{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "2bf2a5a9",
   "metadata": {},
   "source": [
    "## Building QM and ESN reservoirs and running functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a48e1e63",
   "metadata": {},
   "outputs": [],
   "source": [
    "# ------------------------------------------------------------\n",
    "# Imports\n",
    "# ------------------------------------------------------------\n",
    "import copy\n",
    "import json\n",
    "import os\n",
    "import urllib.request\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "from sklearn.linear_model import LinearRegression\n",
    "from sklearn.metrics import mean_squared_error\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "\n",
    "plt.rcParams.update({\"figure.dpi\": 120, \"font.size\": 11})\n",
    "\n",
    "# ------------------------------------------------------------\n",
    "# Helpers for saving best params\n",
    "# ------------------------------------------------------------\n",
    "\n",
    "PARAMS_FILE = \"reservoir_best_params.json\"\n",
    "\n",
    "def save_best_params(key: str, params: dict) -> None:\n",
    "    data: dict = {}\n",
    "    if os.path.exists(PARAMS_FILE):\n",
    "        with open(PARAMS_FILE) as f:\n",
    "            data = json.load(f)\n",
    "    data[key] = params\n",
    "    with open(PARAMS_FILE, \"w\") as f:\n",
    "        json.dump(data, f, indent=2)\n",
    "\n",
    "\n",
    "def load_best_params(key: str):\n",
    "    if not os.path.exists(PARAMS_FILE):\n",
    "        return None\n",
    "    with open(PARAMS_FILE) as f:\n",
    "        return json.load(f).get(key)\n",
    "\n",
    "# ------------------------------------------------------------\n",
    "# Unitary matrices helpers\n",
    "# ------------------------------------------------------------\n",
    "\n",
    "def random_unitary(dim: int = 3) -> np.ndarray:\n",
    "    q, _ = np.linalg.qr(\n",
    "        np.random.randn(dim, dim) + 1j * np.random.randn(dim, dim))\n",
    "    return q\n",
    "\n",
    "\n",
    "def serialise_unitary(U: np.ndarray) -> list:\n",
    "    return [[U[i, j].real, U[i, j].imag]\n",
    "            for i in range(U.shape[0]) for j in range(U.shape[1])]\n",
    "\n",
    "\n",
    "def deserialise_unitary(data: list, dim: int) -> np.ndarray:\n",
    "    U = np.zeros((dim, dim), dtype=complex)\n",
    "    for k, v in enumerate(data):\n",
    "        U[divmod(k, dim)] = v[0] + 1j * v[1]\n",
    "    return U"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 240,
   "id": "2ec53eee",
   "metadata": {},
   "outputs": [],
   "source": [
    "# ------------------------------------------------------------\n",
    "# Ion-trap Qunatum Memristor reservoir classes\n",
    "# ------------------------------------------------------------\n",
    "\n",
    "class IonQM:\n",
    "    \"\"\"\n",
    "    Single three-level ion quantum memristor.\n",
    "\n",
    "    U1 on {|0>,|1>}:  [[c, s_, 0], [s_, c, 0], [0, 0, 1]]\n",
    "    U2 on {|1>,|2>}:  [[1, 0, 0], [0, c2, s2], [0, s2, c2]]\n",
    "    where c = cos(θ/2), s_ = -i sin(θ/2),\n",
    "          φ = 2 arccos(√s),  s ∈ [0,1] is the memristive state.\n",
    "    \"\"\"\n",
    "\n",
    "    def __init__(self, theta: float, s0: float = 0.5):\n",
    "        self.theta = theta\n",
    "        self.s = s0\n",
    "\n",
    "    def apply_internal(self, states: list) -> tuple[list, list]:\n",
    "        st = states[0]\n",
    "        c, s_ = np.cos(self.theta / 2), -1j * np.sin(self.theta / 2)\n",
    "        U1 = np.eye(3, dtype=complex)\n",
    "        U1[0, 0], U1[0, 1], U1[1, 0], U1[1, 1] = c, s_, s_, c\n",
    "\n",
    "        R = float(np.clip(self.s, 0, 1))\n",
    "        phi = 2.0 * np.arccos(np.sqrt(R))\n",
    "        c2, s2 = np.cos(phi / 2), -1j * np.sin(phi / 2)\n",
    "        U2 = np.eye(3, dtype=complex)\n",
    "        U2[1, 1], U2[1, 2], U2[2, 1], U2[2, 2] = c2, s2, s2, c2\n",
    "\n",
    "        ns = U2 @ U1 @ st\n",
    "        return [ns], [float(np.abs(ns[2]) ** 2)]\n",
    "\n",
    "    @property\n",
    "    def memory_units(self):\n",
    "        return [self]\n",
    "\n",
    "    def reset_memory(self, s0: float = 0.5):\n",
    "        self.s = s0\n",
    "\n",
    "\n",
    "class TwoParallelMemristors:\n",
    "    \"\"\"Two independent IonQM instances on separate input states.\"\"\"\n",
    "\n",
    "    def __init__(self, theta1: float, theta2: float,\n",
    "                 s01: float = 0.5, s02: float = 0.5):\n",
    "        self.mem1 = IonQM(theta1, s01)\n",
    "        self.mem2 = IonQM(theta2, s02)\n",
    "\n",
    "    def apply_internal(self, states: list) -> tuple[list, list]:\n",
    "        [ns1], [Pa1] = self.mem1.apply_internal([states[0]])\n",
    "        [ns2], [Pa2] = self.mem2.apply_internal([states[1]])\n",
    "        return [ns1, ns2], [Pa1, Pa2]\n",
    "\n",
    "    @property\n",
    "    def memory_units(self):\n",
    "        return [self.mem1, self.mem2]\n",
    "\n",
    "    def reset_memory(self, s0: float = 0.5):\n",
    "        self.mem1.reset_memory(s0)\n",
    "        self.mem2.reset_memory(s0)\n",
    "\n",
    "\n",
    "class TwoSequentialMemristors:\n",
    "    \"\"\"Two IonQM instances in cascade (output of first fed into second).\"\"\"\n",
    "\n",
    "    def __init__(self, theta1: float, theta2: float,\n",
    "                 s01: float = 0.5, s02: float = 0.5):\n",
    "        self.mem1 = IonQM(theta1, s01)\n",
    "        self.mem2 = IonQM(theta2, s02)\n",
    "\n",
    "    def apply_internal(self, states: list) -> tuple[list, list]:\n",
    "        [st1], [Pa1] = self.mem1.apply_internal([states[0]])\n",
    "        [st2], [Pa2] = self.mem2.apply_internal([st1])\n",
    "        return [st2], [Pa1, Pa2]\n",
    "\n",
    "    @property\n",
    "    def memory_units(self):\n",
    "        return [self.mem1, self.mem2]\n",
    "\n",
    "    def reset_memory(self, s0: float = 0.5):\n",
    "        self.mem1.reset_memory(s0)\n",
    "        self.mem2.reset_memory(s0)\n",
    "\n",
    "\n",
    "class _CoupledProxy:\n",
    "    \"\"\"Proxy giving access to s1/s2 of TwoCoupledMemristors.\"\"\"\n",
    "\n",
    "    def __init__(self, parent, idx: int):\n",
    "        self._p, self._i = parent, idx\n",
    "\n",
    "    @property\n",
    "    def s(self) -> float:\n",
    "        return self._p.s1 if self._i == 1 else self._p.s2\n",
    "\n",
    "    @s.setter\n",
    "    def s(self, v: float):\n",
    "        if self._i == 1:\n",
    "            self._p.s1 = v\n",
    "        else:\n",
    "            self._p.s2 = v\n",
    "\n",
    "\n",
    "class TwoCoupledMemristors:\n",
    "    \"\"\"\n",
    "    Five-level system: two quantum memristors sharing level |0>.\n",
    "\n",
    "    Memristor 1 acts on {|0>,|1>,|2>}; memristor 2 acts on {|0>,|3>,|4>}.\n",
    "    Gate sequence: U2^(2) U1^(2) U2^(1) U1^(1).\n",
    "      U1^(k): 2x2 rotation block in rows/cols {0,1} or {0,3}\n",
    "      U2^(k): 2x2 rotation block in rows/cols {1,2} or {0,4}\n",
    "    \"\"\"\n",
    "\n",
    "    def __init__(self, theta1: float, theta2: float,\n",
    "                 s01: float = 0.5, s02: float = 0.5):\n",
    "        self.theta1, self.theta2 = theta1, theta2\n",
    "        self.s1, self.s2 = s01, s02\n",
    "\n",
    "    def _rot2(self, theta: float, i: int, j: int, dim: int = 5) -> np.ndarray:\n",
    "        U = np.eye(dim, dtype=complex)\n",
    "        c, s_ = np.cos(theta / 2), -1j * np.sin(theta / 2)\n",
    "        U[i, i], U[i, j], U[j, i], U[j, j] = c, s_, s_, c\n",
    "        return U\n",
    "\n",
    "    def apply_internal(self, states: list) -> tuple[list, list]:\n",
    "        st = states[0]\n",
    "\n",
    "        U1a = self._rot2(self.theta1, 0, 1)\n",
    "        phi1 = 2.0 * np.arccos(np.sqrt(float(np.clip(self.s1, 0, 1))))\n",
    "        U2a = self._rot2(phi1, 1, 2)\n",
    "        st1 = U2a @ U1a @ st\n",
    "        Pa1 = float(np.abs(st1[2]) ** 2)\n",
    "\n",
    "        U1b = self._rot2(self.theta2, 0, 3)\n",
    "        phi2 = 2.0 * np.arccos(np.sqrt(float(np.clip(self.s2, 0, 1))))\n",
    "        U2b = self._rot2(phi2, 0, 4)\n",
    "        st2 = U2b @ U1b @ st1\n",
    "        Pa2 = float(np.abs(st2[4]) ** 2)\n",
    "\n",
    "        return [st2], [Pa1, Pa2]\n",
    "\n",
    "    @property\n",
    "    def memory_units(self):\n",
    "        return [_CoupledProxy(self, 1), _CoupledProxy(self, 2)]\n",
    "\n",
    "    def reset_memory(self, s0: float = 0.5):\n",
    "        self.s1 = self.s2 = s0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 241,
   "id": "8f1edb05",
   "metadata": {},
   "outputs": [],
   "source": [
    "# ------------------------------------------------------------\n",
    "# Feedback rules, measurement, feature extraction\n",
    "# ------------------------------------------------------------\n",
    "\n",
    "from typing import Optional\n",
    "\n",
    "# ── Feedback rules ────────────────────────────────────────────────────────────\n",
    "\n",
    "def update_window(mem, Pa: float, a: float, b: float,\n",
    "                  window: int, history: list) -> list:\n",
    "    history.append(a * Pa + b)\n",
    "    if len(history) > window:\n",
    "        history.pop(0)\n",
    "    mem.s = float(np.clip(np.mean(history), 0, 1))\n",
    "    return history\n",
    "\n",
    "\n",
    "def update_exp(mem, Pa: float, m: float) -> None:\n",
    "    mem.s = float(np.clip(mem.s + (Pa - mem.s) / m, 0, 1))\n",
    "\n",
    "\n",
    "# ── Measurement ───────────────────────────────────────────────────────────────\n",
    "\n",
    "def measure_state(state: np.ndarray, U_out: np.ndarray,\n",
    "                  U_meas: Optional[np.ndarray] = None,\n",
    "                  use_coherences: bool = False) -> np.ndarray:\n",
    "    \"\"\"Return feature vector: probabilities and (optionally) coherences.\"\"\"\n",
    "    s = U_out @ state\n",
    "    if U_meas is not None:\n",
    "        s = U_meas @ s\n",
    "    probs = np.abs(s) ** 2\n",
    "    if not use_coherences:\n",
    "        return probs\n",
    "    rho = np.outer(s, s.conj())\n",
    "    dim = len(s)\n",
    "    coh = [v for i in range(dim) for j in range(i + 1, dim)\n",
    "           for v in (np.real(rho[i, j]), np.imag(rho[i, j]))]\n",
    "    return np.concatenate([probs, coh])\n",
    "\n",
    "# ── Feature extraction ────────────────────────────────────────────────────────\n",
    "\n",
    "def compute_features(x_vals, encode_func, reservoir,\n",
    "                     U_in_list, U_out_list,\n",
    "                     feedback_rule, fb_params,\n",
    "                     n_updates: int = 1, n_chip_runs: int = 1,\n",
    "                     use_coherences: bool = False,\n",
    "                     U_meas_list=None,\n",
    "                     include_previous: bool = False) -> np.ndarray:\n",
    "    \"\"\"Process input sequence through reservoir; return feature matrix (T × d).\"\"\"\n",
    "    feats, prev_feat = [], None\n",
    "    histories = [[] for _ in reservoir.memory_units]\n",
    "    n_mem = len(reservoir.memory_units)\n",
    "    dim = U_in_list[0].shape[0]\n",
    "\n",
    "    for x in x_vals:\n",
    "        base = encode_func(x)\n",
    "        padded = np.zeros(dim, dtype=complex)\n",
    "        padded[:len(base)] = base\n",
    "\n",
    "        chip_feats = []\n",
    "        for _ in range(n_chip_runs):\n",
    "            states = [U @ padded for U in U_in_list]\n",
    "            for _ in range(n_updates):\n",
    "                states, Pa_list = reservoir.apply_internal(states)\n",
    "                if feedback_rule is not None:\n",
    "                    for idx, (mu, Pa) in enumerate(\n",
    "                            zip(reservoir.memory_units, Pa_list)):\n",
    "                        key = \"\" if n_mem == 1 else str(idx + 1)\n",
    "                        if feedback_rule == \"window\":\n",
    "                            histories[idx] = update_window(\n",
    "                                mu, Pa,\n",
    "                                fb_params[f\"a{key}\"],\n",
    "                                fb_params[f\"b{key}\"],\n",
    "                                fb_params[f\"window{key}\"],\n",
    "                                histories[idx])\n",
    "                        else:  # exponential\n",
    "                            if f\"m{key}\" in fb_params:\n",
    "                                m = fb_params[f\"m{key}\"]\n",
    "                            else:\n",
    "                                m = fb_params[\"m\"]\n",
    "                            update_exp(mu, Pa, m)\n",
    "                else:\n",
    "                    for mu in reservoir.memory_units:\n",
    "                        mu.s = 0.5\n",
    "            for i, st in enumerate(states):\n",
    "                U_m = U_meas_list[i] if U_meas_list is not None else None\n",
    "                chip_feats.append(\n",
    "                    measure_state(st, U_out_list[i], U_m, use_coherences))\n",
    "\n",
    "        cur = np.concatenate(chip_feats)\n",
    "        if include_previous:\n",
    "            combined = np.concatenate(\n",
    "                [prev_feat if prev_feat is not None else cur, cur])\n",
    "        else:\n",
    "            combined = cur\n",
    "        feats.append(combined)\n",
    "        prev_feat = cur\n",
    "\n",
    "    return np.array(feats)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 242,
   "id": "520d5145",
   "metadata": {},
   "outputs": [],
   "source": [
    "# ------------------------------------------------------------\n",
    "# Configuration dictionary for all reservoir types\n",
    "# ------------------------------------------------------------\n",
    "def _window_fb(p, keys):\n",
    "    return {f\"{k}{sfx}\": p[f\"{k}{sfx}\"]\n",
    "            for sfx in keys for k in (\"a\", \"b\", \"window\")}\n",
    "\n",
    "def _exp_fb(p, keys):\n",
    "    return {f\"m{sfx}\": p[f\"m{sfx}\"] for sfx in keys}\n",
    "\n",
    "\n",
    "RESERVOIR_CONFIG = {\n",
    "    \"single\": {\n",
    "        \"class\": IonQM, \"n_channels\": 1, \"dim\": 3,\n",
    "        \"build_reservoir\": lambda p: IonQM(theta=p[\"theta\"]),\n",
    "        \"extract_fb\": lambda p, rule: (\n",
    "            {\"a\": p[\"a\"], \"b\": p[\"b\"], \"window\": p[\"window\"]}\n",
    "            if rule == \"window\" else {\"m\": p[\"m\"]}),\n",
    "        \"param_space\": [\n",
    "            {\"name\": \"theta\",  \"type\": \"uniform\", \"range\": (0, 2 * np.pi)},\n",
    "            {\"name\": \"a\",      \"type\": \"uniform\", \"range\": (0.1, 2.0),   \"condition\": \"window\"},\n",
    "            {\"name\": \"b\",      \"type\": \"uniform\", \"range\": (0.0, 0.5),   \"condition\": \"window\"},\n",
    "            {\"name\": \"window\", \"type\": \"int\",     \"range\": (1, 19),      \"condition\": \"window\"},\n",
    "            {\"name\": \"m\",      \"type\": \"uniform\", \"range\": (1.01, 50), \"condition\": \"exponential\"},\n",
    "        ],\n",
    "    },\n",
    "    \"parallel\": {\n",
    "        \"class\": TwoParallelMemristors, \"n_channels\": 2, \"dim\": 3,\n",
    "        \"build_reservoir\": lambda p: TwoParallelMemristors(p[\"theta1\"], p[\"theta2\"]),\n",
    "        \"extract_fb\": lambda p, rule: (\n",
    "            {\"a1\": p[\"a1\"], \"b1\": p[\"b1\"], \"window1\": p[\"window1\"],\n",
    "             \"a2\": p[\"a2\"], \"b2\": p[\"b2\"], \"window2\": p[\"window2\"]}\n",
    "            if rule == \"window\" else {\"m1\": p[\"m1\"], \"m2\": p[\"m2\"]}),\n",
    "        \"param_space\": [\n",
    "            {\"name\": \"theta1\",  \"type\": \"uniform\", \"range\": (0, 2 * np.pi)},\n",
    "            {\"name\": \"theta2\",  \"type\": \"uniform\", \"range\": (0, 2 * np.pi)},\n",
    "            {\"name\": \"a1\",      \"type\": \"uniform\", \"range\": (0.1, 2.0),   \"condition\": \"window\"},\n",
    "            {\"name\": \"b1\",      \"type\": \"uniform\", \"range\": (0.0, 0.5),   \"condition\": \"window\"},\n",
    "            {\"name\": \"window1\", \"type\": \"int\",     \"range\": (1, 19),      \"condition\": \"window\"},\n",
    "            {\"name\": \"a2\",      \"type\": \"uniform\", \"range\": (0.1, 2.0),   \"condition\": \"window\"},\n",
    "            {\"name\": \"b2\",      \"type\": \"uniform\", \"range\": (0.0, 0.5),   \"condition\": \"window\"},\n",
    "            {\"name\": \"window2\", \"type\": \"int\",     \"range\": (1, 19),      \"condition\": \"window\"},\n",
    "            {\"name\": \"m1\",      \"type\": \"uniform\", \"range\": (1.01, 50), \"condition\": \"exponential\"},\n",
    "            {\"name\": \"m2\",      \"type\": \"uniform\", \"range\": (1.01, 50), \"condition\": \"exponential\"},\n",
    "        ],\n",
    "    },\n",
    "    \"sequential\": {\n",
    "        \"class\": TwoSequentialMemristors, \"n_channels\": 1, \"dim\": 3,\n",
    "        \"build_reservoir\": lambda p: TwoSequentialMemristors(p[\"theta1\"], p[\"theta2\"]),\n",
    "        \"extract_fb\": lambda p, rule: (\n",
    "            {\"a1\": p[\"a1\"], \"b1\": p[\"b1\"], \"window1\": p[\"window1\"],\n",
    "             \"a2\": p[\"a2\"], \"b2\": p[\"b2\"], \"window2\": p[\"window2\"]}\n",
    "            if rule == \"window\" else {\"m1\": p[\"m1\"], \"m2\": p[\"m2\"]}),\n",
    "        \"param_space\": [\n",
    "            {\"name\": \"theta1\",  \"type\": \"uniform\", \"range\": (0, 2 * np.pi)},\n",
    "            {\"name\": \"theta2\",  \"type\": \"uniform\", \"range\": (0, 2 * np.pi)},\n",
    "            {\"name\": \"a1\",      \"type\": \"uniform\", \"range\": (0.1, 2.0),   \"condition\": \"window\"},\n",
    "            {\"name\": \"b1\",      \"type\": \"uniform\", \"range\": (0.0, 0.5),   \"condition\": \"window\"},\n",
    "            {\"name\": \"window1\", \"type\": \"int\",     \"range\": (1, 19),      \"condition\": \"window\"},\n",
    "            {\"name\": \"a2\",      \"type\": \"uniform\", \"range\": (0.1, 2.0),   \"condition\": \"window\"},\n",
    "            {\"name\": \"b2\",      \"type\": \"uniform\", \"range\": (0.0, 0.5),   \"condition\": \"window\"},\n",
    "            {\"name\": \"window2\", \"type\": \"int\",     \"range\": (1, 19),      \"condition\": \"window\"},\n",
    "            {\"name\": \"m1\",      \"type\": \"uniform\", \"range\": (1.01, 50), \"condition\": \"exponential\"},\n",
    "            {\"name\": \"m2\",      \"type\": \"uniform\", \"range\": (1.01, 50), \"condition\": \"exponential\"},\n",
    "        ],\n",
    "    },\n",
    "    \"coupled\": {\n",
    "        \"class\": TwoCoupledMemristors, \"n_channels\": 1, \"dim\": 5,\n",
    "        \"build_reservoir\": lambda p: TwoCoupledMemristors(p[\"theta1\"], p[\"theta2\"]),\n",
    "        \"extract_fb\": lambda p, rule: (\n",
    "            {\"a1\": p[\"a1\"], \"b1\": p[\"b1\"], \"window1\": p[\"window1\"],\n",
    "             \"a2\": p[\"a2\"], \"b2\": p[\"b2\"], \"window2\": p[\"window2\"]}\n",
    "            if rule == \"window\" else {\"m1\": p[\"m1\"], \"m2\": p[\"m2\"]}),\n",
    "        \"param_space\": [\n",
    "            {\"name\": \"theta1\",  \"type\": \"uniform\", \"range\": (0, 2 * np.pi)},\n",
    "            {\"name\": \"theta2\",  \"type\": \"uniform\", \"range\": (0, 2 * np.pi)},\n",
    "            {\"name\": \"a1\",      \"type\": \"uniform\", \"range\": (0.1, 2.0),   \"condition\": \"window\"},\n",
    "            {\"name\": \"b1\",      \"type\": \"uniform\", \"range\": (0.0, 0.5),   \"condition\": \"window\"},\n",
    "            {\"name\": \"window1\", \"type\": \"int\",     \"range\": (1, 19),      \"condition\": \"window\"},\n",
    "            {\"name\": \"a2\",      \"type\": \"uniform\", \"range\": (0.1, 2.0),   \"condition\": \"window\"},\n",
    "            {\"name\": \"b2\",      \"type\": \"uniform\", \"range\": (0.0, 0.5),   \"condition\": \"window\"},\n",
    "            {\"name\": \"window2\", \"type\": \"int\",     \"range\": (1, 19),      \"condition\": \"window\"},\n",
    "            {\"name\": \"m1\",      \"type\": \"uniform\", \"range\": (1.01, 50), \"condition\": \"exponential\"},\n",
    "            {\"name\": \"m2\",      \"type\": \"uniform\", \"range\": (1.01, 50), \"condition\": \"exponential\"},\n",
    "        ],\n",
    "    }\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4c76612c",
   "metadata": {},
   "outputs": [],
   "source": [
    "# ------------------------------------------------------------\n",
    "# Echo state network class\n",
    "# ------------------------------------------------------------\n",
    "\n",
    "class EchoStateNetwork:\n",
    "    \"\"\"\n",
    "    Leaky-integrator Echo State Network.\n",
    "      h(t) = (1-α) h(t-1) + α tanh(W_in u(t) + W h(t-1))\n",
    "    Readout trained by Linear regression.\n",
    "    \"\"\"\n",
    "\n",
    "    def __init__(self, N: int = 100, rho: float = 0.9, alpha: float = 0.5,\n",
    "                 input_scaling: float = 1.0, seed: int = 42,\n",
    "                 input_dim: int = 1):\n",
    "        self.N = N\n",
    "        self.rho = rho\n",
    "        self.alpha = alpha\n",
    "        self.input_scaling = input_scaling\n",
    "        self.seed = seed\n",
    "        self.input_dim = input_dim\n",
    "        self.W_in = self.W = self.readout = self.scaler = None\n",
    "\n",
    "    def _init_weights(self) -> None:\n",
    "        rng = np.random.default_rng(self.seed)\n",
    "        self.W_in = rng.uniform(-self.input_scaling, self.input_scaling,\n",
    "                                (self.N, self.input_dim))\n",
    "        W = rng.standard_normal((self.N, self.N))\n",
    "        b = rng.standard_normal(self.N)\n",
    "        b /= np.linalg.norm(b)\n",
    "        for _ in range(200):\n",
    "            b = W @ b\n",
    "            b /= np.linalg.norm(b)\n",
    "        sr = float(np.linalg.norm(W @ b))          # spectral radius estimate\n",
    "        self.W = W * (self.rho / max(sr, 1e-12))\n",
    "\n",
    "    def _collect_states(self, X) -> np.ndarray:\n",
    "        if X.ndim == 1:\n",
    "            X = X.reshape(-1, 1)\n",
    "        h = np.zeros(self.N)\n",
    "        states = []\n",
    "        for u in X:\n",
    "            h = ((1.0 - self.alpha) * h\n",
    "                 + self.alpha * np.tanh(self.W_in @ u.ravel() + self.W @ h))\n",
    "            states.append(h.copy())\n",
    "        return np.array(states)\n",
    "\n",
    "    def fit(self, x_full, y_full, train_mask, test_mask,\n",
    "            washout: int = 20) -> tuple[np.ndarray, float]:\n",
    "        self._init_weights()\n",
    "        states = self._collect_states(x_full)\n",
    "        tr_idx = np.where(train_mask)[0]\n",
    "        tr_idx = tr_idx[tr_idx >= washout]\n",
    "        self.scaler = StandardScaler().fit(states[tr_idx])\n",
    "        self.readout = LinearRegression().fit(\n",
    "            self.scaler.transform(states[tr_idx]), y_full[tr_idx])\n",
    "        return states, mean_squared_error(\n",
    "            y_full[test_mask],\n",
    "            self.readout.predict(self.scaler.transform(states[test_mask])))\n",
    "\n",
    "    def predict_full(self, x_full, y_full, train_mask, test_mask,\n",
    "                     washout: int = 20) -> tuple[np.ndarray, float]:\n",
    "        states, mse = self.fit(x_full, y_full, train_mask, test_mask, washout)\n",
    "        pred = np.full(len(x_full), np.nan)\n",
    "        start = np.where(train_mask)[0][0] + washout\n",
    "        pred[start:] = self.readout.predict(\n",
    "            self.scaler.transform(states[start:]))\n",
    "        return pred, mse\n",
    "    \n",
    "    def reset_state(self):\n",
    "        \"\"\"Resetting reservoir's inner state.\"\"\"\n",
    "        self.h = np.zeros(self.N)\n",
    "\n",
    "    def step(self, u: np.ndarray) -> np.ndarray:\n",
    "        \"\"\"One step of the reservoir, returns state h.\"\"\"\n",
    "        u = np.atleast_1d(u)\n",
    "        self.h = (1.0 - self.alpha) * self.h + self.alpha * np.tanh(\n",
    "            self.W_in @ u + self.W @ self.h)\n",
    "        return self.h.copy()\n",
    "\n",
    "\n",
    "def optimize_esn(x_full, y_full, train_mask, test_mask,\n",
    "                 N_values, n_trials: int = 100,\n",
    "                 washout: int = 20,\n",
    "                 cache_key: Optional[str] = None) -> tuple[float, Optional[EchoStateNetwork]]:\n",
    "    \"\"\"Random search over ESN hyperparameters.\n",
    "\n",
    "    Uses PARAMS_FILE for caching under key 'esn_{cache_key}_{N}'.\n",
    "    Returns (best_mse, best_esn).\n",
    "    \"\"\"\n",
    "    if cache_key:\n",
    "        for N in N_values:\n",
    "            saved = load_best_params(f\"esn_{cache_key}_{N}\")\n",
    "            if saved:\n",
    "                esn = EchoStateNetwork(\n",
    "                    N=N, rho=saved[\"rho\"], alpha=saved[\"alpha\"],\n",
    "                    input_scaling=saved[\"input_scaling\"],\n",
    "                    seed=saved[\"seed\"])\n",
    "                _, mse = esn.fit(x_full, y_full, train_mask, test_mask, washout)\n",
    "                if mse <= saved[\"mse\"] * 1.01:\n",
    "                    return saved[\"mse\"], esn\n",
    "\n",
    "    best_mse, best_esn = np.inf, None\n",
    "    for N in N_values:\n",
    "        for i in range(n_trials):\n",
    "            esn = EchoStateNetwork(\n",
    "                N=N,\n",
    "                rho=np.random.uniform(0.1, 0.99),\n",
    "                alpha=np.random.uniform(0.1, 1.0),\n",
    "                input_scaling=np.random.uniform(0.1, 2.0),\n",
    "                seed=42 + i)\n",
    "            _, mse = esn.fit(x_full, y_full, train_mask, test_mask, washout)\n",
    "            if mse < best_mse:\n",
    "                best_mse, best_esn = mse, esn\n",
    "                if cache_key:\n",
    "                    save_best_params(f\"esn_{cache_key}_{N}\", {\n",
    "                        \"rho\": esn.rho, \"alpha\": esn.alpha,\n",
    "                        \"input_scaling\": esn.input_scaling,\n",
    "                        \"seed\": esn.seed, \"mse\": float(mse)})\n",
    "    return best_mse, best_esn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "acc2b67d",
   "metadata": {},
   "outputs": [],
   "source": [
    "# ------------------------------------------------------------\n",
    "# Building run_reservoir_task function\n",
    "# ------------------------------------------------------------\n",
    "\n",
    "# ── Evaluation and optimisation ───────────────────────────────────────────\n",
    "\n",
    "def _make_U_meas(dim: int, n_channels: int) -> list[np.ndarray]:\n",
    "    \"\"\"Hadamard-like rotation in the {|0>,|1>} subspace.\"\"\"\n",
    "    U = np.eye(dim, dtype=complex)\n",
    "    U[0, 0], U[0, 1] = 1 / np.sqrt(2),  1 / np.sqrt(2)\n",
    "    U[1, 0], U[1, 1] = 1 / np.sqrt(2), -1 / np.sqrt(2)\n",
    "    return [U] * n_channels\n",
    "\n",
    "\n",
    "def evaluate_reservoir(reservoir, x_full, y_full, train_mask, test_mask,\n",
    "                       encode_func, feedback_rule, fb_params,\n",
    "                       U_in_list, U_out_list,\n",
    "                       n_updates=1, n_chip_runs=1,\n",
    "                       use_coherences=False, U_meas_list=None,\n",
    "                       include_previous=False):\n",
    "    reservoir.reset_memory()\n",
    "    F = compute_features(x_full, encode_func, reservoir,\n",
    "                         U_in_list, U_out_list, feedback_rule, fb_params,\n",
    "                         n_updates=n_updates, n_chip_runs=n_chip_runs,\n",
    "                         use_coherences=use_coherences,\n",
    "                         U_meas_list=U_meas_list,\n",
    "                         include_previous=include_previous)\n",
    "    scaler = StandardScaler().fit(F[train_mask])\n",
    "    reg = LinearRegression().fit(scaler.transform(F[train_mask]), y_full[train_mask])\n",
    "    mse = mean_squared_error(y_full[test_mask],\n",
    "                             reg.predict(scaler.transform(F[test_mask])))\n",
    "    return mse, scaler, reg\n",
    "\n",
    "\n",
    "def optimize_reservoir(config, x_full, y_full, train_mask, test_mask,\n",
    "                       encode_func, feedback_rule, use_unitaries,\n",
    "                       fix_theta=False, fixed_fb_params=None,\n",
    "                       n_trials=30, n_unitary_pairs=10,\n",
    "                       n_updates=1, n_chip_runs=1,\n",
    "                       use_coherences=False, use_U_meas=False,\n",
    "                       include_previous=False,\n",
    "                       seed: Optional[int] = None) -> tuple:\n",
    "    \"\"\"Random search over quantum reservoir hyperparameters.\n",
    "\n",
    "    Returns (best_mse, best_params, U_in_list, U_out_list, reservoir).\n",
    "    \"\"\"\n",
    "    if seed is not None:\n",
    "        np.random.seed(seed)\n",
    "\n",
    "    dim, n_ch = config[\"dim\"], config[\"n_channels\"]\n",
    "    U_meas_list = _make_U_meas(dim, n_ch) if use_U_meas else None\n",
    "\n",
    "    active = []\n",
    "    for entry in config[\"param_space\"]:\n",
    "        cond = entry.get(\"condition\")\n",
    "        if cond is not None and cond != feedback_rule:\n",
    "            continue\n",
    "        name = entry[\"name\"]\n",
    "        if (name.startswith(\"theta\") and fix_theta) or (\n",
    "                fixed_fb_params and name in fixed_fb_params):\n",
    "            val = (np.pi / 2 if name.startswith(\"theta\")\n",
    "                   else fixed_fb_params[name])\n",
    "            active.append({\"name\": name, \"type\": \"fixed\", \"value\": val})\n",
    "        else:\n",
    "            active.append(entry.copy())\n",
    "\n",
    "    def sample() -> dict:\n",
    "        p = {}\n",
    "        for e in active:\n",
    "            if e[\"type\"] == \"fixed\":\n",
    "                p[e[\"name\"]] = e[\"value\"]\n",
    "            elif e[\"type\"] == \"uniform\":\n",
    "                p[e[\"name\"]] = np.random.uniform(*e[\"range\"])\n",
    "            elif e[\"type\"] == \"int\":\n",
    "                p[e[\"name\"]] = np.random.randint(*e[\"range\"])\n",
    "        return p\n",
    "\n",
    "    best: tuple = (np.inf, None, None, None, None)\n",
    "    n_u = n_unitary_pairs if use_unitaries else 1\n",
    "\n",
    "    for _ in range(n_u):\n",
    "        U_in = ([random_unitary(dim) for _ in range(n_ch)] if use_unitaries\n",
    "                else [np.eye(dim, dtype=complex)] * n_ch)\n",
    "        U_out = ([random_unitary(dim) for _ in range(n_ch)] if use_unitaries\n",
    "                 else [np.eye(dim, dtype=complex)] * n_ch)\n",
    "        for _ in range(n_trials):\n",
    "            params = sample()\n",
    "            res = config[\"build_reservoir\"](params)\n",
    "            fb = (config[\"extract_fb\"](params, feedback_rule)\n",
    "                  if feedback_rule is not None else None)\n",
    "            mse, _, _ = evaluate_reservoir(\n",
    "                res, x_full, y_full, train_mask, test_mask,\n",
    "                encode_func, feedback_rule, fb,\n",
    "                U_in, U_out, n_updates, n_chip_runs,\n",
    "                use_coherences, U_meas_list, include_previous)\n",
    "            if mse < best[0]:\n",
    "                best = (mse, params, U_in, U_out, res)\n",
    "\n",
    "    return best\n",
    "\n",
    "# ── run_reservoir task and helper ────────────────────────────────────────────────\n",
    "\n",
    "def _config_key(task, rtype, fb_rule, uni, ft, nu, nc, ip, uc, um):\n",
    "    return (f\"{task}_{rtype}_fb_{fb_rule}_uni_{int(uni)}_ft_{int(ft)}\"\n",
    "            f\"_nu_{nu}_nc_{nc}_ip_{int(ip)}_uc_{int(uc)}_um_{int(um)}\")\n",
    "\n",
    "\n",
    "def _load_and_eval(config, x_full, y_full, train_mask, test_mask,\n",
    "                   encode_func, ckey, use_feedback, feedback_rule,\n",
    "                   n_updates, n_chip_runs, use_coherences, use_U_meas,\n",
    "                   include_previous):\n",
    "    \"\"\"Load saved parameters and re-evaluate; returns optimizer-compatible tuple.\"\"\"\n",
    "    saved = load_best_params(ckey)\n",
    "    if saved is None:\n",
    "        return (np.inf, None, None, None, None)\n",
    "    section = \"fb\" if use_feedback else \"nofb\"\n",
    "    if section not in saved:\n",
    "        return (np.inf, None, None, None, None)\n",
    "    entry = saved[section]\n",
    "    params = entry[\"params\"]\n",
    "    dim, n_ch = config[\"dim\"], config[\"n_channels\"]\n",
    "    U_in = ([deserialise_unitary(u, dim) for u in entry[\"U_in\"]]\n",
    "            if \"U_in\" in entry\n",
    "            else [np.eye(dim, dtype=complex)] * n_ch)\n",
    "    U_out = ([deserialise_unitary(u, dim) for u in entry[\"U_out\"]]\n",
    "             if \"U_out\" in entry\n",
    "             else [np.eye(dim, dtype=complex)] * n_ch)\n",
    "    U_meas = (_make_U_meas(dim, n_ch)\n",
    "              if entry.get(\"use_U_meas\", use_U_meas) else None)\n",
    "    fb = (config[\"extract_fb\"](params, feedback_rule)\n",
    "          if use_feedback else None)\n",
    "    res = config[\"build_reservoir\"](params)\n",
    "    mse, _, _ = evaluate_reservoir(\n",
    "        res, x_full, y_full, train_mask, test_mask,\n",
    "        encode_func, feedback_rule if use_feedback else None, fb,\n",
    "        U_in, U_out,\n",
    "        entry.get(\"n_updates\", n_updates),\n",
    "        entry.get(\"n_chip_runs\", n_chip_runs),\n",
    "        entry.get(\"use_coherences\", use_coherences),\n",
    "        U_meas, include_previous)\n",
    "    return mse, params, U_in, U_out, res\n",
    "\n",
    "\n",
    "def run_reservoir_task(task_name, generate_data, encode_func, classical_func,\n",
    "                       reservoir_type, feedback_rule, use_unitaries,\n",
    "                       fix_theta=False, fixed_fb_params=None,\n",
    "                       n_updates=1, n_chip_runs=1,\n",
    "                       use_coherences=False, use_U_meas=False,\n",
    "                       include_previous=False,\n",
    "                       n_trials=30, n_unitary_pairs=10,\n",
    "                       seed=None, run_esn=False, \n",
    "                       esn_N_values=None, esn_n_trials=300,\n",
    "                       save_results=True, verbose=True) -> dict:\n",
    "    \"\"\"\n",
    "    Optimise and evaluate a quantum reservoir on one task.\n",
    "\n",
    "    Runs random search (n_unitary_pairs × n_trials) for FB and no-FB\n",
    "    conditions; merges with any previously cached best parameters.\n",
    "\n",
    "    Returns dict with keys:\n",
    "        fb_mse, nofb_mse, fb_params, nofb_params,\n",
    "        pred_fb, pred_nofb, x_full, y_full,\n",
    "        train_mask, test_mask, washout,\n",
    "        [esn_mse, pred_esn, esn_N]  (if run_esn=True)\n",
    "    \"\"\"\n",
    "    config = RESERVOIR_CONFIG[reservoir_type]\n",
    "    x_full, y_full = generate_data()\n",
    "\n",
    "    if \"Monomial\" in task_name:\n",
    "        washout = None\n",
    "        train_mask = x_full <= 0.9\n",
    "        test_mask  = x_full >  0.9\n",
    "    else:\n",
    "        washout = 20\n",
    "        train_len = 480\n",
    "        n = len(x_full)\n",
    "        train_mask = np.zeros(n, bool)\n",
    "        test_mask  = np.zeros(n, bool)\n",
    "        train_mask[washout:washout + train_len] = True\n",
    "        test_mask[washout + train_len:] = True\n",
    "\n",
