p3b8I5PQBEQgjVlN9ro2HPOe6azk1Z1aW9VOdHmUN6/8a+k5BzH5nDQPSgUnbrhjQmT4wew/vB+fi7LJlzWYpVcnJCtXNm7H+H+gY2+viRJdA8Ku5CXIAiC0K5YFHqGdzexd/kcNB5qIq0qyrQeIqHRQW3NOMzxkkIuw8hy8jmOtaZSAyALGyE+za/Y7agMGi1PTbyOrOICskuKCfULaFTrpyijmct79mXZvu2kUokWBZlSJWZvP66Mbdp/I2ZvX9FuSrhgIqkhCEKbyM4+gaWigjBMGPFgBfmsIp8uGCikih2Kcq6cMPGSqtI4k5+fH+PGX9akY8aNv4w16zfywXvvknLgAEN79uQv991Pr96XTvmsIAhCYyiVCpzO00PB9Xo9Xl5e5Obm1nucPSu1Zje/4D5HC/IIkj2IwYvdlLGIHPrgA8AOStFpPJgxeCDkH6/z+FOJjVM68oDwsykVCmKCw5t0jJdWz8vXzGLJnq3sykzD38ODG3vEMbhzj1aKUhAEoWNQextINKt5+MN3uCGxB355aqp8xSyNjup4UQEaSUmUbCASC+sppBIn/nhwBAvpVPBQwjh3h+k2Ib4BhPgGNOmYu0dMoFdIBH+m7MFaVcWMiM5c0TsRg+b8szgEobWIpIYgCG3CbA5Cr9ORVWllAH5U4WIrJaRgQQKuu+4G3njrbXeH2Wh79+zh++++paSkmOHDRzLt6qvd0rYpNi6O9z/6uM2vKwiC0NGZTaaTlRp1845PaPbchZyNyWJXZwsK9zeyveAwWlnBJMyspYAV5Fd/z+DJB/fdjcnbG+t5khpw/uHg0LgB4S1VpVFmrWTVwV1kFuYT5OPHmB5x+LmhbZOXVseMfsOY0W9Ym19bEAShvUrsFcTe5XOoqKjg1sgIth1MJXK8eD/vqIJ9/LHJTvKpYgxG1lPIFopxAR4KJfcMm9Bh5mk4XS62HD3EjsxUPFQqhnftRTfz+e9tWoskSQzr1oth3Xq1+bUF4WwiqSEIFxmXy8WG9evIyc4hoV8iUVHtY4epXq/n7r/8lbf/9wbIEIKWbujZRRn3P/Q3/vvyK+4OsdE+/+xT/vbA/RiUanQo+fLzz/nw/feYv3gJnp6in7QgCEJHYDabyMnNq/latlla5Lxxowe16cDolpRVXEhq3gn8DV70CA5H0YRWhq1pZsIg/jy0n6Xk0gsvYvDCQgn+vl78MGocoeGNr1RobqKqPo39+z5WlM8zv31DubWSAEnDGqqYu20Dz06+wS0LE4IgCMJp2zIsTOqj493PPmJa7y6oT1Sg0OsaPlCgosrGrmNHkSSIC41E53H+2ZBtqX9kN4K9/Vhelk+C7E0UespxkoWVZ6feSI8O0kLR4XTy8pKf2ZZ5BH/JgypkFu7awg0DRjI9cai7wxMEtxFJDUG4iOzfv4/rrr6atKNpNY/dfOutvP3u+6hU7v/P/d//eQ6Ajz94n+2VpRj0eh6573Ge+fez7g2sCXJzcvj73x6ih2xgqMMfJRLZWFm8dSvvv/sOj//zCXeHKAiCcElKPlJAvy4Nl9CXWu34apWYgkI4ceIEAApjOK78zAaPNY8eVOcQ6Y7O7nDw1or5bEg9UPNYuG8AT068rl30O+4VHMZ/J8/grVVLWVpWnYga2rkr/5k8DVVm7b+3wqQt+A/qX+/5zmw9dWaVRmsPCP9kzTIkm53rCcEgq7DiZIkjj/dWLeR/193VpHlYgiAIQsvZlmHBotAj5aVx/EQ2I8xB5ObZ3B1Wh/D7vu18tnY5VS4nAFqVmr+Onsiwrj3dHBmolEqenXID7/+5mNXHqtdIzF4+PDFscodJaACsPLiL7ZlHmEAgnWQ9LmSSKea7zasZ1Lk7YX6iRZpwaXL/KqcgCBesoqKCZ556kk8/+hCXLOOFkn74UoXMt199Rbdu0Tz890fdHSYqlYrnX/wv/3zyKbKzTxAcHIJer3d3WE2ydOkSnA4HA/FFSfXiQxBaIl1a5v70k0hqCIIguEHPQE/25ZU3/ERJAlkGwGw2k3JgfytH1v6tOribL9Ytp7zKhgqJHnjSCR3rSop4ddkvvDr99jZfbN+1Kom40YNqPTa8S3eGdo7m4Pr1dB8xEH+DAYDyM5Ia2s4xWFNP/52eGhZ+5tfNUV/rqcZWaVRU2didlc4I/DGc/AimRUlf2ZtlRXlklxYRfAkOKxUEQWgPLAo9PiZfsg9sQaNWYSyTSbdZ0RjFYvH5pBfk8v6fizmUmwVUd2JIxJt9jnLe/GMenY3mJs9raA2BXj78e/L1FFdYsDnsBHr5tJtK1MZKOnKAULR0onrtRIFEIr7slcrZlJYikhrCJUvh7gAEQbhwd9x6C198/DF9ZG/GYMQXNasowAcV3WQDn3/cvmYuGAwGunTp2uESGgDyycUwqH0jJNX6niAIgtBSEiIMbNiZ1vATm8gcFER2PTM1LgVrD+3lnZULCKxSMBYjvfBiH2UcoYIhsh+p+TkcLah/mHpLq6/iQSFJBGn1NQmNU+oa7n2+Ae8tPSAcGlelceoe4exlFKnm+82+vCAIgnABtmVUt5+M625i1/oVJIabUUtKNEajmI91HkUV5Tzz2zfk5eYxHH+G4kcZDlZRwBD80aBg5YHd7g6zFl+9AbO3b4dLaADIyEjn3EEASGINQrikiaSGIHRwB/bvZ+HCBQxz+dIfX7ph4ApMmNGwgxJ8UJGfn+/uMC8al18+AYVSSTLFuKi+gcjDRprCyrRrrnFzdIIgCMIpflo1+3NKz/t9s9lMQWEhdru9DaNqX35OXkckOsYTSFcMDMKPgfhxkHI8Tn54LqlsmVkjreVCWoG15YBwg0ZLr+AIdkvlVFLdoqMKFzsoI8w3gGAfvxa5jiAIgtB0YdFBJJpVrFmzhtGmQI4WVoqERj1+37cdm72KKZjpiRe98WYyZiw4SaMCT1Tt/v6hIxkY1Z1jVHKMSqA6ybGDEqpkJwOiot0cnSC4j0hqCEIHt3/fPgA6cXqImYREBFoKsJOqtDJoyJBGnauqqkpk+hsQFBzMy//3Knso40dVDr8pc/mVbHrFxnLfAw+6OzxBEAQB2JlZXOvr9MKKc55jNpsByMk7nfhXhUYjlxe2amzthSzLZBYXEI6u1u6/CHTIwD7KUSkUdDYGNXgup8uF0+VqxWgvXOnObS1epbFrVVKTFr3uHH4Zdg8F30lZzJdy+FbKokjl5C+jrhTzNARBENzEotATHujJ2u8+RKNUMFDSgUIsldUnvSAPk6xBh7LmMS9U+KEmCyv5so0ewQ3PrJBlGYfT2ZqhXhTGxsTTO6QTi8hlrpTNj9IJkilheuJQIvwD3R2eILiNmKkhCB1cp8hIALKx1fRYPPW1C5lShZMnn/lXvef49ZdfePG5ZzmYkkKAvz9/uf8B/v7Y4+1iuHh7dO9f72PAwEF8983XlJSUMHzkSGZcNxOtVtuo43/56SdeffklDqYcJDKiEw888gi33X6HWNAQBEFoAZ18dKSXVNZ8rVMrqbSf+4HZ+2T/4Zy8fMJCgpt1rajRg1p0N39bkiSJQIM3ORYbPfGqeTyH6sGoh7Awvc8QvHXnbxWZVVzAl+tXsDXjCApJYlDn7tw6ZCxGT+9Wi9uvXwJpq5KIOmvmxpnOHhZe1yyNxlRptLROASbemnkPf+zfQWZRPsO8fRnfs2+jf17HivL5JulPdmQeQa1UMSK6NzcMGIlB07j7D0EQBOFcam8DsZ5VPPTph/xtVCKOozYUWo27w2rXzN6+7JAOYZddqE/ula7ESQl2SnAQ7mesd1B4lcPBD1vW8Pve7VjsNjoHmLlh0CgSIrq01UvoUNRKFc9MmklS6gG2ZaSiUakY1q0XvUIiGnW8zWFnTvI6Vu7fgaWqil4hEdw4cBRdTc27/xWE9kKsWApCB9c3IYEB/QewdtsOrE4XPqg5RDmZWImPj+etd98nsd/5dxH+Nncut9x0A50kPSMJIL+wiv8+/xx5ebm89sabbfdCOpiExEQSEhObfNy333zNvXfdSYSkZ6DsRXZaNg/dfx8lxcXtYpi7IAhCRxEbomPTgWwG9mi4kuBsLhSYTlVqlNoafL7/oP4UJm05ZyG8o5vcZwCfr/8DHUqi0JNPFZsoQq/24NYh4xgXE3/eY4srLDz161dgczAIX1yyzI7UQxzKyeLNmXehVXtcUGx1DQtvjLqGhcP5Z2zUpyUGhJ/NV29geuLQJh+XX17Kk3O/Qml30kf2osrpYuXeHRzKPs5L18xCKXYVC4IgNNm2DAsBXQNJ3bAYD6WCy60elCqcaIz+7g6tXbusZ18W7drCUjmPvnjjArZQjAyM69mHGweOQqNSn/f4t1fMZ1PqQXrhhS8GDheU8OKiOTw75XpiQyPb6mV0KCqlkmHdejGsW68mHSfLMq8tm8vOzFR6yJ54ouXQ8eM8/dvXvHLNLDoFmFopYkFofeLuVxA6OEmS+OHnXxgyZhR/UsA8sjnmpeDl/3uVdUmb601oALz0/HNESHoul430wJNh+NNP9uGzjz8hL7dth4Ne7FwuFy88+yydMTBBNtIbb8bJRnrjxWsvv0xlZWXDJxEEQRCaLbf8dALDGFhdrp9Tx3udNjoWV0FWm8XlLhNj+zOj3zAOKCv5jWzWU0T/zt356Ob7Gd+zT70VhH/s30GFzcYU2Uwc3vTBh8myibzyEtYc2ntBcTWnj3l9w8LPTGjU1XqquVUabdlvffHuZBx2O9NkM33xYSB+XC4bOZyfzbaMI20WhyAIwsUmKtibDav+YIA5AL1OR0ZF+26n2B4E+fjx1MQZOL00LCKXJeSi9fXipatnce/IK/DS6s577PGiAjakHmAY/gzGjxi8mIiJQMmDn5PXt+GruDQczjvB1owjjJIDGIo/8XgzVTajdUn8un2ju8MThAsiKjUEoQ04HA727N6Nh4cHMT17tniboUCTibnzF5B1/Dj5+fl0i45Gpzv/jcQpLpeLfQf2Mxz/Wv20o9Cz2VnMgQP7CTSJzH1LKSws5NjxY4zHWOvn3Rk9e8pzSEtNpWevpu28aKzkLVuY99uvuFwurpw4iSFDh4p2V4IgXFKUSgVO5+mFCrVajTEggOzsnPMe4x2fUGsWgztklxRRZq0kwj8Qjfr8ux6bQ5IkZvYfwdQ+gzhRXIifwRM/vWejjk3Lz8Eke6A/o5+2D2r8FRrS8s//M20Nnr1jKd+zu87v1fV315iKm/bWUuxQznFCZA3aM37ewWgxKFQcyT1B/8hurXLdoopy/jy4mwJLGZ2NQQztGlPv7ltBEISOYluGBa/AIMK9VXy6eTP3RUaSk1WOxmi8KIaEl9sqySouxOjpjb/Bq+EDmiguLIr3bvwrx4ryUUgSob4Bjfp8ebSg+h4h6oyZoAokImQtB9r4/uFScDj3BBLVazynqFEQIWs5nNN6G3jsTgdJqQdJyTmOj87AqO6xrdqeVLg0iaSGILSyhQvm8/D995OdW/0GHd0tmk+++LJZrYsaEhIaSkhoaKOfr1AoCDIHkZdTXuvx3JP9tEPDGh7uJTSet7c3ep2Ogko7Zy6xFGBHISlaLYH0r6ef4n+vv4anSoMCePvN/3HbHXfy1jvvisSGIAiXNJPJVGelRnuQX17K/5b/xv6cYwDo1R5cP2AkE+P6N3Bk0+nUHnQObFobL6OXNzslBw5ZRnUyUW/DSYlsJ9DLp8VjbAnuGhDeEgI8vdkt5SDLcs3GCAsOKlwO/AyNS0Q11Z7j6by4eA5OpxNvSc1iVzJzt23ghWk34dvI5JcgCEJ7ZVHo8QvQ48g6hN3hIMymJN1qRWPs2L/fnC4XX21cweLdyThlGQkY3LkH942eiM6jZWeFKCSpyYOqjZ7V9wi5VBF+RmIjHzumdnr/0JEFGLyQgSLsBHC6NWghdvw9/VrlmuW2Sv4971vSCnLxU3hgkR3MSV7H45dfTb9W2oQhXJpE+ylBaCVVVVU8eN9fuWHGtWTn5uCLiv74UJyayZQrr6CwsNDdIQJw34MPcpBykimmgCoOUs4mZSnjx19G585iUFdL8vDwYNbtd7BbUc4+yijDQQrlbFWWMe2qqwgMbNoNYWMkbdzI/15/jQH4cr3DzEyHmeH488Vnn/L78mUtfj1BEISOxGw2kZNTvelAYQxHtlkaPmb0oPNWBZwSN3oQORuTmx1XUupBHvj2Q/bnHEODghg86WRX89n639l45ECzz9uSLovpS5XkYjl5ZGPlOFaWkY9KqWR099iGT3ABTg0Lr8/ZCYxTGjMgvL1VaQBc3iuBIrmKPymgiCqysfK7lI9eral3GGtzOV0u3vpjPgFOJTfJIVzrCuJagikuLeWbpD9b/HqCIAjuEGX25sCKXwjx86aTh67DV2lklxbxyJxPWLBrCy5ZJgwt/fEhOe0Q761a5O7wAIg2h9DFGMQaqZAjWCigio0UcpSKVtm4canrG9EFo8GLlVIBx6ikGDsbKCQLK1f0bp1/63OS15FVWMBVBDHDFcyNciihLg/eXrEAm8PeKtcULk0iqSEIreS+e+9h9uef0wsvhuOPDiXJlBDnNFBeVsZPP/7g7hABePBvD/Pgw4+wW13Bz5zgTwoYPm4sn345292hXZT+88KLXHXttayTiviO46yiAO8Af2QJli9biizLLXq9336di7dKQx+8USAhIRGDJwEqLXN/+aVFryUIguBuyUcKGvW8Umv1B6pAczDZOe2r1cHmtBT+b9kvBLhUDMefLug5QDkSEqGSlgU7N7s7RABC/QJ4fMJ0ynUK5pHDQnJweWp4ZtLMRrewai2tOdC9uQPCL1RMcDh/HXUlmWo7czjBPHIoVrroZDTxZ8puKu1VLXq9w7lZFFSU0V/2RXOy5ZU/HsTIBtYf3tei1xIEQXCHoM4mYn0c/PTTT9wxqDeZRdYOndAos1bw1NyvKCwqZiC+9MeXIuzsx0Ki7M3G1AMUWsrcHSaSJPHEldfSKSiYP8jnZ05wUFnJDQNGMqqVN0VcitRKJc9Mmonex4tF5PIjWeylnDC/AA7kHONESctvtl1/aB/Rsh4T1ZVBHigYiC/lVVb2Hs9o8esJly7RfkoQWkFaWio/fP8dw/GnJ9X9K3vgyTyy2UcZ3ioN6enpbo6ymkKh4IX/vsQjjz7Ggf37CQ0LpVOnSHeH1WhlZWX87/XX+GXOHJwOB5OmTePRx/+B8f/bu+/wOMp77ePfmdVKWvWyRVa1XISxLdu4IQPGGEyxwaHXkOQkIQkpJydv3nNS3pxUTnLISS8nCQmENAihEzoYG1NsA0Lulqtky0bSrnpZ1d2d9w/ZMsZFXauV7s91cV27szPP3Aa8Gs1vnufndIY72inFxsZy35/+zL9/5avceuMNlJeXYa9p5vUnn+WJxx7jS1/+v9z1/R8M2/mCgQA2TlxiysDAZhkEA4FhO4+IyEianxvPhq3lnDc3/7T7zHQlsKum9bSf9zIMOFpA9ng8bH538DMqRsLDxa+TRSxX4u5dZiiJKN6mkbOtBKpbGsMb8H0W5k3j9x/9V8pqqjFNk3ynB3OYljX0LFnItnWbmLO8qN/HeNdtwnOa/es3vXNCsaN67UZeMyweuPd3VDU1MSsriysd6cxI6nsphnDd9Fpx9jwumDaTe157gfV7dxAfNGiqquH+qiO8smsLd13zEeJjYoflXMFQT/8Z2we2R2EQtKyeZbC0hKWIRKiSCj9zlk5l02P3EWe3cUGzwU4i+zvtldJtNLe3cSuZxB+91TeFOP5BJe0EsYC61pYR6a8xUGnxidx1zUeobKynqd1PXrqbuGFeGmskHarz8ei7b7K76jDJjngumz2fS8+eN2Z/LuakufjFLZ/mld1bufe1FzEtMBvaWNNYwos7SvjmVbcwKzN32M4XDIWwfeAK4tg9iUAoOGznEdFMDZERsH1bz7IUk9/XjMnEIJ84auiiobud5JQUvvOtb/L/vvZV1r+6btif0B+otLQ0zjv//IgqaHR3d7P6isv5xY9+RHS5j4TDDdz3m99y6UXLaGkJ/1MoZ/LC889x8GA511gerrLcXBd0s5gUfv7Tn7C7tHTYznPFqlU0BDrYx/ElVQ7Shi/YzspVVw7beUREIpHH48FXM7Z6ahys8zEZR29BA3qaO4aAw3SSnerk6a1vc98bL7GmdAsdw/yE/kDZTJPpnkymujKGraAxGB9cRqovf927m688/gj1VXVk+g227Svjq1s3cDAj7bTHhGuWxvs1tvl5be8OFpDMDVYGV+HhOjI40lDHs9tPveTWYEz3ZJIYE8tmmo/eCoM2gpQafhZOnjZmb9yIiPRXRmyQf/zlj9w8fTIJ9mjMOEffB41h5bXVeIyY3oIGQDJ20onmCO3YDIMjjbXc98bLPFz8Bt7mxvCFPSozJY2zJ+VEVEGjvNbL1x77EzvK9pPTZhKqa+F365/n/g1rwh3tjAzD4IUd75JiRXGrlclK3NxqTSI9GMXv1z8/rPejFucXsNdoo4WehyhDWLxLEzFRdgqz8obtPCIqaoiMgOyjDbZrOfFGg49OQkBqair/9d3v8Luf/Zw//+9vuWrlFdzx8Y8ROvpUnPTPP598kndL3mVlyMUy0rmANK4OuigrO8Df/jI8y2d1d3ezfds2DhzYPyzjHfPcM8+QG4rFdXRKpoHBHJKINqN44fnnhu08F1+ygptuuYV11PGEzceTpo8XqWHlylVcfe21w3YeEZGxKDXWTqm3+bSfezIyaGpqpr2944TtVmv4+l6lxyVS84Hrh2Pvm+lmj/c9/rLhFTbu3M5vX32OLz30e2pamsIRNWJ8sL/GgZde477SnRSSyCrLzbmkcq2VgZNo7nlj7RnHGsgsjermBsprvXQHh++pxHcr9mNgMJek3sJXOtFMtmJ5u2zvsJ3HbovizmWrOGS083ejkmfx8nejEjPGzkeLLh6284iIjLaSCj9+Mw6zYiv+9nZWOlLw1XQSM0Zn+vdXekISDXQT4Pg9hS5CNNJNLd0kO+L51dpneHPnVp4ofpPPP/hbLSc4CA+/8zqOkMn1VgbnksrluFhMCs9uK6a29fTXnAPR0tHOgZpqWjrahmU8gMa2VspqvRRaiUQfvRVsx6SQRA431g3rteTNiy4kPq5nltAzeHnIqGIffu5YetmwN6uXiU3LT4mMgHPmz2fBggW8sWU7RcEQKdjZh59y2pkx42x27y5lHkksCqRgAPvw8/A//sGqK1dz/Y03hjt+xNjw5hukRznICBz/wZiCnUlGLBvefJPPfv4LQxr/8Ucf5Stf/j94jz7FO3/+Av5w//0UFJw1pHGhp2l40ADe90BEEIsQIaKjo4c8/jGGYfCH++7nQ1dfy1NPPE4oFOLKq1Zz7fXXY7N9cFEJEZHxyWG3cai+jezkE5fmcbvdAHhrapmS0LMcQ1RWAYH3hu/m8EBdOXcRf97wColEMZU4aunmTeqJtdlJiI3FbOviCrJwhGw00s1z/hr++MbLfHXlDWHLHC7l6zaRf4blqeo3vUNaUU/T0fcvPbW3sZGOUJAZHO/9YcNgOvG8WXWEkGUNadZJdXMDv1zzT3Z73wMgOdbBx85bMSxrhUeZNiwsQpz4RGUAiB7mn+tLps7gJymf5OXSLdS2NrPUlcGlZ59DSlz8sJ5HRGQ0+c04kt0p7N+2lry0JKzaLio6IMYZ3n5QQ7Xi7Hk8s+1tXrJqmU8yFhbv0EgQi7M8WRzwVbEaD5mhWLoJsZ46fr32GeblTBm2pQsngl1VFUy3HNjf94z4DBJ4m0b2VB/BOW3moMcOBIPcv2ENL+/aTCAUwmaYXDxjDncsvQy7bWi3b21mzzVC4KTrh573UcN4DZGekMhPbv4ka3ZtZY/3CCmOeFbMnMdU16RhO4cIaKaGyIgwDIO/P/woc85dzMvU8ghVlEZ38h9f/RrXXHcdDpudhaT0Nm4uIIEM08ETj6tx80CkO534rcAJT6OEsGg1Q6Q704c09lubNvHxj36EuJpWVuPhUlwc3LqT1ZdfTkdHR98D9OH6m27isNVGGW1YWASxeIsGLOBDV18z5PHfzzRNrr7mGv7457/wp7/+jRtvvpmoKNW0RWR8eGt39Unb8pIdbD3c2OexSWk9T2VWt3YRCnYPOkNDccmgj/2gq+Ys5kNzz2Wr2cLDVLGWWgoyc/jPq26m1t/CAisZx9F1ilOwM9tK4J1D+4Z1NkAkSF04/4yfHytifHCWhnfdJlJieh6GaObE3lLNBEiIiT1lQWPbuk39mqURCAb57j8fpMrnYwVOPoQHZ4fBL9c+zfb3DvZ5fF8W5xdgGiYbaSBACAuLQ7RxiDYumD74Gymnk5fu5o4LLuNrV9zAjQsuUEFDRCJaSUXPkryFBS7eWPM8C51pHKxvJ8bpjOgm4dCzlNNXr7iBVofJU1TzT7x0xUXzrdW30trRzlTLQSY9xQs7JktIpTMYYPPhsjAnjyyJsXG9yyodc+x6Iik27lSH9NuDb6/nxR0lnBNK4loyWGglsbZ0K/e/OfSlrRJjHRRm5rHVaO7N30qALUYzZ7mzhr3XSkKMg2vOKeKrV9zAZ5atVEFDRoTuaomMkEmZmbzwyivs3bsHn8/HrFmzSU1N5Xvf+TamYZxUUbRZPUsdSf/dcttt/M/d/8166jn3aJHoXRppCnRy+0c+NqSx7/ntb0ixRbMi4MQ8urxDWtDOP6orefqpp7jx5puHNP5HPvoxXnr+eZ599hmSo2LotEJ0hgL89Ge/IDsnZ0hji4hMFIWZDrZXtg/q2BAmrqMzNXxeH8yccsb904oWndRsGiB/eRHlw9hrwTQMPnbeJVw3fwkV9bWkxScwKTmN8lov0NOo+f1sGISONm4ebwbTLPxUPvjfrHDJ+czeuZ23qn3EWiZOoimnjV1GKzfNPndI53q3Yj/eliauZxJOemZeZhBDk+Hl2W3vUJg1eUjjp8YlcOdFK/nNuuc4aHQQg0mz1c05OVO4fNaCIY0tIjLe+c04sgsyyKeGA+WHuHP2bDCtiC9oHLMgbxr3fOQLHKipxjQMprgysJnm0cbNJ18/QE9TZ+m/S2eew182voKHGAqIp5Fu3jAacMcnM3MIzba7AgGe3/4uc0lkPskAuIkhhMUrpVu5vWj5kHuPfGbZSr755F/5e/t7pJjRNIa6SIqJ43PLVw1pXJFwUVFDZIQVFJx1wnJFV6xcxY9+eDe7aGUWPdXwSjqotNr52pVq3DwQU6ZM5b77/8xnP/0pHujoWeIh2m7nZz/+JQsXLRrS2OUHDuAM2HoLGtDzRKzDZufgwfIhjQ1gt9t58OFHeHXdWta8/DIJCQnccNNNw7K0lYiInJrNZuJr7cQd33OzOT3diWmaVHtPbhYeW1BIx97tox2xV2JsHLPe98txbpoLZ3wiW/zNuIkhCoMOguw0WpmTOZlozcADemZieI4WQWKnnE1HWelJ+xiGwU9uuJk7H/wLT9V5e7cvzT+LO85bftL+A2kQ7mtuIsowSbfsx8+HgduyU93UMJA/ymldMmMuMyfl8Pq+nbR1dTEnazLzcqeEtVG7iEikWDYzg2fu+gw5zhRy221UxY6vJXmjbDbOysg6YduiKQW8tO1dCq1uUrBjHW3cbDNM5mbnhylpZLpqziIO19ewds823qCnB5srLomvr7oRmzn4xXCaO9roDHbjIeWE7R5i6A410djWOuSiRmZKGr++7U5e37+LIw21ZCansXT6LC0/JhFLv/2IjLJFixfziTs+xR/v/QN7bG1EWQZVoXaWLr2QW2/7cLjjRZzrb7yRFZddxto1awgEAly8YgXp6UNbegpg9pw5PLZ1O4FAiKij82q8dNIe7GbmrFlDHh96loW6+JIVXHzJimEZT0REBsZms+FyufD5Ti5qHJM0dz7NW0uwZ555JsdIs5kmdy5bxd0vPMLfrUrSrCh8Rhd2u52Pn6+fIwAJswtp3XFiIer9szS86zaRMLunr0V2ahr//NwX+eeTz1Hb2c68xUVMc3lOO3Z/n+LNTXcRsEJU0knW0WU+gli8Z3Qy15k30D/SaU1KTuOmhUuHbTwRkYnAnhRPaN8m1q1bx/+uOA97RRcxzrRwxxpx159zHsXl+3ikuYpJxNBqBGmyuvnEeSu0rOAA2UyTL1x8FdfNX8IebyXJjjjmZucPqaABkOKIJzEmlorOdvI4voxVBe047NGkJyQNNToAjugYLpt5zrCMJRJuKmqIjDLDMPj5L3/F5VdcweOPPkpnZyeXr1zJTTffMqwNoieS5ORkrr3++mEd8/P/+kUeevABngnVMCMUTwdBdtjamHXWLC6/YuWwnktERMLH43FTVX1yX46hmrO8qN99GPprft5UfnrTHby0azO+5iaWpLu4fNb8YV8HeaIwDZO5Kc4++3MMRGHWZKa5JrGm1sccK5E4bOymFb8R5ENzh7a0lYiIDF5JhZ/0aS7WP/lr5ud4mNcdzVv1TTiG1gYhIiQ54vjRjZ/gldKt7KqqIDE2jotnzGFGRna4o0WszJR0MlOG/jDlMVE2G9fOP4+/bFxLEItsHFTSwW5auXneUmKi7H0PIjLBqKghEgaGYbDqyqtYdeVV4Y4ipzHj7LN5+vkX+fpX/oP1xe8QFRXFtdddzw9/9GM12RYRGUfcLjfV3p4liExnDqHaw30e41ledMJT/6MpO9XJJ86/dNTPOxalLpxP+bpN5Pej54Z3kH1PBlqYMg2Db151C/e/uYY39u8iEAoy1ZnB5867hCmujEFlEBGRoTnWIHzZ2U6+/43XuM3lwlvVihkbM276afQlLjqG1XMXs3ru4nBHkdO4eu652AyTJzdvZE97LcmxDm6ft5yr5w2tt5jIeKU7cyIip1G0ZAnrXn+D1tZW7HY7MTFDW8NSRERGXvGBOhZO7fvJueaOblJibXgmZbJ/755RSCaDNRzNwoGTilDl6zYN6yyNYxJjHXzxktV89qJVBIIBHENcA1tERIYuKiOT7sq9tPr9TE3NoiIQIsbpDHcskV6GYbB67mKunLOI9q5OYu3RQ17WSmQ8098OEZE+JCQkqKAhIhJm83Pj2bC1/Iz7zHQl9G+w9zVU9ng8eH3eM+ws4TSYJ2gHOyvjgwbSIPxU7DabChoiImOA34wjMSWW+tJikuJisfkNYpzOCTNLQyKLaRjEx8SqoCHSB/0NEREREZEJy+Px4PX6sCwr3FFkGJxqSbBTLRVW3s+ChW54iYhEtpIKP/akeC6YmsyD9/+ey8+ajGkY+n4XEYlwKmqIyITX3d1NeXkZzc3N4Y4iIiLDLDXWTqn39N/vLreH9vZ2Wv3+E7ZbrfUjHU3C7ExLT/V3lkZdawv1/pbhiiQiIiNgYeEkyp+7n6amJj49PR9MW7gjyQTn7+zA29xIIBgMdxSRiKWeGiIyod3z29/w3/91F3X19dij7Nx822386Cc/JSGhn0uYiIjImJSX7GDr4Ubm5qQA4LDbOFTfRnZy7An7eTI8AFT7akhOTgUgKquAwHt7B3S+huKSEenPIH07U7PwoSxFdaanePf7qvjd+ucoq+1ZumyaaxKfvWgV+U7PoM8nIiLDz2/GkZ1gcvf9f+BTSwppKanGjNXSgBIebV2d3Pv6i7y+bxdBK0RKbBy3nLuMy2aeE+5oIhFHMzVEZMJ64G9/5d+//H9w1XexCjcLAvE8/MADfPoTHw93NBERGYC3dlcP6rgQJinpLgCqmzsJBbsHNc7pbqjLyDtVISlhdiHedZt6CxrD3SC83t/Ct//5AC11jazAySU4aayt41tP/Y3GNn/fA4iIyKgoqej5Tu7as4GWVj9L26MwYhxqEC5h89OXnmDDvl0stpJZhRt3h8Hv1j/PG/t2hjuaSMRRUUNEJqyf/+hH5BvxLCOdHBzMJZklwWSefvqflJUdCHc8ERHph8JMx5COd7t7nqz3+mpO+iy2oJBQXWXv+7SiRXSUlQ7pfDJwniULB9y0O2F2Ye8/A9XXudaUbiEYCHCl5WIq8UwjnlWWm87uLtbu2Tbg84mIyMjJLshg64b1zMl0Ya8PcKipI9yRZII60lBLyeEyllppzCGJHBxcdPRexJObBz+zVGSiUlFDRCasA2VlZFrRJ2zLomdZkgP794cjkoiIjDCbzcTX2tn7Pik5mZiYGKqqzzzbo7uybKSjySgYjgbhlY31pBNNDMfXZHdgI41oqhrVi0VEZCwoqfDjN+PIcSWwrXgjc1KSONjYSYzTqSbhEhaVR68RMjm+FKqBQSYxvKfrB5EBU1FDRCasaVOnUml0nbDtPdp7Pps+PRyRRERklBmGgcfjxuf1nXafpLnqlTGeDLVBeGZKOrV00cHx5p7tBKmni6yU9GHJKCIiQ5fsTiGvu5KygxXMMR2YsTEqaEjYZKakAcfvOQBYWFTSSdbRz0Sk/1TUEJEJ68tf/Srllp911FJBO5tpYqPZzDXXXEt+/pRwxxMRkVHicXv6nKkxGHOWF+HdWDzs48rJ+jMDYzhmaQCsOHse9qgonjVq2I+ffbTyrOHDER3DxTPm9OscIiIysrpSXKw+P5/iJ/9EniuN/PYo9dKQsMpOdbIgdypvGA1soYkK2llLHYdp57oF54U7nkjEUVFDRCasW269jZ//8lc0OuN4Hh9b7H5u/dhH+d2994U7moiIjCK320X10ZkapjMHq7PvZs+e5UW07tg+0tGkHwbS9HsoDcKPSYtP4LtX306qM41XqGUtdThdLr579e0kOeKGPL6IiAxdujMep/8wjz76KB+dlovN0O0vCb8vX3oNFxTM5l2zmefxUeeAz120ivOmnh3uaCIRJyrcAUREwumTn/o0H/v4J6iqrCQ1LY2EhIRwRxIRkSGY6Uqg+EAdC6f2sQyQYdDc0U1KrA33pExKit8ZnYAyKMeahc9ZXjRi59i2blO/lyWZ6srghzd8nIa2VgwgJU7XDyIiY8lkTyIP/vLrTHGmsMKexLuNdUy+VEtPSXg5omP4wsVX8ckLLqW1s4O0+ERspgpuIoOhvzkiMuFFRUWRk5urgoaIyBg3PzeeDVvLh31cjycDn69m2MeVsaN83aZhmaXxQalxCSpoiIiMMSUVfjLjDdasWcPtBfnUVbdhxsaEO5ZIL0d0DK7EZBU0RIZAMzVEREbRhjff5Cf/80O2bdlCbl4en/vXL3L9jTeGO5aIyLiWGmun1NvM5LT4U37u8XioqakhFAph2kY5nIwJ/WkQHk6Nba08WrKBd8r2EmWzcf70mVx7zhIc9uhwRxMRGVNKKvz4zTg6j+wiFArhOtJBRcihfhoyIYUsixd3vsvLO7fQ3NHG2ZNyuHHhBeSmucIdTWTIVBIUERkla19Zw6rLVrD5lfVM8rVT9e4O/uWjt/OrX/w83NFERCaMQ/VtJ21zuz0EAgHqGxp7t0VlFWC11o9iMhmq0zUCH64G4eHi7+zg64//mbU7NuPxWyQ3d/NkyUa+9/TfCYZC4Y4nIjKm+M04sgsyOPTOq2QmJ9DVEiLG6Ryz3/EiI+kPr73Ava+/hFnfSm6byY6y/XztsT9RUa8ZyhL5VNQQERkl3/7GN/AQwzVBN4tJZVXIxSwS+cFd38Pv77sprYiInN5bu6tP2paX7GDr4cbe9w77qadheDweAKqHuARVQ3HJkI6XwetraakzfT7WZ2m8vGsLtS3NXGN5OJ80lpHOSsvFHu97vHNwb7jjiYiMGSUVfjKmuDl/ehovPf0El+VMwjBMFTRkQqpubuClXZspIpVLcXEuqVxvZRAThEeK3wh3PJEhU1FDRGQUdHZ2smXrFqaHHJgYvdvPIp5Wv5+dO3aEMZ2ISGQrzHQM+tgQJklpPUtS+Fq7CQW7z7h/WtEiOspKT9qeP4INrOW4kSpAjOUbXqXVh8kkhmTsvdsyiSXZtFNadSSMyURExp78SUmUPfJzmpqaWBGbDOpZIBPUnur3sIAZHO/9Zcck33JQWlkRvmAiw0Q9NUTGoGAwyAvPP8drr75KQmIiN91yC2edNSPcsWQI7HY7CfHxNPkDJ2xvpud9ujM9HLFERCYsX2sn7viefgQutxuAqupqYPYJ+8UWFNKxd/toxxu0ivoa3ti3k/bububm5DM/dyqmYfR9YATwLFmId2PxgI4ZqQbhoykpNo59RgjLsjCOPhjRRYg2K0iSIy7M6URExg6/GcdcKrnz3nv5+rlziWtADcL7qbWznfV7d1DZWE92ajoXTp9NfExsuGPJECTG9jz000wAJ8d7cDUTIMmRcLrDRCKGihoiY0xnZyc3XXcta9e+QmpULB1WkB/98G5+/qtf84lP3hHueDJIpmnysY9/gj/85jekh6LJw0ENXbxta2HJ4vOYOnVauCOKiEwYNptJMHi8F0F8fDwJCQn4fL7THpM0dz7NW0uwZ04ZjYiD8tz2Yu594yUcRhTRhsmz299hQe5UvnLFDdht6oB+KmN96SmAi2fM4ZXdW3mTBuaTTIAQm2jEMmBZwey+BxARmQBKKvxkTJvMmifvZaozhQW1Jgeb2nFkZ4U72ph3qM7Ht596gNbODlLNaF4MdfHIO2/wvWtuJztVDdYj1dzsfJzxibzWVs+FVhpJRLGHVspp445ZF4Q7nsiQqaghMsbc+/t7eHXdOlbiJjfgIIjFm9Tz5X/7IitXrmJSZma4I8ogfeu73+PA/v288MLzvdtmnjWTP/75L4Mes62tjScef4y9e/Ywddo0rr/hRuLj44cjrojIhOJxu6n2esMdY9B8LU3c98bLzCKRJVYqpgWHaOeligO8UrqFK2YvCHfEURfpDcKPOXtSDp+84FL+vOEVdoZaAHBE2fnyJdfiTEga1JiWZbGrqoKth8uJtUdz/rSZeJJShjG1iMjoKanw4zfjKPQk8M9XX2ZpbAIVTV04srPG/Hf8WPDbV58jqivIbWQSH4qilQDPdtZwz/rnueuaj4Q7ngySzTT5+qqb+MGzD/NYWxUABnDpzHO4fNbgrwt9LU28sX8X7V2dzMmazOysPIxxMitYIouKGiJjzGOPPEyeFUsuPVMFbRicSyp7Qn6efeZp7vj0Z8KcUAYrLi6OR554ku3btrF9+zZyc3M5/4Klg74AKC8vY9Wll/Lee0dItsfS1N3Bf3372zz78stMn14wzOlFRMY3t9uN932Nwq1Of7+Oa92xnYTZhaf9fM7yIrat2zTiN1XeLt+DCZxLCrajSxRNJo4cHLy5v3TCFDXK1206ob9JJDcIf78rCxdxwbSZbDtykCjTxrzcKTjs0X0feArBUIifvfwUG8pKiTei6CbEg2+v57PLVnHJ2XOHObmIyOhIdqeQW7+dyiovc7MKVNDop3p/C3t9lVyCk/ijtwgTiGKelcirVYdpbm/TUocRLN/p4be3f45t7x2kub2NGRnZZCSnDnq89Xt38Ku1T2PDIBqTx0o2sHjydP79suuI0qxgGWUqaoiMMYHuQO/NiGNMwMAgEAic+iCJKIVz5lA4Z86Qx/m3z3+eluoabiKTlG47TXTzYm09n//MZ3hp7bphSCoiMnG4MyZRXVUNgOnMIVR7uM9jPMuL8I6RG+PBkIVpGJjWB68hDEKh0GmOikzb1m1izikas6cunE9DcQkwfmZpvF+yI56l02cNeZy1u7exsayUS3Ay1YojgMUGGvjt+ueYlzOF9ITEYUgrIjJ6ulJcfPGKs/juR7/ERbOnEVup5uD9FTx6jWB+4B7EsXsSIWt8XUNMRFE2G/Nzpw55nMY2P/+77hmmWnEsJY0oDMppY83BfbxcupmVsyPnmkrGB33Ti4wxV119