    "    ckey = _config_key(task_name, reservoir_type, feedback_rule,\n",
    "                       use_unitaries, fix_theta, n_updates, n_chip_runs,\n",
    "                       include_previous, use_coherences, use_U_meas)\n",
    "\n",
    "    def _best(fb_rule):\n",
    "        loaded = _load_and_eval(\n",
    "            config, x_full, y_full, train_mask, test_mask,\n",
    "            encode_func, ckey, fb_rule is not None, feedback_rule,\n",
    "            n_updates, n_chip_runs, use_coherences, use_U_meas,\n",
    "            include_previous)\n",
    "        fresh = optimize_reservoir(\n",
    "            config, x_full, y_full, train_mask, test_mask,\n",
    "            encode_func, fb_rule, use_unitaries, fix_theta,\n",
    "            fixed_fb_params, n_trials, n_unitary_pairs,\n",
    "            n_updates, n_chip_runs, use_coherences, use_U_meas,\n",
    "            include_previous, \n",
    "            seed=seed)\n",
    "        return loaded if loaded[0] < fresh[0] else fresh\n",
    "\n",
    "    best_fb   = _best(feedback_rule)\n",
    "    best_nofb = _best(None)\n",
    "\n",
    "    if save_results:\n",
    "        entry = {}\n",
    "        for tag, result, use_fb in ((\"fb\", best_fb, True),\n",
    "                                     (\"nofb\", best_nofb, False)):\n",
    "            if result[1] is not None:\n",
    "                entry[tag] = {\n",
    "                    \"mse\": result[0], \"params\": result[1],\n",
    "                    \"U_in\":  [serialise_unitary(u) for u in result[2]],\n",
    "                    \"U_out\": [serialise_unitary(u) for u in result[3]],\n",
    "                    \"n_updates\": n_updates, \"n_chip_runs\": n_chip_runs,\n",
    "                    \"use_coherences\": use_coherences,\n",
    "                    \"use_U_meas\": use_U_meas}\n",
    "        if entry:\n",
    "            save_best_params(ckey, entry)\n",
    "\n",
    "    def _predict(result, fb_rule):\n",
    "        mse, params, U_in, U_out, res = result\n",
    "        if res is None:\n",
    "            return np.full(len(x_full), np.nan), mse\n",
    "        res.reset_memory()\n",
    "        U_meas = _make_U_meas(config[\"dim\"], config[\"n_channels\"]) if use_U_meas else None\n",
    "        fb = (config[\"extract_fb\"](params, feedback_rule)\n",
    "              if fb_rule is not None else None)\n",
    "        F = compute_features(x_full, encode_func, res, U_in, U_out,\n",
    "                             fb_rule, fb, n_updates, n_chip_runs,\n",
    "                             use_coherences, U_meas, include_previous)\n",
    "        scaler = StandardScaler().fit(F[train_mask])\n",
    "        reg = LinearRegression().fit(\n",
    "            scaler.transform(F[train_mask]), y_full[train_mask])\n",
    "        return reg.predict(scaler.transform(F)), mse\n",
    "\n",
    "    pred_fb,   mse_fb   = _predict(best_fb,   feedback_rule)\n",
    "    pred_nofb, mse_nofb = _predict(best_nofb, None)\n",
    "\n",
    "    if verbose:\n",
    "        print(f\"[{task_name}]  FB: {mse_fb:.3e}  |  no-FB: {mse_nofb:.3e}\")\n",
    "\n",
    "    out = dict(fb_mse=mse_fb, nofb_mse=mse_nofb,\n",
    "               fb_params=best_fb[1], nofb_params=best_nofb[1],\n",
    "               pred_fb=pred_fb, pred_nofb=pred_nofb,\n",
    "               x_full=x_full, y_full=y_full,\n",
    "               train_mask=train_mask, test_mask=test_mask,\n",
    "               washout=washout)\n",
    "\n",
    "    if run_esn:\n",
    "        N_list = esn_N_values or list(range(1, 21))\n",
    "        esn_mse, best_esn = optimize_esn(\n",
    "            x_full, y_full, train_mask, test_mask,\n",
    "            N_list, esn_n_trials,\n",
    "            washout=washout or 0,\n",
    "            cache_key=task_name)\n",
    "        if best_esn is not None:\n",
    "            pred_esn, _ = best_esn.predict_full(\n",
    "                x_full, y_full, train_mask, test_mask, washout or 0)\n",
    "            out.update(esn_mse=esn_mse, pred_esn=pred_esn, esn_N=best_esn.N)\n",
    "            if verbose:\n",
    "                print(f\"[{task_name}]  ESN N={best_esn.N}: {esn_mse:.3e}\")\n",
    "\n",
    "    # Classical baseline (only NARMA/time-series tasks)\n",
    "    mse_classical = None\n",
    "    full_pred_c = None\n",
    "    if classical_func is not None and 'Monomial' not in task_name:\n",
    "        # classical_func(x_full, y_full) -> (X, target)\n",
    "        X_full, target_full = classical_func(x_full, y_full)\n",
    "        offset = len(x_full) - len(X_full)   # length lost due to delay\n",
    "\n",
    "        # Shift masks to align with the shortened feature matrix\n",
    "        train_mask_shifted = train_mask[offset:]\n",
    "        test_mask_shifted  = test_mask[offset:]\n",
    "\n",
    "        # Fit on the training part\n",
    "        reg_c = LinearRegression().fit(\n",
    "            X_full[train_mask_shifted], target_full[train_mask_shifted]\n",
    "        )\n",
    "        pred_test = reg_c.predict(X_full[test_mask_shifted])\n",
    "        mse_classical = mean_squared_error(target_full[test_mask_shifted], pred_test)\n",
    "\n",
    "        # Full prediction for plotting (pad with NaN at the beginning)\n",
    "        full_pred_c = np.full(len(x_full), np.nan)\n",
    "        full_pred_c[offset:] = reg_c.predict(X_full)\n",
    "\n",
    "        out.update(classical_mse=mse_classical, pred_classical=full_pred_c)\n",
    "\n",
    "    out['U_in_list'] = best_fb[2]   # U_in_list from best FB model\n",
    "    out['U_out_list'] = best_fb[3]  # U_out_list from best FB model\n",
    "    return out"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 245,
   "id": "ef69e962",
   "metadata": {},
   "outputs": [],
   "source": [
    "# ------------------------------------------------------------\n",
    "# Data generation and encoding functions\n",
    "# ------------------------------------------------------------\n",
    "\n",
    "# ── Monomial ──────────────────────────────────────────────────────────────────\n",
    "\n",
    "def generate_monomial(degree: int, n_points: int = 200):\n",
    "    x = np.linspace(0, 1, n_points)\n",
    "    return x, x ** degree\n",
    "\n",
    "\n",
    "def encode_monomial(x: float) -> np.ndarray:\n",
    "    return np.array([np.sqrt(x), np.sqrt(1.0 - x), 0.0], dtype=complex)\n",
    "\n",
    "\n",
    "# ── NARMA-n ───────────────────────────────────────────────────────────────────\n",
    "\n",
    "def generate_narma2_legacy(n_points=1000, seed=42):\n",
    "    \"\"\"NARMA2 with cubic input term (matching photonic QM paper).\"\"\"\n",
    "    rng = np.random.default_rng(seed)\n",
    "    warmup = 3\n",
    "    total = n_points + warmup + 1\n",
    "    u = rng.uniform(0, 0.5, total)\n",
    "    y = np.zeros(total)\n",
    "    for t in range(2, total - 1):\n",
    "        y[t+1] = 0.4*y[t] + 0.4*y[t]*y[t-1] + 0.6*u[t]**3 + 0.1\n",
    "    return u[warmup:warmup+n_points], y[warmup+1:warmup+n_points+1]\n",
    "\n",
    "def generate_narma10_std(n_points=1000, seed=42):\n",
    "    \"\"\"Standard (unstable) NARMA10.\"\"\"\n",
    "    rng = np.random.default_rng(seed)\n",
    "    warmup = 11\n",
    "    total = n_points + warmup + 1\n",
    "    u = rng.uniform(0, 0.5, total)\n",
    "    y = np.zeros(total)\n",
    "    for t in range(10, total - 1):\n",
    "        y[t+1] = 0.3*y[t] + 0.05*y[t]*np.sum(y[t-9:t+1]) + 1.5*u[t-9]*u[t] + 0.1\n",
    "    return u[warmup:warmup+n_points], y[warmup+1:warmup+n_points+1]\n",
    "\n",
    "def generate_narma10_stable(n_steps=1000, alpha=0.3, beta=0.05, gamma=1.5, delta=0.1,\n",
    "                            mu=0.25, sigma=0.1443, n_delays=20, seed=42):\n",
    "    \"\"\"Stabilised NARMA10 (Kubota et al., 2019).\"\"\"\n",
    "    rng = np.random.default_rng(seed)\n",
    "    u = rng.uniform(0, 0.5, n_steps + n_delays + 1)\n",
    "    nu = (u - mu) / sigma\n",
    "    # coefficients (see Kubota et al. for derivation)\n",
    "    p = (1 - alpha) / (20*beta) - np.sqrt(((1 - alpha)/(20*beta))**2 - (gamma*mu**2 + delta)/(10*beta))\n",
    "    base_q = alpha + 11*beta*p\n",
    "    q = np.zeros(n_delays+1)\n",
    "    for i in range(n_delays+1):\n",
    "        q[i] = np.sqrt(2/3) * gamma * mu * sigma * (base_q**i if i <= 8 else (1+base_q**9)*base_q**i)\n",
    "    r = np.zeros(n_delays+1)\n",
    "    base_r = alpha + 11*beta*p + beta*gamma*mu**2\n",
    "    for i in range(n_delays+1):\n",
    "        r[i] = (2/3)*gamma*sigma**2 * (base_r if i <= 1 else base_r * (alpha+11*beta*p)**(i-1))\n",
    "    def P1(x): return np.sqrt(1.5) * x\n",
    "    y = np.zeros(n_steps + n_delays + 1)\n",
    "    for k in range(n_delays, n_steps + n_delays):\n",
    "        sq, sr = 0.0, 0.0\n",
    "        for i in range(1, n_delays+1):\n",
    "            sq += q[i] * P1(nu[k-i])\n",
    "            sr += r[i] * P1(nu[k-i]) * P1(nu[k-i-9])\n",
    "        y[k] = p + sq + sr\n",
    "    # return u and y aligned with previous interface\n",
    "    return u[n_delays:n_steps+n_delays], y[n_delays+1:n_steps+n_delays+1]\n",
    "\n",
    "\n",
    "def encode_narma(x: float) -> np.ndarray:\n",
    "    v = float(np.clip(x, 0.0, 1.0))\n",
    "    return np.array([v, np.sqrt(max(1.0 - v * v, 0.0)), 0.0], dtype=complex)\n",
    "\n",
    "def encode_power(x: float, power: int = 2) -> np.ndarray:\n",
    "    \"\"\"\n",
    "    Generalised amplitude encoding with tunable power.\n",
    "    power = 1:  [√x, √(1-x), 0]\n",
    "    power = 2:  [x, √(1-x²), 0]  (original NARMA encoding)\n",
    "    power = 3:  [x^(3/2), √(1-x³), 0]\n",
    "    etc.\n",
    "    \"\"\"\n",
    "    xp = np.clip(x, 0.0, 1.0) ** power\n",
    "    amp_g = np.sqrt(xp)\n",
    "    amp_e = np.sqrt(max(1.0 - xp, 0.0))\n",
    "    return np.array([amp_g, amp_e, 0.0], dtype=complex)\n",
    "\n",
    "\n",
    "# ── Mackey-Glass ──────────────────────────────────────────────────────────────\n",
    "\n",
    "def generate_mg(n_points: int = 1000, tau: int = 17, seed: int = 42):\n",
    "    rng = np.random.default_rng(seed)\n",
    "    total = n_points + tau + 1\n",
    "    y = np.zeros(total)\n",
    "    y[:tau] = 0.5 + 0.01 * rng.standard_normal(tau)\n",
    "    for t in range(tau, total - 1):\n",
    "        y[t + 1] = y[t] + 0.2 * y[t - tau] / (1.0 + y[t - tau] ** 10) - 0.1 * y[t]\n",
    "    s = y[tau:]\n",
    "    s = (s - s.min()) / (s.max() - s.min())\n",
    "    return s[:-1], s[1:]\n",
    "\n",
    "\n",
    "def encode_mg(x: float) -> np.ndarray:\n",
    "    return np.array([np.sqrt(1.0 - x), np.sqrt(x), 0.0], dtype=complex)\n",
    "\n",
    "\n",
    "# ── Santa Fe ──────────────────────────────────────────────────────────────────\n",
    "\n",
    "def generate_santa_fe():\n",
    "    urls = [\"http://web.cecs.pdx.edu/mcnames/DataSets/SantaFeA.dat\",\n",
    "            \"http://web.cecs.pdx.edu/mcnames/DataSets/SantaFeA2.dat\"]\n",
    "    vals = []\n",
    "    for url in urls:\n",
    "        with urllib.request.urlopen(url) as fh:\n",
    "            vals += [float(v) for v in fh.read().decode().split()\n",
    "                     if v.replace(\".\", \"\").isdigit()]\n",
    "    d = np.array(vals[:2000])\n",
    "    d = (d - d.min()) / (d.max() - d.min())\n",
    "    return d[:-1], d[1:]\n",
    "\n",
    "\n",
    "encode_sf = encode_mg\n",
    "\n",
    "\n",
    "# ── Classical cubic-memory baseline ──────────────────────────────────────────\n",
    "def _poly3_features(x0, x1):\n",
    "    \"\"\"Build 10‑dimensional polynomial features from two delayed sequences.\"\"\"\n",
    "    return np.column_stack([\n",
    "        np.ones_like(x0), x0, x1,\n",
    "        x0**2, x0*x1, x1**2,\n",
    "        x0**3, x0**2*x1, x0*x1**2, x1**3\n",
    "    ])\n",
    "\n",
    "def classical_cubic_memory_narma2(x, y):\n",
    "    \"\"\"Poly3(x_t, x_{t-1}) with targets y_t.\"\"\"\n",
    "    x0 = x[1:-1]          # x_t\n",
    "    x1 = x[:-2]           # x_{t-1}\n",
    "    target = y[2:]        # y_t\n",
    "    return _poly3_features(x0, x1), target\n",
    "\n",
    "def classical_cubic_memory_narma10(x, y):\n",
    "    \"\"\"Poly3(x_t, x_{t-10}) with targets y_t.\"\"\"\n",
    "    delay = 10\n",
    "    x0 = x[delay:-1]      # x_t\n",
    "    x1 = x[:-delay-1]     # x_{t-10}\n",
    "    target = y[delay+1:]  # y_t\n",
    "    return _poly3_features(x0, x1), target\n",
    "\n",
    "def classical_cubic_memory_ts(y_prev, y_next):\n",
    "    \"\"\"Poly3(y_{t-1}, y_{t-2}) with targets y_t (for MG/SF).\"\"\"\n",
    "    x0 = y_prev[1:-1]     # y_{t-1}\n",
    "    x1 = y_prev[:-2]      # y_{t-2}\n",
    "    target = y_next[2:]   # y_t\n",
    "    return _poly3_features(x0, x1), target"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ef96c49b",
   "metadata": {},
   "source": [
    "## Monomial tests"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 246,
   "id": "b684c4af",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[Monomial4]  FB: 3.471e-07  |  no-FB: 1.673e-02\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 720x540 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def plot_monomial_comparison(result, degree):\n",
    "    \"\"\"Monomial task: FB vs no-FB on one figure.\"\"\"\n",
    "    x, y = result[\"x_full\"], result[\"y_full\"]\n",
    "    fig, ax = plt.subplots(figsize=(6, 4.5))\n",
    "    ax.plot(x, y, \"k-\", lw=2, label=\"Target\")\n",
    "    ax.plot(x, result[\"pred_nofb\"], \"b--\", lw=1.2,\n",
    "            label=f\"Feedback off  (MSE={result['nofb_mse']:.2e})\")\n",
    "    ax.plot(x, result[\"pred_fb\"], \"r-\", lw=1.2,\n",
    "            label=f\"Feedback on  (MSE={result['fb_mse']:.2e})\")\n",
    "    ax.set_xlabel(\"x\")\n",
    "    ax.set_ylabel(\"y\")\n",
    "    ax.set_title(rf\"Approximation of $x^{{{degree}}}$ feedback on vs. off\")\n",
    "    ax.legend()\n",
    "    ax.grid(True, alpha=0.3)\n",
    "    plt.tight_layout()\n",
    "    plt.savefig('x4.pdf', bbox_inches='tight')\n",
    "    plt.show()\n",
    "\n",
    "# Single memristor, monomial degree 4, window feedback, no coherences, no U_meas\n",
    "res_monomial = run_reservoir_task(\n",
    "    task_name='Monomial4',\n",
    "    generate_data=lambda: generate_monomial(4, 200),\n",
    "    encode_func=encode_monomial,\n",
    "    classical_func=None,\n",
    "    reservoir_type='single',\n",
    "    feedback_rule='window',\n",
    "    use_unitaries=False,\n",
    "    fix_theta=False,\n",
    "    n_updates=1,\n",
    "    n_chip_runs=1,\n",
    "    use_coherences=True,\n",
    "    use_U_meas=False,\n",
    "    n_trials=30, n_unitary_pairs=10,\n",
    "    save_results=True\n",
    ")\n",
    "plot_monomial_comparison(res_monomial,4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 247,
   "id": "c17aacc5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 720x540 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# ------------------------------------------------------------\n",
    "# Configuration tests monomial\n",
    "# ------------------------------------------------------------\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "\n",
    "# Map of (feedback_rule, use_coherences, use_U_meas) -> label\n",
    "# Configuration options \n",
    "CONFIG_OPTIONS_MON = {\n",
    "    'No feedback':          {'fb_rule': None,          'use_coh': False, 'use_U': False, 'use_uni': False},\n",
    "    'Feedback on':        {'fb_rule': 'window', 'use_coh': False, 'use_U': False, 'use_uni': False},\n",
    "    'Adding Coherences':    {'fb_rule': 'window', 'use_coh': True,  'use_U': False, 'use_uni': False},\n",
    "    'Adding U_in,U_out':    {'fb_rule': 'window', 'use_coh': True,  'use_U': False, 'use_uni': True},\n",
    "    'Adding U_meas':        {'fb_rule': 'window', 'use_coh': True,  'use_U': True,  'use_uni': True},\n",
    "}\n",
    "\n",
    "def run_monomial_experiment(degrees=[3,4,5,6,7,8],\n",
    "                            n_trials=30, n_unitary_pairs=10,\n",
    "                            reservoir_type='single',\n",
    "                            fix_theta=False,\n",
    "                            n_updates=1, n_chip_runs=1,\n",
    "                            save_results=True, verbose=False):\n",
    "    \"\"\"\n",
    "    Run all configurations from CONFIG_OPTIONS_MON on the specified degrees.\n",
    "    Returns a DataFrame with columns: degree, configuration, mse_fb, mse_nofb.\n",
    "    \"\"\"\n",
    "    rows = []\n",
    "    for deg in degrees:\n",
    "        gen = lambda: generate_monomial(deg, 200)\n",
    "        for label, cfg in CONFIG_OPTIONS_MON.items():\n",
    "            fb_rule = cfg['fb_rule']\n",
    "            use_coh = cfg['use_coh']\n",
    "            use_U   = cfg['use_U']\n",
    "            use_uni = cfg['use_uni']\n",
    "\n",
    "            res = run_reservoir_task(\n",
    "                task_name=f'Monomial{deg}',\n",
    "                generate_data=gen,\n",
    "                encode_func=encode_monomial,\n",
    "                classical_func=None,\n",
    "                reservoir_type=reservoir_type,\n",
    "                feedback_rule=fb_rule if fb_rule else 'window',\n",
    "                use_unitaries=use_uni,\n",
    "                fix_theta=fix_theta,\n",
    "                n_updates=n_updates,\n",
    "                n_chip_runs=n_chip_runs,\n",
    "                use_coherences=use_coh,\n",
    "                use_U_meas=use_U,\n",
    "                n_trials=n_trials,\n",
    "                n_unitary_pairs=n_unitary_pairs if use_uni else 1,\n",
    "                save_results=save_results,\n",
    "                verbose=verbose\n",
    "            )\n",
    "            # For nofb we do not use feedback_rule, but the function still returns mse\n",
    "            rows.append({\n",
    "                'degree': deg,\n",
    "                'configuration': label,\n",
    "                'MSE': res['fb_mse'] if fb_rule is not None else res['nofb_mse']\n",
    "            })\n",
    "    return pd.DataFrame(rows)\n",
    "\n",
    "# Run the experiment (can be time-consuming, reduce trials for quick test)\n",
    "df_monomial = run_monomial_experiment(\n",
    "    degrees=[3,4,5,6,7,8],\n",
    "    n_trials=30, n_unitary_pairs=10,  # adjust as needed\n",
    "    verbose=False\n",
    ")\n",
    "\n",
    "plt.figure(figsize=(6, 4.5))\n",
    "sns.barplot(data=df_monomial, x='degree', y='MSE', hue='configuration', palette='viridis')\n",
    "plt.yscale('log')\n",
    "plt.ylabel('Test MSE')\n",
    "plt.xlabel('Degree $d$')\n",
    "plt.title('Configuration tests for monomial approximation $x^d$')\n",
    "plt.legend(loc='upper left', framealpha=0.9)\n",
    "plt.tight_layout()\n",
    "plt.savefig('mon_config.pdf', bbox_inches='tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "20c31f5b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 720x540 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# ------------------------------------------------------------\n",
    "# Architectural comparison \n",
    "# ------------------------------------------------------------\n",
    "ARCH_COMPARISONS = {\n",
    "    '1 QM': {\n",
    "        'reservoir_type': 'single', 'n_updates': 1, 'n_chip_runs': 1,\n",
    "        'include_previous': False\n",
    "    },\n",
    "    '1 QM + prev': {\n",
    "        'reservoir_type': 'single', 'n_updates': 1, 'n_chip_runs': 1,\n",
    "        'include_previous': True\n",
    "    },\n",
    "    '1 QM + $n_{\\\\rm chip}{=}2$': {\n",
    "        'reservoir_type': 'single', 'n_updates': 1, 'n_chip_runs': 2,\n",
    "        'include_previous': False\n",
    "    },\n",
    "    '1 QM + $n_{\\\\rm upd}{=}2$': {\n",
    "        'reservoir_type': 'single', 'n_updates': 2, 'n_chip_runs': 1,\n",
    "        'include_previous': False\n",
    "    },\n",
    "    '2 parallel QMs': {\n",
    "        'reservoir_type': 'parallel', 'n_updates': 1, 'n_chip_runs': 1,\n",
    "        'include_previous': False\n",
    "    },\n",
    "    '2 sequential QMs': {\n",
    "        'reservoir_type': 'sequential', 'n_updates': 1, 'n_chip_runs': 1,\n",
    "        'include_previous': False\n",
    "    },\n",
    "    '2 coupled QMs': {\n",
    "        'reservoir_type': 'coupled', 'n_updates': 1, 'n_chip_runs': 1,\n",
    "        'include_previous': False\n",
    "    }\n",
    "}\n",
    "\n",
    "def run_architecture_experiment(degrees=[4,6,9,12,15],\n",
    "                                n_trials=20, n_unitary_pairs=5,\n",
    "                                use_coherences=True, use_U_meas=True,\n",
    "                                feedback_rule='window',\n",
    "                                save_results=True, verbose=False):\n",
    "    rows = []\n",
    "    for name, cfg in ARCH_COMPARISONS.items():\n",
    "        for deg in degrees:\n",
    "            gen = lambda: generate_monomial(deg, 200)\n",
    "            res = run_reservoir_task(\n",
    "                task_name=f'Monomial_ArchComp_{name}_{deg}',\n",
    "                generate_data=gen,\n",
    "                encode_func=encode_monomial,\n",
    "                classical_func=None,\n",
    "                reservoir_type=cfg['reservoir_type'],\n",
    "                feedback_rule=feedback_rule,\n",
    "                use_unitaries=True,\n",
    "                fix_theta=False,\n",
    "                n_updates=cfg['n_updates'],\n",
    "                n_chip_runs=cfg['n_chip_runs'],\n",
    "                include_previous=cfg['include_previous'],\n",
    "                use_coherences=use_coherences,\n",
    "                use_U_meas=use_U_meas,\n",
    "                n_trials=n_trials,\n",
    "                n_unitary_pairs=n_unitary_pairs,\n",
    "                save_results=save_results,\n",
    "                verbose=verbose\n",
    "            )\n",
    "            rows.append({\n",
    "                'degree': deg,\n",
    "                'architecture': name,\n",
    "                'MSE': res['fb_mse']\n",
    "            })\n",
    "    return pd.DataFrame(rows)\n",
    "\n",
    "# Run (adjust trials/pairs as needed)\n",
    "df_arch = run_architecture_experiment(degrees=[9,17,80,100], n_trials=30, n_unitary_pairs=10)\n",
    "\n",
    "plt.figure(figsize=(6, 4.5))\n",
    "sns.barplot(data=df_arch, x='degree', y='MSE', hue='architecture', palette='Set2')\n",
    "plt.yscale('log')\n",
    "plt.ylabel('Test MSE')\n",
    "plt.xlabel('Degree $d$')\n",
    "plt.title('Architecture tests for monomial approximation $x^d$')\n",
    "plt.legend(loc='lower right', framealpha=0.9)\n",
    "plt.tight_layout()\n",
    "plt.savefig('mon_arch.pdf', bbox_inches='tight')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c698719a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ESN N=500, degree 3\n",
      "ESN N=500, degree 4\n",
      "ESN N=500, degree 5\n",
      "ESN N=500, degree 6\n",
      "ESN N=500, degree 7\n",
      "ESN N=500, degree 8\n",
      "ESN N=500, degree 9\n",
      "ESN N=500, degree 10\n",
      "ESN N=500, degree 11\n",
      "ESN N=500, degree 12\n",
      "ESN N=500, degree 13\n",
      "ESN N=500, degree 14\n",
      "ESN N=500, degree 15\n",
      "ESN N=500, degree 16\n",
      "ESN N=500, degree 17\n",
      "ESN N=500, degree 18\n",
      "ESN N=500, degree 19\n",
      "ESN N=500, degree 20\n",
      "ESN N=500, degree 21\n",
      "ESN N=500, degree 22\n",
      "ESN N=500, degree 23\n",
      "ESN N=500, degree 24\n",
      "ESN N=500, degree 25\n",
      "ESN N=500, degree 26\n",
      "ESN N=500, degree 27\n",
      "ESN N=500, degree 28\n",
      "ESN N=500, degree 29\n",
      "ESN N=500, degree 30\n",
      "ESN N=500, degree 40\n",
      "ESN N=500, degree 50\n",
      "ESN N=500, degree 60\n",
      "ESN N=500, degree 70\n",
      "ESN N=500, degree 80\n",
      "ESN N=500, degree 90\n",
      "ESN N=500, degree 100\n",
      "ESN N=1000, degree 3\n",
      "ESN N=1000, degree 4\n",
      "ESN N=1000, degree 5\n",
      "ESN N=1000, degree 6\n",
      "ESN N=1000, degree 7\n",
      "ESN N=1000, degree 8\n",
      "ESN N=1000, degree 9\n",
      "ESN N=1000, degree 10\n",
      "ESN N=1000, degree 11\n",
      "ESN N=1000, degree 12\n",
      "ESN N=1000, degree 13\n",
      "ESN N=1000, degree 14\n",
      "ESN N=1000, degree 15\n",
      "ESN N=1000, degree 16\n",
      "ESN N=1000, degree 17\n",
      "ESN N=1000, degree 18\n",
      "ESN N=1000, degree 19\n",
      "ESN N=1000, degree 20\n",
      "ESN N=1000, degree 21\n",
      "ESN N=1000, degree 22\n",
      "ESN N=1000, degree 23\n",
      "ESN N=1000, degree 24\n",
      "ESN N=1000, degree 25\n",
      "ESN N=1000, degree 26\n",
      "ESN N=1000, degree 27\n",
      "ESN N=1000, degree 28\n",
      "ESN N=1000, degree 29\n",
      "ESN N=1000, degree 30\n",
      "ESN N=1000, degree 40\n",
      "ESN N=1000, degree 50\n",
      "ESN N=1000, degree 60\n",
      "ESN N=1000, degree 70\n",
      "ESN N=1000, degree 80\n",
      "ESN N=1000, degree 90\n",
      "ESN N=1000, degree 100\n",
      "ESN N=2000, degree 3\n",
      "ESN N=2000, degree 4\n",
      "ESN N=2000, degree 5\n",
      "ESN N=2000, degree 6\n",
      "ESN N=2000, degree 7\n",
      "ESN N=2000, degree 8\n",
      "ESN N=2000, degree 9\n",
      "ESN N=2000, degree 10\n",
      "ESN N=2000, degree 11\n",
      "ESN N=2000, degree 12\n",
      "ESN N=2000, degree 13\n",
      "ESN N=2000, degree 14\n",
      "ESN N=2000, degree 15\n",
      "ESN N=2000, degree 16\n",
      "ESN N=2000, degree 17\n",
      "ESN N=2000, degree 18\n",
      "ESN N=2000, degree 19\n",
      "ESN N=2000, degree 20\n",
      "ESN N=2000, degree 21\n",
      "ESN N=2000, degree 22\n",
      "ESN N=2000, degree 23\n",
      "ESN N=2000, degree 24\n",
      "ESN N=2000, degree 25\n",
      "ESN N=2000, degree 26\n",
      "ESN N=2000, degree 27\n",
      "ESN N=2000, degree 28\n",
      "ESN N=2000, degree 29\n",
      "ESN N=2000, degree 30\n",
      "ESN N=2000, degree 40\n",
      "ESN N=2000, degree 50\n",
      "ESN N=2000, degree 60\n",
      "ESN N=2000, degree 70\n",
      "ESN N=2000, degree 80\n",
      "ESN N=2000, degree 90\n",
      "ESN N=2000, degree 100\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 960x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# -----------------------------------------------------------\n",
    "# Monomial approximation MSE vs degree\n",
    "# -----------------------------------------------------------\n",
    "\n",
    "degrees = list(range(3, 31)) + [40, 50, 60, 70, 80, 90, 100]\n",
    "\n",
    "# Best QM configuration (n_chip=1 according to new architecture tests)\n",
    "best_config = {\n",
    "    'reservoir_type': 'coupled',\n",
    "    'use_unitaries': True,\n",
    "    'feedback_rule': 'window',\n",
    "    'fix_theta': False,\n",
    "    'n_updates': 1,\n",
    "    'n_chip_runs': 1,\n",
    "    'include_previous': False,\n",
    "    'use_coherences': True,\n",
    "    'use_U_meas': True,\n",
    "}\n",
    "\n",
    "# ----- QM results -----\n",
    "rows_qm = []\n",
    "for d in degrees:\n",
    "    res = run_reservoir_task(\n",
    "        task_name=f'Monomial_coupled_best_{d}',\n",
    "        generate_data=lambda d=d: generate_monomial(d, 200),\n",
    "        encode_func=encode_monomial,\n",
    "        classical_func=None,\n",
    "        **best_config,\n",
    "        n_trials=30, n_unitary_pairs=10,\n",
    "        save_results=True, verbose=False\n",
    "    )\n",
    "    rows_qm.append({'degree': d, 'MSE': res['fb_mse']})\n",
    "\n",
    "df_qm_full = pd.DataFrame(rows_qm)\n",
    "\n",
    "# ----- ESN results (using updated class and optimize_esn) -----\n",
    "N_list = [500, 1000, 2000]\n",
    "esn_rows = []\n",
    "\n",
    "def run_esn_for_degree(degree, N, n_trials=300):\n",
    "    x_full, y_full = generate_monomial(degree, 200)\n",
    "    train_mask = x_full <= 0.9\n",
    "    test_mask  = x_full > 0.9\n",
    "    mse, _ = optimize_esn(\n",
    "        x_full, y_full, train_mask, test_mask,\n",
    "        N_values=[N],\n",
    "        n_trials=n_trials,\n",
    "        washout=2,\n",
    "        cache_key=f\"MonomialESN_{degree}_{N}\"\n",
    "    )\n",
    "    return mse\n",
    "\n",
    "for N in N_list:\n",
    "    for d in degrees:\n",
    "        print(f\"ESN N={N}, degree {d}\")\n",
    "        mse = run_esn_for_degree(d, N, n_trials=300)\n",
    "        esn_rows.append({'degree': d, 'N': N, 'MSE': mse})\n",
    "\n",
    "df_esn_full = pd.DataFrame(esn_rows)\n",
    "\n",
    "# ----- Linear baseline -----\n",
    "from sklearn.linear_model import LinearRegression as LinReg\n",
    "\n",
    "def linear_mse(degree):\n",
    "    x, y = generate_monomial(degree, 200)\n",
    "    train_mask = x <= 0.9\n",
    "    test_mask = x > 0.9\n",
    "    lr = LinReg().fit(x[train_mask].reshape(-1,1), y[train_mask])\n",
    "    y_pred = lr.predict(x[test_mask].reshape(-1,1))\n",
    "    return mean_squared_error(y[test_mask], y_pred)\n",
    "\n",
    "lin_degrees = [3,4,5,6,7,8,10,12,15,20,25,30,40,50,60,70,80,90,100]\n",
    "df_linear = pd.DataFrame({\n",
    "    'degree': lin_degrees,\n",
    "    'MSE': [linear_mse(d) for d in lin_degrees]\n",
    "})\n",
    "\n",
    "# ----- Plot -----\n",
    "plt.figure(figsize=(8,6))\n",
    "plt.semilogy(df_qm_full['degree'], df_qm_full['MSE'], 'o--', color='black',\n",
    "             label='2 coupled QMs')\n",
    "for N in [500, 1000, 2000]:\n",
    "    subset = df_esn_full[df_esn_full['N']==N]\n",
    "    plt.semilogy(subset['degree'], subset['MSE'], 's--', label=f'ESN N={N}')\n",
    "plt.semilogy(df_linear['degree'], df_linear['MSE'], 'v:', color='red', label='Linear fit')\n",
    "plt.xlabel('Degree $d$')\n",
    "plt.ylabel('Test MSE')\n",
    "plt.title('Monomial approximation MSE vs. degree $d$')\n",
    "plt.legend()\n",
    "plt.grid(True, alpha=0.3)\n",
    "plt.tight_layout()\n",
    "plt.savefig('panel_d.pdf', bbox_inches='tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e3938eec",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[Monomial_coupled_2chip_3]  FB: 1.071e-11  |  no-FB: 2.964e-03\n",
      "[Monomial_coupled_2chip_4]  FB: 3.836e-11  |  no-FB: 1.733e-02\n",
      "[Monomial_coupled_2chip_5]  FB: 4.663e-10  |  no-FB: 4.248e-02\n",
      "[Monomial_coupled_2chip_6]  FB: 2.680e-09  |  no-FB: 7.230e-02\n",
      "[Monomial_coupled_2chip_7]  FB: 4.444e-09  |  no-FB: 1.011e-01\n",
      "[Monomial_coupled_2chip_8]  FB: 4.798e-08  |  no-FB: 1.291e-01\n",
      "[Monomial_coupled_2chip_9]  FB: 3.586e-08  |  no-FB: 1.514e-01\n",
      "[Monomial_coupled_2chip_10]  FB: 1.009e-06  |  no-FB: 1.707e-01\n",
      "[Monomial_coupled_2chip_11]  FB: 2.031e-08  |  no-FB: 1.860e-01\n",
      "[Monomial_coupled_2chip_12]  FB: 2.888e-07  |  no-FB: 1.973e-01\n",
      "[Monomial_coupled_2chip_13]  FB: 1.023e-06  |  no-FB: 2.058e-01\n",
      "[Monomial_coupled_2chip_14]  FB: 3.665e-07  |  no-FB: 2.115e-01\n",
      "[Monomial_coupled_2chip_15]  FB: 6.889e-07  |  no-FB: 2.151e-01\n",
      "[Monomial_coupled_2chip_16]  FB: 2.769e-06  |  no-FB: 2.156e-01\n",
      "[Monomial_coupled_2chip_17]  FB: 2.295e-06  |  no-FB: 2.173e-01\n",
      "[Monomial_coupled_2chip_18]  FB: 8.840e-06  |  no-FB: 2.167e-01\n",
      "[Monomial_coupled_2chip_19]  FB: 5.514e-06  |  no-FB: 2.152e-01\n",
      "[Monomial_coupled_2chip_20]  FB: 1.059e-05  |  no-FB: 2.130e-01\n",
      "[Monomial_coupled_2chip_21]  FB: 1.821e-05  |  no-FB: 2.102e-01\n",
      "[Monomial_coupled_2chip_22]  FB: 1.233e-05  |  no-FB: 2.071e-01\n",
      "[Monomial_coupled_2chip_23]  FB: 1.500e-05  |  no-FB: 2.037e-01\n",
      "[Monomial_coupled_2chip_24]  FB: 1.651e-05  |  no-FB: 2.003e-01\n",
      "[Monomial_coupled_2chip_25]  FB: 1.228e-05  |  no-FB: 1.959e-01\n",
      "[Monomial_coupled_2chip_26]  FB: 1.169e-05  |  no-FB: 1.929e-01\n",
      "[Monomial_coupled_2chip_27]  FB: 4.878e-05  |  no-FB: 1.892e-01\n",
      "[Monomial_coupled_2chip_28]  FB: 4.022e-05  |  no-FB: 1.854e-01\n",
      "[Monomial_coupled_2chip_29]  FB: 6.267e-05  |  no-FB: 1.818e-01\n",
      "[Monomial_coupled_2chip_30]  FB: 8.207e-05  |  no-FB: 1.777e-01\n",
      "[Monomial_coupled_2chip_40]  FB: 3.293e-04  |  no-FB: 1.469e-01\n",
      "[Monomial_coupled_2chip_50]  FB: 3.487e-04  |  no-FB: 1.250e-01\n",
      "[Monomial_coupled_2chip_60]  FB: 8.368e-04  |  no-FB: 1.096e-01\n",
      "[Monomial_coupled_2chip_70]  FB: 1.564e-03  |  no-FB: 9.843e-02\n",
      "[Monomial_coupled_2chip_80]  FB: 1.387e-03  |  no-FB: 9.010e-02\n",
      "[Monomial_coupled_2chip_90]  FB: 4.416e-03  |  no-FB: 8.369e-02\n",
      "[Monomial_coupled_2chip_100]  FB: 1.777e-03  |  no-FB: 7.862e-02\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 960x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# ----- QM with n_chip=2 -----\n",
    "two_chip_config = {\n",
    "    'reservoir_type': 'coupled',\n",
    "    'use_unitaries': True,\n",
    "    'feedback_rule': 'window',\n",
    "    'fix_theta': False,\n",
    "    'n_updates': 1,\n",
    "    'n_chip_runs': 2,\n",
    "    'include_previous': False,\n",
    "    'use_coherences': True,\n",
    "    'use_U_meas': True,\n",
    "}\n",
    "\n",
    "rows_qm2chip = []\n",
    "for d in degrees:\n",
    "    res = run_reservoir_task(\n",
    "        task_name=f'Monomial_coupled_2chip_{d}',\n",
    "        generate_data=lambda d=d: generate_monomial(d, 200),\n",
    "        encode_func=encode_monomial,\n",
    "        classical_func=None,\n",
    "        **two_chip_config,\n",
    "        n_trials=30, n_unitary_pairs=10,\n",
    "        save_results=True, verbose=True\n",
    "    )\n",
    "    rows_qm2chip.append({'degree': d, 'MSE': res['fb_mse']})\n",
    "\n",
    "df_qm_2chip = pd.DataFrame(rows_qm2chip)\n",
    "\n",
    "# ----- Plot -----\n",
    "plt.figure(figsize=(8,6))\n",
    "plt.semilogy(df_qm_2chip['degree'], df_qm_2chip['MSE'], 'o--', color='black',\n",
    "             label='2 coupled QMs')\n",
    "for N in [500, 1000, 2000]:\n",
    "    subset = df_esn_full[df_esn_full['N']==N]\n",
    "    plt.semilogy(subset['degree'], subset['MSE'], 's--', label=f'ESN N={N}')\n",
    "plt.semilogy(df_linear['degree'], df_linear['MSE'], 'v:', color='red', label='Linear fit')\n",
    "plt.xlabel('Degree $d$')\n",
    "plt.ylabel('Test MSE')\n",
    "plt.title('Monomial approximation MSE vs. degree $d$')\n",
    "plt.legend()\n",
    "plt.grid(True, alpha=0.3)\n",
    "plt.tight_layout()\n",
    "plt.savefig('panel_d.pdf', bbox_inches='tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4fa79052",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " degree       QM MSE  min N      ESN MSE  matched\n",
      "      3 6.951077e-10      6 1.301601e-10     True\n",
      "      4 1.084140e-08      6 1.065385e-08     True\n",
      "      5 2.991364e-09     10 2.886138e-10     True\n",
      "      6 2.175008e-08     15 1.990425e-11     True\n",
      "      7 6.917106e-08     15 8.441959e-11     True\n",
      "      8 7.476582e-08     10 1.314477e-08     True\n",
      "      9 6.737432e-08     20 1.096131e-12     True\n",
      "     10 4.565566e-07     15 7.218117e-08     True\n",
      "     11 3.968763e-07     20 1.374292e-08     True\n",
      "     12 5.016178e-07     20 1.501691e-07     True\n",
      "     13 5.158249e-06     15 1.683464e-06     True\n",
      "     14 6.816402e-06     20 3.139336e-07     True\n",
      "     15 2.292865e-06     20 8.690798e-07     True\n",
      "     16 2.301909e-06     30 8.791521e-08     True\n",
      "     17 2.157274e-06     30 6.639060e-07     True\n",
      "     18 3.002628e-06     30 6.889474e-07     True\n",
      "     19 4.552159e-05     30 2.850041e-07     True\n",
      "     20 3.162952e-05     30 1.392150e-05     True\n",
      "     21 5.818454e-06     30 3.356248e-06     True\n",
      "     22 2.873169e-06     50 7.706573e-07     True\n",
      "     23 3.968752e-05     30 2.314960e-05     True\n",
      "     24 1.441526e-05     50 1.255404e-05     True\n",
      "     25 1.034853e-05     40 6.813073e-06     True\n",
      "     26 3.184823e-05     40 2.378329e-05     True\n",
      "     27 2.675847e-05     75 1.117203e-05     True\n",
      "     28 2.678510e-05     50 1.161725e-05     True\n",
      "     29 7.574420e-06    100 2.555983e-06     True\n",
      "     30 4.139804e-05     75 3.084944e-05     True\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 960x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# ------------------------------------------------------------\n",
    "# Find minimal ESN size for each degree (3..30)\n",
    "# ------------------------------------------------------------\n",
    "\n",
    "# QM MSE map (from df_qm_full obtained earlier)\n",
    "qm_mse_map = dict(zip(df_qm_full['degree'], df_qm_full['MSE']))\n",
    "\n",
    "# Candidate sizes, increasing order\n",
    "N_candidates = [1, 2, 3, 4, 5, 6, 7, 8, 9, 10,\n",
    "                15, 20, 30, 40, 50, 75, 100, 150, 200, 300, 500, 1000, 2000]\n",
    "\n",
    "results = []\n",
    "\n",
    "for degree in range(3, 31):\n",
    "    qm_mse = qm_mse_map[degree]\n",
    "    x_full, y_full = generate_monomial(degree, 200)\n",
    "    train_mask = x_full <= 0.9\n",
    "    test_mask  = x_full > 0.9\n",
    "\n",
    "    best_N = None\n",
    "    best_mse = np.inf\n",
    "\n",
    "    for N in N_candidates:\n",
    "        # Use cache to speed up repeated runs\n",
    "        cache_key = f\"MonomialMinN_{degree}_{N}\"\n",
    "        mse, _ = optimize_esn(\n",
    "            x_full, y_full, train_mask, test_mask,\n",
    "            N_values=[N],\n",
    "            n_trials=50,          \n",
    "            washout=2,\n",
    "            cache_key=cache_key\n",
    "        )\n",
    "        if mse < best_mse:\n",
    "            best_mse = mse\n",
    "            best_N = N\n",
    "        if mse <= qm_mse * 1.1:\n",
    "            break   # found the minimal N for this degree\n",
    "\n",
    "    results.append({\n",
    "        'degree': degree,\n",
    "        'QM MSE': qm_mse,\n",
    "        'min N': best_N,\n",
    "        'ESN MSE': best_mse,\n",
    "        'matched': best_N is not None and best_mse <= qm_mse * 1.1\n",
    "    })\n",
    "\n",
    "df_min_esn = pd.DataFrame(results)\n",
    "print(df_min_esn.to_string(index=False))\n",
    "\n",
    "# Plot minimal N vs degree\n",
    "matched = df_min_esn[df_min_esn['matched']]\n",
    "plt.figure(figsize=(8,4))\n",
    "plt.step(matched['degree'], matched['min N'], where='post', marker='o')\n",
    "plt.xlabel('Degree $d$')\n",
    "plt.ylabel('Minimal ESN size $N$')\n",
    "plt.title('Minimal ESN size to match QM accuracy (degrees 3–30)')\n",
    "plt.grid(True, alpha=0.3)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 252,
   "id": "aeeb5da1",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/2z/t16_mmwn1g11fr20m46hdfy40000gp/T/ipykernel_83678/594547700.py:41: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n",
      "  plt.tight_layout()\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA7AAAALACAYAAACq6J63AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8ekN5oAAAACXBIWXMAABJ0AAASdAHeZh94AAEAAElEQVR4nOydd3hU1daH32npPSEJhITQeyf0DhZAERQFFAV7QcUK2MBe77WC5dq7foKAgqKIgBKp0qQTICG09F6nnO+P40zmZCbJJARIdL3PM09mdjlnnzKT89tr7bV0iqIoCIIgCIIgCIIgCEIDR3++ByAIgiAIgiAIgiAIniACVhAEQRAEQRAEQWgUiIAVBEEQBEEQBEEQGgUiYAVBEARBEARBEIRGgQhYQRAEQRAEQRAEoVEgAlYQBEEQBEEQBEFoFIiAFQRBEARBEARBEBoFImAFQRAEQRAEQRCERoEIWEEQBEEQBEEQBKFRIAJWEARBEARBEARBaBSIgBUEQRAEQRAEQRAaBSJgBUFoUMTHx6PT6dDpdMydO7fattOmTXO0HT58+LkZYCNgxowZ6HQ6Pvroo3rZnv2aJCcn18v2BFfq+5qdLxr6vZKcnOz4zdDpdKxcubLKtjabjbi4OEfbxx9/3G27b775hnHjxhEdHY2XlxehoaG0a9eO8ePH88ILL7ici7Vr12rGUNUrPj6+/g68AWM/XkEQBE8xnu8BCIIgVMWnn37KM888g8FgcKnLz8/n22+/PQ+jEoR/J48//jhPPPEE8+fPr1LMNTY++ugjLr74Yrd1q1evJjU1tcq+FouFKVOmsHjxYgB69erF4MGDMRgMHDlyhJUrV/L999/j7+/PnXfe6dLf39+fSZMmVbn9iIiIWh6NIAjCvwMRsIIgNEj69OnD1q1bWbVqldsHzK+++oqSkhISEhLYsmXLeRhhw+W5555j7ty5NG3a9HwPRfCQf8o1W716NWazmZiYmPM9lGrx9/cnNjaWZcuWkZubS0hIiEubDz/8EKDK35i33nqLxYsX06xZM3788Ue6deumqc/Ly2Px4sVVXtOIiIhGb3EXBEE4H4gLsSAIDZIZM2YAVPmA99FHH2EwGLj22mvP3aAaCU2bNqVDhw4EBwef76EIHvJPuWatW7emQ4cOmEym8z2UGpkxYwalpaV89dVXLnV5eXksXbqUTp060bdvX7f9v/76awDmz5/vIl4BgoODueGGGxgzZkz9DlwQBOFfjghYQRAaJP369aNjx44OC4kzBw4cYMOGDVx00UU1Wqz27NnDddddR2xsLN7e3kRERDB27Fh+/PFHt+2d1yImJSVx9dVXExUVhbe3Nx06dOCFF17AZrO57Ws2m1mwYAH9+vUjKCgIX19fOnbsyNy5c8nKynJpb1+PFx8fj81m4+WXX6Zz5874+vrSvHlz7rvvPoqLiwHIycnhnnvuIT4+Hm9vb9q2bcvLL79c4zE4U1BQwP/+9z8mTJhAmzZt8PPzIyAggJ49e/LMM89QUlJS7bmsDSkpKTz33HOMGDHCce7DwsIYMWIEX3zxhds+9rWBw4cPp6ioiLlz59KqVSu8vb2JjY3lrrvucnse66NfcXExjz76KB06dMDX15cePXo42tXmun711VfodDpiYmLIyMhw2edHH32ETqcjLi6O7OxsR3lV1+zxxx93rL88fvw4M2bMoGnTpvj5+dGrVy8WLVrkaJuYmMjYsWMJDw/Hz8+PESNGVOmd8MsvvzBz5ky6d+9OeHg43t7etGjRgunTp7Nv3z6X9jqdjieeeAKAJ554QrNW09mduLo1sEVFRTzzzDN0794df39//P396dGjB88++6zjPnfG+fqYzWaeeeYZOnTogI+PD5GRkUybNo1jx465PT5PuPbaazEYDG4nyeweHvaJNHekp6cDEBkZWecx1AdTpkxBp9Px2muvVdlmwYIF6HQ6jcuy1Wrl7bffZuDAgQQHB+Pl5UVUVBS9evXi/vvvd3v/1pW//vqLiRMnEhYWhr+/P7169eK9996rsV9RUREvvvgiCQkJju9e586defzxxyksLHTbx2w288ILL9CxY0d8fHyIjo7muuuu49ixY5rvkzPO5SkpKVx//fU0b94co9HIPffco9n222+/zZAhQwgNDcXHx4e2bdty3333VXu+9u3bx4033kjLli3x8fEhNDSU0aNH891333l0/gRBqIQiCILQgGjRooUCKFu2bFFefPFFBVDefPNNTZu5c+cqgPLNN98o33zzjQIow4YNc9nWsmXLFG9vbwVQOnfurEydOlUZMmSIotfrFUB59NFHXfpMnz5dAZRZs2YpQUFBSqtWrZTJkycrI0aMUIxGowIod955p0u/kpISZfjw4Qqg+Pn5KePGjVOuvPJKJTo6WgGUFi1aKIcPH9b0OXr0qKNu8uTJir+/vzJu3Dhl/PjxSkhIiAIoF198sZKVlaW0bdtWiY6OViZNmqSMGjXKMZZnnnmmymP48MMPNeW///67AiiRkZHKkCFDlMmTJyujR49WAgMDFUDp27evUlJSUuU1OXr0qJsr5p6nnnpKAZTWrVsro0ePViZPnqwMGjRIMRgMCqDcddddLn3WrFmjAMqAAQOUfv36Kf7+/sqll16qXHHFFUpERIQCKG3btlVOnz5dr/369eunJCQkKAEBAcrYsWOVq666SpkwYYKiKHW7rrfccovj2tlsNkf5nj17FD8/P8VoNCqJiYmaPlVds/nz5yuAMn36dCUyMtJxPw4aNEgBFJ1Op3z55ZfKt99+q5hMJiUhIUGZPHmy0qFDBwVQ/P39lQMHDric69atWyve3t5Kr169lAkTJigTJkxQ2rRp4zjO33//3WV83bt3VwCle/fuyvTp0x2vJUuWONpVda9kZGQoXbt2VQAlNDRUmThxojJx4kTHfd69e3clKyvL7fUZOHCgMmrUKCUgIEAZN26cMmHCBCUqKkoBlNjYWCUnJ8fl+KrC/p3z9/dXFEVRxo4dqwDK3r17Ne369++vGAwG5dSpU8rMmTMVQJk/f76mzahRoxRAueiii5TS0lKPx2A/rhYtWnjcpzp+/PFHBVB69OhRZZs+ffoogPL99987yuz3nK+vr3LBBRcoU6dOVS644AKlVatWCqBs2LChXsa3du1axdfXVwGU9u3bK1OmTFGGDRum6PV65d5771UAxd3jaGpqqtKpUycFUJo0aaJceOGFyvjx45WmTZsqgNKtWzclOztb08disSgXX3yx47js3+eYmBglIiJCmTFjhttraf+eXX311UpoaKjStGlTZdKkScqECRMcbfPy8pTBgwcrgBIcHKyMHDlSufzyy5X4+HgFUOLi4tz+Rn755ZeKl5eX4//QFVdcoQwdOtRR9thjj9XLeRaEfxMiYAVBaFA4C9hTp04pBoNB6du3r6PeYrEozZo1U8LCwpSysrIqBeypU6eUoKAgBVD++9//aurWrFmj+Pn5KYCycuVKTZ39oc7+kGO1Wh1169atU/R6vaLX65Vjx45p+j344IMKoHTo0EE5fvy4o7y4uFi54oorFEDp37+/po/9Ydr+YHfixAlH3bFjx5Tw8HAFULp06aJMmjRJIy6XL1+uAEpgYKBSVFTk9hgqi6HU1FRl9erVmmNSFEXJyclxPPQ9//zzSmXqImA3b96s7N6926X84MGDSmxsrAIoGzdu1NTZH+wBpV27dprzmJ+f7xAMV155Zb3369Gjh4vAVZS6XdeSkhKlW7duCqA899xziqIoSlFRkeNh/IUXXnDZT00C1j6pYrFYHHVvvvmmAijNmzdXQkNDlf/7v/9z1FmtVmXy5MkKoNxwww0u+1uyZImL8LPZbMrbb7+tAErHjh014tt5LJUf/p2p6l658sorFUAZMmSIZr/Z2dnKwIEDFUCZMmWKpo/z9enTp4+SlpbmqMvNzVV69eqlAMrTTz9d5XgqU1nA/t///Z8CKLNnz3a02bdvnwIo48aNUxRFqVLALl682DG+qKgo5eabb1bef/99Zdu2bZrrVJn6FrAWi0WJiYlRAGXnzp0u9Xv27FEAJTo6WjGbzYqiKEpycrJjAsDdfb99+3bN+a4rxcXFjrE99NBDmntq7dq1jt/hygLWZrMpAwYMcEwYFhcXa7Y5bdo0x8SOM6+88orj3B45csRRXlpaqkyZMkXz2+6M8/dsxowZSllZmcux2L9PkyZN0ghni8WizJ492+3/oZ07dypeXl5KQECA8sMPP2jqdu/e7fgt/PXXX6s9j4IgaBEBKwhCg8JZwCqKoowbN05jIfnhhx80VtCqBOyTTz6pAMqgQYPc7mfOnDkKoIwePVpTbhcSCQkJLg/wiqIoY8aMUQDl448/dpQVFxcrAQEBCqD8/PPPLn0yMjIc9evXr3eUOwvYn376yaXfrFmzHCI1IyPDpd4uktatW+f2GCqLoeo4ePCgQyhUpi4Ctjr+97//KYDywAMPaMqdBYuzpcjOoUOHFIPB4DKBUB/9KltEFaXu11VRFOXAgQNKQECAw9pqt/yMGTPG7X1Vk4CNj493eai2WCyOSY6pU6e6bHPbtm0KoLRs2dKlrjrsgrLyBERdBWxycrKi0+kUvV6v7N+/36XPnj173E4M2a+PTqdTdu3a5dLv66+/VgBlxIgRHh9bZQFbWlqqhIWFKc2aNXOITrsYWbRokaIoVQtYRVHv5dDQUMd9ZH8FBgYq1113ndvjdb7vqnvNmjXL4+Oye6Xce++9LnX2SZj777/fUbZ582YFUC677DKP91EXPvnkEwVUTwx3ov6+++5zK2Dtv/P9+/d3mXBTFEUpLCxUIiMjFaPRqBGTLVu2VADl008/demTkZGh+Pv7Vytgw8PDlfz8fJe+9kmAFi1aaMS0HavV6vAwcL5Xr7rqKgVcvYjs2P9/XX755W7rBUFwj6yBFQShQVM5mJP9b3Vr0wDWrVsHwPTp093W33DDDQCsX78eq9XqUj927Fi3uQk7dOgAwMmTJx1lf/75J4WFhTRr1owLLrjApU9ERASXXnopoK7rq4zJZGLUqFEu5W3atAHUiMzuUmq0bdvWZSw1oSgK69ev59lnn+WOO+7g+uuvZ8aMGTz99NMAHDx40ONt1URpaSnLli3j0Ucf5dZbb2XGjBnMmDHDsW6zqn2FhIRwySWXuJS3adOG/v37Y7PZ+O233+qtX1RUFAMHDnQpP5Pr2q5dO9555x0sFgtjx47lo48+IiYmhk8++aROOS9HjBiBl5eXpsxgMDhyhbqL1F3T/XH8+HHeeecd7r33Xm688UbH9Tl9+jRQf/fC77//jqIo9O/fn/bt27vUd+rUiX79+lV5feLi4ujatatLubvvYm3x9vZm6tSpnDx5kp9//hmr1cpnn31GeHi449pWx80338yxY8f44osvuPnmm+nZsydGo5GCggI++eQTevbsyQ8//OC2r7+/P9OnT6/yVVXwKHfYfw8///xzLBaLo9x+PM5tQD13gYGBrFixgmeffZaUlBSP91Ub7L/DU6ZMcZsOraogfPZzdsUVV6DXuz6q+vv706dPHywWi2Odd2pqKkePHsVgMDB58mSXPhEREW6/x86MHj2awMBAl3J7zIRLLrkEX19fl3q9Xs+QIUMA2LBhA6DmEV65cqXL2mNnhg0bpukjCIJnSBodQRAaNOPHjyc8PJxPP/2UBx98kGXLltG1a1d69+5dbb8TJ04A0LJlS7f18fHx6PV6SktLycrKcgnEEhcX57ZfUFAQoIozT/cF0KpVK01bZ6Kjo90+3AUEBADQvHlzt9u01zuPpTrS0tK4/PLL+eOPP6psk5+f79G2amLDhg1cddVVHD9+vNb7souyquoSExPdbreu/Vq0aOG2z5le16uvvpply5bxf//3fwB88cUXdc7tWdM94K7eXldWVuZSN3/+fJ599lmN2KlMfd0Lnp7HDRs2uD2Ptfku1oXrr7+ehQsX8uGHH6IoCidPnuSuu+5ymTCoioCAAKZOncrUqVMBNYLxkiVLePjhhzl16hTTp08nJSUFPz8/Tb/6TKPTvn17BgwYwIYNG/jxxx8d4nvVqlWcOnWK3r1706VLF0f7wMBAPvjgA2644QYeeeQRHnnkEWJiYhgwYADjxo1jypQp+Pj4nPG47N+36n6H3XHkyBEAHnzwQR588MFq92EPnmS/d5o2bVplFOyqvus11dvHs3DhQhYuXOjReLKyshzfoZoCfdVnwCxB+DcgAlYQhAaNl5cXV199NW+88QbXX389ZWVlXH/99R73r4u1C3A763++9lWXsbjjpptu4o8//mDQoEE8/vjjdO/enZCQEEwmE+Xl5Xh7e9fLfoqLi5k4cSJpaWnceOON3H777bRp04bAwED0ej0///wzF110EYqi1Mv+zhR3FhVn6npdT548yZo1axyfN2/ezNChQ+u0rfq8RxYvXsyTTz5JYGAgL7/8MiNHjqRp06aO83D11Vfz5Zdf1vv1OZffxdrQu3dvunbtynfffeeIeF6b35jKBAcHM2PGDLp3706vXr3IzMwkMTGxRuvfmTJjxgw2bNjARx995BCwH3/8saOuMpMmTWL06NEsW7aM3377jcTERBYtWsSiRYt4/PHH+f3334mNjT2rY64Ku1fMsGHDqp2YAlfRWd19VtO9VNVvgX08lScC3NG5c2dNH4PBwLRp06rtIwhC7RABKwhCg2fGjBm88cYbLF++HKPRyDXXXFNjn5iYGPbv38+RI0fcuucmJydjs9nw8fEhLCzsjMYXExMDwNGjR6tsY5/Bt7c91xQVFfHDDz9gMBhYvnw5ISEhmvqkpKR629dvv/1GWloavXv3dpsqo6Z9uUvBUrnO3Xmsa7+qOJPrarVaufrqq8nIyGDy5Ml8//33PPzwwwwZMoR+/fp5PIazwTfffAPAs88+y0033eRSX5/3AlScG/u5csf5/n7MmDGD+++/n1WrVtGtWzd69ux5xtvs2bMnERERZGZmnhML2+TJk7nnnntYvnw5WVlZGI1Gli5d6pgEdEdISIjDZRng8OHD3HzzzaxZs4Y5c+ZUmfLKU+zXs6rvZlXlduF85ZVXMnPmTI/21axZM0CdODKbzW6tsNX9RlSHfTwjRozgpZde8qhPREQEvr6+lJSUsGDBAodHhCAIZ46sgRUEocHTq1cvBg0aRHh4OFdeeaVHeRfta4s++eQTt/UffvghAIMHD8ZoPLO5vN69exMQEMCJEydYvXq1S31WVhbff/89AMOHDz+jfdWVvLw8bDYbgYGBLuIV1LVz9YU9v2lV1puaHopzc3Pdrhs8fPgwGzduRKfTubVk1rVfVZzJdX3iiSdYt24dCQkJfPrppyxYsACz2cyUKVNc8hqfa6q7Pvv27WP79u1u+9ldaqtzO3bHkCFD0Ol0bNy40e262n379rFp0yb0en2dLdRnyrRp04iMjCQ8PJxbbrnFoz41Wajz8vIcLqRVuYDXJ8HBwUycOJHy8nK+/PJLvv76a0pLS7n00ks9nqRr3bo1jzzyCAA7d+484zHZf4e/+uort7EGqvrdGTNmDFAx2eIJcXFxtGjRAqvV6rZfdnY2q1at8nh77sazdOlSj+9/o9HI6NGjATT5mgVBOHNEwAqC0ChYv349mZmZHlsEbr75ZgIDA1m/fj2vv/66pu63337jjTfeAOD+++8/47H5+vpy2223ATBr1ixOnTrlqCstLeX222+nsLCQ/v37M2jQoDPeX12IiooiNDSU3Nxcl3O4cuVKXn755Xrblz24zq+//sr+/fsd5TabjSeffJLExMQat3H//fdrzmNhYSF33HEHVquViRMnVrkusq793FHX6/rrr7/yzDPPEBwczNdff43JZOL6669n2rRpJCcnOwKInS/s1+fdd9+lvLzcUZ6ens706dOrfEC3W9P27dtXq/21aNGCK664ApvNxq233kpeXp6jLjc3l1tvvRWbzcZVV1113lxWIyMjSUtLIzMz02OL3yWXXMJ//vMf0tLSXOrS0tKYMWMG5eXlxMXFMWDAgPoeslucg95V5z68fft2vv76a0pKSlzq7JMylV1zH3roITp06MBDDz3k8XgmTZpE06ZNSUpK4vHHH9eI/vXr1/PWW2+57TdhwgR69+7NunXruO222xyTLs6cPn2ad999V1N21113AfDII49oAlOVl5dz9913U1hY6PHYnenVqxcTJkwgKSmpyrX9OTk5jsBtdubNm4fJZGLWrFl89dVXLpMeiqKwefNmfv755zqNSxD+rYgLsSAI/0iio6P59NNPmTx5MrNmzeK9996jS5cunDx5kt9//x2bzcajjz7qNnprXXjqqafYunUra9eupW3btowcORJfX19+//13Tp06RVxcXL1aOWuLwWDgkUce4YEHHuCaa65hwYIFxMfHc/jwYTZv3szDDz/Ms88+Wy/76tWrF5dccgnLly+nR48ejBgxguDgYLZs2cKxY8eYPXs2L774YpX9BwwYgNVqpV27dowcORIvLy/WrVtHRkYGrVu3rjKISl37VUdtr2taWhrXXHMNNpuN9957TxO85q233mLLli0sWbKE119/nbvvvrvW46kP7rnnHj755BNWrFhBmzZt6NevHyUlJaxbt47Y2FgmTJjA0qVLXfpddNFF+Pn58e233zJ06FBat26NwWBg/PjxjB8/vtp9vvXWW+zfv5+1a9fSqlUrh8V6zZo15OTk0L179zpdn/PJiRMnePDBB5kzZw6dOnWiXbt2mEwmTp48yebNmykrKyM0NJQvv/zSrTtrZmZmjdHU33zzTZfgT9UxatQoYmNj+fPPPwH1d9Ddb1xKSgpTpkzBz8+PXr16ERsbS3l5Odu3b+fIkSMEBgby5JNPavqcOnWKAwcOaCZyasLPz4/PPvuMcePG8fTTT7No0SJ69uzJqVOn+O2335g1axavvPKKSz+9Xs/SpUsZO3Ys77zzDl988QXdu3cnNjaW0tJSDh48yN69e4mMjOTmm2929Js1axY///wzP//8Mx07dmTkyJH4+/vzxx9/UFJSwnXXXccnn3zicYAuZz7++GPGjx/PkiVL+PHHH+nevTvx8fFYLBaOHDnCrl27sFqtTJ8+3eHV06dPHz755BNuuOEGpk6dyty5c+nUqRNhYWFkZGSwY8cO0tPTmTNnDhdeeGGtxyQI/1bEAisIwj+Wyy67jK1btzJt2jSysrJYtGgRf/31FxdeeCErVqzgqaeeqrd9+fj48PPPP/P666/TqVMn1qxZw7JlywgKCmL27Nls27bNEbH2fHH//fezaNEi+vfvz549e1i+fDkGg4HPPvuMZ555pl73tXjxYp5//nnatGnD2rVrWb16NZ07d2b9+vUOd7yq8PLy4tdff+XWW29l165dfPfdd3h5eTFz5kw2btxIdHR0vfarjtpcV5vNxrXXXsvp06e5/fbbXVJnBAQE8PXXX+Pj48ODDz7oEBnnmlatWrF9+3amTJmCoih8//337Nu3j1tuuYUNGzYQHBzstl90dDTLly9n+PDh7Nq1i48//pj333+fbdu21bjPiIgINmzYwFNPPUVMTAw//vgjP/74I7GxsTzzzDMkJiae8Vr0c83ixYtZuHAhEyZMwGazsWbNGhYvXszu3bvp0aMH8+bNY//+/W5TNIG6Lv3jjz+u9uVsIfcEvV7Pdddd5/h8zTXXuF0i0b9/f5577jmGDh3K8ePHWbp0Kb/88gt+fn7cf//9/PXXX/Tp06d2J6QKRo4cycaNGxk/fjynT59m6dKl5OTksHDhwmo9P5o3b87mzZtZsGABPXv2ZM+ePSxatIgNGzbg4+PD/fffz7fffqvpYzQa+f7773n22WeJi4tj1apVrF27lqFDh7J161bHREJdooEHBQWxevVqPvnkE4YOHcrhw4dZvHgxv/32m8O74KeffnKJ3jxlyhT++usv7r77bvz8/Fi3bh1LliwhKSmJHj168Nprr523ySxBaKzolIYSBlIQBEH4V7N27VpGjBjBsGHD3ObLre9+giD8e7BYLHTp0oUDBw6wdevWGlOxCYLQcBELrCAIgiAIgvCPYMeOHZjNZk1ZUVERd999NwcOHPAoj7ggCA0bWQMrCIIgCIIg/CO488472bNnD927d6dp06ZkZGSwc+dOMjMzCQkJcUSgFwSh8SIWWEEQBEEQBOEfwS233EK/fv1ISkpi6dKlJCYmEhoayh133MH27dvF+ioI/wBkDawgCIIgCIIgCILQKBALrCAIgiAIgiAIgtAoEAErCIIgCIIgCIIgNApEwAqCIAiCIAiCIAiNAhGwgiAIgiAIgiAIQqNA0ug0IHJzc1m3bh2xsbF4e3uf7+EIgiAIgiAIgiCcNcrKykhNTWXYsGGEhIR41EcEbANi3bp1TJgw4XwPQxAEQRAEQRAE4ZyxdOlSLrvsMo/aioBtQMTGxgLqBWzTpk2t+prNZvLy8ggODsZkMp2N4QmCA7nfhHOJ3G/CuUTuN+FcIvebcC5piPdbUlISEyZMcOggTxAB24Cwuw23adOGzp0716qv2WwmKyuL8PDwBnNDCv9c5H4TziVyvwnnErnfhHOJ3G/CuaQh32+1WT4pQZwEQRAEQRAEQRCERoEIWEEQBEEQBEEQBKFRIAJWEARBEARBEARBaBSIgBUEQRAEQRAEQRAaBSJgBUEQBEEQBEEQhEaBCFhBEARBEARBEAShUSACVhAEQRAEQRAEQWgUiIAVBEEQBEEQBEEQGgUiYAVBEARBEARBEIRGgQhYQRAEQRAEQRAEoVEgAlYQBEEQBEEQBEFoFIiAFQRBEARBEARBEBoFImAFQRAEQRAEQRCERoEIWEEQBEEQBEEQBKFRIAJWEARBEARBEARBaBSIgBUEQRAEQRAEQRAaBSJgBUEQBEEQBEEQhEaBCFhBEARBEARBEAShUWA83wMQBI/ZuBFuvNGzth98AP361V//M923IAiCIAiCIAhnjAhYoeFQk0g8eRJycz3b1nvvuYrI996DvXvr1v9M+nqCCGRBEARBEARBqBERsMK5pTqhVhuBWhMzZ7ove//9uvU/k76ecLYF8png5poZFYVwqxWjwQA6XUWFiGtBEARBEAThLCICVqhf6tOKWlcmToQePVzLe/aECRNg6dLa9z+Tvp5wtgXymeBGXOsAU1VtRcAKgiAIgiAIZwkRsEL9UhtL4tniwQdh+XIoK4NevaBly4q68eNrFqH9+2s/nzgBn38O8fE173vevIr3u3aByQRNmkBERPX9zrZAPhMasrgW12tBEARBEIR/FSJghfqlNmKnrowYAWvWuK+bOBFiYmDgQPXzu+/CTTdV1B8/XvP2d+zQfk5Ohjlz1PcDB8Iff1S9b2dx2bevKqJnz4YXXqgo/7//g2nTwNsbtm6F9u3V8nnzahawTZqoffr0qSg7cgSOHgV/f0hIAIOhos5mA/0ZBhtvyOK6kbleV4mIa0EQBEEQBI8QASvUDk8eygMDoaDg7Ox/4kR47DHVsuqOefNUYWinvFxb71znDoMBjJW+FjZbxftrr61awDpbXxVFFa8APj7adqWlYDarL5OTI27PnqqlNjOz6vH973+qSHUWsF9+CY8+qr4vK9MK2A4dICVFFczOEwt79sC994KfHzzxBHTvXlG3ciXs3w/h4erx2o+tJgHrfPznioZsHW7I4loQBEEQBKGRInlghdphfyiv7uWJeB0xom518+ZVWAQrY7cAhofDli2wcydMmaJtc889qoCsqr/FAp98oi0fNAiKiiA/X7Xmuut7wQVa66OiwLffquLyiiu0bTt3hrlzVQEZGqqtGzPG3VGr2IWwn5+2vLhY/Ws0gpeXtq6oyFXEA5w+DatWwbJlkJenrfviC3Vsjz1WUdazJ1x2WdVjS0iAiy+G1q0hNVVb98wz6nl79VVteWGh6pq9ZIlrn8JCda10ebl6LquiqnuhMufL9fpstBUEQRAEQfgXIwJWqB319aD9yCNV1738cvUCFdxb++xlRqNqoezWDcLCtG28vFQrbHX9K6PXq6IxMFDdtrt2L77o2mfiRFVAd+umrevdG557Tj3OygL2k0+qPvaSErBaYfJkbd2tt8LatbBihWu/e+9V3Z8rC2M/P3Wtb9eurufILoj9/bXls2e7bt/O6NGQlqa6M5sqhXf6/nvVSvrDD9rykydVy/Dll8Nvv2nrnntOPTe+vq77uvhidVLhv/9VP3ti+Z06FdatU9clO6Mo6qTF2aAhi+uGzMaN6iSP08vYvTvhw4Zh7N5dW7dp0/kerSAIgiAI5xhxIRZqh6frIcPDISvLfV1srCpO3G3H/jDvzmXVWahUHkdtRcCZ9D/TfddEdcfubj1rXJz6cscDD7gvHzAANmxwX/fFF6qINZu15QkJqptrZdEwcaJqgc7MVC2+QUHa+ogIaNYMoqK05UVFFe8ri2VnEe2cpgdg82bIyalwI6/pnpw4UV13vGgRdOyodestKVH3YTKp65Tvvbei7ttv4Y03VLH/+ecQElJR9/bbkJ2tbm/ixIrywkL480+1T9u2Ddf1uiEjUa8FQRAEQagGEbBC7fHkoTwrSxUy+fna8rFjKyyF1Qk1T0Sic/+6iIAz6X+m+66Osy2Qa8LLy9UVGVSR99ZbruuP581Tx1eV6/fy5e7LO3WCAwdUsVo5wvPll1ctykeNUgVsx47aMVR1T86bV2Hxr8r92mx2XfucnKxatsF14uDNN+Gvv9Tr5Cxgk5Jg+HD1/bffqnU1iesePdQJALNZta7ffntF/a5d8OGHqvv43XdD06YVdWvXQno6REZW7BNUK/3Ro2qfsDDXY27oNOR1zQ0ZCRomCIIg/EsQASvUnposXh07qqlnLrgAFi/W1j3zTNXbqSzUahKJPXuq6yehbgLvTPqf6b5r4mwK5DOh0jWzXXYZ+roev7c3tGvnvm7IEPXljm++qXFcDuz31Isvwv33uwbU8vaGJ59UhaxzYCyA6Gh1DMXFrq7M9gBdVQli57qaxDXA77+r26wsKvbtq1g7fO21WgH70kuqW3afPuqabzvZ2ar1F1QL8p13VtS98YZ6vL6+6radLd+33KKujR42TD1Xdk6cUKN5+/jAlVeq65zt/PWX6goeGFgR+dtORoZ6fv38XCcHqqMhR71uyEjQsLrhRvgbFYVwqxWjwaD1ABHhLwiC0CAQASto8XQWv6Sk6rr//U+10vn5qQ+ZdbWieiISPVljWB1n0v9M910dZ1sgnwlO18z6yCMNZyF9dRZ9+5rJygQGaoNVOXP11erLHfv3qwGmrFZteadOsHq1KmRrcnG2fx8URbVel5RAmzbaNoqijrG01H00a6i6HFyFd15eRZTrylb2NWtUC3JgoLY8JUWNVA3qMTkL2AUL1O97dDScOqXt17y5eo7mzIHnn68o/+47uO8+ddzff6/N0/zss6qwjomhRuzXNilJXXvt5QVDh2qt5SdOqAIkIMDVtf2fhliu64a4rNcNsfgLgnAeEQEraKnNLL7R6BoAZ+JEGDy44vOZWlHPpkhs6DTUY+/ZE8s331BQUEBAQxLX59L1Wqdzn5IpJARGjnQtr05c63Tw44/u9zNlimskbTsff6wK0spBs0JD4dNPVSHr/F0EVYDefrtaV9kq2qmTKvQqu3Pbrc3gKpbtE1mVy222iujXleuys+HwYffHtGqV6ho9ZIhnrtegrtmeP199X/n3aMgQ1Z162jT1nNhZv14NBublpUbidrb2P/WUatmOiVHXTTtz/fXq+b70UvVlZ/duNf2UlxdMnw7BwRV1Gzao1ykyUut+bzar0be9vVVXb3cBy2qDWK7rhgj/uiEW/7ohFn9BqBdEwApaavPPfN48V1F6PqyowjlHuewyyrKyCDjfA6lMI3G9rhcR0by5+qpMQIAq2Nwxdqz6cseyZe7LR4xQLc1lZa5i+fHH4bbbXNcIK4pqnS0pUQOGORMfD9dco9Y5Cz1QLbktW6rH9eCDNbteQ4VQNhi0OZCd6ypbm0tL1SBizoHE7Bw8qD5kOluGQT0HH32kvm/eXCtgN29Wxwtquinn45ozR3URHz5ctXLbOX68wpr94YcwY0ZF3ZNPqkHFvLxUwe/8UDtunGpFHz9eG8197173KbMqUzlf9eefq9e1WzftunLnqOLdumnPYWamOknh6+tqsW9siPCvGyL864ZY/OuGWPyFSoiAFbTU5p/5Y4+pEVftD75V/YMXgSqcKxqJ63WDEteeoNe7txC2aqW+KmMwVP3QOny4NuiUM19+qf3s7rdo/Hjttb31VlWUV46aDfCf/6jWz8prrWNjVTfm8nLXSYAuXeDCC12jZpvNqvguK9NGpAatcKxsma9KRDv3qVxXUlIRCbxyFO7t21V37crpuY4fd01VVRl/f+25s1jUtdWgWp4ffbSi7rvv1HXRoFqKnc/TZZfBH3+oAdV++aWiPClJPX9eXuq6aeeUX6++qpb5+sLWrdpxXXedep0uugjuuKOifP9+WLhQFdF33aWdVFixAg4dUqOcO0/Y2GzqPWMyqYLc2S0/M1N1KzeZ1HXi9gkZiRZee0T41w0R/nVDLP514x9s8RcBK7hSm3/m8+dXCFj5By80BBrqhElDFtcNFXe/Rfb1uHZiY9WXO6pyv27fviKPcGXmzFFflfHxUd2R3XHTTaqIKi93Fbcffgi5uapl3JmoKNWiW14Offtq64YMqTo/8ahRaoCsLl205SaTKvAKC9V6d0RGaj9XJ6KdJwQqW97tdZXLy8tVge/sdm7n1Cn1AdSd6/1PP6kRtZ2DlIF6vhcsUN9fdZVWwH76KXz9tTo54Sxgy8vhiivU988+Cw89VFG3aFFFlO8TJ9T0XqB+N0ND1ejm7jAa1fP+7rtqhHQ7L7+sihE/P20gNVADnuXnwyWXqOLbzq5daj+jER5+WDsB9OWXsGePem8497Fa1dRdRqP6gOn8+3HkiLpNo1HNx+3ssr9nj+ptEBKiXbtuNqvn22hU65yviaK4TppUhQj/2iPCv26I8K8b/2CLvwhYwRVP8mraf1jloVwQPKehiuuGSn1GvT6bGI2uAtWOs1uuMyEh6npZd1Tn6u28lteZESNUMQPa4Hl2LrtMXS/sjK+v6jJtNkOTJtq6Sy5RxZXZ7CrK585VBWnliYOwMJg9WxWR7dtr67p0UYVlZTdvUK3JmZmuqbP0elVYms2uwrcqEe2J8AZXwR4dXbWAtVhUV+7KQdvsotxdqqq1a9VjqhyYLTVVXb8OqveAs4D99tuKfNXOArasrCKa+AsvaP/XrlxZ8cCelqYVsNdfrwrrMWO01vlDhyqC2n39tTo5YGfOHNVzISDANQ1et27qOZo+HZ5+2rNnhZUrVRHbooUaBd35mG67Tf3uTJqkWt/tbNigegAYDOq95vzd+vxzdYKmVSvVG8NObq6ass1gUNf+O9+bBw7AsWPqNR82TDvGv/5SRXuTJtoJlNJS9Zobjeo96HwvWSzqvekuL7sniPCvPSL868Y/WPiLgBXc40nqDzvyUC4IwtmioUa9bsi4+/1+/HFXoaXXV6RcqkxcXNW5mJ2tkM5ER6sCyx3XXlvhrlyZVavcl190kSoi3PHZZ6rIUBRtuZ8f7NihitXK0azHjVPLzGbXqNSPPALPPadaLZ0ZM0YV4xaLqxjt2lUVX5WFMqjprXJzXddSe3urYs5icQ1wptOpAqxygDVna3xd6mrbR1FczyuoVuvsbNXd205NzwpPPaVGG6/sMVBeXrGmvEMHrYDdurUicvk992gF7Msvw7Zt6rV0FrCpqRX31zffaAXsu++qHhd+fq7r3keMUPPWz5xZYe0H1TXevs5982ZISKiomzxZnWzo0kUVwHaKilRXe6NR9RRxdof/7DM1jaDBoK6J98RIkJICs2apfR58EPr3r2jz9dfw88/qMTlPDIDqGVdaCoMGac/RoUPqBInBoLrtR0dX1P38s5r7PCJC+/22WNRx6vXqBIbzd+D4cXWber2aRs35e3DggDpJERys3u92ysvViRaDQZ3wcv4OlJWpk0QGg3tPDRH+tWffC9AtFHZVMTlnp3so7H0eenx1bsZVD4iAFdxTU+oPQRCEc0FDjXrdkDmXEbnPF76+7tdlGwzQvbv7PlWt2QY1sFinTtpI0aC6IVd17q67Tn25o6rI4qNHq0LBHf/3f+rfyuIxIEC1OprNrpb+q69W00dZLK6i/PXXVYtpZet6TIya/spicT22Cy9U9+Eud/O110JBgVZI9eyp7v+337Rt7fdcy5ZqG2cXZvsxxsaqgqVyIDCdTrWWWiyuFnu7Fbyqcnd1VQl557rqtle5n72usgXWYlEnLcDVjT4rS13TDeqxe2IkyM2tWKJ1zTXaNhs3qmsWAwNdBezrr6t977pLK2D37lXd1kG9D50F7Ntvq950XbtqBWxxseoOD6pl3jlH+LffqgIbVG+D8PCKuqlT1fX6l16qWtPt7N9f8f1cvFi7r4cegldeUY+psvU/OlqdOGnTRl1r745Ro7T38113qWntOnRQx2qnqEhtq9fD3Xdrl5osXQrvvKPWffWV9t6cM0edVEhI0J6H48fViRq9XvWqcB7D99+rUe99fdVJRGdeflkV9H36qNfDztGjqseEwaB6rTh/f9etUyeSwsLUSPp2zGZ1KYZer3pw/D1xdlfJfsJG+PFEDQL23vGBWEr280a1rRoWImCFqqku9YcgCMI5osFGvW7INOagYeeLhuKyXnkNql6vWsbcERFRdV3lNFp2wsPh5pvd1118sfbB2JlXX626vLLwt99z//mP+z5BQapbrzvuvLPCZboyiYnqw3pl8dixo2oNtFhcLe+zZqmWcndrez//XLVWVhbY3buros5qdXWVv/pq9XgrTwzYg41Zra6TKG3bqq7aFotqXfTESODtrVo9rVZXN/7gYPU43S1d8PFR+1Z2k7fZKt5XJdgrn9fqJgY8qavL9ty5ZpeUqNcpIaFqAVv5nk5NVfOKu1tKsGmT+t7ZfR7UyaWVK13HCqpA3LlTHYezgM3MVCeEQPUkcP7NWL0aXntNvV6VBeyTT6qifNYsrYDdubPi/u/XT3ufvfKKOqnRrZv2e1pUVOEx8PLLcO+9ABxRrMRkVDqOSvzSO4hfWgcRZ66+XUNDBKxQNf+GWXxBEIR/IhKfoG6Iy3rtOZfPCv7+7su9vV1dvO20bOnqym1n3Dj35fHxqjXNHZVFjx0/P9X66Q5369prMhJ06KCKGXc8/rirILJz6pT78ssuU4Wg1erqvv7hh2pdZVEZGKi6SVutrkHWrrxSvfY2m6uQfuUV1fpfuU9srOrS7U7kjx+vBlarLLyBH0YGUVbqxd6IPxjVM4j+27UW2rRwE4+kzifzg2eINQbwxnV/qC7UJpPWhRnUY7zoInXclZdJREWpQfVsNlfLe3y8eo4qT5AYDKqF2N15NRjUssrlUDGhUFmwVzfRYK+rqrxSnaIoGGxUy9vjmzjaNiZ0SmMb8T+YPXv20KVLF3bv3k1ne4AFDzGbzWRlZREeHo7J3XqcurJ9e8XM6vbt8iAkAGfxfhMEN8j9JpxLLIsWqS7r06bJ/eYp8qzgETd9vIWUrGLH5/kfPsrg3esB+L3LEJ68/ilHXYtwP96bnuCyjX8jEz7oxmGDKlc6pJTwzfzDmvpJT7TmQAt1SUFrq46lN+w652OsNeXlqvDU67WivaxMtczabKq3hPNv0MmTqhu/l5d2UsZiUdf+20V5ZCSYixn3SX/M+WbiT5dz+9I0eiaVaIbwS+8g7r1LFfGx5Qo/3Lz7LB5w1dRF/4gFVqgemcUXBEEQ/kWIy3odkGcFj0jJKuZQeqHj83N9rmTF3wL2uT5XauqECsw2Bf42LO5v4cvqXoGM2lYAqCLMLl4dbRsDzqI14wCUF4G5GMqLUcoLMZcXYj5agJ/VjM5cAt0nQ7NWHMg+QLm1kPLlMynP2I/ZWoLZUka5tYxySxnlieUMKSwg2mpFHxPDqQgvTkV4kRNocBH+dutrY0QErFAzEmVYEARBEITqkGeFGon0ux9j61LHZ1treNJXXWOr9HwH56RbYVYfYOu5HWADRXUWrVjD/PZlkQ4BW1mE1cax1N5W57Q+OrMkk8LyQsrNxZjL8igvK6C8vBCzuZDy8iLKzYXEGwPpYAoF7wDoMI4d6TvYcHID5uIMylM2UG4rp9xajtlmxmyzUK5YiLVYuT+/BMwl8OBh9hckM/u32Wq73GOYdVCu01Gu02F2Gs+2o8fUvK0xvSCsFVNWTMFi+zv4mP7vl4m/z48P4MPb5aVEl1iBinNRk/BvbIiAFQRBEARBEISzTI6hlONe2mBS3/QLdttWV17qtvyfiqIolFhKKLGUYFNsNPGrEKa2SvG39rfwZdbfrq+VRZgeBQrTISCS61deT5G5iPLiTFWQKlbKFStmxUY5NspRWGgJZUi5FbpcAUPu49H1j5J4MrHasc7IzadDTi5EdYUO49iWvo03d77p2lCHw3Lc2VoGRRkA7Dx6kt1FmRzNO6pWGt3kx/6bcp0Ok6LwwvIdrNb5YAnRU9Pi/PIuk0i2xGBL/1xTXp3wb2yIgBUEQRAEQRCEBkZucTl6vQ6DTodB//dLp0OvdxNR+VygKGAtV98bvUkvTienNIeSwjSK85IpKS+iuLyQYksRJeZiis3FdPGNZKhfc/AKgG5XsfLoSj7f9znF5fmUFJyiWLFQolgpweawF3ZWTHxlDgVLGUz/DoubofzaO8hNKRixQEoidJ7I/uz9FJqrd8suzzoIxSWYm/Uht6AMi7Xm0G3lf1tIM3NyePyLbRwtP6WKVUWHj2LDqIBR0WFQdPgaDPgYjMT5h0PvsazYn8fcD/6k0FSKd2RXUAw0U3LRKQasigmr4kWHpk1IaNkULy9/jFdOZcGGTN5alQQUYiiaCujAZgDFgKIYQTHSISqUd67th5feixCfEPacKMb20xeacVcn/BsbImAFQRAEQRAEoZ7JKzbz26EM0vJLSS8oq7mDEwrQ48lVjk8+lOOFGW/MeOssPDmuLSPbBIGlHCylvLd2P+8di8ai98agB73OxoXKavz0Bej0peh0ZcSEGYiLMFFiKWG4PpjM7HzeLBrOIZ8uZBiXYtUV0ty8Fz9bJqU6hTKdov7V6yjRwZMZmQwrKWVT2Hi+j5vN5uKXOWWu3s15al4BQ7NzKPCL49vCvuzIS2JHxo5q+xSbi+GEul5z66ET1Faur9qZzLbU/QTTGV9DObHFh4g0p2NQ9BjQY8RIsI8PRr2JFlEx5Fr8+c9mHZ9t+AWDXwd0xmbEkEsnjlOueGG2eWNWfJh7SS/8fYMJ9W0Cgc2Y8Opmju86BXQFugF6CiqN5b3r+jC6U5Tj87dZWyjISgezH6Un1Py+R5zaG/U6xnVsxS39OzjKWjYpZ0jbCPy8DPh7xeDrZcDPy4CvlxG/v99HB/kQG1iR27dTU6Pb81aV8G9siIAVBEEQBEEQhBoos1hJzy8jvaCUtPwy0vLVv+n5paQVlBLkY+Ktab3VxopCWmYmj3y5nnzU9D8dW1ezcTfoTJkY/JIJN2Rys2kpxXodJTodJXo9K3fqWLJLR6jNxpOZ2dwEfFD6OtleNvxavo5Ob+FbdxvNVf+sOXacplYbxeXN2Whrhn/b39AbCsnyduwdKkmggr9TvhzPyOGzk8fwaWbB5N4D2oH5700UFhcz/7s9GALK8Aprg7cNRrAHb0WHl02H0WYgwsebUC9vwo3e0Loju06XcvuXu4ioxXkzY2TuriiyOAxMBCAZGzan4+kQHcjKm4Y6+uw7lc9nr/0OgLVY3VnK3y9nmrcbTXiA4wQREH6CVhabVlCa1Pd+3gb8vIzEhvlptnHnyDZMG9Di73ZGfL0M+Hsb8DOp772Mrhbgcd2aMq5bU5fy6vAxVe2W/E9ABKwgCIIgCILwr8VstZFR4CRIC0qJCvLhos5/W7QUhWWbDzJnyR5KqRAww/Xb6aU/RC8KCNUVEGkshjcVbMVZWEuyaWct5xHjcOZYbsEnZA+5tdAUOmDigFJWZSyiGHiNELftYswVDrZX9mxCssGHX4vcOd1qKQlsSpHZQGxoGH29wzisD8Fq0+OvmAmymjEpBkyKHh+dibigAPwM3sR2GU2m0oTft+oJ8/LCXDQEpaQ7wdYS4pRMLBYfLFZvzDZf3ps+lMjgcPQmHzD6cOV//wDAWtiBksIOlABLKo3prWt6MaZrhVBb+OlWMrLSiPD8tKGgI4tgTAYdvn+LRFVcVojMFpVEZdNgHx4a00Fj1fT1MmhEpp+XgRA/bY7alfcMpbb0jAutdZ+6YtGZwK0DdlVtGw8iYAVBEARBEASP2fHixYSUHveoba5Pc3rMXnmWR+Qei9VGVlE5XgY9of5/iw9FYenmg3y/J5tTBRbSC0rJLCxnkmEdcbo0QikkTFdAnH8ZrDNDSTYUZ3GZtZxNhhv5wjoKvW8KelMuIV6rsZkOs99gINNgIMtgIMugJ9vPxBOZJi4rLGdsGxMXXXUBL2/fxJKk2jnDXtixBasyKj7rAD+9F356L3wNXvgZvInyDoGRb4HBm3ubdqdIp/DOzuvxNfniZwNfkx++XoH4eQXh6+WHn9EPP5MfUUHxeBm8uAe4B4AfPR7Xq2Orr7fZFHQ6bXTfFbMvxWKzYbUpWBUFq03BZqPivaIQHeyj2c4DF7bn+kEteXK1x0MD4NAzYzAZal7LaifEz4tbh9XSPN4IyFY6YC1L96ytLvIsj6Z+EQErCIIgCIIgeMwbgcfJCjV71Dbccpz3z9ZAFIWth05wKNfmsJ5m5+XTO2MJhtIcvM25hFBAj3Arod6lUJwFxdlMsJbxv7Jn2avEg64cnamAAT4rCTalk2kwkGIw8KdBTyYGsgIMPF9iIw64pI033bt05f2jb3OqJBlVV7n3oc1sNRSiBhDYpAP4eRHhG4FOUVB0novYIc2HsPKKlfgaffEz+uFt8NaIQnf4A/f1uc/jfZwN3AWZCvarvYWvbVQgbQFqKWBrI17/yfTwuo+UrGJNmaIoWK1WDAaD5l5qEe5XuXuDRgSsIAiCIAiC4DGnjJDq5VVzQ6AcD/NyKgqKpYyccv3fYrSUgvRjBB39EVtRJpRkYyrNoVu4lSBbvkOM9rBamVT6Mfb1jUYsLPB5V7WG+hrINOjZZDGwAgP5Jj0PWtVgSj0jbESGB/On7nYAHgfAfWqRtB5XERfagYEtBkHzOFblRHGqJFndn85ImG8YEb4Rjle4Tzg9YgZBVG/HNu7ocQcr//wfqZ6dNgD8Tf74m/w97/APJdTqg+JhWqFQq0/Njf4lvDc9QfPZarVy9OhR0tPTiYyMpGXLlhgMjXOtrAhYQRAEQRAE4ayhKAqFKTsoObSO0rwMzAUZKMVZtPQrx1Ca/bcYzWKntRUTSuc5+vXSHeRb7/8AYAVy9HpOZRrYbTSAAgOtZRiBAEoo9s7Bv/n/oTMW0ksfV+VY7mx/Nb7+UTzT6RIIa0n/L/wpMhdp2ujQEeoTSrhvOBE+EXj1vA2adHfUz02YC0CEbwRB3kHodTVb/Ix6Y43WU80YatH2n0568X85lF59Ohw7bSMDzvJoGh9Wq5X169ezZcsWiooq7vWAgAD69OnD4MGDG52QFQErCIIgCIIgnDU6PLaSa5QVzDN9qilXgDy9DhtqNN0wvSpSDH6HMQX/SbIxiytN0WQaDGQb9NicRF1bvT/fRl1Avj6In7oOJ9+Yw1XL36jW3hvoFUje4Fn4+lekG7mv9314GbwI9wl3WFBDfUIx6qt+RG4T2qZO58Gk1/191J62FaB27q2NzRX2bGO1Wvn66685dOiQS11hYSFr167lxIkTTJ48uVGJWBGwgiAIgiD8K7lr9V2kFqRqyhQUrBYrBqMBnVMakdjAWN4Y9ca5HuL5xVIO2UcoMgaTUurPsexijmUXYcSKp4+QZTqwBSayxXiSx73CyDQYSDeYyDQYyDXqMOvgClM0j0f0Jz3Xn3nNOpFqzmTRsW2Ygf2497nN8vKGC58iCAgCAsu9GRU3SnXh9f1bjPpUvA/3Dcfb4O2ynavaX1Xn01NbYo0BYHG1JCpUTljzd1sBcHWFFTxn/fr1bsWrM4cOHSIxMZGhQ2sfVfl8IQK2Hpg9ezbLly8nNTWVkJAQLr/8cp577jn8/GQWSBAEQRAaKqkFqRzOO3y+h3HesRXnkJWym4xjO7HmHSLEkkpxzlHiso7ha7PwnPl6PrNegDFoO3pTLpHhngfJKdKDT/QykoFk3IuyzKj2MOop+gB9gD9OnuL3zCiNGHW2kNrLnAnyCuLVEa/W9RScE9647g+XMrPZTFZWFuHh4ZhMjSuVidCwsVqtbNmyxaO2W7ZsYdCgQY3GCisCth4wmUx8+eWXdO7cmdOnT3PFFVcwe/ZsFixYcL6HJgiCIAjCP5hiczEnC09SZCmi2FxMsaVY/fv3+yJzEWabmXt73UPmyaPsyoSDuWV8njqHEksxvtZ0zHorxTqdNkJuAHyer6dbGbTWnQTAK+wPDL6p5OG5gLU/DtvXlToHOrKL0TYhWpfcgc0G8suVv5zpqRGEfwU2m42ioiIKCwspKCigoKCAwsJCTp48qVnzWh2FhYWkpqYSHx9/dgdbT4iArQeeeeYZx/vmzZtzyy238Nprr53HEQmCIAiC0FCw2CyUWEooMhdRbCmmxKy+j/aPJi6oIuDQxlMbSTyRqBGfzoK0yFJEl/AuvDLiFUefnRk7uWXVLdXuX6fArJ/+Q0R5IV+V38vPtt4EdjwKOigzAlUI0uKukzA3HYT3qSjeiO3M5ymR7MlJBUUBD4MMBdpg2dQ1hHiHVLuuVBAELVarlaKiIo0oLSgowGQyMXjwYEe7U6dO8d57753x/kpKSs54G+eKRv9L8vzzz7N9+3a2bdvG4cOH0ev1WCyWKtt/++23vPjii/z11194eXkxZMgQnn32Wbp06VJvY1q9ejXdunWrt+0JgiAIgnB+KbYU81PyTxorp11gFpmLmNF5Bm1D2zraz/5tNptObaLIXETZ36lbKnNz15u5u9fdjs+7Mnbx0Z6Pqh1HpG8kABv2HGH14UJ25xyrcey+io1ScxF+QGvdKUCPUtgFPy9vWugLiNaV4+0XSUBQDBERLYgNi8Df5E/byJ6YfMO5+u/tjOi4AJPBxMQPenucDkav4OLuKwj/ZiwWi0OMenl5ERUV5ag7cOAAa9asoaCggOLiYrf9g4ODNQI2MDDQbTsvLy/Ky8s9Hpevr6/Hbc83jV7APvTQQ4SEhNCzZ08KCwvJyMiosu3777/PTTfdRJcuXXjhhRcoLS3ljTfeYODAgSQmJtK1a1dH22nTpvH5559Xua033niDO++806X83XffZdWqVR77nAuCIAiCcO6xKTaO5xV43P5U0SkeWPdAlfUXtrhQI2CLzcVkl2ZXu80Si9bi4Wv0xdvgjZfeF6POB53NG51Fh8lsIcYbYkxWWmQcg5faMqAonRfKnmSHrhlG/6tRbN48pv+K/roj+NkU/BQbfjYFn4Bo9BHtoM8YykJac4l/T25s05Nw/7G1TtUS4CWBhYTzj9VqJTU1lZKSEnx9fYmNjW0QazcVRdF8pw4fPszRo0ddXHudLZ2dO3dm0qRJjs9Wq5W0tLQa9+O8r4CAAMaMGUNgYCCBgYEEBAQQEBCATqfjlVde8ciNOCAggNjY2Noe8nmj0QvYpKQkWrduDcDw4cOrFLA5OTncd999NG/enMTERIKCggC46qqr6NSpE7NmzeLXX391tH/77bd59dVXq9xvQIDrj/gHH3zAww8/zM8//9xofMgFQRAE4d/CqcJTvLnzTZJykjicd5gyzsxlzqgz4mfyw9/k7yIGB8UMItIvEn+TP35GP/xM6stH74eP0ZcQn0Ca+jcFYMHPe1ixN4vUnCYUlj0BKCzxmk87XSr+OvfWW4D2xlMUhfagRXg8sWF+tC224UM63k07EhjXGe/oDuAT5GjvDXQ+oyNWselNQNXebq5tBeHMOZ/5THNzc8nNzXURo85/hw0bxoABAxx9jhw5wh9/uAbucqagQDuJFh4eTrt27Rwi1FmUBgYG4u/v73KMer2evn37ut1+QkICa9eurfH4EhISGsQkgKc0egFrF681sWzZMvLz87nvvvsc4hUgLi6OSZMm8fHHH5OamuqYfbDfOJ7y1ltvMX/+fFatWkWPHj1qdQyCIAiCIJw5eWV5HMo5RFJuEkm5SRSaC3l+yPOOeqPeyNKkpXXadoTFwLuXL1KFqFEVrSaDe3GWV2ymS8BYAsuL/k49U0xKVjHZWRn45x9kboKBhIBMyDgImQe5PTuZL0pfoRC7q62OQIpdxatXIDRpBxHtsIa14fkOY9BFOUvS+pCnNdM2fjA+ldIPVUVsYOOx6ggNl/rOZ6ooCmVlZS5i1P5+yJAhGtfepUuXkpKSUu02K4vRgIAA9Hq9Q3y6E6UhISGaPlFRUUydOrXG8XvK4MGDOXHiRLWpdNq2bcugQYPqbZ/ngkYvYD1l06ZNAAwcONClbuDAgXz88cds2bKlTubzV199leeee47Vq1dr3JAFQRAEQTg7ZJVk8dvx3ziUe4ikHFWwZpRovbD0Oj1PDHzCkf8zwjeC+KB4mvg1oU1IG1bu/oIco2dutL42C21C1Wi5FquNU3mlHMvOo0uzYIL9KoTsFW8m8uex3Ip+lPKB6T+00Z+giS4PvICd2m0bgIlxRRTE9CYuzI+4MD9Cjk7BrORjiuoAEapoJTDaETzpfNpK/nX5cIXzjqf5TNevX09CQoJGlHbt2lUjat98801ycnKqjZnTqVMnjYCtbNQyGAwuYjQuLk7Tpm/fvvTv37/Wrvr1icFgYPLkySQmJrJlyxYKCyvyEAcEBJCQkNCo0ufY+dcI2OPHjwNqlODK2MvsbWrLvffei8lk0rgNAJqbpDLp6eku7s5JSUmAmhPMbDbXagwWiwWr1Vrtl1EQ6gu534Rzidxv/17MVjPJBckczj1MiaWEiW0mOuqO5x9n3h/zquzrZ/SjdXBrMgoziPKreBD99pJvHe/X7/qCnFqM55p3N5KaU8zJ3FL0tnLidaf573BvOplOo8s6iC7zEJ9lHKYHb1KGGuWoBG86G1IIQrsOTdEbIawVSnhblPC23NN1mCpS7bR7WD0Hzp3kO/CPQ37faqY2+UzXrl3r4jIbGxur8b4sLy+v8nybTCYCAgKwWCyaZ/GEhAS6devmsKL6+Pi4FaaVn99tNptH4z7bDBgwgL59+5KSkkJGRgZNmjShRYsWGAwGbDbbeR1nbTUP/IsErD2Sl7e3t0udj4+Ppk1tURSl1n3efPNNnnjiCbd1eXl5ZGVl1Wp7FouFgoICFEXBaPzXXFbhPCH3m3Aukfvtn49VsXKq+BTJhckVr4Jkjhcfx6pYAQjxCmFo6FBHn2BrMDp0GHVGYgNiaRnQkviAeFoGqn8jfSLVB8wS1Vp7pijAwcNJPGd6jzbGk8Tq0jHoFNigbecLPNTLhlfTVjQP9qZZsDfGDWMpsVmwhLbCEtIKS2grrIGxUNkFuZb/+4XGj/y+VVBeXu6yrrSgoIDs7GyP85m648SJExqR1Lp1aywWC35+fi4vLy8vhzB1fhb39vZ2aIji4uI6a4bzjb+/PzabDX9/f3Jzc8/3cABV99SWf803xc/PD4CyMtdgCKWlpZo254I77riDK6+8UlOWlJTEhAkTCA4OJjw8vFbbs1gs6HQ6wsLC/vU/gMLZR+434Vwi99s/B0VRSC9JJ68sj3ahFdbGdcfXce/6e6vtm2/OR++vJ9Qn1FG25NIlNPNvVmN+UYvVxr7TBRzOKOJIRhFJGUUcySwizhe88CzNRKjZhG/TSEbnbHd/bIHNUCLaoYS35Zq+XSG0ZUXlFW8B/6KHLsFj/i2/b4qiUFxcTH5+Pnl5eRiNRtq0aeOoP3jwIIsWLaqXfXXr1o1WrVo5rKXBwcEaF9mLL764XvbTGGmI91twcHCt+zSMkZ8DnN2EO3bsqKmrzr34bBEZGUlkZKTbOpPJhMlU+6h9BoMBo9FYp76CUFvkfhPOJXK/NT5ySnNIyk3SBFVKykmiwFxA+9D2LBpf8bDaIaKDpm9T/6a0CWlDm9A2tA1pS5uQNrQMbomP0UfTrnVYRSBHRVHIKCgjKaOQY1nFTOn793q08mIsOSnMe+cXdiutKvapO8Y7Xqfw0nnmupmsjyV+3oXwyXDwDoSI9qrLb5N2EN4GnXcgdofCxrWaTDjf/NN+306dOkVSUhK5ubnk5eU5Xs5W0ObNm2uex8PCwly2o9frCQ4OxsvLq8bUMs707NlTsoFUQ0O73+oyjn+NgO3bty9vv/02GzZs4IILLtDUbdig+v8kJCScj6EJgiAIQqPFarNi0FdItnWp65j/x3yySqt2hz2SdwSzzYzp7xQrzQKaMX/AfNqEtKF1SGsCvQKr2Z9CSlYRhzOKSEov5HBGIdmnkgnN3k6oOZ0YXSbNdFlY/izHWHACirPwBRb6xDCs5CX0OogL86NHaAxex+uw7vC6ZbXv8w+noeblFOoPi8VCfn6+Q5Q6i9PWrVszePBgR9tjx45pUlO6o7L7alhYGKNGjSI4OJiQkBCCg4MdUXytVqsmn6nVauXYsWOO+y0uLs5xvzW2fKZC3fjXCNgJEyYwa9Ys3n33Xe655x7HYu5jx47xzTffMHz4cLnhBUEQhEbJXavvIrUWaU3qEkW23FrO0byjmqi/SblJtApuxZuj33S0C/YOdhGvAaYAh0W1TYhqVdVREQBFr9Mzqd0kTZ+iMgvJJ9LITzvKgIgSyEuFvOOUpCfzzW4Tb1nHO9qO12/iv14LwXkiv5LBprk+i59mDSG+iT/eRgNYzRQ95Yv/GeaC/TdzPvNy/hOwWq2kpKSQnp5OYWEhLVu2PG/nq6ysjLy8PPz8/DQRd9esWcO2bduqDUzq6+ur+WxPDePr66sRpPb39s/OeHt7a0SwMwaDgYSEBFavXs369evZvHmzy/2WkJDA4MGDG10+U6FuNHoB++mnnzryMqWkpKAoCk8//bSj/tFHHwUgNDSUl156idtuu41BgwZx6623UlZWxhtvvIFOp+PVV189H8MXBEEQhDMmtSCVw3mH6327W05v4cv9X5KUm8Sx/GOOgErOWGxaK2brkNZc2upSjViN9o92jdhpNaPkpJBVpuNQkT+HMwpJSi8k7uhXDMldRqQtg84610ApAcBQQ2eHgI0I8CIkuCX8rZktRn+UoBiMoXHoQppDcHMIao4huDntowJAr1cbGkxk6CPwt3km/AUt9Z2X89/E+RL+6enpZGVlaayn9vclJepEzoUXXqjJqmG1WqsUr/Y8phEREZry1q1bM3fuXLeBU+tKv379uOeee9ixY4dLXWFhIWvWrCEnJ4eHH3643vYpNFwavYB9//33Wbdunabssccec7y3C1iAW2+9lfDwcF566SVmz56Nl5cXQ4YM4ZlnnqFbt27nbMyCIAiCUK/k1SIN3N9tFUXhdNFp1aL69/rUuKA4but+m6NpTmkOq1JWuWzCoDMQFxSnCtTQttgUG3qdKgwDvQJ5dsizasPMJDixA2vOMQrTk7HmpBJmSVfHUHAKnWLjS8sE/mu5yrHtWwwZtDWlgLvUiTo9BDajRVALFl8wgNZNAgjx84LyIsgeAMHNMfoEO3Kl1oTJoAcPs0eYDHrPGv5L8DQvZ2JiIkOHDq223b+JsyH8FUWhoKBAI0hzc3Pp168fTZo0cbT74YcfHEafqqjs2hsbG0v37t01ltSQkBCCgoKqDAJkNBrrPUDQSy+95Fa8OrNjxw7+85//aJ79hX8mjV7AVs71VBOTJk1i0qRJNTcUBEEQhMaCtdzjyEHpShnTfphGUm4SRWZtaoquEV01ArZNaBtiAmJU91+noErx/k3xLspUhWjecfjtv5CXSmnXq0ny6sjhjEIOpxcycud99ChajwGoKs5kM12m472PSU9RcEd2KwOwBjXHKyyOoOh4omLbYAyNg4BoMBhpBjRz3oiXP0R38ewEOBET4gsZNbdztBWA2uXl3Lx5M3369MHLy6vBRD09n9RF+FutVvR6vcaLYfny5WRlZTksqe7yeMbHx2sErLPbrtFo1Ljz2oVpdHS0Zhvt27enffv2dTrW+sJsNrNw4UJ0Ol21qSt1Oh0LFy5kzpw5DSZAkXB2kF8SQRAEQWjkmG2KxwK2QAc7M3a6lEf4RhDhGwGKAkWZ4BtCq+BWrLxipdrg+3tg23coecfRFbqPCPr0Jj2fWSsCJYYYA+jx95NGuWLglBJO8/i2GEJiVdfe4Ob4ZoTzUasEWjcJICbEF71+DDCrFkd/BjinuvkbRVGwWK0YDQat27Obtv8WFEWhqKiInJwccnJyKC8v9zgvZ1FRES+99BIxMTHcdNNNjvITJ07w8ccfo9frq33dcsstGuH76aefoihKtX0GDBhAVFSUo8+2bdvIzs6utk+zZs002SgyMzNJT0/HYDBU2cfb21vjPmuxWCgqKqqyvaIoHgv/33//nYMHD5Kfn09BQQH33HOPRoAeOXKEnJycKvv7+Phoov4CDB48mH79+hEcHIyfn5+rW38DwmKxkJSUxO7du1m+fLlHUYgVReH06dPcd999XHTRRbRq1YpWrVrh4+NTY1+hcSECVhAEQRAaMYqiUI6Ce59bV3SKQs+wTrTxDqWN3pc2FmhTUkRowWnY/TskRoG1DOstv3HCuy1JGQUcTi/ior0biSvZV+VeLD7hGM0Va2R1Ovgl4BKOh4wlKLIlUTFxtI4MollcCAYnd9yxZ3DsZ8zVX7kUWcxmsrKyCA8P/1dacY4dO8apU6fIyckhNzfXIVqdxVBdLHJ6vdYF22q1uggsd1QWWcnJyW6tjc507dpVI2D37NnDkSNHqu0zePBgjYDdt29fjZF0mzdvzo033uj4fOrUKT744INq+3iKxWLhxIkTjs+5ubkaAdusWTP8/f011lPnv+7WnzpbYxsSZWVlrFy5kt27d7Nnzx727NnD/v37KS/3LEdzZRYsWMCCBQsAeOutt7jttgqvkpUrV5Kenk7r1q1p1aoV0dFu1ucLDR4RsIIgCILQyMgtzSXxZCJ/nPyDxBOJZJk8fwBrboaPt/0MVO2KB3DnW9/xo7mX47PB2IK2OgMnlQhOKuHkmJrwxLUXowuOhaBmWPXeBK05zOuRAbRpEkDLCH98vSR4T0OhshXV/urVqxdxcXGOdps2bWLv3r3Vbqu0tLRW++7duzctWrTQlAUGBjJgwABsNpvmpSiK5nNl4RsXF4fVanXp5/yqPPGg1+sxGAyO7buj8n5qEsl17VMbmjRpQrNmzQgODiYwUJtaqrEth1MUhWPHjrF7924OHDjAvffe6xCOiqJwxRVXYLW6Bok7U1q1aqX5/NZbb/Hdd985Pvv6+tKyZUuHtbZVq1YMGTKEXr16Vd6U0IAQASsIgiAIjYw1qWuY98e8OvfPN0UQZFYXf9oUHfnGMEKiWzrcepPKQ9nzR5imz+teN9KmSQCtmwTQJjKA7pH+KC0j0enVh1Bv4L4L2tV5TEL9s27dOoc1tbIV1U50dLRGwIaGhgLqGsnQ0FBCQ0MJCQlxvA8NDSUoKIgFCxZ45EYcEBDAmDFjXAIShYaGcuGFF9b6mKZPn17rPtdcc43jfWWBbH9VXp/bp08fOnToUK1QrmzlDA8P59JLL62yfXZ2Njt3urrvV8XYsWOJj4+v9fGeTxRF4eTJk+zZs8dhUd29ezd79+7VRDOeMmUKzZqpK9l9fHxo06YNBw4cICYmhi5dutC5c2fH37Zt29KxY0fS09NrXAMbFRXFli1bSE1N5ciRIy5CtLIlvqSkhL1792ombR577DFNvy+//JIff/xRI3JbtWpF06ZNxXp7nhABKwiCIAgNkJOFJ1Ur64k/sCpWXh/5OphLweTDwGYDAfAz+NA3P5vd3l5kehggRwHuLppBieLDCcJJU8JoERzCLzcPc7QJKihlNEdoExlA6yb+tIkMIMzfSx7WzjNVWVHtL2dRAHD48GFSU6tOExQQEOAiCPr370+/fv0ICAio9nonJCR4FEizoeXl1Ol0GAyGGsfk7++Pv79/rbYdEBBQreXOarWSlJTksfCPjY2t1f7PJYqikJ6ezpEjRzRpd1JTU12s7e7Yv3+/5l5dtmwZUVFRjhyylZk5cybz5lU/aacoCjNnzqR58+Y0b95cMy47mzdvJjk5mSNHjrh9FRcXu1ht161bx6effuqyLWfr7cUXX8zMmTM1Y5Hfy7OHCFhBEARBaACUWkrZmraVxBOJJJ5M5GjeUUedER1FC/vin38K5iQT5R/FZ2M/o1NIe0wvtWFCEyOZ1Wy7Mn/oetOyiT/d/xao7aODNPWRgT7Mu7RTPR1Z48FqtZKSkkJ6ejqFhYW0bNnynIsvs9lMbm4uERERGhfLd955h6ysLCwWS5V9c3JyNKIgMjKS0tJSjfXU2arqbo1vQECAR+McPHgwJ06cqDaibtu2bRk0aJBH2/s3YDAYGqXwz8rKcqxNdbasZmZmYjQaKSoqwsvLC1DT7gQGBlJQUABAWFiYi0W1c+fOLrlja1pXPXfuXDZt2sSKFStcohHbP48bN445c+ZUux1fX186duxIx44dXersotzXVxtx3N/fn5iYGM2aZNBab53XXAN88cUXPPDAA461tpVf0dHRLi7oZxuz2cy6detISUmhRYsWDBs2rNGu8xcBKwiCIAjnkROFJ3hqw1NsTdtCmdU1aEmo1cqAklIKso/jb7VCxgGI6kScX0e+/yud/NC7MPOJx/vTAfueuhiDXqwDdqxWK+vXr2fLli0a61hAQAB9+vRh8ODB9SYmnK2o2dnZLsGS7A/+9913n2Pdo06no6yszK14DQwMdIjSyuskL7nkknoZszsMBgOTJ08mMTGRLVu2aNxDAwICSEhIYNCgQQ1GhDUUGrLwLykp0Yi3/fv3M2LECE6fPl1lH4vFwsGDB+nSRU1jpdPp+N///keTJk3o3LkzUVFR9WKJNJlMLFmyhBdeeIGFCxdqxhQVFcXMmTPPOH2O3QW5Mv/973/573//S0lJCSkpKW4tt506aSf8jhw5wunTpzl9+jSJiYku2/Tx8WHUqFEsX77cUVZUVERycjItW7bEz8+vzsdRGbPZzPPPP8/ChQs10Zyjo6O54447mDt3bqMTsiJgBUEQBOEckV+ez670nQwObAnp+6HtaEK9Q9l0ehMWmypODIpC97IyBhWXMqiklI7l5eh9gqHFUAoiurNsRxbLjv7Bnyk52BSALoyI02HCs4id4RaTiFcnrFYrX3/9tVtBUVhYyNq1azlx4gSTJ0/2WIzZrag5OTkUFRXRs2dPzTZffvnlGreRk5OjEaTdunWjrKzMIyvqucJgMDB06FD69u3L0qVLSU9PJzIykgkTJkjqkipoCMK/qKiIvXv3uqxTtdlsGitjTEyMi3j19/enU6dOGmtq5XW6U6ZMOSvjNplMPProo8yZM4fExESys7MJCwtj0KBB5+R74OvrS4cOHejQoUONbbt378706dMdArey9ba0tNQl6NfmzZsZOXIkoIpLZ4utsyW3NmtvzWYzEyZM4IcffnDpk5aWxrx589i0aRNLlixpVCJWBKwgCIIgnCVsio29Jzaw/tAy/kjbyq6yDKzAqmMniLZaYU4Kfr4hjIkfg7fRm0HbF9MvJ4PA6G7QoRdKTC90Mb0hrBXodGw9kM6jH2rzSAb5GHkkTaGNrmoriTPJ+oa7ru58sH79+mqtYQCHDh0iMTGRoUOHasqLi4s5dOhQlVZUUK063bp1cwiSgIAAjEajxprqbEW1B0wKC9MG0RoxYsSZHmq980+07JwLnIX/4sWLHS6dV1xxxVkT/nv37mXu3Lns3r2bo0ePVtnOLgpBvS/vvvtumjZt6hCsLVq0OOeur5UxmUwMHz78vI6hJsaPH8/48eMdn0tLSx1rbw8fPsyRI0dc3JgPHz7seG+33v7xxx+aNkFBQeTm5mq2+/bbb2vErrP19vnnn+eHH34AcFnvbv+8YsUKXnjhBR599NEzO+hziAhYQRAEQahHMooz+CN5FYnb3mGDOZtcN896ib4+XFFYBKd2QKvhPDvkWbWi4/Xk6MP5NimH1fvSOX6khGUzWzv6DWgVjp+XgaggH0Z1iGRUxyj6xIey9blm2MqrT4tjJ8vYlPgzP8x/BFarlS1bttTcEFXolpSUcNFFFznKcnNzWbp0abX9FEUhPz/fEd1Xp9NxySWX4Ovr2yCsqHXln2rZORdUJfwfeOCBOgn/8vJyDh48qLGo6nQ6Fi9e7GhjMpn4/vvvXfqaTCbat2/vEKiVRc5rr71WhyMUKuPj41Oj9Xb06NF89tlnGpFb2XrbqlUrzfctOTmZe++9V7Mdu/U2Pj6eZcuW1Tg2nU7HwoULz9gF+1wiAlYQBEEQ6oLVAhn74cSfkLYbxryIDYXLv7uc3LJctY2TeG1dXs5AmxeDg9vSq/+NENsXmvZAURQOZxTyy750Vu9L48+Uv/52DVY5mllEywg1GqqPycDaB4YTGaS10szze5RDTq6I1dE2JIBVZ3Lc/yBSU1M9iggLqujYsWOHRsDaRSm4t6LaLamVo9l27969fg7gPPJPteycbepD+B8+fJjPP//cIVYPHjzosj7a19dXk0e3VatWdO/enTZt2mjcf9u2bdtoRMs/nfj4eLdpk5ytt5VxV1aV9bYqFEVxrNVt6JZtOyJgBUEQBKEmFAVyjsKJbXBiG6knN5OYf5hELz135uTR3myGfrehD29Nv6b9+Cn5JwLR01/nz6DQTgxqeSHRLUeBf7hjk4VlFv770wFW70vnWHaxyy4DfYwMbx+JtdI6qcriFaBFuOcBP2rT9p+EzWYjKyuL9PR00tLS8PPzIzg4uFbb8PLywmq1OtyBfX19ueOOOxqtFbWumM1mFi5c6BIN1h0vvfQSTZs2pWfPnpoUM0ePHuXw4cMYjUZMJpPbv/7+/pqoylarlbKyMkd9Y0xT4qnwnzNnDsOGDWPPnj14eXnxwAMPONqdOHGC+fPnu92+TqejVatWdOnShfz8fEdaGoPBwI4dO+r/gISzTnXW2zFjxnD69Gm3gaX27NlDVlaWx/vJzs6uz2GfVUTACoIgCEJ1lORQ/EZPtiglrPfz5Q9fH46ZTBCqphvpXlZO+xJvyE2B8Nbc0OUGpnWcRpeILhj1Ff9mc4rKCbYp6P8OoORnMvD9zpNkFlYEX2oZ4a9xDTYZPFtr9t70hHo84MZPSUkJp06dIi0tjbS0NNLT00lPT8dqtTraREdHa6ypnjBx4kSX4DpNmjSplzE3BBRFYevWraSlpXH69GnNX+f3Tz/9tMb1tTry8/O56aabmDNnjkbAfvXVVzz88MPV9u3Xrx8bN250fN6yZYsmt6fBYHArfg8fPqxZSzpgwACsVqumXeU+jzzyCD169HD0efPNNzl06FC1ffr27cvAgQMdfeyBkaoS5aC65Hoi/F955RVeeeUVQLXMOQvYzp07A9CiRQtNepouXbrQoUOHeo1gKzRs7JGTo6KiXPLerl27tlZr5yuvu2/IiIAVBEEQ/t2UFcDJHaor8Mlt6vs7NoCXP0sOLWHFkRX8GRmARRfo0jXC6I9hwDTo+wDoVWHTKVxNp6AoCknpBU6uwTksuWMQ3WNDANDrdVzQKYrDGUWM7qiK1tZNPMvBKahYLBYyMjIAaNq0qaP8r7/+4scff6yyn11ANG/eHH9/f4/ciAMCAoiNbVwBsMxmM+np6dWK0Z9//lljPR48eDDl5dVHtD527Fitx1LZQl1dPls7RqP2MdVsNms+W61WzaREVf22bNnitp0zt9xyi+bzkiVL+OWXX6rt8/DDD2sE7JIlS86Ku7TFYqGsrAxvb28AwsPDyc/Pd0mbJAjODBo0iKioKNLT06udMLGL4MaUs1kErCAIgtBw+GKK6qrrhFFRCLdaMRoM4OwyGNoSrv6qdtu3WeHUzr/F6nb1b8YBQCFXr8eigwirDU7tghYD2Ju1l02nNzn2a9QZ6B3Zk4HNhzCo2SDahbbTuDGarTY2H83ml31pbl2DV+9LcwhYgGcndm2UbpDnGkVRyMvL01hU09LSyMrKQlEU2rVrx9SpUx3tnXM5+vn5ERUVRWRkpMNS0aRJE4egSkhIYO3atYAqiI4dO+bIhxkXF+ewuCYkJDSInKYWi8Vx/M6C1Gg0cv/99zva/fXXX3Tr1q3G7aWnpxMTEwOoD7LR0dEagRoUFER0dLTj3EVHR9O6deuqNueWL774ggsvvFBTNmPGDEaMGIHZbMZisWj+2t+Hh4dr+sTHx/P888+77ePc1/k6KYrC2LFjq2xvsViwWCwEBQVp9mV3Mbdvs7J4hpoF9pnyzDPPcPvtt2vWWtsR8SrUhMlkYubMmcybN6/adoqiMHPmzEa1DEIErCAIgtBwyDmqBkZyQgfU6d+qzQbZhyG8TYXwtZrh/QvAZsEC7Pb2Yn1IEH/4+rDb24vrShUeCO0JBi8ABscM5o+TfzCw2UAGxQyib3Rf/Ezu3fOe/WEfX246RkGZq2XJ2TVYc2wiXl1QFEVzXrZu3covv/xCWVlZlX0qu7M2bdqUadOmERUVhb+/f7XnefDgwaSkpPDRRx+xefNmjTXWnpdzxowZZ9U6YbVaycjIcAjSkJAQ+vXr56hfsWIFc+fO5fTp0w7RXpmYmBiNgK3OtTkwMNAhSCuf108++QQfHx9Hva+vr0t/s9nM/PnzPbbsTJo0yeXhODY2ttYW7djYWObMmVOrPjqdju+++65WfQC30VutVqtG+Hp5eWnqZ86cyZVXXulWjJvNZrZt21aj27QzAwcOdCteBcFT5s6dy6ZNm1ixYoWL67r987hx42r9vTrfiIAVBEEQGj+KAvknVYuqsytwWT7cuweCmwNwujyXxGZtSCzPZKOvLwV6rbBJbNqWBy77zPF5aPOhDIsdVmlXatRgL4OBOKeASDab4hCvBr2O3i1CxTW4GuxBlSpbVVu3bs2ll17qaOfj4+MisoKCghwCy25ddcbLy8tjK6HNZuOrr75izZo1LnWFhYWsWbMGX19fpk6dWisLrNVqJTMzE29vb0cgHYBvvvmG7777TmNBzcjI0DxYXn755ZoUKBaLhd27d1e7v6KiIo34b9KkCfPnzyc6OtphQbX/rW6N5LBhw6qss/NPtuxUh8FgwGAwOFx5K9OkSZNqJw5GjhzJa6+99o906RQaJiaTiSVLlvDCCy+wcOFCTp+uyBceFRXFzJkzG1X6HDsiYAVBEIQGw10+ZaTGRHvUNlZfyhvrXlLF6ok/obCKoDIn/oTg5ny+73Oe3/y8as6tZEXtENaBgc0GMjhmsKbcLgbsrsGr96Wzen8aKVnFTB/Qgicu6+Joe3GXaNIKyhjdMZJh7ZoQ4qe1zgiQlJTE7t27HaLN3brE9PR0zeeYmBh69+6tcQF2DtBzpjz//PPVrpcF+OGHH9ymg/nhhx/Yv3+/yxrT06dPk5GRgc1m44UXXmD27NmOPtu3b+ezzz6rvAsNzg+ZAK1bt+ayyy5zEaLOrr0BAdpJEoPBwOOPP+7BGagb/1TLztnk3yr8hfOLyWTi0UcfZc6cOaxbt46UlBRatGjBsGHDGu09JgJWEARBaDCk6mwc9vJQ+FkV2PQWFFekCVCAo15eJDZpgS24OdNbXQYxvQHoGtHV0S7EO4QBzQYwOGYwA5sNJMI3wmXzOUXlrD2Yzi/70vntQIaLa/Av+9J5fHyFxatPfBh94htPFMezgdlsJiMjw2FNbdq0qWYdZkZGBjt37nTpp9PpCAsLIyoqyrEe005oaCiXXHLJWRuvp+lg5s+fz4ABAxg1apSj7OWXX2b16tXV9qssRuPi4mjRooVbIWr/27x5c02fLl26sHTp0tod3Fnmn2rZOduI8BfOFyaTiWHDhpGVlUV4eHij/m6KgBUEQRAaLzG9Kcg8wKaoViR6e5FYlsapsmygjHAll2t7T0evU1PRdA7vzKxes+jftD8dwzpi0FftDvp/W1OZu3gXtkqaprJrcENdw2q1WklNTXUEI4qNja33AEQFBQWcPHlS4wJceX1mx44dNQLW7r5aXVCls0VOTg5Hjx51vO655x4SExM9Tgdjs9lYt26dRsBGR6veAl5eXpogR87vExK0KY5uu+02brvttvo7sPOIs2UnMTGR7OxswsLCGDRoUKN+OD6biPAXhDNHBKwgCILQKMnRKUwP9WGnVY+17DBUivHjZfAioziDKH81cJJBb+Cmrjdp2pitNrYczSatoJSJPSusXp2bBTnEa6CPkeHtIxnVIZLh7Ru2a7DVamX9+vVs2bLFJRhRnz59GDx4cK2FbGlpKenp6fj6+mrW923YsIENGzZU2c9gMLhYNVu2bMkDDzxwVoV/Xl4en3zyiUasJicnk5eXp2k3adIksrOza7Xtyq7Lr7zyCm+88QYhISENdjLjXGAymRg+fPj5Hkaj4Z/o0ikI5xIRsIIgCELD4JcnwFoOBs8e4LL1kJ2xw/HZ2+BNn6g+DIoZxKBmg2gZ3NKtqLC7Bq/el866gxkUlFoI9jVxabdmGA2qtbZT0yDuHtmG/q3DSYgPw/R3eUPGarXy9ddfc+jQIZe6wsJC1q5dy4kTJ5g8ebJbEVtVUCW78Ovbty9jxoxxtHdOVRMcHOxiVQ0LC3PZz5mIvLKyMo4dO6YRpkePHqWwsJAVK1Y42pnNZu6+++4at5ecnExYWO1cvp1zfkL1kX4FoSb+SS6dgnAuEQErCIIgNAys5airWD3DpEBsSCtH8KXeUb3xMboG91GjBhex+u/crFtTsl1cgwtKzew/XUCXmGBAFVr3Xdj+TI7mnLN+/Xq34tWZQ4cOsX79eoYMGYJeXyHKV69ezYYNG9wGVbJT2dW2TZs2XH/99URGRtZLUCWr1Upubq4m9+e2bduYNWsWR48e5eTJk1WuUy0tLXWMITw8nICAACwWC/Hx8bRs2dLx1/kVGhqKxWIhKipKosIKgiA0IkTACoIgCOeWnGTY+iH4BMOQ+yrK+9yA7di3Hm8mygLLJrjmaqzM6fxSRr+8zqU80MfIsHZNGN0xqsG7BteE1Wply5YtHrVdu3YtoE2X4u3trRGvOp2O8PBwjUXV2eIK4O/vj7+/v8djVBSF06dPk5yc7GJFTU5O5tixY/To0UNzHEajkfXr17vdnsFgIC4ujpYtW5Kfn+8QsDqdjqNHjxIWFqYR6e6QqLCCIAiNDxGwgiAIwtnHZoVDq2Dr++pfFPALh/53gEkVHkpYKwqrCaxUGV0li1lOUTnrDmaw5kA6z13eFT8v9V9c02BfOkQHsv90AfHhfozqGMWojpGNxjXYE1JTUzVrXq1WK8eOHXMEcYqLi9O48yYnJ2sEbHx8PP3793e4AdclqJKiKJpASWFhYYwcOdJR/84773D77bdXu42jR49qPrds2ZLBgwe7taDGxMRgNLp/jImIcI0qXRUSFVYQBKFxIQJWEARBOHsUZsD2T2DrR5B3TFsX0U7N3Rragq2nt/LKtlfIMHq+RtKiM5GUXujWNXhc16Zc2Lkin+xTE7oQ6udF6yb+/5hgO4qikJWVhclkoqSkBKgI4rR582aXIE4JCQmOIE6RkZGabTVv3twldUt1bNu2jfXr17tYUfPz8x1txo8frxGw8fHxLttp0qSJizhVlIrURIGBgfz+++8ej6suSFRYQRCExoUIWEEQBKH+KSuE72fB3mVgM1eUewVAt8mQcCNEdXYU78naw66MXbXaxQlbWJWuwRmF2pDECf+A/KyKopCenu5wt01JSaGoqIhBgwbRpk0brFYrX331VZVBnNasWcPx48eZMmUKHTt2dLuP0tJSt4GSxo8fz7Rp0xztlixZwtNPP13teCtbU3v06MFrr73mEKrx8fEEBATU4UzUPxIVVhAEofEgAlYQBEGof7z8IX1vhXiN7AwJN6ji1TuQ9OJ0nG2Ak9tP5puD33AsNxNFX+R2k5VxdiB2uAZ3iCSh5T/HNTgjI4NDhw6RkpLCsWPHKC0tdWmTkpLCiBEj2LRpk0dBnDZu3Mj8+fMdZc8//zzLly93BEpyR3h4uEbAtmzZElDTylQVJKmyxTU6Otqj6MDnE4kKKwiC0PARASsIgiCcGad3q2tbO18OLYeoZTod9LsNkn+HPjdCXH/Q6TiUc4iFfzzG78d/Z8XlK4j2V918fYw+LL1sKf3fv5ZiJd2z/ZaH8dCYDozqGHXOXIMVRcFms7m8rFar473BYCA4ONjRx55HtXK7yq/OnTtTVlaGv78/NpuNjRs38ueff7Jt2zYURdG8vL29adKkCSNHjqRbt27YbDaPgzj98ccfjnGCKmoTExPdtjUajcTFxRESEqIpnzRpEmPHjiUqKuof45ItCIIgNA5EwAqCIAi1x1KmugdveR9SN6plRRkVAhag93T1BaTkp/Dmjjf58eiPKH/bTt/Z9Q7zB1RYAlOzy1BO30BxUblHQ7DlnuCGW+PQ6XT079+/WlFps9n48ssv6d27t6P/hAkT2Lx5c7XCct68eZrgPY899hjPPPNMteMaNWoUv/zyi+Pz+vXrueCCC6rto9freeKJJ+jSpQsTJkzAZrN5lLJl3LhxREVFsXbtWnJycmpsD1BUVERiYiLDhw8HoGfPngwZMsStJTUmJsZtztigoCCCgoI82p8gCIIg1CciYAVBEATPsafA2f4ZFGc6VejAZlNfTqlLThWe4u1db7MsaRlWRU3TotfpubTVpdzY5UaOZBSydMdJftp9mgNpBbUaisViITExkSFDhrB58+Ya2xcXF2s+Z2VlcerUqWr7lJdrxXRNaVkAbDZbnfpYrVZSUlI87uO8r+zsbI/a23Fuf+edd3LnnXfWqr8gCIIgnC9EwAqCIAg1k3EQfn6kIgWOHb8I6HUt9J4BofGO4sySTP63638sOrgIs1MQp5HNRtLP2o/UxFTuefUeckI7cji8f52HlZ2djV6v56KLLsJgMKDX611e9vLKqVUuvfRSOnbs6NLO+dW/v3ZsI0eOxGQyVbsfezRfq9WKwWCgQ4cOvP/++6SkpLBr1y70ej06nU7zCgkJISEhgRYtWjii8P70009VHpP91aFDBwDCwmoXpKq27QVBEAShoSACVhAEQagZL39IWo1DvMb2h4SboNN4MHq7NE/KTeLL/V86PvtkNiF7byc+Tzfx+vJrHOWBTZoRcWN/OjUL4uLO0Xz8+yEyShSX7VVFWFgYOp2OlStX1vqQZs+eXes+w4cPd7jeViYvL4+UlBRSUlJYsGABISEhTJs2jWbNmnHDDTeQkZHBm2++iU6no2nTprRo0YIWLVoQFxeHr6+vy/YuvPBCj8c1aNAgoqKiSE9P1+QxrYxOpyMqKsoj92RBEARBaIiIgBUEQRAqUBQ4thG2fQJjXwTvQLU8OAa6XQUmXzUoU3QXTbf03HRy03Np164dAN3DE4iiNcdO51KeN54CW3toAv5hFnJ+eQdbaSGxsbH06dOHF+7oQ9vYKACWbj9BRolnUYiNRuN5E2KKopCdne2IDpySkkJubq6mTUFBATabzeEOHBERwbRp02jevDne3q6i/0wwmUzMnDmTefPm1TjumTNnSnTdBobNZiMtLY2ysjIXF3Thn43NZqO8vJzCwkKPlw4IQl3x5H7T6XSYTCaCgoIIDAxskIH6RMAKgiAIUFYAu75WgzKl71XLmvdR87Xamfg2oEbV3blpE1u3bmXT9k1sV7Zj7WVFWWHg2Wd+ZOXu06w7mEGpZTooXo7uOsVKjKmIJz77ijGD+xAVFeUyjPgIfzIzM0nPqDkScZuokPMmxA4ePMhXX33lts5kMhEbG0tcXBwWiwUvL/Uc6HQ6WrdufdbGNHfuXDZt2sSKFSvQ6XQaS6z987hx4zRBqYTzj81m49ixY5SUlGAwGDAYDA3ygVE4O+h0Ory8vOSaC+eEmu43RVGwWq2UlpZSUFCAn58fMTExGI0NSzI2rNEIgiAI55a0Papo3fU1lBdWlOtNUFAR4Gjfvn288sorbN26lb/++gurzkrYiDCaXNIEY5ARAwZK+pYye9FOzFZ7Ly+89DCwZQgT+sQzokMkwb7VC873pidgNvdg4sSJNQqxJW8tqccTocVms3H69GmHS3BZWRnTp0931MfGxjree3t7ExcX53AJbtq0qdvIvWcbk8nEkiVLeOGFF1i4cCGnT5921EVFRTFz5kzmzJkj1tcGRlpaGiUlJYSFhREZGSlC5l+GPYCbfb27IJxNPL3fLBYL6enp5OXlkZOTQ5MmTc7hKGtGBKwgCMK/kcO/wroX4dgGTXG5XzS7TL3ZruvCzSMfdpSXlpby7rvvojPoCL8ojoixIRgDHEqVoNIgpnaayr6CMHam5jO6UxQXd45mSNsm+HrVTsydDyFmsVg4efKkwyX42LFjLhGIS0pKHGtV/fz8uOyyy4iOjiYyMrLBPHiaTCYeffRR5syZQ2JiItnZ2YSFhTFo0CARrg2UsrIyDAaDiFdBEBoMRqORpk2bUlhYSGFhoQhYQRAE4fxjyz+N/m/xalNgY2YA/1mXy7K9B7EpBwkNDeWmWQ85LJ6G8Bjib7kU/95Z6LzzAVW8hplieGjAPVwYfyF6nZ70/FJC/b0wGc5M0DkLsXXr1pGSkkKLFi0YNmxYvQuxjIwM/ve//2GxWNzWBwYGEh8fT3l5uSbYUo8ePep1HPWJyWSqMtiU0LCw2WziNiwIQoNDp9NhMBiqDQx4vhABKwiC8E/GZoWkX+DEnzBCtaj+/vvvTLz0Vn67RmHZAQv/+7Oc5Nx8TbeysjLW7DzM5lMWft5zmqO5J/Hvn4pOr4o8W3koASVjuaXfZC5u2dLRLzLIp16Hr9friY+Px8/P74wsnaWlpaSmppKSkkJ6ejpTp051CAZ7JGM7YWFhGpfgkJAQERfCWUXuL0EQGiIN9bdJBKwgCMI/CEVRSE5O5q+Nv2La/TU9rNtp6vO3K2y3yRDemlatWpGVV0jnN9ViHx8f+vfvQZ8+fRyv9u3bM+vr7az4yx5MKRhzTj98QnfTP3QyM/tcTdeYsLP2z81qtbJ+/Xq2bNlCUVFFVOKAgAD69OnD4MGDq11nWlRU5IgOnJKSQlpammYWOSsry5EX1mAwMHLkSAICAoiLiyMoKOisHJMgCIIgCGeOCFhBEIRzgNlsPitrEnNzc1mzZg1bt25l69YtGE5sZVr7UiZ1MuJl0sHfu1C8/NGl7YHw1sTExHD//ffToUMHuvfqQ45XJL/sz6Br8xCm9Ytjw8kNXLvyWppH9gfa0DMuRF3P2i6BVk2C8DHWr5W1Mlarla+//ppDhw651BUWFrJ27VpOnDjB5MmTXURsaWkpH3zwARkZGW63rdPpiI6OpqSkRFPev3//+jsAQRAEQRDOGiJgBUEQziJms5nnn3+ehQsXkpaW5iiPjo7mjjvuYO7cuR4L2dOnT3Ps2DH69u3rKNu/fz+XX345N/Q08Z9+XnQdYMChWoGDeSY227py8ewPiIhRXX0LyywMu/Y+ftpzmleWnqao/AQAOzK280vOGralbwMg1es4qx9YQuu/LZXnivXr17sVr84cOnSIRYsW4ePjw9ixYx3n0Nvbm7KyMkc7vV5PTEyMwyU4NjYWH5+zK8AFQRAEQTh7iIAVBEE4S5jNZiZMmMAPP/zg4mqblpbGvHnz2LRpE0uWLHERsRkZGfz5559/W1bV14kTJ4iOjubkyZOO7XXv3h2DwcDweCNdo1RrpBUDOU2HEjjyHtq1GUY7nY7c4nL+b0sqP+05ze9JmZRbbI596X1S8Y1cxSm/g5z622PYz+jHlA6TiQ725VxitVrZsmWLR233798PqOcgPj4eUC2sCQkJWCwWWrRoQfPmzSX6riAIDYK1a9cyYsQIPvzwQ2bMmFGv254xYwYff/xxgwy4U5/k5OTQtm1bHnjgAebOnXu+h9Oo+P333xk6dCi//fYbgwYNOt/DOSNEwAqCINQD7lyEn3/+eX744QcAl4cK++cVK1bwwgsv8Oijj3LgwAEeeeQRtm7dSkpKitv9ZGecJue3dwgLj4Qul+Pr68umTZvoGFgAK+6CPtdj6HktEQHakPfbj+Uye/EuTVlAYDpNYteQqWx3lHkbvJnaYSo3dLmBUJ/QMz4vnmKxWMjNzSUvL0+z5rUmjEYj+fnaAFSDBw+u7+EJglCPHDp0iM8//5xVq1Zx+PBhCgoKaNGiBaNHj+ahhx6iadOm53uI/wqKi4tZuHAhixYt4sCBA5SWltKsWTNGjRrlWGbijF2AA1x33XV8/PHHLttUFIVWrVqRnJyMwWCoMrp7XXn88ccxmUzcfffd9brdxsrzzz/P9u3b2bZtG4cPH0av11d5zocMGcKFF17I/fffz4YNG9y2aSyIgBUEQTgDqnIRjoqKorCw0JGGpip0Oh0LFy5kzpw5eHl5sXjxYpc2rVq1YsyATlzb0UJP9uC1Zg6EtoROE0Cvp3fv3qAoMGsHR7JK+GlrGvtOHef1qT0d2xjYJpwAbyNeRj0Xdorigs6R/GfPDRwvTAXAqDcyqe0kbul2C0386j/fm6Io5OTkkJub6/hrT5Cem5tLYWEhABdccEGttjthwgQ6d+5c7+MVBOHs8f7777NgwQIuvfRSrrrqKnx9fdm4cSNvvvkmn332GX/88YeLeBLqlyNHjjBmzBgOHjzI2LFjufrqq/H392fPnj189NFHfPzxx7z33ntcd911Ln19fHxYtGgRb7zxhkvQu1WrVpGcnIyPjw9ms7lex3z69GneeustHn30Ufz8/Op1242Vhx56iJCQEHr27ElhYWGV8R/s3HfffVx88cWsWLGC8ePHn6NR1j8iYAVBEOpITS7CnqAoCqdPnyYxMZFhw4bRvXt3WrdurUYD7t2T/uGFBO7/Pzj0M5idhHBZPuQcRQlrxd5T+fy0+zQr95zmYFqho8ms0W1p3SQAAG+jgSV3DKBVk0AMenWshcZbmf/HfC5rcxm3druVZgHN6nwubDYb+fn5DoGal5fHsGHDHOfFZrOxYMGCGt3bavvA4+/vX+cxC8K/AavVSmpqKiUlJfj6+hIbG1ttBO9zwaRJk5g7dy4hISGOsltuuYX+/ftz6623Mm/ePP7v//7v/A3wH05paSmXXnopSUlJfP3111x11VWa+tmzZzNq1ChuuOEG4uPjGTp0qKb+8ssv54svvuDLL7/k1ltv1dS99957jpgDf/zxR72O+91338VisTB9+vR63W5jJikpidatWwMwfPjwGgXsqFGjaN68OW+99ZYIWEEQhMZOXaIEV+civGyKL61DPctZejjHRnZ2Njqdjh07doC5BDa+BX8+CLnHtI1j+2PrcyPbA4bw44Ycftq7htTsEpdttm7iT0ZBGa2bBHC66DTv7nqXMmsZT0c97WgzrtU4ekb2JC4ozqNx2ikqKmLr1q3k5uY6Xnl5eS7nICEhwSEwDQYDgYGBDndfnU5HUFAQISEhhIaGEhwcTGhoKLGxsS6pc6oiICCA2NjYWo1dEP4tnGkqqrNJnz593JZPmTKFW2+9lV27drmtr4zZbGbBggV89tln7N+/H71eT8uWLZk4cSJPPPGEo11ubi5PPvkkS5Ys4eTJk4SEhDBy5EiefPJJ2rZt62j3+OOP88QTT3D06FHHuno7w4cPJzk5meTkZEfZRx99xPXXX8+qVavYuHEj77//PidPniQ+Pp4777yTu+66y6PjKC8vZ8GCBXz++eccOnQIk8lE3759mTdvnot4TEtLY/bs2SxfvpzS0lJ69OjB008/XcWW3fPBBx+wd+9eZs2a5SJeAZo2bcoXX3xBz549mT17Nhs3btTUd+zYkYEDB/L+++9rBGxmZibLli3joYceYu3atS7bLSsr48UXX+TLL78kJSUFg8FA06ZNGTRoEAsXLsTXt/qYC19//TWdO3emRYsWbuvnz5/Pk08+yc6dO1mxYgWffvopR48epXnz5syfP59p06Z5cHYaF3bx6il6vZ4LL7yQjz76iNzcXM0kUmNCBKwgCBoa4mz92aSuUYLNZjMLFy6s0kW4daiezpGen7eMsLCKD3oTbH4XCk6qn70CoNtV0OdGiO6CYlO45ZlfyCoq12yja0wwF3eJ5qLOUbSJDCSrJIsXt7zI1/u/ptxWjg4d0ztPp22o+sBm1Bsd4lVRFAoLCzWi1G5JVRRF40ZmsVjcPpxUJi8vT2MhHTduHCaTiZCQEIKCgqq8rxISEjzafkJCwj/63hSEunImqajOJydOqBHRo6KiamxrNpsZM2YMq1evZtiwYcybN4+goCD27dvHN9984xCwBQUFDBo0iL179zJ16lQGDx7M4cOHefPNN1m5ciWJiYl06tTpjMY9d+5c8vLyuPnmm/H29ubLL7/k7rvvJi0trUZxabFYGD9+PL/99htTp07ltttuo7i4mM8++4yRI0eydOlSLrnkEgDy8/MZMmQISUlJTJ8+nb59+7Jnzx4uueSSWgmZb775BoDbb7+9yjY9evRgwIABbNiwgdTUVJfJwptuuokbbriBv/76i65duwLwySefYLFYuOGGG9z+ht9555289957XHPNNY41rEePHmX58uUUFRVVK2AzMjLYs2cPN910U5Vttm3bhtFo5OabbyY0NJRbbrkFi8XCf//7X2bMmEGfPn0ahGt6Zmamx239/Pzq3V16wIABfPDBB/z222+N1gorAlYQBKBhz9afLapzAfaa7MUnhk9Y8tYSYuNi0aGtP55/nPCnwwknHMWiYM7Wur4+EGHCW2cFINZs4Y30qv9hRYQF0a6dU6oagxF6T8e2Zyn7ml/Jp0X9ubZXFzpHB6vVeh0Xdo7i6y2p9IkP4+LO0VzYOYrmoeo/ubyyPF7b9hqf7/ucEkuFdbZ/dH+KCorAKTZTcnIyy5cvJy8vr8rAD3q9HpvNhl6vWpQDAwMxGAz4+voSEhLi9hUcHIzRqP0X065duyrPgTODBw/mxIkT1abSadu2baOPoigIZwtPU1ElJia6WPjOJ4899hgA119/fY1tX3vtNVavXs3dd9/Nq6++qvkNt9kqoqy/9NJL7N27l2eeeYaHH37YUT5+/HiGDx/O3XffzS+//HJG405LS+Ovv/5yWLPuvPNOhg4dynPPPcf1119frbh88803+fXXX1m0aBFXXHGFo3zWrFn069ePu+++2yFg//Of/3Do0CFeeeUV7rnnHkfbwYMHM3XqVI/H+9dffxEYGEj79u2rbde7d282bNjAzp07XQTsVVddxaxZs3j//fd59dVXAXVt8+jRo4mLc+/Vs3jxYi6++GI+++wzTfkLL7xQ45j37NkDQJs2bapss23bNiwWC5MmTeLBBx90lMfExHD11VezZcuWBiFgmzTxPM7E/Pnzefzxx+t1//Zz+Ndff4mAFQSh8dJQZuvPtfW3Ohdgr0gvfGJ8MGPmSN4Rt/31pr9dhE1giNGO8zgAno09ylgEf74HzV4lr8TMr/vTWHVsGL+e7kZpqgLkEh5+is7Ngh197hrZlvsvbE9EgLejLKswiw92fMA3yd9QYq0Qrs2szeiU3YmQ5BB2nNpBjxk9HHVGo5GsrCy34/Lz83MIUrPZjLe3ui+9Xs/cuXNdBGp9YTAYmDx5MomJiWzZssUR4AnUCZWEhAQGDRr0j5tQEYT6oDapqLZs2dJgvkvPPvssixcvZsKECR6tcfzss8/w9/fn2WefdZmAtE+2gSqagoKCuO+++zRthg0bxogRI/j111/JyckhNLTuUdfvuOMOjSumt7c3999/P5MnT2bp0qXcf//91R5HfHw8Q4YMcbHMjR8/nieeeIKDBw/Srl07Fi9eTEhICHfccYem3ZQpU5g3b16NkxZ28vLyiI6OrrFdcLD6P6egoMClzt/fnylTpvDZZ5/x4osvsnXrVvbu3Vut2AoJCWHPnj3s3LmT7t27ezRWO/a1neHh4W7r09PTOXnyJP369dOIV8CR+9sTS2Z8fDzPP/88U6ZMcVs/ZswYLrjgApf7qTasWrXK47atWrWq836qIuxvj6/09PR63/a5QgSsIAjnfbb+fFh/a3IBPtfkHviNu9M28MeRHCw27Xh8TQbKzDbKysocUXtzc3MJCwsjwsmqOfvn2Wwu2Oz4HFYaRpfcLkSWRlbsJzdXs+2wsDA6dOjgEKqhoaGO915eXlWO92yJVzsGg4GhQ4cyaNAgjh49Snp6OpGRkbRs2bJBPGwLwrlix44d6tr4aoiOjubiiy8GIDU11eNUVIWFhaSmpjrWe3700Uc19rn44os9Ej+14bXXXuORRx5h+PDhfP755y6C1B0HDx6kQ4cONQZyO3LkCJ07d3aIGGe6du3KmjVrOHr06BkJWHcuyPaypKSkavvu27eP4uLiat2m09LSaNeuHYcPH6Zr165uf5s7derksYANDg52ST/mjry8PKBql+4bb7yRd999l6VLl7Jy5UoiIiK47LLLqtzea6+9xrXXXkuPHj2Ii4tjyJAhXHTRRVx55ZVur487qvp//eeffwK4FZ5//fUXAF26dPFoH9Xx448/nvE2Ro8efcbbOBPs59CT71lDRQSsIPzLqe1sff/+/Tl27Bjp6ekUFhaesaA4V9bfytbdw4cPexwp+GxzUglncOYT2DKzHWWB3nq6hCq08ysh0pZF4Z6dPP9nqaZfly5dNG65V8RdweY9mwkpC6FzbmfirHGEhYYR0iJEI1Cd8fPzY/LkyWf3AM8Ag8FAixYtCAgIIDw8XMSr8K8jNze3yrzQ7igpcQ3q5ml7T/ZTWlpaY5va8PLLL3P//fczatQovvvuu/OaHqW6B/r6zmdqx2az0a5dO9544w2N5diZ+hBeznTt2pW1a9c6LLtVYReFVbnt9uvXjy5duvD666+zY8cObrnllmonPi+99FKSk5P56aefWLt2LWvXruXzzz/niSeeYMOGDdW61trrqvIY2rZtGwADBw50exyBgYEeL2M525w+fdrjtgEBAQQEBNTr/rOz1WeNyMjIGlo2XETACsK/nNrO1r/yyiuaB5gztZKebetvVdbdVQGraPNM1Wtp/Jv6YK313upGseKNDT2Rgd5c1DmaizpHk3/4T7Zs2gh5UHn1rA0bKQEp/FnwJxNsEzDo1fM+tMNQnrQ+SULzBMLDwvHx8WnUM6yCIKhul1VFXbXjbBGtKZJrZZzb17QfwGNLmSe88MILzJ07l4svvpglS5bUatvt2rXj4MGDFBUVVWuFbd26NUlJSZSVlTmWQdjZvXs3Op2Oli1bAhWuldnZ2S5RiI8cOVKlONu7d6+L5XHv3r1A9Ws27ceRmprK8OHDqxV/zsdSXl7u0ta+P0+48sorWbt2LW+//TYvv/yy2za7du1iw4YNDBkypMo1raBaYe+9917H+5oICQlh8uTJjonTt99+m9tvv52FCxdW635sz/dd1fPCtm3bMJlMbl2T//zzT3r27On4f1hQUMC8efNYunQpmZmZtGzZko8++ohevXoBamyIESNGsGXLFlq1asX//vc/+vfvD6jRqC+++GLmzp0LqC7HN954Iz/88AN//fUXnTp14q233lLzs1dB06ZNazhLFZyNNbB2rwB78K3GiAhYQfiXU9vZ+sqz72diJT3ba7Wqs+6W+ZbhE1H1w9K5Eq8AOmBm+xLunz4W/d85WjfnhGIwGDSBkYKCg9hr28uStCWcLFEjFP+U/BNjW40F1MmEif0mnsORC4JwtunRowc9evTwuH1sbCz+/v51SkU1Y8aMOoywbjz77LM88sgjXHLJJSxatMhFXNbEtGnTePDBB3nsscdcRJhz0LnLL7+cp556ijfeeIMHHnjA0eb333/n119/ZdSoUQ7PFHtQo19++cUhZkBdp3rq1KkqBf6bb77J7bff7lgHW1ZWxn//+1/0en21LrUA1157LQ8++CDPPvusW6GSlpbmcOG9/PLLefrpp3nzzTc1QZy++uorj92HAW644QYWLlzI66+/zqBBgzTBo+z7vPrqqzEajZp0RO647rrrHOlY7CLTHVarlfz8fBcvILvQq8qyaqdJkyZ07ty5ytyy27Zto0uXLi730enTpzlx4oQmXdD1119PZmYma9asoUWLFhw4cEAzkfPBBx+wbNky2rVrxwMPPMD111/Pvn37qhzbO++8w/fff0/nzp157rnnGDduHIcPH65yYuV8r4HduHEjer2+QQVwqy0iYAXhX05tZ+uroi5W0jNZq+UJ1Vl3TSYTpdSvK9yZ0CHC2yFeQf2nnpCQ4Fiju/rYal7Z8QpJuRXrqaL8ojDq5WdcEIQKDAZDg09FtXDhQh555BGioqK4/PLLHWld7AQEBDBhwoRqtzFr1ixWrFjBK6+8wvbt2xkzZgxBQUEcPHiQn3/+md27dwPw4IMPsnjxYh588EF27tzJwIEDHWl0goODef311x3bHD16NJ06deKxxx4jPT2dtv/P3n2HNXW9cQD/3oSwlaUElOVAK4riwMUQ66yj4qq2agW1deCoWAUrrp8LpFarYrVOKm21YlEr2taqoOCiThxVUVkqoIAICmT+/qBJCdkQlryf5+ER7jn33JOYQN57znmPszP+/vtvHDt2DK1btwafz1fYFy6XC3d3d0yZMgX6+vr4+eefcfXqVQQHB6sdgZ07dy5Onz6NlStX4vz58xg4cCAsLS2RkZGBCxcu4PHjx3j8uCyR4Jdffomff/4ZgYGBuHXrFtzd3XH37l3s2bMHrq6u0rWe6hgaGuK3337D4MGDMWbMGAwbNgwDBw6EsbEx7ty5g3379qG4uBjff/89+vbtq7ItS0tLjUYICwsLYWtri+HDh8PNzQ22trZ49uwZdu7cCT09PUyYMEFtG+PGjcOyZcuQkpIi87zm5+cjNTUVAwYMkDtHMg1aEijn5OTg8OHD+Oeff6SfJypmJp45cybatWsHoGy7oE2bNqkc6f/ss8/QuXNnAGWZtLdv347ff/9d7saAhC7XwO7fv1869T8tLQ1isVhm66aQkBCZ+iKRCH/88QcGDhwoTdJVH9EnH0IaOG3u1quj7ShpVdZqqSP+cRzaP/ob7ZQkfEiCEQqheL1Rbag4lYfNZkMsFuN85nlsub4F9/L+u/trZWiFzzp+hjFtxsCArd2oBSHk3VfXt6KSzLzJzs7GlClT5ModHR3VBrAcDgd//PEHNm3ahKioKCxfvhwcDgctWrTA2LFjpfUaNWqEhIQE/O9//0NMTAwOHjwIMzMzjBgxAitXrpRZF8lisXDs2DHMnTsX27dvB4vFgpeXF+Lj4zFjxgykpqYq7EtoaCguXryI77//Hk+fPoWTkxM2bdqEefPmqX0u9PT0EBMTg927d2P//v1YvXo1BAIBbGxs0KVLF4SGhkrrmpmZ4fz581i0aBGOHDmCAwcOoHPnzjh+/DgiIyM1DmCBspG969evIyIiAtHR0QgJCZEmdjI1NcWNGzfUbrOjDWNjYwQGBuLMmTOIi4vD69evYW1tjZ49e2LhwoXo3r272jY+++wzrFq1Cj/88AP+97//SY9L1r9269ZN7hxJAFt+ejDDMHB2dlZ6nfJTfCVBa2FhodIAtvyNdRaLBUdHR+mextVt9+7diI+Plzkm2Y4KkA9gT58+jadPn2Lbtm010r/qwojrQvpNAqBsj6sOHTrg9u3bKqdhKMLn85GbmwsrKytwOJxq6iF5V8XHx2t0t14TkydP1niUNDU1FZGRkdXSdsDOjniKUqXl6Xp64CtJmKFrrXg8HHmqPGnDI3EzOC27LRf4H/znIFZf/u9OqpmBGaZ0mILxbcfDmFN7iU5qGv1+IzWppl9vktE1XU8VFAqFtBVVNdu3bx/8/f1x9uxZ+Pj4VKoNkUgEoVAINputNIlTTVq4cCG+/vprfPzxx9i/f3+de43MmzcPBw4cwOPHj9VmoFYkJycHXC4X9+/fV5jUqeI2OqmpqWjRogWeP38OGxsbhWtg/f39sXz5cgBl/592dnbYsmWL0hHY2jRo0CDk5eXh0qVLGv3fVtfvp/IqE//QCCwhRKO79ZrSZpS0Kmu11MlkifFYT3VCjJoiBoMHouZKy3PYNmil4A/J4BaD8e21byGGGJ+6fIpJLpNgqq/bbISEkHdT+a2oanJ/bVK/hYeHAwC+/vprsNlsREZG1onAWmLFihX48ccfsXnzZixevFjr862trTFmzBjMmDED+/btg729vXQNrCZJzBTZtWsXfH190a5dO6xfvx5CoRCDBg2qVFvV6fz58/jzzz9x7ty5ep/gkQJYQgjYbDbGjRuHLVu2SPd9kzA0NNR42wShUIibN2/i3r17sLS0hIeHh8oRjGpdq1WHfjencfTga6d8jz9jxhr7c+9hV/IuLO25FOaG5gDKRlw39t2IthZtpccIIUQbbDZbq9wBhISHh0sD2brGwsICL19WzM2vnT179mDJkiXw8PDAq1ev0LJlS+zbt6/SAeznn3+OGTNmIDk5Ge+99x6OHz+u861vdMHLywtCoRBCYU2mqaweFMASQgCUTXuRTDNr27YtOnXqBCMjIzRr1gybN29WOUpafqua8lPVbGxsMGvWLAQHBysNZLVZq8Xn85GYmIi8vDy1ATIDBoBuVkhwRCI4VNgD8LmeHiTpPDgAbCuUp3E4EPx7h1PIMGAb5ChtX4DX+Oh4WYZEu0Z2mN91vrSsh22Pqj8AQgghhAAoWxe9efNmmQReEhXXOTs5OaH8aktFN9ydnZ1x8eJFXXeTqEABLCEEAJCZmSm9K9exY0dpBj4AKkdJhUKhNIV/xSkp2dnZWLZsGS5fvoyYmBiFwaZk9DcxMRGXLl3C3bt3pVPdXFxc0LNnT3Tv3h1r165FREQEsrOzpedyuVwEBASoDJB1wUEgULmGVRHf5jZ4pGZPPwnhv9mQ9Rg98EWKs1wSQgipW/z8/Gp06yFCSBkKYAkhAGTvOlacRqNqlLT8VjUVc8JJfo6NjUVYWJhcNjwJkUiE+Ph4hQHqjBkzsG7dOvz+++9y50kC5EuXLuHIkSP1OsHPh60+xIxOM2DfSPN1voQQQgghDU3dWZVdj/n5+YHD4cDU1FT6dfjw4druFiFakQSw1tbWcpn9JKOkffv2lVnXIRQKceXKFbVtMwyDiIgIvH37FnFxcfj1118RFxcHPp8PPp+PIUOGYNmyZcjJkZ1mm5OTg5UrVyoMXss7ceIE1q1bBz6fL21fJBZp+Mhrn30je6zxXEPBKyGEEFKPpKamSjMWk5pDI7A6MnXqVGzfvr22u0FIpfD5fOmeZcqSfZTPaPnkyRM8efIEP/74o0YZhMViMbKysmBnZ4f8/HzpcRsbG7i4uODMmTPSehXP01RoaCgiIiKkQfDgbW0ADbMQc0RiGAlkN/Q2QRH0wYcehLDnC5ArboRX4kbSci6TBw7K1r0KoIcX7KYy5/M07jmgz6ob2ZIJIYQQQuo6CmAJISgtLYWrqyuePHmiNlulSCRCamoq0tPT5TIWq1M+eAWArKwsZGVpt7ZUmeLiYq228CnPTgT0eT1KJgGVpYkeppfugD6/ACWG1tjRaDZevflvX9nyeykasNkoP2YtFotRtK8PANnHSwghhBBCqqbeB7ChoaG4fv06rl27hkePHoHFYkFQIRtoeb/++ivWr1+P5ORk6Ovrw8vLC2vXrkWHDh2q1I+DBw/il19+gbW1NT7++GMsXrwY+homcCGktpmammLEiBEAlI968vl86Shn+XWq7wIWgC+++EJmr0SH+zvBulgWoKd3X4oA70+QmZmp0V6KT58+hVAgBOhXACGEEEKITtX7AHbx4sUwNzdH586dUVRUhBcvXiitu3v3bkybNg0dOnRAWFgYSkpKsGXLFvTu3RuJiYlwdXWV1p04cSJ+/PFHpW1t2bIFs2fPBgDMnTsX69evR5MmTXDjxg1MmDABr1+/xoYNG3T3QAnREXVb0Sja3JrP58PX1xcnTpyoN5tf87TZ5kzEB3tbDzix/g1IRUKIc1MAAMVifWSdj4ST90S50enXr18jLi4OTZs2Ra9evaTHr169WsXeE0IIIYQQRep9AJuSkoJWrVoBAHx8fJQGsPn5+QgMDISdnR0SExPRuHFjAMBHH30EFxcXzJs3T7oODwC2b9+OTZs2Kb1u+UQ2Xbp0kfl+zZo1CAgIoACW1CnKRlA12as1NDQUJ06cAKDdutSqcpjnAH1rzYYxeTk8pH+bLv05440D2OxicIwKIGYAfZEYvBJzCMRlueuc9HJhwJTN1rDnC4Bc2QzLkjDdiOGhvVEe9PVkc96JxWIcOHAAz58/h6GhIdzc3GBkZISSkhLcvn0bsK7kgyaEEEIIIUrV+wBWEryqc/ToUbx+/RqBgYHS4BUAHBwcMGbMGERGRiIjIwP29mVZQCXZhCuDYZga/ZBPiDqqRlAlW9HExcUhNjYWhoaGcudGRETUyuta31ofhs0N1VdUoOjhSDR2vQyx8TUAwAfPWiKqcLq0/Fv9hWjD0mz9rZmRfGDPMAy8vb1x8OBBlJSU4Ny5c2jbti1evXqF9957DydfnaxUvwkhhBBCiHL1PoDV1OXLlwEAvXv3livr3bs3IiMjkZSUJA1gtXHw4EEMHjwYZmZmSE5OxtKlSzF27FiV5+Tk5MiNFqeklE1ZlGwtog2BQAChUKhy/S+pO4RCocx6Sjs7O6XrKXVhzZo1SkdQJT+fOXMGa9aswbJly2TK4+PjK73m1cLCQi5xU3XRM7eF7dT50p8NbEXgmJcFr/xCF0QVflrpttkMFL4nW7ZsiebNm+Pp06e4dOkSLl26JC1rZNsIRoZGMDI2Ujvturlpc63f8w0J/X4jNammX28ikQgMw0Akqj9bfxHdkvwdptcAqQnavN7EYjHEYnG1fkapTNsNJoDNzMwEANjZ2cmVSY5J6mhr27ZtmDFjBvh8PmxsbDB+/HiEhISoPWflypUKywoKCpCbm6tVHwQCAQoLCyEWi6Gn12D+W+sdoVCIGzdu4M6dOzIZc42MjNC+fXu4ubnpPJDl8/nYtm2bRiOo33//PT7//HOZqcRpaWlaXW/GjBno1q0bLCws4Obmhp49e+Lly5cajd5WZZSXbfQa5t3/23+ZxSkLnMVigKWfDSO7SBRnTq5U209fFUNPwXtS1Yfcns97Aiib5TFw4EC1/6/avucbEvr9RmpSTb/eeDwe9PX1IRRqs3CfvCvEYrH0/76+5Jgg9Ze2rzexWAwej1etn1G03dECaEAB7Nu3bwEABgYGcmWSKZOSOtqKj4/X+pxZs2bJjdKmpKTA19cXZmZmsLKy0qo9gUAAhmFgaWlJH/DqKKFQiOjoaDx69EiurLi4GH///TdevXqF0aNH6zSIjY+PV5ncrLycnBzcuXMHenp60iRPzZs31+p6np6e6NixI4yMjNCsWTPMmjVL6c2a8nx8fHDv3j2Z0V5tXssMSwi2QY78cQZgG+RCiMo/pwKRGFwF78mEhAS1o9Pp6el48OABPD09K339ho5+v5GaVNOvt6KiIjAMU62zcEjdR7/bSE3S9PXGMAz09fW1jku0YWZmpvU5DebdYmxsDKBsv8uKSkpKZOrUBGtra1hbK87ywuFwlCbTUYXNZkNPT69S5xLdEgqFMluy2Nvb48KFCwqD1/JSUlJw5coVeHt766wvr1+/1qr++PHjZe6GcblcmJiY4O3bt2pHRxs1aoT79+9Lp8ObmprCy8sLQ4YMka6/Ld+G5OehQ4ciJiYGAGQyJG98tRGPCx5r1f/qUvF9JRQKNc42fO3aNXh7e9MH1Cqg32+kJtXk643FYsn8SxoWyRRygF4DpPpp+3pjGAYMw1Tr78LKtN1gAtjy04TbtWsnU6ZqejEh2hAKhUhISEBSUhLevHkjPW5iYgIej6dRG0lJSfDw8NBZsGNpaalV/YpTObRZ/9qtWzeZfg8rjILF+Qj82JsDnnsL5OflyUy5/bqtDV4YG0CPnY6xP/UCzP59D7IAvAIyCjO06rsqzZCLFJ21BmRkZMj8H6tSVFSEjIwMuW14CCGEEEKIdhpMANu9e3ds374dFy9exIABA2TKLl68CABwd3evja6Rd4RQKMTBgwfx8OFDuTJNAx1A98GOh4cHuFwucnJydJJFWNk6VWdnZ7lpshYogDVygX/X51tbAig3lTffmI00fRYAMYBSoED1CHVVcBjdJmQpv4a5OuoTQgghhBB5DWaugq+vLxo1aoSdO3fKTKlMT0/HoUOH4OPjU6kMxIRIJCQkKAxeK0OXwQ6Hw0FAQIBOgldTU1O5qe+NGjVC3759MX78+AY1RdbIyKha6xNCCCGEEHn1fgR2//790iypaWlpEIvFWL16tbRckg3YwsIC4eHhmDFjBjw8PDB9+nSUlpZiy5YtYBgGmzZtqo3uk3eEUChEUlKSztrTdbATHByMiIiISm+HI1FUVCRdq5qWlgZDQ0Pcv39faeAaYm2AHI6N0vbS63HSCnt7e5iYmGg0um5qako3yAghpIGLi4tD3759sXfvXvj5+em0bT8/P0RGRtb4fu01LT8/H87Ozvjyyy8RHBxc292pV86fPw9vb2+cO3cOHh4etd2dKqm/nx7/tXv3brkswEuXLpV+X347m+nTp8PKygrh4eFYtGgR9PX14eXlhTVr1qBjx4411mfy7tFmPaQ61RHs3L59Wxq8GhkZyW3ho82I7+vXrzF8+HDk5ubixYsX0oRNijzjsJCmXzd/zaSJuYCGW+7l6tnCqcIxNpsNd3d3xMXFqT3f3d29QY1OE0KIKg8fPsSPP/6IU6dO4dGjRygsLISjoyP69++PxYsXw9bWtra72CC8ffsWERERiI6Oxv3791FSUoJmzZqhX79+WLBgAd577z2Z+pIAHAA+/fRTREZGyrUpFovRsmVLpKamgs1m63w/5RUrVoDD4WDu3Lk6bbc+0vZ95OXlhYEDB2LBggXS5ZP1Vd38ZKkFTT48ljdmzBiMGTOmejpDGixdTvmtjmBnxYoVAMrSpv/999+4desWcnJyYG1tDUtLSwwaNEjjtsonharJabEckQgOFf4Qpuvpga9h1kYGgLO1qfTngNxF4Ak1i2CdzU1xSsFxT09PPH36VOXUcWdn53p/p5MQUn/x+XyZ7O4eHh61ns179+7d2Lp1K4YPH46PPvoIRkZGuHTpErZt24aoqChcuHBBLngiuvX48WN88MEHePDgAYYMGYJPPvkEJiYmuHPnDvbt24fIyEjs2rULn376qdy5hoaGiI6OxpYtW9C4cWOZslOnTiE1NRWGhobg8/k67XNWVha+++47hISE1OjOIXVVZd5HgYGBGDx4MGJjY/Hhhx/WUs+rrt4HsITUBboK5Jo1a6Y22KnMh5HPPvsMGRkZaNasGU6cOCEdLc7Pz4eRkREsLCzw6tUrlVOPGIYBl8uV6Z+dnZ3G02irykEgwJGnWTLHfJvb4JG+vsZtnArsI/1+wDfxeJhTVKU+sdlsjBs3DomJiUhKSkJR0X/tmZqawt3dXacZpQkhRFN8Ph+hoaFyy0dsbGwwa9YsBAcH11ogO2bMGAQHB8Pc3Fx67PPPP0fPnj0xffp0LFu2DL/88kut9K0hKCkpwfDhw5GSkoKDBw/io48+kilftGgR+vXrhylTpsDJyUlua79Ro0bhp59+ws8//4zp06fLlO3atQsODg5wdHTEhQsXdNrvnTt3QiAQYPLkyTptt76qzPuoX79+sLOzw3fffVevA9gGk8SJkOokWQ+pCX19fbm6kgDn9evXSqfb8Pl8rFq1Cvb29ujbty9Gjx6Nvn37wsHBAatWrVJ5p/ODDz7AggUL0KlTJ7lgs7i4GG5ubmrXzYjFYgQEBMh84JFMo60PJPue6RqbzYa3tze++OILTJ48GR999BEmT56ML774gvZ+JYTUCj6fD19fXyxbtgw5OTkyZdnZ2Vi2bBlGjhyp8xEyTXXr1k3mQ7fE+PHjAQC3bt3SqB0+n4+NGzeia9euMDExQaNGjdCxY0csX75cpt6rV68QGBiIFi1awMDAAFwuFx9//LHc7JkVK1aAYRikpqbKXcvHx0dud4B9+/aBYRj89ddfWL16tbT9tm3bYsuWLRo9BgDg8XgIDw9Hx44dYWRkhMaNG6N///44d+6cXN3s7GxMnjwZVlZWMDExgYeHB86ePavxtQBgz549uHv3LubMmSMXvAKAra0tfvrpJwiFQixatEiuvF27dujduzd2794tc/zly5c4evQo/P39Fe4xWlpailWrVsHFxQUmJiZo3Lgx2rZtiylTpmg0k+3gwYNo3749HB0dFZYvX74cDMPg1q1bWLduHVxcXGBkZARnZ2dERUWpbb++qcz7iMViYeDAgfjzzz/x6tWrau5h9aERWEJ0QJv1kB4eHvDw8EBGRgaKi4thZGSE3NxcHD9+HEVFRThz5gwGDhwoU25jY4PRo0fjxIkTcoGY5MPI5cuXpQmWKo7QXrhwASkpKdBXMlrp6emJzMxMPHz4UG6bHMnPQ4cORVBQkMJz1U2jrS72fM3X1tizZEfJHa00n36kSV02m037vBJC6oTQ0FCcOHECAORuTkp+jo2NRVhYmEyukNr29OlTAACXy1Vbl8/n44MPPsDp06fRp08fLFu2DI0bN8a9e/dw6NAhrFy5EgBQWFgIDw8P3L17Fx9//DE8PT3x6NEjbNu2Db///jsSExPh4uJSpX4HBwejoKAAn332GQwMDPDzzz9j7ty5yM7OlkksqohAIMCHH36Ic+fO4eOPP8aMGTPw9u1bREVF4f3338eRI0cwbNgwAGU3ub28vJCSkoLJkyeje/fuuHPnDoYNG4ZWrVpp3N9Dhw4BAGbOnKm0jpubG3r16oWLFy8iIyNDLjfHtGnTMGXKFCQnJ8PV1RUA8MMPP0AgEGDKlCkKPw/Nnj0bu3btwoQJE6RrWJ88eYLjx4/jzZs3KmezvXjxAnfu3MG0adOU1rl27Rr09PTw2WefwcLCAp9//jkEAgE2bNgAPz8/dOvWrU5MTX/58qXGdY2NjbWeLq3ufdSrVy/s2bMH586dq7ejsBTAEqIj2qyHrBjsODo6Ijk5GWlpabhy5QqSk5Nl7kZevHgRf/zxBwDVH0YGDx6MO3fuyEwX43K56NSpE3r06KF0NJDNZmP8+PFISkrCjRs3kJWVJXN+QEAAgoKCFE43UzWNtrptydH8jwCayv7R2jW5fowcE0KINvh8PiIiIpTu2S3BMAwiIiKU/m6vDZIknP7+/mrrfvvttzh9+jTmzp2LTZs2ydzcFYn+y28QHh6Ou3fvYs2aNfjqq6+kxz/88EP4+Phg7ty5+Ouvv6rU7+zsbCQnJ0tHw2bPng1vb2+sW7cO/v7+KoPLbdu24cyZM4iOjsbo0aOlx+fNm4cePXpg7ty50gD266+/xsOHD7Fx40Z88cUX0rqenp74+OOPNe5vcnIyGjVqhLZt26qs17VrV1y8eBE3b96UC2A/+ugjzJs3D7t375bu5LF79270798fDg4OCts7fPgwBg8eLDcaGhYWprbPd+7cAQC0bt1aaZ1r165BIBBgzJgxWLhwofR48+bN8cknnyApKalOBLBNmzbVuO7y5culeUw0pe59JHkOk5OTKYAlpKGTBHIbN26Um6arbj0kwzD44IMPsH37dgCySaGEQiESEhI06sOZM2fkjmVnZ+PPP//EkydPVO7Vymaz0bNnT2zevBlPnz7Vao2tZBptxZHla2cOA3i3U/oTQkh12rdvH/bt26eyjpubmzSISExM1GjLNLFYjKysLCQmJsLHxwcApP+qsmnTJri5uamtp621a9fi8OHD8PX11WiNY1RUFExMTLB27Vq5mUnlp68ePnwYjRs3RmBgoEydPn36oG/fvjhz5gzy8/NhYWFR6b7PmjVLZiqngYEBFixYgHHjxuHIkSNYsGCBysfh5OQELy8vuZG5Dz/8ECtXrsSDBw/Qpk0bHD58GObm5pg1a5ZMvfHjx2PZsmUaz4QqKCiAjY3yLe4kzMzMAJSNYldkYmKC8ePHIyoqCuvXr8fff/+Nu3fvqgy2zM3NcefOHdy8eROdOnXSqK8SL168AABYWVkpLM/JycGzZ8/Qo0cPmeAVKEs6BUCjkUwnJyeEhoZKp+FW9MEHH2DAgAFyrydtnDqlKC2kYi1bttSqbU3eR5JknBWXF9QnFMASokNFRUXS4LVTp05o27YtjIyMYG9vr3Yt5D///KPweHp6uk6SJD18+BAJCQno06ePynoCgUCjDzGKVBxZFrP0AGi2xkpRluHy1E0X5kEP+k2V35mFRQuN+kEIIXVJamqq3HaBquTl5WnVfvn6mlynOtbNffvtt1iyZAl8fHzw448/apSz4MGDB3jvvffU5p94/Pgx2rdvLw1iynN1dcXZs2fx5MmTKgWwiqYgS46p2moOAO7du4e3b9+qnDadnZ2NNm3a4NGjR3B1dVW4HMjFxUXjANbMzAyvX79WW6+goACA8qmoU6dOxc6dO3HkyBH8/vvvaNKkCUaMGKG0vW+//RaTJk2Cm5sbHBwc4OXlhUGDBmHs2LEK/38UUTar4OrVqwCgMPBMTk4GAHTo0EGja6hy8uTJKrfRv3//KrehiKbvI8lzWF25QWoCBbCE6NCDBw+k3/fo0UPjveyEQiGSkpIUlulyi56kpCR4enqqDKZ1uTUO35gLFGdqVFdRlmFtvOA0R/OAy5U+nxBC6iInJye1Nx7Lj4iW3+pME+Xrq7sOAIVJY6rim2++wYIFC9CvXz8cO3asVrdHUfWBXtf7mUqIRCK0adMGW7ZsUZj4CNBN4FWeq6sr4uLipCO7ykiCQmXTdnv06IEOHTpg8+bNuHHjBj7//HOluTYAYPjw4UhNTcUff/yBuLg4xMXF4ccff8TKlStx8eJFlVNrJWW5ubkKy69duwYA6N27t8LH0ahRI5WPtSaVX6aljqmpKUxNTdXW0+Z9JLlpZW1trXE/6hoKYAnRIcndT1NTU42m50hkZGQoHWXVZUBZVFSE9PR0tGiheDTS1NRUbp1LVej07h5bH7BUPpWmOY2wEkLeQX5+fvDz89O4voeHB7hcLnJycrTeGk2TRIS6FBYWhuDgYAwePBgxMTEaj8IBQJs2bfDgwQO8efNG5Shsq1atkJKSgtLSUhgYGMiU3b59GwzDSP8mSoL5vLw8uaR8jx8/Vhqc3b17V27k8e7duwBUr9mUPI6MjAz4+PioDP7KPxYejydXV3I9TYwdOxZxcXHYvn07vvnmG4V1bt26hYsXL8LLy0vpmlagbBR2/vz50u/VMTc3x7hx4zBu3DgAwPbt2zFz5kxERESonH7cvn17AFA6ynzt2jVwOByFU5OvXr2Kzp07Sz+TFBYWYtmyZThy5AhevnyJFi1aYN++fejSpQuAslkPffv2RVJSElq2bInvv/8ePXv2BFA2zX7w4MEIDg4GUHaDaerUqThx4gSSk5Ph4uKC7777Dl27dlX6WDQd3AA0WwOr7ftIMitAknyrPqJtdAjRET6fjydPngAoS9akTfCmapTVwcFB4y16qnotd3d3nW770rxxczD/fn5ii8VozDNFY15j6ZcjT4RWPB5a8XjqMwpbtgQCLiv/+uSAzvpNCCH1FYfDQUBAQKW2RqtJa9euRXBwMIYNG4YjR45oFbwCwMSJE/HmzRtpwpryyidxGjVqFAoKCuS2tTl//jzOnDmD999/Xzp9WJLUqGJSp6ioKDx//lxpX7Zt2yYztbq0tBQbNmwAi8VSOaUWACZNmoT8/HysXbtWYXn59cyjRo3Cq1evsG3bNpk6Bw4c0GongClTpsDFxQWbN2/G4cOHFV7zk08+gZ6enjSbszKffvopli9fjo0bN0qDTEWEQiHy8/PljksCPWUjqxJNmzZF+/btle4te+3aNXTo0EHuJkVWVhaePn0qE1D6+/vj+vXrOHv2LF6/fo1ffvlFZm3tnj17sG3bNhQUFKBfv35qk4rt2LED27ZtQ15eHoYOHYqhQ4eqXPp16tQpjb8+/fRTldeuzPvo0qVLYLFYcvv71ic0AkuIjqSmpkqnGDk7O2t1rqpRVjabje7du2u9z5u215JkSNbGF/Ff4GnRU6Xlz4ueQvxvHO9QykHXrMEy5VNEP8KeUZ9shBBCiOaCg4Nx+fJlxMbGar01Wk2IiIjAkiVLwOVyMWrUKOm2LhKmpqbw9fVV2ca8efMQGxuLjRs34vr16/jggw/QuHFjPHjwAH/++Sdu374NAFi4cCEOHz6MhQsX4ubNm+jdu7d0Gx0zMzNs3rxZ2mb//v3h4uKCpUuXIicnB87Ozvj7779x7NgxtG7dWum+uVwuF+7u7pgyZQr09fXx888/4+rVqwgODlY7Ajt37lycPn0aK1euxPnz5zFw4EBYWloiIyMDFy5cwOPHj/H48WMAwJdffomff/4ZgYGBuHXrFtzd3XH37l3s2bMHrq6u0rWe6hgaGuK3337D4MGDMWbMGAwbNgwDBw6EsbEx7ty5g3379qG4uBjff/89+vbtq7ItS0tLjbLkFhYWwtbWFsOHD4ebmxtsbW3x7Nkz7Ny5E3p6epgwYYLaNsaNG4dly5YhJSVF5nnNz89HamoqBgwYIHeOZBq0JIDNycnB4cOH8c8//0hH2StmJp45cybatWsHoGy7oE2bNqkc6f/ss8/QuXNnAGUZgLdv347ff/9dJqt0ebpaA1uZ95FIJMIff/yBgQMHSpN01UcUwBKiI5aWlvD09MTjx4+1zhpnb28PExMTpXfsPD09kZqaKh3hrSxTU1O0bdsWPB5P5piqDMmqZBZl4nHBY43q5rNk74oKxAxKxGyg/uYQIISQOonD4SAmJgZhYWGIiIjQamu0miDJ+ZCdnY0pU6bIlTs6OqoNYDkcDv744w9s2rQJUVFRWL58OTgcDlq0aIGxY8dK6zVq1AgJCQn43//+h5iYGBw8eBBmZmYYMWIEVq5cKbMuksVi4dixY5g7dy62b98OFosFLy8vxMfHY8aMGUhNTVXYl9DQUFy8eBHff/89nj59CicnJ2zatAnz5s1T+1zo6ekhJiYGu3fvxv79+7F69WoIBALY2NigS5cuCA0NldY1MzPD+fPnsWjRIhw5cgQHDhxA586dcfz4cURGRmocwAJl2W2vX7+OiIgIREdHIyQkRJrYydTUFDdu3FC7zY42jI2NERgYiDNnziAuLg6vX7+GtbU1evbsiYULF6J79+5q2/jss8+watUq/PDDD/jf//4nPS5Z/9qtWze5cyQBbPnpwQzDqBxoKD/FVxK0FhYWKg1gy083Z7FYcHR0lO7FWp0q8z46ffo0nj59KjeKX98wYnVzTEiNuXPnDjp06IDbt2+rnIahCJ/PR25uLqysrOrMfm4NGZ/PR2JiolZb0cTHx6tcfxQbG6sw0ZOpqSmaNm2qUXA7ePBgHD16FM+ePZNudaNJhuSKJK+36ZemaxzAsvhcsJ/Mkk7tKhWzcVR/CdqwNPwl3/S9sqnCpMGh32+kJtX0600yuqbtjU9NVebvEdHMvn374O/vj7Nnz1Y6e79IJIJQKASbzVaaxKkmLVy4EF9//TU+/vhj7N+/X6fLinRh3rx5OHDgAB4/flyp5VU5OTngcrm4f/++wqROFbfRSU1NRYsWLfD8+XPY2NgoXAPr7++P5cuXAyj7/7Szs8OWLVuUjsDWpkGDBiEvLw+XLl3S6P+2un8/AZWLf2gEljRY1fFHnc/nIzQ0FBERETLrVmxsbDBr1iwEBwcrvYanpyeePn2qcB1LYWEhrl+/DgBo0aIFvL29pQGoJLmCujUwzs7OWLhwIfT19eWSU1RagWYZhgGgqeglUoQG6isSQgjRGQ6HU+ngijQ84eHhAICvv/4abDYbkZGRdSKwllixYgV+/PFHbN68GYsXL9b6fGtra4wZMwYzZszAvn37YG9vj/v378PIyAiOjo6V6tOuXbvg6+uLdu3aYf369RAKhRg0aFCl2qpO58+fx59//olz587V6y10AApgSQNUlSBTXbu+vr44ceKE3C+G7OxsLFu2DJcvX0ZMTIzC9tlsNsaNG4fExEQkJSWhqKhIWvb3339L19cOHjxYZk82U1NTdO3aFa1atUJkZKTcuZIpwn5+fhptkVDRnNNzkFGYIXNMDDGEAiGeiXkaTwHmMPJJmtLEXODfXBv6eiw4Wam4m0pZhgkhhJBqFx4eLg1k6xoLCwu8fPmySm3s2bMHS5YsgYeHB169eoWWLVti3759lQ5gP//8c8yYMQPJycl47733cPz4cY22vqlpXl5eEAqFEAqFtd2VKqMAljQoVQ0ylYmOjkZMTAxOnDgBQH6jbcnPsbGxCAsLQ0hIiMJ22Gw2vL294eHhgYyMDOkoa0ZGBs6dOwdvb29s2bJFpkwyBVgoFKJFixa4dOkS7t69Ky13cXFBz549K7XGFQAyCjPwqOCR4sIq3sD7jP+l9Htnc1OcCtA+wCaEEEII0VSjRo2wefNmmQReEhXXOTs5Ocl8plO01MvZ2RkXL17UdTeJChTAkgYlNDS0ykFmRcXFxUhOTsbRo0fV1mUYBhEREWqTZ7DZbJlpvrt27cKXX34JHo8nV1b+HEXBb2XWuBJCCCFENW336CWE6EbdmdROSDXj8/mIiIhQO+9fEmQqS5dfUUpKCtLS0lTu+SUhFouRlZWFxMREtX2Ni4vDr7/+iri4OPD5fLz33nvo2LGj2mtIAtx27drBycmJgldCCCGEEPLOoBFY0mAkJibKrHlVpnyQqUnii4cPH6K4uFirvuTl5Sk8Xl3rc6tEi0RNhBBCCCENhbKtlUj1ogCWNBjKgsaq1BeJREhJSYGRkZFWbVtaWsodq671ueooStJUXrq4lPZqJYQQQgghdQIFsKTBUBQ0VrX+06dPUVxcDAcHB1haWiI/P19ubW15DMOAy+XCw8NDrqw61udqQmWSJoCCV0IIIYQQUmfQGljSYHh4eIDL5Wq0BtbGxkZhkCkhFAqRmpqKCxcuAChbdzpr1iyVwStQFogGBATIjaBW1/rcmsYRidCKx1P4ZVM3u0wIIYQQQuoRGoElDQaHw0FAQACWLVumsp6yIBMoC1wTEhKQlJQkk7SJxWLBx8cHBw4cQEpKitx5DMNALBZjwIABCAoKkiuvrvW5Nc1BIMCRp1kKyx6ImuNsDfeHEEIIIYS8WyiAJQ1KcHAwLl26JJ2qq8iQIUMQFBQEoVAosx1Ns2bNEB0djYcPH8qdIxKJcPLkSaSnpwMoC5bLj5I2bdoUzZo1Q3JyMoqKimBhYSFzfnWsz61rGIaBs7Xyjb0drYxrsDeEEEIIIaQ+ogCWNCgsFgvjxo3D+fPnUVhYKFNmYmKC7t2746OPPkJiYiL+/vtvmVFWfX198Hg8pW2XlpbCxsYG6enpOHHiBPT09JCXlwdLS0ukpqbC398fAPDFF19g165dSExMlJY3btxYq8eh7XremiIGgwei5grLcvWb4VRgnxruESGEEEIIeZdQAEsalISEBDx58gQDBw5EWloaHj9+LB3N/OSTT9C8eXOkpqYqTIuuKngFgCZNmsDf3x+5ubno27evzP6rYrEYv/zyC06ePIkffvgBx44dw6tXr6Tl1tbWYLFYEIlEKq+hKglUTeCIRHAQCJSWW/A5GMgLU1jmbG6KU9XVMUIIIYQQ0iBQAEsaDKFQiKSkJACAq6srXF1d8fz5c+zYsQMAkJubi+bNFY8eaophGDRp0gQZGRlwcnKSOR4REYE2bdpAIBDIBK8A8OLFC7UJoADV63Nrgqo1rgCtcyWEEEIIIdWLAljSYGRkZMhMCQbKRk0lCZZycnI0bksoFCI9PR3FxcVgs9lo1aoV9PT+ezsVFxfLnRMVFQWBktHLisGrpE8Vfx46dKjCJFB1hb4eC87mite50hpXQgghhBBSVRTAkgZDUVDJ4XBgZWWFly9fapQFWJKF+MqVK3JZiDt16oRhw4aBzWbDyMhI5rzy2+SoG2k1NTWFiYmJTH+4XC4CAgIQFBSk+9HXgkydNeVoZYJTAbTOlRBCCCGEVA8KYEmDIQkqjx07BgMDAzg7O6Nly5awtrbGy5cv1Y7ACoVCHDhwQGkW4uvXr6OoqAjTpk2Dvb29TLmm2+QAQFFREWJiYmSSQHl4eFTftGEhD2Crr1aGAZq+B7FYDIFQiBKBGM8LSgAA5sb6sLZoUT19JIQQQgghBBTAkgbE3t4e+vr6uHHjBkQiERiGkQawd+/eRUFBAUpKSmBoaKjw/ISEBIXBa3kPHz7EgwcPZBI4Adpve/P69WuMGjVKq3Mqy17MAnjFEAMoZLFQwjCwFgoV1rUScDCgdL00gH1aUAq+UAwWAzhxTNCSb4JdNdJrQgghhBDSEFEASxoMNpsNc3NzaabfZs2aASibniuRk5MDBwcHuXOFQiGuXLmi0XViY2PB5/NlRky13famJrfJ2VJiALx4olHdB6LmGMgrkjsuEgOPX7wBm2F03T1CCCFamBaZhLTctxrVdbQyxq7J7tXcI1lxcXHo27evyjr37t3De++9J/05NjYWmzdvxr1795CdnQ0LCwvY29ujd+/emDdvHlq2bAkASE1NRYsWZTOB5syZg82bN8u13b9/f5w+fVqjxIl+fn6IjIyEkZERHj58KJfoMSEhAV5eXli+fDlWrFihtj1NqHp+JEueKsrNzUVISAiOHj2K3NxcODk5YerUqQgMDJTJzyFx69YtLFmyBAkJCeDxeHB1dUVwcDB8fX118hgIqW4UwJIGhc/nS7+XBLDW1tbSY8oC2PT0dLkEUMpkZWUhMTERPj4+0mMeHh7gcrnIyclR+UezWrbJ+Wk8kK8iQM17rLtrEUIIqVVpuW/xMEf+RmNdM2bMGIwYMUJhmeTvMwAsXrwYoaGhaNmyJfz9/WFvb48XL17g3r17+Omnn+Dl5SUNYMvbvn075s6di9atW1e5r8XFxVi6dCn27NlT5bY09fnnn8PLy0vmmKIZYoWFhfD29sb9+/cxa9YsdOzYEefOnUNQUBDu3buHvXv3ytS/efMmPD09YWBggAULFqBJkyaIiorCyJEjsXfvXvj5+VXnwyJEJyiAJQ3KtWvXAJSth7WwsAAAWFhYwMTEBFZWVujUqRNat26NlJQUmfMUJYBSpeKUYQ6Hg4CAACxbtkzledWyTU7+E+DFP0qLrxgagMvowVHF/q6EEEKILnXq1AkTJ05UWScnJwfh4eFwcHDA9evX0bhxY5lyHo+HoiL5YL1r1664du0aFi9ejEOHDlW5r+7u7oiMjMT8+fPh6upa5fY00atXL7XPDwCEh4fj7t272LBhAwIDAwEA06ZNg5mZGbZu3Qp/f394e3tL68+ZMwdv3rzB2bNn0a1bNwDA1KlT0aNHD8yfPx+jRo2Se54JqWsogCUNimQf2GbNmqFr165wdXVFcXEx/Pz84ODgADabDaFQiMTERCQlJUn/MFbMKqyOoinAwcHBuHz5MmJjY3W7TU4VRlgFAJY1scIzPTYmvS7EwrxX2l2bEEIIqSaPHz+GUCiEu7u7wqBKX19f4d9bNzc3tGvXDlFRUbh06RJ69uxZpX6sW7cOgwcPxqJFi3Dy5MkqtaWNt2/fgmEYlZ9BfvjhBxgbG2PmzJkyxxcsWICtW7fihx9+kAawqampOH/+PHx8fKTBK1B2k33u3Lnw9/fHsWPHNAqcCalNFMCSBqOoqAj37t0DAAwcOBC9evVCkyZN5Oqx2Wx4e3vDw8MDGRkZKC4uhp6eHn7//fcqTQHmcDiIiYlBWFgYIiIikJWVJS2r0jY5akZYVfnDxBhPOWW/Bhz4NAJLCCGkZrx9+1bhek42my2dISWZGnzu3Dncv38fbdu21bj91atX49ChQ1i4cCHOnz9fpb62bdsW06ZNw/bt23H69Gn069dPZf2CggKZJUuqsNlsmJrK758+b948+Pv7AwDs7OwwceJELF26FMbG/+2pnp2djbS0NPTu3VsuyHVycoKtra1M/o7Lly8DAHr37i13PcmxK1euUABL6jwKYEmDcf36dWnwOXDgQIXBa3lsNhtOTk7Sn3UxBZjD4SAkJARBQUFITEyskW1y5lg3QQZH8Vs949/kDmyxGD82boQEI0NsyZH/QEEIIaR2HPo7A9FXVe/X7dKsMZYPb1/la43bcVFtnWXDXdC+mVmVr7Vu3TqsW7dO7rijoyNSU1MBlOWomD17NrZu3Yr27dujS5cu6NWrF3r06IH3338fNjY2Stt3dHTE3LlzER4ejiNHjlQ5QdGKFSsQFRWFhQsX4urVq2BUJC0cMWIE4uPjNWq3T58+OHXqlPRnDoeDoUOHYsiQIdL1vjExMQgNDcVff/2F+Ph4aRCbmVn2urCzs1PYtp2dncySKFX1JcckdQipyyiAJQ2GZPowAJmpM0BZluEHDx4gOTkZnTt3hrOzs9z5upwCzOFwZJI8qTLn9BxkFGYor2BUDDQv+yNuzxfIBaAZHD080tdXeQ0hw+CJPgcsqM/KSAghpOZk5hfj8hPttmKrLE2u87pYN7N1/Pz8MGHCBLnjFUcSN2/ejJ49e2Lv3r24cOGC9G85m83G5MmTsWXLFplRyfK++uor7N69G8HBwRg2bJjCjLya4nK5WLhwIZYvX46oqChMmjRJad0NGzYgPz9fo3bNzGRvBnh4eOD48eMyx6ZMmYLg4GCEhYVh8+bNCA4OBlA2ig0ABgYGCts2NDSU1lFXX5Igqnx9QuoqCmBJg9G6dWssXLgQWVlZcqnwX758CRcXFwDA119/jQULFsidX21TgNXIKMzAo4JHyiuwAbDLAtR0PT34Npe9I51ehT/YhBBCapedhRF6tFC9tZpLM90k3VF3HQBobKSbvymtWrVC//791dZjGAYTJkzAhAkTIBAIcPv2bZw5cwbffvst9uzZAz09PezYsUPhuebm5ggJCUFgYCB27twpt05UWwsWLMD27dsREhKCsWPHKq3XtWtXjdsUiUQQKtl7vbylS5ciPDwcx48flwawksC9tLRU4TklJSUywb2q+iUlJTJ1CKnL6JMtaRDEYjHS0tJgYmKC4cOHy0394XK5aNq0KV68eIHk5GSl7dTGFGBt8FkstaOtqojB4IGoudLyNDFXaRkhhBDdG9vNHmO72dfItQ5O71Uj16ksPT09uLm5wc3NDRMnToSzszMiIyOxbds2sNlshecEBARgy5YtWLFihcpRU02YmJhg5cqV+Pzzz7F582aFa0mBsp0IeDyeRm3q6enJjcIqu7a1tTVycnKkx9RN+83MzJSZLqyqvrrpyITUJRTAkgbh6dOn0q1tlP1ydnV1xZkzZ1QGsAKBAN988w18fHzg6elZpelIdREPehjIC6vtbhBCCCEqWVtbo3Xr1rh27RpevnwJLlfxDVZ9fX2sXbsWH3/8MdavX1/l606ZMgWbNm3CunXrEBkZqbDOqFGjKr0GVpnXr18jOztbZokTl8uFg4MDbty4geLiYpnp12lpaXj+/DmGDBkiPda9e3cAwMWL8mudJcckdQipy96tT9+EKCEJShmGQYcOHRTWkQSwd+/ehVAoVHg39+rVq9I1rpGRkfj000+rr9N1kD6bBUcrY4jFYulzVH4029GKph4RQgjRjezsbGRmZiqckvvgwQPcuXMHTZs2RdOmTVW2M27cOHzzzTfYsGEDWrRoUaU+sdlshIWFYfjw4Vi9erXCOlVZA5ubmwsrKyuZY2KxGIsWLYJYLJZLRjVp0iSsWbMG3333nXQfWEkfJOUSLVq0gIeHB+Li4nD16lXp8yoQCLB582aYmZlh+PDhGvWbkNpEASypt4RCoXSbGyMjI9jb2ysMOoVCIfbu3Yv79+/D1dUVJiYmCtuTBLYlJSV49OgR2rRpI1fn7Nmz0u81TcL0LnG0MsapwD7g8/nSP7J1Yeo0IYSQMtrcSKzNm443b95EVFSUwjIfHx/Y2dnh+fPn6NatG7p27YoBAwagZcuWEAqFuHfvHvbv3w8ej4f169eDxWKpvBbDMAgPD4ePjw/u3LlT5b4PGzYMPj4+iIuLU1helTWwgwcPBpfLRbdu3WBnZ4cXL17g6NGjuHz5Mry9vREQECBz/qJFixAdHY1FixYhNTUVnTp1Qnx8PPbv349JkyahT58+MvU3b94Mb29vDBo0CPPnz0eTJk2wf/9+XLt2Dbt379ZoOjMhtY0CWFJnKQtQhUIhEhISkJSUhDdv3kjrm5qaolu3bvD09JTWy8jIwOPHj3H79m3cu3cPOTk5Sv/Qubq6Sr9PTk5WGMCeOXMGQFlCKAcHBx0/4trHF9OvBEIIqc92TXav7S5oJDo6GtHR0QrLYmJiYGdnB2dnZ2zfvh2nTp1CdHQ0nj9/Dh6PBy6Xi379+mH27NlyAZoyffr0wfDhw/Hbb7/ppP9ff/013N3dVe4NXxljxozBb7/9hu+++w75+fkwMDBAu3btsHHjRoXb9DVu3Bjnz59HSEgIDh06hB07dsDR0RHr1q3Dl19+Kdd+ly5dkJiYiCVLliA8PBw8Hg+urq44fPgwRo0apdPHQkh1oU+rpM5RFaB26dIFz549k9nXTKKoqAhxcXHIzMxE8+bN8ffff0vPf/bsGQDA2dlZ6fTg9u3/20MvOTkZo0ePlikvLS1FQkICAOD999+v+gOtg57BSn0lQgghpJJ8fHw0DvpMTEwwffp0TJ8+XaP6Tk5OKts+duyYRu1I7Nu3D/v27VNY1rVrV4hEIq3a00RQUJBG2/GV17RpU+zYsUNpNuaKOnXqJLdVDyH1ieo5F4TUMKFQiIMHDyIuLk4meAXKAtRz584pDF7LS0lJQXx8vPT8oqIiFBQUAChL5nDw4EGFKetNTU3RsmVLAFCYyOny5csoLi4GUMMBbAFtKk4IIYQQQghAASypYxISEvDw4UOdtikZfQWA5s2b4+HDh0hMTFRY19XVFfb29goTQkimDwM1vP5VqFkqfkIIIYQQQt51NIWY1BlCoRBJSUla1U9PT5eukXVwcFA4Nbh8AGtrawsASEpKgoeHh1z9Q4cOKU1KJAlgO3TooDRdf10nFrEh4iufJizm0RRiQgghhBBSd1EAS+qMjIwMuWnDikjWyF65ckVujay7u7s0iZOEJIC1tLSU7pFWVFSEjIwMODk5ybStLHh98+YNLl26BADo27evVo+rquzFLGQL+Shil02YaCoQoHG5dTfpenrgq8nAKCHiW+Ht40D1FQkhhBBCCKmDKIAldYZkfakqQqEQBw4cUDjNuKioCGfPnkVmZibGjx8PNpsNsVgsDWCbNWum9fUk3r59i5kzZ+LMmTPo16+fxudpas7pOcgozFBYVsQSoejfANVYJIJLKQ9bc17+d651E2Rwyt7KpeAgTax8dFjdCKtkn1dlaJ9XQgghhBBSmyiAJXWGZHRUFU3WyD58+BAJCQno06cPXr9+jaKiIgDyAayy67169Qq3b98Gi8VC7969AZRl+Pv2228BQOcp8wEgozADjwoeKS4sN7j6lsVCJkf2bbulXDD7QNQcA3mVH2GV7PNKCCGEEEJIXURJnEidYW9vDxMTE6XlQqEQV65c0aitpKQk8Hg8ZGVloVu3bmjTpo3Mvq2mpqawt7dXeG6fPn3g5eWFFStWKCxnGEajPhBCCCGEEEJ0i0ZgSZ3BZrPh7u6OuLg4heXp6ekarZEFyqYTf/PNNygpKZEee/bsmXSNrLu7u8KET0BZJuJbt24p3EqnPjA34qBpIwPpz2m5b8ET6n6vOkIIIYQQQmoaBbCkTvH09ERSUpLCQFWbNasAZIJX4L81svn5+fjqq6+Unufq6goAyMrKwsuXL3H37l3ExMSgb9++GDRoEAwMDJSeW9vYLAbxi/rCzOi/ZFQDvonHw5yiWuwVIYQQQgghukEBLKlTnjx5Ig1e9fT0IBAIpGWWlpY6ucaNGzfw9ddfIyQkRGF5hw4dpN/fvn0bR48exaZNm7B161bk5+dXTwBbkKmTZvRYjEzwCmiXeImSNBFCCCGEkLqMAlhSZwgEApw8eRIAoK+vj1mzZiE/P1+6z6uNjQ1iYmKQk5NTpURKDMMgIiICQUFBCrfNkYzAAkBycrJ0/9cePXrA1NS00tdVScgDFM9o1oqiZ2XXZPeqN0wIIYQQQkgdQAEsqVVCoRAZGRkoLi6Gvr4+2rdvj4sXL8LHxwdmZmYwMzOTqR8QEIBly5ZV6ZpisRhZWVlITEyEj4+PXLm9vT3MzMxQUFCAs2fP4tatWwCA999/v0rX1RUxGDwQNVdYlqtnC6ea7Q4hhBBCCCE1hgJYUiuEQiESEhLk1ruampqiW7du6Nq1q8LzgoODcfnyZcTGxla5D3l5eQqPMwyDDh06IDExETExMdLj3t7eVb6mLvCgh4G8MIVlzuamOFXD/SGEEEIIIaSm0DY6pMYJhUIcPHgQcXFxcsmaioqKcOnSJURHR0MoFMqdy+FwEBMTAxcXF7kyCwsLrfqhbE0tn89HaWmp3PGJEydi1apV4PP5Wl1HE7rfWZYQQkiD9NN4IKKHZl8/ja/x7sXFxYFhGJVf//zzj8w5sbGxGDRoEBwcHGBgYAAbGxu4u7tj3rx5ePz4sbReamqqtI25c+cqvH7//v013g7Pz88PDMPA2NgYT58+lStPSEgAwzBKt92rjOfPnyMkJARDhgyBra0tGIZB//79VZ6Tm5uLmTNnolmzZjAwMEDbtm2xfv16mTwi5d26dQvDhw+HhYUFTExM0LNnTxw5ckRp+7/++it69uwJExMTWFhY4MMPP8Tt27er8jAJqRIagSU1LiEhAQ8fPlRZ5+HDh0hMTFQ66pmZWZb0qF+/fpg1axYsLS3RvXt3tGzZUu0aWYZhwOVy4eHhIVfG5/Ph6+uLv//+W64sJycHy5Ytw+XLlxETE6Nw/awyc07PQUZhhtLyNBaFsIQQQnQg/wnw4h/19WrZmDFjMGLECIVlzZo1k36/ePFihIaGomXLlvD394e9vT1evHiBe/fu4aeffoKXlxdatmwp18b27dsxd+5ctG7dusp9LS4uxtKlS7Fnz54qt6XO/fv3sWbNGjRv3hzdu3fHsWPHVNYvLCyEt7c37t+/j1mzZqFjx444d+4cgoKCcO/ePezdu1em/s2bN+Hp6QkDAwMsWLAATZo0QVRUFEaOHIm9e/fCz89Ppv7u3bsxbdo0dOjQAWFhYSgpKcGWLVvQu3dvJCYmyuQNIaSmUABLapRQKERSUpJGdZOSkuDh4SG3X+uFCxfw+vVrAGV3R0eNGiUt02SNrFgsRkBAgMIANDQ0FCdOnFB6HlB2JzgsLExpFmNFMgoz8KjgkfIK5W4Gc0RiOAiUj/Ja8Dm4p/GVCSGEkLqnU6dOmDhxoso6OTk5CA8Ph4ODA65fv47GjRvLlPN4PBQVyW8T17VrV1y7dg2LFy/GoUOHqtxXd3d3REZGYv78+dUesHXt2hXZ2dmwtrYGALWjxeHh4bh79y42bNiAwMBAAMC0adNgZmaGrVu3wt/fX2YwYM6cOXjz5g3Onj2Lbt26AQCmTp2KHj16YP78+Rg1apT0ec7Pz0dgYCDs7OyQmJgoPf7RRx/BxcUF8+bNkya6JKQm0RRiUqMyMjIU7vGqSFFRETIy5EctJQEmwzAYNGiQTFlwcDCGDh0qLS9P8vPQoUMRFBQk1y6fz0dERITaPxaSLMbVMZUYABwEfBx5mqX0a3GWqFquSwghhNQljx8/hlAohLu7u1zwCpTtWKBoOZCbmxsmTJiA6OhoXLp0qcr9WLduHVgsFhYtWlTlttRp1KiRNHjVxA8//ABjY2PMnDlT5viCBQuk5RKpqak4f/48+vTpIw1egbLlWXPnzsWrV69kRnyPHj2K169fY9q0aTLPv4ODA8aMGYOzZ88q/JxGSHWjAJbUqOLi4irXl2y14+7ujqZNm8qUSdbIrlq1ClwuV6aMy+Vi1apVSqf/JiYmIjs7W+0WPeWzGBNCCCFEe2/fvsXLly/lvvLz86V1JFODz507h/v372vV/urVq2FgYICFCxdWua9t27bFtGnT8Pvvv+P06dNq6xcUFCh8bIq+CgoKKt2v7OxspKWlwc3NDUZGRjJlTk5OsLW1xZUrV6THLl++DADo3bu3XFuSY9rW13RWHSG6RFOIdSArKwtz587F2bNnIRQK0bVrV2zatAnt27ev7a7VORV/wWpbPyMjA8nJyQCAIUOGKDyHw+EgJCQEQUFBSExMRF5eHiwtLeHh4aFy3aqyrMS6qk8IIYRo7fqPwI2fVNexcQU+CK36tfYOVV9n8DrAtmOVL7Vu3TqsW7dO7rijoyNSU1MBANbW1pg9eza2bt2K9u3bo0uXLujVqxd69OiB999/HzY2Nkrbd3R0xNy5cxEeHo4jR47A19e3Sv1dsWIFoqKisHDhQly9elXlbK0RI0YgPj5eo3b79OmDU6cqt3+AJB+InZ2dwnI7OzukpKRoVF9yTFKnMvUJqSkUwOrArFmz8PbtWzx8+BDGxsZYvHgxPvzwQzx6pGLN4zui/D6uRkZGsLe3l1uzWp69vT1MTEw0mkZsamoKe3t7mWO///679HtlAawEh8NRuM+rMsqyEuukfgH9gieEEFIJr9KBtISauZYm1ymp/IhheX5+fpgwYYLc8Yo3rjdv3oyePXti7969uHDhgnTEj81mY/LkydiyZQuMjY0VXuOrr77C7t27ERwcjGHDhkFPr/Ife7lcLhYuXIjly5cjKioKkyZNUlp3w4YNMiPJqlTc714bb9++BQAYGBgoLDc0NJTWUVff0NBQpk5l6hNSUyiA1YGUlBR88cUXMDc3BwBMmTIF33zzDYqKimBqalq7nasm6vZx9fT0VBjIstlsuLu7Iy4uTu013N3d5dro2rUr5s2bhytXrijdK7ayPDw8wOVyq5TFWCkhD1Ae18sQg8EDUXOl5RmwgbO14teVo5XiP+KEEELqKXMHwNFTdR0bHSUWUncdADCsfMBVXqtWrdRuDwOU/c2dMGECJkyYAIFAgNu3b+PMmTP49ttvsWfPHujp6WHHjh0KzzU3N0dISAgCAwOxc+dOuXWi2lqwYAG2b9+OkJAQjB07Vmk9bT6fiEQihdsGakISuCva+g8ASkpKZIJ7VfVLSkpk6lSmPiE1pd4HsKGhobh+/TquXbuGR48egcViKd33Cijby2r9+vVITk6Gvr4+vLy8sHbtWnTo0KHSfVi4cCF+/vlnjBgxAiYmJti5cyf69ev3TgevBw8eVLgVTlFREeLi4vD06VOMGzdOYRDr6emJlJQUldNOnJ2dFQaIXbp0QZcuXar2AJTgcDhVzmKsCzzoYSAvTGm5s7UpTgX2qZZrE0IIqWM6Tyj7qgn+sTVznUrS09ODm5sb3NzcMHHiRDg7OyMyMhLbtm1TOvsrICAAW7ZswYoVK1SOmmrCxMQEK1euxOeff47NmzcrXBsKlC0x4vF4GrWpp6dX6VFYddN4MzMzZab/qqqvaLpw+frt2rVTW5+QmlLvkzgtXrwYf/75J+zt7eWS9lS0e/dujB49Gm/evEFYWBiWLFmCmzdvonfv3tJ1lRITJ05Uucn21q1bpXU9PDxQUlKCJk2awMTEBMePH8euXbuq5fHWBdrs46oIm81W+n9lamqKvn37Kg1+q1tVshgTQgghpGZYW1ujdevWKC0txcuXL5XW09fXx9q1a5GTk4P169dX+bpTpkyBi4sL1q1bpzQXxqhRo2Bra6vR15gxYyrdFy6XCwcHB9y4cUMu6WVaWhqeP3+O7t27S49Jvr948aJcW5Jj2tZ3d3evdP8Jqax6PwKbkpKCVq1aAQB8fHzw4sULhfW03ctq+/bt2LRpk9LrSkZXRSIR+vfvj+HDh+PYsWNgs9lYv349+vfvjzt37ihdl1Bf6WIfV6AsO15eXh5YLBY8PT01XkNb3SRZjMPCwhAREYGsrCxpGZfLRUBAAIKCgqpt9JUQQgghZbKzs5GZmalwSu6DBw9w584dNG3aVG5HgorGjRuHb775Bhs2bECLFi2q1Cc2m42wsDAMHz4cq1evVlinptbAAsCkSZOwZs0afPfdd9J9YCV9kJRLtGjRAh4eHoiLi8PVq1elz6tAIMDmzZthZmaG4cOHS+v7+vpi3rx52LlzJ7744gvpZ+f09HQcOnQIPj4+crlKCKkJ9T6AlQSv6kj2sgoMDFS4l1VkZCQyMjKkb0RTU1ONpgDn5eXhyZMnmDNnjrR+YGAgVqxYgYcPH1ZpanJdVJl9XJ2cnOTKOnTogA4dOkAkEoHF0mwiwIgRI9CiRQt8/PHH6NGjhzbd1kplsxirwheJNV4DSwghhFSahRYBmjZ1dezmzZuIiopSWObj4wM7Ozs8f/4c3bp1Q9euXTFgwAC0bNkSQqEQ9+7dw/79+8Hj8bB+/Xq1nyMYhkF4eDh8fHxw586dKvd92LBh8PHxUZrPo6prYCsGxqmpqdJjjo6OMkHpokWLEB0djUWLFiE1NRWdOnVCfHw89u/fj0mTJqFPH9klR5s3b4a3tzcGDRqE+fPno0mTJti/fz+uXbuG3bt3ywTUFhYWCA8Px4wZM+Dh4YHp06ejtLQUW7ZsAcMwKgd6CKlO9T6A1ZS6vawiIyORlJSk9Z2kJk2aoHXr1ti2bRvWrFkDNpuNb7/9FmZmZtL9yxTJycmRGy2WpDrn8/ng8/la9UMgEEAoFKpc/6sLhYWFWtdX91g0SV6QlpYm3VzbwsKi2tbBVlRxHa62/y8SNnwxGLEA6Rw9iBkGRiIRmin5v7Lgc3BPRVtisbjS/dCVmnq9EQLQ643UrJp+vYlEIjAMA5FIpJsGx6vZcke+A7q5rsaXK7tedHQ0oqOjFdY5fPgwmjVrhlatWmHbtm3466+/EB0djefPn4PH44HL5eL9999HQEAA+vTpI21T8q9YLJZ7Pr28vDBs2DAcP35cpq4qkoSOIpFIrv769evRo0cPiMVihdfTRvnrAMDSpUtlyh89eiQ91qdPH5nszaampoiPj8fSpUtx6NAh7NixA46Ojli7di0WLFgg1y83NzecP38eISEhCA8PB4/Hg6urKw4dOoRRo0bJ1f/ss89gYWGBDRs2YNGiRdDX14enpydWr14NV1dX3b1uSY2p+HpTV7e6P3dWpu0GE8BW515WR48elU5PFolEaN++PX777TeVmdm2bduGlStXKiwrKChAbm6uVn0QCAQoLCyEWCyuUpp4dbR9kfH5fK0fiyKHDx+Wft+zZ0+dtFmTluYAv1gUY79+2ej/9qwX6KIka+BDcXOkWhoqbcumkV6tP/6aer0RAtDrjdSsmn698Xg86OvrVzoTbX3j5eWlUYIjoVAIQ0NDTJs2DdOmTVNZT8Le3l7atqLn89dff1V4njK7du2S5jSpWN/NzU0mO29l///EYrH0XEmuDXXPT8VrWVpaIiIiAhEREWrrAmWz4I4cOaJRXQAYOXIkRo4cqXF9Uncper2pq8/j8ar1c2dBgfZbczWYTwLVuZeVi4uLzP6kmpg1a5ZcCvaUlBT4+vrCzMwMVlZWWrUnEAjAMAwsLS2r9Q+uubk5zpw5o9E0YhMTE7i4uMisaX306BGuXLkCFxcXuLi4aDwlNyGhbG86LpcLHx8fjacd1xW32cChRmVTzLsXlygNXgGAw2bhz/neNdW1Sqmp1xshAL3eSM2q6ddbUVERGIap1fwPpPbR7zZSkzR9vTEMA319fa3jEm1UZh14g3m31LW9rKytrWFtba2wjMPhVGqtJZvNhp6eXrUmGOJwOBrv49q9e3fpzQGJu3fv4smTJ8jIyEDHjh016mtpaSnOnj0LABg8eHC9TIx1pDFQ8m/QPeOV+jtN9SFJVE283giRoNcbqUk1+XqT3JCtbzdmiW5IppAD9Bog1U/b15tk95Xqji201WDeKdrufUWU8/T0hLOzs8o6ivZx5fP5uH//PgCgbdu20NfX1+h658+fl474DhkypBI9rn1GYsBYJELX4hK4lygffSWEEEIIIYQo12BGYLt3747t27fj4sWLGDBggEwZ7WWlHTabjXHjxiEqKgqpqakyZaampnB3d1e4fc7Dhw+l6zrat2+v9jp8Ph+JiYn49ttvAZTdBar4f1dXzDk9BxmFGUrL35pwYCngIUePjTnWTbAyuwQvxYqnTOTq2cKpmvpJCCGEEEJIfdZgAljay0q32Gw2Jk+eDB6Ph3v37kFfX1+6j2t+fj5u3rwplyn49u3bAMo2FVc1gsvn8xEaGoqIiAhkZ2dLj+vp6WHr1q0IDg6uc9MIMwoz8KjgkfIKHKBswgMLbDGDvqVrUQDF2zQ5m5viVHV0khBCCCGEkHqu3gew+/fvR1paGoCyrVbEYrHM/lkhISEAaC+r6qKvr49OnTpJf75y5Qp+//13MAwDJycnWFpaAihbx/rw4UMAQLt27ZQuHufz+fD19cWJEyfksqPx+XwsW7YMly9fRkxMTJ0LYjWVL26kNHglhBBCCCGEKFfvA9jdu3cjPj5e5lj5/bMkASwATJ8+HVZWVggPD5fuZeXl5YU1a9agY8eONdbnd5m9vb10z6izZ89i9OjRAID79+9L99RTNX04NDQUJ06cAPDfPlUVxcbGIiwsTOb/tj55RcErIYQQQgghlVLvkzjFxcVJAyZFXxWNGTMGly9fxtu3b/Hq1Sv89ttvFLxWwuPHj5Gbmyv3HNva2qJDhw4AyqYMP336FKmpqbh06RKAsi2LWrZsqbBNPp+PiIgItftSMQyDiIiIat1UWVsluWka17VBXjX2hBBCCCGEkHdXvR+BJTVPLBbj119/xZs3b+Dm5oYRI0bIlPft2xd37tyBWCzG3r17ZTa6FggESEhIgKenJ9hstjRRU15eHtLT02XWvKq6flZWFhITE+Hj46Prh1cpLBEfgPoNoQFAnxHA2Vr5KKyjVc1t50QIIYQQQkh9QgEs0Vpubq50WxtbW1u5cjMzMzRq1AivX7+WCV6BsgA2Li4OaWlpePLkCb777juNglZF8vLq70jmqcA+td0FQgghhBBC6h0KYInWym+d4+TkJFeekJCA169fKz1fKBRi9erVePjwodrpwqpIEkTVBHXb5DyndxIhhBBCCCHVjj52E61Jsj4bGRmhadOmMmVCoRBJSUkqz09ISJBmJFaWqEkVhmHA5XLh4eGh9bmVpXabHFblA3FCCCGEEEKIZup9EidSs8RisXQE1snJSW4ENSMjQzq9WBGhUIgrV65UuQ8BAQH1dhsdQgghhBBCSOVQAEu0kpeXh6KiIgCAo6OjXHlxcbHK89PT01UGuKpIguWhQ4ciKCioUm0QQgghpPbExcWBYRiVX//884/MObGxsRg0aBAcHBxgYGAAGxsbuLu7Y968eXj8+LG0XmpqqrSNuXPnKrx+//79NV6+5OfnB4ZhYGxsjKdPn8qVJyQkgGEYrFixQvMnQI34+HjMmTMHnTp1grm5OczNzdG1a1d88803Sj9j5ebmYubMmWjWrBkMDAzQtm1brF+/Xrp9YUW3bt3C8OHDYWFhARMTE/Ts2RNHjhxR2qdff/0VPXv2hImJCSwsLPDhhx/i9u3buni4hFQKTSEmWlG3/tXIyEjl+eoCXFW4XC4CAgIQFBRUp0dfOSIRHJT80QAAK0Hd7TshhJD6TV3OhvLsG9ljS78t1dwjxcaMGSO3i4FEs2bNpN8vXrwYoaGhaNmyJfz9/WFvb48XL17g3r17+Omnn+Dl5aVwe77t27dj7ty5aN26dZX7WlxcjKVLl2LPnj1VbkudoKAgpKenY+TIkZg1axZ4PB6OHj2KBQsW4Mcff0RiYiIMDQ2l9QsLC+Ht7Y379+9j1qxZ6NixI86dO4egoCDcu3cPe/fulWn/5s2b8PT0hIGBARYsWIAmTZogKioKI0eOxN69e+Hn5ydTf/fu3Zg2bRo6dOiAsLAwlJSUYMuWLejduzcSExPh6upa7c8JIRVRAEu0Un79q7W1tVy5vb09TExMlI6yqgtwK9q4cSMcHBxgaWkJDw+POh24SjgIBDjyNEtpeSrLvgZ7QwghpCFRm7OhjujUqRMmTpyosk5OTg7Cw8Ph4OCA69evo3HjxjLlPB5POiusvK5du+LatWtYvHgxDh06VOW+uru7IzIyEvPnz6/2gC00NBSenp7Q0/vvI/qcOXPwySef4Oeff8aePXswa9YsaVl4eDju3r2LDRs2IDAwEAAwbdo0mJmZYevWrfD394e3t7dMW2/evMHZs2fRrVs3AMDUqVPRo0cPzJ8/H6NGjZI+z/n5+QgMDISdnR0SExOlxz/66CO4uLhg3rx5OHPmTLU+H4QoQlOIiVZMTEzQqFEjODo6KpyCw2az4e7urvR8BwcHmJiYqL0OwzCwsbFBQEAARo0aBR8fn3oRvBJCCCFENx4/fgyhUAh3d3e54BUA9PX1Fe5I4ObmhgkTJiA6OhqXLl2qcj/WrVsHFouFRYsWVbktdXx8fGSCV4nx48cDKJv+W94PP/wAY2NjzJw5U+b4ggULpOUSqampOH/+PPr06SMNXgGAw+Fg7ty5ePXqFY4dOyY9fvToUbx+/RrTpk2Tef4dHBwwZswYnD17FhkZmo32E6JLFMASrQwaNAjz58/HyJEjldbx9PSEs7OzwjI2m43u3burvQ4laiKEEELeXW/fvsXLly/lvvLz86V1JFODz507h/v372vV/urVq2FgYICFCxdWua9t27bFtGnT8Pvvv+P06dNq6xcUFCh8bIq+CgoKNOqDZA0ul8uVHsvOzkZaWhrc3NzkZrg5OTnB1tZWJnHm5cuXAQC9e/eWa19yTNv66naeIKQ6UABLtMYwDPT19ZWWs9lsjBs3Dn379oWpqalMmampKUJCQtCvXz9pWxXbBup3oiYeOHgJc2SybJHKspf7emVoV9tdJIQQQmrVunXr0LRpU7mvzp07S+tYW1tj9uzZePHiBdq3b4/u3btj3rx5+Omnn5CVpXypDlCWaHLu3LlISEhQmaBIUytWrICpqSkWLlyodgvAESNGKHxsir5UDQhIFBYWYv369eBwOJgwYYL0eGZmJgDAzk7x5wo7OztpHXX1JceqUp+QmkJrYEm1YLPZ8Pb2hoeHBzIyMlBcXAwjIyPY29uDYRhMmzYNTZo0AZ/Pl7n7WF8SNamSKubi5KDjmNTLqba7QgghpJ47knIER1OOqqzznuV7COpe9Zu+/r/7q60T1D0I71m+V+Vr+fn5yQRjEhVHEjdv3oyePXti7969uHDhgnTEj81mY/LkydiyZQuMjY0VXuOrr77C7t27ERwcjGHDhimcmqspLpeLhQsXYvny5YiKisKkSZOU1t2wYYPMSLIqZmZmKssFAgHGjRuH1NRUbNy4EW3atJGWvX37FgBgYGCg8FxDQ0NpHXX1JYmhqlKfkJpCASzRiFgsxsWLF9G8eXM0b95c4z8CbDZbLlvxmTNn8OTJEwBlSZrc3NyQl5dXrxI1qaLHYjC2GyVqIoQQUnXPip7h7+y/a+RamlynkFeok2u1atUK/fv3V1uPYRhMmDABEyZMgEAgwO3bt3HmzBl8++232LNnD/T09LBjxw6F55qbmyMkJASBgYHYuXOn3DpRbS1YsADbt29HSEgIxo4dq7Re165dNW5TJBJBKBQqLBMIBPjkk09w8uRJLFq0CF988YVMuSRwLy0tVXh+SUmJTHCvqn5JSYlMncrUJ6SmUABLNJKfn49Tp04BAAYOHIhevXpVuq1du3YBKLuj9+mnnypMwFDX2DcqC0gzizJRKiwFAwYOjR2gx5S9hd7wBHjz6gWKYAQHcwcYcti12V1CCCHviGamzdCN201lHV2MiAJQex0AaKTfSCfXqgw9PT24ubnBzc0NEydOhLOzMyIjI7Ft2zaw2Yr/7gYEBGDLli1YsWKFylFTTZiYmGDlypX4/PPPsXnzZoVrQwEgLy8PPB5Pozb19PQUjsLy+Xx8/PHHOHz4MBYvXoy1a9fK1VE3jTczM1Nm+q+q+oqmC5ev365dO7X1CakpFMASjajb/1VTubm5OHz4MABg9OjR9SJ4BYAt/bbgdNppfBH3BQBgmus0zO3y3ybpy7/djpX5QeCL2eD1mF9LvSSEEPKu8W3tC9/WvjVyrb2D96qvVEdYW1ujdevWuHbtGl6+fCmT3Kg8fX19rF27Fh9//DHWr19f5etOmTIFmzZtwrp16xAZGamwzqhRoxAfH69Re3369JEOEEjweDx89NFHOHr0KJYvX44VK1YoPJfL5cLBwQE3btyQLtWSSEtLw/PnzzFkyBDpMUkSzYsXL8q1JTlWPtFm9+7dsX37dly8eBEDBgxQWF/VzhOEVBcKYIlGJPu/GhoaKv0joYkff/xReldy2rRpOulbTTn0sGwvOTMDM/h3+G+dUFJqHtxf/gqwAYbFhklrz9rqIiGEEPLOyM7ORmZmpsIpuQ8ePMCdO3ekyZBUGTduHL755hts2LABLVq0qFKf2Gw2wsLCMHz4cKxevVphnaqsgeXxeBg9ejSOHz+ONWvW4KuvvlJ5/qRJk7BmzRp899130n1gJX2QlEu0aNECHh4eiIuLw9WrV6XPq0AgwObNm2FmZobhw4dL6/v6+mLevHnYuXMnvvjiC+lWOunp6Th06BB8fHxgb09LpkjNowCWqCQUCpGeno6HDx8CKNv7i8WqXPJqsViMnTt3Aihb+9KnTx+d9bO6TYtMQmruGDQytIW4SA+jtl6TlvFfPcUpVtm6odNsDxyKfoxdk61qq6uEEEJInXfz5k1ERUUpLPPx8YGdnR2eP3+Obt26oWvXrhgwYABatmwJoVCIe/fuYf/+/eDxeFi/fr3azyUMwyA8PBw+Pj64c+dOlfs+bNgw+Pj4IC4uTmF5VdbATpgwAcePH4eHhwccHBzknqNWrVrJLONatGgRoqOjsWjRIqSmpqJTp06Ij4/H/v37MWnSJLnPWps3b4a3t7d0W8QmTZpg//79uHbtGnbv3i0TUFtYWCA8PBwzZsyAh4cHpk+fjtLSUmzZsgUMw2DTpk0aP05CdIkCWKKQUChEQkICkpKS8ObNG+nx1NRUxMfHw9PTU+l6E2WuXLmC27dvAwCmTp1a6UC4usw5PQcZhYo35E4TvEGpqUj6c574JoozJwMA5rH/AodT9sdn25u+eJtLGfkIIYTUDknOBl3X1bXo6GhER0crLIuJiYGdnR2cnZ2xfft2nDp1CtHR0Xj+/Dl4PB64XC769euH2bNna3wzvE+fPhg+fDh+++03nfT/66+/hru7u9otdbQlybKcmJiIxMREufLJkyfLBLCNGzfG+fPnERISgkOHDmHHjh1wdHTEunXr8OWXX8qd36VLFyQmJmLJkiUIDw8Hj8eDq6srDh8+jFGjRsnVnz59OqysrBAeHo5FixZBX18fXl5eWLNmDTp27KjDR06I5hixrt95pNLu3LmDDh064Pbt22jfvr1W5/L5fOTm5sLKyqrKWXyFQiEOHjwoHXVVxNnZGePGjdMqiP3ss8+wa9cusNlsZGRkwNbWtkr91DXfI754VPBIo7p2PDG+zRCBAdCCeQ49RoQSMQfpYmvk6jdHr5BTatuoz3T5eiNEHXq9kZpU06+3x48fAwBatmxZ7dcidY9kBJbNZte5G/vk3aPt660mfj9VJv6hdwqRk5CQoDJ4BYCHDx8qvDOoiqOjI7hcLoYNG1bngldtGYCPNqyncGY9hR5TNjJryJQdsxU9r+XeEUIIIYQQ8m6iKcREhlAolE5fUScpKQkeHh4qR2H5fD4SExORl5cHT09PBAYGorBQN3vIEUIIIYQQQhoWGoElMjIyMmTWvKpSVFSEjAzFa0b5fD5WrVoFe3t79O3bF6NHj0bfvn3RqlUrfP/99+Dz+brsNiGEEEIIIaQBoBFYIqO4uLjK9fl8Pnx9fXHixAkwDCNTlp2djWXLluHy5cuIiYmh9WyEEEIIIYQQjdEILJFRfhPsytYPDQ3FiRMnAEAuO5/k59jYWISFhVWyl4QQQgghhJCGiAJYIsPe3h4mJiYa1TU1NZXbwJrP5yMiIkJu5LUihmEQERFBU4kJIYQQQgghGqMAlshgs9lwd3fXqK67u7tcAqfExERkZ2er3RdNLBYjKytL60zGhBBCCCGEkIaLAlgix9PTE87OzirrODs7w8PDQ+54Xl6eVtfStj4hhBBCCCGk4aIAlshhs9kYN24c+vbtC1NTU5kyU1NT9O3bF+PGjVO4fY6lpaVW19K2fnV6VqBdAitlOGx6WxFCCCGEEFIdtM5C/Mknn2D27Nno3bs3AIDH4+HAgQMYNGgQuFyuTN2TJ09iyZIluHbtmm56S2oMm82Gt7c3PDw8kJGRgeLiYhgZGcHe3l7lvq8eHh7gcrnIyclROY2YYRhwuVyFo7i1RcSzhFAsAAAwDB9i8X8Zkh2ZbBjgv/W69nyB0naam2uXCIsQQgghhBCiGa0D2AMHDmDYsGHSALawsBD+/v44deqUXACbl5eHmzdv6qanpFaw2Ww4OTlpXJ/D4SAgIADLli1TWU8sFiMgIKBObaNjUTgDL3OKFJYFcr5GJ9YjWDMFAIA8xhxo+p6ShlpUUw8JIYQQQghp2HSyD6y6hD2kYQkODsbly5cRGxsrV8YwDMRiMYYOHYqgoKAa7dec03OQUZihsIwn4uGFGR/GpiIAgJhnheLMydLyL/kzEG8wHwCQKuJiltk2nAjoX/2dJoQQQgghhEjpJIAlpDwOh4MffvgBTZs2hUgkkinjcrkICAhAUFBQjY++ZhRm4FHBI+UV9AD2v+8IYYWiOXoxMGfeAADWCT4Bn6k7I8eEEEIIIYQ0FBTAkmphZmaGCxcu4OTJk7CyskLz5s1haWkJDw+POjVtWBlHJhvf6i8EAHAggCOTDQB4K9bHAr1fkPs2EUCfWuwhIYQQ8u5KTU1FixYtsHz5cqxYsaK2u6MzT548wfz585GYmIiXL1/i008/xa5du8BmszF58mTs27evtrtISJ1HASypFmw2Gz169ECPHj1quyuVYgA+2rCy5I4bMzy0YZ4iVUSZhgkhhNRBly4BU6dqVnfPHqCG/07HxcWhb9++WLVqFUJCQmr02nWBn58fbt26hSVLlsDGxgYtWijPm7Fp0yaYm5vDz8+v5jpISD1QqQCWYRiNjhFCCCGEkBq0axdw967mdevojWZHR0cUFxdDT+/dGWspLS3F+fPnMXv2bHz55ZcAAJFIBKFQiDdv3sjNUNu0aROcnJwogCWkgkoNI3366afQ19eHvr4+bG1tAQADBw6UHpN80RuuYeLz+ZTYixBCCKkNAQHVU7eGMQwDQ0PDehXAvn79WmV5dnY2xGIxLC0t5coMDQ3rxRIrQuoCrQNYb29veHp6wsPDQ/rVp08fuWMeHh7w9PSEt7d3dfSb1GGRkZGwtbXFxIkT8erVq9ruDiGEENJwdO4M+PqqrzdyJODmVt29qbTU1FQwDCOz/rX8sZMnT6Jnz54wMjJC06ZNMX36dLx580auncLCQixZsgRt27aFgYEBLC0t4evri1u3bsnUE4lEWLt2LXx8fGBrawt9fX00b94ckydPRnp6uly7DMPAz88PcXFx8PHxQePGjdGpUyelj8fHxweOjo4AgJUrV4JhGDAMg7i4OABlS68kAz+Sx5mWlob4+HhpXYZhkJqaqt0TScg7SOvbWpI3GiHK/Pnnn8jOzsbvv/+Oxo0b13Z3CCGEkIZl2TLgyBH1deqpkydPYuvWrZg+fTr8/Pxw+vRpfP/992AYBtu3b5fWe/36NTw9PZGSkoLJkyejU6dOyM/Px86dO9GrVy+cP38eXbp0AQDweDyEhYVh1KhRGDp0KMzMzHDr1i3s2bMHp0+fxq1bt+RGTv/++29ER0djypQp+OSTT1BYWKi0z0uWLIGvry/mz5+PkSNHYtSoUQCAdu3aydVt2rQp9u/fj/nz56NJkyZYsmSJTBkhDV39mZdB6gWhUIi//voLADBgwACwWO9msiMO+918XIQQQuqYffvKvgCg4iDC+PFAVhYweDAQHPzfcYYBrKyA3FzFbTZpAoSGAgcOyB738Sn718+v7Evi99/L6gNl59jYVOaR6ExycjJu376Nli1bAgBmzJiBwYMHY8+ePdiwYQNMTEwAAMuXL8c///yD8+fPyySVnDlzJlxdXbFgwQKcPXsWAGBgYIDnz5/D2NhY5lq+vr4YMGAAdu/ejYULF8qU3blzBydPnsTgwYPV9nnAgAFwdnbG/Pnz0bFjR0ycOBHAf2tgyzMxMcHEiRMREhICLpcrrUsIKaPTAPbVq1c4ceIEnj59ChcXFwwdOlSXzZN64OrVq8jPzwdQti76XdXc3Ki2u0AIIaQhSE0F4uMVl126BKSlAU5OssdfvVIevALAy5dl51YkuY4kkJXIyvqvrKREfZ+r2ciRI6XBq8SAAQPwxx9/4MmTJ+jQoQPEYjGioqLQq1cvtGrVCi9fvpSpP3DgQERGRqK4uBhGRkZgGEYavIpEIrx+/RoCgQBubm4wMzPD5cuX5frRqVMnjYJXQohuaR3AxsTEYN++fdi5cyesra2lx69du4bhw4cjKysLYrEYDMOgf//+iI2NrVcL8EnV/Pnnn9LvBwwYUIs9UaAgs7Z7QAghhGjHyQnoo2Tf8Z49y8rfe0/2uLl52Tm3b8sHsu3bl43AKhpFlVynYkBsY/NfmaGhdv2vBhWDVwCwsrICAOT++3hfvnyJly9f4ty5cyqn3b58+RL29vYAgCNHjmD9+vW4evUqeDyeTL28vDy5c9u0aVPpx0AIqTytI8tffvkFGRkZMsErAPj7++P58+cYP348evfujaNHj+Kvv/7C9u3bMXv2bJ11mNRtkgC2Xbt2sLOzq+XeyLIXCAART31FAPZ8QTX3hhBCCNFAxem85VWcAizh5lY23fj6deDfNZ5SUVHKkzcpy3MyeHDZVx3BZrOVlkl2QRCJRADKko8uXbpUaX1JcHv06FGMHDkS3bp1wzfffAMHBwcYGZXNtho/fry0vfIqTjcmhNQMrQPYa9euYdiwYTLHrl+/juTkZAwdOhQ//fQTAGDWrFlwd3fHwYMHKYBtIF6/fo2LFy8CqJvTh4OzRLDlZ6GEYWBM2/wQQgh510kyEksSOtXxzMO61LRpU5ibmyM/Px/9+/dXWz8yMhKGhoaIj4+XCUzfvHkjXRpV0xiGqZXrElLXaZ2JJicnB61bt5Y5du7cOTAMg08//fS/hlksjBkzBnc13Uyb1HtxcXEQCMpGLutiAMsXinDV0AA+Ds3xVRMrPNNTfgeXBz2g6XvKvyxa1GDPCSGEkEoqn224Hmce1haLxcLEiRORnJyMyMhIhXWys7Ol37PZbDAMIzfSumrVKoWjrzXB1NRU4dRlQho6rUdg+Xy+3LGkpCQAgIeHh8xxW1tblSnFybtF8jrgcDjoo2y9Ti2LNTVBMYuFk6bGWJin/I7qM5YtnALkEzYQQggh9UrnzkBMTNn3dWj0NV5ZYipAZtuYqlizZg0uXLgAPz8/HDlyBF5eXjAxMUF6ejpOnz4NIyMjaRbisWPHIjo6Gn369IGfnx/EYjH++OMP3L17F02aNNFJf7TVs2dP7N69G0uXLkW7du3AYrEwfPhwaZZlQhoqrQNYBwcHXL9+XebY+fPnYWtri2bNmskcLywshIWFRdV6SOqNVatWwc/PD8nJyXXylysPwJ//TgvyfFsMi1q6o0oIIYTUKF/f2u6BnL/++ku67V5FweW3BKqCxo0bIyEhAZs2bcLBgwfxxx9/gMViwdbWFj169JCZOfjRRx+hqKgIGzduxKJFi9CoUSMMGDAA58+fh6enp076o601a9YgLy8PERERePXqFcRiMZ48eVInP2MRUpO0DmD79OmDH374AR9++CHef/99fP/998jIyMCUKVPk6t68ebPOJfIh1atVq1Zo1apVbXdDoSRjoPDf/VuHFb2p5d4QQgghDY+Pj4800ZIqTk5OcvUUHZPw8/ODn4JkV0ZGRli8eDEWL16s9ppTpkxR+Hk2NTVV7pgmj6EiVf0XCoVgsWRX9llbW+Pw4cNaX4eQd53WAWxwcDD279+PESNGSI/p6+sjMDBQpp5AIMDx48cxbty4qveSEB04++8NS1ORCD7FxbXbGUIIIYQQQojWtE7i5OjoiHPnzmHIkCFo06YNPvjgA8TFxcHFxUWmXlxcHGxtbWUCXfLuunnzJorrcFD4quQVrpZlw8fAN29hQEmICSGEEEIIqXe0HoEFgC5duuC3335TWad///5ya2XJu4fP5+PcuXP48MMPwefzsXz5cp0lX9ClP1L/gODfdPQ0fZgQQgghhJD6SesRWEKAssB11apVsLe3R//+/fH27Vvw+XyEh4dj1apVCrNV16bfHpfdcLERCNC1pLSWe0MIIYQQQgipDK1HYJ89e6b1RSpmJyb1G5/Ph6+vL06cOCG3yfbr16+xbNkyXL58GTExMeBwOLXUy/+UCErAZsr2fB1a9AYsAM9FliiEkdJzcvVs4VQz3SOEEEIIIYRoSOsA1s7OTi5oUYVhGAgEAm0vQ+qw0NBQnDhxAoB8Fj7Jz7GxsQgLC0NISEiN9WvOD72RIShSXCgWwUEswF/GxjhjbAJjvjEupf9PaVvO5qY4VU39JIQQQsqrTEZbQgipbmKxWKu4r6ZUag2soaEhPvjgAzRq1EjX/SF1HJ/PR0REBBiGUfkHl2EYREREICgoqMZGYTMERXjEVtYnBsB//bBHKUwN9MBtbACWgjemo5Vx9XSSEEIIKYfFYoHH49XZD4qEkIZJLBZDKBTWidmUFWkdwHp6eiIhIQF//PEHxo4di2nTpqF3797V0TdSByUmJiI7O1ttPbFYjKysLCQmJsLHx6f6O6YlfTYLt1cOqu1uEEIIaeAMDAxQXFyMnJwcWFtbUxBLCKl1AoEAOTk5EAqFsLCwqO3uyNE6gD137hwePnyInTt3Yv/+/YiMjETbtm0xbdo0TJo0CU2bNq2OfpI6Ii8vr1rrE0IIIQ0Jl8tFaWkp8vLyUFBQADabTUFsAyIWi6Wj7/T/TqqbutebWCyGSCSSLv80NjaukwFspbIQOzs7Y/369cjIyMChQ4fg5OSERYsWwd7eHmPGjMHJkydpPcc7ytLSslrrE0IIIQ0Ji8WCg4MDzM3Noa+vT0FMAyMWi6VTyAmpbupebwzDQE9PD40aNULz5s3h4OAAPb1KrTitVlXqkZ6eHkaNGoVRo0YhMzMTe/fuxd69exETE4NVq1bhq6++0lU/SR3h4eEBLpeLnJwctWtguVwuPDw8arB3mhPVdgcIIYSQf7FYLNja2tZ2N0gt4PP5yM3NhZWVVZ1ca0jeLe/K601n+8AaGBjAyMgI+vr60uFn8u7hcDgICAhQe6dQLBYjICCgzr456P42IYQQQggh9U+VAlixWIzY2FiMGjUKdnZ2WLx4Mdq0aYOYmBgsXrxYV30kdUxwcDCGDh0KAHJTnSQ/Dx06FEFBQTXeN01RAEsIIYQQQkj9U6kA9tGjR1iyZAns7e0xfPhwvpcuagAAkpxJREFUJCcnY8WKFUhPT8exY8cwYsQIsNlsXfeV1BG3bt3C4cOHsWrVKnC5XJkyLpeLVatWISYmps6OvhJCCCGEEELqJ63XwPbt2xfnzp2DoaEhRo0ahalTp9bJbVJI9UhJSUHPnj3h6uqK7du3IygoCImJicjLy4OlpSU8PDwocCWEEEIIIYRUC60D2Pj4eBgZGWHIkCEwMjLCTz/9hJ9++klpfYZhsGPHjip1srYdOHAAERERuHnzJng8HkpKSrQqf5csXboUAoEA169fB4fDAYfDqTM3MPgiMaDhwD9fRNn+CCGEEEIIqW8qlYW4uLgYhw8f1qjuuxDAWlhYYNasWSguLsasWbO0Lq/P+Hy+dIT15cuXOHDgAABg/Pjx6Ny5cy33Tpa5wAAicQmecwAhw8BIJEJTgRgiBTPlzYWGtdBDQgghhBBCSFVoHcA+efKkOvpRpw0aNAgAEBcXV6ny+ojP5yM0NBQRERHIzs6WKWOxWFi2bFkt9Uy5nLcb8DCnCGv1twFmN9CyVAz/11tQDPlg1dnatBZ6SAghhBBCCKkKrQNYR0fH6uiHUqGhobh+/TquXbuGR48egcViQSAQKK3/66+/Yv369UhOToa+vj68vLywdu1adOjQoQZ7Xb/x+Xz4+vrixIkTCjdUF4lEWLhwYZ1M1KQHAYYw12Fe+Aa/C90VBq+EEEIIIYSQ+kln+8BWl8WLF+PPP/+Evb29XMbbinbv3o3Ro0fjzZs3CAsLw5IlS3Dz5k307t0bycnJMnUnTpwIhmGUfm3durU6H1adFhoaihMnTgCA0v1eY2NjERYWVpPd0og76z7MmTcAgD+E3Wq5N4QQQgghhBBdqtQa2JqUkpKCVq1aAQB8fHzw4sULhfXy8/MRGBgIOzs7JCYmonHjxgCAjz76CC4uLpg3bx7OnDkjrb99+3Zs2rRJ6XVNTRvmFFM+n4+IiAgwDKM0eAXK1jZHREQgKCioTozCisQiFBn9gUesdhhZuhKD2Ek4Lapba3QJIYQQQgghVVPnA1hJ8KrO0aNH8fr1awQGBkqDVwBwcHDAmDFjEBkZiYyMDNjb2wMoC1AbapCqSmJiotyaV0XEYjGysrKQmJhYJ7IQn888jyLj32DcOha3Mj/F9aJPartLhBBCCCGEEB2r8wGspi5fvgwA6N27t1xZ7969ERkZiaSkJGkAqw2hUAg+nw8ejwcA0m1yDA0NNSpXJCcnR240OSUlBUDZKCifz9eqjwKBAEKhUOX6YE3k5ORoXV/bvlbWF/FfILMoU2HZs6Jn/34nhoF1LMTml1GcOVlpW2KxuMb6/S7S1euNEE3Q643UJHq9kZpErzdSk+ri660yn8ffmQA2M7MssLGzs5MrkxyT1NHW/v374e/vL/3ZyMgIwH/rQ9WVK7Jt2zasXLlSYVlBQQFyc3O16qNAIEBhYSHEYjH09Cr/36rtuXp6elr3tbLSXqUh7U2ayjoMIwbb4AWEkE8+VZ5QKKyxfr+LcnNzcfbsWbRq1QrGxsa13R3yjhMIBHjz5g1MTEyq9PuNEE3Q60210tJSPHv2DL169YKZmVltd6fe09XnN0I0URdfbwUFBVqfUzd6rgNv374FABgYGMiVSUZCJXW05efnBz8/v0qXKzJr1iyMHTtW5lhKSgp8fX1hZmYGKysrrdoTCARgGAaWlpZVekEOHjwY1tbWePHihdo1sNbW1hg8eHCNrYFl67F11xabrfVzTP5z7tw5zJkzp7a7QQghpJZER0fjww8/rO1u1Hu6+vxGiCbq4uutMjfCqtTz999/H0uWLEG/fv0Ulp89exarVq2SSZ5UXSSjQKWlpXJlkim9dWmkyNraGtbW1grLOBxOpYJCNpsNPT29KgWUHA4Hs2fPVrvPq1gsxuzZs2v0OWXUjKpq1RbD1InkU/WVZDutI0eOoHXr1rXcG9X4fD4KCgpgZmbWYP/PG/pz0NAfP0DPQUN//IDungPJzfYWLVo02OdS13Tx+Y0QTdW111tl+lGlADYuLg7Tpk1TWp6Tk4P4+PiqXEJj5acJt2vXTqZM1fRiIi84OBiXL19GbGysXDZiyc9Dhw5FUFBQLfZSM45WxtBny+8W5WhVd25m1EeSmQ6tW7dG+/bta7k3qvH5fOTm5sLKyqrO/LKuaQ39OWjojx+g56ChP35A98+BohlvhBBSE6p17PjVq1c19guue/fu2L59Oy5evIgBAwbIlF28eBEA4O7uXiN9qe84HA5iYmIQFhaGiIgIZGVlScu4XC4CAgLqzPY5qvRuZYWfPutZ290ghBBCCCGE6IjWAeytW7dw48YN6c/nz59XmMkqLy8P27Ztg4uLS5U6qClfX1/MmzcPO3fuxBdffCHdSic9PR2HDh2Cj49PpTIQN1QcDgchISEICgpCYmIi8vLyYGlpCQ8PjzofuEp82suxtrtACCGEEEII0SGtA9iYmBhp9lyGYbBjxw7s2LFDYd1GjRph8+bNVerg/v37kZZWlnk2LS0NYrEYq1evlpaHhIQAACwsLBAeHo4ZM2bAw8MD06dPR2lpKbZs2QKGYbBp06Yq9aOh4nA4dWKfVwBAgeZZpO2YXPRvx63GzuhWaGgorl+/jmvXruHRo0dgsVgqU5wLBAJs2LABe/bsQWpqKqysrDBixAisXr1aYXKq3NxchISE4OjRo8jNzYWTkxOmTp2KwMDAOrOInxBCiHp8PpCYCOTlAZaWgIcHUE/uKxNCiE5o/cnVz88PPj4+EIvF0iRO/fv3l6nDMAxMTU3h4uKici9UTezevVtuHe3SpUul30sCWACYPn06rKysEB4ejkWLFkFfXx9eXl5Ys2YNOnbsWKV+kDpAyAM0TERswBJCT8Ha17pq8eLFMDc3R+fOnVFUVCS3R3BF/v7+iIqKwrBhw/Dll1/iyZMn2LRpExISEnDp0iWYmJhI6xYWFsLb2xv379/HrFmz0LFjR5w7dw5BQUG4d+8e9u7dW90PjxBCSBXx+UBoKBARAWRn/3fcxgaYNQsIDqZAlhDSMGgdwDo6OkozkC5fvhyjR49Ghw4ddN4xibi4OK3qjxkzBmPGjKmezpB6g8XoLmNxTUhJSUGrVq0AAD4+PioD2DNnziAqKgoffvghjh49Kj3etWtXjBkzBhs2bJDJIh0eHo67d+9iw4YNCAwMBABMmzYNZmZm2Lp1K/z9/eHt7V1Nj4wQQkhV8fmAry9w4gRQ8c9bdjawbBlw+TIQE0NBLCHk3VelIarly5crDF4FAgHy8/Or0jQhVVK/wldIg1dN/PDDDwAgDUYlRo8eDScnJ2l5+frGxsaYOXOmzPEFCxbItEcIIaRuCg0tC14BoOIW7ZKfY2OBsLCa7RchhNSGKgWwx44dw+LFi2WObdy4EY0aNUKTJk3g6+urcF9WQirDXsxCKx4PrXg8WAqE4IjEaCQUouW/x8p/2Yvrz/RhbV2+fBksFgs9e8pnWO7VqxcePXqEvLw8AEB2djbS0tLg5uYGIyMjmbpOTk6wtbXFlStXaqTfhBBCtMfnl00bVjexiGHK6vH5NdMvQgipLVXK3rJp0yZwuf8lyrlz5w6+/PJLtG3bFi1btsSxY8ewdetW6UgPIVURnCVCc37Zlj7TuU1xwdgIzfgiHH2aJVf3KefdzUCcmZmJJk2aKNyiqvx+yJaWlmr3QLazs0NKSorK6+Xk5MhNaX706BGAsn0F+XX805JAIIBQKFSZFOtd19Cfg4b++AF6Durz44+PZ5Cdrf7jmlgMZGUB3bqJYG6uqJwFAwMzLF0qRK9ele9PXf+dTwh591UpgP3nn38wZMgQ6c8HDhyAsbExLl68CDMzM3zyySeIioqiAJboBF8oAgAIANwwLAveupQoHuGX1H0XvX37FhYWFgrLJEnT3r59K/Ovsv2YDQ0NpXWU2bZtmzTzeEUFBQXIzc3VqN+1RSAQoLCwEGKxuMFmXG7oz0FDf/wAPQf1+fGnpRkAUPw7X5Fbt1TNQDICUIz9+yv/e7ugoKDS5xJCiC5U6bd4Xl4emjRpIv353Llz8PHxgZmZGYCyZDQnT56sWg8JqeC+vj7essr+QCsLYN9lxsbGSqfml5SUSOuU/1dVfUkdZWbNmoWxY8fKHPvnn38wZswYmJmZKdy2py4RCARgGAaWlpb17oOrrjT056ChP36AnoP6/PgdHbXL6tCxo+IR2Js3GRQUMCgt1a/S723JZzxCCKktVfotbmVlhWfPngEo+yB85coVrFixQlouEAhoqgnRuauG/40mdm2AAaydnR0ePHiA0tJSuZHVilOGy08pViQzM1Pp9GIJa2trWFtbyxyTvK85HA449SDlJZvNhp6eXr3oa3Vp6M9BQ3/8AD0H9fXx9+kDcLlATo58AqfyGKas3t9/sxRmIu7TR4Rz5xgwDFOl56C+PX+EkHdPlTLddOnSBbt378bff/+N//3vf+DxeBg0aJC0/MmTJzJrZAnRhWv/BrBNBQLY1cP1TFXVvXt3iEQiXL58Wa7s4sWLaNWqFSwtLQEAXC4XDg4OuHHjBoqLi2XqpqWl4fnz5+jevXuN9LshW7FiBRiGgbOzs8JyZ2dnMAwjvQHo5+eHbt26aX2dyp5XWZpcT/LYFX1FRUXJ1N23bx+6du2KRo0awcLCAp07d5bJti1pq/zfGYkxY8bAx8en2h+PrsyfPx8Mw2D06NFyZR988IHCx1hdfvnlF+zbt6/GrldVle3vvHnzFCa/q+s4HCAgQHXwCpSVBwTQNjqEkHdflQLYJUuWIDs7Gz169EBoaCgGDx4MNzc3afnx48fRo0ePqvaRECkxgOv/BrBdS0rr3XY5ujBp0iQAwIYNG2SO//rrr0hNTZWWl6//9u1bfPfddzLHJedXrE+qh6GhIZ48eYK///5b5nhSUhJSU1Ol65cBYOnSpZX6gF7Z86qbmZkZLl68KPc1ePBgaZ1169Zh2rRpGDRoEH799Vf88MMPGDFiBI4dOybX3p9//omkpCSd97Mmn7/k5GQYGBjg1KlTcjOVbt26hY4dO9ZIP4CGE8DWZ8HBwNChZd9XzEYs+XnoUCAoqGb7RQghtaFKU4h79uyJ69ev4/fff4e5uTnGjx8vLcvNzcXgwYMxcuTIKneSEAB4zrLFY0aEPDYbQNn617diA2SKm8jVzdWzhVMN968q9u/fj7S0NABlI6NisRirV6+WloeEhEi/79+/Pz7++GP8/PPPGD58OEaMGIEnT55g48aNcHFxkUuatmjRIkRHR2PRokVITU1Fp06dEB8fj/3792PSpEno06dPzTzIBs7ExARdunTBgQMHZEb5Dhw4gPfffx9Xr16VHtNmX+DyKnteddPT01M78rV161ZMnz4da9eulR4bPnw4li9fLlPP0tISzZs3x5o1a3DkyBGd9rMmn7/k5GR8+umn2LVrF86dO4d+/foBKMst8ezZM7i6utZYX0jdx+EAMTFl+7xGRJRlG5bgcstGXoOCaPSVENIwVHmzTGdnZ8yZMweTJk2SWRdhZWWFjRs3wtvbu6qXIAQAsMw4BNM5/yUT6lJSig2CsRjIC5f7WmYcoqKlumf37t1YunQpli5ditTUVIhEIunPS5culasfGRmJtWvX4v79+wgICMCePXswadIkxMfHw9TUVKZu48aNcf78eUydOhWHDh3CrFmzcOnSJaxbtw579uypqYdIAIwfPx6//PILxP/OBRSLxfjll19kbv4BiqeySo6dOnUKHTt2hImJCTw9PXHnzh2l50l+PnHiBLy9vWFmZoahQ4ciLy8PKSkp6Nu3L0xMTNCtWzfcunVL5noXL17Ehx9+CFtbW5iYmMDNzQ0//vijrp8SqVevXsHGxkbuOFNhuIlhGCxZsgTHjh1DcnKyVte4c+cOBg8eDEtLS5iYmKBdu3aIiIiQlpd//lJTU5VOfY6Li5Oec/78efTp0wfGxsawsrLCZ599hsLCQpX9yM7ORk5ODvr164du3bohNjZWWib5f6ipANbPzw+HDx9GfHy89PGVz2Xxyy+/wNXVFQYGBrC3t8eSJUvUbkUjeR5jY2Ph4uICY2Njnb3u1PX33Llz6Nu3L0xNTWFmZgYfHx9cv35d5hqq3kN1GYcDhIQA6elAp05lxzp1Kvs5JISCV0JIw1HlABYo+0O/a9curFmzBqmpqQAAHo+H9PR08Hg8XVyCEAAA/1U3DE3riMUv8+DM5+MvUZfa7pJOxMXFQSwWK/2qiMPhYPHixdJkTs+fP8eOHTtksoKX17RpU+zYsQPPnz9HaWkpHjx4gODg4HqXjbO+GzVqFLKzs5GQkACgLPh58eIFRo0apdH56enpWLhwIZYsWYKff/4ZOTk5GDdunMLXSPlzVq5ciaCgIGzbtg0XLlzA559/jvHjx2P8+PGIjo6GQCDA+PHjZdpJS0uDh4cHdu/ejd9++w2jR4+Gv78/fv7550o9doFAIPdVXpcuXbBlyxZERkaq3Zpp7NixcHZ2xpo1a7Tqw6hRo8BmsxEVFYVjx45hzpw5SoNNW1tbuSnPY8aMgaGhIezt7QEAiYmJ6N+/P2xsbBAdHY1NmzbhxIkT8Pf3V9kPSeDt6uqKoUOHygSwycnJ0NPTg4uLi1aPrbKWLl2Kvn37onPnztLHOW3aNABlU7XHjRuHLl264OjRo5gzZw6+/vprzJ49W2276enpWLZsGVavXo3vv/9eZ687Vf2Ni4tDv379wOFwEBkZiYMHD8LLywtPnz6Vtp+RkaH1e6iu4XAgzTJsbk6BKyGk4anyp9evvvoK4eHhEAqFYBgGvXr1gpOTE0pKSuDi4oI1a9Zg3rx5uugrIQBY+EjwD7oUFuGhqDnSxPIjNoTUVebm5hg8eDAOHDgALy8vHDhwAIMHD9Z4W4q8vDwkJiZKk0GJRCKMHDkS9+/fx3vvvaf0nHPnzsHc3BxWVla4e/cuwsPDERkZiU8//RRA2Ujw0KFD8c8//6Bdu3YAIDMqLBaL4e3tjczMTOzcuRMff/yxVo87NzdXYebSJ0+ewMnJCQAQEREBX19f+Pn5gWEYtGvXDqNHj8aXX36Jxo0by5zHYrGwePFiTJ06Ff/73//Qpk0bjfrw5MkTHD16VDq6KZm2q4iBgYHMtOfjx4/j8OHD2Lt3r3SqcXBwMHr37o2DBw9K6zVv3hz9+vXD7du30aFDB4VtJycnQ19fH23atMGQIUOwYsUKpKSkoHXr1rh16xacnZ2V7t2sa5KkbyKRSG6a97Jly+Dj44PIyEgAkK5ZXrx4MUJCQlRmMM/Ly5MmlQPKRpZ18bpT1d/FixejU6dO+OOPP6Qj95I+S9YZV+Y9RAghpG6p0gjs7t27ERoaipkzZ+KPP/6QuYPZuHFjDB8+HL/99luVO0mIRFO8ghvzCADemdFX0rBIRp9KS0sRHR0tN31YFScnJ5lMxpJROmXbJEnOKb+2s3Xr1gCA999/X+5Y+ZGq/Px8zJ07F46OjtLtkr7//ns8ePBA4/5KmJmZISkpSe6rWbNm0jodO3bEvXv3cOzYMcyaNQtisRirVq1Ct27dUFRUJNfmxIkT4eDggHXr1mnUBwsLC9jb22PGjBk4ePAgcnJyNO7/gwcPMHHiRMycOROTJ08GALx9+xYXL17ERx99JDOq7OnpCQ6HI7OmuaJbt26hXbt20NPTQ7du3cDlcqWjsMnJyZWaPlw+gaIuCIVCXLt2TW4P6HHjxkEkEuHixYsqz6/p192bN29w+fJlTJ48WW7aecV+afseIoQQUrdUKYCNiIjAiBEjsHnzZnTpIh9MdOzYEffv36/KJQiRsrNi4NDEBJGGn+AfljP+aewJZ2tThV+OVsa13V1CFPrwww9RVFSEJUuW4M2bNxg+fLjG55pL5g3+S19fH0DZPtzanlP+uKJ2/Pz8cPDgQSxcuFCa9XfKlCkqr6WMJFCr+CW5roSBgQGGDx+OrVu34u7du9i1axcePnyI3bt3K2xz0aJFiIqKkiZAU4XFYiE2NhY2NjaYMmUKbGxs4OXlJbc+sqLCwkL4+vqiffv22LRpk/R4fn4+hEIhZs2aJQ20OBwODAwMwOfzkZGRobTN5ORkaZZhhmEwePBgxMbGQiwW4/bt25XKQHzjxg2tz1Hl5cuX4PP5clvhSX7Oy8tTeX5Nv+7y8/MhFotha2ursl7F2Q6avIcIIYTULVWaQvzPP//g888/V1pubW2NFy9eVOUShEi1ansOJ/VP4mrT7hjvfQnf6tP6TVL/mJiYYNiwYdi4cSPGjh0LExOT2u6SnJKSEhw/fhwRERGYMWOG9LhIJKrRfkydOhWLFi3CP//8o7B8ypQpWL16NcLCwjRq77333sPhw4fB5/Nx/vx5BAUFYejQocjMzASLJX8/VywWY/LkycjPz8fp06dlpkGbm5tLEwgNGTJE7tzyo8vliUQi3L17F+PGjZMeGzp0KCZOnIhbt27hzZs3MiOwDMNg9erVOHz4MEpKShAVFYVvvvkG165dg6OjI44cOQIDAwMwDCOdBcUwDNasWYPo6GgUFxdj3759Cm8yq9KkSRNwOBy5kers7GwAkO41rUtVed1ZWFiAxWLh+fPnOu8XIYSQuqVKI7AcDgfFxcVKyzMzM+XWLhFSWVezr+I17zVuPM1Et9V/YUmMdhlICakrZs6cieHDh8t8SK9LSktLIRKJZNZhFhYWKtyTVVcUTel98eIFCgoK5EYBJQwMDPDll19iz549WgUuHA4H77//PgIDA/H8+XO8evVKYb3Vq1fj+PHjOHTokNzInomJCXr27In79+8rHF1WFsA+fPgQxcXFMkHqwIEDIRKJ8M033wCQz0Ds6OiIa9euYcqUKRg4cCCWL1+Ou3fvgsVi4fDhwwqvY29vj2vXrmHZsmUKM5mXp6+vLzcCyWaz0bVrVxw6dEjm+C+//AIWi4VevXqpbLMyNH3dKeqviYkJevTogR9++KFeJWQihBCivSoNYXXu3BmxsbGYP3++XJlAIMDPP/+MHj16VOUShAAAXpW8QsqrFABAXm5zvOUJUcwT1nKvCKkcHx8f+Pj41HY3lDIzM4O7uzv+97//oXHjxmCxWAgNDYWZmRlev36tdXsCgQCXLl2SO25vb4/mzZsDKAvaRowYgYEDB8La2hppaWn4+uuvYWxsLF13qohk79gLFy6o3NP47t27WLduHcaPH4+WLVsiPz8fYWFh6NSpk8LRxISEBCxfvhz+/v7Q09OT6b+LiwsaN26M9evXo1+/fmCxWBgzZgwaNWqE9PR0xMbGYs2aNQqTS5XPQCxhZmYGDw8P/PTTT2jUqJE0sZWEZB1q586d4ezsLF3D2aVLFzx+/Fjh4/3oo48AAN27d1cbwL733ns4evQojhw5Ajs7OzRr1gzNmjXDypUrMWjQIPj7+2P8+PFITk7G0qVL/9/encdFVfV/AP/MDMMyw44CGghm7ihqbmkKpo+7homaprlUmrj1aAvmkpYaWpbl9uRSbqXmXmnPL7OEIjXKxOzJzA3FXBBkHZaZ4f7+GGdkmAFmBpiNz/v14sXMOefO/d7LYZgv59xz8cILL1S6gJOlTO13FcWbkJCAPn36YMCAAZg8eTLkcjlOnDiBjh07ol+/fjUeLxER2YbZI7Dbtm3T3SpnxowZ+O6773T/xQY0t885c+YMhgwZgr///hszZ86s0YCpbvrtzoPr1CIUxQCAQW0rv9aJiCz32Wef4eGHH8azzz6LWbNmYfjw4brVY82Vk5ODxx57zODrk08+0bVZuHAhrl69ipkzZ6Jv375YsGABWrdujZ9//hmNGzeu8LVlMpnRf6KWFxgYiMDAQCxduhQDBgxAXFwcWrZsWeGo8sWLFyEIAj7++GODuE+fPg0AePzxx5GUlISMjAyMGzcOQ4YMwYoVKxAaGlrhqPHvv/8OPz8/XeKuNWjQIKhUKkRERBgsQqQdkZRIJHqjkxKJpMJ7spbdpqr7tsbFxaFv376YNGkSOnXqhA0bNgDQjAzv2rULv/zyC4YMGYJVq1Zhzpw5WLNmTaWvVx2m9LuK4u3ZsyeOHj0KhUKBsWPHYtSoUUhMTKyVZJuIiGxHJJg510YikWD79u0YM2YMAOCNN97AkiVLAGiuF9L+4RUEAUuWLMHrr79ewyE7rz/++AMRERE4d+4cWrdubda2SqUSmZmZCAgIMHq7Cke3MuVdbPnfVkgEAQmX/fCKeD5+md8Hbi4SW4dWJ505cwbt27e3qK9am7P/bpiirp8DRz7+ste2Hj9+HIsWLcLx48cBAIsWLdJ9L38NrPbx1atXER0djb///tthz0FNcOQ+YEx0NJCYCERFAfe7Q5WiokqRlCRGz56lSEy0/Aqy6nxWIUPO1jfJvtljf7PkPcXsKcTl893FixcjJiYGn376Kc6fP4/S0lI0a9YM48aNw6OPPmruyxMZdTr9BwBAi5IS/KDuiL4RwUxeiYiIiIjqmBpZxrV9+/Zo3759TbwUkQGFUoH/5V4BAHQoKsZ+dXu8zenDRFQHlP2ncXR0tG70FXgwAlu+XdnH4eHhuHr1KpRKZa3GSUREZC3VWoWYyBrO3j0LFTQfyOopfKFwD0L3R+rZOCoiIiIiIrI2i0ZgN2zYgG+//daktiKRyOhN6IlM9deNU7rHtwoi0bdtMFxd+L8XIiIiIqK6xqIENikpCUlJSSa1ZQJLppqxrRuuq/INKwQ1wkrVKBaJkNzoV0hyx2HGNk+sfvYn6wdJREREREQ2Y1ECO2/ePPTp06emY6E67roqH5ckxhbFFkN/trsAsbFEl4iIiIiInJpFCWzLli0rvWE8kSWUpQJg4sLCylKz7v5EREREREROgBcSkt0w55bEZt6+mIiIiIiInAATWCIiIiIiInIITGCJiByQIAjYsmULunTpAk9PT3h7e6NXr144fPiwXrtFixbB1dUV3bp1M/o6TZs2hUgk0runKDmec+fOQSQS6d0n1lk98sgj7K9ERHWY2QlsaWkpxowZUxuxEBGRieLi4vD888+jS5cuOHDgAHbv3o1GjRph8ODBeP/99/Xauru749q1a/j111/1ylNSUnD16lW4u7tbM3Qii+Xm5uLy5cto166drUMhIiIbsWgRJyIisp2DBw/iP//5D9avX48XX3xRVz5gwAAEBwfjlVdeQe/evdG2bVsAgFwuR+vWrfH555+ja9euuva7du3CE088YZDYOhq1Wg21Wg1XV1dbh1In2PJ8nzlzBoIgIDIy0ur7JiIi+8ApxEREDuaDDz7AI488ghdeeMGg7vXXX4enpyfWrFmjVx4TE4O9e/fqFkATBAGff/45nn76aZP2eeLECQwdOhQNGjSAXC5Hu3bt8Omnnxq0S0pKQq9eveDp6QkfHx9ER0fjt99+M7k+OjoasbGxeq95/PhxiEQinDt3DgAwYcIEdOzYEQcPHkTr1q3h7u6OU6dOmRxjZXEcOXIEYrEYV65c0Wt/5coViMViHDp0yOC1tmzZAldXV2RnZ+uV//HHHxCJRPj22291z/v37w9/f3/I5XK0bNkSa9eureSsV2zdunUIDQ2FXC7HkCFDcPPmTYM2P/zwA6KioiCTyRAcHIw5c+YgLy9Pr82aNWt0rxMTE4Njx44ZTEWu6HyX30dAQABeeOEFg32Y0saY3NxcvPjii/D390e9evWwYsUK/Pbbb/D29kZ4eLj5J42IiJwCE1giIgeiUqlw4sQJDBkyBBKJ4X2nfHx80KtXLyQmJuqVDxw4ELdv38aPP/4IQJNUZGRk4KmnnjJpv2lpaejevTs2b96ML7/8EsOHD8fEiROxc+dOXZvjx4+jd+/ekEql2Lp1K3bv3o0ePXrgxo0bJtWb4+rVq3j11Vcxd+5cfP3112jcuHGFMe7atUtv28ri6NevHxo2bIitW7fqbbNlyxYEBgZi0KBBBrHExMRAJBLhwIEDeuW7d+9GUFAQevXqBQC6n9mOHTvwxRdfYMaMGSYlcuUdOnQI06ZNw+DBg7F//360adMGkyZN0muTnJyMPn36IDg4GHv37sW7776L7777Ds8//7yuzYEDBzBjxgwMHToUBw4cQNu2bfHcc88Z3aex811+H6tWrcKRI0cwceLECuMw1saYkpIS9OvXDz/++CPWr1+PLVu2YPv27Vi9ejUiIyMhEonMPm9EROQcOIWYiMiB3L17F8XFxQgLC6uwTVhYGL755hu9Mh8fH/Tt2xe7du1Cjx49sGvXLvTv3x8+Pj4m7bfsSK0gCOjZsyfS09OxceNGjB49GgAwd+5cREZG4v/+7/90CUb//v1121VVb47MzEx8++23etdCVhTjxx9/jH/9618mxzFhwgRs3boVb7zxBkQiEQRBwNatWzF27Fi4uBj+2fT19UX//v2xe/duvcRs9+7diI2NhUQiwd27d3HlyhUcOnQIbdq0AQD07t3bomNfunQp+vfvj/Xr1wMA+vXrh4yMDGzatEnXJj4+Ht26dcPu3bsBAEqlEl5eXhgxYgTOnTuHiIgILFu2DAMHDtSNAvft2xd3797VvW5Zxs736NGj9fYBAA899BB69+6t20f5OIy1MSYhIQEXLlzAhQsXEBAQAEBznnv06IEBAwZYdN6IiMg5cASW7Iaf2h0hJQLcSzVTHEWCgLASJR4uUSKkRND78lNz0RmiyhgboRo5ciT27t2L4uJi7N271+TpwwBw7949zJw5E2FhYZBKpZBKpdiwYQMuXLgAACgoKMCpU6cwfvx4o/uuqt5cDz30kMFCPhXF+Pfff5sVx6RJk5CWlqabRvv9998jLS2t0lHDUaNG4dixY8jMzASguVbzwoULGDVqFADA398foaGhePHFF7F7927cuXPHouNWqVQ4ffo0nnzySb3ysiPpCoUCJ06cwMiRI6FSqXRfnTt3hlQqxa+//gqVSoXffvsNQ4cO1Xud8s+1yp/vivbx+OOP6/ZhShtj1Go1PvzwQ0ydOlWXvAJAs2bNAIDXvxIR1XFMYMlu3FGsxJ+XliPr2lQo81ohOleCr27cxKvX/PHnpeV6X3cUK20dLpFN1KtXD25ubkhLS6uwTVpaGho0aGBQPmTIEOTn52PevHkoKCjAkCFDTN7vhAkTsHv3brzyyiv45ptvkJKSgkmTJqGoqAiAJnkUBMHofk2pN1dQUJDZMZoax8MPP4zo6Gh88sknAIBPPvkEnTt3RuvWrSvcZujQoZBKpdi3bx8AzehrSEgIHn/8cQCAWCzGN998g+DgYEyaNAnBwcHo0aOH3vW/prh79y7UajUCAwP1yss+v3fvHtRqNeLi4nSJvEwmQ1hYGJRKJa5fv657nfr16+u9TvnnWuXPt7F9SKVSuLm56fZhShtjfv/9d2RmZiImJkavXHudL1cgJiKq2ziFmOxGWIDs/qMICCURmJ/7LAAg0yUITf08K2hLVLe4uLigW7duOHz4MN59912Ixfr/h8zNzcXx48eNjqTJ5XLdbXZGjBgBuVxu0j6Liorw1VdfYe3atXqrHpeWluoe+/n5QSwWG11MyJR6LXd3d5SUlOiV3bt3z6Bd+dFTU2I0J47nn38eL7zwAt5++23s378fK1dW/k8zT09PDBo0CLt378bkyZPx+eefY8SIEXpxtmjRAvv27YNSqcQPP/yA1157DYMGDUJ6errBz7Ei9erVg0QiMRjBLfvc19dXd2/fgQMHAtCM3GZnZ8PX1xeNGjXSvU5GRobe65R/rlX+fBvbR1kNGzaEj49PlW2M0f5syifpBw4cgEQiqXDaMRER1Q1MYMlubBrf6cETZRGwNBsAMDSqC4ZGR9kmKCI7NHPmTAwbNgybNm3C5MmT9eoSEhKQnZ1d4XTXqVOnori4WC/Jq0pxcTFKS0vh5uamK8vLy8MXX3yhS2zkcjm6dOmCbdu2Yfr06QYJT1X1WiEhIUhKStIrK389r6UxmhPHU089hWnTpuHpp59GaWmpSdOtn376aYwaNQpffvklLl++XOE2UqkUTzzxBGbPno0xY8YgOzsb/v7+Vb4+oPkHRvv27XHo0CG9n+H+/fv1jrFr167466+/sHDhQgCaa2AzMzMREBAAqVQKALrXmTJlim7bL774wqQ4jO3DGFPalKedNvzXX3+hUaNGADTX4K5ZswbNmjXjfYuJiOo4JrBkN67nXUeIZ4jmA2VumVVJfUJtFxSRHYqJicGLL76IadOm4X//+x8GDx4MlUqF3bt3Y8uWLZg+fTqio6ONbhsdHV1hXUV8fHzQqVMnvPnmm/D29oZYLEZCQgJ8fHyQm5ura5eQkIA+ffpgwIABmDx5MuRyOU6cOIGOHTti8ODBVdYDwLBhw7B582b8+9//xqBBg/D999/jv//9b43FaEqcgGYk+JlnnsHatWsxevRo+Pr6VhnDwIEDIZPJMGXKFDRu3BidO3fW1Z09exYvv/wyRo0ahYcffhj37t3D8uXLERkZqUtet23bhkmTJuHSpUuVLtL1+uuv46mnnsLUqVMxbNgwJCYmGpyjFStWoHfv3hCLxYiNjYWHhwf+/PNPJCUl4e2330azZs0wd+5cDB8+HNOnT8fQoUORnJyMw4cPA4BJI8Ll9+Hl5YVr167h8OHDWLp0KZo1a2ZSm/IiIyMREhKCmTNnYvny5VAqlXjzzTehUCg4fZiIiHgNLNmHQlUhnjn8DJ764ikkpScBnkHAM3uBQe8BYY/ZOjwiu7Nu3Tps3LgRJ06cwJNPPokBAwZgy5YtSEhIwIcffljj+/vss8/w8MMP49lnn8WsWbMwfPhwPPvss3ptevbsiaNHj0KhUGDs2LEYNWoUEhMTERISYlI9AAwaNAjLli3D3r17MWzYMKSlpeGDDz6osRhNjQOA7hrM8reoqYiHhweGDh2Kmzdv6hZv0goODkZQUBCWLl2KAQMGIC4uDi1bttQb8SwtLYVardbdq7ciw4YNw+rVq/Hll18iJiYGv/32GzZv3qzX5vHHH0dSUhIyMjIwbtw4DBs2DGvXrkVoaKjuetannnoKH374IQ4ePIiYmBikpKTg3XffBQB4e3tXebzl9zFkyBCsWLFCbx+mtCnPzc0Ne/fuhZubG0aOHIl58+Zh+vTp8Pf35wJOREQEkVDVX0qymj/++AMRERE4d+5cpYuFGGNsepg9mnFsBq7nGS7ckVOSg7uFdwEAgR6ByC90QaDHQ1jTezXCAky7To+s58yZM2jfvr1FfdXaHOV3o7pu3LiBjh07on379vjyyy/17hFbV85BRSw9/ldffRWff/45Ll++bPI1qvbK1HOwZMkSLF26FFlZWfDw8LBihLXL2X4HoqOBxEQgKgq4v1h2laKiSpGUJEbPnqVITLS8P1fnswoZcra+SfbNHvubJe8pnEJMVnU97zou5VyqtM2dQs1iJJeyVTh3I5cJLJEJHnroIRw4cADR0dGYOXOm7t6eZL6//voL//vf/7B+/Xq88cYbDp+8ViQjIwNvv/02evXqBZlMhh9++AHLly/Hc88951TJKxERORfn/KtMTqNDmK+tQ7BLubm5eOutt9CmTRt4eXkhICAAnTp1wtq1a6FUKvXaKhQKxMfHIzw8HG5ubggPD8fcuXOhUChsFD3Vlq5du6KoqIjJazVNmTIFY8aMwcCBAzFz5kxbh1NrXF1dcf78eUycOBH9+/fHxx9/jFmzZuH999+3dWhEREQV4ggs2a2HRFlo8OdWoKvpq6XWBSqVCr1798bp06cxfvx4TJ8+HcXFxdi3bx+mT5+OEydOYMeOHQAAtVqNgQMHIjExEePGjUPPnj2RmpqKd955Bz///DOOHj3qtKNLRJY6buqcTAfn4+ODI0eO2DoMIiIiszCBJbslhwK48Yutw7A7x48fxy+//II5c+boFlwBgGnTpqFjx47YuXMn1q9fDy8vL2zduhWJiYmYMWOG3sI+4eHhePnll7Fjxw6ji9wQEREREdkjDr2QfeMtdAzk5OQAABo2bKhXLpFIEBwcDIlEAldXVwCa23IAwJw5c/TaxsXFwcPDQ1dPREREROQIOAJL9s2XCWx53bt3h1wuR0JCAkJCQnTXPX7++ef4v//7P7z55ptwc3ODIAhISUlBw4YNDe4p6eHhgXbt2iElJcVGR0FEREREZD4msGTffBrZOgK7ExwcjEOHDmHq1Kl695p0d3fH5s2bMXHiRABAVlYWFAoFIiIijL5OSEgITpw4gdzc3Erv+Xjnzh1kZGTolV26pFlJWqlUGiwaZW9UKhXUajVUKpWtQ7GZun4O6vrxAzwHznb8giABIIYglEKpVJu4jfj+d6Fa79v2/p5PRM6PCSzZN47AGuXj44PmzZsjOjoaffv2hUKhwNatW/HCCy9AJBJhwoQJulWG3dzcjL6Gu7s7AM0qxZUlsOvWrcPixYuN1uXk5CAzM7OaR1O7VCoV8vLyIAgCXFzq5lteXT8Hdf34AZ4DZzt+pdIfgCuUShUyM7NM3MYPgOT+Nvcs3rf2MhYiIltx/Hdxcm4+IbaOwO6kpqbi8ccfx0svvYSEhARd+dixY9G9e3dMmzYNgwYNgkwmAwAUFxcbfZ2ioiIA0LWrSFxcHEaMGKFXdv78ecTGxsLHxwcBAQHVOZxap1KpIBKJ4O/v7xQfXC1R189BXT9+gOfA2Y5fKpXc/+5i8nuwVCo2extjfHx8LN6WiKgmOP67ODkvsQvgKrd1FHbngw8+QHFxsUFSKRaLERsbi5MnT+Lnn3/GwIEDIZPJkJ6ebvR10tPT4e3tXenoKwAEBgYiMDBQr0w7hUwqlUIqlVbjaKxDIpHAxcXFIWKtLXX9HNT14wd4Dpzp+EUi7XexLjGtepvS+99F1ToHznD+iMixMYElqwr1ejAlOKckBy5iF7hJ3OAiKtMVc64BJQUIlTB5NebGjRsANPd4LU97fZd2tKFjx45ISkpCWlqa3kJOhYWFOHPmDLp162adoImIiIiIagATWLKq1b1XAwCK1cXo+mlXqAQVJraeiNkdZz9o9L8vgFu/AzL7nppqK61bt8Y333yDLVu2oHPnzrpypVKJzz77DBKJBB07dgQAjBs3DklJSVi5cqXefWDXr1+PwsJCjBs3zurxExERERFZigks2cSl7EtQCZrRwhb+LSAIAiZ8koKmgZ4YHNkT7VoNtXGE9uull17C9u3bsX79eqSnp6Nfv35QKBTYsWMHzp49i9mzZ+Ohhx4CAEycOBHbtm3D6tWrkZOTg549eyI1NRXr1q1DdHQ0xo4da+OjISJyDkolkJwMZGUB/v5A9+6Avcy2VSqB7GzN4+xszXN7iY2IyFymXThBVMPOZ53XPW7h3wJX7hYg8UIGNv14Bb+nZ9suMAfQqFEjpKSkYNKkSThz5gxeeuklLFq0CO7u7ti0aRPeffddXVuJRIIjR47glVdewfHjxzF16lQcOnQIc+bMwVdffQWJRGLDIyEicnxKJfDWW0BoKNCrFzB8uOZ7o0aaclvedaZsbGfPaj7ynT0rtovYiIgsxRFYsgltAusucUeYdxj2n/5HV9chzM9WYTmM8PBwbN682aS2np6eWLFiBVasWFHLURER1S1KJRATAxw58mBhJa3bt4GFC4FTp4ADB6w/4mnPsRERVQdHYMkm/sr6CwDQ1K8pJGIJTl/LBgA87vo3Wv66CPjxfaCI95ojIiL7lZCgSRABQBD067TPDx8Gli+3blyAfcdGRFQdTGDJ6kqFUvx1T5PAtvBvAQD47ZrmpuoDfK9D/OvHwLeLAKHUViESERFVSqkE1q41HN0sTyTStLPmdF17jo2IqLo4hZisLj0vHQXKAgCaBDa3SIm/bucBAFp