NYfMDmrpAsDCYjNNhLC4fOXKMKeTsaK+vp5169YyLxhPCnYAkrEzLxjPxo0bqK6qCnNCEZGRMT83ng1by8+4z0xXAsUH6voezDBo7ugGwOPx4Ks5fU+NsW5h3jS6rRBbaMLCAsBHJxW0s2jK+Jm9N5AiRKQ3CB8pb+zbSTYOphGPgYEdkyWkYliwqWx3uOOJiAxYujOeXS/9g9LSUm6zJwJGRBWtw8mZkERuqpNtNNNNTwGjixDbjBamOjNIiVNDaenx9sG9BEMhziMVOyYGBlOIJw8Hr+/dGe54MgGpqCEyxnz2819g5uzZPG5U87Th4xGbj800841vfov8/LHbnFRGV3dXT9HL/oGv8eij7zs6O0Y9k4hIJPNkZFBdHbk9NbJS07lh/nkU08QjRjVP4eVJqpniyuCKWRPr5n5/ZmmMxpJgY1V3MID9FE/kmoZBV1CzgkUkspRU+FmSn8Av776L66bn4WwxMOMc4Y4VMQzD4DPLVtJoC/KgUcmzeHnQqKTFFuLTF14R7ngyhnQHApgYRH3gHkQUJl1aVUTCQMtPiYwxiYmJvLTuVf7+wN94dd06EpOSuPW221h64bJwR5MxxO3xMHv2bHbsOkBuyIEdkwAW241WCqZNJy9vcrgjioiMOaXeZianxZ/yM7fbTW1dHYFAgGibfZSTDY/bzr2I2Vl5rN+7k47uLq7NyWdZQSHRURPnkv/YElSapXF6CyZP5yHveuroIp2evhw7aaHbCrEgb1qY04mI9N+xBuFWWTENzS1cnpbLwdZOHNlZ4Y4WUc6elMMvbvk0L+7aTGVjHYtTnFw+6xxcicnhjiZjyDm5U7nvzZfZTjPn0PP/RgPdHDLauTb/nDCnk4lo4vyGIxJB4uLi+OSnPs0nP/XpcEeRMcowDH78s19wzVWr+EfQiytgozYqSLcJ9/zil4NuPi4iMl6lxtppOLrU1KH6NrKTY0/43OPxYFkWNXX1ZGX23AyJyiog8N7eUc86FHOy85mTnR/uGGHVV0EjkhqEj4SVsxfw5r6dPF5fTRaxdBohfFYnVxUuIjfNFe54IiL95jfjyC7IYOtrTzDDk05rcxBHbu6EnYk3FO6kFD5StDzcMWQMy0xJ47pzlvD45o2UG+04LJP36GBSchpXzVkU7ngyAamoISISoc6/4AI2vFPMH373O3aXlnJZQQGfuvNOZsw4O9zRRETGjLxkB1sPNzI3JwUAh91Ge3fwpP2S0pwAeH21TPK4B30+zRIYHadrFt5fE/mGV1x0DN+/7mOs2bWFzYfLcNij+UTBbBZNnh7uaCIi/VZS4Sc5I5OLM7r5yuMP88mcXGixTejvd5GR9uFzL2LGpBxe3bOdtq5OLsqezGUzzyEuOibc0WQCUlFDRMa19a+u4+8PPoi/tZXlF1/MrR++HYdj/KyxOn16Af/zk5+GO4aISNgVZjp4a3c1587IGPCxIUzcbg8A3pbOfh3TUVZK7JQTi8j5y4v61c9BhsazZCHejcWDOra/szR8zY29y3BkpaRz2az5uMfRMhwOezSr5y5m9dzF4Y4iIjIofjOOW87N5m//fjP5rjRuyc5ha3lruGPJBNcZ6ObVPdvZduQgjuholhXMpjBrcrhjDRvDMFiYN42FWq5SxgAVNURk3Pr+Xd/j7h98n7SoWGJDBk89+QR/+uMfee6ll0lISAh3PBERCSObzcTX2ok7vqengMvdMzvD6/OdtG9sQSEde7f3vk8rWkT9pndGJ6gMu76e4t1TfYTvPP13jGAIp2Vni3GA57YX8+3Vt3FWhtZpFxEZC+xJ8QT3bqJk63Z+O28eDVWtxDid4Y4lE1h7dxfffPKvlNd6ySCWDiPE2t3buHnhUm5etDTc8UTGHbPvXUREIs++fXu5+wffZwHJ3BBwszrk5lrLw7atW/jDPb8LdzwRERljYmJiSE1Jobq6+oz7dVeWjVIiCQfLsrhn/fOkBE1utTK5Eg+3WZkkBU3+8NoL4Y4nIiL0LD21YFYGT//198xLTsbTalLRMbGXFpTwe257MYdqfVxLBh/Cw41WBvNJ5h/Fr1Pd1BDueCLjjooaIjIuvfj880SZNuaRjEFP02wXMeSFYnnmqafCnE5ERMYij8eD11dz2s+T5g6uV8ac5UWDXi5Jhk9/lp6q87dwsL6GOVYi0Ud/VYrGZI6VSFmdl3p/y0jHFBGRMyip8OM345ibGmTTpk1cFJtCRQeapSFh9075HvJw4KKnv4SBwTkkYcOg+NC+MKcTGX9U1BCRcSkqKgrLsghhnbA9aECU3R6mVCIiMpZ5PO4TZmpYnf4wppGR0NdTvDaz59ejD7aSDx69njAN/fokIhJOfjOO7IIM9m18hSibiaszmhinU7M0JOxMw3bS/YcQYHH8+kJEho/+VonIuHTV6g+BAW/RQBALC4tDtFFBO9ffeGO444mIyAib6Uqg+EBdv/Zt7ugGwJ2RSbXXC4DpzOnXsZ7lRbTu2N73jjLs+tv0eyD7psYlMMOTxRajGT8BAFoJsMVo4eyMbFLi4geVVUREhoc9KZ4rp8Rw/89+wKW5mThMmwoaMiacP+1sDtFOBe1AzwMRb9EABiyefFaY04mMPypqiMi4lJ2Tw49++jNKDT8P2qp4JMrHC9SwYsWl/MsnPhnueCIiMlYYRu9Lj8dDdbU3jGGkvwZzA6u/x9x50SqCMTYepJJHzWr+TiWhmCg+e9GqAZ9TRESGT0mFn+uXTeVP37yTeLuNL07KA9MW7lgiAFw2az5zs/N5Hh8PGVX8zXiPUlr51NLLSU9IDHc8kXEnKtwBRERGyqc+cydLly3j4Ycewt/aykUXX8xll1+BzRZZF76bNm7kru98m00bN5CamsbH77iD//jq14iOjg53NBGRsJifG8+GreWcNzd/WMf1eDz4anzDOqZEntw0F7++7bO8unc7lY31ZKWks6xgNvExseGONiDN7W088ParbNhXSiAUZOHk6Xy46CIyklLDHU1EZFD8ZhyWdz9vvbuZHxcW0l7biRkbE+5YIgDYbTa+ceXNlFQcYNuRchzRMVw4fRbZqZHV78WyLJ7f8S7PbH2bWn8zeWlublx4AYvzC8IdTeQEKmqIyLg2Y8bZfOs73w13jEF7t7iYKy+/lJSQjQXBBJp9bfz47v9m3549/OlvD4Q7nohIREmNtVPqbWZy2qmXEPJkZNDY2ERHRydx8cf7L1mt9aMVUUbAtnWbBjyzIz4mlisLF41QopHXHQzwraf+hq+xgbOteKIw2Va2nx3vHeJnN39Ky2iJSMQpqfBjT3FR8c5aUhwx5LXZqOgMkbv6inBHE+llM00WTZ7OosnTwx1l0B565zUeefdNphHPFJI5VNvE3S88yn9cdh1Lps4IdzyRXlp+SkRkDPvRD/+bxJCNDwXdzCGJC0jj/FAqjz32KLtLS8MdT0QkYmw93Nj72mG3cai+7aR9PB4PAN6amt5tUVl6Kk0iz6ayPVQ01HKl5WYxqcwnmWssD22dHby0qyTc8UREBqSkwo/fjOP6Cyfz5D/+xqW5mRxu6ibGGVlPwIuMdf7ODp7avIl5JHEJTgpJ4kpc5ODgobfXhzueyAlU1BARGcOK33qb3GA0No6v+T6VOAA2b9ZNCRGR/shLdvRrv8TUdACqW7oJBbsHda785UU0FOv7ebT01QB8IM3Ex5P9vipSzGicHF+qMg4bk6wY9vuqwphMRGTg/GYcS86fRuvWdVRVe7kqIQ0zNkYNwkWG2ZGGWrpCQaZyfEangcFU4jjcWEd3MBDGdCInUlFDRGQMy8zKot448cKhji4AJk2aFI5IIiJjVmGmg7d2Vw/q2BAm7qMzNXy+U/fVCNVV9r5OK1pER5lmzIVTf29mTcSbXmnxibRa3XQQ7N0WwqLBCJAWr2alIhJZ7EnxzEkK8IvvfIXLJ2eR2BTSLA2REZB69Bqh/ug9h2Pq6CIhOpYoM7L6k8r4pqKGiMgY9pnPf55DVhtv00AT3RymnddsTUybOo0Ll10U7ngiIhHNZjPxtXb2vk9Pd2KaJlXV3pP2jS0o7H3dXVk2KvlkaCbqLA2AZQWzsNmieNmoxUsndXSxljparQCXzTwn3PFERAZkwawMHv3x14nH4stZ+VR0GBOyYC0y0tyJyczPmcImo4kD+GkhwHaa2UkrV8yej2EYfQ8iMkpU1BARGcNu+/DtfP0b/8lOezsPUclz+MiaMY1Hn3oK09RXuIjIcLLZbLhcrtPO1ABImjt/FBPJUE3Um14pcQl8Y9VNdDiieJJqHqWKanuAf7vkQ0xxZYQ7nohIv71+xCLVauGVV17hUzl57NzToFkaIiPo31Z8iOmZWayhlgd5j400snxGITctXBruaCIniAp3ABEROT3DMPh///lNPvPZz7G55F2cThdz583TExIiIiPE7XZR7T15psZw8G4snrA32WX0zc7K456PfIE91UcIhIKclZFNTJQ93LFERPrt9SMW9qR4OvduwmaaxFYHcUzO1c9SkRGUGBvHdz70YY401OJraSI3zYUzISncsUROoqKGiEgESE9PZ8Wll4U7hojIuOdxe3qLGqYzh1Dt4b6PWV6Ed90mEmYXnnafOcuLJvRySKNN/6572EyTmZm54Y4hIjIo9qR4Pro4mf/88H9xWV4mjqYoFTRERkl2qpPsVM2KkrFLa5eIiIiIyLhVfKCu750Mg+aObgA8kzKpPkVPDRmbPEsWnraAoRtfIiKRq6TCzzVLsvjllz5CekwUX8qcjBnnCHcsEREZI1TUEBEREZGIMz83ng1by8+4z0xXwoDH9Xg8Z+ypIWOfZmmIiES+rhQXXXs2sK+snO9NnsbO0jr10hARkV4qaoiIiIjIhFLqbT7tZ263G6+KGhFPszRERCJXSYWfdGc8rz39CPM96fjKWnHk5ui7XUREeqmoISIiIiITRmrs8UbJh+rbTvrc7cmgra2N1lb/Cdut1voRzyZDp1kaIiKRraTCT1eKi6J4H+vWrWMpCZhxcSpoiIjICVTUEBEREZEJYevhxt7XDrvtlPu4PW4Aqn01vduisgpGNJcML934EhGJXF0pLr589Uwe/tl3WDw9l6UJqVp2SkRETqKihoiIiIiMG4WZDt7aXX3S9rzkvpuLhjBJTuu5ceL1dxMKdvd5TEdZ6Unb8pcX0VBc0o+0Mlw0Q0NEZHxId8az84WHKC0t5dOJTioaOlWsFhGRk6ioISIiIiJylMvdM1PD6z11X41QXWXv67SiRaOSSc7s2M0uFTZERCJbSYWfxdkx/OLuu7h60iTSWk0cuTnhjiUiImOQihoiIiIiMmHZbCa+1s7e96mpadjt9lMWNWILCntfd1eWjUo+GRg9zSsiEpmO9dII7lxHZ2cn18akU9EWCncsEREZo1TUEBERERE5yjAM3G431dUnL2F1TNLc+aOYSEREZHw7VtCYP8vN0489xAWZbuqaAsQ4nSpWi4jIKamoISIiIiLyPh63G6/v1MtPDcWc5UV4NxYP+7jSM0NDN75ERCLXwsJJBF//Czu2b+eaFBeYpr7XRUTktFTUEBERERF5H7fbTWVVFQCmMwer09/nMZ7lRbTu2D7S0URERMadrhQXeQ07uPc3v+IriwvJ7ojGkZ0V7lgiIjKGqaghIiIiIuPWTFcCxQfq+t7RMGju6AbAMykTn69mhJOJiIhISYWfdGc8z//9PhZlOFlUb1cvDRER6ZOKGiIiIiISkebnxrNha/mwj+v2eKj2eod9XBERETmupMKP34xjyeQ4Nrz5JnMCsRxut8hdfYWWnhIRkTNSUUNEREREJpxSb/NpP/N4PNTU1GBZ1igmEhERmVj8ZhxF501l859+gCPKJCcQS4zTGe5YIiISAVTUEBEREZEJJTXWfsbPPZ4Murq6aGhs6t0WlVWA1Vo/0tFEREQmjIwpblz71/Dkk0/yraJ5JJl2zdAQEZF+UVFDRERERCaEvGQHWw839r532G0cqm87aT+PxwOAt6aWULB70OdrKC4Z9LEiIiLjWUmFn6VnpfObn9zNjWflM+VIN5i6RSUiIv2jnxgiIiIiMu68tbt6UMeFMElK61n6orq5c9Dnz19eNOhjRURExrNjvTQ6d71OXUMDF7bHUtFh4MjOCnc0ERGJECpqiIiIiMi4UpjpGPAxvtbjBQy32w2A1+c7ab/YgkJCdZW979OKFtFRVjqIlCIiIhNX0XlTefy+X3J+lofuVohxOrX0lIiI9JuKGiIiIiIyodlsJ14SxyckEBcXR7XXe8bjuivLRjKWiIjIuFNS4afw/ELy6rezY9dubnZmgGmqoCEiIgOiooaIiIiIyPsYhkGGx4P3DEWNpLnzBz2+d2PxoI8VERGJZF0pLhY4Df7na//KspwMsloNzNiYcMcSEZEIo6KGiIiIiMgHeDweqqqPFzWsTv+wjDtHvTZERGQCS3fG8+TPv4nZ3cUnolwc7jTJXX1FuGOJiEiEUVFDRERERMa94gN1A9rf5cnAe7SoYTpz+nWMZ3kRrTu2DzibiIjIRPD6EYvF2TE899xz3JDgpqHbTozTGe5YIiISgVTUEBEREZFxbaYroX87GgbNHd0AeDI8eH1n7qkhIiIi/fP6EYuMKW46dr8JQGZ3jJqDi4jIoKmoISIiIiIRa35uPBu2lg/7uB5PBl5fzbCPKyIiMhHZk+K5PMfit//9LS7NyyTRjFJBQ0REBk1FDRERERGZcFJj7ZR6m0/7ucfjoaamhkAgMIqpRERExp+SCj+rz53EL/7tNjITYvn3rHzMuLhwxxIRkQimooaIiIiITGiH6ttO2uZ2u7Esi9q6ht5tUVkFWK31oxlNREQk4vnNOEL73+bgkSq+nTuVHaV16qUhIiJDoqKGiIiIiIxLb+2uPmlbXrKDrYcbe9877LZTHuvxZABQ7ashFOwe1PnzlxfRUFwyqGNFRETGg5IKPxlT3Lyz5mlmOVOpPtCCIzdHS0+JiMiQqKghIiIiIuNOYaZj0MeGMElK63mC1Nfa1ef+aUWL6CgrHfT5RERExqOSCj9dKS4uSG7k2WefZWWqEzMuTgUNEREZMhU1REREREQAX2tn72uX2w1AVfXJsz1iCwoJ1VWOWi4REZFI1JXi4kurz+Kv3/+/LJyaw7mheC07JSIiw0JFDRERERGZ8Gy2Ey+LY2JiSElJxufznfaYpLnz6a4sG+loIiIiESndGc+2Zx/kQHk5H+6K53BDZ98HiYiI9IOKGiIiIiIip+Bxe6j2nr6oISIiIqdWUuFnSX4i9/z8f1jtySDPkaBeGiIiMmxU1BAREREROQW323XCTA2r09/nMZ7lRbTu2H7GfeYsL8K7sXjI+URERMaiY7002na8SnOLnyuj0/DGpYU7loiIjCMqaoiIiIiIvE9zRzcA7ozM3p4apjMnnJFEREQiRleKixuWTeHlxx7gwmk5NDcH8CxZqFkaIiIybFTUEBEREZGINj83ng1by8+4z0xXAsUH6voezDB6X3o8Hny+mqHGExERmTBKKvwsLJzEnkd/zdYtm7nGkQKmLdyxRERknFFRQ0RERETkFDyeDKqPztQQERGRvvnNOKY0l/LHe/6XL+RPIbcjGkd2VrhjiYjIOKOihoiIiIhMSKmxdkq9zaf93O1x09DYSFdX1wnbrdb6kY4mIiIScUoq/GRMcfPKY39lriuNC80UKtpC4Y4lIiLjUFR/drIsC4CWlpYRDSMiIiJjy7Gf/ceuBQbi2DFdHe3DmknkVAJd7XS2n9jIO9DRTmdba+/77nY/Hf4Yutraaff3LIXR0RHAijcorWghKymWVqsTLAtbl43ExEQMw6Ds0GGyM7MItfoxkjIJVO2ns60DM7aNlo5O7G3ttHZ20d3eAUBrdzd09rxuC3QT3dl5Ut72YIC2rpO3i4iMF8e+43QNMTFsOdJGm+HgsvwE/vftt7jIimZPnZ/ca68E0M88ERHpl/5ePxhWP64wjhw5Qk6OmiOKiIhMVIcPHyY7O3tAx+j6QURERHQNISIiIgPV1/VDv4oaoVCIysrK3qfVREREZGKwLIuWlhYyMzMxzYGtWqnrBxERkYlL1xAiIiIyUP29fuhXUUNERERERERERERERCTc1ChcREREREREREREREQigooaIiIiIiIiIiIiIiISEVTUEBERERERERERERGRiKCihoiIiIiIiIiIiIiIRAQVNUREREREREREREREJCKoqCEiIiIiIiIiIiIiIhFBRQ0REREREREREREREYkI/x9i4aFlkrNK+AAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1600x450 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def plot_boundary(ax, model, X, y, title):\n",
    "    xx, yy = np.meshgrid(np.linspace(-2, 3, 200), np.linspace(-1.5, 2, 200))\n",
    "    grid = torch.tensor(np.c_[xx.ravel(), yy.ravel()], dtype=torch.float32)\n",
    "    model.eval()\n",
    "    with torch.no_grad():\n",
    "        p = model(grid).softmax(1)[:, 1].reshape(xx.shape)\n",
    "    ax.contourf(xx, yy, p, levels=20, cmap=\"RdBu_r\", alpha=0.6)\n",
    "    ax.contour(xx, yy, p, levels=[0.5], colors=\"k\", linewidths=1)\n",
    "    ax.scatter(X[:, 0], X[:, 1], c=y, cmap=\"RdBu_r\", edgecolors=\"k\", s=18)\n",
    "    ax.set_title(title); ax.set_xticks([]); ax.set_yticks([])\n",
    "\n",
    "fig, axes = plt.subplots(1, 3, figsize=(16, 4.5))\n",
    "for ax, w, label in zip(axes, [1, 8, 512], [\"subajusta (sesgo alto)\", \"más o menos bien\", \"sobreajusta (varianza alta)\"]):\n",
    "    plot_boundary(ax, moon_models[w], Xm_tr, ym_tr, f\"anchura {w}: {label}\")\n",
    "plt.tight_layout(); plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f0c4e916",
   "metadata": {},
   "source": [
    "La red más ancha talla pequeñas islas alrededor de puntos ruidosos concretos: ha memorizado la muestra de entrenamiento. La más estrecha está tan limitada que no puede representar la curva en absoluto: aquí su única unidad ReLU quedó inactiva (\"muerta\", notebook 01), así que predice la misma clase casi en todas partes y se queda en torno a un 50 % de error.\n",
    "\n",
    "## 3. Diagnosticar el sesgo y la varianza\n",
    "\n",
    "Rara vez se puede dibujar la frontera de decisión, pero siempre se pueden comparar cuatro números:\n",
    "\n",
    "| | Ejemplo A | Ejemplo B | Ejemplo C | Ejemplo D |\n",
    "|---|---|---|---|---|\n",
    "| error de referencia (el mejor alcanzable, p. ej. humano) | 1 % | 1 % | 1 % | 1 % |\n",
    "| error de entrenamiento | 1,5 % | 12 % | 12 % | 1,5 % |\n",
    "| error de validación | 11 % | 13 % | 25 % | 2 % |\n",
    "| diagnóstico | **varianza alta** | **sesgo alto** | **ambos** | bien |\n",
    "\n",
    "* **Sesgo evitable** = error de entrenamiento − error de referencia. Se corrige con un modelo más grande, más entrenamiento o una arquitectura mejor.\n",
    "* **Varianza** = error de validación − error de entrenamiento. Se corrige con más datos, regularización (sección 4), aumento de datos o un modelo más pequeño.\n",
    "\n",
    "Las **curvas de aprendizaje** dan una segunda vista: se entrena el mismo modelo con porciones cada vez mayores del conjunto de entrenamiento. Si las dos curvas han convergido en un error alto, más datos no ayudarán (sesgo). Si hay una brecha grande que todavía se está cerrando, sí ayudarán."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "17a4168e",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-16T08:55:55.765386Z",
     "iopub.status.busy": "2026-10-16T08:55:55.765098Z",
     "iopub.status.idle": "2026-10-16T08:56:25.231162Z",
     "shell.execute_reply": "2026-10-16T08:56:25.229659Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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I3Lx5E35+fgXK69atq/Na+wv7xRdfhIuLi87jjz/+QEJCQpHrUavV+Pjjj+Hn5welUglnZ2e4uLjg9OnTemN8MiaZTIY6deoUGLvq5eVV4KKSK1eu4Ny5cwXifO655wCgQKz5k1itKlWqSGOkExMT8fDhw2Ltp6Lcvn0bvXv3RqtWrbB06VKdZffv38eYMWPg5uYGa2truLi4SMdEUX1Y0n4xxIEDB9ChQwfY2trCyckJLi4u0pjp4iS8crkctWrV0inT9smT/frk5+Hq1asQQmDatGkFtlOb7Gm3NTo6Gg0bNizWNj3Z99phQtq+B0r2+Zo9ezaSk5Px3HPPISAgAOPHj8fp06efabv0iY6Ohqenp84Qg+K4cuUKdu3aVWCdHTp00LtOfd9PRS171uNZa/369WjUqJE07tnFxQW//PJLsf+wyi86Ohp169aFhcXTRymW9XFn6HdTUfv9abTf7U/OzlG/fn1pOQCMGDECzz33HDp37ozq1avjrbfeKtZY4Zs3b8LDw6PA/Nr6vhNLejzcvHkTcrkcderU0Sl3d3eHk5OTtC2hoaHo1asXZs2aBWdnZ7z88stYu3ZtgXG+VBDH8BIATcLr6emJs2fPFqt+YWdW8vLyCn2PvjGznp6eaNOmDbZs2YIpU6bg0KFDiImJkcZZadt86aWXcP/+fUycOBH16tWDra0t7ty5g0GDBhV68ZmhtO18++23cHd3L7D8ab9M5s2bh2nTpuGtt97CnDlzULVqVcjlcowdO7ZEMerbb2q1GgEBAQWSSi1vb2+d14XNeiDyXUxVUjk5OXjttdegVCqxZcuWAvvrjTfewMGDBzF+/Hg0btwYdnZ2UKvV6NSpU5H7p6T9UlzR0dFo37496tWrh6VLl8Lb2xtWVlb49ddf8fHHH5facab1ZL9q2x83blyhZ9Wf/GVYHE/r+5J+vl544QVER0fjf//7H/744w989dVX+Pjjj7Fq1SoMHTq0zLbradRqNV566SVMmDBB73JtAqal73NW1LJnPZ4B4LvvvsOgQYPQs2dPjB8/Hq6urlAoFIiIiND5b1dZKOvjztDvpqL2e2lxdXXFyZMn8fvvv+O3337Db7/9hrVr12LAgAF6L3B7FiU5HvJ72s1wtDeTOXToEH766Sf8/vvveOutt7BkyRIcOnTIpG5+Y2qY8JKkW7du+PLLLxEVFYWQkJAi62rPEj15taq+GReepnfv3hgxYgQuXbqEzZs3w8bGBt27d5eWnzlzBpcvX8b69esxYMAAqby4/56qWbOm3n+3Xrp0See19l/+rq6u0lkgQ2zbtg3t2rXD119/rVOenJyscxGR1pMxCSFw9epVNGrU6Knrql27Nk6dOoX27duXyt3CXFxcYG1tXaz9VJjRo0fj5MmT+Pvvvwtc6PbgwQPs3bsXs2bNwvTp06Xywv4Nnl9J+6W4fvrpJ2RnZ2Pnzp06Z0UNuXJerVbj2rVrOsnU5cuXAeCpF+NozwxbWlo+dTtr165d7D9On6akny8AqFq1KgYPHozBgwcjPT0dL7zwAmbOnImhQ4catF361K5dG7///jvu379v0Fne2rVrIz09vUyOmZIcz4Dmu6JWrVr44YcfdD6/+oZtFEft2rVx+PBhPHr0CJaWlga9t7SPu9L+bipKzZo1cfr0aajVap2zvBcvXpSWa1lZWaF79+7o3r071Go1RowYgS+++ALTpk0rNKGvWbMm9u7di/T0dJ1E8snvREOOh8L2Sc2aNaFWq3HlyhXpDDUAxMfHIzk5WWdbAKBFixZo0aIFPvroI3z//ffo168fNm3ahKFDh+ptnzikgfKZMGECbG1tMXToUMTHxxdYHh0dLU3j4uDgAGdn5wLj4D7//HOD19urVy8oFAps3LgRW7duRbdu3XTmudSeocp/NlIIUawpZQCgS5cuOHToEI4cOSKVJSYmYsOGDTr1wsLC4ODggHnz5ukdG5WYmFjkehQKRYEzplu3bi10fOI333yjM4Rk27ZtiI2NRefOnZ+6TW+88Qbu3LmD1atXF1j28OFDZGRkPLWNJ2MPCwvDjh07EBMTI5VfuHABv//++1Pfv3btWnzxxRf47LPPdMZK528fKHhG+ckr5fUxpF9KMi2ZvhhTUlKwdu1ag9r59NNPpedCCHz66aewtLRE+/bti3yfq6sr2rZtiy+++EJv/Pm3s1evXjh16pR05XZ+hp61L+nn68lpuOzs7FCnTh3pX6yGbJc+vXr1ghACs2bNKrCsqG194403EBUVpff4TU5ORm5ubpHrLUpJjufC3n/48GFERUU9Uzy9evVCUlKSzrGn9bTjobSPu9L+bipKly5dEBcXJw2JAzRTe61YsQJ2dnbSsJwnj1G5XC6dWChqKECXLl2Qm5urMzVhXl4eVqxYoVPPkONB+7vtyZNFXbp00fse7Znyrl27AtAk10+uRzurB4c1FI1neElSu3ZtfP/99+jduzfq16+vc6e1gwcPStO9aA0dOhTz58/H0KFD0axZM/z999/S2SxDuLq6ol27dli6dCnS0tLQu3dvneX16tVD7dq1MW7cONy5cwcODg7Yvn27zhjEokyYMAHffvstOnXqhDFjxkjTkmnPDmg5ODhg5cqV6N+/P5o2bYo+ffrAxcUFMTEx+OWXX9CqVSu9v1C0unXrhtmzZ2Pw4MFo2bIlzpw5gw0bNhQY06lVtWpVtG7dGoMHD0Z8fDyWLVuGOnXqYNiwYU/dpv79+2PLli149913sW/fPrRq1Qp5eXm4ePEitmzZgt9//73Q6ZoKM2vWLOzatQtt2rTBiBEjpF8cDRo00NlPT0pKSsKIESPg7+8PpVKJ7777Tmf5K6+8AgcHB7zwwgtYuHAhHj16BC8vL/zxxx+4fv36U+MypF9KMi1Zx44dpbNA77zzDtLT07F69Wq4uroWO4FWqVTYtWsXBg4ciODgYPz222/45ZdfMGXKlEIviMrvs88+Q+vWrREQEIBhw4ahVq1aiI+PR1RUFG7fvi3N6Tx+/Hhs27YNr7/+Ot566y0EBQXh/v372LlzJ1atWoXAwMBib3dJP1/+/v5o27YtgoKCULVqVRw9ehTbtm3TuXivuNulT7t27dC/f3988sknuHLlivQv4n/++Qft2rXTWU9+48ePx86dO9GtWzcMGjQIQUFByMjIwJkzZ7Bt2zbcuHFD739eiqMkxzOg+a744Ycf8Morr6Br1664fv06Vq1aBX9/f6Snpxscz4ABA/DNN98gPDwcR44cQZs2bZCRkYE9e/ZgxIgROhcA61Oax11ZfDcV5u2338YXX3yBQYMG4dixY/Dx8cG2bdtw4MABLFu2TLooeOjQobh//z5efPFFVK9eHTdv3sSKFSvQuHFjnbOpT+revTtatWqFSZMm4caNG/D398cPP/xQYEyuIcdDUFAQAGDq1Kno06cPLC0t0b17dwQGBmLgwIH48ssvkZycjNDQUBw5cgTr169Hz5490a5dOwCasd+ff/45XnnlFdSuXRtpaWlYvXo1HBwcpKSZClFOs0GQGbl8+bIYNmyY8PHxEVZWVsLe3l60atVKrFixQmfamszMTDFkyBDh6Ogo7O3txRtvvCESEhIKnZZMOy2TPqtXrxYAhL29vXj48GGB5efPnxcdOnQQdnZ2wtnZWQwbNkyaWkvf1GhPOn36tAgNDRUqlUp4eXmJOXPmiK+//lrv9DD79u0TYWFhwtHRUahUKlG7dm0xaNAgcfTo0SLXkZWVJT744APh4eEhrK2tRatWrURUVFSBqXS000Vt3LhRTJ48Wbi6ugpra2vRtWvXAlNAhYaGigYNGuhdX05OjliwYIFo0KCBUCqVokqVKiIoKEjMmjVLpKSkSPUAiJEjRxZ4v76pxf766y8RFBQkrKysRK1atcSqVav0Tt+V/73a6Y4Ke2j37+3bt8Urr7winJychKOjo3j99dfF3bt3CxwvT05Lln+/Pa1fSjot2c6dO0WjRo2ESqUSPj4+YsGCBdKUT0/G86SBAwcKW1tbER0dLTp27ChsbGyEm5ubmDFjhs50ddoYFy1apLed6OhoMWDAAOHu7i4sLS2Fl5eX6Natm9i2bZtOvXv37olRo0YJLy8vYWVlJapXry4GDhwokpKSpP0FQGzdulXnffqmFCzJ52vu3LmiefPmwsnJSVhbW4t69eqJjz76SOTk5DzTdumTm5srFi1aJOrVqyesrKyEi4uL6Ny5szh27JhUR9/xnJaWJiZPnizq1KkjrKyshLOzs2jZsqVYvHixFF9R/VHUd1dxj2d91Gq1mDdvnqhZs6ZQKpWiSZMm4ueffxYDBw4UNWvW1KlbnPaE0HwfT506Vfj6+gpLS0vh7u4uXnvtNREdHf3U7RSi9I47IUr+3VSYJ79LhRAiPj5eDB48WDg7OwsrKysREBBQ4Jjdtm2b6Nixo3B1dRVWVlaiRo0a4p133hGxsbFPXee9e/dE//79hYODg3B0dBT9+/cXJ06cKPDZMOR4mDNnjvDy8hJyuVznu+XRo0di1qxZUh96e3uLyZMn6/zePX78uOjbt6+oUaOGUCqVwtXVVXTr1u2pv59ICJkQpXjVChE9VWRkJNq1a4etW7fitddeM3Y4Jufrr7/G0KFDcevWLVSvXt3Y4RARUQXAMbxEZFJiY2Mhk8kMnoaKiIioMBzDS0QmIT4+Htu2bcOqVasQEhICGxsbY4dEREQVBM/wEpFJuHDhAsaPH486deo8853SiIiI9OEYXiIiIiKq0EziDO9nn30GHx8fqFQqBAcH68yX+qTVq1dL90evUqUKOnToUKD+oEGDIJPJdB6dOnUq680gIiIiIhNk9IR38+bNCA8Px4wZM3D8+HEEBgYiLCys0HurR0ZGom/fvti3bx+ioqLg7e2Njh07Fpjcv1OnToiNjZUeGzduLI/NISIiIiITY/QhDcHBwXj++eeliePVajW8vb3x3nvvYdKkSU99f15eHqpUqYJPP/1Uui3moEGDkJycjB07djxTTGq1Gnfv3oW9vX2Z3xqRiIiIiAwnhEBaWho8PT11bi+tj1FnacjJycGxY8cwefJkqUwul6NDhw7FvsViZmYmHj16VGAKo8jISLi6uqJKlSp48cUXMXfuXFSrVk1vG9nZ2Tq35Ltz5w78/f2fYYuIiIiIqDwVZ952oya8SUlJyMvLg5ubm065m5sbLl68WKw2Jk6cCE9PT3To0EEq69SpE1599VX4+voiOjoaU6ZMQefOnREVFSXd8zq/iIgIvfdpP378OOzs7KTXarUaqampcHBweOpfEmQa2Gfmh31mfthn5oX9ZX7YZ/qlp6ejadOm0m2ki2LW8/DOnz8fmzZtQmRkJFQqlVTep08f6XlAQAAaNWqE2rVrIzIyEu3bty/QzuTJkxEeHi69Tk1Nhbe3N3x9feHg4CCVq9VqJCYmwsXFhQecmWCfmR/2mflhn5kX9pf5YZ/pl5qaCgDFGn5q1ITX2dkZCoUC8fHxOuXx8fFwd3cv8r2LFy/G/PnzsWfPHjRq1KjIurVq1YKzszOuXr2qN+FVKpVQKpUFyuVyeYEDSyaT6S0n08U+Mz/sM/PDPjMv7C/zwz4ryJB9YdS9ZmVlhaCgIOzdu1cqU6vV2Lt3L0JCQgp938KFCzFnzhzs2rULzZo1e+p6bt++jXv37sHDw6NU4iYiIiIi82H0PxPCw8OxevVqrF+/HhcuXMDw4cORkZGBwYMHAwAGDBigc1HbggULMG3aNKxZswY+Pj6Ii4tDXFwc0tPTAWjGc4wfPx6HDh3CjRs3sHfvXrz88suoU6cOwsLCjLKNRERERGQ8Rh/D27t3byQmJmL69OmIi4tD48aNsWvXLulCtpiYGJ1T1itXrkROTg5ee+01nXZmzJiBmTNnQqFQ4PTp01i/fj2Sk5Ph6emJjh07Ys6cOXqHLRAREZU2IQRyc3ORl5dn7FAKUKvVePToEbKysvjvcTNRWftMoVDAwsKiVKaINfo8vKYoNTUVjo6OSElJKXDRWkJCAlxdXSvVAWfO2Gfmh31mfthnunJychAbG4vMzExjh6KXEAJqtRpyuZxzzZuJytxnNjY28PDwgJWVVYFlheVr+hj9DC8REVFFoVarcf36dSgUCnh6esLKysrkEhTt2efSOnNGZa8y9pkQAjk5OUhMTMT169fh5+dXoj+omfAamzoPuHkQSI8H7NyAmi0BecG5gomIyPTl5ORIdwy1sbExdjh6VcbkydxV1j6ztraGpaUlbt68iZycHJ0paA3FhNeYzu8Edk0EUu/+V+bgCXRaAPj3MF5cRERUIhzaQVQ6SuuzxE+ksZzfCWwZoJvsAkBqrKb8/E7jxEVERERUwTDhNQZ1nubMLvRdL/i4bNckTT0iIiIiKhEmvMZw82DBM7s6BJB6R1OPiIgqpTy1QFT0Pfzv5B1ERd9DnpqTKmkNGjQIPXv2NHYYFUZkZCRkMhmSk5ONHUqZ4RheY0iPf3odQ+oREVGFsutsLGb9dB6xKVlSmYejCjO6+6NTQ9411FQMGjQIycnJ2LFjh7FDKZGWLVsiNjYWjo6OpdbmjRs34OvrixMnTqBx48al1u6z4hleY7BzK916RERUYew6G4vh3x3XSXYBIC4lC8O/O45dZ2ONFJku7cwBT8rJyXmm9p71febg0aNHxg6hSFZWVnB3d6/QM0Aw4TWGmi01szGgsANLBjh4aeoREZFZE0IgMye3WI+0rEeYsfNcUVd4YObO80jLelSs9gy5t5RarUZERAR8fX1hbW2NwMBAbNu2TVqu/bf3b7/9hqCgICiVSuzfvx9t27bFqFGjMHbsWDg7OyMsLAwA8Ndff6F58+ZQKpXw8PDApEmTdBLkwt73pLy8PISHh8PJyQnVqlXDhAkTCmzX02LXJzs7G+PGjYOXlxdsbW0RHByMyMhIafm6devg5OSE33//HfXr14ednR06deqE2FjNHxwzZ87E+vXr8b///Q8ymQwymQyRkZG4ceMGZDIZNm/ejNDQUKhUKmzYsAEA8NVXX6F+/fpQqVSoV68ePv/8c2l92vf98MMPaNeuHWxsbBAYGIioqCipzr1799C3b194eXnBxsYGAQEB2Lhxo852tW3bFu+99x7Gjh2LKlWqwM3NDatXr0ZGRgYGDx4Me3t71KlTB7/99luBvs0/pGH//v1o06YNrK2t4e3tjdGjRyMjI0Na7uPjg3nz5uGtt96Cvb09atSogS+//FJa7uvrCwBo0qQJZDIZ2rZtK/XV7NmzUb16dSiVSukOu2WNQxqMQa7QTD22ZQA0SW/+D+7jJLjTfM7HS0RUATx8lAf/6b+XSlsCQFxqFgJm/lGs+udnh8HGqni/6iMiIvDdd99h1apV8PPzw99//40333wTLi4uCA0NlepNmjQJixcvRq1atVClShUAwPr16zF8+HAcOHAAAHDnzh106dIFgwYNwjfffIOLFy9i2LBhUKlUmDlzptTWk+/TZ8mSJVi3bh3WrFmD+vXrY8mSJfjxxx/x4osvGhx7fqNGjcL58+exadMmeHp64scff0SnTp1w5swZ+Pn5AQAyMzOxePFifPvtt5DL5XjzzTcxbtw4bNiwAePGjcOFCxeQmpqKtWvXAgCqVq2Ku3fvSvtpyZIlaNKkiZT0Tp8+HZ9++imaNGmCEydOYNiwYbC1tcXAgQOluKZOnYrFixfDz88PU6dORd++fXHlyhUAQFZWFoKCgjBx4kQ4ODjgl19+Qf/+/VG7dm00b95cZ79OmDABR44cwebNmzF8+HD8+OOPeOWVVzBlyhR8/PHH6N+/P2JiYvTOFx0dHY1OnTph7ty5WLNmDRITEzFq1CiMGjVK2lZt38yZMwdTpkzBtm3bMHz4cISGhqJu3bo4cuQImjdvjj179qBBgwbSndKWL1+OJUuW4IsvvkCTJk2wZs0a9OjRA+fOnZP2e1ngrYX1KLdbC3Me3jLHW56aH/aZ+WGf/ScrKwvXr1+Hr6+vNEl+Zk5uqSW8htKX8Oq7iUF2djaqVq2KPXv2ICQkRKo7dOhQZGZm4vvvv0dkZCTatWuHHTt24OWXX5bqtG3bFqmpqTh+/LhUNnXqVGzfvh0XLlyQ1vH5559j4sSJSElJgVwu1/s+fTw9PfH+++9j/PjxAIDc3Fz4+voiKCgIO3bsKFbsT4qJiUGtWrUQExMDT09PqbxDhw5o3rw55s2bh3Xr1mHw4MG4evUqateuLW3D7NmzERcXB0D/GF7t2NVly5ZhzJgxUnmdOnUwZ84c9O3bVyqbO3cufv31Vxw8eFB631dffYUhQ4Zo+u/8eTRo0ADnz59HnTp19N54olu3bqhXrx4WL14s9UdeXh7++ecfAJoz5I6Ojnj11VfxzTffAADi4uLg4eGBqKgotGjRQurbBw8ewMnJCUOHDoVCocAXX3whrWf//v0IDQ1FRkYGVCoVfHx80KZNG3z77bcANMeVu7s7Zs2ahXfffbfQMbxeXl4YOXIkpkyZIpU1b94czz//PD777LMCfaXvM6XFWwubC/8eQL2uwM0DwPe9gUeZQJ9NgGegsSMjIqJSYm2pwPnZ+v9d/6Qj1+9j0Np/n1pv3eDn0dy3arHWXRxXr15FZmYmXnrpJZ3ynJwcNGnSRKesWbNmBd4fFBSk8/rChQsICQnRSc5atWqF9PR03L59GzVq1ND7vielpKQgNjYWwcHBUpmFhQWaNWsmDWswJHatM2fOIC8vD88995xOeXZ2NqpVqya9trGxkZJdAPDw8EBCQkKRMWvl308ZGRmIjo7GkCFDMGzYMKk8Nze3wIVijRo10lkfACQkJKBOnTrIy8tDREQEtmzZgjt37iAnJwfZ2dkFztLmb0OhUKBatWoICAiQytzc3KR29Tl16hROnz4tDcUANAmt9tbZ9evXL7AemUwGd3f3IvdPamoq7t69i1atWumUt2rVCqdOnSr0faWBCa+xyRWA7wuAW0Pg9hHg/lUmvEREFYhMJiv2sII2fi7wcFQhLiVL7zheGQB3RxXa+LlAIS+9C4zS09MBAL/88gu8vLx0limVSp3Xtra2Bd6vr6w4nvV9+RkSe/73KBQKHDt2DAqF7h8FdnZ20nNLS0udZTKZrNjjovNvmzbG1atX6yTvAAqsP/86tX8wqNVqAMCiRYuwfPlyLFu2DAEBAbC1tcXYsWMLXPCnL+6i2n1Seno63nnnHYwePbrAMu0fK4Wtp7A2jY0Jr6lweU6T8CZeNnYkRERkJAq5DDO6+2P4d8cLu8IDM7r7l2qyCwD+/v5QKpWIiYkpdMyrIerXr4/t27dDCCElVwcOHIC9vT2qV69e7HYcHR3h4eGBw4cP44UXXgCgOSt67NgxNG3a9Jljb9KkCfLy8pCQkIA2bdoYuHX/sbKyQl7e028S5ebmBk9PT1y7dg39+vV75vUdPHgQL7/8Mt58800AmoT18uXL8Pf3f+Y29WnatKk0jOJZacfs5t8/Dg4O8PT0xIEDB3T66sCBAzpjkMsCE15T4VxX8zPpknHjICIio+rU0AMr32xaYB5e9zKch9fe3h7jxo3D+++/D7VajdatWyMlJQUHDhyAg4ODzkVVxTFixAgsW7YM7733HkaNGoVLly5hxowZCA8PN3ic95gxYzB//nz4+fmhXr16WLp0qc5sAs8S+3PPPYd+/fphwIAB0oVliYmJ2Lt3Lxo1aoSuXbsWKzYfHx/8/vvvuHTpEqpVq1bkPLazZs3C6NGj4ejoiE6dOiE7OxtHjx7FgwcPEB4eXqz11alTB9u3b8fBgwdRpUoVLF26FPHx8aWe8E6cOBEtWrTAqFGjMHToUNja2uL8+fPYvXs3Pv3002K14erqCmtra+zatQvVq1eHSqWCo6Mjxo8fjxkzZqB27dpo3Lgx1q5di5MnT+oMnygLTHhNhfPjcURJV4wbBxERGV2nhh54yd8dR67fR0JaFlztVWjuW7XUz+zmN2fOHLi4uCAiIgLXrl2Dk5MTmjZtqnNxUXF5eXnh119/xfjx4xEYGIiqVatiyJAh+PDDDw1u64MPPkBsbCwGDhwIuVyOt956C6+88gpSUlJKFPvatWsxd+5cfPDBB7hz5w6cnZ3RokULdOvWrdixDRs2DJGRkWjWrBnS09Oxb98++Pj46K07dOhQ2NjYYNGiRRg/fjxsbW0REBCAsWPHFnt9H374Ia5fv46wsDDY2Njg7bffRs+ePXX2RWlo1KgR/vrrL0ydOhVt2rSBEAK1a9dG7969i92GhYUFPvnkE8yePRvTp09HmzZtEBkZidGjRyMlJQUffPABEhIS4O/vj507d5bpDA0AZ2nQq9xmacjv/jXgkyaAQglMjeWUZKWEV4+bH/aZ+WGf/aeoK8pNhb5ZGsi0VeY+K61ZGir3N5MpcaqpSXbzsoHkm8aOhoiIiKjCYMJrKuQKwPnx6XwOayAiIiIqNUx4TYk24U3khWtEREREpYUJrynhTA1EREREpY4JrylxeTxTA+fiJSIiIio1THhNiTQ12WWAk2cQERERlQomvKakWh0AMiArGchINHY0RERERBUCE15TYmkNVKmpec4L14iIiIhKBRNeU5N/WAMRERHRM9qzZw+++uorY4dhEpjwmhomvEREBADqPOD6P8CZbZqf6jxjR2QyBg0ahJ49exo7DMhkMuzYsQMAcOPGDchkMpw8ebLQ+pGRkZDJZEhOTi6V9Re1zsuXL2PQoEFo3rx5qazL3FkYOwB6gsvjqck4pIGIqPI6vxPYNRFIvftfmYMn0GkB4N/DeHFRoby9vREbGwtnZ2ejr/Phw4f4v//7P6xduxaNGjUqt3hMGRNeUyPNxcu7rRERVUrndwJbBgB4Yrae1FhN+RvfmETSK4RAXl4eLCx0U4mcnBxYWVkZ3N6zvs9UKBQKuLu7m8Q6ra2tcfTo0XKNxdRxSIOp0d5tLfU2kJ1u3FiIiKjkhAByMor3yEoFfpuAAsmupiHNj10TNfWK054BU1yq1WpERETA19cX1tbWCAwMxLZt26Tl2n/H//bbbwgKCoJSqcT+/fvRtm1bjBo1CmPHjoWzszPCwsIAAH/99ReaN28OpVIJDw8PTJo0Cbm5uVJ7hb3vSXl5eQgPD4eTkxOqVauGCRMmQDyxXU+L/UlTpkxBcHBwgfLAwEDMnj0bAPDvv//ipZdegrOzMxwdHREaGorjx48X2qa+4QW//vornnvuOVhbW6Ndu3a4ceOGznvu3buHvn37wsvLCzY2NggICMDGjRsLbNvChQtRv359qFQq1KhRAx999FGh6yzOfh89ejQmTJiAqlWrwt3dHTNnzix0uyoKnuE1NTZVAVsXzbRkSZcBr6bGjoiIiEriUSYwz7OUGhOaYQ7zvYtXfcpdwMq2WFUjIiLw3XffYdWqVfDz88Pff/+NN998Ey4uLggNDZXqTZo0CYsXL0atWrVQpUoVAMD69esxfPhwHDhwAABw584ddOnSBYMGDcI333yDixcvYtiwYVCpVDrJ1ZPv02fJkiVYt24d1qxZg/r162PJkiX48ccf8eKLLxocu1a/fv0QERGB6Oho1K5dGwBw7tw5nD59Gtu3bwcApKWlYeDAgVixYgWEEFiyZAm6dOmCK1euwN7e/qn789atW3j11VcxcuRIvP322zh69Cg++OADnTpZWVkICgrCxIkT4eDggF9++QX9+/dH7dq1pbG3kydPxurVq7Fo0SKEhoYiLi4OFy9e1LtOQ/Z7eHg4Dh8+jKioKAwaNAitWrXCSy+99NTtMldMeE2Rc10mvEREVG6ys7Mxb9487NmzByEhIQCAWrVqYf/+/fjiiy90ksbZs2cXSIz8/PywcOFC6fXUqVPh7e2NTz/9FDKZDPXq1cPdu3cxceJETJ8+HXK5XO/79Fm2bBkmT56MV199FQCwatUq/P77788Uu1aDBg0QGBiI77//HtOmTQMAbNiwAcHBwahTpw4A6CTUAPDll1/CyckJf/31F7p161ZkzACwcuVK1K5dG0uWLAEA1K1bF2fOnMGCBQukOl5eXhg3bpz0+r333sPvv/+OLVu2oHnz5khLS8Py5cuxYsUKDBgwABYWFqhTpw5at26td52ff/55sfZ7o0aNMGPGDACaPvj000+xd+9eJrxUzpz9gJv7OVMDEVFFYGmjOdNaHDcPAhtee3q9ftuAmi2Lt+5iuHr1KjIzMwskPDk5OWjSpIlOWbNmzQq8PygoSOf1hQsXEBISAplMJpW1atUK6enpuH37NmrUqKH3fU9KSUlBbGyszvADCwsLNGvWTBrWYEjs+fXr1w9r1qzBtGnTIITAxo0bER4eLi2Pj4/Hhx9+iMjISCQkJCAvLw+ZmZmIiYkpMub8++DJYRPahFwrLy8P8+bNw5YtW3Dnzh3k5OQgOzsbNjY2UhvZ2dlo3759sddZnP3+5IVsHh4eSEhIKNY6zBUTXlPEmRqIiCoOmazYwwpQ+0XNbAypsdA/jlemWV77RUCuKLUQ09M114z88ssv8PLy0lmmVCp1XtvaFtwWfWXF8azvy8+Q2PPr27cvJk6ciOPHj+Phw4e4desWevfuLS0fOHAg7t27h+XLl6NmzZpQKpUICQlBTk5OiWPWWrRoEZYvX45ly5YhICAAtra2GDt2rLQOa2vrUltXfpaWljqvZTIZ1Gp1mazLVDDhNUWci5eIqHKSKzRTj20ZAEAG3aT38Vm7TvNLNdkFAH9/fyiVSsTExOgdAmCo+vXrY/v27RBCSGcbDxw4AHt7e1SvXr3Y7Tg6OsLDwwOHDx/GCy+8AADIzc3FsWPH0LRp0xLFXr16dYSGhmLDhg14+PAhXnrpJbi6ukrLDxw4gM8//xxdunQBoBmTm5SUVOz269evj507d+qUHTp0SOf1gQMH8PLLL+PNN98EoLlA7fLly/D39wegGW5gbW2NvXv3YtCgQcVaZ2ns94qIszSYIu0Z3vvXgLxHxo2FiIjKl38PzdRjDh665Q6eZTYlmb29PcaNG4f3338f69evR3R0NI4fP44VK1Zg/fr1Brc3YsQI3Lp1C++99x4uXryI//3vf5gxYwbCw8OlcaTFNWbMGMyfPx87duzAxYsXMWLECJ0bN5Qk9n79+mHTpk3YunUr+vXrp7PMz88P3377LS5cuIDDhw+jX79+Bp1xfffdd3HlyhWMHz8ely5dwvfff49169YVWMfu3btx8OBBXLhwAe+88w7i4+Ol5SqVChMnTsTEiRPx7bffIjo6GocOHcLXX3+td52lud8rGp7hNUUOXoClLfAoA7h/HXB5ztgRERFRefLvAdTrqhnTmx4P2LlpxuyW8pnd/ObMmQMXFxdERETg2rVrcHJyQtOmTTFlyhSD2/Ly8sKvv/6K8ePHIzAwEFWrVsWQIUPw4YcfGtzWBx98gNjYWAwcOBByuRxvvfUWXnnlFaSkpJQ49tdeew2jRo2CQqEocOe2r7/+Gm+//TaaNm0Kb29vzJs3T+cCs6epUaMGtm/fjvfffx8rVqxA8+bNMW/ePLz11ltSnQ8//BDXrl1DWFgYbGxs8Pbbb6Nnz5462zZt2jQoFArMnj0bd+/ehYeHB95991296yzN/V7RyMSTk9kRUlNT4ejoiJSUFDg4OEjlarUaCQkJcHV1Lfu/lL4IBWJPAr2/A+p3L9t1VWDl2mdUKthn5od99p+srCxcv34dvr6+UKlUxg5HLyEEcnNzYWFhoXNxE5muytxnRX2mCsvX9Knc30ymTDusgeN4iYiIiEqECa+p0t5xLZEJLxEREVFJMOE1Vc7aM7ycmoyIiIioJJjwmippSMMVg+6FTkRERES6mPCaqiq+gEwB5KRr7ptORERmg9eDE5WO0vosMeE1VRZWQNVamucc1kBEZBa0d7DKzMw0ciREFYP2s/Tk3eEMxXl4TZlLXeDeFc2Fa7VfNHY0RET0FAqFAk5OTkhISAAA2NjYmNw0UpV5iitzVRn7TAiBzMxMJCQkwMnJCQpFyeagZsJryniLYSIis+Pu7g4AUtJraoQQUKvVkMvllSZ5MneVuc+cnJykz1RJMOE1ZUx4iYjMjkwmg4eHB1xdXfHokendHl6tVuPevXuoVq1apb9RiLmorH1maWlZ4jO7WiaR8H722WdYtGgR4uLiEBgYKN2CT5/Vq1fjm2++wdmzZwEAQUFBmDdvnk59IQRmzJiB1atXIzk5Ga1atcLKlSvh5+dXLttTarS3FE7kGF4iInOjUChK7Zd1aVKr1bC0tIRKpapUyZM5Y5+VnNH32ubNmxEeHo4ZM2bg+PHjCAwMRFhYWKH/CoqMjETfvn2xb98+REVFwdvbGx07dsSdO3ekOgsXLsQnn3yCVatW4fDhw7C1tUVYWBiysrLKa7NKh/YMb0YC8PCBcWMhIiIiMlNGT3iXLl2KYcOGYfDgwfD398eqVatgY2ODNWvW6K2/YcMGjBgxAo0bN0a9evXw1VdfQa1WY+/evQA0Z3eXLVuGDz/8EC+//DIaNWqEb775Bnfv3sWOHTvKcctKgdIesPfUPE+6YtxYiIiIiMyUUYc05OTk4NixY5g8ebJUJpfL0aFDB0RFRRWrjczMTDx69AhVq1YFAFy/fh1xcXHo0KGDVMfR0RHBwcGIiopCnz59CrSRnZ2N7Oxs6XVqaioAzb8Q1Gq1VK5Wq6WB4+VF5vwcZGl3oU64CHg1K7f1VhTG6DMqGfaZ+WGfmRf2l/lhn+lnyP4wasKblJSEvLw8uLm56ZS7ubnh4sWLxWpj4sSJ8PT0lBLcuLg4qY0n29Que1JERARmzZpVoDwxMVFnGIRarUZKSgqEEOU2hsbe1hu2AB7GnECaV8dyWWdFYow+o5Jhn5kf9pl5YX+ZH/aZfmlpacWuaxIXrT2r+fPnY9OmTYiMjIRKpXrmdiZPnozw8HDpdWpqKry9veHi4gIHBwepXK1WQyaTwcXFpfwOOO9GwFnAJvMOrF1dy2edFYhR+oxKhH1mfthn5oX9ZX7YZ/oZkvsZNeF1dnaGQqFAfHy8Tnl8fPxT51xbvHgx5s+fjz179qBRo0ZSufZ98fHx8PDw0GmzcePGettSKpVQKpUFyuVyeYEDSyaT6S0vM671NOtNugwZD/JnUu59RiXGPjM/7DPzwv4yP+yzggzZF0bda1ZWVggKCpIuOAMgXYAWEhJS6PsWLlyIOXPmYNeuXWjWTHdcq6+vL9zd3XXaTE1NxeHDh4ts02Q519X8TL4JPDKzWSaIiIiITIDRhzSEh4dj4MCBaNasGZo3b45ly5YhIyMDgwcPBgAMGDAAXl5eiIiIAAAsWLAA06dPx/fffw8fHx9pXK6dnR3s7Owgk8kwduxYzJ07F35+fvD19cW0adPg6emJnj17Gmszn52dK6ByBLJSgPvRgFsDY0dEREREZFaMnvD27t0biYmJmD59OuLi4tC4cWPs2rVLuugsJiZG55T1ypUrkZOTg9dee02nnRkzZmDmzJkAgAkTJiAjIwNvv/02kpOT0bp1a+zatatE43yNRibTzMd7+1/NDSiY8BIREREZxOgJLwCMGjUKo0aN0rssMjJS5/WNGzee2p5MJsPs2bMxe/bsUojOBDjX1SS8vMUwERERkcE48tkc8BbDRERERM+MCa850N5imHdbIyIiIjIYE15zoE14710B1HnGjYWIiIjIzDDhNQdVfACFEsjNApJjjB0NERERkVlhwmsO5AqgWh3Ncw5rICIiIjIIE15z4eyn+ZnEC9eIiIiIDMGE11y4PL7jGmdqICIiIjIIE15zwZkaiIiIiJ4JE15zISW8lwAhjBsLERERkRlhwmsunP0AyICHD4CMJGNHQ0RERGQ2mPCaC0trwKmG5jkvXCMiIiIqNia85kQa1nDZuHEQERERmREmvOZEmqmBCS8RERFRcTHhNSf5L1wjIiIiomJhwmtOtGd4OTUZERERUbEx4TUn2jO8KbeA7HTjxkJERERkJpjwmhObqoCNs+b5PZ7lJSIiIioOJrzmhsMaiIiIiAzChNfcOPtpfibywjUiIiKi4mDCa26ctWd4mfASERERFQcTXnPj8vjCNc7FS0RERFQsTHjNjfYM7/1rQN4j48ZCREREZAaY8JobBy/A0gZQPwIe3DB2NEREREQmjwmvuZHLeeEaERERkQGY8Joj6cI1juMlIiIiehomvOZIe8c1JrxERERET8WE1xxJMzVwSAMRERHR0zDhNUfO+e62JoRxYyEiIiIycUx4zVHVWoBMAeSkAWmxxo6GiIiIyKQx4TVHFlZAVV/Ncw5rICIiIioSE15zxZkaiIiIiIqFCa+5cuFMDURERETFwYTXXDlzpgYiIiKi4mDCa644pIGIiIioWJjwmivt7YXT44GHyUYNhYiIiMiUMeE1VyoHwN5D8zzpinFjISIiIjJhTHjNmXSLYY7jJSIiIioME15z5vJ4HC8vXCMiIiIqFBNecyad4eWQBiIiIqLCMOE1ZxzSQERERPRUTHjNmXZIw4MbwKMso4ZCREREZKqY8JozOzdA6QgINXD/mrGjISIiIjJJTHjNmUz233y8HNZAREREpBcTXnMnzdTAO64RERER6WNQwvvo0SO0b98eV65wVgCTIV24xoSXiIiISB+DEl5LS0ucPn26rGKhZ8GZGoiIiIiKZPCQhjfffBNff/11WcRCz0I7pCHpKqBWGzcWIiIiIhNkYegbcnNzsWbNGuzZswdBQUGwtbXVWb506dJSC46KwakmoLACch8CKTFAFR9jR0RERERkUgw+w3v27Fk0bdoU9vb2uHz5Mk6cOCE9Tp48aXAAn332GXx8fKBSqRAcHIwjR44UWvfcuXPo1asXfHx8IJPJsGzZsgJ1Zs6cCZlMpvOoV6+ewXGZDYUFUK2O5jnvuEZERERUgMFnePft21dqK9+8eTPCw8OxatUqBAcHY9myZQgLC8OlS5fg6upaoH5mZiZq1aqF119/He+//36h7TZo0AB79uyRXltYGLyZ5sXZD0g4DyReAvxeMnY0RERERCalRNOS3b59G7dv337m9y9duhTDhg3D4MGD4e/vj1WrVsHGxgZr1qzRW//555/HokWL0KdPHyiVykLbtbCwgLu7u/RwdnZ+5hjNgrN2HC8vXCMiIiJ6ksGnPtVqNebOnYslS5YgPT0dAGBvb48PPvgAU6dOhVxevBw6JycHx44dw+TJk6UyuVyODh06ICoqytCwdFy5cgWenp5QqVQICQlBREQEatSoUWj97OxsZGdnS69TU1MBaLZVne9CMLVaDSGETplJcPaDHIBIvAxharEZmcn2GRWKfWZ+2Gfmhf1lfthn+hmyPwxOeKdOnYqvv/4a8+fPR6tWrQAA+/fvx8yZM5GVlYWPPvqoWO0kJSUhLy8Pbm5uOuVubm64ePGioWFJgoODsW7dOtStWxexsbGYNWsW2rRpg7Nnz8Le3l7veyIiIjBr1qwC5YmJicjKypJeq9VqpKSkQAhR7MS+PFjIneEMQCReREJCgrHDMSmm2mdUOPaZ+WGfmRf2l/lhn+mXlpZW7LoGJ7zr16/HV199hR49ekhljRo1gpeXF0aMGFHshLesdO7cWXreqFEjBAcHo2bNmtiyZQuGDBmi9z2TJ09GeHi49Do1NRXe3t5wcXGBg4ODVK5WqyGTyeDi4mJaB1wVOwjIIM9KhqutHLCt4EM4DGCyfUaFYp+ZH/aZeWF/mR/2mX4qlarYdQ1OeO/fv6931oN69erh/v37xW7H2dkZCoUC8fHxOuXx8fFwd3c3NKxCOTk54bnnnsPVq1cLraNUKvWOCZbL5QUOLJlMprfcqJR2gJM3kBwD+f2rgH3BC/4qM5PsMyoS+8z8sM/MC/vL/LDPCjJkXxi81wIDA/Hpp58WKP/0008RGBhY7HasrKwQFBSEvXv3SmVqtRp79+5FSEiIoWEVKj09HdHR0fDw8Ci1Nk2S9o5ribxwjYiIiCg/g8/wLly4EF27dsWePXukxDQqKgq3bt3Cr7/+alBb4eHhGDhwIJo1a4bmzZtj2bJlyMjIwODBgwEAAwYMgJeXFyIiIgBoLnQ7f/689PzOnTs4efIk7OzsUKeOZi7acePGoXv37qhZsybu3r2LGTNmQKFQoG/fvoZuqnlxrgtc3QMkXTZ2JEREREQmxeCENzQ0FJcvX8Znn30mXVz26quvYsSIEfD09DSord69eyMxMRHTp09HXFwcGjdujF27dkkXssXExOicrr579y6aNGkivV68eDEWL16M0NBQREZGAtBMlda3b1/cu3cPLi4uaN26NQ4dOgQXFxdDN9W8uPAMLxEREZE+BiW8jx49QqdOnbBq1apSuzht1KhRGDVqlN5l2iRWy8fHB0KIItvbtGlTqcRldqS5eHm3NSIiIqL8DBrDa2lpidOnT5dVLFQS2jG8KTFAToZxYyEiIiIyIQZftPbmm2/i66+/LotYqCRsqwE21TTPeZaXiIiISGLwGN7c3FysWbMGe/bsQVBQEGxtbXWWL126tNSCIwM51wViDmoSXs/Gxo6GiIiIyCQYnPCePXsWTZs2BQBcvqw7I4BMJiudqOjZOPs9Tnh54RoRERGRlkEJb15eHmbNmoWAgABUqVKlrGKiZ+Xy+MI1ztRAREREJDFoDK9CoUDHjh2RnJxcRuFQiXCmBiIiIqICDL5orWHDhrh27VpZxEIlpZ2L995VIC/XuLEQERERmQiDE965c+di3Lhx+PnnnxEbG4vU1FSdBxmRQ3XA0gZQPwIe3DB2NEREREQmweCL1rp06QIA6NGjh85FakIIyGQy5OXllV50ZBi5HKhWB4g7rblwzbmOsSMiIiIiMjqDE959+/aVRRxUWlzqPk54LwPoauxoiIiIiIzO4IQ3NDS0LOKg0qK941ri5aLrEREREVUSBo/hBYB//vkHb775Jlq2bIk7d+4AAL799lvs37+/VIOjZ6BNeDkXLxERERGAZ0h4t2/fjrCwMFhbW+P48ePIzs4GAKSkpGDevHmlHiAZyCXf1GRCGDcWIiIiIhPwTLM0rFq1CqtXr4alpaVU3qpVKxw/frxUg6NnULUWIJMD2alAWpyxoyEiIiIyOoMT3kuXLuGFF14oUO7o6MgbUpgCCyVQxVfznMMaiIiIiAxPeN3d3XH16tUC5fv370etWrVKJSgqIekWw7xwjYiIiMjghHfYsGEYM2YMDh8+DJlMhrt372LDhg0YN24chg8fXhYxkqGkC9eY8BIREREZPC3ZpEmToFar0b59e2RmZuKFF16AUqnEuHHj8N5775VFjGQoztRAREREJDE44ZXJZJg6dSrGjx+Pq1evIj09Hf7+/rCzsyuL+OhZcEgDERERkcTghFfLysoK/v7+pRkLlRZnP83P9DggKwVQORo3HiIiIiIjeqYbT5CJUzkCtm6a54e/AK7/A6jzjBsTERERkZE88xleMmHndwJZDzTP932k+engCXRaAPj3MF5cREREREbAM7wVzfmdwJYBQF6ObnlqrKb8/E7jxEVERERkJEx4KxJ1HrBrIgB9txR+XLZrEoc3EBERUaXyTAnvt99+i1atWsHT0xM3b94EACxbtgz/+9//SjU4MtDNg0Dq3SIqCCD1jqYeERERUSVhcMK7cuVKhIeHo0uXLkhOTkZenuZsoZOTE5YtW1ba8ZEh0uNLtx4RERFRBWBwwrtixQqsXr0aU6dOhUKhkMqbNWuGM2fOlGpwZCA7t9KtR0RERFQBGJzwXr9+HU2aNClQrlQqkZGRUSpB0TOq2VIzGwNkhVSQAQ5emnpERERElYTBCa+vry9OnjxZoHzXrl2oX79+acREz0qu0Ew9BqDQpLfTfE09IiIiokrC4Hl4w8PDMXLkSGRlZUEIgSNHjmDjxo2IiIjAV199VRYxkiH8ewBvfKOZreHJC9hc6gH1uxsnLiIiIiIjMTjhHTp0KKytrfHhhx8iMzMT//d//wdPT08sX74cffr0KYsYyVD+PYB6XTWzMaTHAxDA/94DEi8AJ74Fmg4wdoRERERE5eaZ7rTWr18/9OvXD5mZmUhPT4erq2tpx0UlJVcAvm3+e50WB/zxoebhFwbY88I1IiIiqhxKdOMJGxsbJrvmIng44BEIZKVobj5BREREVEkU6wxvkyZNIJMVduW/ruPHj5coICojCgug+yfA6heBcz8AgX2A58KMHRURERFRmSvWGd6ePXvi5Zdfxssvv4ywsDBER0dDqVSibdu2aNu2LVQqFaKjoxEWxgTKpHk2BkJGaJ7/HA5kpxk1HCIiIqLyUKwzvDNmzJCeDx06FKNHj8acOXMK1Ll161bpRkelr+0U4PxOIPkm8OdcoPOCp7+HiIiIyIwZPIZ369atGDCg4FX+b775JrZv314qQVEZsrIBui/TPD/8BXD7qFHDISIiIiprBie81tbWOHDgQIHyAwcOQKVSlUpQVMZqvwg06gNAADtHA3mPjB0RERERUZkxeFqysWPHYvjw4Th+/DiaN28OADh8+DDWrFmDadOmlXqAVEbCPgKu/AEknAMOfgK0+cDYERERERGVCYMT3kmTJqFWrVpYvnw5vvvuOwBA/fr1sXbtWrzxxhulHiCVEVtnoFME8OM7QOQCwL8nUK22saMiIiIiKnXPdOOJN954g8ltRdCoN3BqE3BtH/DTGGDgT0Axp58jIiIiMhcluvEEmTmZDOj2MWBhDdz4BzjxnbEjIiIiIip1THgru6q+QLspmud/fAikJxg3HiIiIqJSxoSXgBYjAPdGQFYybztMREREFQ4TXtLcdrjHJ4BMDpzdDlz+w9gREREREZUaJryk4dlEc6YXAH4JB7LTjRsPERERUSl5plkabt++jZ07dyImJgY5OTk6y5YuXVoqgZERtJsCXNgJJMc8vu3wfGNHRERERFRiBie8e/fuRY8ePVCrVi1cvHgRDRs2xI0bNyCEQNOmTcsiRiovVraaWRu+6wUcXgUEvA5UDzJ2VEREREQlYvCQhsmTJ2PcuHE4c+YMVCoVtm/fjlu3biE0NBSvv/66wQF89tln8PHxgUqlQnBwMI4cOVJo3XPnzqFXr17w8fGBTCbDsmXLStwmPaFOByDgDQAC+Im3HSYiIiLzZ3DCe+HCBQwYMAAAYGFhgYcPH8LOzg6zZ8/GggULDGpr8+bNCA8Px4wZM3D8+HEEBgYiLCwMCQn6p8bKzMxErVq1MH/+fLi7u5dKm6RHpwjAuioQfxY4uMLY0RARERGViMEJr62trTRu18PDA9HR0dKypKQkg9paunQphg0bhsGDB8Pf3x+rVq2CjY0N1qxZo7f+888/j0WLFqFPnz5QKpWl0ibpYesMhM3TPP9rAXAvuuj6RERERCbM4DG8LVq0wP79+1G/fn106dIFH3zwAc6cOYMffvgBLVq0KHY7OTk5OHbsGCZPniyVyeVydOjQAVFRUYaGVaI2s7OzkZ2dLb1OTU0FAKjVaqjVaqlcrVZDCKFTVmEFvAHZ6c2QXdsH8dNYiP47zPK2w5WqzyoI9pn5YZ+ZF/aX+WGf6WfI/jA44V26dCnS0zVTVs2aNQvp6enYvHkz/Pz8DJqhISkpCXl5eXBzc9Mpd3Nzw8WLFw0Nq0RtRkREYNasWQXKExMTkZWVJb1Wq9VISUmBEAJyecWf0U3RYiqcY6Igu/E3Uv9ZhYf1ehk7JINVtj6rCNhn5od9Zl7YX+aHfaZfWlpasesanPDWqlVLem5ra4tVq1YZ2oTJmTx5MsLDw6XXqamp8Pb2houLCxwcHKRytVoNmUwGFxeXynHAubpCtJ0M2Z4ZcDi0EPZBrwG2LsaOyiCVrs8qAPaZ+WGfmRf2l/lhn+mnUqmKXdfghPfWrVuQyWSoXr06AODIkSP4/vvv4e/vj7fffrvY7Tg7O0OhUCA+Pl6nPD4+vtAL0sqqTaVSqXdMsFwuL3BgyWQyveUVVsgo4Ow2yOLOQPb7FOC1r40dkcEqXZ9VAOwz88M+My/sL/PDPivIkH1h8F77v//7P+zbtw8AEBcXhw4dOuDIkSOYOnUqZs+eXex2rKysEBQUhL1790plarUae/fuRUhIiKFhlVmblZ7CAuix4vFth7cBV3YbOyIiIiIigxic8J49exbNmzcHAGzZsgUBAQE4ePAgNmzYgHXr1hnUVnh4OFavXo3169fjwoULGD58ODIyMjB48GAAwIABA3QuQMvJycHJkydx8uRJ5OTk4M6dOzh58iSuXr1a7DbpGeS/7fDP7/O2w0RERGRWDB7S8OjRI+nf/3v27EGPHj0AAPXq1UNsbKxBbfXu3RuJiYmYPn064uLi0LhxY+zatUu66CwmJkbndPXdu3fRpEkT6fXixYuxePFihIaGIjIyslht0jPKf9vhfR9p5uolIiIiMgMyIYQw5A3BwcFo164dunbtio4dO+LQoUMIDAzEoUOH8Nprr+H27dtlFWu5SU1NhaOjI1JSUgpctJaQkABXV9fKOYbmyh5gQy/N8IahewAv07/tcKXvMzPEPjM/7DPzwv4yP+wz/QrL1/QxeK8tWLAAX3zxBdq2bYu+ffsiMDAQALBz505pqANVUH4dgIDXAaEGdo7hbYeJiIjILBg8pKFt27ZISkpCamoqqlSpIpW//fbbsLGxKdXgyASFRQBX9wDxZ4CoT4HW7xs7IiIiIqIiPdN5cYVCoZPsAoCPjw9cXV1LJSgyYXYu/912OHI+bztMREREJs/gM7wAsG3bNmzZsgUxMTHIycnRWXb8+PFSCYxMWGBf4PRm4FqkZtaGAf8zy9sOExERUeVg8BneTz75BIMHD4abmxtOnDiB5s2bo1q1arh27Ro6d+5cFjGSqZHJgG4fAxYq4PpfwMnvjR0RERERUaEMTng///xzfPnll1ixYgWsrKwwYcIE7N69G6NHj0ZKSkpZxEimqGotoO0kzfM/pgLpicaNh4iIiKgQBie8MTExaNmyJQDA2toaaWlpAID+/ftj48aNpRsdmbaQUYBbAPDwAfD75KfXJyIiIjICgxNed3d33L9/HwBQo0YNHDp0CABw/fp1GDilL5k7hSXQ4xPNvLxntvK2w0RERGSSDE54X3zxRezcuRMAMHjwYLz//vt46aWX0Lt3b7zyyiulHiCZOK+mQPBwzfOfw3nbYSIiIjI5Bs/S8OWXX0KtVgMARo4ciWrVquHgwYPo0aMH3nnnnVIPkMxAuynAhZ+AlBhg3zyg0zxjR0REREQkMfgM7+3bt6FQKKTXffr0wSeffIJRo0YhLi6uVIMjM6G0A7ot1Tw/vBK4w6npiIiIyHQYnPD6+voiMbHgFfn379+Hr69vqQRFZsjvJaDha5rbDv80mrcdJiIiIpNhcMIrhIBMz00G0tPToVKpSiUoMlOd5gPWVYC4M0DUZ8aOhoiIiAiAAWN4w8PDAQAymQzTpk2DjY2NtCwvLw+HDx9G48aNSz1AMiN2LkDHj4D/jQAiIwD/Hpr5eomIiIiMqNgJ74kTJwBozvCeOXMGVlZW0jIrKysEBgZi3LhxpR8hmZfG/wec3gRc/xv4aSxvO0xERERGV+yEd9++fQA0U5EtX74cDg4OZRYUmTGZDOi2DFjZUnPb4VObgMZ9jR0VERERVWIGj+Fdu3Ytk10qWrXaQOhEzfPfpwAZScaNh4iIiCo1gxNeomJp+d7j2w7fB3bxtsNERERkPEx4qWwoLIEeyx/fdngLcHWPsSMiIiKiSooJL5UdryAg+F3N85/fB3IyjBsPERERVUpMeKlstZsKOHoDyY9vO0xERERUzpjwUtlS2gFdH992+NDnwN0Txo2HiIiIKh0mvFT2nusINOylue3wztFAXq6xIyIiIqJKhAkvlY9O8wGVExB3GjjE2w4TERFR+WHCS+XDzhUI+0jzfF8EcP+6ceMhIiKiSoMJL5Wfxv0AnzZA7kPg57GAEMaOiIiIiCoBJrxUfmQyoPtyQKEErkUCpzcbOyIiIiKqBJjwUvmqVhto+/i2w7sm87bDREREVOaY8FL5azkacGuoue3w71OMHQ0RERFVcEx4qfwpLIHunwCQaYY18LbDREREVIaY8JJxVM932