55AC5AFy9AHdf2wVJRERUieRkzVTcqggCcOsW0KkT4OtrvI2XF7BgAVBmYXmrxpacDERH18y+iYhqGxNYsrqyCzg192+O1OvZuulMoZK7mge+oVX/65iIiMhGsrLMa5+aWnWbL7+0LJbyzI3N3PZERLbEBJas6vmtKbiQexGuHs2glPyDOdvvIKvgjq4+59Zl1ANwMkuGTVtTsGl8J9sFS0REVAF/f/PaR0YaH4E9cwbIyQHy8moiKg1zYzO3PRGRLTGBNcGuXbuwdu1apKamoqSkBEVFRUbblZaW4vHHH8eJEydw8+ZNBAcHWzlS+5eWqcC1O2EAJgEQkIsSvfr66juACLhQ5Ie0TIVNYiQiIqpK9+5AUBBw547hIklliUSadikpxlf7jY4GEhNtG1v37jW7fyKi2sRFnEzg5+eHuLg4rFq1qtJ277//PmQymXWCcgr6U4S9UQBvUSEA4IZQzxYBERERmUQqBaZNqzxBBDT106ZZ91Y19hwbEVF1MYE1Qb9+/TB69Gg8/PDDFba5cOEC1q1bh3fffdeKkTmXh0R3dY+ZwBIRkb2LjwcGDdI8Lr9sg/b5oEHAa69ZNy7AvmMjIqoOu09gExISMGrUKDRt2hRisRguLpXPet6/fz+6du0KuVwOPz8/DB06FOfOnavVGEtLSzFp0iS8++678K1oiUECAKgkt+DikwKx2w0Aar26sglsulDfypERERGZRyoFDhwA3npLMxW3rKAgTfmBA7YZ4bTn2IiIqsPuE9i5c+fim2++QWhoKILKvwOXs3nzZgwfPhwFBQVYvnw55s2bh9TUVHTr1g2///67XtuxY8dCJBJV+LVmzRqTY/zggw8QHByMYcOGWXSMdUmR9Hd4NNwH+cOrIZIU6tVlCD74XBWFZHVrXGcCS0REDkAqBebPB65d0yzUBGi+X7umKbdlglg2tqNHVdi06R6OHlXZRWxERJay+0WcLl68iCZNmgAAoqOjkZGRYbTdvXv3MHv2bISEhCA5ORne3t4AgJEjR6JVq1aYNWsWvvvuO137//znP5Ve0+rp6WlyfCtXrsQvv/xi4hHVbSqXdABAqdIbglr/HKcKjyBV9YjuORdFJCIiRyGVPlhl2NfXvpJDqRSIihKQmVmMgABPu4qNiMhcdp/AapPXqhw6dAi5ubmYPXu2LnkFgEaNGiE2NhZbt27F9evXERoaCkCToJqapFbmxx9/REZGBiIiIgBophMDQOvWrbFs2TJMmTKl2vtwJkrJ/QS2uIGNIyEiIiIiIkdj91OITXXq1CkAQLdu3QzqtGUpKSkWvbZarUZRURFKSjS3fCkqKtLdSmfkyJG4dOkSzpw5gzNnzuDIkSMAgG+//RbPPPOMRftzVgqlAmqJ5p6v6qKGNo6GiIiIiIgcjd2PwJoqPV0zshcSEmJQpy3TtjHX9u3bMXHiRN1zDw8PAIAgCJDJZHq3zlGpVACABg0aVDrCe+fOHYPp0BcvXgQAKJVKKJVKs2JUqVRQq9W6/duj83fPAyLNmv6lRhLY5yWHcVfwQarQBFeEBhAEwezzQNahVqurbkRERE7Lks8qZMgRPr+R87DH/mbJ+4jTJLAKhQIA4ObmZlDn7u6u18ZcEyZMwIQJE0xqGx4eDqGqG68BWLduHRYvXmy0LicnB5mZmeaECJVKhby8PAiCUOVKzbbya/qvusfqIv0pxO4oxnzppwCAd5UjsEY9DGq12uzzQNaRnZ1t6xCIiMiGLPmsQoYc4fMbOQ977G85OTlmb2MfkdcA7ShocXGxQZ12um/ZkVJbi4uLw4gRI/TKLl68iJiYGPj4+CAgIMCs11OpVBCJRPD397ebDlnejUs3AACiUjc87BuKguJS3MrV/Lwe9ckH7v/oVF4P4RGpHI38ZWafB7IO3i6KiKhus+SzChlyhM9v5Dzssb/5+PiYvY19RF4Dyk4TbtmypV5dZdOLbSUwMBCBgYFG66RSKaQWLBEokUjg4uJi0bbW8Hf23wCAdsGtsG3iE9j0w2UsOfwnAOCjoYHAHk27+Kf7Ij68u63CJBNIJBJbh0BERDZk6WcVMmTvn9/Iudhbf7MkDqdZxKlz584AgBMnThjUacs6depk1ZhI38O+DyPcOxytAloBAG7maEbG3aViyAtvPmjoG2qL8IiIiIiIyM45TQIbExMDLy8vbNy4Ebm5ubrya9euYc+ePYiOjtbdQods463ub+HLYV/itU6vAQBu3U9gG/h4QJRzXdNIJAG8uEIxEREREREZsvspxNu3b0daWhoAIC0tDYIgYMmSJbr6+fPnAwD8/Pzwzjvv4MUXX0T37t0xZcoUFBcXY/Xq1RCJRFi1apUtwicjRCIRAKB/RDAa+LjD090FyL6fwHo3BCR23y2JiIiIiMgG7D5T2Lx5MxITE/XKFixYoHusTWABYMqUKQgICMA777yDV199Fa6urujRoweWLl2Ktm3bWi1mMs2QyIYYEnl/tPXj+wmsD0fJiYiIiIjIOLtPYI8fP25W+9jYWMTGxtZOMGSx/175L7xdvdEioAX83f0NG2hHYHn9KxERERERVcDuE1hyfIIg4O2f30ZWURaGPDwEy3osK98ACGoNuMqAgKa2CZKIiIiIiOweE1iqdRmFGcgqygIAtPBvAQC4crcAu1KuoYG3Owa2aYDAZz63ZYhEREREROQAmMBSrTufdV73WJvAnr+Zi48SLwMAOob7I9Db3SaxERERERGR42ACSzVqxrEZuJ53Xa/sXvE93eO3Tr4FiUiCe4oSeIR4ojB9PBr4MHklIiIiIqKqMYGlGnU97zou5VyqsP5q7lXdY5FrIFwlYvjn/QVkZAO+jQC/8FqPkYiIiIiIHBMTWLKpYB93iH7+CPhtByAPBF7529YhERERERGRnRLbOgCq2xr4uPMWOkREREREZBImsGRTDXzcgZz7CawPE1giIiIiIqoYE1iyqWBvNyAnXfOEI7BERERERFQJXgNLNhMmuo2p554G1CWagrOfA38ffdDArzEwZpdtgiMiIiIiIrvDEViyGTco4aNIe1CQfxvIOP/g694V2wXnAHJzczF//ny0bNkSHh4e8Pf3R5cuXbBjxw69dgqFAvHx8QgPD4ebmxvCw8Mxd+5cKBQKG0VORERERGQZjsASOaAbN26gV69euHv3LiZMmIDWrVujoKAAFy5cQFrag38KqNVqDBw4EImJiRg3bhx69uyJ1NRUvPPOO/j5559x9OhRiMX8PxYREREROQYmsEQO6Nlnn0VeXh5SU1MRGlrxtcNbt25FYmIiZsyYgQ8//FBXHh4ejpdffhk7duzAs88+a42QiYiIiIiqjUMvVLO0CzJRrUlOTsZ3332H1157DaGhoVCr1cjPzzfadtu2bQCAOXPm6JXHxcXBw8NDV09ERERE5Ag4Aks1KlSlAkpLkCsWI8NF070aKlXwEEoN2ypV1g7PKRw+fBgA0KRJEwwfPhxffvkllEolGjRogLi4OMydOxcSiQSCICAlJQUNGzZEWFiY3mt4eHigXbt2SElJqXJ/d+7cQUZGhl7ZpUuXAABKpRJKpbKGjqx2qFQqqNVqqFR1t7/V9XNQ148f4Dmw1vELggSAGIJQCqVSbVfb1NQ5sPf3fCJyfkxgqUatLnIDMq5gcnB9ZLi4IEClxpH0fyCxdWBO5M8//wQAPPfcc2jcuDE2bdoEkUiEdevWYcGCBbh27Ro2bNiArKwsKBQKREREGH2dkJAQnDhxArm5ufD29q5wf+vWrcPixYuN1uXk5CAzM7P6B1WLVCoV8vLyIAgCXFzq5lteXT8Hdf34AZ4Dax2/UukPwBVKpQqZmVl2tU1NnYOcnByLtyUiqgl1768Y1bossRg/u7sDAP6lUDB5rWF5eXkAALlcjqSkJLi5uQEARo0ahVatWmHTpk2YM2cOZDIZAOjqy3O//zNSKBSVJrBxcXEYMWKEXtn58+cRGxsLHx8fBAQEVPuYapNKpYJIJIK/v3+d/OAO8BzU9eMHeA6sdfxSqeT+dxeT3xuttU1NnQMfHx+LtyUiqgl1768Y1bpv5TKoRSIAQP983qqlpnl4eAAAxowZo5ecurq64plnnsGbb76J77//Xpd0FhcXG32doqIiANAluhUJDAxEYGCgXpl2CplUKoVUKrXsQKxIIpHAxcXFIWKtLXX9HNT14wd4Dqxx/Pf/9EEkEkMqNW2ZEWttA9TMOair/YeI7AcTWKpx38g1CVGgSoX2FSRPZDntqsMNGjQwqNOWZWVlwd/fHzKZDOnpxhfWSk9Ph7e3d6Wjr9aUkpKC+fPn48qVK1CpVBAEASKRCJcvX7Z1aERERERkJ5jAUo26KxKQ4q4ZFexboOAy17Wga9euWL9+Pa5fv25Qpy0LCgqCSCRCx44dkZSUhLS0NL2FnAoLC3HmzBl069bNanFXZcKECViwYAE6d+4MiYQTz4mIiIjIEPMLqlHfSlQovT+3qV9B5dOHS8WuQP0WFX/5NbZGyA7nySefhK+vL7Zv3667HhYA8vPzsXXrVkilUvTt2xcAMG7cOADAypUr9V5j/fr1KCws1NXbA3d3dzz99NN4+OGHERYWpvsiIiIiItLiCCzVqCEqF3jduYmTHu5oW1xSadtSv8YQTztlpcich4+PDz744AOMHz8enTp1wnPPPQeRSISPP/4YN27cwNKlS3XTjCdOnIht27Zh9erVyMnJQc+ePZGamop169YhOjoaY8eOtfHRPBAbG4vPPvsMI0aM4DVWRERERGQUE1iqUXKIMKhAgUFVjL4CgEQsskJEzunZZ59F/fr1kZCQgMWLF6O0tBRt2rTBzp078fTTT+vaSSQSHDlyBG+++SZ2796NnTt3okGDBpgzZw4WLlxoV1N1582bB+DBqLH2Gli12rR7HBIRERGR82MCSzbD9LV6BgwYgAEDBlTZztPTEytWrMCKFSusEJXlSktLbR0CEREREdk5JrBUY7KKsuBv4nWrAgARr3ElIiIiIiIzMIGlGnGr4Bb67euHyPqR+Hef/6B9YPtK23P0lbQ6dOiA06dPQywWQyQSQRAEXR2nEBMRERFRWUxgySwzjs3A9TzD27dkF2ejVCjFb3d+w+s/vA43iRtC5cFY7fMoIAsAQrsAPg/ZIGKyd6dPnwbAKcREREREVDUmsGSW63nXcSnnUqVt0vPTNQ9URUDyTs3jkdtQJAvGX7fy0MDXHfXkbhBzEScqQ6lUYt++fbh8+TJUKpWufOHChTaMioiIiIjsCRNYqj1CmamfHv64lJGPJ9cmAwDWjumAQW0b2CgwskcxMTEQiUTo0KGDXa2OTERERET2gwks1Z7SMgmsLAC3sop0Txv4utsgILJnV69exR9//GHrMIiIiIjIjoltHQA5sXIJ7D85ZRJYHyawpK9Dhw64fPmyrcMgIiIiIjvGEViqPWWnEMv8cev+tbNiEVDf081GQZG9mj17Nrp06YJmzZrBze1B//juu+9sGBURERER2RMmsFR7tCOwbj6ARIqb90dgA73c4SLh4D/pGzduHOLj49G+fXteA0vkgJRKIDkZyMoC/P2B7t0BqdRx92MNSiWQna15nJ2tee6ox0JEZC1MYKn2aBNYmT8A4Nb9BJbXv5Ixbm5umDNnjq3DICIzKZVAQgKwdi1w+/aD8uBgIC4OiI+vmaTMWvuxBmPHkpoKNGrkeMdCRGRtHAaj2qOdQiwLAFAmgeX1r2TE8OHDsXPnTiiVSluHQkQmUiqBmBhg4ULgzh39utu3NeXDhmnaOcJ+rMGZjoWIyBaYwFLtEUsA3zDANxSCIOimEAd7e9g4MLJH8+fPxzPPPAN3d3dIJBKIxWJOJSaycwkJwJEjmseCoF+nfX74MLB8uWPsxxqc6ViIiGyBCSzVHq+GwEtngRFbkFesQom6FADQkFOIyYjS0lKUlpZCrVZDrVbrHhORfVIqNVNgRaLK24lEmnaWjihaaz/W4EzHQkRkK7wGlswS6hWq91yAABGM/yUu29bbXYoLSwbgbn4x3Fz4f5O6aMCAAWjbti3atGmDNm3aoFWrVpDyIi8ih5WcrH8takUEAbh1C+jUCfD1Nd7GywtYsADo3Ll29iMIEri5+WLRIhG6dav6tWpLTZ2zM2dqOjIiIsfBBJbMsrr3ar3ns4/PxrFrxxAREIFPB31a6bYSsQhB3hx9rcs+/fRT/PPPPxCJRHBxcUHTpk3Rpk0bvcQ2LCzM1mESkQmyssxrn5padZsvv6yt/YgBuEMqLcXhw+a9Xk2q6XPm5WV5LEREjooJLFVLfkk+SoVSwwplIZBxHvDwB7yCARfe97Wu+/rrrwEA9+7dw9mzZ/H777/rvn/11VcoKCiASCSCl5cX2rRpgx9++MHGERNRZfz9zWsfGVnxaGJODpCXV3v7OXNGQE6OCPn55r1WTaupcwZokteFC6sdEhGRw2ECS9VSoCoAAMilcv2Ku38DG6I1j0duR+Ejg+DmIoZYXMWFP+T0/Pz8EBUVhaioKL3ys2fP4r333sNnn32Gn376yUbREZGpuncHgoI0K+mWX4yoLJFI0y4lxfitYaKjgcTE2t1PVJSApCTb//2pqXNGRFSX8WJEqpaCkgoSWEXmg8eyACw8dA7N5n+NmLXJVoyO7N3ly5exevVq9O/fH126dMFnn32G7t27YzmX3ySye1IpMG1a5YkYoKmfNs3yRMxa+7EGZzoWIiJb4QgsVUuFI7DlEtibOTlQlQqo4m82OTm1Wo2kpCQcPnwYhw8fxoULFxAYGIj+/ftj+/bt6Nu3L7y9vW0dJhGZKD4eOHVKc9sXkUg/MdM+HzQIeO01x9iPNTjTsRAR2QJHYKlatCOwnq6e+hWKMitVyAJwM6cQANCAizjVWSNGjEBAQAD+9a9/4YcffsDo0aNx6tQp3Lx5E5988gliY2OZvBI5GKkUOHAAeOstzZTXsoKCNOUHDlR/JNFa+7EGZzoWIiJb4AgsWUwQBN0IrMxFpl9ZZgRW8PDFzZwiAECwDxPYumrfvn1wd3fH888/j969e6NNmzZo1qyZrcMiomqSSoH58zUjhp06aVbOjYys+es3rbUfayh7LMnJmtWJ/f0118g62rEQEVkbE1iyWKGqULcCseEI7P0E1t0XeUpAUaIGADRgAltnzZo1C+fOncPBgwexYcMGiEQiuLq6omXLlnq30WnTpg0aNGhg63CJyExS6YMVc319ay8Rs9Z+rEEq1SxiRUREpmMCSxZTqBS6x3KXctfAFt6fQizzx637o68AR2Drsvfff1/3+M6dO/j999/1bqWzZ88eFBYWQiQSwd/fHxkZGTaMloiIiIjsERNYspi3qze2D9iOAmUBGvs01q/UjsDKAvBPdqGuuKGvhxUjJHsVGBiI3r17o3fv3royQRDw999/4+zZszh37pwNoyMiIiIie8UElizmKnFFu8B2xiu1izjJAvRHYLmIE1VAJBKhWbNmaNasGWJjY20dDhERERHZISawVDsmHwcKs4FSFW6ezNEVBzGBJSIiIiIiCzGBpdohlgDyAADAxO5+6NUiEHfziuHqwjs3ERERERGRZZjAksWS0pOw8exGyKVyvNX9LdSX1TfazlfminYyVytHR0REREREzoYJLFnsn/x/cCbjDADN9Ys6paWASKT5IiIiIiIiqiFMYMliBcoC3WO5VHMbnee3pkB653esKZiDXJEX3vaYg99c2hndPixAhk3jO1kjVCIiIiIicgJMYMli2gRWLBLDXaJZnCktU4Hge7chcS2Fn5CDy/dU+FvIt2WYRERUhymVQHa25nF2tua5VFr1NsnJQFYW4O8PdO9e9TZERGQdXFGHLJav1CSmcqlcbwqxH/J0j+/By+px1TWlpaXo2rUrRCIR+vTpY1CvUCgQHx+P8PBwuLm5ITw8HHPnzoVCobBBtERE1qFUAm+9BYSGAmfPaj7unD0rRqNGmnKlsvJtevUChg/XfK9sGyIisi6OwJLFtCOw2unDWv6iBwlslsAEtratWrUKf/zxh9E6tVqNgQMHIjExEePGjUPPnj2RmpqKd955Bz///DOOHj0KsZj/xyIi56JUAjExwJEjhssx3L4NLFwInDoFHDjwYGTVkm2IiMj6+MmVLKZNYD2lnnrlfvcT2FJBhBx4GmxHNefy5ctYsGABlixZYrR+69atSExMxIwZM7Bt2zY8//zzWL16NZYvX47vvvsOO3bssHLERES1LyFBk4gCgCDo12mfHz4MLF9evW2IiMj6mMCSxbQJrEwq0yv3g2ZqcQ7kKGUXq1UvvPACWrdujRkzZhit37ZtGwBgzpw5euVxcXHw8PDQ1RMROQulEli7tuqF8EUiTTul0rJtiIjINjiFmCxW0Qisdgoxpw/Xro0bNyIpKQm//PKL0WnAgiAgJSUFDRs2RFhYmF6dh4cH2rVrh5SUlCr3c+fOHWRkZOiVXbp0CQCgVCqhtPNPciqVCmq1GiqVytah2ExdPwd1/fgB650DQZAAEEMQSqFUqm2yTWKiCLdvV/3xRhCAW7eAjh1LAQC3b1f9D9ey2/j6GtanpooAiMw6FmupqT5g7+/5ROT8mMCSxZ5u8TR65PfAQ54P6ZVrF3HiAk61559//sErr7yCOXPmIDIy0mibrKwsKBQKREREGK0PCQnBiRMnkJubC29v7wr3tW7dOixevNhoXU5ODjIzM80/ACtSqVTIy8uDIAhwcambb3l1/RzU9eMHrHcOlEp/AK5QKlXIzMyyyTZpaW4A/EyOWbvAkzmq2sbNrQSZmdlmv25tqqk+kJOTU4NRERGZr27+JacaMbTJUKPl2hHYexyBrTVTp05FvXr18MYbb1TYRrvKsJubm9F6d3d3XbvKEti4uDiMGDFCr+z8+fOIjY2Fj48PAgICzA3fqlQqFUQiEfz9/et08lKXz0FdP37AeudAKpXc/+5i8ntDTW8TFlbFPOBy2rbVjMCak8i2bWt8BBYAPD2B+fNNPxZrqak+4OPjU4NRERGZr27+JTfTrl27sHbtWqSmpqKkpARFRUV69Z6e+lNoS0pK4O7ujtzcXGuGaTdeVr6IQNE95AjyqhuT2Xbt2oUvvvgCR48ehYeHR4XtZDLNtcnFxcVG67X9WNuuIoGBgQgMDNQr004hk0qlkDrAcpwSiQQuLi4OEWttqevnoK4fP2Cdc6C9hlQkEkMqNS0hrOltoqKAoCDgzh3DxZjKv0ZQEPDLL5rtQ0PN26by02if6z/URB+oy79DRGQfmMCawM/PD3FxcSgsLERcXJxBfX5+vt7zPn364JFHHrFWeHbnDyEcfwjhtg7DKRUXF2PmzJno27cvwsPDcfHiRb36wsJCXLx4EV5eXggMDIRMJkN6errR10pPT4e3t3elo69ERI5GKgWmTdPc9qYygqBpp83HLNmGiIisjwmsCfr16wcAOH78eJVtL1++jO+++w4rVqyo5ahsq0hVhA9/+xByqRxRIVGIqKe5zjIsoPLRvLLMaUsahYWFyMjIwDfffIOmTZsa1P/0009o2rQpRo0ahV27dqFjx45ISkpCWlqa3kJOhYWFOHPmDLp162bN8ImIrCI+XnPP1sOHNaOmZUdVtc8HDQJee6162xARkfXZfQKbkJCA3377DadPn8alS5cgFosrXUFv//79WLFiBX7//Xe4urqiR48eWLZsWYUL2dS0TZs2oUOHDujQoYNV9mcruSW52P6/7QCA+h71dQns6tEd4OEqsWVoTk0ul2PPnj1G60aMGIE2bdpg4cKFCA0NBQCMGzcOSUlJWLlyJT788ENd2/Xr16OwsBDjxo2zStxERNYklQIHDmju2bp2rWblYK2gIM0o6muv6Y+kWrINERFZn90nsHPnzoWvry/at2+P/Px8g9t5lLV582Y8//zziIiIwPLly1FUVITVq1ejW7duSE5ORps2bXRtx44di08//bTC11q9ejWmT59uVqwqlQqffPJJhSu2OpN85YNp09rb6AiCgAUbduPFvA8RHPwQPPsvBBoYXyGXLCOVShEbG1thfWBgoF79xIkTsW3bNqxevRo5OTno2bMnUlNTsW7dOkRHR2Ps2LHWCJuIyOqkUmD+fE3SmZioQlpaHsLCvBAV5VJhElp2m+RkICsL8PcHundn4kpEZC/sPoG9ePEimjRpAgCIjo6uMIG9d+8eZs+ejZCQECQnJ+uu6xs5ciRatWqFWbNm4bvvvtO1/89//oNVq1ZVuN/yCzOZ4ssvv0R+fj7GjBlj9raO4vmtKUjLVEApSQN8NWVvH76M95WJKChRoWnuVTzi+ieQ9ife/mII5k5hAmtLEokER44cwZtvvondu3dj586daNCgAebMmYOFCxdCIuFoORE5N6kUiIoSkJlZjIAAT5MSUakUiI6u9dCIiMgCdp/AapPXqhw6dAi5ubmYPXu23qI0jRo1QmxsLLZu3Yrr16/rplZ6enpalKRWZsOGDRg9enSNv649SctU4O87+ZDI7kHmqyn7J0uAulAzIttZnKdr+1euqw0irLuECpbO9PT0xIoVK5z+umwiIiIicn72uc67BU6dOgUARhel0ZalpKRY9NpqtRpFRUUoKSkBoLn9SPlb6Vy7dg3ffPMNJk+ebNE+HI1I/ODWLELpg/uMau8BCwC5Yq5uS0RERERENcfuR2BNpb1VSEhIiEGdtqyi24lUZfv27Zg4caLuufbem2VHvDZv3ozIyEh07NjRpNe8c+eOwXRo7S1RlEql7j6bplKpVFCr1ZUucFUTdMcseZDAC6Xuuse+9xNYtSBCniAz+zjIMajValuHQERENmTJZxUyZK3Pb0SAffY3S95HnCaBVSgUAAA3NzeDOnd3d7025powYQImTJhQaZvFixebtXjTunXrKmyfk5ODzMxMc0KESqVCXl4eBEGAi0vt/Vi1iUvZEViUHYGFJoHNhidUpYLZx0GOITs729YhEBGRDVnyWYUMWevzGxFgn/0tJyfH7G3sI/IaIJNp7ilaXFxsUKed7qttYw/i4uIwYsQIvbKLFy8iJiYGPj4+CAgIMOv1VCoVRCIR/P39a7VDahf9qWgKsd/9Edh7ghckEonZx0GOwdfX19YhEBGRDVnyWYUMWevzGxFgn/3Nx8fH7G3sI/IaUHaacMuWLfXqKptebCuBgYEIDAw0WieVSiG1YL1+iUQCFxcXi7Y1lUgkAgCUKv2gym8OiEoA4UE38odmMacseEEkEtVqLGQ7XL2YiKhus/SzChmyxuc3Ii1762+WxOE0izh17twZAHDixAmDOm1Zp06drBqTM1PltkPh9YkovDYFgEhXXnYEloiIiIiIqCY5TQIbExMDLy8vbNy4Ebm5ubrya9euYc+ePYiOjtbdQodqz2b1AKxSPYUj6s62DoWIiIiIiJyM3U8h3r59O9LS0gAAaWlpEAQBS5Ys0dXPnz8fAODn54d33nkHL774Irp3744pU6aguLgYq1evhkgkwqpVq2wRfp2zRx2te9zUdmEQEREREZETsvsEdvPmzUhMTNQrW7Bgge6xNoEFgClTpiAgIADvvPMOXn31Vbi6uqJHjx5YunQp2rZta7WY6wKJ7BIgUkJQeaO0uKGtwyEiqjFKJZCcDGRlAf7+QPfuQFWX6Nj7NomJIqSluSEsTISoqNrZjyWUSkC7qHl2tua5nVyWRUREdsruE9jjx4+b1T42NhaxsbG1EwwhLECzknOmzzdQuqRBVNgC8nsvwkMqgUQsMtqWiMgRKJVAQgKwdi1w+/aD8uBgIC4OiI83TK4cZxsXAH61sh9LGNtPairQqFHN7oeIiJyP3SewZF82jdcshDXkwLu4mguUKF2Rm1OEjyd0xBP184GfNwKyACByFODbyMbREhGZRqkEYmKAI0cAkf7/4nD7NrBwIXDqFHDgwIPEittYxlr7ISIi5+Q0iziRdSmUCgCAUOoKAAgPkAOZF4FT64HvlwD5d2wZHhGRWRISNAkVAAiCfp32+eHDwPLl3KbsNpaw1n6IiMg5MYEli+QrNfd7hdodErEIof4yQJH5oIHM3zaBERGZSanUTGUtPxpYnkikaadUchulsvJ2FbHWfoiIyHlxCjGZrVQohUKlHYF1Q6ifB6QSMaDIetDIgwksETmG5GT96z0rIgjArVuA9pbidX0bX1/D+jNnKt/eknNtyX6IiMh5MYEls2mnDwOaBDa8vvx+xf0RWJEEcPexQWRERObLyqq6TVmpqebvo65t4+VlvLymz3VF+yEiIufFBJbMVqAsePCk1E1z/SvwIIGVBVQ9P4yIyE74mzlhJDJS892cxM8ZtzE2MgpoksqFC43XWXKuLdkPERE5LyawZLayCaxQ6o7G9YwksEREDqJ7dyAoCLhzx3BRobJEIk27lBTN89DQur2NJSsEW3KuuRIxERGVxUWcyGwlpSWQu3hDEMSaKcS6BPb+3DAmsETkQKRSYNq0yhMqQFM/bZqmPbepvF1FrLUfIiJyXkxgyWwt/Fvgg8e+QMvi9fAXtUVjgynEXMCJiBxLfDwwaJDmcfkrILTPBw0CXnuN25TdxhLW2g8RETknJrBkkS4PB2DPlG5ImfcvNAqQaQofjgIe6QM0bGfT2IiIzCWVAgcOAG+9pZm6WlZQkKb8wAH9EUFuYxlr7YeIiJyTSBCqmshD1vLHH38gIiIC586dQ+vWrc3aVqlUIjMzEwEBAZDyrz7VsjNnzqB9+/YW9VVr4+8Gz4G5x69Uam7fkpqqWUTIlOswlUrNLWKysjQLFXXvbl/bJCaqkJaWh7AwL0RFudTKfixhvf3U7d8BoObOQXU+q5Ah9k2yJnvsb5a8p3ARJzJbgbIASrUSclc5pGL76PxERDVFKn2w8q2vr2kJlVQKREebvx9rbRMVJSAzsxgBAZ61djyWsNZ+iIjIeXAKMZltx/8+RY/dPdBhewdkKRRVb0BERERERFQDmMCS2W7n5wAAhFIJjpzN0BTm3QLO7gEuHgOKcmwYHREREREROSsmsGS2Bwms24N7wP7zG7D/eWDHU0DmRRtGR0REREREzooJLJntbsH9EdZS9wcJrPYesADgwdvoEBERERFRzWMCS2a7V5SneSC4IdjbXfNYew9YAJAFWD8oIiIiIiJyekxgyWz5JQUAAHexDGLx/bvOaxNYsRRw87JRZERERERE5MyYwJLZClWaBFYmlT8o1CawsgBAJLJBVERERERE5OyYwJJZVOpSlAiFAAAfN88HFdprYDl9mIiIiIiIagkTWDJL+r1CQFwMAPD3KDNVWDcCywWciIiIiIiodjCBJbPkFilRL2c2iq7OxIhHnn1QUagdgWUCW9v+/vtvLFq0CN27d0dwcDDkcjlatWqFmTNn4ubNmwbtVSoVli9fjubNm8PNzQ0NGzbE1KlTkZmZaeTVyZ4plcDx48D+/ZrvSqV97MMacVUntsREEQ4fdkNioqjWYiMiIiLrcLF1AORY2ob4InF2LFTqUv0Kdx/Aww+Q1bNNYHXI5s2bsWbNGgwZMgQjR46Eh4cHTp48iXXr1mHHjh346aef0KJFC137iRMnYseOHRg8eDBefvllXLlyBatWrcKPP/6IkydPQi6XV7I3sgdKJZCQAKxdC9y+/aA8OBiIiwPi4wGp1Pr7sEZcNRObCwC/WomNiIiIrIsJLFnERVJu8P75bzXfBcH6wdQxsbGxiI+Ph6+vr65s8uTJ6Nq1K6ZMmYKFCxfi888/BwB899132LFjB4YOHYpDhw7p2j/66KOIjY3FypUrsXDhQmsfAplBqQRiYoAjRwzXR7t9G1i4EDh1CjhwwPKEzJJ9WCMue4+NiIiIrI9TiKlmcQXiWtexY0e95FXr6aefBgCcPXtWV7Zt2zYAwOzZs/XaDh8+HOHh4bp6sl8JCZpEDDD8/5D2+eHDwPLl1t2HNeKy99iIiIjI+pjAklm++vMM+u0diJFfjsTPN3+2dThUxo0bNwAAQUFBurJTp05BLBaja9euBu0fe+wxXLp0CVlZWVaLkcyjVGqmwFb1fyGRSNPOkus7LdmHNeKy99iIiIjINjiFmExWoirFS5//BI/w6/inAChWa1YjRnEeUJChuYWOmzdHYW1kwYIFADTXvGqlp6ejXr16cHNzM2gfEhKia+PvX/HiW3fu3EFGRoZe2aVLlwAASqUSSjvPAFQqFdRqNVQqla1DMVtiouj+9ZuVEwTg1i2gY8dSGBmchyCI4ebmgwUL1HjsservAwBu3676/59VxQUAnp7AvHml6NTJ8PIDW8aWmioCIIIglEKpVFf5evbOkX8PakJdP36g5s6Bvb/nE5HzYwJLJruWpYBw/xY6AODpev8+sFd+AHaN1jx+4XvgoQ42iK5uW7ZsGfbt24eYmBiMHz9eV65QKODn52d0G3d3d12byqxbtw6LFy82WpeTk2P3qxmrVCrk5eVBEAS4uDjWW15amhu0iw+Z4uzZyhI3DwCF2L5d/+dVs/uwbBulsgTbtmUblNtDbG5uJcjMzDb7de2NI/8e1IS6fvxAzZ2DnJycGoyKiMh8dfNdnCxy5W4BRGUSWJmLTPNAUeYDsSzAylHRBx98gHnz5iE6OhqffvopRGVGwGUyGYqLi41uV1RUpGtTmbi4OIwYMUKv7Pz584iNjYWPjw8CAuz7Z65SqSASieDv7+9wH1zDwsybzdC2bcWjiTk5IhQXuxr8vCzZB2BesmhJXLaODdCMDs+f72L3fdwUjvx7UBPq+vEDNXcOfHx8ajAqIiLz1c13cbLI1bsFgLERWCawNvPee+9hzpw56N27N7744guDZDQkJAQXLlxAcXGxwTTi9PR0XZvKBAYGIjAwUK9MO4VMKpVC6gDLuEokEri4uDhErGVFRQFBQcCdO5Uv8C0Sadr98ovY6Kq6UVGlSEoSQSQSGZwDS/YBAKGh1Y8rOhpITAREIjGkUsOk05axPeA8S0U46u9BTanrxw/UzDmoy+ePiOyD8/xlplp3JbMAInGR7rnc5f79Q7UJrMQNcOU9Ra1l+fLlmDNnDvr374+vvvrK6Ehq586dUVpailOnThnUnThxAk2aNKn0+leyLakUmDat6rtTCYKmnSWfKy3ZhzXisvfYiIiIyDaYwJLJrpabQiyXahPY+6vYygK4gJOVLFu2DPHx8Rg8eDAOHjyou561vHHjxgEAVq5cqVe+f/9+XL16VVdP9is+Hhg0SPO4/K+X9vmgQcBrr1l3H9aIy95jIyIiIuvjFGLS99nTwL0rRquW3C3Axz4CDkEMVwGQ7h4HjNn1YASW04etYu3atZg3bx6CgoLw1FNPYc+ePXr1np6eiImJAQD06dMHo0ePxs6dOzFkyBA8+eSTuHLlCt5//320atUKc+bMscER2DelEkhOBrKyAH9/oHv3qkfpLNnGVFIpcOCA5p6la9dqVs7VCgrSjCK+9lrF+1MqgexszePsbM3z8m0t2Yc14rJVbERERGS/mMCSvntXgIzzRqseBuAm8QPgBc9S9YNEt1A7Amv6aqFkuZSUFADA7du3MWnSJIP6sLAwXQILAFu3bkWbNm3wySefYNq0afD398e4ceOwdOlSeHp6Witsu6dUAgkJmoTn9u0H5cHBQFycZlSvfMJjyTaWkEqB+fM1SVenTkBqKhAZCaSkVJ4gPohNM9nm7FkxGjUyHpsl+yi7jakJvLFzlpqKCuOqidgSE1VIS8tDWJgXoqJcmLgSERE5MCawZJbB+QVoXnL/HnDuXprvHIG1qi1btmDLli0mt5dKpZg7dy7mzp1be0E5OKUSiIkBjhwxnHJ6+zawcCFw6pRmVE+b/FiyTXVJpdCtmOvrW3mSaGlspu6j/DbR0VW3q+45szS2qCgBmZnFCAjwZPJKRETk4HgNLJmlfXEJRublY2RePpB1GVjbRfMdAC59r3mu/frsadsGS2SihARNUgUYLv6jfX74sGZKanW2sRZ7jc1e4yIiIiLHwQSWLKcu0Uw3FjT3XkRRtua59quCa2mJ7IlSqZnOWtX6YyKRpp1Sadk21mKvsdlrXERERORYOIWYiOq05GT961crIgiaxYA6ddI8N3cb7dTX8ry8gAULgM6dTQ65UpYcT/nYzpypmVhqOi6gdmIjIiIix8EElszyjr8vikUidCgqxsACha3DIaq2rCzz2qemmr8PU7b58kvzX9eYmjweL6/qxVJWTZ/nmoyNiIiIHAcTWDLLYbkcmS4SqAEmsOQU/P3Nax8ZqfluTiIbGVnxaGJODpCXZ14MlbHkeIzF5uWlWVSpptRUXEDNx0ZERESOgwksmaVArLmAzbNUqKIlkWPo3l1zb9A7dwwXFipLJNK0u38XI4SGmreNsdVvo6OBxMRqhW/AkuOxxsq89hoXERERORYu4kQmUwEoEmu6jEy7cBORg5NKgWnTKk+qAE39tGma9pZsYy32Gpu9xkVERESOhQks6bmRXVhhnXb0FeAILDmX+Hhg0CDN4/Kr5GqfDxoEvPZa9baxFnuNzV7jIiIiIsfBBJb0XBOCcKH0IaNfv6Ohrp28lCOwZP+USiAxUYTDh92QmCiq8NYsUilw4ADw1lua6atlBQVpyg8c0B8VtGSb8rFlZ2seZ2fX7G1jqhtbbbHXuIiIiMhx8BpY0rNQNh9/5+cbrROLbkGOVQCYwJJ9UyqBhATN/URv33YB4AcACA4G4uI0I4HlkySpFJg/XzP616mTZpGmyMjKr8Usu01ysmalXX9/zfWelSWuD2LTlKWmAo0aVRybJcrGlpioQlpaHsLCvBAV5WLTBNGSc0ZERESkxQSWTCcu1j2UV3UhG5GNKJVATAxw5IjhNNXbtzWr1546VfFIn1T6YPVbX1/TkiqpVLMgU23HZgmpFIiKEpCZWYyAAE+7SRJNPWflLVq0CIsXLwYAiEQi+Pj44JFHHkHfvn0xY8YMBAcH12ygduqRRx7B2LFjsWjRIluHQkREZFWcQkwmE5VJYLNUAbgqDgXqt6j4y6+xDaOluiohQZMgAoYLBmmfHz4MLF9u3bgA+47Nkfj4+ODEiRP46aefsGvXLjz11FPYvn072rRpg19//dXW4dW63NxcXL58Ge3atbN1KERERFbHEVgymaCSQ5ndARAXY1bRIDzi1whHp0XZOiwiHaVSMzVXJKr6Vi1r12qmsVprRNKeY3M0Li4u6Nq1q+55v379MHXqVPTs2RNPP/00zp8/D4lEUqsxqNVqqNVquLq61up+jDlz5gwEQUCk9qbEREREdQhHYMlkpcUPoejmSBTdGAdB6W/rcIgMJCdrpuKacquWW7c017pGRxt+nTlTt2JzBr6+vlixYgUuXryIo0eP6sp/+OEH9O7dG40bN0ZwcDBeeOEF5OXl6W27Zs0ahIaGQi6XIyYmBseOHYNIJMLx48d1bSZMmICOHTvi4MGDaN26Ndzd3XHq1CndPqKioiCTyRAQEGB0H6a0MSY3Nxcvvvgi/P39Ua9ePaxYsQK//fYbvL29ER4ebvkJIyIiclAcgSUip5GVZV771NTK6728LI+lPHuOzVlER0fDxcUFJ0+eRP/+/ZGcnIw+ffpg6NCh2LRpE0pKSjB//nzcu3cPe/fuBQAcOHAAM2bMQFxcHJ588kn8+OOPeO6554y+/tWrV/Hqq69i4cKFCA4ORuPGjXX7iImJwd69e5GZmYn4+Hi9fZjSxpiSkhL069cPeXl5WL9+PeRyOebOnYvCwkJERkZCVP5CaiIiojqACSwROQ1/MycGREY+WLCpPC8vzaJKNcWeY3MW7u7uqFevHm7fX945Pj4e3bp1w2effYbMzEwEBAQgLCwMvXv3xrlz5xAREYFly5Zh4MCBWLt2LQCgb9++uHv3LtavX2/w+pmZmfj222/1rj0dPXo0unXrht27d+vKHnroIb19aOOorI0xCQkJuHDhAi5cuICAgAAAmpHmHj16YMCAAdU+X0RERI6ICSyZTOJxFSLXTAhqD6jzW9k6HCID3btr7id6507V15kGBVV+i5y6FJszEe6fXIVCgRMnTmD16tVQqVS6r8cffxxSqRS//vorWrRogd9++02XvGoNHTrUaAL70EMP6SWv5fehVXYfDz/8cJVtjCWwarUaH374IaZOnapLXgGgWbNmAMDrX4mIqM7iNbBkMhef0/BouAfuDfbbOhRycEolcPw4sH+/5rtSWTPbSKXAtGmmXWc6bZp1E0R7js1ZFBUVITMzE0FBQbh37x7UajXi4uIgk8kQGhoKmUwGNzc3KJVKXL9+HXfv3oVarUb9+vX1Xqf8c62goCC952X3IZVKdV9l92FKG2N+//13ZGZmIiYmRq/85s2bAMAViImIqM7iCCzpCQuQVViXLVOjCIBU5IGmgZ6VtiUyRqnU3Epm7VrNgkZawcFAXBwQH2+YuJm7TXy85l6qhw8brvirfT5okGaVX2uz59icwffffw+VSoXHHnsMvr6+EIlEWLRoEfr27Yvs7Gz4+vrCxUXzZ69hw4aoV68eJBIJMjIy9F6n/HOt8teclt3HwIEDDdo3bNgQPj4+VbYxRpuoBgYG6pUfOHAAEomkwmnHREREzo4JLOnZNL5ThXXTjn2OpHSgWf16+HwSb59D5lEqgZgYzX1Qy689c/u25prOU6eAAwceJKSWbCOVap4vX65Jem/derBNUJBmdNNWt6ix59gcXXZ2Nl577TU88sgj6NOnDyQSCbp27Yq//voLc+fO1V0DKy13ctu3b49Dhw5hypQpurIvvvjCpH3K5XLdPhZWclGyKW3K004b/uuvv9CoUSMAmmtw16xZg2bNmsHd3d3k1yIiInImTGDJZPkl+QAAT1dPG0dCjighQZOIAobTaLXPDx/WJHfz51u+DaBJAOfP1ySDHTuW4uxZMdq2LcUvv4htnhyWjS05WbM6sb+/5hpZW8fmKFQqFU6ePAkAyMvLw6+//or169dDoVDgv//9r+4esCtWrEDv3r0BAP/617/QsGFD/PPPPzh8+DCWLl2KZs2aYe7cuRg+fDimT5+OoUOHIjk5GYcPHwYAiMVVX2Wj3YdYLEZsbCy8vLxw7do1vX2Y0qa8yMhIhISEYObMmVi+fDmUSiXefPNNKBQKTh8mIqI6jdfAkskUKgUAQO4it3Ek5GiUSs2IY1V3/RCJNO2USsu2KU8qfbCSr6+vfSWIUqnmvq5PPaX5bk+x2bucnBw89thj6NatG0aMGIG9e/di7Nix+P333/Hoo4/q2j3++ONISkrC3bt3MWPGDAwbNgwrVqxAaGio7nrWp556Ch9++CEOHjyImJgYpKSk4N133wUAeHt7VxmLdh8ZGRkYN24chgwZYrAPU9qU5+bmhr1798LNzQ0jR47EvHnzMH36dPj7+3MBJyIiqtM4Aksm047Ayl2ZwJJ5kpP1r1+tiCBoptV2uj+T3dxtjN12JjWV98p0JosWLcKiRYtMbt+lSxd89dVXFU4hBoAZM2ZgxowZuudLliyBu7s7mjdvrivbsmVLpfv473//W2UcVbUxts2ZM2f0yl544QWzXoOIiMjZMIElk3EEliyVlWVe+9RU8/dR8TaaBNaTM9/JiIyMDLz99tvo1asXZDIZfvjhByxfvhzPPfccPDw8bB0eERERlcMElkzGEViylL+/ee21MyTNSWQjI42PwApCKdzcSjB/vgt41QSV5+rqivPnz2Pbtm3IyclBgwYNMGvWLLz11lu2Do2IiIiMYAJLJlGVqvCQ10MoKCmAv5uZ2QjVed27a1bZvXOn8vugikSadikpmuehoeZtY+w6UqVSjczMbN2qrkRl+fj44Ih2pTAiIiKyexyOIJO4iF3wRcwXODbyGCZETLB1OORgpFLNLWIqS0QBTf20aZr2lmxDRERERM6NCawJXn31VbRq1QpeXl4IDQ3FrFmzoFAodPVqtRovv/wy6tevD29vb4wYMQKZmZk2jJjI/sTHA4MGaR6XX1lY+3zQIM3tZaqzDRERERE5LyawJpBKpdi5cyfu3buHEydO4OTJk3j11Vd19QkJCfjqq6/w888/49q1aygsLMTEiRNtGDGR/ZFKgQMHgLfe0kz5LSsoSFN+4ID+SKol2xARERGR8+I1sCZYunSp7nFISAgmT56MDz74QFe2YcMGvPnmm2jcuDEA4J133kHr1q1x8+ZNNGjQwOrx1gaFUoFbiluQu8jh7+EPqZgZA5lPKgXmz9eMmCYna1Yn9vfXXCNbURJqyTZERERE5JzsfgQ2ISEBo0aNQtOmTSEWi+HiUnnOvX//fnTt2hVyuRx+fn4YOnQozp07V6MxHTt2DG3btgUAZGdn49q1a3j00Ud19S1btoSHhwd+//33Gt2vLf16+1c8efBJ9NnbB//L/J+twyEHJ5UC0dHAU09pvpuSiFqyDRERERE5F7tPYOfOnYtvvvkGoaGhCCo/h7CczZs3Y/jw4SgoKMDy5csxb948pKamolu3bgbJ5NixYyESiSr8WrNmjdF9bNy4EUePHsWSJUsAAHl5eQA0K1mW5evri9zcXEsP2+4UKAt0j3kfWCIiIiIisgW7n0J88eJFNGnSBAAQHR2NjIwMo+3u3buH2bNnIyQkBMnJyfD29gYAjBw5Eq1atcKsWbPw3Xff6dr/5z//wapVqyrcr6enp0HZxx9/jNdffx3ffPMNwsPDAQBeXl4AgJycHISGhuraZmdn62JwBmUTWE9Xw3NDRERERERU2+w+gdUmr1U5dOgQcnNzMXv2bL3EsVGjRoiNjcXWrVtx/fp1XZLp6elpNEmtyPr16/HGG2/g6NGjaNeuna7c19cXjRo1wunTpxEREQEAOH/+PAoLC9GmTRuTX9/e5SvzdY9lUpkNIyF7UFxcDEDzDyZ7p1QqkZOTAx8fH0jr6Lzjun4O6vrxAzwHdf34gZo7B9r3fe3fASIia7P7BNZUp06dAgB069bNoK5bt27YunUrUlJS9EZJTbVq1Sq8/fbbOHbsmNGkdPLkyUhISEDPnj3h5+eH1157DYMHD3aaBZwAzSJOWpxCTOnp6QCAmJgY2wZCREQ2cf36dXTo0MHWYRBRHeQ0Caz2A3VISIhBnbZM28Zc//73vyGVSvHYY4/plefna0Yl4+PjkZWVhUcffRQlJSXo168fPvroo0pf886dOwbTobX/1VQqlVAqlWbFqFKpoFaroVKpzNrOVLnFmut5PVw8UKouRam6tFb2Q46hW7du2Lx5M1q0aAGZzL5H5C9duoTY2Fjs3bvX5BkdzsbRz4FardaNHEkkErO3d/Tjrwl1/RyYc/zV7W/2qqb6QElJCa5fv45u3bqZ/VmFDNX25zeisuyxv1nyPuI0CaxCoRkhdHNzM6hzd3fXa2MuQRAqrZdIJFi5ciVWrlxp8muuW7cOixcvNlqXk5ODzMxMs2JUqVTIy8uDIAhVrtRsiaz8LACAh9jD7NjI+ajVajz22GPw8vKqlf5Wk3JycgAA9erVQ3BwsI2jsQ1HPwcqlQoymczi/ubox18T6vo5MOf4q9vf7FVN9oFGjRpBrVbz80ANqO3Pb0Rl2WN/0743mcM+Iq8B2lEgY9dkFBUV6bWxB3FxcRgxYoRe2cWLFxETEwMfHx8EBASY9XoqlQoikQj+/v610iFVYs1/arzcvMyOjZxPbfe3mqRdIdyS3ytn4ejnoLr9zdGPvybU9XNgzvE70vubOep6H7BXztrfyD7ZY38rfycXU9hH5DWg7DThli1b6tVVNr3YVgIDAxEYGGi0TiqVWrTAgkQigYuLS60sUFGoLgQAyF3ldXYBDNJXm/2tJmnjs/T3yhk4wzmoTn9zhuOvrrp+Dsw9fkd5fzNHXe8D9swZ+xvZL3vrb5bEYff3gTVV586dAQAnTpwwqNOWderUyaoxOZN3o97F0dijeD/6fVuHQkREREREdZTTJLAxMTHw8vLCxo0bkZubqyu/du0a9uzZg+joaItWICYNmVSGYHkwGno2tHUoRGapX78+3njjDdSvX9/WodhMXT8Hdf34AZ6Dun78AM8BETkPkVDVCkU2tn37dqSlpQEANm/ejGvXruktfjR//nzd448++ggvvvgiIiIiMGXKFBQXF2P16tXIzMzEjz/+iMjISKvHb44//vgDEREROHfuHFq3bm3WtkqlEpmZmQgICLCbKQHkvNjfyJrY38ia2N/ImtjfyJrssb9Zkv/Y/TWwmzdvRmJiol7ZggULdI/LJrBTpkxBQEAA3nnnHbz66qtwdXVFjx49sHTpUrRt29ZqMRMREREREVHNs/sE9vjx42a1j42NRWxsbO0EU4dF7Y6CVCzFuFbjML71eFuHQ0REREREdZDdJ7BkeyXqEmQVae4DW6w2vE0RERERERGRNTjNIk5UewqUBbrHcqnchpEQEREREVFdxgSWqpSvzNc99pR62jASIiIiIiKqy5jAUpU4AkuORiQSVfh17tw5W4dXoxISEjBq1Cg0bdoUYrEYLi6VXxmiUqmwfPlyNG/eHG5ubmjYsCGmTp2KzMxMK0Vcs8w5/uPHj1fYL+rVq2fFqGvO33//jUWLFqF79+4IDg6GXC5Hq1atMHPmTNy8edOgvbP9/AHzzoEz9gEAuHv3LiZNmoTIyEgEBATA3d0djRs3xtNPP43Tp08btHfGfkBEdQevgaUqMYElR9SjRw9MnjzZoNzZ7gc9d+5c+Pr6on379sjPz0dGRkal7SdOnIgdO3Zg8ODBePnll3HlyhWsWrUKP/74I06ePAm53LF+x809fgCYPHkyevTooVfm7u5eWyHWqs2bN2PNmjUYMmQIRo4cCQ8PD5w8eRLr1q3Djh078NNPP6FFixa69s728wfMPweAc/UBAMjOzsb58+fRp08fhIWFQS6X4+rVq9iyZQu6dOmCr776Cv369dO1d8Z+QER1iEB249y5cwIA4dy5c2ZvW1JSIty8eVMoKSmp8bgSrycKEVsihIgtEcLZO2dr/PXJ8dRmf6sJAITx48fbOgyruHjxou5xVFSUIJFIKmx77NgxAYAwdOhQvfK9e/cKAITFixfXWpzVUVl/M+f4v//+ewGA8Mknn9RGmDaRkpIi3Lt3z6D8o48+EgAII0aM0JU56s+/KuacA1P6gL2/v5njxo0bgkQiEXr16qUrc9Z+4Kicqb+R/bPH/mZJ/sMpxFQljsCSo1IqlcjLy7N1GLWqSZMmJrfdtm0bAGD27Nl65cOHD0d4eLiu3pGYc/xlKRQKFBYW1nA01texY0f4+voalD/99NMAgLNnz+rKnPHnD5h3Dspylj5QmaCgIHh4eCA7O1tX5qz9gIjqDiawVKWyizgxgSVHsXfvXnh4eMDb2xu+vr4YO3Ysrl69auuwbOrUqVMQi8Xo2rWrQd1jjz2GS5cuISsrywaRWdesWbMgl8shk8kQGhqKuXPnQqFQ2DqsGnXjxg0AmgRGq679/I2dAy1n7QNKpRJ3797FrVu38PPPP2PMmDHIz8/H4MGDdW3qWj8gIufDa2CpSt0adsP70e8jX5kPX3dfW4dDVKWOHTti+PDhaNasGYqLi/Hjjz9i48aN+Prrr5GcnGxwPVxdkZ6ejnr16sHNzc2gLiQkRNfG39/f2qFZhVQqxaBBgzBw4ECEhoYiIyMDBw4cQEJCAr799lskJiZCJpPZOswasWDBAgCaax216trP39g5MKUPSKVSW4VcbcnJyejVq5fuuY+PD1577TUsXLhQV1bX+gEROR8msFSlhzwfwkOeD9k6DCKTpaSk6D0fPXo0Bg8ejIEDB+Kll17Cf//7XxtFZlsKhQJ+fn5G67QL2DjDKFRFunfvjq+++kqvbNKkSYiPj8fy5cvx4YcfIj4+3kbR1Zxly5Zh3759iImJwfjx43XldennX9E5MKUPzJkzx9rh1pjIyEgcPXoUxcXFuHDhArZv3468vDwUFxfrVuiuS/2AiJwTpxATUZ0wYMAAdOnSBceOHUNRUZGtw7EJmUyG4uJio3Xac+IsI5DmWLBgAcRisUFi44g++OADzJs3D9HR0fj0008hEol0dXXl51/ZOaiIs/QBPz8/9OnTB4MGDcK///1vHDt2DF9++SViY2N1bepKPyAi58UElojqjMaNG0OlUtXZ67tCQkJw9+5dox9e09PTdW3qGrlcjsDAQNy5c8fWoVTLe++9h5deegm9e/fG4cOHDZKQuvDzr+ocVMRZ+kB5fn5+GDp0KP773//q1gCoC/2AiJwbE1iq0oazGzD7+Gx8ePpDW4dCVC0XLlyAVCpFQECArUOxic6dO6O0tBSnTp0yqDtx4gSaNGlSJ697y83Nxe3btxEcHGzrUCy2fPlyzJkzB/3798dXX31lNHFz9p+/KeegIs7QByqiXWn53r17AJy/HxCR82MCS1U6fec0jqYdxYl/Ttg6FKIqZWZmGi3fuXMnTp8+jf79+xtdvKQuGDduHABg5cqVeuX79+/H1atXdfXOyljfEAQBr776KgRBQExMjPWDqgHLli1DfHw8Bg8ejIMHD+quYyzPmX/+pp4DZ+0Dt2/fNlp+9epVHDx4ED4+PmjZsiUA5+4HRFQ3cBEnqlJBieY+sHJX3kKH7N+SJUuQnJyMJ554Ao0aNUJJSQmSk5Oxb98+NGjQAKtWrbJ1iDVq+/btSEtLAwCkpaVBEAQsWbJEVz9//nzd4z59+mD06NHYuXMnhgwZgieffBJXrlzB+++/j1atWjnk4jXmHH///v0RFBSEjh07IiQkBBkZGTh06BBOnTqFnj17Ytq0aVaPv7rWrl2LefPmISgoCE899RT27NmjV+/p6alLypzx5w+Ydw6csQ8AwNtvv42jR49i4MCBCA8Ph0gkwp9//olt27YhPz8fW7du1SX1ztoPiKgOEchunDt3TgAgnDt3zuxtS0pKhJs3bwolJSU1HtewQ8OEiC0RwsxjM2v8tckx1WZ/q65Dhw4J/fv3F0JCQgR3d3fBzc1NaN68uTB79mzh9u3btg6vxkVFRQkAKvwqr6SkRFi2bJnQtGlTwdXVVQgODhYmT54sZGRk2CB601TW38w5/oSEBKF79+5CYGCgIJVKBU9PT6FTp07C+++/b5d92RTjx4+v9PjDwsL02jviz78q5pwDU/qAPb+/VeTo0aNCbGysEB4eLshkMsHV1VUICwsTxowZI5w6dcqgvTP2A0fliP2NHJc99jdL8h+RIAiCNRJlqtoff/yBiIgInDt3Dq1btzZrW6VSiczMTAQEBFTrHnYzjs3A9bzremVpuWlQCSp4Sb0QKAvUlYd6hWJ179UW74scV031NyJTsL+RNbG/kTWxv5E12WN/syT/4RRi0nM97zou5VwyWpenzENeTp6VIyIiIiIiItLgIk5ERERERETkEJjAEhERERERkUNgAktEREREREQOgQksEREREREROQQmsEREREREROQQmMASERERERGRQ2ACS0RERERERA6BCSwRERERERE5BCawRERERERE5BBcbB0A2ZdQr9BaaUtERERERFRdTGBJz+req20dAhERERERkVGcQkxEREREREQOgQksEREREREROQQmsEREREREROQQmMASERERERGRQ2ACS0RERERERA6BCSwRERERERE5BCawRERERERE5BCYwBIREREREZFDYAJLREREREREDoEJLBERERERETkEJrBERERERETkEJjAEhERERERkUNgAktEREREREQOgQksEREREREROQQmsEREREREROQQmMASERERERGRQ2ACS0RERERERA6BCSwRERERERE5BCawRERERERE5BBcbB0APVBcXAwAuHjxotnbKpVK5OTkwMfHB1KptKZDI9LD/kbWxP5G1sT+RtbE/kbWZI/9TZv3aPMgUzCBtSPXr18HAMTExNg2ECIiIiIiIiu5fv06OnToYFJbkSAIQi3HQybKzs5GYmIiQkND4ebmZta2Fy9eRExMDA4ePIhHHnmkliIk0mB/I2tifyNrYn8ja2J/I2uyx/5WXFyM69evIyoqCr6+viZtwxFYO+Lr64snn3yyWq/xyCOPoHXr1jUUEVHl2N/ImtjfyJrY38ia2N/Imuytv5k68qrFRZyIiIiIiIjIITCBJSIiIiIiIofABJaIiIiIiIgcAhNYJ1G/fn288cYbqF+/vq1DoTqA/Y2sif2NrIn9jayJ/Y2syVn6G1chJiIiIiIiIofAEVgiIiIiIiJyCExgiYiIiIiIyCEwgSUiIiIiIiKHwASWiIiIiIiIHAITWCIiIiIiInIITGAd3P79+9G1a1fI5XL4+flh6NChOHfunK3DIgf1999/Y9GiRejevTuCg4Mhl8vRqlUrzJw5Ezdv3jRor1KpsHz5cjRv3hxubm5o2LAhpk6diszMTBtET86gtLQUXbt2hUgkQp8+fQzqFQoF4uPjER4eDjc3N4SHh2Pu3LlQKBQ2iJYcUW5uLubPn4+WLVvCw8MD/v7+6NKlC3bs2KHXjn2Nqis3NxdvvfUW2rRpAy8vLwQEBKBTp05Yu3YtlEqlXlv2NzJVQkICRo0ahaZNm0IsFsPFxaXS9uZ+VsvMzMTUqVPRsGFDuLm5oXnz5lixYgVUKlVtHI5FeBsdB7Z582Y8//zziIiIwJQpU1BUVITVq1fj3r17SE5ORps2bWwdIjmY+Ph4rFmzBkOGDEHXrl3h4eGBkydPYtu2bfD29sZPP/2EFi1a6NqPGzcOO3bswODBgzF06FBcuXIFq1atQpMmTXDy5EnI5XIbHg05ovfeew9vvPEG8vPz0bt3b3z77be6OrVajd69eyMxMRHjxo1Dz549kZqaivXr1yMqKgpHjx6FWMz/y1LFbty4gV69euHu3buYMGECWrdujYKCAly4cAENGjTAvHnzALCvUfWpVCo89thjOH36NMaPH48uXbqguLgY+/btQ1JSEp555hndP03Y38gcIpEIvr6+aN++Pf78809kZGRUmlya81ktLy8PXbt2xV9//YW4uDi0bdsWSUlJ2L59OyZMmIBPPvnEGodYNYEcUlZWluDt7S2EhIQIOTk5uvK0tDRBLpcLvXr1smF05KhSUlKEe/fuGZR/9NFHAgBhxIgRurJjx44JAIShQ4fqtd27d68AQFi8eHFth0tO5tKlS4JMJhNWrVolABB69+6tV79582YBgDBjxgy98nfffVcAIGzdutWa4ZIDeuKJJ4Tg4GDh2rVrlbZjX6PqOnr0qABAmDNnjl65SqUS2rVrJ4jFYiE3N1cQBPY3Ms/Fixd1j6OiogSJRFJhW3M/qy1YsEAAIKxcuVKvfPr06QIAITExsQaOoPqYwDqoTz75RAAgLFq0yKBu/PjxAoAq/0ATmSonJ0cAIDRv3lxXpu1nx48fN2gfHh4uNGnSxJohkhN44oknhE6dOglqtdpoAhsVFSUAEK5evapXrlAoBA8PD4P2RGX9+OOPAgDh/fffFwRBk0jk5eUZbcu+RtWlTRDKJwKCIAj9+/cXpFKpUFRUJAgC+xtZrqoE1tzPamFhYYJMJhMUCoVe+ZUrVwQAwnPPPVczgVcT5yM4qFOnTgEAunXrZlCnLUtJSbFqTOS8bty4AQAICgrSlZ06dQpisRhdu3Y1aP/YY4/h0qVLyMrKslqM5Ng2btyIpKQkbNy40ehUOUEQkJKSgoYNGyIsLEyvzsPDA+3ateN7HlXq8OHDAIAmTZpg+PDh8PDwgJeXFxo2bIglS5ZArVYDYF+jmtG9e3fI5XIkJCTg888/x7Vr13DhwgUsWbIE//d//4eFCxfCzc2N/Y1qlTmf1W7fvo20tDS0a9cOHh4eem3Dw8PRoEED/Pzzz1aJuypMYB1Ueno6ACAkJMSgTlumbUNUXQsWLAAATJw4UVeWnp6OevXqwc3NzaA9+yCZ459//sErr7yCOXPmIDIy0mibrKwsKBQKo+95gKbP5ebmIjc3tzZDJQf2559/AgCee+45pKenY9OmTdi2bRvCwsKwYMECTJ06FQD7GtWM4OBgHDp0CL6+vhg1ahTCwsLQvHlzLF26FJs3b8b8+fMBsL9R7TLns1pluYW23F4+11W+bBXZLe2qdMY6pLu7u14boupYtmwZ9u3bh5iYGIwfP15XrlAo4OfnZ3Qb9kEyx9SpU1GvXj288cYbFbap7D0P0O9z3t7eNR8kOby8vDwAgFwuR1JSkq4vjRo1Cq1atcKmTZswZ84cyGQyAOxrVH0+Pj5o3rw5oqOj0bdvXygUCmzduhUvvPACRCIRJkyYwPc2qlXmfFYzpS/ay+c6jsA6KO0f2OLiYoO6oqIivTZElvrggw8wb948REdH49NPP4VIJNLVyWQyo/0PYB8k0+3atQtffPEF/vOf/xhMWSqrsvc8gH2OqqbtX2PGjNH7gObq6opnnnkGgiDg+++/Z1+jGpGamorHH38crVu3xoYNGxAbG4tnn30WR48eRadOnTBt2jRkZGSwv1GtMuezmil90V76IRNYB1XZFM2qpgAQmeK9997DSy+9hN69e+Pw4cMGb1ohISG4e/eu0Tc69kEyRXFxMWbOnIm+ffsiPDwcFy9e1H0BQGFhIS5evIjbt2/D398fMpmswulL6enp8Pb25ggFVSg0NBQA0KBBA4M6bVlWVhb7GtWIDz74AMXFxRgxYoReuVgsRmxsLBQKBX7++Wf2N6pV5nxWq+ryr/T0dLv5XMcE1kF17twZAHDixAmDOm1Zp06drBoTOY/ly5djzpw56N+/P7766iuj/3Hr3LkzSktLdQuKlXXixAk0adIE/v7+1giXHFRhYSEyMjLwzTffoGnTpnpfAPDTTz+hadOmmDVrFkQiETp27Ih//vkHaWlpBq9z5swZvudRpbSLmFy/ft2gTlsWFBTEvkY1Qrv4oXZxsLK09+xUqVTsb1SrzPmsFhQUhEaNGuHMmTMoLCzUa5uWloabN2/q8g9bYwLroGJiYuDl5YWNGzfqXdh/7do17NmzB9HR0br/NhOZY9myZYiPj8fgwYNx8OBB3TUS5Y0bNw4AsHLlSr3y/fv34+rVq7p6oorI5XLs2bPH6BcAtGnTBnv27MG///1vABX3ufXr16OwsJB9jir15JNPwtfXF9u3b9ddDwsA+fn52Lp1K6RSKfr27QuAfY2qr3Xr1gCALVu26JUrlUp89tlnkEgk6NixIwD2N6o95n5WGzduHBQKBdavX69Xrt3eXvqiSBAEwdZBkGU++ugjvPjii4iIiMCUKVNQXFyM1atXIzMzEz/++GOFq3kSVWTt2rWYPn06goKC8Pbbb0MqlerVe3p6IiYmRvd8zJgx2LlzJwYPHownn3wSV65cwfvvv4/GjRvj1KlT8PT0tPIRkLMQiUTo3bs3vv32W12ZWq1Gr1698MMPP+DZZ59Fz549kZqainXr1qFHjx749ttvIZFIbBg12btt27Zh/PjxaN68OZ577jmIRCJ8/PHH+PPPP7F06VK8/vrrANjXqPquXbuGRx99FHfv3sWQIUPQr18/KBQK7NixA2fPnsXs2bN1SQH7G5lj+/btutH6zZs349q1a1i8eLGuXrvCtZY5n9Vyc3PRuXNnXLx4EXFxcYiMjERiYiK2b9+OcePGYdu2bdY5yKrY8ia0VH179uwROnfuLHh4eAg+Pj7C4MGDhdTUVFuHRQ5Ke8Prir7CwsL02peUlAjLli0TmjZtKri6ugrBwcHC5MmThYyMDNscADkNAELv3r0NyvPy8oRXXnlFaNSokSCVSoVGjRoJr776qpCfn2+DKMkRHTlyROjZs6cgl8sFDw8PoXPnzsLOnTsN2rGvUXVduXJFmDRpkhAaGiq4uLgIMplM6Ny5s7Bp0yahtLRUry37G5kqKiqq0s9q5Zn7We3OnTvC5MmTheDgYMHV1VVo2rSp8PbbbwtKpbK2D81kHIElIiIiIiIih8BrYImIiIiIiMghMIElIiIiIiIih8AEloiIiIiIiBwCE1giIiIiIiJyCExgiYiIiIiIyCEwgSUiIiIiIiKHwASWiIiIiIiIHAITWCIiIiIiInIITGCJiIiIiIjIITCBJSIiIiIiIofABJaIiIiIiIgcAhNYIiIisntFRUWQSqUYPXq0rUMhIiIbYgJLRERUy44fPw6RSKT7kkgk8PHxQfPmzTFy5Eh89tlnKCkpsXWYdu2PP/6ASqVChw4dbB0KERHZkIutAyAiIqorYmNj8eSTTwIA8vPzceXKFXz99dd45plnsGTJEuzbtw8tW7a0cZT2KTU1FQCYwBIR1XFMYImIiKwkMjISY8eO1Stbvnw5tmzZgueffx79+vXDuXPn4O3tbZP4BEFAQUEBPD09bbL/ymgT2Pbt29s4EiIisiVOISYiIrKxCRMmYM6cObh+/TrWrl2rV1dSUoIVK1agbdu28PDwgLe3N/r06YOkpCSD17l58ybGjRuHgIAAyOVy9OjRA0lJSZgwYQJEIpFe2y1btkAkEuHbb7/F22+/jWbNmsHNzQ3vvvuu2fs1p21VLly4gDFjxiAgIABeXl4YNmwY/vnnH6SmpiIsLAz+/v5mvyYRETkPjsASERHZgSlTpmDFihX46quvMHfuXACASqXCwIEDkZiYiNGjR+PFF1+EQqHAjh078MQTT+DgwYMYPHgwACAnJwc9evTA5cuXMWnSJDz66KM4f/48Bg0ahCZNmlS431deeQUKhQLjx49H/fr1ERoaatZ+zWlblZMnT6Jv377w8/PDSy+9hPr162Pv3r0YMGAArl27hl69elXzLBMRkcMTiIiIqFZ9//33AgDhrbfeqrSdl5eXEBAQoHu+atUqAYCwf/9+vXYlJSVC+/bthcaNG+vKXn/9dQGAsHbtWr22+/fvFwAI5f/kf/LJJwIAoUmTJkJeXp5enTn7NadtZbKysoTg4GChVatWQnZ2tq5crVYLbdu2Nen8ERGR8+MUYiIiIjvh7e2NnJwc3fPt27cjPDwcPXr0wN27d3VfOTk5GDp0KK5cuYILFy4AAA4cOAA/Pz+88MILeq85bNgwNG/evMJ9Tp8+3eCaV3P2a07byrz77ru4desW3nvvPfj4+OjKxWIx+vTpA4DXvxIREacQExER2Y3c3Fy95O3PP/+EQqFA/fr1K9zm9u3baNasGS5fvow2bdpAKpUatGnRogX++usvo9s3a9bMoMyc/ZrTtjKffvopIiIi0K9fP4M6tVoNgCsQExERE1giIiK7cPnyZeTl5aFbt266stLSUjRv3hxr1qypcLuIiIhq7VcmkxmUmbPfmogxMzMTaWlpmDRpktH6n376CcHBwWjQoEGlr0NERM6PCSwREZEd+OijjwAAQ4YM0ZU1a9YM169fR3R0NFxcKv+T/fDDD+PSpUtQqVQGbc+fP29WLObs15y2FcnPzweguY1PeYmJiUhJScHAgQMtem0iInIuvAaWiIjIxrZs2YKVK1eiUaNGmDZtmq782Wefxb1797B06VKj292+fVv3OCYmBvfu3cOGDRv02hw4cKDC6cMVMWe/5rStSEhICFxdXfH999+jpKREV56Xl4d///vfAHj9KxERaXAEloiIyEpSU1OxY8cOAEBBQQGuXLmCr7/+GmfPnkXLli2xb98+eHl56drPmjULx44dw6JFi5CUlIS+ffvC398f169fx08//YTLly/j8uXLAIBXX30Vu3btwowZM3D69Gl07NgRf/75Jz7++GNERkYiNTXV5DjN2a85bSsikUjw/PPPY926dXjiiScwZswY5ObmYsOGDSgoKADA61+JiEhDJBibr0NEREQ15vjx43r3MBWJRPD09ERwcDDatWuHmJgYDB8+HG5ubgbbqtVqbNiwAVu3bsUff/wBlUqF4OBgdOjQAaNGjcLIkSN1bW/cuIHXXnsNhw8fRklJCTp06IBly5Zh1apV+Prrr6FQKHRtt2zZgokTJ+L7779HdHR0tfZrTtuKFBYWYu7cudizZw8yMzPRpEkTPPPMM8jKysLKlStx5coVhIeHm3jGiYjIWTGBJSIicnKtW7dGaWkp/vzzT1uHQkREVC28BpaIiMhJlB1h1Tpw4AD+97//Gb09DRERkaPhCCwREZGT6N27N4KCgtCxY0e4ubnh119/xbZt21CvXj389ttvvA0NERE5PCawRERETmLVqlXYtm0brly5gvz8fAQGBqJv375YvHgxGjVqZOvwiIiIqo0JLBERERERETkEXgNLREREREREDoEJLBERERERETkEJrBERERERETkEJjAEhERERERkUNgAktEREREREQOgQksEREREREROQQmsEREREREROQQmMASERERERGRQ2ACS0RERERERA6BCSwRERERERE5BCawRERERERE5BCYwBIREREREZFDYAJLREREREREDuH/AbzR1SlhawZpAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 960x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(8,6))\n",
    "\n",
    "# QM (n_chip = 1) \n",
    "ax.semilogy(df_qm_full['degree'], df_qm_full['MSE'], 'o--', color='gray',\n",
    "            label='2 coupled QMs ($n_{\\\\rm chip}{=}1$)')\n",
    "\n",
    "# QM (n_chip = 2) \n",
    "if 'df_qm_2chip' in globals():\n",
    "    ax.semilogy(df_qm_2chip['degree'], df_qm_2chip['MSE'], 'o--', color='black',\n",
    "                label='2 coupled QMs ($n_{\\\\rm chip}{=}2$)')\n",
    "\n",
    "# ESNs\n",
    "for N in [500, 1000, 2000]:\n",
    "    subset = df_esn_full[df_esn_full['N']==N]\n",
    "    ax.semilogy(subset['degree'], subset['MSE'], 's--', label=f'ESN N={N}')\n",
    "\n",
    "# Linear fit\n",
    "ax.semilogy(df_linear['degree'], df_linear['MSE'], 'v:', color='red', label='Linear fit')\n",
    "\n",
    "ax.set_xlabel('Degree $d$')\n",
    "ax.set_ylabel('Test MSE')\n",
    "ax.set_title('Monomial approximation MSE vs. degree')\n",
    "ax.legend(loc='lower right', bbox_to_anchor=(0.98, 0.5))\n",
    "ax.grid(True, alpha=0.3)\n",
    "\n",
    "# Inserting N_min for ESN vs degree\n",
    "if 'df_min_esn' in globals():\n",
    "    inset_ax = fig.add_axes([0.29, 0.19, 0.4, 0.325])  # [left, bottom, width, height]\n",
    "    matched = df_min_esn[df_min_esn['matched']]\n",
    "    if not matched.empty:\n",
    "        inset_ax.step(matched['degree'], matched['min N'], where='post', marker='o', color='blue')\n",
    "        inset_ax.text(0.5, 0.03, 'Degree $d$', transform=inset_ax.transAxes,\n",
    "              ha='center', va='bottom', fontsize=9)\n",
    "        inset_ax.text(0.03, 0.5, '$N_{\\\\rm min}$', transform=inset_ax.transAxes,\n",
    "              ha='left', va='center', rotation=90, fontsize=9)\n",
    "        # Title inside the panel, centered at the top\n",
    "        inset_ax.text(0.5, 0.95, 'Minimal ESN size $N_{\\\\rm min}$ to match\\nQM accuracy vs. degree $d$',\n",
    "                      transform=inset_ax.transAxes, ha='center', va='top', fontsize=9)\n",
    "        inset_ax.grid(True, alpha=0.3)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig('mse_vs_d.pdf', bbox_inches='tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "07e26c27",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 720x540 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#QM (n_chip=2) vs ESN N=500 for high degree\n",
    "d = 80\n",
    "x_full, y_full = generate_monomial(d, 200)\n",
    "train_mask = x_full <= 0.9\n",
    "test_mask = x_full > 0.9\n",
    "\n",
    "# Load best QM parameters for d=80 with n_chip=2\n",
    "# (assume we have saved results or can rerun quickly)\n",
    "res_qm = run_reservoir_task(\n",
    "    task_name=f'Monomial_coupled_nchip2_{d}',\n",
    "    generate_data=lambda: generate_monomial(d, 200),\n",
    "    encode_func=encode_monomial,\n",
    "    classical_func=None,\n",
    "    reservoir_type='coupled',\n",
    "    use_unitaries=True,\n",
    "    feedback_rule='window',\n",
    "    fix_theta=False,\n",
    "    n_updates=1, n_chip_runs=2,\n",
    "    include_previous=False,\n",
    "    use_coherences=True, use_U_meas=True,\n",
    "    n_trials=30, n_unitary_pairs=10,\n",
    "    save_results=True, verbose=False\n",
    ")\n",
    "pred_qm = res_qm['pred_fb']\n",
    "\n",
    "# Train ESN N=500 (best among few trials)\n",
    "best_esn = None\n",
    "best_esn_mse = np.inf\n",
    "for i in range(300):\n",
    "    esn = EchoStateNetwork(N=500, input_dim=1,\n",
    "                           rho=np.random.uniform(0.1, 0.99),\n",
    "                           alpha=np.random.uniform(0.1, 1.0),\n",
    "                           input_scaling=np.random.uniform(0.1, 2.0),\n",
    "                           seed=42+i)\n",
    "    states, mse = esn.fit(x_full, y_full, train_mask, test_mask, washout=2)\n",