+GfxgJXdgNntgHX/wHUeUYNjYiIiCoWC2MHQJXYi1OB01uAlFvAhtf+K3fwBDotAPx7GC82IiIiqjB4hpeMJ3of8PBewfLUWGDLAOD8zvKPiYiIiCocJrxkHOo8YNfEQhY+np931yQObyAiIqISY8JLxnHzIJB6t4gKAki9Axz8FEhPLLewiIiIqOLhGF4yjvT44tXbM13zsHMH3AMA94aPfzYCqtYC5IqyjZOIiIjMHhNeMg47t+LVc/DUjOlNjwOuxgFXd/+3zNIGcGvwOAF+nAS7+gNWNmUTMxEREZklJrxkHDVb/pfMasfs6pBplo89A+RmAfHngbjTQNwZzSP+HPAoE7j9r+YhvU0OVKvzXxLs2hByC3cAruW0YURERGRqmPCSccgVmqnHtgwAIINu0ivT/Og0X1PPyhbwfl7z0FLnAfeidZPguNNARiKQdFnzOLsdcmhSXWHrmu9M8OOzwdVqc0gEERFRJcCEl4zHvwfwxjea2RryX8Dm4KlJdouah1euAFye0zwC8s3hmxb/X/IbfxYi7gyQdAWyjAQgeq/moWVhXXBIhJu/JsEmIiKiCoMJLxmXfw+gXlfNrA3p8ZqxvTVbPvuZV3s3zcOvAwBAqNVIvHMDLiIJ8oSzBYdE3DmqeUhkj4dE5Ls4zj1AE5dMVvLtJSIionLHhJeMT64AfNuUWfPC0gZwbQbUaP5foToPuH8t35CIx8lwehxw74rmce7H/+rbuuieCXYP0CTGHBJBRERk8pjwUuUkVwDOfppHw17/lacn5BsT/Phx74pmbHD0n5qHloW1ZgiEW76zwW4NAKVd+W8PERERFYoJL1F+dq5Anfaah1ZOJpBwQc8sERnAnWOah0SmmR/4ybPB9u4cEkFERGQkTHiJnsbKBqgepHloqfOA+9eB+CfOBqfFAvejNY/zO/6rb+P8xCwRAUA1P0DBjyAREVFZ429bomchVwDOdTSPBq/8V56eWDAJTroMZCYB1/ZpHloWKsC1vu6ZYLcGgNK+/LeHiIioAmPCS1Sa7FwAuxeB2i/+V/boIZBw/r8L4+LOAPFngZx04O4JzSM/vUMiPJ5tSIQ6r/RmwCAiIjJTJpHwfvbZZ1i0aBHi4uIQGBiIFStWoHnz5oXW37p1K6ZNm4YbN27Az88PCxYsQJcuXaTlgwYNwvr163XeExYWhl27dpXZNhAVytIa8ArSPLTUauDB9YIXyKXd1cwecf8acP5//9W3rlowCXb2AxSWha/3/M5C5jheUPQcx0RERBWM0RPezZs3Izw8HKtWrUJwcDCWLVuGsLAwXLp0Ca6uBW8He/DgQfTt2xcRERHo1q0bvv/+e/Ts2RPHjx9Hw4YNpXqdOnXC2rVrpddKpbJctoeoWORyzZ3eqtUGGvT8rzwjSfcscNwZIPES8PA+cP0vzUNLodQ/JELloEl2twxAgds2p8Zqyt/4hkkvERFVGjIhhHh6tbITHByM559/Hp9++ikAQK1Ww9vbG++99x4mTZpUoH7v3r2RkZGBn3/+WSpr0aIFGjdujFWrVgHQnOFNTk7Gjh07nimm1NRUODo6IiUlBQ4ODlK5Wq1GQkICXF1dIZfLn6ltKl8Vos8eZQGJF544G3wWyEnTX9/JRzOfcG5WIQ3KNGd6x54xyeENFaLPKhn2mXlhf5kf9pl+heVr+hj1DG9OTg6OHTuGyZMnS2VyuRwdOnRAVFSU3vdERUUhPDxcpywsLKxAchsZGQlXV1dUqVIFL774IubOnYtq1arpbTM7OxvZ2dnS69TUVACaA0ytVkvlarUaQgidMjJtFaLPFFaAe6DmoSXUwIObQPwZyKQzwmcgS70LJN94SoMCSL0D9d45mrHGDl6aBNjCNP4LUiH6rJJhn5kX9pf5YZ/pZ8j+MGrCm5SUhLy8PLi5uemUu7m54eLFi3rfExcXp7d+XFyc9LpTp0549dVX4evri+joaEyZMgWdO3dGVFQUFIqCZ7QiIiIwa9asAuWJiYnIyvrvLJlarUZKSgqEEPwLy0xU7D6zBaq10DwaaEpkWQ9ge3od7I6veuq75Qc+Bg58LL3OU1WF2s4DeXbuyLPzgNrWXfe5rasm+S5jFbvPKib2mXlhf5kf9pl+aWmF/KdTD6OP4S0Lffr0kZ4HBASgUaNGqF27NiIjI9G+ffsC9SdPnqxz1jg1NRXe3t5wcXEpMKRBJpPBxcWFB5yZqHx95gqouwLFSHiFWyPNzTNS70CWmwVF1n0osu7DMumc/vqQaW7M4eCleTh6Qdh7Ao5e/5XZuwPykn2tVL4+M3/sM/PC/jI/7DP9VCpVsesaNeF1dnaGQqFAfHy8Tnl8fDzc3d31vsfd3d2g+gBQq1YtODs74+rVq3oTXqVSqfeiNrlcXuDAkslkesvJdFW6PvNppRmikBqLAhetAdCO4ZW9E6kZwysE8PABkHIbSL3z+Ofdx8/vAKma17K8HM30ZunxwN3j2paeaFoO2LnrJsHa547VNXHZuT117HCl67MKgH1mXthf5od9VpAh+8KoCa+VlRWCgoKwd+9e9OzZE4Dmr5i9e/di1KhRet8TEhKCvXv3YuzYsVLZ7t27ERISUuh6bt++jXv37sHDw6M0wycyTXKFZuqxLQOgSUnzJ72PU9RO8/9LOmUywKaq5uHRSH+bQmhmkEi9/TgJvpvvufZxF1DnaqZWS7sL4N9C4rPQzCusHTvs6AU4VH/80xOw99Ssj4iIqJQYfUhDeHg4Bg4ciGbNmqF58+ZYtmwZMjIyMHjwYADAgAED4OXlhYiICADAmDFjEBoaiiVLlqBr167YtGkTjh49ii+//BIAkJ6ejlmzZqFXr15wd3dHdHQ0JkyYgDp16iAsLMxo20lUrvx7aKYe0zsP73zDpySTyR7fVMMF8Gyiv45aDWQk6CbB2rPGqXc15WmxmqQ45ZbmoYccgJvcUhNrgTPE2iS5OmBT7dluxkFERJWO0RPe3r17IzExEdOnT0dcXBwaN26MXbt2SRemxcTE6JyybtmyJb7//nt8+OGHmDJlCvz8/LBjxw5pDl6FQoHTp09j/fr1SE5OhqenJzp27Ig5c+ZwLl6qXPx7APW6lt+d1uRyzRhee3cAQfrr5OVqYtF3hvjxc5EWB5n6EZB8U/MojIXqv6Q4f2Kc/7l1FSbFRERk/Hl4TRHn4a042GfmR/0oG0k3zsHZMgvytLv5zhDf/i8xzkgoXmOWNvnOFD9xhlibGCsdmBSXED9n5oX9ZX7YZ/qZzTy8REQFKCyhtvcEXF01Z431yc3RjBNOuaPnQrvHiXHmPeBRJnDvquZRGCu7ws8Qay+0U9qXzbYSEVG5YMJLRObHwgqo4qN5FOZRVoHhEgWeP3wA5KQDSZc0j8IoHfMlxE+cIdYmyVY2pb2VRERUSpjwElHFZKkCqtXWPAqTk5FvuMRd/RfaZadoHgkpQML5wtuyrqI728STwygcvDQxERFRuWPCS0SVl5Ut4OyneRQmO03PGeLb/yXEqXc0Z4kfPtA84s8U3paNs56hE9X/m57N3lNz9pqIiEoVE14ioqIo7QHXepqHPkIAWSmFnCHOd6Fd7kMgM0nziD1VyMq0d7Mr4kI7ew9Awa9uIiJD8FuTiKgkZDLA2knzcPPXX0d7N7vCzhBrh1TkZee7m92JQtYn10wxp+8MsXZIRTHuZkdEVJkw4SUiKmv572bnHqC/jhCamSUKO0Ms3c3ukeYGHmmxwJ2jhaxPoTkT7OhVyAwU1QFbl8JnwSAiqmCY8BIRmQKZDLB11jw8G+uvo1YDGYlPnCHOf7vnxz9F3uM6twtfn9wScPB44kK76rrJsa0z5ygmogqBCS8RkbmQywF7N83Dq5C72anz/rubnc4Z4nxJcnqc5kxxcozmURiFMt/4YU89wyiqa2anKG3qvPK7QyARVQpMeImIKhK54nFy6glUb6a/Tl6uZkiEzi2en7jdc3qCZkzxg+uaR2EsrCFz9EIVlTNkzr75LrTLN5RC5Vj8M8XndwK7Jmri0XLwBDot0Nwum4joGTDhJSKqbBQWgJO35oFg/XVycx4nxfpu3PE4Mc5MAnIfQnbvKpS4Ctw5pL8tK7tCzhDnu9BOaa9JdrcMAPDEHe9TYzXlb3zDpJeIngkTXiIiKsjCCqhSU/MozKMsIO0u1Mm3kXr7PByQDrk0PZv2bnb3H9/N7rLmURgrByA3EwWSXeC/sp/GaMYxW1hpzmTLFZoL9OQWj19bPH6teMpriyLezzHLRM/ExIciMeElIqJnY6kCqtYCnHyQZfMcHFxdC878kJP533AJvRfa3dbMY5yT+vT1PbwPbBtYNtsikRUzgX6WJFtezKRbXopJvJ72IYNFciqgjtf88fBke09bB/8ooCeZwVAkJrxERFR2rGwA5zqaR2Gy04Gja4Dd057eXtU6gE0VQJ2rOaOkztPMSqHOffxQa35KZU/Wefy8UEJzQZ/6kcGbai7kAJxL0oBMXoZJexn9UVBu66yEfxSYyVAkJrxERGRcSjvAs0nx6nZfBvi2Kdn6hACEOl9CrE2Q8554XcwEWp1b/u2VYJ1CnQd1bg7kMkD2LH8UCPXjdVfcPwpKrJT/KJDJFHB6lAeZtY2eBLu4SXtJkvhC2hcAfglH4UORZMCuSUC9rjD28AYmvEREZHw1W2r+BZoaC/2/PGWa5TVblnxdMtl/v9grIaFWIzEhAa6urpAVdvMRU/ijwOB1lOYfIiX8T0Ep/1EgA6AqlZbKm9CM5b95sOR/qJYQE14iIjI+uUIz3m/LAGh+vedPeh//e7jT/EqbpJa7Sv5HQbGU6h8FRSft6rxHSEt5AHtbG8ihLsEfHqX8R0F2KpCV/PR9lR5f5t3xNEx4iYjINPj30Iz303vxy3yTGAdIJCnPPwrUajxMSIC9vgtDjen6P8D6bk+vZ+dW9rE8BRNeIiIyHf49NOP9THh6IyJ6rDyHIpUQE14iIjItcoXRx/sRUTGY0VAkEzovTkRERERmRTsUycFDt9zB02SmJAN4hpeIiIiISsIMhiIx4SUiIiKikjHxoUgc0kBEREREFRoTXiIiIiKq0JjwEhEREVGFxoSXiIiIiCo0JrxEREREVKEx4SUiIiKiCo0JLxERERFVaEx4iYiIiKhCY8JLRERERBUaE14iIiIiqtCY8BIRERFRhcaEl4iIiIgqNCa8RERERFShMeElIiIiogqNCS8RERERVWhMeImIiIioQmPCS0REREQVGhNeIiIiIqrQmPASERERUYXGhJeIiIiIKjQmvERERERUoTHhJSIiIqIKjQkvEREREVVoTHiJiIiIqEKzMHYAlV2eWuDI9ftISMuCq70KzX2rQiGXmWy7ZcGcYjU33LdkjnjcEpkfU//cmkTC+9lnn2HRokWIi4tDYGAgVqxYgebNmxdaf+vWrZg2bRpu3LgBPz8/LFiwAF26dJGWCyEwY8YMrF69GsnJyWjVqhVWrlwJPz+/8ticYtt1NhazfjqP2JQsqczDUYUZ3f3RqaGHybVbFswpVnPDfUvmiMctkfkxh8+t0Yc0bN68GeHh4ZgxYwaOHz+OwMBAhIWFISEhQW/9gwcPom/fvhgyZAhOnDiBnj17omfPnjh79qxUZ+HChfjkk0+watUqHD58GLa2tggLC0NWVpbeNo1h19lYDP/uuM7BAQBxKVkY/t1x7Doba1LtlgVzitXccN+SOeJxS2R+zOVzKxNCCGMGEBwcjOeffx6ffvopAECtVsPb2xvvvfceJk2aVKB+7969kZGRgZ9//lkqa9GiBRo3boxVq1ZBCAFPT0988MEHGDduHAAgJSUFbm5uWLduHfr06fPUmFJTU+Ho6IiUlBQ4ODhI5Wq1GgkJCXB1dYVc/ux/K+SpBVov+LPAwaElA+DmoMLu8BcM+ndAnlqgw9K/EJ+aXartloXyilWtViMxMREuLi4l6jNzYk7HgT6Vsc/MXWn0mbkft+aEnzHzY6p9VpzPrbujCvsnvlgmn9vC8jV9jDqkIScnB8eOHcPkyZOlMrlcjg4dOiAqKkrve6KiohAeHq5TFhYWhh07dgAArl+/jri4OHTo0EFa7ujoiODgYERFRelNeLOzs5Gd/V9npaamAtAcYGq1WipXq9UQQuiUPYvD1+4VmuwCgAAQl5qFgJl/lGg95dVuWTCnWM0N9y2ZIx63ROZHAIhNycLha0loUataqbdvSD5m1IQ3KSkJeXl5cHNz0yl3c3PDxYsX9b4nLi5Ob/24uDhpubassDpPioiIwKxZswqUJyYm6gyDUKvVSElJgRCiRH9hXb19/5nfS0RERGROrt5ORC27vFJvNy0trdh1TeKiNWObPHmyzlnj1NRUeHt7w8XFpcCQBplMVuJ/KdRJVwC4/tR6awYGoblv1WK3e+T6fby1/lipt1sWyitWtVqNpKQkODs7m9S/gcqSOR0H+lTGPjN3pdFn5n7cmhN+xsyPqfZZcT+3daq7wNW19M/wqlSqYtc1asLr7OwMhUKB+Ph4nfL4+Hi4u7vrfY+7u3uR9bU/4+Pj4eHhoVOncePGettUKpVQKpUFyuVyeYEDSyaT6S03RHAtZ3g4qhCXkgV9A6i1Y15C67oZNOYltK5bmbRbFsorVrVajUwrC9iprEzqS6IsmdNxoE9l7DNzVxp9Zu7HrTnhZ8z8mGqfFfdzG1zLGfIy+Nwasi+MutesrKwQFBSEvXv3SmVqtRp79+5FSEiI3veEhITo1AeA3bt3S/V9fX3h7u6uUyc1NRWHDx8utM3yppDLMKO7PwDNwZCf9vWM7v4Gf6mXVbtlwZxiNTfct2SOeNwSmR9z+twa/c+E8PBwrF69GuvXr8eFCxcwfPhwZGRkYPDgwQCAAQMG6FzUNmbMGOzatQtLlizBxYsXMXPmTBw9ehSjRo0CoDkDO3bsWMydOxc7d+7EmTNnMGDAAHh6eqJnz57G2ES9OjX0wMo3m8LdUfd0vLujCivfbPrM89aVVbtlwZxiNTfct2SOeNwSmR9z+dwafQxv7969kZiYiOnTpyMuLg6NGzfGrl27pIvOYmJidE5Zt2zZEt9//z0+/PBDTJkyBX5+ftixYwcaNmwo1ZkwYQIyMjLw9ttvIzk5Ga1bt8auXbsMGutRHjo19MBL/u6lfmeSsmq3LJhTrOaG+5bMEY9bIvNjDp9bo8/Da4rKeh5eKj/sM/PDPjM/7DPzwv4yP+wz/QyZh5d7jYiIiIgqNCa8RERERFShMeElIiIiogqNCS8RERERVWhMeImIiIioQmPCS0REREQVmtHn4TVF2pnaUlNTdcrVajXS0tKgUqk4LYiZYJ+ZH/aZ+WGfmRf2l/lhn+mnzdOKM8MuE1490tLSAADe3t5GjoSIiIiIipKWlgZHR8ci6/DGE3qo1WrcvXsX9vb2kMn+u0tIamoqvL29cevWradOcEymgX1mfthn5od9Zl7YX+aHfaafEAJpaWnw9PR86plvnuHVQy6Xo3r16oUud3Bw4AFnZthn5od9Zn7YZ+aF/WV+2GcFPe3MrhYHghARERFRhcaEl4iIiIgqNCa8BlAqlZgxYwaUSqWxQ6FiYp+ZH/aZ+WGfmRf2l/lhn5UcL1ojIiIiogqNZ3iJiIiIqEJjwktEREREFRoTXiIiIiKq0JjwEhEREVGFxoTXAJ999hl8fHygUqkQHByMI0eOGDukSikiIgLPP/887O3t4erqip49e+LSpUs6dbKysjBy5EhUq1YNdnZ26NWrF+Lj43XqxMTEoGvXrrCxsYGrqyvGjx+P3Nzc8tyUSmn+/PmQyWQYO3asVMb+Mj137tzBm2++iWrVqsHa2hoBAQE4evSotFwIgenTp8PDwwPW1tbo0KEDrly5otPG/fv30a9fPzg4OMDJyQlDhgxBenp6eW9KpZCXl4dp06bB19cX1tbWqF27NubMmYP816Wzz4zr77//Rvfu3eHp6QmZTIYdO3boLC+t/jl9+jTatGkDlUoFb29vLFy4sKw3zTwIKpZNmzYJKysrsWbNGnHu3DkxbNgw4eTkJOLj440dWqUTFhYm1q5dK86ePStOnjwpunTpImrUqCHS09OlOu+++67w9vYWe/fuFUePHhUtWrQQLVu2lJbn5uaKhg0big4dOogTJ06IX3/9VTg7O4vJkycbY5MqjSNHjggfHx/RqFEjMWbMGKmc/WVa7t+/L2rWrCkGDRokDh8+LK5duyZ+//13cfXqVanO/PnzhaOjo9ixY4c4deqU6NGjh/D19RUPHz6U6nTq1EkEBgaKQ4cOiX/++UfUqVNH9O3b1xibVOF99NFHolq1auLnn38W169fF1u3bhV2dnZi+fLlUh32mXH9+uuvYurUqeKHH34QAMSPP/6os7w0+iclJUW4ubmJfv36ibNnz4qNGzcKa2tr8cUXX5TXZposJrzF1Lx5czFy5EjpdV5envD09BQRERFGjIqEECIhIUEAEH/99ZcQQojk5GRhaWkptm7dKtW5cOGCACCioqKEEJovHrlcLuLi4qQ6K1euFA4ODiI7O7t8N6CSSEtLE35+fmL37t0iNDRUSnjZX6Zn4sSJonXr1oUuV6vVwt3dXSxatEgqS05OFkqlUmzcuFEIIcT58+cFAPHvv/9KdX777Tchk8nEnTt3yi74Sqpr167irbfe0il79dVXRb9+/YQQ7DNT82TCW1r98/nnn4sqVarofC9OnDhR1K1bt4y3yPRxSEMx5OTk4NixY+jQoYNUJpfL0aFDB0RFRRkxMgKAlJQUAEDVqlUBAMeOHcOjR490+qtevXqoUaOG1F9RUVEICAiAm5ubVCcsLAypqak4d+5cOUZfeYwcORJdu3bV6ReA/WWKdu7ciWbNmuH111+Hq6srmjRpgtWrV0vLr1+/jri4OJ0+c3R0RHBwsE6fOTk5oVmzZlKdDh06QC6X4/Dhw+W3MZVEy5YtsXfvXly+fBkAcOrUKezfvx+dO3cGwD4zdaXVP1FRUXjhhRdgZWUl1QkLC8OlS5fw4MGDctoa02Rh7ADMQVJSEvLy8nR+2QKAm5sbLl68aKSoCADUajXGjh2LVq1aoWHDhgCAuLg4WFlZwcnJSaeum5sb4uLipDr6+lO7jErXpk2bcPz4cfz7778FlrG/TM+1a9ewcuVKhIeHY8qUKfj3338xevRoWFlZYeDAgdI+19cn+fvM1dVVZ7mFhQWqVq3KPisDkyZNQmpqKurVqweFQoG8vDx89NFH6NevHwCwz0xcafVPXFwcfH19C7ShXValSpUyid8cMOElszZy5EicPXsW+/fvN3YoVIhbt25hzJgx2L17N1QqlbHDoWJQq9Vo1qwZ5s2bBwBo0qQJzp49i1WrVmHgwIFGjo702bJlCzZs2IDvv/8eDRo0wMmTJzF27Fh4enqyz4jAWRqKxdnZGQqFosBV4/Hx8XB3dzdSVDRq1Cj8/PPP2LdvH6pXry6Vu7u7IycnB8nJyTr18/eXu7u73v7ULqPSc+zYMSQkJKBp06awsLCAhYUF/vrrL3zyySewsLCAm5sb+8vEeHh4wN/fX6esfv36iImJAfDfPi/qO9Hd3R0JCQk6y3Nzc3H//n32WRkYP348Jk2ahD59+iAgIAD9+/fH+++/j4iICADsM1NXWv3D78rCMeEtBisrKwQFBWHv3r1SmVqtxt69exESEmLEyConIQRGjRqFH3/8EX/++WeBf98EBQXB0tJSp78uXbqEmJgYqb9CQkJw5swZnS+P3bt3w8HBocAveiqZ9u3b48yZMzh58qT0aNasGfr16yc9Z3+ZllatWhWY6u/y5cuoWbMmAMDX1xfu7u46fZaamorDhw/r9FlycjKOHTsm1fnzzz+hVqsRHBxcDltRuWRmZkIu1/2VrlAooFarAbDPTF1p9U9ISAj+/vtvPHr0SKqze/du1K1bt1IPZwDAacmKa9OmTUKpVIp169aJ8+fPi7fffls4OTnpXDVO5WP48OHC0dFRREZGitjYWOmRmZkp1Xn33XdFjRo1xJ9//imOHj0qQkJCREhIiLRcO81Vx44dxcmTJ8WuXbuEi4sLp7kqJ/lnaRCC/WVqjhw5IiwsLMRHH30krly5IjZs2CBsbGzEd999J9WZP3++cHJyEv/73//E6dOnxcsvv6x3CqUmTZqIw4cPi/379ws/Pz9OcVVGBg4cKLy8vKRpyX744Qfh7OwsJkyYINVhnxlXWlqaOHHihDhx4oQAIJYuXSpOnDghbt68KYQonf5JTk4Wbm5uon///uLs2bNi06ZNwsbGhtOSCU5LZpAVK1aIGjVqCCsrK9G8eXNx6NAhY4dUKQHQ+1i7dq1U5+HDh2LEiBGiSpUqwsbGRrzyyisiNjZWp50bN26Izp07C2tra+Hs7Cw++OAD8ejRo3LemsrpyYSX/WV6fvrpJ9GwYUOhVCpFvXr1xJdffqmzXK1Wi2nTpgk3NzehVCpF+/btxaVLl3Tq3Lt3T/Tt21fY2dkJBwcHMXjwYJGWllaem1FppKamijFjxogaNWoIlUolatWqJaZOnaozPRX7zLj27dun93fXwIEDhRCl1z+nTp0SrVu3FkqlUnh5eYn58+eX1yaaNJkQ+W7DQkRERERUwXAMLxERERFVaEx4iYiIiKhCY8JLRERERBUaE14iIiIiqtCY8BIRERFRhcaEl4iIiIgqNCa8RERERFShMeElIiIiogqNCS8RmZQbN25AJpPh5MmTxg4F69atg5OTU7muc+bMmWjcuHG5rrMiM6XjiYiMhwkvEZkUb29vxMbGomHDhsYOpVKrKIl3WR1PMpkMO3bsKNU2iajsWBg7ACKi/BQKBdzd3Y0dBhXTo0ePYGlpaewwCsXjiYgAnuElonKmVqsREREBX19fWFtbIzAwENu2bZOW6/sX9NmzZ9G5c2fY2dnBzc0N/fv3R1JSkrS8bdu2eO+99zB27FhUqVIFbm5uWL16NTIyMjB48GDY29ujTp06+O2336T3REZGQiaT4ZdffkGjRo2gUqnQokULnD17tsj4V65cidq1a8PKygp169bFt99+Ky0TQmDmzJmoUaMGlEolPD09MXr06CLbmz9/Ptzc3GBvb48hQ4YgKyurQJ2vvvoK9evXh0qlQr169fD5558X2ebT9rF22/fu3YtmzZrBxsYGLVu2xKVLlwBohnLMmjULp06dgkwmg0wmw7p16wBozmyuXLkSPXr0gK2tLT766CMAwP/+9z80bdoUKpUKtWrVwqxZs5CbmyutUyaT4auvvsIrr7wCGxsb+Pn5YefOndLyvLw8DBkyRIq5bt26WL58uc52DRo0CD179sS8efPg5uYGJycnzJ49G7m5uRg/fjyqVq2K6tWrY+3atdJ7nvV4Gj16NCZMmICqVavC3d0dM2fOlJb7+PgAAF555RXIZDLpNVD08UFERiSIiMrR3LlzRb169cSuXbtEdHS0WLt2rVAqlSIyMlIIIcT169cFAHHixAkhhBAPHjwQLi4uYvLkyeLChQvi+PHj4qWXXhLt2rWT2gwNDRX29vZizpw54vLly2LOnDlCoVCIzp07iy+//FJcvnxZDB8+XFSrVk1kZGQIIYTYt2+fACDq168v/vjjD3H69GnRrVs34ePjI3JycoQQQqxdu1Y4OjpK6/nhhx+EpaWl+Oyzz8SlS5fEkiVLhEKhEH/++acQQoitW7cKBwcH8euvv4qbN2+Kw4cPiy+//LLQfbF582ahVCrFV199JS5evCimTp0q7O3tRWBgoFTnu+++Ex4eHmL79u3i2rVrYvv27aJq1api3bp1z7yPtdseHBwsIiMjxblz50SbNm1Ey5YthRBCZGZmig8++EA0aNBAxMbGitjYWJGZmSmEEAKAcHV1FWvWrBHR0dHi5s2b4u+//xYODg5i3bp1Ijo6Wvzxxx/Cx8dHzJw5U4oJgKhevbr4/vvvxZUrV8To0aOFnZ2duHfvnhBCiJycHDF9+nTx77//imvXronvvvtO2NjYiM2bN0ttDBw4UNjb24uRI0eKixcviq+//loAEGFhYeKjjz6S+t7S0lLcunWrRMeTg4ODmDlzprh8+bJYv369kMlk4o8//hBCCJGQkCAAiLVr14rY2FiRkJBQrOODiIyHCS8RlZusrCxhY2MjDh48qFM+ZMgQ0bdvXyFEwQRlzpw5omPHjjr1b926JQCIS5cuCSE0CUrr1q2l5bm5ucLW1lb0799fKouNjRUARFRUlBDiv6Rv06ZNUp179+4Ja2trKcl6MuFt2bKlGDZsmE4sr7/+uujSpYsQQoglS5aI5557TkqYnyYkJESMGDFCpyw4OFgn4a1du7b4/vvvderMmTNHhISE6G2zOPtYu+179uyRlv/yyy8CgHj48KEQQogZM2boxKEFQIwdO1anrH379mLevHk6Zd9++63w8PDQed+HH34ovU5PTxcAxG+//aZ3O4QQYuTIkaJXr17S64EDB4qaNWuKvLw8qaxu3bqiTZs20mtt32/cuFEIUTrHkxBCPP/882LixIk62/Pjjz/q1Hna8UFExsMhDURUbq5evYrMzEy89NJLsLOzkx7ffPMNoqOj9b7n1KlT2Ldvn079evXqAYDOexo1aiQ9VygUqFatGgICAqQyNzc3AEBCQoJO+yEhIdLzqlWrom7durhw4YLeWC5cuIBWrVrplLVq1Uqq//rrr+Phw4eoVasWhg0bhh9//FHn3/r62gsODi40noyMDERHR2PIkCE62z937txC95ch+zj/PvPw8ABQcP/o06xZM53Xp06dwuzZs3XWN2zYMMTGxiIzM1Pv+mxtbeHg4KCzvs8++wxBQUFwcXGBnZ0dvvzyS8TExOisq0GDBpDL//vV5ebmptPP2r4vbDue5XgCNPvnafvmaccHERkPL1ojonKTnp4OAPjll1/g5eWls0ypVBb6nu7du2PBggUFlmmTNAAFLpySyWQ6ZTKZDIBmfGtZ8fb2xqVLl7Bnzx7s3r0bI0aMwKJFi/DXX38904Vd2v21evXqAomxQqEo8j3F2cfPun9sbW0LrHPWrFl49dVXC9RVqVR616ddp3Z9mzZtwrhx47BkyRKEhITA3t4eixYtwuHDhwuNWdtGUe0+qSTHU1keO0RUtpjwElG58ff3h1KpRExMDEJDQ4v1nqZNm2L79u3w8fGBhUXpf2UdOnQINWrUAAA8ePAAly9fRv369fXWrV+/Pg4cOICBAwdKZQcOHIC/v7/02traGt27d0f37t0xcuRI1KtXD2fOnEHTpk31tnf48GEMGDBAJx4tNzc3eHp64tq1a+jXr1+xtudZ9rE+VlZWyMvLK1bdpk2b4tKlS6hTp84zr+/AgQNo2bIlRowYIZUVdha7JErreLK0tCywf4pzfBCRcTDhJaJyY29vj3HjxuH999+HWq1G69atkZKSggMHDsDBwUEnUdAaOXIkVq9ejb59+0pXzV+9ehWbNm3CV199VeiZzuKaPXs2qlWrBjc3N0ydOhXOzs7o2bOn3rrjx4/HG2+8gSZNmqBDhw746aef8MMPP2DPnj0ANLMb5OXlITg4GDY2Nvjuu+9gbW2NmjVr6m1vzJgxGDRoEJo1a4ZWrVphw4YNOHfuHGrVqiXVmTVrFkaPHg1HR0d06tQJ2dnZOHr0KB48eIDw8PACbT7LPtbHx8cH169fx8mTJ1G9enXY29sXehZ++vTp6NatG2rUqIHXXnsNcrkcp06dwtmzZzF37txirc/Pzw/ffPMNfv/9d/j6+uLbb7/Fv//+C19f32K9v7hK63jy8fHB3r170apVKyiVSlSpUuWpxwcRGQ/H8BJRuZozZw6mTZuGiIgI1K9fH506dcIvv/xSaGLj6emJAwcOIC8vDx07dkRAQADGjh0LJycnnbGcz2r+/PkYM2YMgoKCEBcXh59++glWVlZ66/bs2RPLly/H4sWL0aBBA3zxxRdYu3Yt2rZtCwBwcnLC6tWr0apVKzRq1Ah79uzBTz/9hGrVqultr3fv3pg2bRomTJiAoKAg3Lx5E8OHD9epM3ToUHz11VdYu3YtAgICEBoainXr1hWZCBq6j/Xp1asXOnXqhHbt2sHFxQUbN24stG5YWBh+/vln/PHHH3j++efRokULfPzxx4Um+vq88847ePXVV9G7d28EBwfj3r17Omd7S0tpHU9LlizB7t274e3tjSZNmgB4+vFBRMYjE0IIYwdBRKR16dIl1KtXD1euXCnRv8ifJjIyEu3atcODBw/K/fbBRERUvniGl4hMxv3797Ft2zY4ODjA29vb2OEQEVEFwTG8RGQyhgwZgmPHjmHlypWFjhclIiIyFIc0EBEREVGFxiENRERERFShMeElIiIiogqNCS8RERERVWhMeImIiIioQmPCS0REREQVGhNeIiIiIqrQmPASERERUYXGhJeIiIiIKrT/B+KDicnoFzlAAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   40 ejemplos   error de entrenamiento  0.0%   error de validación 23.9%\n",
      "   80 ejemplos   error de entrenamiento  0.0%   error de validación 12.2%\n",
      "  160 ejemplos   error de entrenamiento  0.0%   error de validación  6.4%\n",
      "  320 ejemplos   error de entrenamiento  0.0%   error de validación  5.0%\n",
      "  640 ejemplos   error de entrenamiento  0.0%   error de validación  3.3%\n",
      " 1077 ejemplos   error de entrenamiento  0.0%   error de validación  3.1%\n"
     ]
    }
   ],
   "source": [
    "sizes = [40, 80, 160, 320, 640, len(ytr)]\n",
    "lc_tr, lc_dev = [], []\n",
    "for n in sizes:\n",
    "    torch.manual_seed(0)\n",
    "    m = mlp([64, 256, 256, 10])\n",
    "    train(m, Xtr[:n], ytr[:n], epochs=150, lr=1e-3, batch=32)\n",
    "    lc_tr.append(1 - accuracy(m, Xtr[:n], ytr[:n])); lc_dev.append(1 - accuracy(m, Xdev, ydev))\n",
    "plt.figure(figsize=(8, 4))\n",
    "plt.plot(sizes, lc_tr, \"o-\", label=\"error de entrenamiento\"); plt.plot(sizes, lc_dev, \"o-\", label=\"error de validación\")\n",
    "plt.xlabel(\"ejemplos de entrenamiento\"); plt.ylabel(\"tasa de error\"); plt.title(\"Curva de aprendizaje: la brecha se cierra al crecer los datos\")\n",
    "plt.legend(); plt.grid(alpha=0.3); plt.show()\n",
    "for n, a, b in zip(sizes, lc_tr, lc_dev):\n",
    "    print(f\"{n:5d} ejemplos   error de entrenamiento {a:5.1%}   error de validación {b:5.1%}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b45df73e",
   "metadata": {},
   "source": [
    "El error de entrenamiento es cero en todos los tamaños: esta red tiene capacidad de sobra. El error de validación sigue bajando a medida que crecen los datos, así que este modelo está limitado por la **varianza**, y más datos o regularización son la palanca correcta.\n",
    "\n",
    "## 4. Regularización: la caja de herramientas contra el sobreajuste\n",
    "\n",
    "Para que el sobreajuste sea evidente, dejamos a propósito sin datos a una red grande: 64 → 512 → 512 → 10 (unos 300.000 parámetros) entrenada con solo **200** dígitos. Después probamos los remedios habituales, uno a uno.\n",
    "\n",
    "**Regularización L2 / decaimiento de pesos.** Se suma $\\frac{\\lambda}{2}\\sum w^2$ a la pérdida o, lo que es equivalente, se encoge un poco cada peso en cada paso: $w \\leftarrow w - \\eta(\\nabla_w \\mathcal{L} + \\lambda w)$. Los pesos grandes permiten a la red construir funciones abruptas y onduladas; mantenerlos pequeños mantiene la función suave. Con Adam, la versión \"desacoplada\" (**AdamW**, la que usamos aquí) funciona mejor que sumar la penalización a la pérdida.\n",
    "\n",
    "**Dropout** (Srivastava et al., 2014). Durante el entrenamiento, cada unidad oculta se pone a cero con probabilidad $p$ y las supervivientes se escalan por $1/(1-p)$ para que la activación esperada no cambie. Ninguna unidad puede depender de que otra unidad concreta esté presente, así que la red aprende características redundantes y más robustas. Se comporta como entrenar un enorme conjunto de redes adelgazadas que comparten pesos. En la prueba, el dropout se desactiva.\n",
    "\n",