    "    if mse < best_esn_mse:\n",
    "        best_esn_mse = mse\n",
    "        best_esn = esn\n",
    "pred_esn = best_esn.predict_full(x_full, y_full, train_mask, test_mask, washout=2)[0]\n",
    "\n",
    "plt.figure(figsize=(6,4.5))\n",
    "plt.plot(x_full, y_full, 'k-', lw=1.5, label='Target')\n",
    "plt.plot(x_full, pred_qm, 'r-', lw=1.2,\n",
    "         label=f\"2 coupled QMs $n_{{\\\\rm chip}}=2$ (MSE={res_qm['fb_mse']:.2e})\")\n",
    "plt.plot(x_full, pred_esn, 'b--', lw=1.2,\n",
    "         label=f'ESN N=500 (MSE={best_esn_mse:.2e})')\n",
    "plt.xlabel('x')\n",
    "plt.ylabel('y')\n",
    "plt.title(f'Approximation of $x^{{{d}}}$ QM vs. ESN')\n",
    "plt.legend()\n",
    "plt.grid(True, alpha=0.3)\n",
    "plt.tight_layout()\n",
    "plt.savefig('qm_vs_esn_high_d.pdf', bbox_inches='tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0a8c05e6",
   "metadata": {},
   "source": [
    "## NARMA and time-series tests"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 255,
   "id": "a6344d57",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "NARMA10‑std  power=1  MSE=5.726e-03\n",
      "NARMA10‑std  power=2  MSE=5.534e-03\n",
      "NARMA10‑std  power=3  MSE=5.562e-03\n",
      "NARMA10‑std  power=4  MSE=5.669e-03\n",
      "NARMA10‑stable  power=1  MSE=6.631e-04\n",
      "NARMA10‑stable  power=2  MSE=6.680e-04\n",
      "NARMA10‑stable  power=3  MSE=6.796e-04\n",
      "NARMA10‑stable  power=4  MSE=6.735e-04\n",
      "SantaFe  power=1  MSE=1.415e-03\n",
      "SantaFe  power=2  MSE=2.198e-03\n",
      "SantaFe  power=3  MSE=7.425e-03\n",
      "SantaFe  power=4  MSE=1.207e-02\n",
      "Best power for NARMA10‑std: 2  (MSE=5.534e-03)\n",
      "Best power for NARMA10‑stable: 1  (MSE=6.631e-04)\n",
      "Best power for SantaFe: 1  (MSE=1.415e-03)\n"
     ]
    }
   ],
   "source": [
    "# ------------------------------------------------------------\n",
    "# Search for best encoding power (NARMA10‑std, NARMA10‑stable, Santa Fe)\n",
    "# ------------------------------------------------------------\n",
    "\n",
    "# Tasks and their data generators\n",
    "tasks_for_power_search = {\n",
    "    'NARMA10‑std': {\n",
    "        'generate_data': generate_narma10_std,\n",
    "        'encode_func_base': encode_power,   # will be curried with power\n",
    "    },\n",
    "    'NARMA10‑stable': {\n",
    "        'generate_data': generate_narma10_stable,\n",
    "        'encode_func_base': encode_power,\n",
    "    },\n",
    "    'SantaFe': {\n",
    "        'generate_data': generate_santa_fe,\n",
    "        'encode_func_base': encode_power,\n",
    "    },\n",
    "}\n",
    "\n",
    "powers = [1, 2, 3, 4]\n",
    "\n",
    "rows = []\n",
    "for task_name, task_cfg in tasks_for_power_search.items():\n",
    "    for p in powers:\n",
    "        # curry encode function with given power\n",
    "        enc_func = lambda x, p=p: encode_power(x, p)\n",
    "        res = run_reservoir_task(\n",
    "            task_name=f'{task_name}_power{p}',\n",
    "            generate_data=task_cfg['generate_data'],\n",
    "            encode_func=enc_func,\n",
    "            classical_func=None,\n",
    "            reservoir_type='single',\n",
    "            feedback_rule='exponential',\n",
    "            use_unitaries=True,\n",
    "            fix_theta=False,\n",
    "            n_updates=1, n_chip_runs=1,\n",
    "            include_previous=False,\n",
    "            use_coherences=True, use_U_meas=True,   # all combined\n",
    "            n_trials=30, n_unitary_pairs=10,\n",
    "            save_results=True, verbose=False)\n",
    "        mse = res['fb_mse']\n",
    "        rows.append({'Task': task_name, 'power': p, 'MSE': mse})\n",
    "        print(f\"{task_name}  power={p}  MSE={mse:.3e}\")\n",
    "\n",
    "df_power_search = pd.DataFrame(rows)\n",
    "\n",
    "# Print best power per task\n",
    "for task_name in df_power_search['Task'].unique():\n",
    "    sub = df_power_search[df_power_search['Task'] == task_name]\n",
    "    best = sub.loc[sub['MSE'].idxmin()]\n",
    "    print(f\"Best power for {task_name}: {int(best['power'])}  (MSE={best['MSE']:.3e})\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 256,
   "id": "1830cee2",
   "metadata": {},
   "outputs": [],
   "source": [
    "TASKS_ALL = {\n",
    "    'NARMA2': {\n",
    "        'generate_data': generate_narma2_legacy,\n",
    "        'encode_func': encode_narma,\n",
    "        'classical_func': classical_cubic_memory_narma2\n",
    "    },\n",
    "    'NARMA10': {\n",
    "        'generate_data': generate_narma10_std,\n",
    "        'encode_func': encode_narma,\n",
    "        'classical_func': classical_cubic_memory_narma10,\n",
    "    },\n",
    "    'NARMA10-st': {\n",
    "        'generate_data': generate_narma10_stable,\n",
    "        'encode_func': encode_narma,\n",
    "        'classical_func': classical_cubic_memory_narma10,\n",
    "    },\n",
    "    'MackeyGlass': {\n",
    "        'generate_data': generate_mg,\n",
    "        'encode_func': encode_mg,\n",
    "        'classical_func': classical_cubic_memory_ts,\n",
    "    },\n",
    "    'SantaFe': {\n",
    "        'generate_data': generate_santa_fe,\n",
    "        'encode_func': encode_sf,\n",
    "        'classical_func': classical_cubic_memory_ts,\n",
    "    }\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 258,
   "id": "e54f85bf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 720x540 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# ------------------------------------------------------------\n",
    "# Configuration tests for NARMA2, NARMA10‑std, NARMA10‑stable,\n",
    "# Mackey‑Glass, Santa Fe \n",
    "# ------------------------------------------------------------\n",
    "# Define task generators with optimal encoding\n",
    "def make_encode_power(power):\n",
    "    return lambda x: encode_power(x, power)\n",
    "\n",
    "# Configuration options \n",
    "CONFIG_CUMULATIVE = {\n",
    "    'No feedback':          {'fb_rule': None,          'use_coh': False, 'use_U': False, 'use_uni': False},\n",
    "    'Feedback only':        {'fb_rule': 'exponential', 'use_coh': False, 'use_U': False, 'use_uni': False},\n",
    "    'Adding Coherences':    {'fb_rule': 'exponential', 'use_coh': True,  'use_U': False, 'use_uni': False},\n",
    "    'Adding U_in,U_out':    {'fb_rule': 'exponential', 'use_coh': True,  'use_U': False, 'use_uni': True},\n",
    "    'Adding U_meas':        {'fb_rule': 'exponential', 'use_coh': True,  'use_U': True,  'use_uni': True},\n",
    "}\n",
    "\n",
    "def run_cumulative_config_tests(tasks, n_trials=30, n_unitary_pairs=10):\n",
    "    rows = []\n",
    "    for task_name, task_cfg in tasks.items():\n",
    "        for cfg_name, cfg in CONFIG_CUMULATIVE.items():\n",
    "            res = run_reservoir_task(\n",
    "                task_name=task_name,\n",
    "                generate_data=task_cfg['generate_data'],\n",
    "                encode_func=task_cfg['encode_func'],\n",
    "                classical_func=None,\n",
    "                reservoir_type='single',\n",
    "                feedback_rule=cfg['fb_rule'] if cfg['fb_rule'] else 'exponential',\n",
    "                use_unitaries=cfg['use_uni'],\n",
    "                fix_theta=False,\n",
    "                n_updates=1, n_chip_runs=1,\n",
    "                include_previous=False,\n",
    "                use_coherences=cfg['use_coh'],\n",
    "                use_U_meas=cfg['use_U'],\n",
    "                n_trials=n_trials,\n",
    "                n_unitary_pairs=n_unitary_pairs if cfg['use_uni'] else 1,\n",
    "                save_results=True, verbose=False)\n",
    "            mse = res['fb_mse'] if cfg['fb_rule'] else res['nofb_mse']\n",
    "            rows.append({'Task': task_name, 'Configuration': cfg_name, 'MSE': mse})\n",
    "    return pd.DataFrame(rows)\n",
    "\n",
    "# Run \n",
    "df_cumulative = run_cumulative_config_tests(TASKS_ALL, n_trials=30, n_unitary_pairs=10)\n",
    "\n",
    "# Plot\n",
    "plt.figure(figsize=(6, 4.5))\n",
    "sns.barplot(data=df_cumulative, x='Task', y='MSE', hue='Configuration', palette='viridis')\n",
    "plt.yscale('log')\n",
    "plt.ylabel('Test MSE')\n",
    "plt.title('Configuration tests')\n",
    "plt.legend(loc='upper left', bbox_to_anchor=(0.38, 1.0), framealpha=0.9)\n",
    "plt.tight_layout()\n",
    "plt.savefig('ts_config.pdf', bbox_inches='tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 259,
   "id": "64d000cb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 720x540 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# ------------------------------------------------------------\n",
    "# Architecture comparison (NARMA + time series, All combined)\n",
    "# ------------------------------------------------------------\n",
    "\n",
    "def run_ts_architecture_experiment(tasks, use_coherences=True, use_U_meas=True,\n",
    "                                   use_unitaries=True, feedback_rule='exponential',\n",
    "                                   n_trials=30, n_unitary_pairs=10):\n",
    "    rows = []\n",
    "    for task_name, task_cfg in tasks.items():\n",
    "        for arch_label, arch_cfg in ARCH_COMPARISONS.items():\n",
    "            res = run_reservoir_task(\n",
    "                task_name=task_name,\n",
    "                generate_data=task_cfg['generate_data'],\n",
    "                encode_func=task_cfg['encode_func'],\n",
    "                classical_func=None,\n",
    "                reservoir_type=arch_cfg['reservoir_type'],\n",
    "                feedback_rule=feedback_rule,\n",
    "                use_unitaries=use_unitaries,\n",
    "                fix_theta=False,\n",
    "                n_updates=arch_cfg['n_updates'],\n",
    "                n_chip_runs=arch_cfg['n_chip_runs'],\n",
    "                include_previous=arch_cfg['include_previous'],\n",
    "                use_coherences=use_coherences,\n",
    "                use_U_meas=use_U_meas,\n",
    "                n_trials=n_trials,\n",
    "                n_unitary_pairs=n_unitary_pairs,\n",
    "                save_results=True,\n",
    "                verbose=False)\n",
    "            rows.append({\n",
    "                'Task': task_name,\n",
    "                'Architecture': arch_label,\n",
    "                'MSE': res['fb_mse']\n",
    "            })\n",
    "    return pd.DataFrame(rows)\n",
    "\n",
    "\n",
    "df_arch_ts = run_ts_architecture_experiment(\n",
    "    TASKS_ALL,                        \n",
    "    use_coherences=True,\n",
    "    use_U_meas=False,\n",
    "    use_unitaries=True,\n",
    "    feedback_rule='exponential',\n",
    "    n_trials=30,\n",
    "    n_unitary_pairs=10\n",
    ")\n",
    "\n",
    "# Plot\n",
    "plt.figure(figsize=(6, 4.5))\n",
    "sns.barplot(data=df_arch_ts, x='Task', y='MSE', hue='Architecture', palette='Set2')\n",
    "plt.yscale('log')\n",
    "plt.ylabel('Test MSE')\n",
    "plt.title('Architecture comparison')\n",
    "plt.legend(loc='upper left', bbox_to_anchor=(0.0, 0.9), framealpha=0.9)\n",
    "plt.tight_layout()\n",
    "plt.savefig('ts_arch.pdf', bbox_inches='tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "00115ab4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "=== NARMA2 ===\n",
      "[NARMA2]  FB: 1.474e-06  |  no-FB: 2.145e-04\n",
      "QM MSE: 1.474e-06\n",
      "Minimal ESN N=7, MSE=1.322e-06\n",
      "\n",
      "=== NARMA10 ===\n",
      "[NARMA10]  FB: 5.541e-03  |  no-FB: 9.355e-03\n",
      "QM MSE: 5.541e-03\n",
      "Minimal ESN N=3, MSE=4.924e-03\n",
      "\n",
      "=== NARMA10-st ===\n",
      "[NARMA10-st]  FB: 6.632e-04  |  no-FB: 9.502e-04\n",
      "QM MSE: 6.632e-04\n",
      "Minimal ESN N=1, MSE=6.597e-04\n",
      "\n",
      "=== MackeyGlass ===\n",
      "[MackeyGlass]  FB: 1.628e-06  |  no-FB: 2.399e-05\n",
      "QM MSE: 1.628e-06\n",
      "Minimal ESN N=4, MSE=1.052e-06\n",
      "\n",
      "=== SantaFe ===\n",
      "[SantaFe]  FB: 7.943e-04  |  no-FB: 2.235e-02\n",
      "QM MSE: 7.943e-04\n",
      "Minimal ESN N=18, MSE=8.339e-04\n",
      "\n",
      "All calculations done. plot_data is ready.\n"
     ]
    }
   ],
   "source": [
    "# ------------------------------------------------------------\n",
    "# QM vs ESN comparisons\n",
    "# ------------------------------------------------------------\n",
    "\n",
    "best_qm_configs = {\n",
    "    'NARMA2': {\n",
    "        'reservoir_type': 'single',\n",
    "        'use_unitaries': True,\n",
    "        'n_updates': 1, 'n_chip_runs': 2,\n",
    "        'include_previous': False,\n",
    "        'use_coherences': True, 'use_U_meas': False,\n",
    "        'feedback_rule': 'exponential',\n",
    "    },\n",
    "    'NARMA10': {\n",
    "        'reservoir_type': 'single',\n",
    "        'use_unitaries': True,\n",
    "        'n_updates': 1, 'n_chip_runs': 1,\n",
    "        'include_previous': False,\n",
    "        'use_coherences': True, 'use_U_meas': False,\n",
    "        'feedback_rule': 'exponential',\n",
    "    },\n",
    "    'NARMA10-st': {\n",
    "        'reservoir_type': 'single',\n",
    "        'use_unitaries': True,\n",
    "        'n_updates': 1, 'n_chip_runs': 1,\n",
    "        'include_previous': False,\n",
    "        'use_coherences': True, 'use_U_meas': False,\n",
    "        'feedback_rule': 'exponential',\n",
    "    },\n",
    "    'MackeyGlass': {\n",
    "        'reservoir_type': 'single',\n",
    "        'use_unitaries': True,\n",
    "        'n_updates': 1, 'n_chip_runs': 1,\n",
    "        'include_previous': True,\n",
    "        'use_coherences': True, 'use_U_meas': False,\n",
    "        'feedback_rule': 'exponential',\n",
    "    },\n",
    "    'SantaFe': {\n",
    "        'reservoir_type': 'single',\n",
    "        'use_unitaries': False,\n",
    "        'n_updates': 1, 'n_chip_runs': 2,\n",
    "        'include_previous': False,\n",
    "        'use_coherences': True, 'use_U_meas': False,\n",
    "        'feedback_rule': 'exponential',\n",
    "    }\n",
    "}\n",
    "\n",
    "def find_min_esn_for_task(task_name, qm_mse_target, max_N=50, n_trials=300):\n",
    "    \"\"\"Return smallest ESN size N with test MSE <= 1.1 * qm_mse_target,\n",
    "       together with the best model found for that N.\"\"\"\n",
    "    task = TASKS_ALL[task_name]\n",
    "    x_full, y_full = task['generate_data']()\n",
    "    washout = 20\n",
    "    train_len = 480\n",
    "    n = len(x_full)\n",
    "    train_mask = np.zeros(n, bool)\n",
    "    test_mask = np.zeros(n, bool)\n",
    "    train_mask[washout:washout+train_len] = True\n",
    "    test_mask[washout+train_len:] = True\n",
    "\n",
    "    best_N, best_overall_mse = None, np.inf\n",
    "    best_overall_esn = None\n",
    "\n",
    "    for N in range(1, max_N + 1):\n",
    "        best_mse_N = np.inf\n",
    "        best_esn_N = None\n",
    "        for i in range(n_trials):\n",
    "            esn = EchoStateNetwork(N=N, input_dim=1,\n",
    "                                   rho=np.random.uniform(0.1, 1.5),\n",
    "                                   alpha=np.random.uniform(0.1, 1.0),\n",
    "                                   input_scaling=np.random.uniform(0.1, 2.0),\n",
    "                                   seed=42 + i)\n",
    "            states, mse = esn.fit(x_full, y_full, train_mask, test_mask, washout=washout)\n",
    "            if mse < best_mse_N:\n",
    "                best_mse_N = mse\n",
    "                best_esn_N = esn\n",
    "        if best_mse_N < best_overall_mse:\n",
    "            best_overall_mse = best_mse_N\n",
    "            best_N = N\n",
    "            best_overall_esn = best_esn_N\n",
    "        if best_mse_N <= qm_mse_target * 1.1:\n",
    "            return N, best_mse_N, best_esn_N\n",
    "\n",
    "    return best_N, best_overall_mse, best_overall_esn\n",
    "\n",
    "plot_data = {}\n",
    "for task_name, cfg in best_qm_configs.items():\n",
    "    task = TASKS_ALL[task_name]\n",
    "    print(f\"\\n=== {task_name} ===\")\n",
    "\n",
    "    # QM with feedback\n",
    "    res = run_reservoir_task(\n",
    "        task_name=task_name,\n",
    "        generate_data=task['generate_data'],\n",
    "        encode_func=task['encode_func'],\n",
    "        classical_func=task.get('classical_func', None),\n",
    "        **cfg,\n",
    "        n_trials=30, n_unitary_pairs=10,\n",
    "        save_results=True, verbose=True\n",
    "    )\n",
    "    qm_mse = res['fb_mse']\n",
    "    print(f\"QM MSE: {qm_mse:.3e}\")\n",
    "\n",
    "    # Minimal ESN\n",
    "    N_esn, esn_mse, best_esn = find_min_esn_for_task(task_name, qm_mse, max_N=50, n_trials=300)\n",
    "    print(f\"Minimal ESN N={N_esn}, MSE={esn_mse:.3e}\")\n",
    "\n",
    "    # QM without feedback\n",
    "    res_nofb = run_reservoir_task(\n",
    "        task_name=task_name + '_nofb',\n",
    "        generate_data=task['generate_data'],\n",
    "        encode_func=task['encode_func'],\n",
    "        classical_func=None,\n",
    "        reservoir_type=cfg['reservoir_type'],\n",
    "        feedback_rule=None,\n",
    "        use_unitaries=cfg.get('use_unitaries', False),\n",
    "        n_updates=cfg.get('n_updates', 1),\n",
    "        n_chip_runs=cfg.get('n_chip_runs', 1),\n",
    "        include_previous=cfg.get('include_previous', False),\n",
    "        use_coherences=cfg.get('use_coherences', False),\n",
    "        use_U_meas=cfg.get('use_U_meas', False),\n",
    "        n_trials=1, n_unitary_pairs=1,\n",
    "        save_results=False, verbose=False\n",
    "    )\n",
    "\n",
    "    # ESN full prediction\n",
    "    x_full, y_full = task['generate_data']()\n",
    "    washout = 20\n",
    "    train_len = 480\n",
    "    train_mask = np.zeros(len(x_full), bool)\n",
    "    test_mask = np.zeros(len(x_full), bool)\n",
    "    train_mask[washout:washout+train_len] = True\n",
    "    test_mask[washout+train_len:] = True\n",
    "\n",
    "    if best_esn is not None:\n",
    "        pred_esn_full, _ = best_esn.predict_full(x_full, y_full, train_mask, test_mask, washout=washout)\n",
    "    else:\n",
    "        pred_esn_full = None\n",
    "\n",
    "    # Store data\n",
    "    plot_data[task_name] = {\n",
    "        't': np.arange(len(res['y_full'])),\n",
    "        'y_true': res['y_full'],\n",
    "        'pred_fb': res['pred_fb'], 'mse_fb': qm_mse,\n",
    "        'pred_nofb': res_nofb['pred_nofb'], 'mse_nofb': res_nofb['nofb_mse'],\n",
    "        'pred_esn': pred_esn_full, 'mse_esn': esn_mse, 'N_esn': N_esn,\n",
    "        'pred_cubic': res.get('pred_classical'), 'mse_cubic': res.get('classical_mse'),\n",
    "        'washout': res['washout']\n",
    "    }\n",
    "\n",
    "print(\"\\nAll calculations done. plot_data is ready.\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 269,
   "id": "f1868132",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\\toprule\n",
      "Model & NARMA2 & NARMA10 & NARMA10-st & MackeyGlass & SantaFe \\\\\n",
      "\\midrule\n",
      "QM best (Fig.~4) & $1.5\\times 10^{-6}$ & $5.5\\times 10^{-3}$ & $6.6\\times 10^{-4}$ & $1.6\\times 10^{-6}$ & $7.9\\times 10^{-4}$ \\\\\n",
      "QM off & $2.1\\times 10^{-4}$ & $9.4\\times 10^{-3}$ & $9.5\\times 10^{-4}$ & $2.4\\times 10^{-5}$ & $2.3\\times 10^{-2}$ \\\\\n",
      "CM & $5.2\\times 10^{-4}$ & $1.2\\times 10^{-2}$ & $1.5\\times 10^{-3}$ & $1.3\\times 10^{-4}$ & $1.1\\times 10^{-2}$ \\\\\n",
      "ESN & $N_{\\rm min}=7$ & $N_{\\rm min}=3$ & $N_{\\rm min}=1$ & $N_{\\rm min}=4$ & $N_{\\rm min}=18$ \\\\\n",
      "Photonic QM & $2.6\\times 10^{-5}$ & n/a & n/a & $2.2\\times 10^{-4}$ & $9.2\\times 10^{-3}$ \\\\\n",
      "Trapped-ion QM & $3.6\\times 10^{-6}$ & $5.5\\times 10^{-3}$ & $6.6\\times 10^{-4}$ & $8.6\\times 10^{-6}$ & $1.2\\times 10^{-3}$ \\\\\n",
      "\\bottomrule\n"
     ]
    }
   ],
   "source": [
    "# ------------------------------------------------------------\n",
    "# Generate LaTeX table for time-series comparison\n",
    "# ------------------------------------------------------------\n",
    "\n",
    "def scientific_latex(value):\n",
    "    \"\"\"Convert float to LaTeX scientific notation.\"\"\"\n",
    "    if value is None:\n",
    "        return \"---\"\n",
    "    s = f\"{value:.1e}\"\n",
    "    mantissa, exponent = s.split(\"e\")\n",
    "    exp = int(exponent)\n",
    "    return f\"${mantissa}\\\\times 10^{{{exp}}}$\"\n",
    "\n",
    "# Example usage assuming plot_data contains keys:\n",
    "# 'mse_fb', 'mse_nofb', 'mse_esn', 'N_esn', 'mse_cubic' (or 'classical_mse')\n",
    "# photonic_mse: dict mapping task name to MSE (for tasks where available)\n",
    "\n",
    "task_order = ['NARMA2', 'NARMA10', 'NARMA10-st', 'MackeyGlass', 'SantaFe']\n",
    "photonic_mse = {\n",
    "    'NARMA2': 2.6e-5,\n",
    "    'MackeyGlass': 2.2e-4,\n",
    "    'SantaFe': 9.2e-3,\n",
    "    # NARMA10 and NARMA10-st have no photonic results\n",
    "}\n",
    "\n",
    "# Extract trapped-ion QM (single QM) MSEs from df_arch_ts\n",
    "trapped_qm_mse = {}\n",
    "if 'df_arch_ts' in globals():\n",
    "    for task in task_order:\n",
    "        mask = (df_arch_ts['Task'] == task) & (df_arch_ts['Architecture'] == '1 QM')\n",
    "        if mask.any():\n",
    "            trapped_qm_mse[task] = df_arch_ts.loc[mask, 'MSE'].iloc[0]\n",
    "        else:\n",
    "            trapped_qm_mse[task] = None\n",
    "\n",
    "lines = []\n",
    "lines.append(\"\\\\toprule\")\n",
    "lines.append(\"Model & \" + \" & \".join(task_order) + \" \\\\\\\\\")\n",
    "lines.append(\"\\\\midrule\")\n",
    "\n",
    "# QM best (with best extensions)\n",
    "qm_entries = []\n",
    "for task in task_order:\n",
    "    qm_mse = plot_data[task]['mse_fb']\n",
    "    qm_entries.append(scientific_latex(qm_mse))\n",
    "lines.append(\"QM best (Fig.~4) & \" + \" & \".join(qm_entries) + \" \\\\\\\\\")\n",
    "\n",
    "# QM off\n",
    "off_entries = []\n",
    "for task in task_order:\n",
    "    off_mse = plot_data[task]['mse_nofb']\n",
    "    off_entries.append(scientific_latex(off_mse))\n",
    "lines.append(\"QM off & \" + \" & \".join(off_entries) + \" \\\\\\\\\")\n",
    "\n",
    "# CM\n",
    "cm_entries = []\n",
    "for task in task_order:\n",
    "    # Some tasks use 'mse_cubic', others may have 'classical_mse'\n",
    "    cm_mse = plot_data[task].get('mse_cubic', plot_data[task].get('classical_mse'))\n",
    "    cm_entries.append(scientific_latex(cm_mse))\n",
    "lines.append(\"CM & \" + \" & \".join(cm_entries) + \" \\\\\\\\\")\n",
    "\n",
    "# ESN (minimal N)\n",
    "esn_entries = []\n",
    "for task in task_order:\n",
    "    N_min = plot_data[task].get('N_esn')\n",
    "    if N_min is not None:\n",
    "        esn_entries.append(\"$N_{\\\\rm min}=\" + str(N_min) + \"$\")\n",
    "    else:\n",
    "        esn_entries.append(\"---\")\n",
    "lines.append(\"ESN & \" + \" & \".join(esn_entries) + \" \\\\\\\\\")\n",
    "\n",
    "# Photonic QM\n",
    "photonic_entries = []\n",
    "for task in task_order:\n",
    "    mse = photonic_mse.get(task)\n",
    "    if mse is not None:\n",
    "        photonic_entries.append(scientific_latex(mse))\n",
    "    else:\n",
    "        photonic_entries.append(\"n/a\")\n",
    "lines.append(\"Photonic QM & \" + \" & \".join(photonic_entries) + \" \\\\\\\\\")\n",
    "\n",
    "# Trapped-ion QM (single QM, no extensions)\n",
    "trapped_entries = []\n",
    "for task in task_order:\n",
    "    mse = trapped_qm_mse.get(task)\n",
    "    trapped_entries.append(scientific_latex(mse))\n",
    "lines.append(\"Trapped-ion QM & \" + \" & \".join(trapped_entries) + \" \\\\\\\\\")\n",
    "\n",
    "lines.append(\"\\\\bottomrule\")\n",
    "\n",
    "latex_table = \"\\n\".join(lines)\n",
    "print(latex_table)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 268,
   "id": "7a6d065d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABKAAAAHQCAYAAACWQxLaAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8ekN5oAAAACXBIWXMAABJ0AAASdAHeZh94AAEAAElEQVR4nOzdd3xT1fvA8U/SPWjpBsooZQvI3jIEEWRoVVABmYIMWV8FFEVAQFkyZCgiyBL5oSAOEHBAmaXsjUALFArdLW2hO7m/P9KEhqQLWkrb5/168SK559yb594mbfLknOeoFEVREEIIIYQQQgghhBCikKiLOgAhhBBCCCGEEEIIUbJJAkoIIYQQQgghhBBCFCpJQAkhhBBCCCGEEEKIQiUJKCGEEEIIIYQQQghRqCQBJYQQQgghhBBCCCEKlSSghBBCCCGEEEIIIUShkgSUEEIIIYQQQgghhChUkoASQgghhBBCCCGEEIVKElBCCCGEEEIIIYQQolBJAkoIIYQQQgghhBBCFCpJQAkhhBBCCCGEEEKIQiUJKCGEEEIUiP/++48RI0ZQq1Yt7O3tsbOzo3LlyrRu3ZoPPviAv//+u6hDLBT+/v6oVKoc/5UtW7aow3xqrF27FpVKxaBBg4y2669jhw4dCj2GJ/lYQgghhNCxLOoAhBBCCFH8bd68mQEDBpCWloa3tzcdOnTAxcWFqKgoTp48SUBAAPv27aNz585FFuPatWsZPHgwAwcOZO3atQV+fAcHB3r16mW2zd7evsAfT2TPx8eHkJAQrl+/jo+PT1GHI4QQQggkASWEEEKIxxQeHs6QIUNIS0tj0aJFjBkzBgsLC0O7Vqvl4MGDHDx4sAijLHzu7u6FktgqLZo3b86lS5eeSLLuST6WEEIIIXQkASWEEEKIx7J9+3aSkpJo1aoV48ePN2lXq9W0a9eOdu3aPfngRLFhb29P7dq1S9xjCSGEEEJHakAJIYQQ4rFERkYC4Onpme99AwMDmThxIk2bNsXLywtra2sqVKhAr169OHLkiNl9pk+fjkqlYvr06URERDB8+HAqVqyIjY0NVatW5aOPPiIlJcVoHx8fHwYPHgzAunXrjOozZa1FdPHiRaZOnUrr1q2pUKEC1tbWeHh40K1bN3bt2pXv88vO/fv3mTdvHs2aNcPJyQk7Ozvq1q3L9OnTuXfvXr6OlfV6XL9+nbfffhsvLy9sbW2pW7cuCxYsICMjI8f9QkJCGDx4MBUrVsTS0tIokZiens6KFSto27YtLi4u2NraUqNGDd5//32ioqLMxqQoCqtXr6Zx48bY2dnh7u6On58fZ8+ezfY8cqvLFBMTw9SpU2nUqBFOTk44ODhQo0YNBg0axOHDh4EH9aVCQkIAqFq1qtHP+saNG3l6rAsXLjBgwAAqVaqEjY0N7u7udOvWjZ07d5rtP2jQIFQqFWvXriUoKIi+ffvi5eWFjY0NtWvXZu7cuWi12mzPXQghhCgNZASUEEIIIR5L5cqVAfj33385f/489erVy/O+n3zyCf7+/tStW5fmzZtjY2PD5cuX2bp1K7/++iubNm2id+/eZve9desWTZo0QVEUWrduTUJCAgcPHmTu3LlcvHiR33//3dBXn9A6dOgQ1apV47nnnjO0Zb29cOFCVq9eTZ06dWjQoAFOTk5cu3aNnTt3snPnThYsWMD777+f30tkJDQ0lC5dunDx4kU8PDxo1aoVtra2HDt2jM8++4xt27bh7++Pi4tLvo57/fp1mjZtiq2tLR06dCAhIQF/f38mTJjAwYMH2bp1K2q16XePV69epVGjRtja2tKmTRsyMjIMRdMTEhLo3r07Bw8exNnZmSZNmlC2bFlOnjzJokWL2Lp1K/v27TOps/Tee+/xzTffYGFhQfv27fH09OTo0aO0aNHCkAjMj1OnTtG9e3fCwsJwdXWlQ4cO2NraEhISwqZNmwBo3bo11atXZ+DAgWzZsoX79+/z+uuv4+joaDhO1tvZ+f3333njjTdITU2lbt26tG3bltDQUHbv3s3OnTuZMmUKM2fONLvv6dOnGTduHO7u7jz//PNERkZy4MABPvroI0JDQ1m6dGm+z10IIYQoMRQhhBBCiMeQkJCgVKhQQQEUS0tLpVu3bsrcuXOVv//+W7l7926O++7cuVMJDw832f77778rVlZWiqurq3L//n2jtmnTpimAAihDhw5VUlNTDW0XL15UHB0dFUA5ePCg0X5r1qxRAGXgwIHZxuPv769cv37dZPuRI0cUJycnxcrKSrl165ZR2969exVAqVKlSo7nqiiKotVqlVatWimAMnr0aCUpKcnQlpSUpLz99tu5xviwrNfj9ddfV5KTkw1tV65cUby9vRVAWb58ebb7DRo0yOg66r355psKoPTq1UuJjY01bM/IyFAmTZqkAEr79u2N9vn9998VQHFyclICAwON9hkzZozhMR8+R/11fPh4iYmJSsWKFRVAGTFihNE1UxRFiYyMVA4cOGC0rUqVKgpg9meZ02OFhYUpTk5OCqAsWLDAZB97e3sFUHbt2mXUNnDgQMN5TZs2TdFoNIa2ffv2KWq1WlGr1crNmzfNxiOEEEKUBjIFTwghhBCPpUyZMvzzzz80bdqUjIwM/vzzTz788EM6d+6Mq6srbdq0YfPmzWb37dq1K15eXibbe/bsSe/evYmNjWXv3r1m961UqRJLlizB2trasK1OnTr0798f0I3Iyq/27dubXTWtRYsWjB49mvT0dH777Tez+4aEhBhN98r6z9/fH4Bdu3YREBBAy5Yt+eqrr7CzszPsb2dnx4oVK/D09GTjxo3ExcXlK3Z7e3u+/vprbG1tDdtq1KhhGK2zaNEis/u5ubmZXEfQTUfcvHkzVapUYf369UYjsiwsLJg9ezb169dn3759nDt3ztC2ePFiAP73v//RvHlzo33mz59PhQoV8nVeq1atIjQ0lFatWvH1118bXTMADw8Po1Fsj+O7774jISGBNm3amIx069ChA2PGjAHgyy+/NLt/s2bNmDZtmtFIs3bt2tGlSxe0Wm22z2UhhBCiNJApeEIIIYR4bHXq1OHYsWMcPnyYHTt2EBgYyMmTJ4mLi+Pw4cMcPnyYnTt3ml0lLjo6mu3bt3P+/Hnu3r1rqFd0/vx5AK5cuUL37t1N9uvYsaNJMgIwFJe+c+fOI51LYmIiO3bs4PTp08TGxpKWlgbopqrp4zHHwcGBXr16mW0rV64cAH/++ScAr7/+utnpcA4ODjRt2pQ///yTY8eO8eKLL+Y57s6dO5utw9W3b1+GDh1KUFAQt2/fxtvb26j9hRdeoEyZMib76esd9ejRw+x1VqvVtG3blnPnzhEQEED9+vXJyMjg0KFDALz99tsm+9jY2NC7d2+++uqrPJ+XvvbWkCFDUKlUed7vUezbtw+AgQMHmm0fMmQIc+fO5eDBg2g0GqPVHgG6detmNsbatWuzc+fOR35OCiGEECWBJKCEEEIIUWBat25N69atAdBqtRw5coTPPvuMv/76i3Xr1tG9e3ejmk7ffvst77//PklJSdkeMyEhwex2fe2phzk5OQGYFCLPi99++40hQ4YQGxub73jc3d3NJtiyunbtGgATJ05k4sSJOfbNrsB3dqpWrWp2u42NDeXLl+f27duEhoaaJKCqVKmSY6zLly9n+fLleYo1Ojqa1NRU1Gp1tsc1N8IsJ/qC4k9i1brbt28D2V9LHx8f1Go1KSkpxMTEmCT8CuM5KYQQQpQUkoASQgghRKFQq9W0bt2aP//8k+bNm3Py5El+/fVXQwLq2LFjjBw5EktLS+bPn0/Pnj2pWLEi9vb2qFQqPv74Y2bPno2iKNkevyCFhobSp08fkpOTmTx5Mn369MHHxwcHBwfUajUrV65k+PDh2caTFxqNBsh+ql9W2SVwCpq50U3wINYmTZrkWli+bt26BR6XXmGPeirIxyzo56QQQghRkkgCSgghhBCFysLCgo4dO3Ly5EmjUT1bt25FURTGjh3LhAkTTPYLCgp6kmGyfft2kpOTef311/niiy8KJZ5KlSoB0Lt3b957773HPl5WN27cMLs9LS2NsLAwAJPRTznRx/r8888zf/78PO3j7u6OjY0Nqamp3Lx5k2rVquU5zuxUrlyZS5cucfny5QKr9ZQdb29v/vvvP65du0anTp1M2m/cuIFWq8XW1hZXV9dCjUUIIYQoaeRrGiGEEEI8lryMCLp58yYAFStWNGzTT3PTJzqyioqK4u+//y6gCHX0Rbb1NaYellM8qampbN269bFjeOmllwD4+eefH/tYD/vrr7+Ijo422b5p0ya0Wi3VqlUzuv650cf666+/ZnvNHmZpaWmYgrlx40aT9rS0NLZs2ZLnGAC6dOkCwPfff5/n0We5/ayz0759ewDWr19vtn3NmjUAPPfcc1hayve4QgghRH5IAkoIIYQQj+Xrr79m8ODBHD161KQtIyOD7777zpB0ePPNNw1t+po+69ev5969e4btiYmJDBkyhLt37xZonPrRP5cuXTLbro9n69atREREGLanpaUxZswYQ02kx+Hn50eTJk3Yt28fI0aMMFtrKjw8nO+++y7fx05KSuK9994jNTXVsC04OJhPP/0UgHHjxuXreI0bN8bPz4+goCDeeOMNQkNDTfrExcXx7bffGiV6xo4dC8DChQs5fvy4YbtWq+XDDz801FnKq6FDh1KhQgUOHz7MmDFjTOooRUVFcfDgQaNtuf2sszNs2DDKlCnDwYMHWbJkiVHb/v37Wbp0KQAffPBBvo4rhBBCCJmCJ4QQQojHlJ6eztq1a1m7di3lypWjYcOGuLq6Ehsby9mzZw0rf02aNMkwmgVg8ODBLF68mJMnT+Lr68tzzz2Hoijs378fa2trhgwZwvfff19gcbZs2ZJy5cpx8uRJmjZtSt26dbGysqJNmzYMHjyYl19+mUaNGnHq1Clq1KhBhw4dsLW15dChQ8THxzN27FiTpER+qdVqfv31V7p168a3337Ljz/+SIMGDahUqRIpKSlcuXKFixcv4unpybBhw/J17P79+7Njxw6qVatGmzZtSExMZO/evaSkpNCzZ89HmvK3bt06Xn75ZbZt28bOnTtp0KABPj4+ZGRkcO3aNc6ePYtGo2HgwIGGEUF+fn68++67rFy5klatWtG+fXs8PT05evQot2/fZuTIkXzzzTd5jqFMmTL89ttvdO/eneXLl/N///d/tGnTBltbW0JCQjh16hR9+vQxmp736quv4u/vT79+/XjxxRcpW7YsAHPnzsXNzS3bxypXrhwbNmzgzTffZNy4caxatYp69epx584dDhw4gFarZcqUKXTt2jXf11IIIYQo7WQElBBCCCEeyzvvvMO2bdt47733qFSpEufOnePnn39m//79ODo6MnDgQA4cOMDcuXON9nNxceH48eO8++67ODo6smPHDo4fP85rr73GyZMnzU6Fexw2Njbs2rWL7t27c/36dX744QdWr17Nvn37AN30sX379jFp0iTKly/PX3/9xYEDB2jXrh0nTpygUaNGBRJHxYoVOXr0KMuWLaNRo0ZcuHCBLVu2EBAQgK2tLR988AG//PJLvo/r6+vLsWPHeO6559i7dy///vsvPj4+zJs3j61btz5SgWwnJyf+/fdf1q9fT7t27QgODmbr1q3s378frVbL8OHD2b17N7a2tkb7rVixgpUrV1KvXj0OHjzIrl27qFOnDgEBATRv3jzfcTRt2pRz587x0UcfUa5cOf7++2927NhBbGwsffv2ZcSIEUb9R48ezcyZM/H29mb79u2sXr2a1atXk5iYmOtjvfLKKxw/fpy3336bmJgYtmzZwrlz53jxxRfZsWMHM2fOzHf8QgghhACV8jhLuQghhBBCiCI1ffp0PvvsM6ZNm8b06dOLOhwhhBBCCLNkBJQQQgghhBBCCCGEKFSSgBJCCCGEEEIIIYQQhUoSUEIIIYQQQgghhBCiUEkNKCGEEEIIIYQQQghRqGQElBBCCCGEEEIIIYQoVJKAEkIIIYQQQgghhBCFShJQQgghhBBCCCGEEKJQSQJKCCGEEEIIIYQQQhQqy6IOoLS5e/cu+/bto1KlStjY2BR1OEIIIYQQQgghhBD5kpqayq1bt2jfvj1ly5bN0z6SgHrC9u3bh5+fX1GHIYQQQgghhBBCCPFYfv31V1555ZU89ZUE1BNWqVIlQPdDql69ehFHI3KTnp5OfHw8zs7OWFlZFXU4QpQo8voSovDI60uIwiOvLyEKh7y2ipegoCD8/PwMOY68kATUE6afdle9enXq1q1bxNGI3KSnpxMTE4Obm5v8EhSigMnrS4jCI68vIQqPvL6EKBzy2iqe8lNaSIqQCyGEEEIIIYQQQohCJQkoIYQQQgghhBBCCFGoJAElhBBCCCGEEEIIIQqVJKCEEEIIIYQQQgghRKGSBJQQQgghhBBCCCGEKFSyCp4QQgghhBCiyCmKQmJiIgkJCaSnp6MoSlGHZJZWqyUtLY179+6hVsv3+UIUFHltFT21Wo2NjQ1eXl6F8jOQBJQQQgghhBCiSGVkZHD79m2SkpIAsLS0RK1Wo1KpijgyUyqVCmtr66cyNiGKM3ltFS1FUUhLSyM5OZnU1FQqV65c4EmoEpuAmjNnDqdOneLkyZMEBwejVqvJyMjI93GSkpKYMWMG//d//0dYWBjly5enT58+fPrpp9jb2xdC5EIIIYQQQpQucXFxJCUl4ezsjKenJ5aWT+/HFK1Wi0ajwcLCQkZpCFGA5LVV9BRFITIyktjYWCIiIihfvnyBHv/p/c3+mCZPnkzZsmVp1KgR9+7dIyoqKt/H0Gg0dOvWjX379tG/f3/atWvHmTNnmD9/PkePHuXvv/+WF4YQQgghhBCP6d69e1hYWFC+fHkZ/SCEEEVEpVLh6elJfHw8qampBX78EpuACgoKolq1agB06NDhkRJQ69atY9++fYwZM4YlS5YYtvv4+DBhwgR++OEHBgwYUGAxCyGEEEIIURopioKlpaUkn4QQooipVCosLCzQarUFfuwSO3xHn3x6HOvXrwfggw8+MNo+atQo7OzsDO1CCCGEEEIIIYQQJUFhfRlQYhNQj0tRFI4dO0aFChWoUqWKUZudnR0NGzbk2LFjRRSdEEIIIcTj02q1nD59+pHqZAohhBBC5EeJnYL3uGJjY0lKSqJevXpm2ytWrEhAQAAJCQk4OTmZ7RMZGWky9S8oKAiA9PR00tPTCzZoUeAyMjLQaDTyxlyIQiCvLyEKT15fX5988gnz589n6NChfP31108oOiFMabVaVCpVoUz5KAyKogAUm3iFKC7ktfV0UBQFRVFyzFk8Sj5DElDZ0C8Ba2NjY7bd1tbW0C+7BNTXX3/NZ599ZrYtPj6emJiYAohUFKaMjAwSExMNdQmEEAVHXl9CFJ68vr72799v+F/el4iilJaWhrW1NRqNpqhDyZWiKIY4pWaVEAVHXltPD0VRSEtLy/G9QXx8fL6PK+/4s2Fvbw+QbeX3lJQUo37mjBo1it69exttCwoKws/PD2dnZ9zc3AooWlFYMjIyUKlUuLq6ygdkIQqYvL6EKDx5fX0lJiYCEBcXJ+9LRJG6d++eofBtcSF/u4QoHPLaKnoqlQpra+sc3xs4Ozvn+7jyk82Gq6sr9vb2hIaGmm0PDQ3Fyckp29FPAJ6ennh6eppts7KywsrKqkBiFYXLwsICS0tL+XkJUQjk9SVE4cnL6ysuLg6AmJgYLCwsUKulPKgoGvrnXnF4DuqnC8Kjx5uf0R1r1qxh0KBBj/Q4T4K/vz/+/v6MHz+esmXLFnU4ohgriNeWKBgqlQqVSpXje4hHef8uCahsqFQqmjZtyv79+wkJCTEqRJ6cnMzp06dp3bp1EUYohBBCCPHoFEUhNjYW0L3pl1FQQjw5GzZsMLp/6dIlvvjiC9q2bcu7775r1Pa0f+bw9/fns88+Y9CgQZKAEkLkSBJQ6Oo43bx5E2dnZ8qXL2/Y3r9/f/bv38+CBQtYsmSJYfs333xDcnIy/fv3L4pwhRBCCCEeW1JSklGpgaioKElACfGEvP3220b3/f39+eKLL/D19TVpexzJyclYWVnJlCYhxFOhxI5r27BhA7NmzWLWrFmEhISgKIrh/qxZs4z6Hj16lDp16jB58mSj7YMHD6Zt27YsXbqUgQMHsnr1asaOHcukSZPo0KFDgf5xEEIIIYR4kvSjn/QeXrlXCFH0Nm/ejJ+fH1WqVMHW1hZXV1e6du3KwYMHTfp26NABHx8fQkJCeOutt3B3dzcqKXLlyhVeeeUVQxmRrl27cv78ecN+Dzt16hS9evXC09MTa2trfH19+eijjwyLNekfU7/oUtWqVQ3TdqZPn14o10MIUbyV2FT46tWr2bdvn9G2Tz/91HB7ypQpuR7DwsKCP//8kxkzZrB582Y2bdpE+fLl+eCDD5g6dWqxKpIohBBCCJHVwwmo6OjoIopECJGdZcuW4eLiwtChQylfvjy3bt1i9erVPP/88+zbt89ket69e/do27YtzZo147PPPiMxMRFHR0dCQkJo3bo19+7dY8SIEdSqVYtjx47Rvn17XF1dTR53165d+Pn5UalSJcaMGYOXlxdnzpxh4cKFHDp0iL1792Jpacknn3yCq6sr27ZtY9GiRbi7uwPw7LPPPpHrI4QoXkpsAsrf3z/PfTt06ICiKGbbHB0dmTdvHvPmzSugyIQQQgghip6MgBLFyfjx4zl9+nRRh2GgKAoqlYqGDRuyePHiQnucXbt24eDgYLRt5MiR1KtXj88//5wdO3YYtcXExDB06FDmzJljtH3cuHHExMSwY8cOunXrZjjOokWLeP/9943q3aakpDB48GAaNGjA/v37sbGxMbR17NiRXr16sXHjRgYOHEjnzp05dOgQ27Ztw8/Pz+xIKiGE0CuxCSghhBBCCJE9SUCJ4uT06dMmsxtKg6zJp8TERNLS0rC0tKRFixYEBgaa3efDDz80uq/Vavn999+pV6+eIfmkN2rUKKZNm2a07Z9//iE8PJypU6eSmJhIYmKioa1du3bY29uze/duBg4c+LinJ4QoZSQBJYQQQghRCkkCShQnDRs2LOoQjGQdAVWYzp49y9SpU9mzZ49RIggwLFeflYeHBy4uLkbbIiMjuXfvHrVr1zbpb2Njg6+vL3fv3jVsu3TpEqBLTo0aNcpsXBEREfk9FSGEkASUEEIIIURpFBMTY3RfakCJp1lhTnPLL61Wi0ajwcLCArW68NZ0Cg0N5bnnnsPR0ZHJkydTu3ZtHBwcUKvVzJ49mz179pjsY29v/9iPq9VqAfj8889p3ry52T4PJ7mEECIvJAElhBBCCFEKyQgoIZ5uv/zyC4mJifz666907NjRqO2TTz7J83E8PT1xdHTkv//+M2lLS0vj2rVrRoXIa9asCYCtrS0vvPBCrsc3NxJLCCHMKbyUvRBCCCGEeGpJAkqIp5t+xe2HF0vauXMnR48ezfNx1Go1PXv25Pz58/z5559GbcuXLzeZ2telSxe8vLyYP38+4eHhJsfLyMgw+v3h6OgImP5OEUKIh8kIKCGEEEKIUkgSUEI83V566SUcHBzo378/7733Hu7u7pw8eZKNGzdSv359zp07l+djff755+zevZvXXnuNESNGULt2bY4ePcpvv/1G9erVycjIMPS1t7dnw4YNvPLKK9SpU4fBgwdTu3ZtEhMTCQ4O5pdffmHOnDkMGjQIgJYtWwK64uf9+vXD1taWevXqUa9evQK9HkKI4k9GQAkhhBBClEIPJ6Cio6NNRloIIYqOr68vu3fvpkaNGsybN4+JEycSFBTE7t27ady4cb6OVbVqVQ4dOkTnzp1ZvXo1EydO5M6dO+zbtw8nJyfs7OyM+nfu3JmTJ0/yyiuv8PPPPzN69GjmzJnD0aNHGTJkCJ06dTL0bdOmDXPnziU4OJhhw4bRp08ftmzZUiDXQAhRsqgUeafxRF24cIF69epx/vx56tatW9ThiFykp6cTExODm5sbVlZWRR2OECWKvL6EKDx5eX09++yzJiMoEhMTDdNphHiSrl27BuiSLk+7J1WE/EnIyMjA3d2dVq1asXPnzqIOR5RyJem1Vdzl5Xfyo+Q25KcqhBBCCFEK6UdAWVo+qMgg0/CEKLmSkpJMti1dupT4+Hi6dOlSBBEJIUobqQElhBBCCFEKxcTEAFCtWjUuX74M6BJQVatWLcqwhBCFpHHjxjz33HM0aNAArVbLwYMH2bJlC3Xq1GHYsGFFHZ4QohSQBJQQQgghRCmTnJxMSkoKALVq1TIkoKKjo4syLCFEIXrttdf4/fff+emnn0hJScHb25uxY8cydepUHBwcijo8IUQpIAkoIYQQQohSJmsB8lq1ahluyxQ8IUquL774gi+++KKowxBClGJSA0oIIYQQopSRBJQQQgghnjRJQAkhhBBClDL6BFRH4PWFC3nNwgKQKXhCCCGEKDySgBJCCCGEKGX0CagJQNmLF/lCpQJkBJQQQgghCo8koIQQQgghShn9CnjlMu/XyMjAAUlACSGEEKLwSAJKCCGEEKKU0Y+Acsu8rwYaIQkoIYQQQhQeSUAJIYQQQpQy+gSUe5ZtzZAaUEIIIYQoPJKAEkIIIYQoZWJjY7ED7LNsa4qMgBJCCCFE4ZEElBBCCCFEKRMbG2s0+gl0Caj4+HjS0tKKIiQhhBBClHCSgBJCCCGEKGXMJaBqAs7INDwhROmwfv16bGxsCAkJKepQRDHyzjvvUK9ePTQaTVGHUixJAkoIIYQQopSJiYkxSUABNEYSUEI8aUlJScyfP58WLVpQtmxZbG1t8fX1ZdiwYfz3339m9/Hx8UGlUuHo6EhiYqLZPlOnTkWlUqFSqfjhhx8K8xQe2fTp0w0xmvt348YNQ9+H29RqNV5eXrRp04bVq1ej1Wrz/Lj3799n8uTJDB8+nCpVqhi2r1271nD8adOmmd03MTERR0dHVCoV1atXN2k/dOgQr776Kr6+vtja2uLh4UGDBg0YPnw4p06dMuqb07mrVCpWrFiR53PKSVxcHEuXLqVbt25UqVIFW1tbqlatSq9evUxiysmpU6f48MMPadasGe7u7pQpU4Znn32WTz/9lLt375rd5+zZs7z11lv4+Phga2tL5cqVefXVVzl8+HCBnFt29u/fT8eOHSlTpgxlypShY8eOHDhw4LHPadq0aVy9erXAfjaljWVRByCEEEIIIZ6s2NhY6prZLnWghHiyrl27xksvvcSVK1fo1q0bffv2xcHBgQsXLrB27VrWrVvHqlWrGDBggMm+tra23L9/n82bNzN06FCjNq1Wy5o1a7C1tSUlJeVJnc4j+/TTT6lZs6bJdg8PD6P7devW5aOPPgJAo9EQGhrKunXrGDp0KBcuXGDhwoV5erxvv/2WsLAw3n//fbPttra2rF27lmnTpqFWG4/Z2LRpE/fv38fW1tbscUeMGEG5cuUYMGAA1atX5+7du1y5coUdO3ZQo0YNGjVqlO05PaxFixZ5Op/cBAYGMn78eDp27MiIESPw9PQ0JFF++eUXfvzxR956661cjzN37lz++usv/Pz8GDRoEGq1mn///ZdZs2axYcMGjh49iqenp6H/0aNHadeuHW5ubgwbNoxKlSoREhLCypUradu2LTt37uTFF18skHPMavfu3fTo0QNvb2+mTZuGjY0NK1eupGPHjuzcuZMXXnjhkc+pcuXK9OrVi1mzZvHuu+9iZWVV4PGXaIp4os6fP68Ayvnz54s6FJEHaWlpSlhYmJKWllbUoQhR4sjrS4jCk9vry97eXhkDipL5L8PeXlFA2QzKpk2bnnC0QihKcHCwEhwcXNRh5IlGo1HS0tIUjUbzWMdJTk5WnnnmGUWtViubN282ab9z545Sp04dxcLCQtm3b59RW5UqVZRq1aopzZs3V1q2bGmy744dOxRA6devnwIoGzZseKxYC8