    "**Parada temprana.** Se vigila la exactitud de validación durante el entrenamiento y se conservan los pesos de la mejor época. Gratis, simple y casi siempre vale la pena."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "62bb10fa",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-16T08:56:25.234520Z",
     "iopub.status.busy": "2026-10-16T08:56:25.234259Z",
     "iopub.status.idle": "2026-10-16T08:56:25.251046Z",
     "shell.execute_reply": "2026-10-16T08:56:25.249699Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "modo entrenamiento: [[0. 2. 0. 0. 0. 2. 0. 0. 0. 2.]]   media sobre muchas extracciones: 1.002\n",
      "modo evaluación   : [[1. 1. 1. 1. 1. 1. 1. 1. 1. 1.]]\n"
     ]
    }
   ],
   "source": [
    "class MyDropout(nn.Module):\n",
    "    # dropout \"invertido\", escrito a mano; se comporta exactamente como nn.Dropout\n",
    "    def __init__(self, p):\n",
    "        super().__init__(); self.p = p\n",
    "    def forward(self, x):\n",
    "        if not self.training or self.p == 0:\n",
    "            return x                                       # en la prueba: no hace nada\n",
    "        mask = (torch.rand_like(x) > self.p).float()\n",
    "        return x * mask / (1 - self.p)                     # reescalado para que E[salida] = x\n",
    "\n",
    "d = MyDropout(0.5); d.train()\n",
    "x = torch.ones(1, 10)\n",
    "print(\"modo entrenamiento:\", d(x).numpy().round(1), \"  media sobre muchas extracciones:\", round(d(torch.ones(10000, 10)).mean().item(), 3))\n",
    "d.eval(); print(\"modo evaluación   :\", d(x).numpy().round(1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "d1ddf928",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-16T08:56:25.255676Z",
     "iopub.status.busy": "2026-10-16T08:56:25.255288Z",
     "iopub.status.idle": "2026-10-16T08:57:12.376944Z",
     "shell.execute_reply": "2026-10-16T08:57:12.375687Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5 modelos entrenados en 46 s\n",
      "\n",
      "                         exact. entr. exact. val.\n",
      "sin regularización             100.0%       94.4%\n",
      "decaimiento de pesos L2        100.0%       95.0%\n",
      "dropout 0.5                    100.0%       95.6%\n",
      "parada temprana                100.0%       94.7%   (mejor época 185)\n",
      "dropout + L2 + parada          100.0%       95.8%   (mejor época 196)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Xs, ys = Xtr[:200], ytr[:200]                                         # el conjunto de entrenamiento escaso\n",
    "configs = {\n",
    "    \"sin regularización\":       dict(model=lambda: mlp([64, 512, 512, 10]),              wd=0.0, keep_best=False),\n",
    "    \"decaimiento de pesos L2\":         dict(model=lambda: mlp([64, 512, 512, 10]),              wd=0.5, keep_best=False),\n",
    "    \"dropout 0.5\":             dict(model=lambda: mlp([64, 512, 512, 10], dropout=0.5), wd=0.0, keep_best=False),\n",
    "    \"parada temprana\":          dict(model=lambda: mlp([64, 512, 512, 10]),              wd=0.0, keep_best=True),\n",
    "    \"dropout + L2 + parada\":    dict(model=lambda: mlp([64, 512, 512, 10], dropout=0.5), wd=0.5, keep_best=True),\n",
    "}\n",
    "reg_hist, reg_models = {}, {}\n",
    "t0 = time.time()\n",
    "for name, cfg in configs.items():\n",
    "    torch.manual_seed(0)\n",
    "    m = cfg[\"model\"]()\n",
    "    reg_hist[name] = train(m, Xs, ys, Xdev, ydev, epochs=200, lr=1e-3, wd=cfg[\"wd\"], batch=32, keep_best=cfg[\"keep_best\"])\n",
    "    reg_models[name] = m\n",
    "print(f\"{len(configs)} modelos entrenados en {time.time() - t0:.0f} s\\n\")\n",
    "print(f\"{'':24s} {'exact. entr.':>12s} {'exact. val.':>11s}\")\n",
    "for name, m in reg_models.items():\n",
    "    extra = f\"   (mejor época {reg_hist[name]['best_epoch'] + 1})\" if \"best_epoch\" in reg_hist[name] else \"\"\n",
    "    print(f\"{name:24s} {accuracy(m, Xs, ys):12.1%} {accuracy(m, Xdev, ydev):11.1%}{extra}\")\n",
    "\n",
    "fig, axes = plt.subplots(1, 2, figsize=(15, 4))\n",
    "for name in [\"sin regularización\", \"decaimiento de pesos L2\", \"dropout 0.5\"]:\n",
    "    axes[0].plot(reg_hist[name][\"dev\"], label=name)\n",
    "    axes[1].plot(np.convolve(reg_hist[name][\"loss\"], np.ones(20) / 20, mode=\"valid\"), label=name)\n",
    "axes[0].set_xlabel(\"época\"); axes[0].set_ylabel(\"exactitud de validación\"); axes[0].set_title(\"Exactitud de validación durante el entrenamiento\")\n",
    "axes[1].set_xlabel(\"paso\"); axes[1].set_ylabel(\"pérdida de entrenamiento (suavizada)\"); axes[1].set_yscale(\"log\"); axes[1].set_title(\"La regularización impide que la pérdida de entrenamiento caiga a cero\")\n",
    "for ax in axes: ax.legend(); ax.grid(alpha=0.3)\n",
    "plt.tight_layout(); plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2bbec7cc",
   "metadata": {},
   "source": [
    "Cada remedio gana alrededor de un punto de exactitud de validación, y combinados ganan más. Las ganancias son modestas aquí porque los dígitos de 8×8 son un problema fácil incluso para una red sobreajustada; con datos más difíciles y más ruido, las mismas herramientas suelen valer varios puntos. La gráfica de la derecha muestra el mecanismo: sin regularización, la pérdida de entrenamiento se va hacia cero (memorización); con ella, se evita que la red se vuelva demasiado confiada sobre los puntos de entrenamiento. Fíjate en que la exactitud de entrenamiento se queda en el 100 % en todas las filas: la regularización no impide que la red se ajuste al conjunto de entrenamiento, cambia *cómo* se ajusta.\n",
    "\n",
    "Otros regularizadores que encontrarás: el **aumento de datos** (notebook 04, a menudo el más fuerte de todos en imágenes), el **suavizado de etiquetas**, los modelos más pequeños y, simplemente, más datos.\n",
    "\n",
    "## 5. Normalización por lotes\n",
    "\n",
    "La distribución de entrada de cada capa cambia a medida que aprenden las capas anteriores, y en una red profunda los cambios pequeños se acumulan. Las activaciones mal escaladas empujan a las unidades a la saturación (notebook 01) y obligan a usar una tasa de aprendizaje pequeña.\n",
    "\n",
    "La **normalización por lotes** (batch normalization; Ioffe y Szegedy, 2015) normaliza cada unidad sobre el minilote actual y después deja que la red la reescale con dos parámetros aprendidos por unidad:\n",
    "\n",
    "$$ \\hat z = \\frac{z - \\mu_{\\text{lote}}}{\\sqrt{\\sigma^2_{\\text{lote}} + \\epsilon}}, \\qquad \\text{BN}(z) = \\gamma \\hat z + \\beta $$\n",
    "\n",
    "En la prueba puede haber un solo ejemplo y ningún lote, así que BN usa **medias móviles** de $\\mu$ y $\\sigma^2$ recogidas durante el entrenamiento. Olvidarse de cambiar entre `model.train()` y `model.eval()` es un error clásico justamente por eso."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "4d8a3efd",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-16T08:57:12.380712Z",
     "iopub.status.busy": "2026-10-16T08:57:12.380416Z",
     "iopub.status.idle": "2026-10-16T08:57:12.417916Z",
     "shell.execute_reply": "2026-10-16T08:57:12.416159Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "media/desv. de entrada por unidad: [  4.94 -18.97   0.     0.98] [ 0.98 10.08  0.1   2.92]\n",
      "media/desv. tras BN              : [ 0.  0. -0.  0.] [1. 1. 1. 1.]\n",
      "coincide con nn.BatchNorm1d      : True\n"
     ]
    }
   ],
   "source": [
    "class MyBatchNorm(nn.Module):\n",
    "    def __init__(self, n, momentum=0.1, eps=1e-5):\n",
    "        super().__init__()\n",
    "        self.gamma, self.beta = nn.Parameter(torch.ones(n)), nn.Parameter(torch.zeros(n))\n",
    "        self.register_buffer(\"run_mean\", torch.zeros(n)); self.register_buffer(\"run_var\", torch.ones(n))\n",
    "        self.momentum, self.eps = momentum, eps\n",
    "    def forward(self, z):\n",
    "        if self.training:\n",
    "            mu, var = z.mean(0), z.var(0, unbiased=False)\n",
    "            with torch.no_grad():                         # se guardan las estadísticas para la prueba\n",
    "                self.run_mean.lerp_(mu, self.momentum); self.run_var.lerp_(var, self.momentum)\n",
    "        else:\n",
    "            mu, var = self.run_mean, self.run_var\n",
    "        return self.gamma * (z - mu) / torch.sqrt(var + self.eps) + self.beta\n",
    "\n",
    "z = torch.randn(256, 4) * torch.tensor([1.0, 10.0, 0.1, 3.0]) + torch.tensor([5.0, -20.0, 0.0, 1.0])\n",
    "bn, ref = MyBatchNorm(4), nn.BatchNorm1d(4)\n",
    "print(\"media/desv. de entrada por unidad:\", z.mean(0).numpy().round(2), z.std(0).numpy().round(2))\n",
    "print(\"media/desv. tras BN              :\", bn(z).mean(0).detach().numpy().round(2), bn(z).std(0).detach().numpy().round(2))\n",
    "print(\"coincide con nn.BatchNorm1d      :\", torch.allclose(bn(z), ref(z), atol=1e-5))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2623dc97",
   "metadata": {},
   "source": [
    "El experimento: un MLP de **10 capas** con activaciones sigmoides sobre los dígitos, entrenado con la misma tasa de aprendizaje con y sin BN. Las sigmoides se saturan con facilidad, lo que hace difícil entrenar redes sigmoides profundas: el peor caso, para el que se diseñó BN."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "a084d5a9",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-16T08:57:12.421110Z",
     "iopub.status.busy": "2026-10-16T08:57:12.420816Z",
     "iopub.status.idle": "2026-10-16T08:57:23.238977Z",
     "shell.execute_reply": "2026-10-16T08:57:23.237549Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "10 capas, sin BN     exactitud de validación tras 30 épocas: 10.3%  (5 s)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "10 capas, con BN     exactitud de validación tras 30 épocas: 95.6%  (6 s)\n"
     ]
    },
    {
     "data": {
      "image/png": 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LNcPmzp1b4Ped+hx49uxZreHDhw8Xnp6eIikpSWv4K6+8IpydnTXbS9/vcvU2eFpkZKSQyWRa30Xq7+d33nlHM0ylUolu3boJa2trkZiYqBV/3u9nfeM2FTYzKAEdO3aEq6srfHx88PLLL8Pe3h7bt29HtWrVAEh9MP7xxx/o168f0tLSkJSUhKSkJNy7dw/h4eG4fPmy5vLzb7/9hmbNmmn94nR1dcWgQYOKjMPW1hbW1taIiorC/fv39Y5/586d8Pb2xosvvqgZZmNjgxEjRugc38HBAa+88ormfa1ateDi4oI6depo1ayqX1+7dg2A9Atx9+7d6NWrF6pXr64Zz9PTEwMHDsSBAwc0l+ifduLECSQkJOCtt97Sats2ZMgQODs7a437888/o06dOqhdu7ZmWyclJaF9+/YAUGCNc16WlpZ48803Ne+tra3x5ptvIiEhASdPntQaNyIiQqvmXB3ryJEjtdpLdevWDbVr19a6HGksQ4cO1dou6pog9bY3ZPtZWFhoxlGpVEhOTkZubi4aN26c7/Lm6tWrIYQwuFYWgNY2e/ToEe7du4caNWrAxcVF78uo/fv317oC8vR63717F9HR0RgyZIhW7VtwcDBeeOEF/Pbbb/nm+dZbb+lcVt26dREWFqZ5r96/27dvD19f33zD1TE8va5ZWVlISkpCs2bNAKBYl4zVzp07h2HDhqFnz56YOnWqzuUVtm03b96MBg0aaK4M5VVQbbExtmmrVq1w7969Ao/3vPQ5Fn/77Td4eHhgwIABmvGsrKwwZswYpKen488//9Sa50svvaRVo2aI3377DU2bNtU0QQGk78Q33ngD169fL7LJQnR0NC5fvoyBAwfi3r17mu+njIwMdOjQAX/99ZemWZmLiwuOHj2KO3fuFCvWvPLuE+rzUKtWrZCZmYkLFy7oNQ99yjHvclJSUpCUlIQ2bdrg2rVrSElJASBdqUhLS8P777+fr02per8zZDvpYuh5oGPHjlpXxoKDg+Hk5KR1HBelTZs2qFu3rua9EAKbN29Gjx49IITQiiM8PBwpKSn5jv+ivssB7W2ckZGBpKQkNG/eHEKIfE2cAGD06NGa1+qa1pycHJ3NAIsbd2ljM4MS8PXXX6NmzZpISUnBd999h7/++gsKhULz+ZUrVyCEwLRp0zBt2jSd80hISIC3tzdu3Lih81J7rVq1ioxDoVDg888/x3vvvQd3d3c0a9YM3bt3x+DBg+Hh4VHgdDdu3EBgYGC+k1eNGjV0jl+tWrV84zo7O2tdqlYPA6BJrBMTE5GZmalzXerUqQOVSoWbN2+iXr16OmMEgKCgIK3hVlZWWokxAFy+fBnnz58v8GSlvumqMF5eXvlu/KlZsyYAqRmJOhEBpPZTumLVtZ61a9fGgQMHily+ofImU8CTJi7qbW/I9gOANWvWYN68efnawz69rs/i4cOHiIyMxKpVq3D79m2tS/rqk15R9F3vgva5Xbt25bvJq6B1fHpZ6v27qP0eePJQgfXr1+fb//Rd16elpqaiT58+8Pb2xvfff691TOq7ba9evYqXXnrJoOUWZ5sWVk5OTk6FLk+fY/HGjRsICgrKd+NlnTp1tGJWe5b9uKDv6LzLeu655wqc/vLlywCgaS+vS0pKCipVqoQ5c+YgIiICPj4+aNSoEbp27YrBgwfrPGaLcvbsWUydOhV//PFHvh8Rxjje1OV48OBBzJgxA4cPH87XnjYlJQXOzs6a+0mMtZ0Kmt6Q88DT6wZI62dIxdDT+1ViYiIePHiA5cuXY/ny5cWK4+nvNACIjY3F9OnTsX379nzxPV2Wcrk83/6S9/jRpThxlzYmsyWgadOmmt4MevXqhZYtW2LgwIG4ePEiHBwcNL8eJ0yYgPDwcJ3zKChxNNTYsWPRo0cPbNu2Dbt27cK0adMQGRmJP/74w2gdmltYWBg0PO+JtDSoVCrUr18f8+fP1/n508nHs9K3PbMhCqoVUyqVOrezMbf9jz/+iCFDhqBXr16YOHEi3NzcYGFhgcjIyHw3NT6Ld955B6tWrcLYsWMRFhYGZ2dnyGQyvPLKK3rf8FgS+1xB5fks+32/fv1w6NAhTJw4ESEhIZrvhc6dO+u9rk8bMmQI7ty5g2PHjuVLCI2xbY2prHw3qJXEMasv9fafO3dugV12qTu679evH1q1aoWtW7di9+7dmDt3Lj7//HNs2bIFXbp00XuZDx48QJs2beDk5ISPPvoIgYGBsLGxwalTpzB58mSjHW9Xr15Fhw4dULt2bcyfPx8+Pj6wtrbGb7/9hi+//NKgfc+Q7VTQ9IacB4yxjz69X6nX4dVXXy0wKQ8ODjYoDqVSiRdeeAHJycmYPHkyateuDXt7e9y+fRtDhgwxyvFdnLhLG5PZEqY+6bdr1w5fffUV3n//fc2vIisrqyL7EvXz89P8Is3r4sWLescQGBiI9957D++99x4uX76MkJAQzJs3Dz/++GOByzx37hyEEFpJlK674Z+Fq6sr7OzsdK7LhQsXIJfLC0w0/fz8AEi/ttWXiQDpEmpMTAwaNGigGRYYGIh//vkHHTp0MOjGmrzu3LmTr3bp0qVLAFDkJXV1rBcvXtSKVT1M/XlhKlWqpLNj7hs3bhSrVsaQ7bdp0yZUr14dW7Zs0dp+M2bMMHi5hdm0aRMiIiIwb948zbCsrCyjdkietyyeduHCBVStWrXEu966f/8+9u3bh1mzZmH69Oma4bqOc33Nnj0b27Ztw5YtW1C7du18n+u7bQMDA/Hff/8ZtOzS3qb6HIt+fn44c+YMVCqVVu2s+vK5Psecvvz8/Apc97zLKui7R30p28nJSa++pT09PTFy5EiMHDkSCQkJeP755/Hpp58alMxGRUXh3r172LJlC1q3bq0ZHhMTo/c89LFjxw5kZ2dj+/btWjWMT1/SV2+D//77r8CKHEO3k67pn/U88DRD5+Pq6gpHR0colUqj9SP+77//4tKlS1izZg0GDx6sGb5nzx6d46tUKly7dk1TGwsUfS4ribiNjW1mS0Hbtm3RtGlTLFiwAFlZWXBzc0Pbtm2xbNky3L17N9/4iYmJmtddu3bFkSNHcOzYMa3P165dW+RyMzMzkZWVpTUsMDAQjo6OhXZJFR4ejtu3b2t1E5aVlYUVK1YUuUxDWFhYoFOnTvjll1+0Lm/Ex8dj3bp1aNmyZYGXHBs3bgxXV1csXboUOTk5muGrV6/Od4Lu168fbt++rTP+hw8fIiMjo8hYc3NzsWzZMs37nJwcLFu2DK6urmjUqFGh0zZu3Bhubm5YunSp1nb//fffcf78eXTr1q3I5QcGBuLIkSNa6/q///0PN2/eLHLagmLSd/upawby1kgcPXoUhw8fzjffZ+may8LCIl+tx+LFiw3qKqgonp6eCAkJwZo1a7TW87///sPu3bvRtWtXoy2rILq2JyD1SlAce/fuxdSpU/Hhhx+iV69eBS5Tn2370ksv4Z9//sHWrVvzzaOgGqnS3qb6HItdu3ZFXFwcNmzYoDXd4sWL4eDggDZt2hgtnq5du+LYsWNax0NGRgaWL18Of39/TZtJdfL99PHVqFEjBAYG4osvvsjXKwXw5HygVCrzXTJ2c3ODl5eXXl0M5qVrH8zJycGSJUsMmk9xlpOSkoJVq1ZpjdepUyc4OjoiMjIy3zlLPa2+26kgxjgPPK2gMi2IhYUFXnrpJWzevFnnj8ai1qGgeQLa21gIgYULFxY4zVdffaU17ldffQUrKyt06NCh1OI2NtbMlpKJEyeib9++WL16Nd566y18/fXXaNmyJerXr48RI0agevXqiI+Px+HDh3Hr1i38888/AIBJkybhhx9+QOfOnfHuu+9quuZS1zwU5tKlS+jQoQP69euHunXrwtLSElu3bkV8fLzWDVtPe/PNN/HVV19hwIABePfdd+Hp6Ym1a9dqGuYb61ctAHzyySfYs2cPWrZsiZEjR8LS0hLLli1DdnY25syZU+B0VlZW+OSTT/Dmm2+iffv26N+/P2JiYrBq1ap8NZWvvfYaNm7ciLfeegv79+9HixYtoFQqceHCBWzcuBG7du3SNAspiJeXFz7//HNcv34dNWvWxIYNGxAdHY3ly5frfBLS07F+/vnnGDp0KNq0aYMBAwZouuby9/fHuHHjitxOr7/+OjZt2oTOnTujX79+uHr1Kn788cdid91lyPbr3r07tmzZgt69e6Nbt26IiYnB0qVLUbdu3XwnlWfpmqt79+744Ycf4OzsjLp16+Lw4cPYu3evpnspY5k7dy66dOmCsLAwDB8+XNONlLOzc6k8i9zJyQmtW7fGnDlz8OjRI3h7e2P37t3FrhUbMGAAXF1dERQUlO9qywsvvAB3d3e9t+3EiROxadMm9O3bF8OGDUOjRo2QnJyM7du3Y+nSpVo19nmV5jbV51h84403sGzZMgwZMgQnT56Ev78/Nm3ahIMHD2LBggWargGN4f3338dPP/2ELl26YMyYMahcubLmGNi8ebOmZjgwMBAuLi5YunQpHB0dYW9vj9DQUAQEBODbb79Fly5dUK9ePQwdOhTe3t64ffs29u/fDycnJ+zYsQNpaWmoVq0aXn75ZTRo0AAODg7Yu3cvjh8/rlXjro/mzZujUqVKiIiIwJgxYyCTyfDDDz8YvZlHp06dYG1tjR49euDNN99Eeno6VqxYATc3N62KHCcnJ3z55Zd4/fXX0aRJE02/zv/88w8yMzOxZs0ayOVyvbZTQYxxHnia+sfThx9+iFdeeQVWVlbo0aNHoVciZs+ejf379yM0NBQjRoxA3bp1kZycjFOnTmHv3r1ITk42KIbatWsjMDAQEyZMwO3bt+Hk5ITNmzcX2LbXxsYGO3fuREREBEJDQ/H777/j119/xQcffFDoTZDGjtvoSqPLhIqioG6VhBBCqVSKwMBAERgYKHJzc4UQQly9elUMHjxYeHh4CCsrK+Ht7S26d+8uNm3apDXtmTNnRJs2bYSNjY3w9vYWH3/8sVi5cmWRXSAlJSWJUaNGidq1awt7e3vh7OwsQkNDxcaNG7XG09XVz7Vr10S3bt2Era2tcHV1Fe+9957YvHmzAKDV3VabNm1EvXr18i3bz89PdOvWLd9wAPm6ljl16pQIDw8XDg4Ows7OTrRr106ryyMh8nfNpbZkyRIREBAgFAqFaNy4sfjrr790rk9OTo74/PPPRb169YRCoRCVKlUSjRo1ErNmzRIpKSkFbUKtdTxx4oQICwsTNjY2ws/PT3z11Vc6Y/z55591zmfDhg2iYcOGQqFQiMqVK4tBgwaJW7duaY1T2D40b9484e3tLRQKhWjRooU4ceJEgV1zPR2Dru6U9N1+KpVKfPbZZ8LPz08oFArRsGFD8b///U9EREQIPz8/rfk9S9dc9+/fF0OHDhVVq1YVDg4OIjw8XFy4cKHAbsl0rZ+ubuieXo4QQuzdu1e0aNFC2NraCicnJ9GjRw9x7tw5rXHU3Q/l7a5GzZD9W1dst27dEr179xYuLi7C2dlZ9O3bV9y5cydfrPp0zQWgwD/18WLItr13754YPXq08Pb2FtbW1qJatWoiIiJC0yVPQfvSs2xTXeupi77HohBCxMfHa9bZ2tpa1K9fP1/Mhe03BdG1za5evSpefvll4eLiImxsbETTpk3F//73v3zT/vLLL6Ju3brC0tIy3zY8ffq06NOnj6hSpYpQKBTCz89P9OvXT+zbt08IIXVBNnHiRNGgQQPh6Ogo7O3tRYMGDcSSJUuKjFnX9j148KBo1qyZsLW1FV5eXmLSpEma7uWe/p59miHluH37dhEcHCxsbGyEv7+/+Pzzz8V3332ns7y3b98umjdvrtmHmjZtKn766SetcYraToXR9zyg6zgWQnfZf/zxx8Lb21vI5XKtdSpoHkJI++aoUaOEj4+PsLKyEh4eHqJDhw5i+fLlmnEM+S4/d+6c6Nixo3BwcBBVq1YVI0aM0HQllne8iIgIYW9vL65evSo6deok7OzshLu7u5gxY4amC7m82+Dp70194jYVmRAmanFPZmfBggUYN24cbt26BW9vb1OHU2ratm2LpKQkg9sSEpFx8VgkIl3YZpZ0evoxeFlZWVi2bBmCgoIqVCJLREREZRvbzJJOffr0ga+vL0JCQpCSkoIff/wRFy5c0OvGMyIiIqLSwmSWdAoPD8e3336LtWvXQqlUom7duli/fj369+9v6tCIiIiINNhmloiIiIjMFtvMEhEREZHZYjJLRERERGarwrWZValUuHPnDhwdHY3a+T8RERERGYcQAmlpafDy8tJ6LLUuFS6ZvXPnDnx8fEwdBhEREREV4ebNm6hWrVqh41S4ZFb9GMObN2/CycmpxJenUqmQmJgIV1fXIn9ZUMlhOZgey8D0WAamxzIwPZZB2VBUOaSmpsLHx0evx09XuGRW3bTAycmp1JLZrKwsODk58aAxIZaD6bEMTI9lYHosA9NjGZQN+paDPk1CWYpEREREZLaYzBIRERGR2WIyS0RERERmi8ksEREREZktJrNEREREZLaYzBIRERGR2WIyS0RERERmi8ksEREREZktJrNEREREZLaYzBIRERFR4bLTAZXS1FHoxGSWiIiIiAomBLDtLWB1d+D+dVNHk4+lqQMgIiKiYlIpgZyMPH/pwKPMJ6/zDtf5+qn3jp5Aowigfl/A2t7Ua0dlxT/rgfM7ALklkJVi6mjyYTJLRERkboQAjn8L7J0F5KQZb75pd4E7p4A904GQV4Emw4Eqgcabf3E9ygJkcsDS2tSRPDshgMxkIPma9Hc/5snr5GuA3AoYvA1wq2PqSCUPbgK/T5Jet30f8Gxg2nh0YDJLRJR6B1A4Sn9lifIRkBwDOHkBCgdTR1OyUm4DQgU4eQNytoAr1KOHwP/GA/+sezJMJgesHaTaVM1fYe8dACs77eFWtsCNg1KSfP86cORr6a9GR6DJCCDoBUBuUXrr+fA+cPF34Nx24Oo+ADLA+3nAtxng0wzwaQrYVS69eAwhBJAer52kJl+TjufkGCC7iNrNn4cCI/4ArO1KJ96CqFTAtreB7FSgWlOgxTjTxlMAJrNEVHHdPgns/wy4sldKBtyfA3zDpJOlbzMpiSxNWSnAzePAzSNA7BHg1gkg9yEAGVC5OuBRH/B4DvAIll47egIyWenGaEyJl4DzvwDnfgHi/pWGWSiASn7S+mr+AoBKAYCLL2BhZdqYTe1BLLDhVeDuP4DMAnhhlpRoWiqMsy94Pw80GyUdE8dXAJf3SK+v7AVc/KSa2oavlVwSmZEEXPhV2idi/gRUudqfxx6W/tRc6wC+oU+OWxe/0jsmVEog9fbjBPWphPV+jNTcozBO3k/2b/W+bu8G/BwBJJ4Hdk4GXlxcOutSkKPfANf/Bqzsgd5LAYuymTbKhBDC1EGUptTUVDg7OyMlJQVOTk4lvjyVSoWEhAS4ublBztoGk2E5mJgyF6rrB5CcJUPlOq1MXwZx/0pJ7MXfHg+QAdDxVeji++Qk6dMMcK1t3FrDlFtS0qr+i/8vfxyWNkBulu7pbSs/TnDz/FWtWWDCZ/LjQAgg4ZxU03buF+mErSazkH5QqB4VPL3MQiqTpxOAytWlJMbKpuTX4Rk9Uxlci5Jq7B4mA3ZVgL6rgYDWJRHmE8nXgOMrgdM/AlkPpGGWNsBzLwNNXwe8Gj77MtLipPaY57cD1w9INfRqbnWBuj2BOi9KCXvskccJ7RHg3uX883LwePxjNExKct3r50vADCoD5SPpB4Q6Yc3bJOD+dUCZU/C0Mrm0v1Z6al+tXF36wWZlq3u6a1HA970ACOCllUD9lwuPsaQknAeWtQGU2UD3L4HGw4w6+6LKwZB8jclsCTP5yYMAsBxM5tFD6SR4aDHw4AYAQPiEQtb0jccnp1Ju/5ZwAYiKBM5tk97L5EDwK0CbSYCF9eMa0aPSyTL+P+2TKgDYOEtJrbomyOt5/RMolVI6OahPxDePAik3849XKeBJzbBvGFAlSEpe4v7V/ku6BAgd3eRYWEtt7dzzJLju9QBbF9McB0JItYjnfpGSlXtXnnwmtwKqtwXqvgjU6gbYukgJvlbSkOd/7sNCFiR7XNP1OHGoEijVtHvUBxzcSngl9VesMhACOLQI2DtT2ie9GgL9fgBcfEo0Vi05mcB/m4Bjy5/UogNAtSZSzXC9XlKyqa+UW1ICe+4X6XjI+yPOs4H0/VC3J1A1qOB5ZCRJx5H6mLoTnf/HkJU94NNEOpZ8QoFqTaCystMug0dZ0veTriYBD2J1H2dqcqvHVxIC8//IcvYp/nfcH58Af80FrB2BN/8s/XbLuTnAtx2AuDNAUCdg4Eaj13gzmX0GTGYrJpZDKXt4X2p3d2QpkJkEABA2LkBOOmTqy4b2bkCjIUDjoSV/Of/eVSBqNvDvz5BOmjLguT5Am/cB15q6p8lKBW6feFITdOtE/suGFtaAZ8iTxNMnFLCvIn2Wkyk1Y1A3Gbh5TGp3lpfMAvAMfjKtbzPA0UO/dXqUJdVsahLc/6T/Bd0M5OIL4V4fGfY+sKtWH/Iqj0++Dm7GvyyrUknrrm5C8CD2yWcWCqBGBylRqdlZSmD1nWd6nI5Luo+TjsJugnJwz5PYP26mUSWwdNt/Pmbwd1F2OrB9NHB2q/Q+5FWg2zzT1UILIe3Lx1cAZ7c9SR7tqkq9IDQeBjhX0z3t/etPauVvn9D+zLvx4xrYHlJCWByPHgK3T0nH682j0g/Tp9umyiwgPOojy9EPNjnJkCXHSE0FdF2ZUbO0zZOk5klWKwVI61oS+5EyF1jTA4g9JCX3w/cY9mPhWe37GPj7C+nqz8jD+n8vGYDJ7DNgMlsxsRxKScpt4MgS4ORqqbsfQLrMFvYOVCEDkXTrGqrG/gb5yVVSYgJICV2d7kDTNwC/FsZNrO7fAP6aA0T/9KR2pXZ3oN0HUm2lIZSPpGQxb01Qenz+8arWlG4ku/tP/vZ+1g7STSs+j2tevRsZ98YulUqqYYr7V6pZVie6umqA1azs85ykn7oc6uilf7MKlVLaNue2SzWwqbeffGZpK908VLcnUDPc+DfaCQFk3tNOcBMvStvg3lXoTFQsbaV9wONx7a1HsHRJu4RvtDPou+jeVal9bMI5qQawy2yg8fCy0046PQE4uQY48R2QdkcaJpMDtboCTUcAAW2kdTi3Tdon7v6TZ2KZdAyoE9iCEuBnoVJJP/jyNuVJidU9rrUjUKW67iYBjh6m2eYpt4GlLaTKgdC3pfIvDbFHgVWdpasAfddIte4lgMnsM2AyWzGxHEpY4kXg4CLgzIYnNTVu9YCW44B6vQELS+0yEErgwv+AY98CNw48mY9rHekkGNz/2ZKKlNtSrcKpH57EExQuJbFeIcWfb15CSDVN6prbm0eBxAva4zh6at9Q5lbPNDdQZCYD8WehunsGWbf+ge3DOMjux0hd7hRWI2WheHLzla5LqIB09/u5X6TyzJvcWztINa91X5TuhjdVn6U5GUD8OelyqTq5TzhXwM05eW+0e5zgejxn1Bvt9P4uurQL2DxCqll08AD6fS81bymLlLnAxV+BYyukm4XUbCtLTWTUZHLAv6XUhKBOjxKp7StSym2oYg8jI/Zf2HvXgrxKDanM7aqUnR8JeV38HfjpFen1Kz8BtbuW7PKy04GlLaVmPsH9gT7LS2xRTGafAZPZionlUEJuHgcOLpASGTW/lkDLsVICk+fkUGAZxJ+VmiT8swF4lCENUzgBDQZIiW1hbeaelhYPHPhSqilSZkvDqrcF2k2V2s2VtMxkKanNyZDaErr4lqkTZL4yyM1+fHPLtafap16TanifrlnOS24p1W7mvbyvcJZOtnV7AtXbld0bslRKaR01Ce7jWmz11YKn2VUBAjsAIQOlG66e4bJykd9FKpXUVjIqEoCQavH7rTFN4lccCeelpPaf9dLxLLeUamjr9gRqdwPsq5o6QvM7H+z8QOoizcYFeOtAybaV3jEWOLlKan/+9iH9mwEVA5PZZ8BktmIqM+XwdC1R/H9SAlHJv9QvdxabEFI3PQcWaNeq1u4OtBhbYNJYZBlkpUjNAY6v0L5JqHpbqQlCzc4FJxEZ96Sk+tiKJzcJ+TYH2k8F/FsUYyXLJ8Pu4s6VmidobsaK0U561T8WbCtLSUrdXlKiZ86d2qcnPKm9VTfTSLqkfSOgkzfQ4BWgwUCgag2DF1FoGWSlAFvfetLLRpMRQPhn5rlNs1KBu9HSd5ptJVNHo6XMnA/0lZsDfNcJuHNa+nEz5NeSucJzaTewrq/0evB2oHob4y8jDyazz4DJbMVU6uUghNTdTPx/2pc3C2q/l49M+25sTb+iJmq7BUjJzdmtUtIY/580TG4lXYpqMQZwrVXo5HqXgUoFxERJTRAu/f4kkXD2kW4ueX7wk9qdhw+Aw18BR7550kbXuzHQ/kOpZrAM1YqWBUY7DlQqqY1kZrL0w6uM9j1pFI8eSnfJ//uzdDd/3kd5VmsKhAwA6vXRuwarwDJIuABsGCT9kLNQAD0WSDXBZHRmeV5OjgGWtZZuIm31HtBhunHnn3EP+CZMairUbCTQOdK489eByewzYDJbMZVoOShzpf4On+466fFd/Pmo76xWJ6qVq0s1X3nvSi/scmfe9nzuzz3uV7QEk4mcTKl7rcOLn9yVbu0g9UTQbCTg7K3XbIpVBg9ipSYDJ9c8aXtnYS0lDy6+wNFlT+5W9giWamKDOjGJLQC/j57RoyzpB1b0OuDKvic3FVoopNrpkEFAYLtCmyHoLIOz24BtI6XL8s4+QP8fjNN/K+lktsfBf1uATUMByIDXtgCB7Y0zXyGkBzWc+wWoWkvqCqygPnCNiMnsM2AyWzEVqxyUj6TavpxMqXlATvrj/xlSkhWvvhx57skl17xkcqmP0Kc7tdenz0t9LneqWSikfkXV83f0gPQQACNIOA8cWybdKQ5I3e80ewto8rrBlw6f6Vh4lCXVCh9fIXX5lJdbXenGrtrdmcQWgd9HRpQWD/y7UUpsE849Ge7gAQT3k2pV3erkm0yrDCCAfR9JVzsAqZnGy6vKRLvS8sysjwN1m1Z7V+Ctg4Cj+7PP858NwNY3pPbNr+8z3k2yRWAy+wyYzFZAWalQnd+B9PgYOFrLIHuUqZ2Yar3O876wJ7s8zdrhcU3rc0+SStc6xn2u9qOH0klTfbOKOtFVX14vSS5+QPN3gIavFvsXu9GOhdsnpScSpdySmhzU62Pcp3KVY/w+KgHqh0JEr5OaIuS9e9+roVRb+9xLmse/asrAwRLyLa8D1/ZL4zZ/B+gws3w32SgjzPo4ePQQWNEBSDgr3Vj32tZn6+f2wU3gmxbSFa52U4E2E40XaxGYzD4DJrMVSFq89Fzp49/l7zjbEHIrqVsha4fH/+2l2lX3PIlrpQDTJFQqFfDgunbzhqxnWNenWdlJNUx1ez3zSZbHgumxDEpYbg5weZd0I+PlXU96g5BbAbW6ACEDoareHskXD6LK3nchexArHWM9v5ISXioVZn8cJF4ElreVupdrPxVoXcwEVKUCvn9R6k6tWhNg6M5S/TFlzGSWPwGp/Ll3VXp8avQ6zeV/UbUWsirXhY1zFcjyJqVPJ6lPv7eyL9t3EsvlT/r9rNvT1NEQVWyW1lL/qXV6AOmJ0g1j0WulH5nnpYdJyOxdUSUrFTJltvQj+JW1hj/Agyo211pA1y+AX0YC+z+TukP0CzN8PkeXSomslR3Qe5lZXxUw38iJnnbntNRd1PntT9qW+oQCLcZCBHVCSmISFG5ukJnjL3EiMi8OrkCzt6W/uH+l2tp/N0KWkQgAEDVegOylFWWu2yoyEyEDgZg/pQfVbB4u9T/7uCmLXhIuAHtnSq87fSL1nmPGmMySeRMCuBYl3UBxLerJ8KBw6elT6l+rKh03ThERlQaP+kDn+sALs6C6vAepCTfh1GI4ZGZcE0YmJpMB3eYBt04AyVeBbW8DA9brdxNsbo50w5cyG6jxgtTloZnjkWROVEpg8+vSzUmNh0pdED1Lw29zplJKNbAHFkgdcwOAzAKo/zLQ4l1etiOissfCCqjZGVkuCXCS8QoRPSOFI9B3NfBtR+DSTqm/7bCRRU/31xzppkXbSlJ77XLQCwyTWXMSdwY4u0V6fXmX1M9m4+HSHd2GXF4wZ4+ygH9+Ag4tkp5EBEiP1GwUAYSNkrYJERFRReAZDIR/Cvw2AdgzHfBtBng/X/D4N48Df8+TXnf/0nwek1wEJrPm5P4N6b9tZQBC6ut07wypAXj9l6W+Pwvbic1ZVorUHdORb4CMBGmYbSWg6ZvSo07tq5g2PiIiIlNo8rrUfvb8DumhCm/+Bdg45x8vJ0NqXiBUQP1+QL3epR9rCWEya07UT18KbC9dGvhvM3Bs+eM+DtdKf96NpOSubi/Ayqb0YsvNlvo8VeY+1TOAvXSnZHEvY6TFAUeWACdWSY/xAwCnakDz0VKNtLW98daBiIjI3MhkwItfAXf+Ae5flx6s8PJ3+c+7u6dJVzSdvIGuc00RaYlhMmtOHjyumXXxlTqub/iq1CH3rRPSk5HObpU6lN/6JrDrA+D5CKlht4uP8WN5eB+4eQyIPQzEHgFun9L9FCwAgCx/gqvVHVYBXWPdOiE1KVA/vMC1jtQetv7LUtszIiIiAmxdpAR2VWepOWL1NtIjx9Uu7wFOrJRe91oijV+OMJk1J+qa2Up+T4bJZIBPE+mv06fAqTXSs+xTbwMH5kt3+dfqKl2GqN62eDWkQkiJdOyRJ3+J5/OPZ1cVsHHSfpKWNIPHT9Uq5pOqfJoBLcdKPRSwWy0iIqL8fJoAHaZLbWd/nyw9CMG9HpCZDPwyShon9G0pFyhnmMyak/t5amZ1cXAFWk8AWowFLv0uNUGI+Qu48D/pr2pNKaltMEBKOguizJWaDMQekWpebx4F0u7mH69KkNTY3LcZ4BsmddyfN1lWqYDchzoeGVvA42Offq1wlG5wK05n0ERERBVN2DtAzN/AlT3Az0OBN/YD/xsHpMcDVWsBHWeYOsISwWTWXAjxpGbWxa/wcS0snzyFJuECcPxb6XJ90iXg90nA3llAg1eApiMAtzpAdjpw67iUtMYeli7vP12LKrcCvEKeJK4+oYB91cLjkMufNB2AW3HXnIiIiPQhlwO9lwLftACSLgLfdZZ6QpJbAn2WSU0UyyEms+YiI1Gq5YQMcK6m/3RutYFuX0i/xv5ZDxxbIe3gJ1ZKf5WrSzW+Qqk9ncIZ8Gn6JHn1fr7cHgRERETlhn1V4KVvge9flBJZAGgzGfBqaNq4ShCTWXOhrpV18gIsFYZPr3CUamKbvC49i/nYCuDCr0/6anX2fZy4hkrJq2sdtk8lIiIyRwGtpAQ2KhLwbgy0HG/qiEoUk1lzcf+69P9ZHwogkwEBraW/lNtS21j3eobV9hIREVHZ1mayVEnl1VBqfliOle+1K0/0bS9rCGdv6Y+IiIjKF5msXPZcoAuvI5sLTTLLx7USERERqTGZNRfqByZUMmLNLBEREZGZYzJrLlgzS0RERJQPk1lzoFKVTJtZIiIiIjPHZNYcpMcDyhxAZgE48YYtIiIiIjUms+ZA3V7W2bvcd69BREREZAgms+aATQyIiIiIdGIyaw7uP66ZZTJLREREpIXJrDlQNzNgTwZEREREWpjMmgP2MUtERESkE5NZc8A+ZomIiIh0YjJb1qmUQMot6TXbzBIRERFpYTJb1qXeAVS5gNwKcPQwdTREREREZQqT2bJOc/OXDyC3MG0sRERERGUMk9myju1liYiIiArEZLasYx+zRERERAUyeTL79ddfw9/fHzY2NggNDcWxY8cKHX/BggWoVasWbG1t4ePjg3HjxiErK6uUojUB1swSERERFcikyeyGDRswfvx4zJgxA6dOnUKDBg0QHh6OhIQEneOvW7cO77//PmbMmIHz589j5cqV2LBhAz744INSjrwUafqY9TdpGERERERlkUmT2fnz52PEiBEYOnQo6tati6VLl8LOzg7fffedzvEPHTqEFi1aYODAgfD390enTp0wYMCAImtzzRprZomIiIgKZGmqBefk5ODkyZOYMmWKZphcLkfHjh1x+PBhndM0b94cP/74I44dO4amTZvi2rVr+O233/Daa68VuJzs7GxkZ2dr3qempgIAVCoVVCqVkdamYCqVCkKI4i1L+Qiy1NuQAVA5+wClEG959UzlQEbBMjA9loHpsQxMj2VQNhRVDoaUj8mS2aSkJCiVSri7u2sNd3d3x4ULF3ROM3DgQCQlJaFly5YQQiA3NxdvvfVWoc0MIiMjMWvWrHzDExMTS6WtrUqlQkpKCoQQkMsNqwi3SL0JV6GCsFAgIQNApu7mF1S0ZykHMg6WgemxDEyPZWB6LIOyoahySEtL03teJktmiyMqKgqfffYZlixZgtDQUFy5cgXvvvsuPv74Y0ybNk3nNFOmTMH48eM171NTU+Hj4wNXV1c4OTmVeMwqlQoymQyurq6GHzTp56X/lfzg9lTST4Z5pnIgo2AZmB7LwPRYBqbHMigbiioHGxsbvedlsmS2atWqsLCwQHx8vNbw+Ph4eHjoftLVtGnT8Nprr+H1118HANSvXx8ZGRl444038OGHH+rcGAqFAgqFIt9wuVxeajuxTCYr3vJSb0rTu/hCxgPumRW7HMhoWAamxzIwPZaB6bEMyobCysGQsjFZKVpbW6NRo0bYt2+fZphKpcK+ffsQFhamc5rMzMx8K2dhIT0VSwhRcsGaCvuYJSIiIiqUSZsZjB8/HhEREWjcuDGaNm2KBQsWICMjA0OHDgUADB48GN7e3oiMjAQA9OjRA/Pnz0fDhg01zQymTZuGHj16aJLacoU9GRAREREVyqTJbP/+/ZGYmIjp06cjLi4OISEh2Llzp+amsNjYWK2a2KlTp0Imk2Hq1Km4ffs2XF1d0aNHD3z66aemWoWSpeljljWzRERERLqY/Aaw0aNHY/To0To/i4qK0npvaWmJGTNmYMaMGaUQWRnAmlkiIiKiQrHlc1n1KAtIuyu9dvE3aShEREREZRWT2bIq5Zb038oesKts2liIiIiIyigms2XVg+vS/0p+gExm0lCIiIiIyqpit5nNyclBQkJCvseN+fqyfadRsL0sERERUZEMTmYvX76MYcOG4dChQ1rDhRCQyWRQKpVGC65CYx+zREREREUyOJkdMmQILC0t8b///Q+enp6Q8RJ4yWDNLBEREVGRDE5mo6OjcfLkSdSuXbsk4iE19jFLREREVCSDbwCrW7cukpKSSiIWyos1s0RERERFMjiZ/fzzzzFp0iRERUXh3r17SE1N1fojI8jJADISpddsM0tERERUIIObGXTs2BEA0KFDB63hvAHMiB7clP4rnAFbF5OGQkRERFSWGZzM7t+/vyTioLzU7WXZxICIiIioUAYns23atCmJOCgvdXtZ3vxFREREVKhiPTThwYMHWLlyJc6fPw8AqFevHoYNGwZnZ2ejBldh3b8u/WfNLBEREVGhirwB7Nq1a1rvT5w4gcDAQHz55ZdITk5GcnIy5s+fj8DAQJw6darEAq1QND0ZsGaWiIiIqDBFJrPr16/H8OHDNY+tHTduHF588UVcv34dW7ZswZYtWxATE4Pu3btj7NixJR1vxcA2s0RERER6KTKZfe+992BhYYGuXbsCkGpmJ0+eDEvLJy0ULC0tMWnSJJw4caLkIq1I2GaWiIiISC9FJrMKhQLLly/H4MGDAQBOTk6IjY3NN97Nmzfh6Oho/AgrmqxU4OF96TVrZomIiIgKpfdDEwYOHAgA6N+/P4YPH44NGzbg5s2buHnzJtavX4/XX38dAwYMKLFAKwx1raxtZUDBHwdEREREhTG4N4MvvvgCMpkMgwcPRm5uLgDAysoKb7/9NmbPnm30ACsctpclIiIi0pvByay1tTUWLlyIyMhIXL16FQAQGBgIOzs7owdXIbG9LBEREZHeitXPLADY2dmhfv36xoyFAOA+a2aJiIiI9KVXMtunTx+sXr0aTk5O6NOnT6HjbtmyxSiBVVjsY5aIiIhIb3ols87OzpDJZJrXVIKYzBIRERHpTa9kdtWqVTpfk5EJ8eQGMLaZJSIiIiqS3l1zqcXExODy5cv5hl++fBnXr183RkwVV9YDIDtVeu3sY9JQiIiIiMyBwcnskCFDcOjQoXzDjx49iiFDhhgjpopLffOXvRtgzd4hiIiIiIpicDJ7+vRptGjRIt/wZs2aITo62hgxVVya9rLsyYCIiIhIHwYnszKZDGlpafmGp6SkQKlUGiWoCovtZYmIiIgMYnAy27p1a0RGRmolrkqlEpGRkWjZsqVRg6twWDNLREREZBCDH5rw+eefo3Xr1qhVqxZatWoFAPj777+RmpqKP/74w+gBViiaByawZpaIiIhIHwbXzNatWxdnzpxBv379kJCQgLS0NAwePBgXLlzAc889VxIxVhysmSUiIiIySLEeZ+vl5YXPPvvM2LFUbFp9zPqbNBQiIiIic1GsZBYAMjMzERsbi5ycHK3hwcHBzxxUhZR5D3iUCUAGOFczdTREREREZsHgZDYxMRFDhw7F77//rvNz9mhQTOr2so6egKXCtLEQERERmQmD28yOHTsWDx48wNGjR2Fra4udO3dizZo1CAoKwvbt20sixopB3cSA7WWJiIiI9GZwzewff/yBX375BY0bN4ZcLoefnx9eeOEFODk5ITIyEt26dSuJOMs/9jFLREREZDCDa2YzMjLg5uYGAKhUqRISExMBAPXr18epU6eMG11Fwp4MiIiIiAxmcDJbq1YtXLx4EQDQoEEDLFu2DLdv38bSpUvh6elp9AArDPYxS0RERGQwg5sZvPvuu7h79y4AYMaMGejcuTPWrl0La2trrF692tjxVRysmSUiIiIymMHJ7Kuvvqp53ahRI9y4cQMXLlyAr68vqlatatTgKgyV6kkyyzazRERERHordj+zanZ2dnj++eeNEUvFlZEAKLMBmRxw8jZ1NERERERmQ69kdvz48XrPcP78+cUOpsJSt5d1qgZYWJk2FiIiIiIzolcye/r0aa33p06dQm5uLmrVqgUAuHTpEiwsLNCoUSPjR1gRsL0sERERUbHolczu379f83r+/PlwdHTEmjVrUKlSJQDA/fv3MXToULRq1apkoizvHlyX/rO9LBEREZFBDO6aa968eYiMjNQksoDU3+wnn3yCefPmGTW4CoM1s0RERETFYnAym5qaqnlQQl6JiYlIS0szSlAVDvuYJSIiIioWg5PZ3r17Y+jQodiyZQtu3bqFW7duYfPmzRg+fDj69OlTEjGWf6yZJSIiIioWg7vmWrp0KSZMmICBAwfi0aNH0kwsLTF8+HDMnTvX6AGWeyolkHJLes02s0REREQGMTiZtbOzw5IlSzB37lxcvXoVABAYGAh7e3ujB1chpN0FVI8AuRXgyMcBExERERmi2A9NsLe3R3BwsDFjqZjU7WWdqwFyC9PGQkRERGRm9Epm+/Tpg9WrV8PJyanIdrFbtmwxSmAVBtvLEhERERWbXsmss7MzZDKZ5jUZ0YPHNbNsL0tERERkML2S2VWrVul8TUbAmlkiIiKiYjO4ay4yMk0fs/4mDYOIiIjIHOlVM9uwYUNNM4OinDp1yqAAvv76a8ydOxdxcXFo0KABFi9ejKZNmxY4/oMHD/Dhhx9iy5YtSE5Ohp+fHxYsWICuXbsatNwygzWzRERERMWmVzLbq1evEln4hg0bMH78eCxduhShoaFYsGABwsPDcfHiRbi5ueUbPycnBy+88ALc3NywadMmeHt748aNG3BxcSmR+Eqc8hGQyj5miYiIiIpLr2R2xowZJbLw+fPnY8SIERg6dCgA6YEMv/76K7777ju8//77+cb/7rvvkJycjEOHDsHKygoA4O/vXyKxlYrU24BQARYKwD5/8k5EREREhSt2P7PPKicnBydPnsSUKVM0w+RyOTp27IjDhw/rnGb79u0ICwvDqFGj8Msvv8DV1RUDBw7E5MmTYWGhu4/W7OxsZGdna96npqYCAFQqFVQqlRHXSDeVSgUhhO5lJV+HHIBw8YWQRi7xeCqqQsuBSgXLwPRYBqbHMjA9lkHZUFQ5GFI+BiezSqUSX375JTZu3IjY2Fjk5ORofZ6cnKzXfJKSkqBUKuHu7q413N3dHRcuXNA5zbVr1/DHH39g0KBB+O2333DlyhWMHDkSjx49KrD2ODIyErNmzco3PDExEVlZWXrF+ixUKhVSUlIghIBcrn2/ne3N/+AMIMfOHfcTEko8loqssHKg0sEyMD2WgemVdhmoVCoolcoSX445EUIgLS0Njx490vt+IDI+IQTS09MLPBbS0tL0npfByeysWbPw7bff4r333sPUqVPx4Ycf4vr169i2bRumT59u6OwMolKp4ObmhuXLl8PCwgKNGjXC7du3MXfu3AKT2SlTpmD8+PGa96mpqfDx8YGrqyucnJxKNF51zDKZDK6urvkKS3b2PgDA2i1IZxthMp7CyoFKB8vA9FgGpldaZSCEQHx8PB48eFBiyzBn6kSKTEulUqFSpUpQKBT5PrOxsdF7PgYns2vXrsWKFSvQrVs3zJw5EwMGDEBgYCCCg4Nx5MgRjBkzRq/5VK1aFRYWFoiPj9caHh8fDw8PD53TeHp6wsrKSqtJQZ06dRAXF4ecnBxYW1vnm0ahUOjcSHK5vNS+zGUyme7lpdyUPq/kBxlPLCWuwHKgUsMyMD2WgemVRhncvXsXKSkpcHd3h52dHWsg8xBCIDc3F5aWltwuJqRUKnHr1i3Ex8fDz88vX1kYcnwYnMzGxcWhfv36AAAHBwekpKQAALp3745p06bpPR9ra2s0atQI+/bt0/SWoFKpsG/fPowePVrnNC1atMC6deugUqk0K3np0iV4enrqTGTLPE0fs+zJgIiIjEOpVOLBgwdwc3NDlSpVTB1OmcNktmwQQsDV1RVxcXHIzc3V3NhfHAb/LKxWrRru3r0LAAgMDMTu3bsBAMePH9dZA1qY8ePHY8WKFVizZg3Onz+Pt99+GxkZGZreDQYPHqx1g9jbb7+N5ORkvPvuu7h06RJ+/fVXfPbZZxg1apShq1E2aPqYZTJLRETG8ejRIwCAnZ2diSMhKpw6gX3Wdt0G18z27t0b+/btQ2hoKN555x28+uqrWLlyJWJjYzFu3DiD5tW/f38kJiZi+vTpiIuLQ0hICHbu3Km5KSw2NlarmtnHxwe7du3CuHHjEBwcDG9vb7z77ruYPHmyoathernZQJr0o4B9zBIRkbGx1pEqCoOT2dmzZ2te9+/fH35+fjh06BCCgoLQo0cPgwMYPXp0gc0KoqKi8g0LCwvDkSNHDF5OmZNyC4AArOwAO14GIiIiIioOg5PZrKwsrTvMmjVrhmbNmhk1qArh/nXpv4svwF/PRERE9AxkMhm2bt1aYk9tLcsMbjPr5uaGiIgI7Nmzhx0OPwu2lyUiItLy119/oUePHvDy8oJMJsO2bdvyjSOEwPTp0+Hp6QlbW1t07NgRly9fLv1gy5i7d++iS5cuzzQPf39/yGQyyGQyWFhYwMvLC8OHD8f9+/c140RFRUEmk6FevXr52rq6uLhg9erVzxRDcRiczK5ZswaZmZno2bMnvL29MXbsWJw4caIkYivfHqh7MvA1bRxERERlREZGBho0aICvv/66wHHmzJmDRYsWYenSpTh69Cjs7e0RHh5eKg9CKss8PDwMvhFfl48++gh3795FbGws1q5di7/++ktnt6vXrl3D999//8zLMwaDk9nevXvj559/Rnx8PD777DOcO3cOzZo1Q82aNfHRRx+VRIzlk7pmljd/ERERAQC6dOmCTz75BL1799b5uRACCxYswNSpU9GzZ08EBwfj+++/x507d3TW4qqpVCrMmTMHNWrUgI2NDQIDA/Hpp59qPp88eTJq1qwJOzs7VK9eHdOmTdP0CgEAM2fOREhICJYtWwYfHx/Y2dmhX79+mu5JAalXpxdeeAFVq1aFs7Mz2rRpg1OnTmnFPnPmTPj6+kKhUMDLy0vvvvkBICcnB6NHj4anpydsbGzg5+eHyMhIzed5a7KvX78OmUyGLVu2oF27drCzs0ODBg1w+PDhIpfj6OgIDw8PeHt7o127doiIiNBaD7V33nkHM2bMQHZ2tt7rUFKK3WOzo6Mjhg4dit27d+PMmTOwt7fX+dhYKsB91swSEVHpEEIgMyfXJH9CCKOtR0xMDOLi4tCxY0fNMGdnZ4SGhhaaqE2ZMgWzZ8/GtGnTcPbsWXz//feanpMAKadZvXo1zp07h4ULF2LFihX48ssvteZx5coVbNy4ETt27MDOnTtx+vRpjBw5UvN5WloaIiIicODAARw5cgRBQUHo2rWr5rGsmzdvxpdffolly5bh8uXL2LZtm6bffn0sWrQI27dvx8aNG3Hx4kWsXbsW/v7+hU7z4YcfYsKECYiOjkbNmjUxYMAA5Obm6r3M27dvY8eOHQgNDc332dixY5Gbm4vFixfrPb+SYvANYGpZWVnYvn071q1bp+lOa+LEicaMrXxjm1kiIiolDx8pUXf6LpMs+9xH4bCzLna6oSUuLg4AtBJR9Xv1Z09LS0vDwoUL8dVXXyEiIgJCCPj5+aFNmzaacaZOnap57e/vjwkTJmD9+vWYNGmSZnhWVha+//57eHt7AwAWL16Mbt26Yd68efDw8ED79u21lrt8+XK4uLjgzz//RPfu3REbGwsPDw907NgRVlZW8PX1RdOmTfVe99jYWAQFBaFly5aQyWTw8ys6f5gwYQK6desGAJg1axbq1auHK1euoHbt2gVOM3nyZEydOhVKpRJZWVkIDQ3F/Pnz841nZ2eHGTNm4IMPPsCIESPg7Oys97oYm8E1s7t27UJERATc3d3x9ttvw93dHbt378aNGze0uu2iQjx6CGQkSK9ZM0tERFRizp8/j+zsbHTo0KHAcTZs2IAWLVrAw8MDDg4OmDp1KmJjY7XG8fX11SSygNRVqEqlwsWLFwEA8fHxGDFiBIKCguDs7AwnJyekp6dr5tO3b188fPgQ1atXx4gRI7B161aDakmHDBmC6Oho1KpVC2PGjNE8tKowwcHBmteenp4AgISEhEKnmThxIqKjo3HmzBns27cPANCtWzedDzYYPnw4qlSpgs8//1zv9SgJxXpoQvfu3fH999+ja9euz/T4sQpLXSurcAJsK5k2FiIiKvdsrSxw7qNwky3bWDw8PABIiaM6OVO/DwkJ0b18W9tC53n48GEMGjQIs2bNQnh4OJydnbF+/XrMmzfPoNgiIiJw7949LFy4EH5+flAoFAgLC0NOTg4A6cFPFy9exN69e7Fnzx6MHDkSc+fOxZ9//qlXLvX8888jJiYGv//+O/bu3Yt+/fqhY8eO2LRpU4HT5J2v+iEaRfVEVbVqVdSoUQMAEBQUhAULFiAsLAz79+/Xat4BAJaWlvj0008xZMiQAp8ZUBoMTmbj4+Ph6OhYErFUHJomBuxjloiISp5MJjPapX5TCggIgIeHB/bt26dJXlNTU3H06FG8/fbbOqcJCgqCra0t9u3bh9dffz3f54cOHYKfnx8+/PBDzbAbN27kGy82NhZ37tyBl5cXAODIkSOQy+WoVasWAODgwYNYsmQJunbtCgC4efMmkpKStOZha2uLHj16oEePHhg1ahRq166Nf//9F88//7xe6+/k5IT+/fujf//+ePnll9G5c2ckJyejcuXKek1fHBYW0o+Rhw8f6vy8b9++mDt3rknvmzJ4z2YiawSaByawvSwREZFaeno6rly5onkfExOD6OhoVK5cGb6+vpDJZBg7diw++eQTBAUFISAgANOmTYOXl1eBDwuwsbHB5MmTMWnSJFhbW6N58+aIi4vDhQsX8PrrryMoKAixsbFYv349mjRpgl9//RVbt27VOZ+IiAh88cUXSE1NxZgxY9CvXz9NbXFQUBB++OEHNG7cGKmpqZg4caJWrfDq1auhVCoRGhoKOzs7/Pjjj7C1tdWr7SsAzJ8/H56enmjYsCHkcjl+/vlneHh4wMXFRf8NrIe0tDTExcVBCIGbN29i0qRJcHV1RfPmzQucZvbs2QgPN03NP/AMvRnQM8hbM0tEREQAgBMnTqBhw4Zo2LAhAGD8+PFo2LAhpk+frhln0qRJeOedd/DGG2+gSZMmSE9Px86dO7WeTvq0adOm4b333sP06dNRt25dDBo0SNN29MUXX8S4ceMwevRohISE4NChQ5g2bVq+edSoUQN9+vRB165d0alTJwQHB2PJkiWaz1euXIn79+/j+eefx2uvvYYxY8bAzc1N87mLiwtWrFiBFi1aIDg4GHv37sWOHTtQpYr0SPuZM2cW2juBo6Mj5syZg8aNG6NJkya4fv06fvvtN8jlxk3l1A+k8PLyQvfu3WFvb4/du3dr4tSlffv2aN++vUFtgI1JJozZZ4YZSE1NhbOzM1JSUuDk5FTiy1OpVEhISICbm9uTHW7jYODcL0Dn2UAz3ZdFyLh0lgOVKpaB6bEMTK80yiArKwsxMTEICAgoNMGrqIQQyM3NhaWlpaYdaVFmzpyJbdu2ITo6usTiioiIgEwmM8kTtExBCIH09HTcvHkT1atXz7evGpKvmX8DGnPEmlkiIiJ6TAiBqKgoHDhwwNShmKViJ7NXrlzB1atX0bp1a9ja2kIIofcvnApP88AEtpklIiKq6GQymc6bzkg/Bl/juHfvHjp27IiaNWuia9euuHv3LgCpr7H33nvP6AGWO9lpwMNk6TVrZomIiMq8mTNnlmgTA3o2Biez48aNg6WlJWJjY2FnZ6cZ3r9/f+zcudOowZVL6iYGtpUAm5Jvs0tERERUnhnczGD37t3YtWsXqlWrpjU8KCiIVeT6YHtZIiIiIqMxuGY2IyNDq0ZWLTk5GQqFwihBlWtsL0tERERkNAYns61atcL333+veS+TyaBSqTBnzhy0a9fOqMGVS6yZJSIiIjIag5sZzJkzBx06dMCJEyeQk5ODSZMm4ezZs0hOTsbBgwdLIsby5cHjmtlK/iYNg4iIiKg8MLhm9rnnnsOlS5fQsmVL9OzZExkZGejTpw9Onz6NwMDAkoixfFEns6yZJSIiInpmxepn1tnZGR9++KGxY6kY7qubGbDNLBEREdGz0qtm9syZM3r/USEePgCyU6TXLj4mDYWIiKis+euvv9CjRw94eXlBJpNh27Zt+cYRQmD69Onw9PSEra0tOnbsiMuXL5d+sBVE27ZtIZPJNH/u7u7o27evVg9W169fh0wmg5ubG9LS0rSmDwkJwcyZM0s0Rr2S2ZCQEDRs2FDzX/0XEhKSbxgVQt3EwN4VsLY3bSxERERlTEZGBho0aICvv/66wHHmzJmDRYsWYenSpTh69Cjs7e0RHh6OrKysUoy0YhkxYgTu3r2LO3fu4JdffsHNmzfx6quv5hsvLS0NX3zxRanHp1cyGxMTg2vXriEmJgabN29GQEAAlixZgujoaERHR2PJkiUIDAzE5s2bSzpe88aeDIiIiArUpUsXfPLJJ+jdu7fOz4UQWLBgAaZOnYqePXsiODgY33//Pe7cuaOzFldN3etSjRo1YGNjg8DAQHz66aeazydPnoyaNWvCzs4O1atXx7Rp0/Do0SPN5zNnzkRISAiWLVsGHx8f2NnZoV+/fkhJSdGMc/z4cbzwwguoWrUqnJ2d0aZNG5w6dUor9pkzZ8LX1xcKhQJeXl4YM2aMQdvn1q1bGDBgACpXrgx7e3s0btwYR48e1Xz+zTffIDAwENbW1qhVqxZ++OEHrellMhm+/fZb9O7dG3Z2dggKCsL27duLXK6dnR08PDzg6emJZs2aYfTo0VrrpvbOO+9g/vz5SEhIMGi9npVebWb9/J607+zbty8WLVqErl27aoYFBwfDx8cH06ZNQ69evYweZLnBPmaJiMgUhAAeZZpm2VZ2gExmlFnFxMQgLi4OHTt21AxzdnZGaGgoDh8+jFdeeUXndFOmTMGKFSvw5ZdfokWLFrh165ZW0wRHR0esXr0aXl5e+PfffzFixAg4Ojpi0qRJmnGuXLmCjRs3YseOHUhNTcXw4cMxcuRIrF27FoBUKxkREYHFixdDCIF58+aha9euuHz5MhwdHbF582Z8+eWXWL9+PerVq4e4uDj8888/eq97eno62rRpA29vb2zfvh0eHh44deoUVCoVAGDr1q149913sWDBAnTs2BH/+9//MHToUFSrVk2r69RZs2Zhzpw5mDt3LhYvXoxBgwbhxo0bqFy5sl5xJCcnY+PGjQgNDc332YABA7Bnzx589NFH+Oqrr/Ret2dl8A1g//77LwICAvINDwgIwLlz54wSVLnFmlkiIjKFR5nAZ16mWfYHd4zWtC4uLg4A4O7urjXc3d1d89nT0tLSsHDhQnz11VeIiIiAEAJ+fn5o06aNZpypU6dqXvv7+2PChAlYv369VjKblZWF77//Ht7e3gCAxYsXo1u3bpg3bx48PDzQvn17reUuX74cLi4u+PPPP9G9e3fExsbCw8MDHTt2hJWVFXx9fdG0aVO9133dunVITEzE8ePHNYlnjRo1NJ9/8cUXGDJkCEaOHAkAGD9+PI4cOYIvvvhCK5kdMmQIBgwYAAD47LPPsGjRIhw7dgydO3cucNlLlizBt99+CyEEMjMzUbNmTezatSvfeDKZDLNnz0aPHj0wbty4UuvlyuCuuerUqYPIyEjk5ORohuXk5CAyMhJ16tQxanDljqaPWdbMEhERlYbz588jOzsbHTp0KHCcDRs2oEWLFvDw8ICDgwOmTp2K2NhYrXF8fX01iSwAhIWFQaVS4eLFiwCA+Ph4jBgxAkFBQXB2doaTkxPS09M18+nbty8ePnyI6tWrY8SIEdi6dStyc3P1Xo/o6Gg0bNiwwBrU8+fPo0WLFlrDWrRogfPnz2sNCw4O1ry2t7eHk5NTkc0CBg0ahOjoaPzzzz84cOAAatSogU6dOuW72QsAwsPD0bJlS0ybNk3fVXtmBtfMLl26FD169EC1atU0G+TMmTOQyWTYsWOH0QMsV1gzS0REpmBlJ9WQmmrZRuLh4QFAShw9PT01w+Pj4xESEqJzGltb20LnefjwYQwaNAizZs1CeHg4nJ2dsX79esybN8+g2CIiInDv3j0sXLgQfn5+UCgUCAsL01T++fj44OLFi9i7dy/27NmDkSNHYu7cufjzzz9hZWVV5PyLWg99Pb0s9ZNcC+Ps7KypBa5RowZWrlwJT09PbNiwAa+//nq+8WfPno2wsDBMnDjRKDEXxeCa2aZNm+LatWv45JNPEBwcjODgYHz66ae4du2aQdXlFY4QedrM+ps0FCIiqmBkMulSvyn+jNReFpCaNHp4eGDfvn2aYampqTh69CjCwsJ0ThMUFARbW1utafI6dOgQ/Pz88OGHH6Jx48YICgrS6nZKLTY2FnfuPPlBcOTIEcjlctSqVQsAcPDgQYwZMwZdu3ZFvXr1oFAokJSUpDUPW1tb9OjRA4sWLUJUVBQOHz6Mf//9V691Dw4ORnR0NJKTk3V+XqdOnXxPYj148CDq1q2r1/wNYWFhAQB4+PChzs+bNm2KPn364P333zf6snUp1kMT7O3t8cYbbxg7lvLtYTLwKEN67VzNtLEQERGVQenp6bhy5YrmfUxMDKKjo1G5cmX4+vpCJpNh7Nix+OSTTxAUFISAgABMmzYNXl5eBd6AbmNjg8mTJ2PSpEmwtrZG8+bNERcXhwsXLuD1119HUFAQYmNjsX79ejRp0gS//vortm7dqnM+ERER+OKLL5CamooxY8agX79+mtrioKAg/PDDD2jcuDFSU1MxceJErdrU1atXQ6lUIjQ0FHZ2dvjxxx9ha2urdZN9YQYMGIDPPvsMvXr1QmRkJDw9PXH69Gl4eXlpakH79euHhg0bomPHjtixYwe2bNmCvXv3GlACumVmZmraJMfHx+Pjjz+GjY0NOnXqVOA0n376KerVqwdLy2KlmgYxuGaWikldK+voCVjZmDYWIiKiMujEiRNa/daPHz8eDRs2xPTp0zXjTJo0Ce+88w7eeOMNNGnSBOnp6di5cydsbAo+t06bNg3vvfcepk+fjrp162LQoEGadqIvvvgixo0bh9GjRyMkJASHDh3S2d6zRo0a6NOnD7p27YpOnTohODgYS5Ys0Xy+cuVK3L9/H88//zxee+01jBkzBm5ubprPXVxcsGLFCrRo0QLBwcHYu3cvduzYgSpVqgCQuv/y9/cvcB2sra2xe/duuLm5oWvXrqhfvz5mz56tqSXt1asXFi5ciC+++AL16tXDsmXLsGrVKrRt27boDV+EFStWwNPTE56enmjXrh2SkpLw22+/aWqldalZsyaGDRtWKv3/yoQQosSXUoakpqbC2dkZKSkpcHJyKvHlqVQqJCQkwC3pEOSbhgI+ocDw3SW+XNKmKQc3N8jl/A1nCiwD02MZmF5plEFWVhZiYmIQEBBQaIJXUQkhkJubC0tLS8j0bAIxc+ZMbNu2DdHR0SUWV0REBGQyGVavXl1iyyhLhBBIT0/HzZs3Ub169Xz7qiH5WsnX/ZKEfcwSERGRDkIIREVF4cCBA6YOxSwxmS0lshT2ZEBERET5yWQynTedkX54nam03Gcfs0REROZo5syZJdrEgJ6NXjWzlSpV0rtdSUFdRlR4KTel/6yZJSIiIjIavZLZBQsWaF7fu3cPn3zyCcLDwzV9uh0+fBi7du0q1ac9mBUh8jwwgTWzRERU8irY/d1UgemVzEZERGhev/TSS/joo48wevRozbAxY8bgq6++wt69ezFu3DjjR2nm5A+TIMvNAmRy9jFLREQlSv2Ep8zMTKM9NYqoJDx69AjAk4cwFJfBN4Dt2rULn3/+eb7hnTt3LrUnPZgbi9Rb0gsnb8Ci6EfWERERFZeFhQVcXFw0/aja2dnp3VSwIihO11xkfEqlEomJibCzs3vmBysYPHWVKlXwyy+/4L333tMa/ssvv2g6/iVtFmm3pRdsL0tERKVA/VQqdUJLTwghoFKpIJfLmcyakLoc/Pz8nrkcDE5mZ82ahddffx1RUVEIDQ0FABw9ehQ7d+7EihUrnimY8soi7XHNLNvLEhFRKZDJZPD09ISbm5vmUi5JVCoV7t27hypVqvDhISYkhMCDBw9gbW39zPMyOJkdMmQI6tSpg0WLFmHLli0AgDp16uDAgQOa5Ja0sWaWiIhMwcLC4pnbI5Y3KpUKVlZWsLGxYTJrQiqVymg148VqpBAaGoq1a9caJYCKQNNmln3MEhERERmVwclsbGxsoZ/7+rL28WmsmSUiIiIqGQYns/7+/oVWCyuVymcKqNxRKWGRfkd6zTazREREREZlcDJ7+vRprfePHj3C6dOnMX/+fHz66adGC6zcSI+DTPUIQm4JmZOXqaMhIiIiKlcMTmYbNGiQb1jjxo3h5eWFuXPnok+fPkYJrNy4f0P671wNkLMRPhEREZExGe02vlq1auH48ePGml35kfK4jbEz28sSERERGZvBNbOpqala74UQuHv3LmbOnImgoCCjBVZu3H+czLInAyIiIiKjMziZdXFxyXcDmBACPj4+WL9+vdECKy9kj2tmhbMv+JwRIiIiIuMyOJndv3+/1nu5XA5XV1fUqFHjmZ+tWx6JZqOQUqUhnILCTB0KERERUbljcPYpk8nQvHnzfIlrbm4u/vrrL7Ru3dpowZULbnWQhSpwcnMzdSRERERE5Y7BN4C1a9cOycnJ+YanpKSgXbt2RgmKiIiIiEgfBiezQgidD024d+8e7O3tjRIUEREREZE+9G5moO4/ViaTYciQIVAoFJrPlEolzpw5g+bNmxcriK+//hpz585FXFwcGjRogMWLF6Np06ZFTrd+/XoMGDAAPXv2xLZt24q1bCIiIiIyX3ons87OzgCkmllHR0fY2tpqPrO2tkazZs0wYsQIgwPYsGEDxo8fj6VLlyI0NBQLFixAeHg4Ll68CLdC2plev34dEyZMQKtWrQxeJhERERGVD3ons6tWrQIA+Pv7Y8KECUZrUjB//nyMGDECQ4cOBQAsXboUv/76K7777ju8//77OqdRKpUYNGgQZs2ahb///hsPHjwocP7Z2dnIzs7WvFf3k6tSqaBSqYyyDoVRqVQQQpTKsqhgLAfTYxmYHsvA9FgGpscyKBuKKgdDysfg3gxmzJhh6CQFysnJwcmTJzFlyhTNMLlcjo4dO+Lw4cMFTvfRRx/Bzc0Nw4cPx99//13oMiIjIzFr1qx8wxMTE5GVlVX84PWkUqmQkpICIQTkcqM9cI0MxHIwPZaB6bEMTI9lYHosg7KhqHJIS0vTe156JbPPP/889u3bh0qVKqFhw4Y6bwBTO3XqlN4LT0pKglKphLu7u9Zwd3d3XLhwQec0Bw4cwMqVKxEdHa3XMqZMmYLx48dr3qempsLHxweurq5wcnLSO9biUqlUkMlkcHV15UFjQiwH02MZmB7LwPRYBqbHMigbiioHGxsbveelVzLbs2dPzQ1fPXv2LDSZLUlpaWl47bXXsGLFClStWlWvaRQKhdbNampyubzUdmKZTFaqyyPdWA6mxzIwPZaB6bEMTI9lUDYUVg6GlI1eyWzepgUzZ87Ue+ZFqVq1KiwsLBAfH681PD4+Hh4eHvnGv3r1Kq5fv44ePXpohqnbVFhaWuLixYsIDAw0WnxEREREVLYZ/JOkevXquHfvXr7hDx48QPXq1Q2al7W1NRo1aoR9+/ZphqlUKuzbtw9hYfkf/1q7dm38+++/iI6O1vy9+OKLaNeuHaKjo+Hj42Po6hARERGRGTP4BrDr169DqVTmG56dnY1bt24ZHMD48eMRERGBxo0bo2nTpliwYAEyMjI0vRsMHjwY3t7eiIyMhI2NDZ577jmt6V1cXAAg33AiIiIiKv/0Tma3b9+ueb1r1y5Nv7OA1FXWvn37EBAQYHAA/fv3R2JiIqZPn464uDiEhIRg586dmpvCYmNj2aaFiIiIiHSSCSGEPiOqE0qZTIanJ7GysoK/vz/mzZuH7t27Gz9KI0pNTYWzszNSUlJKrTeDhIQEuLm5MSk3IZaD6bEMTI9lYHosA9NjGZQNRZWDIfma3jWz6hutAgICcPz4cb17EyAiIiIiKikGt5mNiYkpiTiIiIiIiAxmcP36mDFjsGjRonzDv/rqK4wdO9YYMRERERER6cXgZHbz5s1o0aJFvuHNmzfHpk2bjBIUEREREZE+DE5m7927p9WTgZqTkxOSkpKMEhQRERERkT4MTmZr1KiBnTt35hv++++/G/zQBCIiIiKiZ2HwDWDjx4/H6NGjkZiYiPbt2wMA9u3bh3nz5mHBggXGjo+IiIiIqEAGJ7PDhg1DdnY2Pv30U3z88ccAAH9/f3zzzTcYPHiw0QMkIiIiIiqIwcksALz99tt4++23kZiYCFtbWzg4OBg7LiIiIiKiIhUrmVVzdXU1VhxERERERAYrVjK7adMmbNy4EbGxscjJydH67NSpU0YJjIiIiIioKAb3ZrBo0SIMHToU7u7uOH36NJo2bYoqVarg2rVr6NKlS0nESERERESkk8HJ7JIlS7B8+XIsXrwY1tbWmDRpEvbs2YMxY8YgJSWlJGIkIiIiItLJ4GQ2NjYWzZs3BwDY2toiLS0NAPDaa6/hp59+Mm50RERERESFMDiZ9fDwQHJyMgDA19cXR44cAQDExMRACGHc6IiIiIiICmFwMtu+fXts374dADB06FCMGzcOL7zwAvr374/evXsbPUAiIiIiooIY3JvB8uXLoVKpAACjRo1ClSpVcOjQIbz44ot48803jR4gEREREVFBDE5m5XI55PInFbqvvPIKXnnlFaMGRURERESkD4ObGcycOVNTM5tXSkoKBgwYYJSgiIiIiIj0YXAyu3LlSrRs2RLXrl3TDIuKikL9+vVx9epVowZHRERERFQYg5PZM2fOoFq1aggJCcGKFSswceJEdOrUCa+99hoOHTpUEjESEREREelkcJvZSpUqYePGjfjggw/w5ptvwtLSEr///js6dOhQEvERERERERXI4JpZAFi8eDEWLlyIAQMGoHr16hgzZgz++ecfY8dGRERERFQog5PZzp07Y9asWVizZg3Wrl2L06dPo3Xr1mjWrBnmzJlTEjESEREREelkcDKrVCpx5swZvPzyywCkR9p+88032LRpE7788kujB0hEREREVBCD28zu2bNH5/Bu3brh33//feaAiIiIiIj0Vaw2s3///TdeffVVhIWF4fbt2wCAH374ARcuXDBqcEREREREhTE4md28eTPCw8Nha2uL06dPIzs7G4D00ITPPvvM6AESERERERXE4GT2k08+wdKlS7FixQpYWVlphrdo0QKnTp0yanBERERERIUxOJm9ePEiWrdunW+4s7MzHjx4YIyYiIiIiIj0YnAy6+HhgStXruQbfuDAAVSvXt0oQRERERER6cPgZHbEiBF49913cfToUchkMty5cwdr167FhAkT8Pbbb5dEjEREREREOhncNdf7778PlUqFDh06IDMzE61bt4ZCocCECRPwzjvvlESMREREREQ6GZzMymQyfPjhh5g4cSKuXLmC9PR01K1bFw4ODiURHxERERFRgQxOZtWsra1Rt25dY8ZCRERERGSQYj00gYiIiIioLGAyS0RERERmi8ksEREREZktJrNEREREZLaYzBIRERGR2WIyS0RERERmi8ksEREREZktJrNEREREZLaYzBIRERGR2WIyS0RERERmi8ksEREREZktJrNEREREZLaYzBIRERGR2WIyS0RERERmi8ksEREREZktJrNEREREZLaYzBIRERGR2WIyS0RERERmi8ksEREREZmtMpHMfv311/D394eNjQ1CQ0Nx7NixAsddsWIFWrVqhUqVKqFSpUro2LFjoeMTERERUfll8mR2w4YNGD9+PGbMmIFTp06hQYMGCA8PR0JCgs7xo6KiMGDAAOzfvx+HDx+Gj48POnXqhNu3b5dy5ERERERkaiZPZufPn48RI0Zg6NChqFu3LpYuXQo7Ozt89913Osdfu3YtRo4ciZCQENSuXRvffvstVCoV9u3bV8qRExEREZGpWZpy4Tk5OTh58iSmTJmiGSaXy9GxY0ccPnxYr3lkZmbi0aNHqFy5ss7Ps7OzkZ2drXmfmpoKAFCpVFCpVM8QvX5UKhWEEKWyLCoYy8H0WAamxzIwPZaB6bEMyoaiysGQ8jFpMpuUlASlUgl3d3et4e7u7rhw4YJe85g8eTK8vLzQsWNHnZ9HRkZi1qxZ+YYnJiYiKyvL8KANpFKpkJKSAiEE5HKTV4RXWCwH02MZmB7LwPRYBqbHMigbiiqHtLQ0vedl0mT2Wc2ePRvr169HVFQUbGxsdI4zZcoUjB8/XvM+NTUVPj4+cHV1hZOTU4nHqFKpIJPJ4OrqyoPGhFgOpscyMD2WgemxDEyPZVA2FFUOBeV1upg0ma1atSosLCwQHx+vNTw+Ph4eHh6FTvvFF19g9uzZ2Lt3L4KDgwscT6FQQKFQ5Bsul8tLbSeWyWSlujzSjeVgeiwD02MZmB7LwPRYBmVDYeVgSNmYtBStra3RqFEjrZu31DdzhYWFFTjdnDlz8PHHH2Pnzp1o3LhxaYRKRERERGWQyZsZjB8/HhEREWjcuDGaNm2KBQsWICMjA0OHDgUADB48GN7e3oiMjAQAfP7555g+fTrWrVsHf39/xMXFAQAcHBzg4OBgsvUgIiIiotJn8mS2f//+SExMxPTp0xEXF4eQkBDs3LlTc1NYbGysVlXzN998g5ycHLz88sta85kxYwZmzpxZmqETERERkYmZPJkFgNGjR2P06NE6P4uKitJ6f/369ZIPiIiIiIjMAls+ExEREZHZYjJLRERERGaLySwRERERmS0ms0RERERktpjMEhEREZHZYjJLRERERGaLySwRERERmS0ms0RERERktpjMEhEREZHZYjJLRERERGaLySwRERERmS0ms0RERERktpjMEhEREZHZYjJLRERERGaLySwRERERmS0ms0RERERktpjMEhEREZHZYjJLRERERGaLySwRERERmS0ms0RERERktpjMEhEREZHZYjJLRERERGaLySwRERERmS1LUwdAJU+pEriXkY3EtDx/6dL/tKxc2FlbwM7aEvbWFrC1toC9whJ21hawt7aEnUL6b69QjyMNs7IoH7+DVCqBzEdKZGbnIiNHiYzsXDx8JP3PzMnzPycXmdlP/j9SqowXhAywtdK93e3ylIfdU+8VlnLIZDLjxUElSgiBHKXqyX6Uo72fSfudEpk5uU/+Px4PwkgxQCArKws2NnchgxH2HRme7LN5vycUhX+nWFuYbt99pFQhM+ep7azZ3k++CzKzc7W+G6ws5LC3toCdwlLz387KQsc6Pzl+bax4jJqbXKVKKv88+0VR+0tmjhKWFjLNPq/ZR3QeE5aPjwkL2FpZGLR/5OSq8sWjdW7Scc7KzFFCCCN9gTw2pWsduDoqjDrPZ8VktoR9f/gGfvvnJlwcbsFBkTdJebJzS4lKni98Pb74hRBIfZiLxPQsJOhIUtV/SenZuJeRAyPvy7C2kEsH5FMHrqVF2fziVgmB1IwsPBKXtL4IHj5Smjq0YrOQy3Qmv9aWZfOHhhACOTk5sLa+Xu5P8OqE6ekfRbkqIx+IZspSve8+9Z1nzB/JuconP1TzntxzjPlDtAgyGZ4kL3l+kMpELhQV4Dgoq4QQyMrOQS6uPD4+nySnObmlu3/YWeVPfi3kMjzMUWr/uMrJxSNl2fj+eLdjEAAmsxXKxfg0HItNA5BW7Hnk/eK3tbZAVo4SSek5Bn0py2VAFQcFqjoo4OqogOvj/062lsh6pNI6YHT96nz6RJCjVCHnoQopDx8Ve73KEvVJR9ePCfs8PzjUXzpWFnIY6zykEsDDnCfb/GFBNcKPh2c//rJVqgTSsnKRlpVrnECo1FhbygupudE+udlaW0BupH1NCIH09HQ4ODgYJZFSqoCHj/LXYhZUi6VOFHJVAqlZuUg14b5rKZfBXqFPTZoFbKwtkKsUWrVd+Wpyn6rJAwAhgPTsXKRn5yLRZGtKxaHeP/JVNllb5ttfbK0toFSKQs+hT+8vgLR/ZDxOWg3ZP6wt5NrnJh37r93jH1C21pYw9oVUFztr487QCJjMlrD+jX1Qs5IFLG3stS8jau3khScthX3xO9taaSWnro55EtY8wyvbW8PCCGfEnFzV41+MuTovc6iMXQVsJEIlkP0wHV6uleFgY2XWlwNzlarHicPT+41UHrmq0qtZMIRQCaSkpsLZyQkyY2VnZZSFXA4HrSsv2icZUzXTUalUSEhIgJubG+Ty0o+hqEv8SiPuu3KZjsu+eU76JXkFQ6US0ve9ju/19KxHSEx+UCGOg7JKqATS0tLg6VoJDgork+wfWbm6mhUp8TAnFzlKUeCPK1N+f5RlTGZLWHA1Z3hYZxfr5PF00vIwR4n07FzYWlmgqqMCVR2sobC0KKHIdbO2lMPaUg5nO6tSXe6zenISdzXJSdyYLC3kcLKQw8nGHMvAymSJFJmelYUczrZyONua175rKLm61ldhCThqfyYdBxY8DkzI1D/q5HLZ48TUEmXtcr25YjJbhplr0kJERERUWvizkIiIiIjMFpNZIiIiIjJbTGaJiIiIyGwxmSUiIiIis8VkloiIiIjMFpNZIiIiIjJbTGaJiIiIyGwxmSUiIiIis8VkloiIiIjMFpNZIiIiIjJbFe5xtkIIAEBqamqpLE+lUiEtLQ02NjZ8DrcJsRxMj2VgeiwD02MZmB7LoGwoqhzUeZo6bytMhUtm09LSAAA+Pj4mjoSIiIiICpOWlgZnZ+dCx5EJfVLeckSlUuHOnTtwdHSETCYr8eWlpqbCx8cHN2/ehJOTU4kvj3RjOZgey8D0WAamxzIwPZZB2VBUOQghkJaWBi8vryJr0CtczaxcLke1atVKfblOTk48aMoAloPpsQxMj2VgeiwD02MZlA2FlUNRNbJqbCxCRERERGaLySwRERERmS0msyVMoVBgxowZUCgUpg6lQmM5mB7LwPRYBqbHMjA9lkHZYMxyqHA3gBERERFR+cGaWSIiIiIyW0xmiYiIiMhsMZklIiIiIrPFZJaIiIiIzBaTWSIiIiIyW0xmS9jXX38Nf39/2NjYIDQ0FMeOHTN1SBXGzJkzIZPJtP5q165t6rDKvb/++gs9evSAl5cXZDIZtm3bpvW5EALTp0+Hp6cnbG1t0bFjR1y+fNk0wZZTRZXBkCFD8h0bnTt3Nk2w5VBkZCSaNGkCR0dHuLm5oVevXrh48aLWOFlZWRg1ahSqVKkCBwcHvPTSS4iPjzdRxOWTPuXQtm3bfMfCW2+9ZaKIy59vvvkGwcHBmqd8hYWF4ffff9d8bqzjgMlsCdqwYQPGjx+PGTNm4NSpU2jQoAHCw8ORkJBg6tAqjHr16uHu3buavwMHDpg6pHIvIyMDDRo0wNdff63z8zlz5mDRokVYunQpjh49Cnt7e4SHhyMrK6uUIy2/iioDAOjcubPWsfHTTz+VYoTl259//olRo0bhyJEj2LNnDx49eoROnTohIyNDM864ceOwY8cO/Pzzz/jzzz9x584d9OnTx4RRlz/6lAMAjBgxQutYmDNnjokiLn+qVauG2bNn4+TJkzhx4gTat2+Pnj174uzZswCMeBwIKjFNmzYVo0aN0rxXKpXCy8tLREZGmjCqimPGjBmiQYMGpg6jQgMgtm7dqnmvUqmEh4eHmDt3rmbYgwcPhEKhED/99JMJIiz/ni4DIYSIiIgQPXv2NEk8FVFCQoIAIP78808hhLTPW1lZiZ9//lkzzvnz5wUAcfjwYVOFWe49XQ5CCNGmTRvx7rvvmi6oCqhSpUri22+/NepxwJrZEpKTk4OTJ0+iY8eOmmFyuRwdO3bE4cOHTRhZxXL58mV4eXmhevXqGDRoEGJjY00dUoUWExODuLg4rePC2dkZoaGhPC5KWVRUFNzc3FCrVi28/fbbuHfvnqlDKrdSUlIAAJUrVwYAnDx5Eo8ePdI6DmrXrg1fX18eByXo6XJQW7t2LapWrYrnnnsOU6ZMQWZmpinCK/eUSiXWr1+PjIwMhIWFGfU4sDR2sCRJSkqCUqmEu7u71nB3d3dcuHDBRFFVLKGhoVi9ejVq1aqFu3fvYtasWWjVqhX+++8/ODo6mjq8CikuLg4AdB4X6s+o5HXu3Bl9+vRBQEAArl69ig8++ABdunTB4cOHYWFhYerwyhWVSoWxY8eiRYsWeO655wBIx4G1tTVcXFy0xuVxUHJ0lQMADBw4EH5+fvDy8sKZM2cwefJkXLx4EVu2bDFhtOXLv//+i7CwMGRlZcHBwQFbt25F3bp1ER0dbbTjgMkslVtdunTRvA4ODkZoaCj8/PywceNGDB8+3ISREZnWK6+8onldv359BAcHIzAwEFFRUejQoYMJIyt/Ro0ahf/++4/t9U2soHJ44403NK/r168PT09PdOjQAVevXkVgYGBph1ku1apVC9HR0UhJScGmTZsQERGBP//806jLYDODElK1alVYWFjkuysvPj4eHh4eJoqqYnNxcUHNmjVx5coVU4dSYan3fR4XZUv16tVRtWpVHhtGNnr0aPzvf//D/v37Ua1aNc1wDw8P5OTk4MGDB1rj8zgoGQWVgy6hoaEAwGPBiKytrVGjRg00atQIkZGRaNCgARYuXGjU44DJbAmxtrZGo0aNsG/fPs0wlUqFffv2ISwszISRVVzp6em4evUqPD09TR1KhRUQEAAPDw+t4yI1NRVHjx7lcWFCt27dwr1793hsGIkQAqNHj8bWrVvxxx9/ICAgQOvzRo0awcrKSus4uHjxImJjY3kcGFFR5aBLdHQ0APBYKEEqlQrZ2dlGPQ7YzKAEjR8/HhEREWjcuDGaNm2KBQsWICMjA0OHDjV1aBXChAkT0KNHD/j5+eHOnTuYMWMGLCwsMGDAAFOHVq6lp6dr1WrExMQgOjoalStXhq+vL8aOHYtPPvkEQUFBCAgIwLRp0+Dl5YVevXqZLuhyprAyqFy5MmbNmoWXXnoJHh4euHr1KiZNmoQaNWogPDzchFGXH6NGjcK6devwyy+/wNHRUdP+z9nZGba2tnB2dsbw4cMxfvx4VK5cGU5OTnjnnXcQFhaGZs2amTj68qOocrh69SrWrVuHrl27okqVKjhz5gzGjRuH1q1bIzg42MTRlw9TpkxBly5d4Ovri7S0NKxbtw5RUVHYtWuXcY8D43a4QE9bvHix8PX1FdbW1qJp06biyJEjpg6pwujfv7/w9PQU1tbWwtvbW/Tv319cuXLF1GGVe/v37xcA8v1FREQIIaTuuaZNmybc3d2FQqEQHTp0EBcvXjRt0OVMYWWQmZkpOnXqJFxdXYWVlZXw8/MTI0aMEHFxcaYOu9zQte0BiFWrVmnGefjwoRg5cqSoVKmSsLOzE7179xZ37941XdDlUFHlEBsbK1q3bi0qV64sFAqFqFGjhpg4caJISUkxbeDlyLBhw4Sfn5+wtrYWrq6uokOHDmL37t2az411HMiEEOJZM28iIiIiIlNgm1kiIiIiMltMZomIiIjIbDGZJSIiIiKzxWSWiIiIiMwWk1kiIiIiMltMZomIiIjIbDGZJSIiIiKzxWSWiKiMWLhwIQ4fPmzqMIiIzAqTWSKiMmDevHnYsmULnn/+eVOHQkRkVixNHQARUUV38OBB/PDDD4iKioJCoTB1OEREZoWPsyUiIiIis8VmBkREJqJSqRAZGYmAgADY2tqiQYMG2LRpEwAgKioKMpkMv/76K4KDg2FjY4NmzZrhv//+05rH5s2bUa9ePSgUCvj7+2PevHlan2dnZ2Py5Mnw8fGBQqFAjRo1sHLlSgCAUqnE8OHDNcuvVasWFi5cWDorT0RkJGxmQERkIpGRkfjxxx+xdOlSBAUF4a+//sKrr74KV1dXzTgTJ07EwoUL4eHhgQ8++AA9evTApUuXYGVlhZMnT6Jfv36YOXMm+vfvj0OHDmHkyJGoUqUKhgwZAgAYPHgwDh8+jEWLFqFBgwaIiYlBUlISACmZrlatGn7++WdUqVIFhw4dwhtvvAFPT0/069fPFJuEiMhgbGZARGQC2dnZqFy5Mvbu3YuwsDDN8Ndffx2ZmZl444030K5dO6xfvx79+/cHACQnJ6NatWpYvXo1+vXrh0GDBiExMRG7d+/WTD9p0iT8+uuvOHv2LC5duoRatWphz5496Nixo15xjR49GnFxcZoaYiKiso41s0REJnDlyhVkZmbihRde0Bqek5ODhg0bat7nTXQrV66MWrVq4fz58wCA8+fPo2fPnlrTt2jRAgsWLIBSqUR0dDQsLCzQpk2bAuP4+uuv8d133yE2NhYPHz5ETk4OQkJCjLCGRESlg8ksEZEJpKenAwB+/fVXeHt7a32mUChw9erVZ16Gra1toZ+vX78eEyZMwLx58xAWFgZHR0fMnTsXR48efeZlExGVFiazREQmULduXSgUCsTGxuqsOVUns0eOHIGvry8A4P79+7h06RLq1KkDAKhTpw4OHjyoNd3BgwdRs2ZNWFhYoH79+lCpVPjzzz91NjM4ePAgmjdvjpEjR+ZbLhGRuWAyS0RkAo6OjpgwYQLGjRsHlUqFli1bIiUlBQcPHoSTkxP8/PwAAB999BGqVKkCd3d3fPjhh6hatSp69eoFAHjvvffQpEkTfPzxx+jfvz8OHz6Mr776CkuWLAEA+Pv7IyIiAsOGDdPcAHbjxg0kJCSgX79+CAoKwvfff49du3YhICAAP/zwA44fP46AgABTbRYiIoPxBjAiIhMRQmDRokX45ptvcO3aNbi4uOD555/HBx98AJVKhXbt2mHHjh14//33cfnyZYSEhGDFihUIDg7WzGPz5s2YPn06Ll++DE9PT7zzzjuYMGGC5vOsrCx88MEHWL9+Pe7duwdfX1988MEHGDp0KLKzs/HWW29h69atkMlkGDBgAJydnfH7778jOjraBFuEiMhwTGaJiMqgqKgotGvXDvfv34eLi4upwyEiKrP40AQiIiIiMltMZomIiIjIbLGZARERERGZLdbMEhEREZHZYjJLRERERGaLySwRERERmS0ms0RERERktpjMEhEREZHZYjJLRERERGaLySwRERERmS0ms0RERERktv4PUNhZtJSnSIQAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bn_hist = {}\n",
    "for name, use_bn in [(\"10 capas, sin BN\", False), (\"10 capas, con BN\", True)]:\n",
    "    torch.manual_seed(0)\n",
    "    m = mlp([64] + [128] * 10 + [10], batchnorm=use_bn, act=nn.Sigmoid)\n",
    "    t0 = time.time()\n",
    "    bn_hist[name] = train(m, Xtr, ytr, Xdev, ydev, epochs=30, lr=1e-2, batch=64)\n",
    "    print(f\"{name:20s} exactitud de validación tras 30 épocas: {bn_hist[name]['dev'][-1]:.1%}  ({time.time() - t0:.0f} s)\")\n",
    "plt.figure(figsize=(8, 4))\n",
    "for name, h in bn_hist.items():\n",
    "    plt.plot(h[\"dev\"], label=name)\n",
    "plt.xlabel(\"época\"); plt.ylabel(\"exactitud de validación\"); plt.title(\"Red sigmoide profunda: la normalización por lotes la hace entrenable\")\n",
    "plt.legend(); plt.grid(alpha=0.3); plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7e1c77e4",
   "metadata": {},
   "source": [
    "La normalización por lotes también tiene un ligero efecto regularizador (la normalización de cada ejemplo depende del lote aleatorio en el que cae). Los transformers usan la muy parecida **LayerNorm** (notebook 07), que normaliza sobre las características de un solo ejemplo en lugar de sobre el lote, así que funciona igual en entrenamiento y en inferencia y no depende del tamaño del lote.\n",
    "\n",
    "## 6. Minilotes y calendarios de tasa de aprendizaje\n",
    "\n",
    "**Tamaño del lote.** El descenso de gradiente con el lote completo calcula el gradiente exacto pero da un solo paso por época. El descenso de gradiente estocástico puro (lote de 1) da muchos pasos baratos y ruidosos. Los minilotes (normalmente de 32 a 1024) están en medio: ejemplos suficientes para aprovechar el hardware vectorizado, pasos suficientes por época para avanzar rápido y un poco de ruido en el gradiente que a menudo ayuda a generalizar."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "a2f5856b",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-16T08:57:23.242344Z",
     "iopub.status.busy": "2026-10-16T08:57:23.242075Z",
     "iopub.status.idle": "2026-10-16T08:57:27.519854Z",
     "shell.execute_reply": "2026-10-16T08:57:27.519149Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tamaño lote  pasos/época  exact. val. tras 20 épocas  tiempo\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "          8          135                       97.2%    3.6s\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "         64           17                       95.3%    0.6s\n",
      "       1077            1                       80.8%    0.1s\n"
     ]
    }
   ],
   "source": [
    "print(f\"{'tamaño lote':>11s} {'pasos/época':>12s} {'exact. val. tras 20 épocas':>27s} {'tiempo':>7s}\")\n",
    "batch_hist = {}\n",
    "for b in [8, 64, len(ytr)]:\n",
    "    torch.manual_seed(0)\n",
    "    m = mlp([64, 128, 10])\n",
    "    t0 = time.time()\n",
    "    batch_hist[b] = train(m, Xtr, ytr, Xdev, ydev, epochs=20, lr=1e-3, batch=b)\n",
    "    print(f\"{b:11d} {math.ceil(len(ytr) / b):12d} {batch_hist[b]['dev'][-1]:27.1%} {time.time() - t0:6.1f}s\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ab59e24b",
   "metadata": {},
   "source": [
    "Con el mismo número de épocas (la misma cantidad de datos vistos), el entrenamiento con el lote completo va muy por detrás porque solo hizo 20 actualizaciones. Los lotes pequeños avanzaron más, pero cada época cuesta más tiempo real en hardware paralelo. El entrenamiento con lotes grandes suele necesitar una tasa de aprendizaje mayor para compensar.\n",
    "\n",
    "**Calendarios de tasa de aprendizaje.** Una tasa grande avanza rápido al principio pero después rebota alrededor del mínimo; una pequeña es precisa pero lenta. Los calendarios consiguen ambas cosas:\n",
    "\n",
    "* **decaimiento escalonado:** dividir la tasa de aprendizaje entre 10 en puntos fijos;\n",
    "* **calentamiento + decaimiento coseno:** subir linealmente durante el primer pequeño porcentaje de pasos (protegiendo a la red recién inicializada, y a las estadísticas todavía poco fiables de Adam, de actualizaciones enormes al principio) y después seguir media onda de coseno hasta cero. Es lo habitual en los transformers y en los modelos tipo GPT (notebook 08)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "2a08c0ab",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-16T08:57:27.523526Z",
     "iopub.status.busy": "2026-10-16T08:57:27.523065Z",
     "iopub.status.idle": "2026-10-16T08:57:37.045944Z",
     "shell.execute_reply": "2026-10-16T08:57:37.044711Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "schedules = {\n",
    "    \"constante\":         None,\n",
    "    \"decaimiento escalonado\":       lambda s, total: 1.0 if s < 0.5 * total else (0.1 if s < 0.8 * total else 0.01),\n",
    "    \"calentamiento + coseno\": lambda s, total: min(1.0, s / (0.05 * total)) * 0.5 * (1 + math.cos(math.pi * min(1.0, s / total))),\n",
    "}\n",
    "sched_hist = {}\n",
    "for name, sch in schedules.items():\n",
    "    torch.manual_seed(0)\n",
    "    m = mlp([64, 256, 256, 10])\n",
    "    sched_hist[name] = train(m, Xtr, ytr, Xdev, ydev, epochs=40, lr=1e-2, batch=64, schedule=sch)\n",
    "fig, axes = plt.subplots(1, 2, figsize=(15, 4))\n",
    "for name, h in sched_hist.items():\n",
    "    axes[0].plot(h[\"lr\"], label=name)\n",
    "    axes[1].plot(np.convolve(h[\"loss\"], np.ones(25) / 25, mode=\"valid\"), label=f\"{name} (val. {h['dev'][-1]:.1%})\")\n",
    "axes[0].set_xlabel(\"paso\"); axes[0].set_ylabel(\"tasa de aprendizaje\"); axes[0].set_title(\"Calendarios\")\n",
    "axes[1].set_xlabel(\"paso\"); axes[1].set_ylabel(\"pérdida de entrenamiento (suavizada)\"); axes[1].set_yscale(\"log\"); axes[1].set_title(\"Pérdida de entrenamiento con una tasa base deliberadamente alta\")\n",
    "for ax in axes: ax.legend(); ax.grid(alpha=0.3)\n",
    "plt.tight_layout(); plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c8345b9e",
   "metadata": {},
   "source": [
    "Con una tasa base demasiado alta para estabilizarse, el calendario constante sigue siendo ruidoso; los calendarios con decaimiento usan la misma tasa alta al principio y después se asientan en una pérdida mucho menor.\n",
    "\n",
    "## 7. Elegir hiperparámetros: búsqueda en cuadrícula frente a búsqueda aleatoria\n",
    "\n",
    "Una red tiene muchos mandos (tasa de aprendizaje, decaimiento de pesos, anchura, dropout, tamaño de lote…) y **no todos son igual de importantes**. La tasa de aprendizaje casi siempre es la que más importa.\n",
    "\n",
    "La **búsqueda en cuadrícula** prueba todas las combinaciones de unos pocos valores por mando. La **búsqueda aleatoria** muestrea cada mando de forma independiente. Bergstra y Bengio (2012) explicaron por qué la búsqueda aleatoria suele ganar con el mismo presupuesto: con 9 pruebas en una cuadrícula de 3×3 solo pruebas **3** tasas de aprendizaje distintas; con 9 pruebas aleatorias pruebas 9. Cuando un mando domina, la búsqueda aleatoria lo explora con el triple de densidad.\n",
    "\n",
    "Dos reglas prácticas: muestrea los parámetros de tipo escala (tasa de aprendizaje, decaimiento de pesos) **en escala logarítmica** y elige con el conjunto de **validación**, nunca con el de prueba."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "00ff6048",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-16T08:57:37.049559Z",
     "iopub.status.busy": "2026-10-16T08:57:37.049263Z",
     "iopub.status.idle": "2026-10-16T08:57:51.392636Z",
     "shell.execute_reply": "2026-10-16T08:57:51.391544Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x450 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x350 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cuadrícula mejor: lr=1.00e-01 wd=1.00e-04  val. 95.0%  →  prueba 93.3% (reportada una vez)\n",
      "aleatoria  mejor: lr=3.53e-03 wd=6.34e-01  val. 95.0%  →  prueba 94.2% (reportada una vez)\n"
     ]
    }
   ],
   "source": [
    "def trial(lr, wd, seed=0):\n",
    "    torch.manual_seed(seed)\n",
    "    m = mlp([64, 128, 10])\n",
    "    train(m, Xtr[:400], ytr[:400], epochs=15, lr=lr, wd=wd, batch=32)\n",
    "    return accuracy(m, Xdev, ydev), m\n",
    "\n",
    "grid = [(lr, wd) for lr in [1e-4, 1e-3, 1e-1] for wd in [1e-4, 1e-2, 1]]\n",
    "rng = np.random.default_rng(1)\n",
    "rand = [(10 ** rng.uniform(-4.5, -0.5), 10 ** rng.uniform(-4, 0)) for _ in range(9)]\n",
    "search = {\"cuadrícula\": [(lr, wd, *trial(lr, wd)) for lr, wd in grid],\n",
    "          \"aleatoria\": [(lr, wd, *trial(lr, wd)) for lr, wd in rand]}\n",
    "\n",
    "# the dense \"truth\" along the important axis, to see what each search could have found\n",
    "lrs = np.logspace(-4.5, -0.5, 25)\n",
    "dense = [trial(lr, 1e-3)[0] for lr in lrs]\n",
    "\n",
    "fig, axes = plt.subplots(1, 2, figsize=(15, 4.5))\n",
    "for ax, (name, res) in zip(axes, search.items()):\n",
    "    sc = ax.scatter([r[0] for r in res], [r[1] for r in res], c=[r[2] for r in res], cmap=\"viridis\", vmin=0.3, vmax=1, s=120, edgecolors=\"k\")\n",
    "    best = max(res, key=lambda r: r[2])\n",
    "    ax.scatter([best[0]], [best[1]], marker=\"*\", s=400, color=\"red\", label=f\"mejor: val. {best[2]:.1%}\")\n",
    "    ax.set_xscale(\"log\"); ax.set_yscale(\"log\"); ax.set_xlabel(\"tasa de aprendizaje\"); ax.set_ylabel(\"decaimiento de pesos\")\n",
    "    ax.set_title(f\"búsqueda {name}, 9 pruebas, {len(set(round(r[0], 12) for r in res))} tasas de aprendizaje distintas\"); ax.legend(loc=\"lower left\")\n",
    "plt.colorbar(sc, ax=axes, label=\"exactitud de validación\"); plt.show()\n",
    "\n",
    "plt.figure(figsize=(8, 3.5))\n",
    "plt.semilogx(lrs, dense, \"k-\", alpha=0.5, label=\"exactitud de validación a lo largo del eje de la tasa de aprendizaje\")\n",
    "for name, marker in [(\"cuadrícula\", \"s\"), (\"aleatoria\", \"o\")]:\n",
    "    plt.scatter([r[0] for r in search[name]], [r[2] for r in search[name]], marker=marker, s=60, label=f\"pruebas {name}\")\n",
    "plt.xlabel(\"tasa de aprendizaje\"); plt.ylabel(\"exactitud de validación\"); plt.legend(); plt.grid(alpha=0.3); plt.title(\"El mando importante, muestreado por cada estrategia\"); plt.show()\n",
    "\n",
    "for name, res in search.items():\n",
    "    lr, wd, dev, m = max(res, key=lambda r: r[2])\n",
    "    print(f\"{name:10s} mejor: lr={lr:.2e} wd={wd:.2e}  val. {dev:.1%}  →  prueba {accuracy(m, Xte, yte):.1%} (reportada una vez)\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "64776a21",
   "metadata": {},
   "source": [
    "Con 9 pruebas, aquí ambas estrategias dieron por casualidad con configuraciones igual de buenas, pero mira la segunda gráfica: la cuadrícula solo probó tres tasas de aprendizaje, una de ellas demasiado alta, mientras que la búsqueda aleatoria cubrió el rango útil. Con más mandos, o con una zona óptima más estrecha, esa cobertura es la que hace que la búsqueda aleatoria gane en promedio (el ejercicio 4 lo mide). En proyectos reales el presupuesto es mayor y la búsqueda más inteligente (búsqueda aleatoria de lo grueso a lo fino, optimización bayesiana o, sencillamente, copiar los hiperparámetros de un modelo publicado de tamaño parecido), pero los principios se mantienen: escalas logarítmicas, aleatoria mejor que cuadrícula, elegir con validación y reportar la prueba una sola vez.\n",
    "\n",
    "## 8. Estrategia: ¿en qué debería trabajar ahora?\n",
    "\n",
    "Muchos meses perdidos en aprendizaje automático vienen de mejorar lo que no era. Dos hábitos ayudan.\n",
    "\n",
    "### Análisis de errores\n",
    "\n",
    "Mira los errores del conjunto de validación y **cuéntalos** por categoría antes de decidir qué corregir. Si el 40 % de los errores son una confusión y el 2 % otra, la primera merece una semana de trabajo y la segunda no (su *techo* es una mejora del 2 %, por perfectamente que la resuelvas). Lleva una hora y a menudo cambia el plan."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "9ff5ad87",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-16T08:57:51.396009Z",
     "iopub.status.busy": "2026-10-16T08:57:51.395711Z",
     "iopub.status.idle": "2026-10-16T08:58:02.257739Z",
     "shell.execute_reply": "2026-10-16T08:58:02.256211Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "exactitud de validación 98.1%: 7 errores de 360\n",
      "\n",
      "confusiones más frecuentes (real → predicho), como proporción de todos los errores:\n",
      "  8 → 1:  1  (14%)\n",
      "  5 → 1:  1  (14%)\n",
      "  3 → 8:  1  (14%)\n",
      "  7 → 9:  1  (14%)\n",
      "  4 → 8:  1  (14%)\n",
      "  0 → 4:  1  (14%)\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x200 with 7 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "torch.manual_seed(0)\n",
    "model = mlp([64, 256, 256, 10], dropout=0.3)\n",
    "train(model, Xtr, ytr, Xdev, ydev, epochs=60, lr=1e-3, wd=1e-2, batch=32, keep_best=True)\n",
    "model.eval()\n",
    "with torch.no_grad():\n",
    "    pred = model(Xdev).argmax(1)\n",
    "wrong = (pred != ydev).nonzero().ravel()\n",
    "print(f\"exactitud de validación {accuracy(model, Xdev, ydev):.1%}: {len(wrong)} errores de {len(ydev)}\\n\")\n",
    "\n",
    "from collections import Counter\n",
    "pairs = Counter((ydev[i].item(), pred[i].item()) for i in wrong)\n",
    "print(\"confusiones más frecuentes (real → predicho), como proporción de todos los errores:\")\n",
    "for (t, p), n in pairs.most_common(6):\n",
    "    print(f\"  {t} → {p}: {n:2d}  ({n / len(wrong):.0%})\")\n",
    "\n",
    "fig, axes = plt.subplots(1, min(10, len(wrong)), figsize=(16, 2), squeeze=False)\n",
    "for ax, i in zip(axes[0], wrong[:10]):\n",
    "    ax.imshow(Xdev[i].reshape(8, 8), cmap=\"gray_r\"); ax.axis(\"off\"); ax.set_title(f\"{ydev[i].item()} → {pred[i].item()}\", fontsize=9)\n",
    "plt.suptitle(\"Errores en validación: míralos antes de corregir nada\", y=1.08); plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ecd67556",
   "metadata": {},
   "source": [
    "Con solo un puñado de errores de validación, ninguna categoría domina, y eso ya es un hallazgo en sí mismo: este modelo está cerca del punto en el que la siguiente mejora necesita **más datos de validación** incluso para poder medirse. El análisis de errores rinde más cuando hay decenas o cientos de errores que clasificar.\n",
    "\n",
    "### Cuando los datos de entrenamiento y los reales no coinciden\n",
    "\n",
    "A menudo los datos que puedes reunir en grandes cantidades no son exactamente los que encontrarás en producción: fotos de la web frente a fotos de la cámara de un teléfono, audio de estudio frente a un coche ruidoso o, aquí, **dígitos escaneados limpios para entrenar** frente a **dígitos borrosos y ruidosos de un escáner barato** en producción.\n",
    "\n",
    "Regla número uno: los conjuntos de validación y prueba deben parecerse a **producción**, porque ese es el objetivo. Pero entonces la brecha entre el error de entrenamiento y el de validación mezcla dos causas: la varianza *y* el cambio de distribución. Para separarlas, se reserva un conjunto de **entrenamiento-validación** (train-dev): misma distribución que el entrenamiento, pero sin entrenar con él.\n",
    "\n",
    "| Brecha | Significado |\n",
    "|---|---|\n",
    "| error de entrenamiento − error de referencia | sesgo evitable |\n",
    "| error de train-dev − error de entrenamiento | varianza |\n",
    "| error de validación − error de train-dev | **desajuste de datos** |"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "8e3a6cba",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-16T08:58:02.261733Z",
     "iopub.status.busy": "2026-10-16T08:58:02.261274Z",
     "iopub.status.idle": "2026-10-16T08:58:08.764506Z",
     "shell.execute_reply": "2026-10-16T08:58:08.762779Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x320 with 16 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "entrenado solo con dígitos limpios:\n",
      "  entrenamiento  0.0%   train-dev  2.5%   validación (escaneados) 65.0%\n",
      "  → varianza +2.5%   desajuste de datos +62.5%\n"
     ]
    }
   ],
   "source": [
    "def scanner(x, seed):\n",
    "    # simula un escáner barato: desenfoque, tinta desvaída y ruido moteado\n",
    "    g = torch.Generator().manual_seed(seed)\n",
    "    img = x.reshape(-1, 1, 8, 8)\n",
    "    img = F.avg_pool2d(F.pad(img, (1, 1, 1, 1), mode=\"replicate\"), 3, stride=1)       # desenfoque 3x3\n",
    "    img = img * (0.5 + 0.5 * torch.rand(len(img), 1, 1, 1, generator=g))               # tinta desvaída\n",
    "    img = img + 0.25 * torch.randn(img.shape, generator=g)                             # moteado\n",
    "    return img.clamp(0, 1).reshape(len(x), 64)\n",
    "\n",
    "# datos de entrenamiento: limpios (más una porción train-dev reservada, de la misma distribución limpia)\n",
    "Xc_tr, yc_tr, Xc_trdev, yc_trdev = Xtr[:800], ytr[:800], Xtr[800:], ytr[800:]\n",
    "# validación y prueba: datos de producción, es decir, escaneados\n",
    "Xs_dev, Xs_te = scanner(Xdev, 1), scanner(Xte, 2)\n",
    "\n",
    "fig, axes = plt.subplots(2, 8, figsize=(12, 3.2))\n",
    "for k in range(8):\n",
    "    axes[0, k].imshow(Xdev[k].reshape(8, 8), cmap=\"gray_r\"); axes[1, k].imshow(Xs_dev[k].reshape(8, 8), cmap=\"gray_r\")\n",
    "    axes[0, k].axis(\"off\"); axes[1, k].axis(\"off\")\n",
    "axes[0, 0].set_title(\"limpios (entrenamiento)\", loc=\"left\", fontsize=9); axes[1, 0].set_title(\"escaneados (producción)\", loc=\"left\", fontsize=9)\n",
    "plt.show()\n",
    "\n",
    "def report(model, label):\n",
    "    e_tr = 1 - accuracy(model, Xc_tr, yc_tr); e_trdev = 1 - accuracy(model, Xc_trdev, yc_trdev); e_dev = 1 - accuracy(model, Xs_dev, ydev)\n",
    "    print(f\"{label}\\n  entrenamiento {e_tr:5.1%}   train-dev {e_trdev:5.1%}   validación (escaneados) {e_dev:5.1%}\")\n",
    "    print(f\"  → varianza {e_trdev - e_tr:+.1%}   desajuste de datos {e_dev - e_trdev:+.1%}\")\n",
    "\n",
    "torch.manual_seed(0)\n",
    "clean_model = mlp([64, 256, 256, 10], dropout=0.3)\n",
    "train(clean_model, Xc_tr, yc_tr, epochs=60, lr=1e-3, wd=1e-2, batch=32)\n",
    "report(clean_model, \"entrenado solo con dígitos limpios:\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a196c24f",
   "metadata": {},
   "source": [
    "El diagnóstico no deja dudas: la varianza es pequeña y el problema es el desajuste de datos. Más datos limpios o más regularización no ayudarían. Lo que ayuda es hacer que los datos de entrenamiento **se parezcan más a producción**. Aquí sabemos más o menos qué hace el escáner, así que podemos **sintetizar** datos de entrenamiento parecidos a los de producción a partir de las imágenes limpias (la misma idea que el aumento de datos). En proyectos reales, en cambio, podrías reunir una pequeña cantidad de datos reales de producción y añadirlos al conjunto de entrenamiento."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "b463e69a",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-16T08:58:08.768566Z",
     "iopub.status.busy": "2026-10-16T08:58:08.768199Z",
     "iopub.status.idle": "2026-10-16T08:58:17.323222Z",
     "shell.execute_reply": "2026-10-16T08:58:17.321639Z"
    }
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   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "entrenado con dígitos limpios + escaneados sintéticos:\n",
      "  entrenamiento  0.6%   train-dev  2.9%   validación (escaneados) 41.1%\n",
      "  → varianza +2.3%   desajuste de datos +38.2%\n",
      "\n",
      "comprobación final en el conjunto de PRUEBA escaneado sin tocar: solo limpios 36.4%  frente a  con síntesis 51.1%\n"
     ]
    }
   ],
   "source": [
    "X_aug = torch.cat([Xc_tr, scanner(Xc_tr, 10), scanner(Xc_tr, 11)])     # limpios + dos copias \"escaneadas\" sintéticas\n",
    "y_aug = torch.cat([yc_tr, yc_tr, yc_tr])\n",
    "torch.manual_seed(0)\n",
    "aug_model = mlp([64, 256, 256, 10], dropout=0.3)\n",
    "train(aug_model, X_aug, y_aug, epochs=30, lr=1e-3, wd=1e-2, batch=32)\n",
    "report(aug_model, \"entrenado con dígitos limpios + escaneados sintéticos:\")\n",
    "print(f\"\\ncomprobación final en el conjunto de PRUEBA escaneado sin tocar: solo limpios {accuracy(clean_model, Xs_te, yte):.1%}  frente a  con síntesis {accuracy(aug_model, Xs_te, yte):.1%}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dde9a49a",
   "metadata": {},
   "source": [
    "Una advertencia de la práctica: los datos sintéticos solo corrigen el desajuste que *modelaste*. Si el escáner real también gira las páginas y nuestra simulación no, el modelo seguirá fallando con las rotaciones, e incluso puede sobreajustarse a las peculiaridades de la simulación. Confirma siempre con datos reales de producción en los conjuntos de validación y prueba.\n",
    "\n",
    "## Ideas clave\n",
    "\n",
    "* El objetivo es un error bajo con datos **no vistos**. Usa entrenamiento / validación / prueba, decide todo con validación y reporta la prueba una sola vez.\n",
    "* Compara el error de entrenamiento con una referencia y con el error de validación para decidir entre soluciones para el **sesgo** (modelo más grande, más entrenamiento) y para la **varianza** (datos, regularización).\n",
    "* El **decaimiento de pesos, el dropout y la parada temprana** combaten el sobreajuste y se combinan bien.\n",
    "* La **normalización por lotes** mantiene bien escaladas las activaciones y permite entrenar redes profundas con tasas de aprendizaje más altas.\n",
    "* **Minilotes** más un **calendario con calentamiento y decaimiento** son la receta por defecto para entrenar.\n",
    "* Busca hiperparámetros **de forma aleatoria y en escalas logarítmicas**; la tasa de aprendizaje es la que más importa.\n",
    "* Haz **análisis de errores** antes de decidir qué corregir, y usa un conjunto **train-dev** para separar la varianza del **desajuste de datos**.\n",
    "\n",
    "## Ejercicios\n",
    "\n",
    "1. En la sección 2, repite el barrido de capacidad con 2.000 puntos de entrenamiento en lugar de 200. ¿Dónde empieza ahora el sobreajuste?\n",
    "2. En la sección 4, barre el decaimiento de pesos sobre `[0.01, 0.1, 0.5, 2, 5]`. Dibuja la exactitud de validación frente al decaimiento: ¿dónde está la zona óptima y qué pasa más allá?\n",
    "3. Sustituye `nn.BatchNorm1d` por `nn.LayerNorm` en la red sigmoide de 10 capas. ¿Ayuda igual?\n",
    "4. Dale 25 pruebas a la búsqueda aleatoria y otras 25 a la búsqueda en cuadrícula. Repite con 5 semillas distintas para el muestreador aleatorio: ¿cuántas veces gana la búsqueda aleatoria?\n",
    "5. Haz que el escáner también desplace cada imagen un píxel en una dirección aleatoria, pero deja sin cambios los datos de entrenamiento sintetizados. ¿Qué le pasa a la cifra del desajuste de datos?"
   ]
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