u0adMUQDlw4ECufQGlU6dOJtujo6MVKysrxdnZOU+PqdVqlerVqyvPP/+8SduaNWsUQOnbt68CKLt27TLp06xZM6VNmzaGn4Feenq64uLiojg6Oiq3bt0y2U+j0SiRkZF5OqeCdv36deXq1asm28+dO6dYWVkpXl5eeXo+Hzx4UElKSjLZPnnyZAVQJk6caLRd//w7d+6c0fYTJ04ogNKrVy+j7QXx2srIyFB8fHwUBwcHJSQkxLD97t27ire3t1K9enWj4+f3nBRFUXbv3q0AZl+3JUVefic/Sm5DpuAJIYQQQpQiKSkpJCUl4abfoFKR0aYNICOghHiSvv/+ey5evMiYMWN44403TNrLly/Pjz/+iEajYdKkSWaPMXToUI4cOcLFixeNtq9atYqqVavSqVOnPMejn362d+9eFi9eTM2aNbGxsaFq1arZjiwKDAykR48euLq6YmtrS+3atZk5c+YTXczAxcUFW1tbrK2t89T/xIkTBAUF0b1792z7dOnShUqVKrF69Wqj7efOnePYsWMmI85AN305Li6OWrVqUbFiRZN2tVptMqLrSfHx8TE7XbBevXrUq1ePiIgIIiMjcz1OmzZtsLOzM9muHz119uxZo+3x8fEAVKhQwWi7t7c3APb29jzsl19+4fnnn8fJyQk7OzsaNWrEqlWrco1N78CBA9y4cYPevXtTuXJlw3ZnZ2eGDh1KUFCQ0fS//J4TQMeOHbGzs2Pz5s15jkvoSAJKCCGEEKIUiYuLA3hQA8rFBcvnngPAF7h/82aRxCVEafPzzz8DMHLkyGz7NGzYkFatWhEYGMitW7dM2t966y0cHByMEiURERFs376dIUOGoFKp8h3Xxx9/zHfffcfgwYP58ssvcXd354MPPuD//u//jPrt2rWLtm3bcuTIEUaNGsWXX36Jr68vU6dO5ZVXXslXTab4+Hiio6ON/iUlJZn0S09PN7RHRERw6tQp3nnnHRITExkzZkyeHmvv3r0AtGzZMts+arWawYMH89tvvxETE2PY/t133+Hk5GQ2Yejl5YWjoyMXLlzIV32jrOf08L+s1zCnfub+paen5/rYWq2W8PBwrK2tKVu2bJ5jftjt27cB3TXIqkuXLgD07duXwMBA7ty5Q0BAAP369cPFxYUJEyYY9Z8+fTpvvfUWFhYWTJs2jQULFlC5cmWGDRuW7TTFhwUGBgLQunVrkzb9tqNHjz7yOQFYWlrSrFkz9u3bh6IoeYpL6EgNKCGEEEKIUiQ2NhbIkoByd8eieXNDu0M2RY+FKEonTpwwJE+LmqIoKIqCSqXC1dWVJk2aPNJxzp07R5kyZahVq1aO/Zo0aUJAQABnzpyhUqVKRm1lypThjTfeYMOGDcyZMwcrKyvWrVuHVqtl0KBB/PPPP/mOKykpiZMnT2JjYwPAkCFDqFKlCkuWLDGMCtFoNIwcORJLS0uOHDliGF0zevRohgwZwpo1a/jxxx95++238/SYPXr0MNn2wQcf8OWXXxpt279/v8koIltbW7766ivGjh2bp8e6cOECgNkRQVkNHjyYmTNnsmHDBsaPH09qaiobN27krbfeMjtyR6VSMX36dCZMmECbNm2oX78+bdq0oVmzZnTs2BEfHx+zj2PunPSuX79u2O/QoUM8//zzeTpH0CXaOnTokGOf5cuXExYWxsCBA83WtMqLjIwMPvvsMwAGDRpk1DZy5Ehu377NsmXLjBJ+9erVIzAwkBo1ahi2nTp1ilmzZjF69Gi++uorQ+2tUaNGMWbMGObPn8+7776Lr69vjvGEhoYCmB2Fpt+m7/Mo56RXo0YN9u/fz507dwwjukTuJAElhBBCCFGK6L/NdwduUom1yRPp49Ic/ccAt+vXiyw2IbITFxf31EwPzZqAepQRRnrx8fGUK1cu137Ozs4A2a52N3ToUNasWcPvv//O66+/zurVq+nSpYvZD+B5MXr0aEPyCcDBwYFWrVoREBBg2Hby5Elu3LjBu+++a5LImT59OmvWrGHr1q15TkAtWrSIevXqGW3LujqdXqNGjZg3bx6g+zmEhYXx008/MX78eLRaLePHj8/1sfTPI1dX1xz7+fj48MILL7B69WrGjx/P1q1biY2NNTv9Tu+DDz6gdu3arFixgv3793Pu3DnDamkvv/wyq1atMkk2ZT2nh2V9fjRo0IC///471/PL2j8n/v7+TJgwIccplnkxatQoAgMDGTdunEmCTK1W4+3tTYMGDfDz86NmzZpcuXKF+fPn07VrV/bs2WP4OW/cuBFFURg0aBDR0dFGxd9ffvllli1bxj///MO7776bYzz6kXNZn8N6+iSbudF1eT0nPTc33UT2yMhISUDlgySghBBCCCFKkawjoN7gJwJvteS7XnDUxobyqalUjIgo2gCFMMPFxaWoQzDImoB6nLicnZ1JSEjItZ++jo65qUCgm1ZUp04dVq9ejYeHB1euXGH27NmPHJe5ESZubm5GU9GuXbsGQP369U36Vq5cGScnJ4KDg/P8mE2bNuW5zKnAOXF1dTVawQxgwIABdO7cmQkTJtCtWzezq+k9qnfeeYe33nqLo0ePsmrVKurXr0+zZs1y3Kd79+50794drVbL5cuX8ff3Z/ny5fz++++8/fbb7N69O9dzMsfFxSVP/fLi0KFD9OzZEw8PD/76669ck3HZef/99/nuu+/o06cPCxYsMGmfPHkyCxYs4NSpU0YJxi5dutC4cWMmTpzITz/9BMClS5cA3XMhOxGZf5/i4+NJTk42anN1dcXa2towOi01NdVkf/2KkOZGsOX1nPT0U+8eJwldGkkCSgghhBCiFMmagApENyUiNBSuV3Cj/J071Mj8sCvE0+RRp7kVBq1Wi0ajwcLCwmiURn7Vr18ff39/rly5kmPS5MSJE0DOU8beeecdJk2aRHp6Op6envTs2fOR47KwsHjkffWe9Ifybt268c8//7Bnz55cE1D6EUgxMTG5jkB79dVXcXNzY8qUKfj7+7N48eI8x6RWq6lTpw516tRh0KBB1K1bl7/++ovQ0NBHGp2WlpZm+P2dF/qEzMP2799P9+7dcXFxYc+ePblORczOuHHjWLJkCW+//TZr1641ed6kp6ezaNEiateubTK6rX79+tSuXdtQjwsw1Lv69ddfsbOzM/va0idHx40bx7p164za9FMOc5pml9P0vLycU1b6hKynp2e2fYQpSUAJIYQQQpQiJjWgMt0sX5XWd+5QPj0dIiIgm9EWQoiC0bt3b/z9/VmxYkW2U6DOnj1LQEAAbdu2NVrR62EDBgxg8uTJ/PPPP0yYMAErK6vCChuAatWqAQ/qKWV169Yt4uPjDX2eBH3B7byMKNMnQ65evZprAsra2pq3336br776ChsbmzxPKXyYfjW369evc/v27UdKQB0+fPixa0Dt3buXHj164OnpyZ49e6hatWq+41AUhdGjR/P1118zePBgVq1aZTZZFB0dTVpaGhqNxuxxMjIyyMjIMNyvWbMmu3btonz58jRt2jTH5O6kSZNMfhb6KYfNM2saBgQEMGzYMKM++mmkzbPUPczPOWV19epV3NzcKF++fI79hDFJQAkhhBBClCKxsbE4AFYYj1AILtccOASA9tgx1GaKAgshCs6QIUNYvnw5S5YsoU2bNrz++utG7REREfTt2xdLS0tDQeTseHh4sGLFCm7evJlt0eSC1KhRI3x8fNiwYQMfffSRUb2mGTNmAJicT2HRarVs27YNyNtIOX1S5vDhw7Rt2zbX/mPHjqVs2bL4+PjkOFUtJSWFw4cP07FjR5O2yMhIDh06hKWlpVHh7fx43BpQ//77Lz179qRChQrs2bMnx4QmwH///YeVlZVRIlFRFEaOHMm3337L8OHD+eabb7Id7ebl5YW7uzuXL1/myJEjRkXIAwICuHLlCp07dzZs69+/P0uWLGHKlCn88ccfJjWc4uPjsbW1xcbGhmeeeYZnnnnG7OO2a9eOKlWq8NNPP/HZZ58ZCvcnJCSwatUqfH19jVbIy8856aWnp3P8+HG6desmU/DyqUQnoH755RfmzZvHuXPnsLa2pm3btnzxxRcmQwCzc/bsWb744guOHDlCeHg4np6eNGnShIkTJ5pd1lEIIYQQ4mkXGxuLOxCDm9H2OO8HH1ZSDh7EXhJQQhQqW1tb/vjjD7p27UqvXr3o0aMHL774Ivb29ly4cIG1a9eSnJzMypUr8zTyZciQIU8gah0LCwu++eYbXn75ZZo1a8aIESPw9PRk586d/Pnnn3Tp0oW+ffsW+OOGh4fzww8/ALrEQXh4OD///DPHjh2je/fudOrUKddjNGnShOrVq7N9+3Y+/PDDXPv7+voyffr0XPulpKTQqVMnateuzUsvvUStWrVQq9UEBwezYcMGIiIimD59ukkSK+s5PaxOnTqGpNrj1IA6fvw4PXv2JD09nWHDhrF//36TPq+++ioODg5Gj12lShVu3Lhh2DZp0iS+/fZbatWqRZs2bdi4caPRMby8vAxJJbVazWeffcZ7771H586dGTFiBDVq1ODq1at88803WFtbG5KVoKv9NHPmTD799FOeffZZ+vTpQ8WKFYmMjOTcuXP89ttvXLx4MdvVBPUsLCz4+uuvefnll2nbti1jx47F2tqab7/9lvDwcHbs2GE0uik/56S3Z88ekpOTeeONN3KMRZihlFCrVq1SAKVevXrK0qVLlfnz5yuVK1dWypQpo5w9ezbX/QMDAxUbGxulQoUKyrRp05RVq1Ypn376qeLl5aWo1Wpl9+7djxTX+fPnFUA5f/78I+0vnqy0tDQlLCxMSUtLK+pQhChxitPrS6PRKBkZGUUdhhB5ltPrq1evXkoTUOJwVj7lM+XtDjeVgwcVZcOGDcoVUBRQEp9/vgiiFqVZcHCwEhwcXNRh5IlGo1HS0tIUjUZTIMe7d++eMnfuXKVZs2aKk5OTAiiA4ujoqPz3339m96lSpYpSrVq1XI+9Zs0aBVA2bNiQ57579+41aRs4cKBi7qNjQECA0q1bN6Vs2bKKtbW1UrNmTWXGjBlKampqro+nKIoybdo0BVAOHDiQa1/9dcn6z97eXmnUqJHy5Zdf5uv9xIIFCxRACQoKMtqen+v18M8gIyNDWbt2rdKvXz+lVq1aipOTk2Jpaal4eXkp3bp1U3799dc8nVPWf+PGjcvzOeVEf145/bt+/bpJbFWqVDHa1r59+xyP0b59e5PH3rZtm9KxY0elbNmyioWFheLp6an06tVLOX36tElfjUajbN++XXnppZcUNzc3xcrKSqlQoYLy/PPPKwsWLFCSk5PzfM579uxROnTooDg4OCgODg5Khw4dFH9/f5N+j3JOffv2VcqVK1cs3sM+qrz8Tn6U3IZKUTLLt5cgcXFx+Pj44OTkxIULF3BycgLg5s2bPPPMMzRv3pw9e/bkeIy3336bjRs3cu7cOaMRUydPnqRJkyb06tWLn3/+Od+xXbhwgXr16nH+/Hnq1q2b7/3Fk5Wenk5MTAxubm6FPpdeiNKmuLy+UlJSaNKkCQkJCZw8edJk+WQhnkY5vb46deqE1Z497NJvOHQIWrdm9+7dxHbtSh8g1c0Nm+joJx22KMX0q6qZW4HtaVNQRchzMnHiRL788kv69OnDhg0bCqQwuHjg/v371KxZEz8/P5YvX17U4YhMT+K19bhCQkKoWbMmCxcu5L333ivqcApNXn4nP0pu4+n8qT6m3377jYSEBIYOHWpIPoFuSdBevXqxd+9ebt26leMx9MudVqhQwWi7t7c3kPPSjUIIIUqO48ePc/HiRUJDQ9m5c2dRhyPEY9NPwTNw193z8PDgeOYmm5gYuHPnSYcmhMg0f/58JkyYwKZNmxg0aJBhhTBRMBwcHJg9ezarVq0iJCSkqMMRxciMGTOoXr06I0aMKOpQiqUSmYAKDAwEMFunSb/t2LFjOR6jS5cuAPTt25fAwEDu3LlDQEAA/fr1w8XFhQkTJhRw1EIIIZ5GkZGRhtv//fdfEUYiRMEwl4C6fx+Sk8sZElAAHD+OEKLozJ8/H0VR2LBhw1M7GqQ4GzBgAKmpqUYF1IXIzerVq7lw4YKMSnxEJbIIeWhoKIDZ5S312/R9sjNy5Ehu377NsmXLjCr216tXj8DAwDytXhAZGUlUVJTRtqCgIEA3NF6/XKh4emVkZKDRaIyWCBVCFIzi8voKCwsz3L5w4YL87hbFQk6vL30CaiuvcZZnmeftQkoKlC9fjnuAFt03lJrAQLQvvfSEIxellVarRaVSFZuRPvoqJsUlXiGKC3ltPR0URUFRlBzf9z7Ke+ISmYBKSkoCMFm6EXSrTWTtkx21Wo23tzcNGjTAz8+PmjVrcuXKFebPn0/Xrl3Zs2dPrtnyr7/+OtslU+Pj44mJicnL6YgilJGRQWJiIoqiYGlZIl8uQhSZ4vL6yjo0/+LFi/K7WxQL2b2+0tLSuHfvHm7ANl5lI29Diq4tLEyNnV1ZLiffpQ6QceQIcfJ8F09IWloa1tbWaDSaog4lV4qiGOKUJdiFKDjy2np6KIpCWlpaju979WWL8uPpfcf/GPT1mVJTU03aUlJSjPpkZ/LkySxYsIBTp04ZFSHv0qULjRs3ZuLEifz00085HmPUqFH07t3baFtQUBB+fn44Ozvj5uaWzZ7iaZGRkYFKpcLV1fWp/oAsRHFUXF5f9+/fN9y+ceMGTk5OT3XRdCEg+9dXeHg4AO5AOOVM9nN1bcjx2/7UAazPncPN1RXkQ4B4Au7du4dKpSpW01qe5r9dQhRn8toqeiqVCmtr6xxzFs7Ozvk+bon8yWadZlenTh2jtpym5+mlp6ezaNEiateubZR8Aqhfvz61a9dm7969ucbh6emJp6en2TYrKyv5AFNMWFhYYGlpKT8vIQpBcXh9RWdZCSwjI4ObN29Su3btIoxIiLwx9/pKTEwEjBNQZcvC3bu6dgeHuhzHn/6AKioKq/BwqFz5icYtSid9jaPiUOtIP10Qike8QhQX8tp6eqhUKlQqVY7v0R/l/XuJ/Kk2b94cgICAAJM2/bZmzZplu390dDRpaWnZDgHOyMh46muWCCGEKBhZi5CDFCIXxVtsbCxgnIDKUuoSa+saUohcCCGEEIWiRCag/Pz8KFOmDN999x0JCQmG7Tdv3uTnn3+mQ4cOVKpUCdDVgvrvv/+Misx6eXnh7u7O5cuXOXLkiNGxAwICuHLlCi1atHgyJyOEEKJIPbyYxKVLl4ooEiEenz4B5YQVMZlr4TVtCvpZTypVVU4Dhq/gJAElhBBCiAJSIhNQLi4uzJ8/n9DQUNq0acOyZctYsGAB7dq1Q6VSsXjxYkPfo0ePUqdOHSZPnmzYplar+eyzz9BqtXTu3JmJEyeycuVKJk6cSOfOnbG2tmbGjBlFcGZCCJGz6OhoWTWkgMkIKFGS6BNQWh6UCPD2Bn1lgvT0iiQBl/R1nyQBJYQQQogCUiITUADDhw/n559/xt7enkmTJjFz5kzq16/PoUOHaNCgQa77jxo1im3bttG8eXNWrVrFqFGjWL9+PS+99BJHjhwxTPMTQoinxe+//46npyc9evQo6lBKDI1GY1QDCiQBJYq32NhYnICYLAXIy5UDHx/d7eRkXWLqWOYy2Bw/DvrbQgghhBCPoUQWIdfr1asXvXr1yrFPhw4dULJ5Y+Xn54efn18hRCaEEAXvzz//RFEUdu7cSUJCAk5OTkUdUrEXExNj+BthZWVFeno6ly5dQlEUWR5YFEsxMTG4YbwCnj4BtW8fxMe7AHAcGAwQFwfXrkG1akUQrRBCCCFKkhI7AkoIIUqbiIgIw+1z584VYSQlR9bpd/rFKxITE43qBopHFxoayg8//EBqampRh1JqxMbG4g44E09PfqdZjbt4e8OUKXDpEqxc6Q8ghciFEEIIUeAkASWEECVEeHi44faZM2eKMJKSQ1+AvAUwqEoVw3YpRF4wBg8eTP/+/enXr19Rh1Jq6BNQbTnI77zC0fX/UakSVK8OtWtDxYquAJwFtPrK5JKAEqJUWLt2LSqVCn9//6IO5ZHMmDEDDw8PEhMTizoUUUzEx8fj6urK7NmzizqUUkMSUEIIUUJkTUCdPXu2CCMpOSIjI6kAHACGbdpEk8ztUgeqYJw+fRqArVu3FtsPPMWNPgFl4G50Dw8PDwBSgLve3rqNkoASolAlJSUxf/58WrRoQdmyZbG1tcXX15dhw4Zl+/fGx8cHlUqFo6NjtgmXqVOnolKpUKlU/PDDD4V5CgVm8eLFrF27Nt/7hYaGMnfuXCZPnkyZMmUM26dPn264BmvWrDG7b3BwMGq1GpVKxQsvvGDSvmPHDrp06ULlypWxsbGhXLlyNGvWjHHjxnHt2jVDvxs3bhgeK7t/u3btyve5maNPFub079ChQ3k61pkzZ3jttddwd3fHxsaGWrVqMXPmzDyNTl6+fLnh8UJDQx/3tHL03Xff0aBBA+zs7PDw8KBfv37cvHkz1/1Onz6NlZWV2deBs7MzkyZNYvbs2Ubvo0XhKdE1oISpSZPAzg46dIDnny/qaIQQBUVRFBkBVQgiIyOpC5ynIcnY8bLVcU6kp0sCqgBoNBpiYmIM98ePH8+JEyew0I+6EYUiNjaW+lk3PJSAcnd3BywADaHly+N68yacOAFaLajle0shCtq1a9d46aWXuHLlCt26daNv3744ODhw4cIF1q5dy7p161i1ahUDBgww2dfW1pb79++zefNmhg4datSm1WpZs2YNtra2pKSkPKnTeWyLFy/Gx8eHQYMG5Wu/efPmoVarGT58uNl2W1tbVq9ezeDBg03aVq9ejY2NjdnrNHnyZObMmYOvry+DBw+mUqVKREVFcenSJX788Ufatm2Lr6+v0T4dOnTgnXfeMRtHXhbDyot27dqxYcMGk+33799n5MiReHp65mnRrIMHD/LCCy9gZWXFe++9R9WqVQkICGDatGkEBgbyxx9/ZFvz8ubNm3z00Uc4Ojpy7969xz6nnHz66afMmjWLNm3asHjxYqKioli8eDH+/v4cO3aMChUqmN0vIyODd955B1tb22xjHDVqFDNmzODLL7/kyy+/LMzTEEgCqlTRamHJEkhNhXv3JAElREmSkJBg9Mbp3LlzaLVa1PKB8bFERkZSlnK0IJAMLPnO+nlI3y9T8ApA1gLvoEuarlmzxuRDlChY+hFQO+iGSq2meoQzNcvqFrpr1gyCgpxRq2eh1U4mqGxZngVITISrV6FWraINXogSJiUlhZ49exIUFMTmzZt54403jNonTZpEp06dGDJkCD4+PrRr186o3dvbGzc3N1avXm3yu3PXrl2EhobSr18/Nm7cWOjnUpTu3bvHunXr6N27Nw4ODmb7vPbaa/z4449cvnyZWll+l2k0GtatW8frr79ucp0iIyOZP38+lStX5tSpUyaLu6SlpZlNalSrVo233367AM4se76+viaJL9Al0xRFYfDgwVhZWeV6nDFjxpCWlsaePXto3bo1oFtNvlatWnz88cds2rSJvn37mt13+PDh1K5dm9q1axfqCLsrV64we/ZsGjdujL+/P5aWuhRG165dad68OVOmTOH77783u++XX37J1atX+fDDD/n000/N9nFycsLPz481a9Ywa9YsbG1tC+1chEzBK1XCwnTJJ4CEhFNFG4wQokBlLUAOum/Asg4LF48mKiqKdJ4jHWsU1FxM7g7IFLyCoK+vldUnn3xCQkJCEURTesTExOAOjGcx3bV/MHWa7pttlQqioyE+XoW1dU0AztvYPNhRpuEJUeC+//57Ll68yJgxY0ySTwDly5fnxx9/RKPRMGnSJLPHGDp0KEeOHOHixYtG21etWkXVqlXp1KlTvuPKyMhg1qxZVK1a1TAla+nSpWb7BgcHM2jQICpUqIC1tTUVK1Zk1KhRREdHG/WLi4tj4sSJ1KhRAzs7O1xcXKhfvz7jx48HHkxfCwkJYd++fUZTyW7cuJFjvLt27SIhIYHu3btn26dv377Y29uzevVqo+07duzgzp07Zr/8uHbtGhqNhmbNmpldWdja2hpXV9ccY3vSvvvuO1QqVZ6+zImLi+P06dPUrFnTkHzS049Ayy6xs379ev7++29WrlyZ48jltLQ05s2bx7PPPoudnR1OTk688MIL7N+/P8/npH8NjB071pB8AmjatCnt2rXjp59+Mjtd8MqVK3z22Wd8/vnnVKxYMcfH6N69O7Gxsfz99995jks8GklAlSLBwQ9uX9j1L8nJRReLEKJghYeHUx34ExX6wecyDe/xRUZGYs+DWhLvaVdQE7h9+7YUOX1MWRNQ+jfKkZGRfPHFF0UVUomXnp5OYmIi7kA45QAoV+5Bu4+P7n+1uioAZ7RasLbWbZQElBAF7ueffwZg5MiR2fZp2LAhrVq1IjAwkFu3bpm0v/XWWzg4OBglViIiIti+fTtDhgzJdvpUTj766CPWrVvHsGHD+OKLLyhTpgxjx45lypQpRv1Onz5NkyZN+OuvvxgyZAjLly+nb9++bNiwgTZt2hAfH2/o+8Ybb7Bo0SI6d+7MV199xcyZM3nhhRf4999/AV39uQ0bNuDu7k7t2rXZsGGD4Z++Nl129u7dC0DLli2z7ePs7EyvXr1Yv349GRkZhu2rVq2ievXqtG/f3mQf/Qij/fv3c/ny5Vyu2gOpqalER0eb/ZfXfub+abXaHB/3/PnzBAYG8vzzz1OtWrU8xQlgb29v0qbfFhgYaDRaGXTPr//973/873//o1GjRtkePyMjg27duvHJJ5/QsGFDFixYwNSpU4mOjqZjx45s37491xj1MQAmSTL9tvv373PhwgWj7Yqi8M4779CgQQPee++9XB9Df2z9c0kUHpmCV4oEBWnR5xwDQidw8iS0aVO0MQkhCkZ4eDidactb/MFr/Iwtwzh79iyvv/56UYdWrEVGRlKRuob7FbhDa+AKulFQzZo1K7LYirusCagxY8Zw/vx5jhw5wqJFi3j33XfNTi0QjycuLg4AOxy4l5lYfTgBtW8fZGRUAiAsJgYaNIBjxyQBJYre+PGQuXBBUVMBFoqiS+40bAiLFz/Scc6dO0eZMmWMpoSZ06RJEwICAjhz5gyVKlUyaitTpgxvvPEGGzZsYM6cOVhZWbFu3Tq0Wi2DBg3in3/+yXdcERERnDt3jrJlywIwevRo2rVrx+zZsxk8eLAhuTF48GBcXV05fvy40UigXr160bp1axYvXsy0adOIj4/nn3/+YcSIEXz99ddmH9PBwYG3336bKVOm4OXlla8pbBcuXMDW1hZv/cIJ2XjnnXdYv34927dvx8/Pj7CwMP78809mzpxpNlHn6enJ6NGjWbZsGXXr1qVx48a0atWKFi1a0LFjR8pl/QWaxQ8//JDtlLSsyZxNmzaZrUmVnevXr+Oj/6bAjO+++w6Ad999N0/H8/Lywt3dnUuXLhEeHm50PvpEzL1794iLizP6+Y4ePRpnZ2c+++yzHI+/fPly/v33X3755RdeffVVw/Zx48bRokULxo4dS48ePXKNU1/c3NwoJv220NBQGjdubNj+9ddfExgYyIkTJ/JUjqJq1apYWlpy7ty5XPuKxyMJqFLk7Jl7wIPhozduaGnTRgbBCVEShIeHs53lJODMWobSmkkyAqoAREZG4oHuDa0b0diSSitgLZKAelxZE1Cenp589dVXtGjRgrS0NCZNmsSWLVuKMLqSKTY2NvOWl2GbuRFQaWnugLXuZ9S5sy4BdfIkaDQgReJFUTl9WpchfQqoMv89rvj4+GyTGFk5OzsDZDvydujQoaxZs4bff/+d119/ndWrV9OlS5dcpx1lZ9SoUYbkE4CNjQ0ffPABb775Jr/++isffPAB58+f5/Tp00yePBmtVms0usfX15fq1auze/dupk2bhp2dHba2tgQGBnLt2rUC/4IhKioKNze3XPu1a9eOmjVrsnr1akPNHyDHgudLliyhZcuWrFmzhsOHD3Ps2DEALCwsGDhwIEuXLjUZQfTSSy/x/vvv5xpPly5d8jXlK6fnSmpqKj/88APu7u5GyZ6cqFQqPvjgAyZPnswrr7zCvHnz8PHxITAwkHHjxmFtbU1aWhpJSUmGBNS2bdvYsmULu3fvNjtyKqsNGzbg4+ND27ZtTUZ/vfzyy3z22WdcuXKFmjVr5nicpKQkQPc8fJi+XpO+D+iKo0+ePJkJEyZQv359k32y4+rqSmRkZJ77i0cjCahS5NLpeLImoM6fSwDKFlU4QogCFBERQSQPhls3oix/nj1bhBGVDFFRUSRmJqBsSeF3eqLmHrBXCpE/pqxv8tzc3ChXrhz9+/dnw4YNbN26lX379pmdEiEenT4BlcGDDzHmElA6lXUJqKZNdXeTkuC//6BuXYQoEg0bFnUEBgq6kSwqlQrVY8Tl7Oycp7p3+qlsXl5eZttbt25NnTp1WL16NR4eHoaizY/qmWeeyXZbUFAQgOFv4OzZs7N9LH2iydramiVLljBmzBiqVatGzZo1adu2Ld26deOVV14pkNVPH54mlp0hQ4bwySefcPv2bb7//nu6detG+fLls+2vUqno168f/fr1IyMjg/Pnz7Nnzx6++uorvv/+eywtLfn222+N9qlQoQIvvPBCrrGUL18+x8fOj61btxIbG8v777+PtX7qdB58+OGHpKamMn/+fDp06ADoEj1Tpkzh999/59ixY4b6V3fv3uW9996jX79+vPjii7ke+9KlSyQlJeU4hTIiIoKaNWsSFRWFRqNBq9Wi0WiwsLAwrGynT3SlpqZiZ2dntL9+AZ6sybDhw4fj5eXF1KlT83wd4MFrWhQuSUCVIiFBxr+Yr56NQxJQQpQM4eHhVOMyF2lEF3bxMtdZfl23Op65wpkid2lpacTfvUtMZgLqNhV5hd95iR04sVcKkT8m/QgoV1dXw0o9X3zxBVu3biUpKYnx48dz/PjxAvlgInRiY2NRAcl5SkD5EB8fRHqDBhjWUTp+XBJQoug84jS3wqBk+ZCseozVZuvXr4+/v3+uo0BOnDgBQPXq1bPt88477zBp0iTS09Px9PSkZ8+ejxxXXujrEY0ZM4aXX37ZbJ+syYJhw4bx8ssvs3PnTvbv388///zD6tWrad68Ofv27Xuslcc8PDzyvPDKwIEDmTJlCkOGDCE4OJiFCxfm+XEsLS1p2LAhDRs25O2336ZGjRqsW7eOr7/++pH+ViUnJxvVycqNh4dHto+jn343bNiwfMWgUqmYNm0akyZN4ty5c2RkZFC3bl2cnZ1ZsmQJFSpUMLyPnDZtmiEJpU9EwoOReTdu3CAlJYVq1aqhUqnQarXUqlWLZcuWZfv49erVA6BZs2aEhIQYtemTihUrVuT8+fOEhoZSo0YNoz4PT8/btm0bu3bt4ttvvzW0wYMvvSIiIggKCqJChQomI7ji4uJo+BQluksqSUCVImHRxh9CQ4PSiygSIURBCw8LIzbzQ2UF7tAKsEBXX6KNFHt7JFFRUbgBdzCuKXGI52iOWhJQj0mfgMr6zWjFihX58MMPmTZtGqdPn2bt2rW88847RRViiRMTE4MzEJ3LFLzMewBEe3pS3tYWUlJ0CaiBA59ApEKUDr1798bf358VK1Zkmwg5e/YsAQEBtG3blsqVK2d7rAEDBjB58mT++ecfJkyYYEjsP4qLFy/yyiuvmGyDB0mwrAmzvIz2Ad0IrkGDBjFo0CAUReHjjz9mzpw5/N///Z9hGtyjjECpV68e+/bt49atWyY1sh5Wrlw5unfvzm+//Ub58uXp1q1bvh8PdFPHq1evzsmTJ4mOjs52dFpONm/eXCA1oIKCgvD396dt27bUrl0733GALlnYvHlzw/3jx48TFRVltJpeSEgIycnJZouBA7Rt2xbQJdZsbW2pWbMmt27dokOHDkar15mzceNGkpOT0Wq1aLVao7pNzZs3Z9euXQQEBJgkoAICAnBwcDCM0NMnsYYPH445EyZMYMKECezcuZOuXbsatl+7do2MjIx8TdkTj0YSUKWEVgttHf9AFVuW7ei+EQmPfPRvGoQQT5d7oRFEZH6o9OY2ZYCG6FbCkwTUo4mMjKQcFtzJ/FNZySWRW3FlSMCZqjTA/+o50tPTH+tNfmlmLgEFujeH3333HaGhoXzyySf07t1bRvEVkNjYWKMV8NQqLR4eD97kV6yoK/Gk0YA+ARUVF0f5Ro0gIEAKkQtRwPQrxy1ZsoQ2bdqYLBwSERFB3759sbS0zLXgs4eHBytWrODmzZs51jTKi6+//pqRI0ca6kClpqayYMEC1Gq1ITHVsGFD6tevz+rVqxk5ciR16tQxOoaiKERHR+Ph4WGoz5N1xIlKpTIUjY6JiTFsd3R0zFKvLm86dOjA8uXLOXz4MG+++Wau/adOnWoYyZRTYiQiIoLQ0FCaNGli0nblyhUuXLiAh4dHrqv0ZaegakCtWrUKyHn0U3p6OsHBwdjb2+eYyARdAmn8+PHY2toyceJEw/YPP/zQbHH45cuX4+/vz7fffourq6thCuCAAQOYMGECn3/+OdOmTTPZLyIiwpC4079XzToFT69v3758/vnnfPXVV4bXA+iSZPv27WPgwIGGEXQ9evQwW/vM39+f5cuXM3bsWNq2bWuyel9AQAAAzz//fI7XRjw+SUCVEmo1jGU8LxLLaJaynNFE3XPNfUchRLGQfluDkrnKZTjlWMR4arOXs1IH6pFFRkbijYZzuJOEHVcWHqbR4IYAqGhHRsYprl27luvqRcK8qKgoOgFTQkLgwAHI/ObU3t6euXPn0q9fPyIiInKsLyLyR5+AskCDJxFYuDhjYfHgyyhLS9iwAe7cOc2ECbopE9HR0bo6UAEBuiLQ6ekgSVchCoStrS1//PEHXbt2pVevXvTo0YMXX3wRe3t7Lly4wNq1a0lOTmblypV5+mA8ZMiQAonLy8uLZs2aMWTIEKytrdm0aRMnTpzgo48+MoyAUqlU/PDDD3Ts2JHGjRszaNAg6tevT3p6Ojdu3ODXX39l4MCBTJ8+nStXrtCuXTv8/PyoW7euYcrcihUrKFOmDK+99prhsVu2bMnq1av59NNPqVOnDmq1mp49e+Lg4JBtvF27dsXJyYnt27fnKQHVuHFjoxXTshMWFkbTpk1p0qQJnTt3xtfXF41Gw6VLl9iwYQNpaWnMmzfPZJW14ODgbFfBa9q0qWGUUkHUgEpPT2ft2rW4uLjQu3fvbPvdvn2bOnXq0L59e/z9/Q3bDx06xKRJk+jatSve3t6EhYWxdu1abty4wfr1641GurVq1crssbdv3w5At27djJI/48aN499//2X69Ons37+fF198EVdXV27dusXhw4e5du1anqZO1qpVi0mTJjF79mw6dOhA//79iY6OZtGiRZQrV45Zs2YZ+lavXt3sVNV79+4Buql+vXr1MnsOrq6ueR7NJx6dJKBKEc/MOcaVuQlAksaR+HjIXFhDPIb4eBgzBlq0gPfeK+poRGmj1WpR4h58q7gK3TdgvZnBmTM7iyqsYi8qKooKmbftSaZBO2cq2MdxJ8mFO7RDxVdcunRJElCPKCoqik1A/Vu3oH17mDgRZswAGxv69OnD0qVLOXLkCAsXLuTdd9+latWqRR1ysRcbG4sbMI0ZTGMGmu2BQHOjPn36wIULVkyYEA5gXIg8JQUuXoQGDZ5s4EKUYL6+vpw6dYrly5ezZcsWpkyZYihM7ujoyOnTp5/435k5c+YQEBDAypUruX37Nj4+PixevJhx48YZ9Xv22Wc5ffo0c+bMYefOnXz//ffY29tTqVIlXnnlFd544w0AKlWqxNChQ/H392f79u0kJSVRrlw5evbsyYcffmj0+/3zzz8nNjaW5cuXc/fuXRRF4fr16zkmoBwdHRk4cCCrV6/m66+/pkyZMgVyHWrUqMGKFSv4+++/2bJlC2FhYaSlpeHl5UWnTp0YPXq02cUy/P39jZI8WS1atOiRp8mZ88cffxAREcGYMWMeqY6Wt7c3rq6ufPPNN0RHR+Pi4kK7du3YvHlznpJ0ObG0tOSPP/5g5cqVrFu3jlmzZpGRkUG5cuVo3Lgxc+bMyfOxPv/8c6pUqcLy5csZN24cjo6OdO7cmdmzZ+Pt7Z37AXKQkJDAr7/+ynvvvfdYtchEHiniiTp//rwCKOfPn3+ijxsXG6vcBUUBZRNvKpk3lXPnnmgYxU5aWpoSFhampKWl5divTx/FcE3v339CwQmRKSoqSulOE6Uzu5VnOG94LrZhj+Jgb69oNJqiDtGsvL6+isqCBQuUT/QXExQlOVnp0+yqAoriRpRSB5Uye/bsog6zWNJoNIparVYSsl5fUJRnn1WUM2cURVGUI0eOKGQuNtWrV68ijrj4Mff6euutt5SBWa93cLDZfcPDww3XfunSpYpy4cKDfVatelKnIEqZ4OBgJTib5+TTRqPRKGlpaYX693XChAkKoPTp00fJyMgotMcpKW7duqXY29sr8+bNK+pQxGN4Eq+th82ePVtxdHRUwsLCnthjFgd5+Z38KLmNR1+2QRQra5bc4v94l/20pQu7ucAznKYMdevmbclSkbOAgPsA2Nn9h62ttoijefqlpKRw8uTJPC+ZK3IWHh7Os5zgL7pwgXqMbHUagBO0xDspI88rwwhjkZGROONMIo4oLi5ga0u7rroVfWJwpw51pBD5I4qNjcVWq8XwHbX+G8ezZ6FZM5g/nxZNmxpqTWzZsoV9+/YVSawliX4KnoG7u9l+bm5uhttRUVFQqxboRx9IHSghnoj58+czYcIENm3axKBBgwyrzgnz9ItYzJs3z7AqmxC5iY+PZ968eXz88cfZ1tgSBUsSUKXEjz84MIJvGc9ikpy0PMMl6nCPu/ks8idMXb8ON27o3pi/kLyJsLCwIo7o6ffaa6/RpEkT5s6dW9ShlAjh4eGGqWIZDg6089PVd0vBjto0kTpQjygyMpLDfIwTiXgmBKEo0O6NB7Ua7GjHpUuXijDC4isqKgqj9YK++go+/VRXsDAtDSZNguefZ96oUYZlvP/3v/+h0VXHFo8oJiYGN+AidYi19ERxNJ2mEhAAL79siVr9H+CrqwFlYQH6qRiSgBLiiZk/fz6KorBhwwaTOkPC1NSpU4mKiiqwKXii5HN2diY2NpbJkycXdSilhvwmKyVuh+vqw/hyjbjMWg7WwJ0TJ4owqpLh559TDbdn8BuRFy4UYTTFw4EDBwCYO3euoSigeHRZE1CacuVo2+dBAUhb2nHmzJmiCayYi4qKIgldXQEHqzRUKqhTV42PbTgv8DfNiOC///6TkXyPICoqCqPvGStV0tV/OnQI9MVDDxyg3Itd+PHFFwE4deoU69ate+KxliSxsbHY40JdLuKWEcHir0yXO09JgZ07QautBfgaVis01IE6cwZSU032E0IIIYTIjSSgSgGNBiLv6YbZVyUY68w38wCRR08XUVQlx/q1cQBU4DZuxHAt4EbRBvSUS0xMZPC9e5wHGt69a1g6Vjy6iIgIQnmBvXTgtntjvCup8bXXjcSLpJ2MgHpEkZGRJGQmoLzL6Ibzq1QQPHEFf/Mi49iGRUKCjHp8BPoRUBepw/9YSP9lzenZE9pObEl968tUcoihDAmMvDcPv99+Y6etLe7Axx9/LFMrHkNsbCzqLGPPzM028PExumeagEpPh/PnCytEIYQQQpRgkoAqBW7dAg26JZPdLW7i0qoVw1iJKzGMXuJXtMEVc7GxcOmSLrl3B28qc4t1W2vmslfpdufOHT4B6gIbge++/JL09PQijqp4Cw8PZzHL6chePgybAEC7Z6IBOEkbIo+fKsrwiq2oiAii9Qkot2TDdnWbB8sQtwCpA/UIIiMjKQcMZg2L+R8//OnG9u1w8CCcv6gm9L4r9yjDXVtdhqRLSgrv8hF2EZOZNOlI0QZfTGVkZBAfH4+SZeyZuQRUxYq6mZA6ZhJQINPwhBBCCPFIJAFVCmStP+xaJhK3xo1Jw5o4XImMdy66wEqAn366jxZLo23RUVZFFE3xEBYSQhnsOE0DygOjbt9m8+bNRR1WsRZ+J4zIzEl43h5pALR9UTftNgFnnEJdDEs6i7zTRERyW5+AKpel9lCLFoabrZAE1KN4MALqGQBcXBQaNYLnnwc/Pxg0CMaPhx4LO8Hrr6MCvmYSNxjH5X9lyuOjuHv3LgBpuSSgrKx0SSgdH10NKNBNjdTXVZFRlUIIIYR4BJKAKgUuX34wusStYhpqR0fcVaEAxKa5I4NPHt33K8MBKEscbdkPQGyiY1GG9NSLu3SJN9lMI04zgS8ZCeyaNk3q6DyGxBux3Ef3vPPW5Uto168Sz6guMoJvaEES586dK8IIi5/79+9TJsWGZHSJPO9KFg8ay5blcrWXWMkwYnhXCpE/gqioKDyw4G1+oKf1LhYvVnHyJOzZA9u2wZo1sGgRvD2yDPz8M6xfTzl0v29TouSty6OIzVx0JDlLAsrLy3zfB9PwdAkorVarGxal/wUTGVlocQohhBCi5JJ3caXAmQDdG0ULMij3jO5Dalkb3Rt5LRbcvl1koRV7Gdf+w5ZkurODKoQAEJfiWsRRPd2SgoKwJAOAhXzAX3Rh0rVr/LVjRxFHVnwl3XqwNLO3j24EXvVnrDnecijfMIreXJE6UPkUFRWFS+boJwDvarZG7R+kzWY4K/mdD7kiCah8i4qKogIavmEUv9eYwIABOXRWqaB/f9zR/S27mywjdx+Frv4TJGQmoKzUGbi4mO+bNQGl0WgMo6fw9NT9LwkoIYQQQjwCSUCVAkFndauMVSEE50b1AXB2jje037xZJGEVe9HR0cyJ70E07ky1mYqDlW6aQqzGCxnMk720kBC+ZAKO6AoJD2YNFXDjxrhxRRxZ8ZUe8yA54l3TwXDb9oUXAF29raAjUjcnPyIjI7HPmoCqbbykc7sWuqmON/Al6XTME42tJNBPwQOyH4bzEBcLXdIjIV2S/I8iJiaGskBkZgKqnFMyKtNF8ICsCShvwPpBHShJQAkhhBDiMUgCqhTwyLhMY07QiFO4t2wJgHuFB/Pugq7IcsqP4s81a+gEOJCE40sNcHbQJfUysCZGPo9mS7l9m2pcYwljAQinPMP5lrevXePMtm1FHF3xk56ejjaprOG+d90Ht1Xt2xtuWwUGPsGoir/IyEissyag6hsnPdq97m64bRXzjKzMlk9RUVEPJoKZK0RkRvCLq2BwO2IcMgotrpIsNjYWdyBcn4Byzf5vv/FKeJUf1IGSBJQQQgghHoMkoEqBQY5fcIKm/ERvPJo3B6B8nQd1ii4euVNUoRVr8StXoq8KU+6DD3Atm2Rou3FDCmtlxzLzm/T+rOW1V3VDxX7hdX5iEMrIkcjwsfyJiopCnSVRUqGBh+F2RtOW/KbqyYfMIeZqHV0dF5EnkZGRvMAmLlOTvx1fplJ1G6P2Jq9WwZ77AGhpx+XLl4sizGIrMiKCYNqwinfYmdQ+15f9rfhbXGzxF1Q5QErdP7l3T35P5JdJAsoj+98HLVvCiBG3gf5AtOkIqNhYpICkEEIIIfJLElClgN2tWwCEWVmhttcV1HV9tjru6N5QBl+Qb+7za+/eKK4HdeMGVYhxckLdpg3u5R98ILp4ToZAZedmdC2m8hlLLN9j8VcqypfXbR/LEspEOBD+1VdFG2AxEx4ejjYzAVWWOOxdHiRK1GUcGKjawDw+JFT7GtevXy+qMIudqKgofEihJlfpWOUa1tbG7VY2alo4XwTgFu2kEHk+aLVaUqKj+Y23GMYq+uwakO1UML3jd44/uOMQRXCw/N3KL30C6ggtuY4PX30ckW3fOnVg8mQN8ANw1zQBBaDfJoQQQgiRR5KAKgVcM1e+iXJ+ULjVpXFjQ9Hs27dyeecvTCyYcolFfIUv17j90gBQqShfzc7QHnQy+zf2pZmiKASltGAmU/kgYxnu7rrVrgDuUYb+bMB68qcQF1e0gRYj4eHhOKBQhgTKWxl/IFSroVm5YAAu0ZbzUgcqzyIjI6mQeVvt7W22T/tGuiTINepw8eAVw/Y91/dwNeZqYYdYbN29exd3rZbbmYlTb9eUXPcxSkDZxXL5jPyOza/Y2FjcADtS8CGEqs+WybG/h8eD0ZRmE1AyDU8IUYLFxcXh7u7OnDlzijoUUYzMnDkTLy8vEhISijqUp5YkoEq4/y5pOJfyAhepQ0K5Bx+iyjVvzhw+4i86M8778yKMsHg6eVQ3haE5R6n/6QgAqjZw4xQNicCTDt67izK8p1ZCQgJJiu5jvbM6Hjs76NIFxozRtUfjzr0UF5KkIHmeRURE8BmjScCZgy3eM2l/voPu13wIPgRvOfakwyu2IiMjKa+/U6GC2T4dejgZbof466Yzbb+ynU7rO9FiVQuS05MLOcriSV//yZCAKpd7TafjYQ8SUFXsTqKJDC6s8Eos/QgoA3f37LoCYGdnh4ODblEDkxpQIAkoIQqAv78/KpUqx3///fef0T47duygS5cuVK5cGRsbG8qVK0ezZs0YN24c165dM/S7ceOG4Rhjx441+/gvvPACqtyGoGYaNGgQKpUKe3t7bptZQvvgwYOoVCqmT5+e9wuQi7CwMKZMmUK3bt0oX748KpWKFzIXWMnOgQMH6NmzJxUrVsTOzo6qVavSv39/zp8/n6/Hnj59OlZWVibXTn9Nq1atipLN/PEBAwYY+h08eNCoLTIyko8++oj69evj5OREmTJl8PX15dVXX2X16tVGffXXPLt/LTNr+xaUs2fP8tZbb+Hj44OtrS2VK1fm1Vdf5fDhw3naX6PRMHLkSJo2bYqHhwc2NjZUqlSJHj16sHfv3lz3v3//PtWqVcPa2pphw4Y97unkKCQkhL59++Lh4YGdnR0NGzZk1apVedq3d+/eqFQqqlevbtI2fvx4tFotM2fOLOiQSwzLog5AFK7130Yxmz8A2Fmln2G7tbMz9dV78dJqORBTrajCK5b27gklLKMmAM87/Iuq7icAuNevjQdnAEi9Lh+OzLlz5w6JmR86vexiAN2ovLlzITHhBn7rGlGZJNiwAd59F6VNG97a+hZnws/wz4B/qOhUsQijfzqFh4fzYuZtp6rlTdo7DqgKP+puXz9i9eQCK+aiIyLoxH9YksE7t0J430yf5m/XxHpCKmnYEH6zCgCbL2wGIC4ljtCEUGq41XiCURcP+hXwjmT+LqjgnfN3YYqiGI2AqmZ3DK/UE0DXQoyy5ImJieFZ/R0bG3BwyKk7P/wAKtV3QARRUScAWH//MD/1hYW7oaYkoIQoML169eKVV14x21Yhy5cgkydPZs6cOfj6+jJ48GAqVapEVFQUly5d4scff6Rt27b4+vqaHGPFihWMHTvW7Afm/EpOTubTTz/l+++/f+xj5eby5ct8/vnneHt707x5c37//fcc+2/bto3XX3+d6tWr89577+Hh4cHly5dZuXIlW7duJTAwkPr16+f6uOHh4XzzzTdMmTIF+8zyJVnZ2tpy48YN/v33X5OEWHx8PFu2bMHW1paUFOMRvjdv3qR58+ZER0fTq1cvhg0bhrW1NdeuXePgwYMsXryYd955x+TxlixZgouLi8n2rCNVH9fRo0dp164dbm5uDBs2jEqVKhESEsLKlStp27YtO3fu5MUXX8zxGBkZGQQGBtK6dWv69euHs7Mzd+7c4YcffqBjx46sWrXK7PnpTZ48+cEXHoUoNDSUli1bEh8fz/jx46latSq//fYbw4YN4/bt20ybNi3bfbdt28a2bduws7Mz216mTBneffddFixYwEcffYSbm1thnUbxpZRgW7duVVq0aKHY29srZcuWVXr27KmcO3cuX8c4ceKE0qtXL8XLy0uxtrZWKlSooPTs2VO5fv36I8V0/vx5BVDOnz//SPvn16ttLiigKG5EKcenTjVqO+voqCignCxb9onEUhylpaUpYWFhSlpammHbm21+VXSVshVlT//Zhu0Zt24p+obfunQpinCfev/u3Kk04ZgCitKuwhmjNq1Wq7zWoIGSlHkNM2rXVs7eOqEwHYXpKMsClxVR1E+3caNHKxn6J+Qnn5i0p6Yqih33FFCUVyy+M2xfdWKV4jnfU1l7au2TDNeIudfX06Jj3YaG1/nUl45m2+9l61+Ut1mvzOBVJSU1RfGY52F4zh6+efgJRlx8/PLLL8oILBQ1GQooysdjE3Psfz3uuuGaMh2l4XCUHcOGPaFoi6+HX1/NmjVTxtNFcSRBqWZxXTlzJuf9BwzQ/0m7pXTp0kVJSktS7GfZK0xHGeCHoixY8ATOQpQmwcHBSnBwcFGHkScajUZJS0tTNBrNYx1n7969CqDMnDkz174RERGKhYWFUrlyZSU+Pt6kPTU1VYmJiTHcv379ugIoTZo0UVQqldKrVy+TfTp16qTk9ePgwIEDFUBp1qyZolarlbNnzxq1HzhwQAGUadOm5el4eZGQkKBEREQY7gNKp06dsu3fpk0bxcbGRomOjjbavnXrVgVQJkyYkKfHnTFjhqJSqZQbN26YtAFKhw4dlAoVKihvvfWWSfvy5csVQOnbt68CKAcOHDC0jR49WgGUxYsXm33csLAwo/v6a37r1q08xf04+vXrpwAmn5VPnDihAGafP3mVmJioeHp6KlWrVs22z6FDhxS1Wq0sWrRIAZQhQ4Y88uPlpn///gqgbN261Wh7z549FUtLy2x/D8XFxSnly5dXxo8fr1SpUkWpVq2a2X6XL19WAGXu3LkFHvuTlJffyY+S2yixU/BWr17N66+/zv3795k7dy6ffPIJZ86coXXr1pw7dy5Px9i0aRPNmzfn+vXr/O9//+Obb75hzJgxWFlZEZtZV+lpF3JdN6zWl2u4tWhh1JbgqltW3P3evSceV3F2KnP6XQ2u0H7Wg1FlFuXLo59IoroTVgSRPf3u/vffg2k3XhqjNpVKRb+pU/ks8/6Z/+w4smaGoT0qSQrempN47Q7XqUYytmanillbQ90yumLZ/2nakJD5zdLnBz4n8n4kK0+ufKLxFhcZWV7C3pUtsu03t9VXbGAA77ON7Ud/M3qexiTLYgTmREZG4oAX2sx1RL2rm/8WUc+o/hMQawcZoaGFFl9JFRsbi5Zy3KMMwRqf3AZA4eOjv1WByMh49lzfQ1KGbrXXf3xBiZQ6XEI8SdeuXUOj0dCsWTOcnJxM2q2trXHNfG+fVcOGDenXrx9btmzhSAHUgpw9ezZqtZpJkyY99rFyU6ZMGTyzTv3NRXx8PHZ2diajhbwzazmaG81kzubNm6lbty5VqlQx225hYcGgQYPYtm2byWfCVatW0b59e2rUMB0BffWqrj5kp06dzB63XLlyeYqvMMTHxwPGI+4g/9fOHEdHR9zc3Lh7967Z9tTUVIYOHYqfnx8vv/xyjsc6deoUvXr1wtPTE2tra3x9ffnoo49ISkrKcT+9pKQktmzZQtWqVXnttdeM2t5//30yMjL48ccfze77/vvvY2VlxaxZs3J8jJo1a1K9enU2b96cp5hKmxKZgIqLi+P999+nYsWKHDp0iNGjRzNhwgQOHDiAVqtlXB7qy1y5coUhQ4bQt29fjh49yocffsiQIUP46KOP2Lp1K40bN34CZ/L47sSUBcCXYMq3aWPUdtOtET34g24ZJ/jjN1lOOS8CDl7lanozADo4+aOuXOlBo4UFH6un400oQy/uKJoAn3Lxl68RgRcAVXytTdpfeeUVtlVtyMuspQkn+fnEaUNb1H1JQJkTHeRADYKwJ5k/wxqZ7dO4ri4Rcpk6nFj7J8GxwVy/q1sRLzqp8Ic6FzeKoqC9++DTuXeN7N90WbZtC4ADsPPgWqM2ubbmRUVFYcWDmoQ5JfjANAEVaWfJ0cs1CyW2kiw2NpY0Hny48fLKuf+DBJSa8HArtl/Zbmi74wSXY6XQvhAFJSkpiejoaJN/cVkWZdFPrdu/fz+XL1/O1/FnzZqFjY0NEydOfOxYa9WqxdChQ9m1axf//vtvrv3j4+PNnpu5f/okyKPq0qULd+/eZeDAgZw+fZrbt2+zZ88eRo4cSaVKlRgxYkSux4iKiuLChQu51ld65513SEtLY+PGjYZtJ0+e5NSpUwwdOtTsPtWq6cqerFmzhoyM3Osf6sXFxZm9Xg8nXbLrZ+7fvYcGIHTp0gWAvn37EhgYyJ07dwgICKBfv364uLgwYcKEPMer1WqJjo4mIiKC06dPM3r0aC5dukSPHj3M9p8xYwZ37txh6dKlOR53165dtGrVijNnzjBmzBiWLVvGSy+9xMKFC+nSpUuerum5c+dITk6mVatWJm2tWrVCpVJx9OhRk7a///6bNWvW8PXXXxvqI+akdevWnD59OtukW2lWImtA/fbbbyQkJPD+++8bfUNQuXJlevXqxbp167h16xaVKlXK9hjz588nIyODhQsXolarSUpKwtLSEuuH1+J+iqWnQ2Sq7lsDD9UNbLKsggdg61OOHad0vwhO+9+g5ys+TzrEYmf1hwdQ0H2j0a2XaT2dRCsH7qR6Y6HJQKMBi5w/V5U60VfiUTLz3j41HU3aLSwsGDRsIp9+3B2APd62D/ZNlg/z5qRE2xhul6thflWrDn28WZn5peeRn8O43OFvQ5skSUzFx8djo33wQd37Geds+7r37AmZ34QdiQmELE/rmCQZAWVOVFQU9jz4hjWbRQYNHk5ApdhksDXsTXL+/lFkpdFouHv3LkmZCShHy2QcHXMeefYgAQXRMY5sv7rdqH1P+hVqF3SgQuRi7Vrdv5w0bAiLFz+4f/o0jB+f+7H9/Y3vd+iQU28VimLBokVQEN9Jz549m9mzZ5tsr1KlCjdu3ADA09OT0aNHs2zZMurWrUvjxo1p1aoVLVq0oGPHjjmOnqlSpQpjx45l/vz5/Prrr/j5+T1WvNOnT+eHH35g4sSJnDhxIsdC5q+88gr79u3L03Hbt2+P/8M/iHyYOXMm8fHxrF+/nh9++MGwXV/DyCu3zDtw4cIFgFzrZfn6+tKhQwdWr17NmMzVdFatWkXZsmV5/fXXmTt3rsk+H3zwARs3bmThwoX88MMPtG3blubNm9OmTRtatWqFWm1+bMizzz5rdvu0adOMir43atSIkJCQXM8RYODAgazN8mIaOXIkt2/fZtmyZUbJt3r16hEYGGh2RFd2bt68SdWqVQ337ezsGDZsGAsXLjTpe+bMGebNm8fSpUupUKGCUSH9rFJSUhg8eDANGjRg//792Ng8eP/bsWNHevXqxcaNGxk4cGCOsYVmjqCuWNG0rqyNjQ3u7u6GPnr379/n3Xff5c0336R79+45Hl+vRo0aaLVaLly4QJuHBoGUdiUyARUYGAjoMo8Pa926NevWrePYsWM5JqB27NhB7dq1OXLkCJMmTeLSpUuo1WqaN2/O7Nmz6ZDzX6WnQkgIhikOLnZ3TNrLNaiA7bZkUrAj6Ewc4PNkAyyGzhzVFXn2IJKec/1M2l0c4iEVNFgSFQVFOJL2qRQX+mC1kAq1zCdL/ve/15gz530SUueg8XiwtL0kSsxLTXhwHb3rmw69B+g5pC7PjfubThzimVv7WX/twdD0uOQ4NFoNFmrJlupFRkZimXWEzrPZF5As26wZ/9KEf2w7ctF+gVGbTMEzLyoqiiZk0JBT3Laqird32Wz7KorCiTBdAWxLtSUZWt23m3GW8nzNj/j4eBRFITEzAVXOIRHIewIq3dWG0ATjN+T/2txhVAHHKURubtyAPOYyDO7ezf8+kNs+KkDF3bva/B/YjEGDBtGvXz+T7Q8XOl6yZAktW7ZkzZo1HD58mGPHdKvbWlhYMHDgQJYuXZrtVKmPP/6Y1atX89FHH9GjRw8sLR/9Y6CXlxcTJ05k2rRp/PDDD/Tv3z/bvgsWLDAayZUTc4W288PKyorKlSvTokUL3nrrLby9vTl9+jQLFiygR48e/PXXX7k+RlSUbsR9XopHDx06lH79+nHixAmeeeYZfvzxR/r165dtgWpfX1/OnDnDwoUL+eOPP9i6dStbt24FoGrVqqxYscJsoe9Nmzbhbmbl0ocLzm/cuJHk5LytwPvwVDu1Wo23tzcNGjTAz8+PmjVrcuXKFebPn0/Xrl3Zs2dPtlMSH1auXDn+/vtv0tPTuX79Ohs2bOD+/fskJyfj6Pjgm7qMjAyGDBlCixYtGD58eI7H/OeffwgPD2fq1KkkJiaSmJhoaGvXrh329vbs3r071wSUftRY1gRWVra2tiYjyz7++GPi4+P56quvcjx2VvrnT6Qs2GGiRCagcsps6rc9nNnMKj4+nrCwMFJTU3n11VcZPnw4n3/+OVevXuXzzz+nc+fO/PPPP7Rv3z7HOCIjIw2/xPSCgoIASE9PJz29cKe9XbkMoBul4+oWb/J4Tg2epTI3uUItbt3QFno8xVFGRgYajYaMjAwunDjB+xnfsJMoLFy1aJ37oX3omrm4JEPmVPCrV5Nwc5NVx7KyvRvBy/zGHSrgXfdZs885CwsLPvigPDPWzkOjepCwikoIl+foQ5KTk8nI0I1ytCKNsjXKmr1GNjbwsXtfXoqOJjZKzcBrD5JWCgqRiZG42+e8JHthyPr6epqEhYWhzUxAWZGGk7sqx+featuBbKpaAdTGH0Qi70XKc9aMyMhIXudfPmAH2t590bivJbvLFBwXzN2UuwC09G7JwVu65azv2qrl2uYi6+srPDwcCyA2MwHl5ZSU6/Xz8gKVygJFUUPNB2/0WyW7E2AXzV7XeFJSUyR5LQqMVqtFpVKh1Waf1KlcGdq3z360DUCDBqDVPnj/4OSU+z66x1eM7ue2j6IolC1LjvHm/pi6fX19fenYsWOOffT69OlDnz59yMjI4Pz58+zdu5clS5bw/fffY2FhwYoVK4z2UxQFrVaLk5MTn3zyCR988AHffvstI0eOzPYxzFEUxdBXq9Xyv//9jxUrVjBlyhRef/11k8fTa9TIfHmA7OQlluz69OvXj927d3Px4kXDiLCePXvSrFkzunfvzhdffGF2ZJK5Y2s0mhxj0Wq1+Pn54eLiwqpVq2jRogXx8fEMHjwYrVZrcr30KlWqxKJFi1i0aBGRkZEEBATw888/83//93+8+uqrnDp1yjD6Sn+M1q1bm/1c+/C1MDetLC/nCroV6BYuXMiJEyeoV6+eYXvnzp1p2rQpEyZMyHNNI2tra6Pn85AhQ3juuefo1KkTx44dw8pK9/lo/vz5nD9/nhMnTqAoiuF8zcV38aKunumoUaMYNcr81x8RERFotVqSk5NNpnM6Ojri6OiIra1udkVKSorZn29KSgru7u6GtsOHD7Ns2TK++eYbPDw8TPbJ7jmS3euhONH/THJ6v/Ao78VKZAIqp8ym/kmXU6EyfUY1NjaWyZMn88UXXxjamjRpwgsvvMDkyZM5fPhwjnF8/fXXfPbZZ2bb4uPjiYkp3G/Hj+9PBnTDH10qpZs8nk2NGoYE1J0o+0KPpzjKyMggMTERRVE4NWsWg9lBH/7g6gefm71eTh7pEKy7fezQdWrUkKU3s6p1/xBT+YtYW1vSKl4nu6fcG2/0ZqZ/c6Nt4dF35Dn6kFu3bpGRmSgppwon7p41ZLOmQHiNGhAdzZVyWuJTjf8oB4cFoyqb+5vzgpb19fU438QWtODgYFIzr2t5y0ji4nKOrVL5IKh+FgBrbCnv5EVIQghh8WHynDUjPCzMUIko2dmZxByu0b6gB0MQWpdrbUhApdqlEBISg6PpTF6RKevr68aNG7gA4ZlX3t0pOU/PTVdXR2JiHKHmDQBqudSiX3w5Auz2EWejZd/lfTTwbFCIZyFKk7S0NKytrdFoNNn26d9f9y83WQ9Rvz78/Xf2fc3tAznvoygKGo0GCwsLNJpH//up/2Cq1WpzPG9zVCoV9evXp379+rz11ls888wzrF+/niVLlmTGpTGKFWD48OEsW7aMGTNm0LdvX8MH/rw8dta+Go0GW1tbpk6dysiRI/nqq68MyY+HzyU2Npa0tLQ8nVN2hdQfjsNcvDdv3uSnn36iW7dueHh4GPXp3LkzZcqUYe/evbmeq37kSnR0dLZ99TFYWVnRp08fNm7cyMmTJ2nYsCENGjQwSl7l9LN1c3OjR48e9OjRg4oVKzJ//nw2bdrExx9/bHgceHDNcxMVFZXn55GdnR3OmeVZ0tPTWbx4MbVq1aJOnTpGx3jmmWeoVasW/v7++X6O6llYWNC7d28++ugjDhw4QPv27QkLCzM8Dy0sLAx1zW7fvg3oPitfvnwZFxcX3NzcDF9Wzpgxg2bNmpl9HBcXFzQaDf/3f/9nUodrypQpTJ061TDy69atWybnk5qaSnR0NM2bNze0jRo1ijp16vDcc88Z1V7LyMhAURQuX76Mra2tSYJQPwjF3d39ka9bUVMUhbS0tBzfLzxK3ban5x1/AdIPPU1NTTVpS0lJMepjTtZhk4MHDzZq69SpE5UrVyYwMJCkpKQcjzNq1Ch69+5ttC0oKAg/Pz+cnZ3zNLTzcaSGHqMctsThQuXm3iaP5+bmhge6wjBRye64uZUt1HiKo4yMDFQqFS4uLnhnzkm/p1bjM3o0mBleW6WOM5mXlKjg5EL/GRcniqJQNnNY8H0nJ8rlcG3c3Nyo3MqDazz41j1WuYerq2uOdQZKm6CgIJL1CSjraNzc6mfb17pTJwgI4G9f0zaNtaZInqv615erq+tTlYBKSUnhfmbyvoJ9HG5uOVe6qfW8BTjv0vW/24SKlVSEJISQmJEovwPMSI+JQV/dzbZKFaxzuEZXTuum4VqqLXmp9kvMOzZP12AXy927tlSpknsh0NIq6+tLo9HgDuhTfxXKq/L03KxY8T4xKRHgravJ8XLtl+lyT4F0XWLwZOQROtYxP2pDiPy6d+8eKpUKi2JUQPNx/3bpa/6o1erHOu/y5ctTvXp1Tp48SVxcHF5eXobjZb2mdnZ2zJo1i379+rFw4ULDe6q8PHbWvvr+77zzDkuXLmXevHmsWbPG7Lm8+eab+aoBtWfPnlzjMBdveHg4oEv4PNyuTxjpk4Y5qV9f914qODg4275ZY3jnnXf4+uuvOXr0KEuXLjVsz+/Ptk2bNsyfP5+wsDCjnx0YX/OctG7dOs81oAYMGGD4mUVGRpKWlmb22gGG0bSP8xzVfy6Pj4/HwsKC6OhoUlJSWLt2rVEtKj399MRJkyYxe/ZsatWqBeg+w5ubpphV165d2b17t9E2X19fLCwsaNCgAba2tgQGBpqcz7Fjx1AUhRYtWhjabt68SXx8PHXr1jX7WM888wwtWrQwGZgSHByMWq2mXr16xep3WlYqlQpra+sc3y84O2dfJzU7T887/gKUdZpdnTp1jNpymp6n5+rqioODA/fv36d8+fIm7eXLl+fmzZvcvXs3xwSUp6dntkuHWllZGYYfFpaXXTfxOctIwYZrrTeYfTxnqzuQDrEaDzQasLU1c6BSzsLCgouHDtH+/n0AbjRpQr2Hlr9NTk9muv90vJ6JQYUWBTVhwcmF/jMuTuLi4iiX+W1Qmrt7jtdGURQSnBIg5cE2jTqDFCUFJ2vTpYdLq5iYGOIzywBXcIzP8Zr6vvQSX80KZVm1w8AVrNRWpGt1w2bj03PetzBZWFhgaWn5VL1WYmJimMZk4qiJQ+OmWFlln9gD0Hb2gcu6vy3ac+3waPkfALEpsU/VeT0NFEXBMiaGAzyHC3FUdvXBKYdrdCriFAD1PetT2aXygwa7GK6dj6Jp07KFHHHxpn99JSQk4IIt/1EWgAreeXvNde2azpndEyFzOvQrtV+h+p2rVD0N113A/9q/TH5hWiGegShNsn5gf9rppwvC48Wr31elUuV6nIiICEJDQ2nSpIlJ25UrV7hw4QIeHh54eXmhVquzPXafPn1YvHgxCxcuNBSKzss5ZD3frD+ruXPn0rNnT8OMkYcfL781oPISi7k+derUwdLSkgMHDhASEmJUBHvz5s0kJSXRokWLXI/v5eVF3bp1CQgIyLGvvq1x48YsWLCAhIQE3n77baPrru+n3+bv70/z5s3Nfn787bffAKhbt26Ox8hJfmtA6Y9Zvnx53N3duXz5MkePHjUqQh4QEMCVK1fo3LmzUQw3b94kKSmJatWqGf6eREVF4ebmZhLr3bt3Wb9+PRYWFoafQbVq1fj5559N4oqIiGD06NF06tSJESNGULt2bdRqNS+99BJeXl58+eWX9OvXz6TofkZGBgkJCbi6uuLt7Y13NiucODo68vrrr7Nx40Z+/fVXXnvtNUPbokWLsLS0pG/fvoZzWL9+vdkRfKNGjcLCwoKlS5eaPecjR47QqFGjXEf0Pc1UKhUqlSrH9wuP8j63RCagmjdvzooVKwgICKBz585GbQEBAQDZDt0D3cVu3rw5e/fu5datWyZJrFu3bmFpafnUP6HSM+fKWpOKd7t2Zvs4O8TCXd3tW7cgHwsclCrbP97JcI7jx6/0GmI63eDbE98y7/A8rFVWuFlPJjqtGhG3i+d838Jy584dztON2yjYOLlTLYe+IfEhRKfoio5bhdUhvfwlQFeI3MlGElB6YWHhRNEJAG/3lBz71qtfnz7W7xBZUbcqzEvVX+L3K78DUuD9YdEREXQjEAsC4bncC27eKPOgwGTY6b6UtdYVqZTraio+Ph63jAy6s4NEnBiz4yZLhpnvq1W0hgLkTco3wdUuy99cu1hunI0E5I9WXsTGxuJBBv60J5xy1O0+PU/7ffSRFXOvbwDAXmVPy4otwTOejtdhtQsciDhKmiYNa4vis0KwEE+jM2fOGK3allWHDh2oWLEiYWFhNG3alCZNmtC5c2d8fX3RaDRcunSJDRs2kJaWxrx583JNVKhUKubPn0+HDh0MK749jh49etChQ4dsV68zlzDLj1mzjNc8vXHjhmFblSpVDAXQXV1d+d///sf8+fNp0aIFI0aMoGLFipw+fZpVq1bh5ubGhx9+mKfHfPPNN5k6dSpBQUG5roYH8P777+fpuIsXL2bv3r306NGDJk2a4OLiQnR0NDt27GDfvn3Uq1ePIUOGmOy3bds2s8XTra2teeONNwz3H3W1NbVazWeffcZ7771H586dGTFiBDVq1ODq1at88803WFtbM2PGDKN9BgwYwL59+7h+/To+matWbNy4kUWLFvHqq69StWpVbG1tCQ4OZv369URERPDFF18YBoE4OzvTq1cvk1j0q+BVqVLFqN3e3p4NGzbwyiuvUKdOHQYPHkzt2rVJTEwkODiYX375hTlz5jBo0KBcz/eLL77gn3/+oX///pw4cYKqVavy22+/sX37dj799FOqVXvwKeXll182e4wJEyZgaWlp9hwuX75MUFBQrvXGSqsSmYDy8/Nj3LhxfPfdd4wfPx6nzNEqN2/e5Oeff6ZDhw6GFfCSkpK4efMmzs7ORqOdBg4cyN69e1m+fDnLli0zbP/111+5c+cOXbt2NdSTelpZZQ7BvKNWUzGbZUddPJMMCaiQ4HRq1JBv6x+m1Wq5fKoyJ2nCaRoyws+0z94bewFIU9JxK3uC6MhqRMc83c+PJy0sJIQZLOQKtXgp7Fhm2sS8wNBAw+36V2w4mfnSjE6KxtfFzByyUurWtWiS0BXBqVwx56mJZcqUwbbmJrDQzaF/3aUjvyMJKHNSb93CMFjazCjYhx2JyZx3G1eV9Ji6pMXqEiUxyTEoiiLTRrOIiorCFUcS0f1d9vbJ/m9OUGwQCakJADSt0BRnG2csUKNBC3ax3AlKzHZfYSw2NhZPMmjPft2Gll/maT9bB1v03xZUzaiqKzju6Umna7C6MSRrUzkSeoR2Vcx/ySWEyJstW7awZcsWs23btm2jYsWK1KhRgxUrVvD333+zZcsWwsLCSEtLw8vLi06dOjF69OhcF0jSa9++PT179uSPP/4okPi//PJLmjVrZlJEuiB8+umnRveDg4MN29q3b2+0At/cuXOpXbs2q1atYtGiRaSkpODl5UXfvn2ZNm2a0aionAwbNoyZM2eyfv16k8TL45g8eTI1a9Zk3759/Pvvv8TExGBnZ0fNmjWZMWMG48ePx8HBdGr52LFjzR7P2dnZKAH1OEaNGkWFChVYunQpq1atIjFRV0bgpZdeYsqUKTRokHu9v7Zt23LixAn+/PNPwsLCSElJwdPTk1atWjFq1CiTgSH51blzZ06ePMmcOXP4+eefiYiIwNnZmSpVqjBkyBA6dcrp08UDlStXJiAggI8//phvv/2We/fuUbNmTb799lvefffdx4oRdKOmbGxszCYTRQlNQLm4uDB//nxGjBhBmzZtGD58OKmpqSxduhSVSsXixYsNfY8ePcrzzz/PwIEDjeaf9u/fn40bN7J8+XIiIyN5/vnnCQ4OZtmyZTg7O7NgwQLTB36KJCdDaFgFahJDmIOG7CYcVqqhYfqVaVQhhIrqD4Ccp5qURud3/8VRTU8AGjhfwKPcs0btiqJw+NaDeb+vl51Ly8gN3CmrgswP+ALi/rvMbXQfUiqWz3l02JFQ3Qd6K7UVbW6c4WTm+6no+1E57FX6aO/8x12cuY03rl0m59o/rcFx3Q2NFZ77KmHtYE2aJo2YJCmUnZVy586DOw8tU/yw+2n3OXDzgO5OUFdARdRFa3CCDG0GCakJONvmf358SRUVFYUjD66pd83sp7Efv3PccLtphaaoVCqcLcsQmxGPs901VHdrFmqsJUlMTAxG61zmsTbZ/pv7IXM9F8+4zJICnp50vP6gz7/X/pUElBCPqEOHDnlO2jg4ODB8+PBcl6vX8/HxyfHYv/+ev/eo2dXqAd0op8Ja6Ss/SS2VSsWQIUMe+4N/uXLlGDlyJN9++y0ffvihUVIor/FMnz6d6dOnG21r0aIFLVq0yHMcOV3zwuDn54efn1+e+pob8dakSRM2bNjwWDH4+PiQlpaWbd2k2rVrF8g1qVq1Kps2bXrk/W/cuGF2e2JiIitXrmTMmDG4uz/5FaaLg6d/kvUjGj58OD///DP29vZMmjSJmTNnUr9+fQ4dOpSnDK5areb3339n+vTpnDp1inHjxrF27Vr8/Pw4evQozzzzzBM4i0d39iz0StqPK3Hscngr234VGpZjGjMYxDqsQo48wQiLj7MLd3Mt8ytgvzdMpxlcibliNILE1v0sPdlOjfvHnliMxUH0hVvczxytU8U359Fhgbd1I6AalW+EtVLGsD0q5mbhBVgMaW7dxJkEnuES5eqYDs1+WLxv5qfGW60I3KnF3V73h1FGQBmLvlWRruzkHVYRovLJsa//DX/SNLraAN5BumWLQy+WNbTHJEtyL6uoqCiseVCXoUKN7JexO3FHN/3O2sKaep66a+tmr0ucdLH7P14o81MhRlqyxMbGYkg52dlBDvUrs/rt0nbdDY2a+2cb6m57eOB1H+pF6O7+e/3fggxVCCGeCtOnT0ej0bBkyZKiDkUUI4sXL0alUpmM3BMPlMgRUHq9evUyOy8zq5y+ebC1tWXatGlMm1b8CmxeOREH6D6QulXJPlNftlEjw+2Ec+cKO6xiR6PREHLxwdzvvhNrmfQ5ePOg0f1r7pZABo6JMj0kq8irSYbbPrXLZNsvTZPGybCTALTwboGlYyygm4YTHX6tUGMsbtSZK74AuY7UuRV/i1iLzBFk1zpz8LIHbnZu3Em8I0mSh9yPL8duugLwsVtYjn13BelWv7PAgr7Xr6AwHzub01zMbJdpo8YiIyNRZUlAeVfOfmWY42G6EVD1PetjY6kbhuNWxoOrCdeIsQeuhWe7rzAWGxvLOYbTid6UV8WzQYHcZoYqisKfQZnTc0I6cOda5uhfOzsoU4ZO1xM576X7wuBe2j0crbNPJgohRHGjr88kRH58+umnknzKRYkdAVXandl/23C7coPsizZ7NW2KfsBs+pUrhRxV8XNy40YCtbrpd76ON6lew/Qd+6Fbh4zu33TTfaByzeMqFKXF3SyzmrzrZP+cPBN+hlSNbqnWFt4tSCrTArVGd00vBcsHzqyso7MkjnJJQP197e8Hd4I7E5DSBDcL3c9BRkA9oNFoSEt5MD2pwrM5D5/eFaxLQNW2r03rtK+YzyQ6hTxY+lemNxqLiooiI2sCyvwiNWi0GkMiummFpobtrpkjoGLtwDI2tvACLWFiY2OJogF76MTutOdzTT4BXIy6yI34G7o7V3oQH59llGVmHSjQTTXdH7K/wGMWQgghRMkjCagSKuiCbrSJF+GUa/1stv28KlViFa8ynBXMCnz8omslzdWFmzlGcwD8epkfMPjwCKgbTja8xlb6aA8ReCTnlclKk4QYO8Nt77pls+2nn34H0LJiS5RytdAm6WqPXI+SD/N6iqLwT9wM3ImiHf7g4ZFjf30CSp1sDXeach9H1OG6PwEyAuqB2NhYNJkJEldisXPKuUh2UGwQAC/6vkhA5vbytx5cT0nuGYuKiiI58/o6Wd7HMZtBM1dirnAv7R5gnIBys9MloCLtLLkZk7diskL3vL6PbslqL5v4PO2z/cr2B3eu9CApKctiJp6etAsBdeYA6z3X9xRUqEIIIYQowSQBVULduqOrsePLNcrnsCSnWq1mv0U7VjKcXXe7U0j1A4ul9LQ0bl56sMT3myNNR5hE3o/kauxV/p+9845zosz/+DvZnm3Z3juw9C4goCBFQFFBkJ/ds5zYu2e7U+88ObvYUE8R+2FBERFBBJHee1vY3ms2m93NlpT5/TGZSbLJ7mapW/J+vXgxmXlmMpmdTJ7n83y/ny+AUiF+nSoCGviRq9nNGPZvc0fsSNTr1fJyXFLr2b+SAXm4KpzUkFTih4aBXoxCKdVXn9Vz7ErU1tbSKMRSRTiVyghoxawRxHL2v2f/DkCwJhwEsW1DgegD4xZJrJSXl9NoEUiivcrabLsm0xrpdP2o69lhCSsJt2abusW9FlRUVKCzXN84f22r7VoakEuE+okVBov8/Li/9hfOQsGlbolGo0FnEaCiA+pc2ufnE2L6nU9tMmh6YzLFYzAYxI2RkQQ3wQUacWLB7QPlxo0bN27cuHEFtwDVTSnUidEQ0WQTk9q2/0iwSvSFMeBDeflZP7Uuw5Gvv2avMAWAcN9qRo50bLMl35p+NyllEgC1Xg3gVQ9AzkH3wB7EaJ36ZvGeDFZo2/S/lSKgRseNRqFQ0HtgDEq9OOjUmF2bue8JlJaWUmcZyEf5tH2fHSg9IItMAwN6MZv3eJ+7GFYjRu9oGjSYBbf6DKIAJQkk0Sptm22l9LuYgBhGxI+gKiWFzYzmmcZ3wCz+vLrFPXsqyssxWooRxKn1rbbbUyIakPt4+DAgYoC8XhKg8KmlSemJ22qvfcxmM9XV1WgkAUrdfnp4pb6SbYViTF9snTSJFUtxsUVQjRSjUifniqLr/tL97nvdjRs3bty4cdMubgGqG9LYCBVGMVQ+xDMfpbLtP7M6rF5ezss0nNVz60ro9uzhG/6P35jKU3cex9lllPyfPBQezOs/T16vVGcBUJTZ+gCrJ6HRaAimkUjKiPJuXeWs1FfKKU2j48QytQkJ8fjqxVn2Wk/XZu57AmVlZWgloSRA12bb37J+k5enpk7hAu7jLj6kV4F4n5oFM9pG7Vk7165ERUUFVZbrGquub7Vdk7FJTjua3ms6CoWC5P79WclQPhDugwZRKHF7QNnTWFrK70yjAV/+d9vaVttJEVBDoofg5WFNg5QFKAA/DdlZrf+N3IjU1NSgMJsplwSo0PZ/51dnrpZF6UE+4y1rlRw+bJkEkASoI1Yx64+cP87cSbtx48aNGzduuiVuAaobkpsLguVPqw5qf0YyPMm6nLXTnTImYcjMxBsDU/md2x6OcdpGEqCGxQyjf0R/eX2Iej8AZcXO9up5FBcX8waPUkY0P4+9t9V2O4t2ystj4scAkJCQgJ9eHIA2+rYttPQkiorKqEIUmmPDm9psK/k/pYWkMXn4ZDZZ1kfY6KPu6AWR0sIyKhEH1/HRplbbbc7fjN4gXsDpvcSKeX379qWGHLFBg+hVVNngvq62KMrEtEZfmgjvpXbaxmg2sq90HwAjY+xDT1sKUBn7265S6EacAAghiEZEIT86qv28RSn9Tu2rZnzicHn9sWOWh4ZFgBqbL+DrIab8u9Pw3Lhx48aNGzft4RaguiFFx2rwwAhAWFzbA1OAuEHB8vIxtwAloywoAKAW8HdSYazB0MCeYjFNZFzCOJLVyfK2gOAjAFRV+5718+wKlOTnW4b04JMU32q7HYVWA/IL4i4AIDIyEt968VFl8tNhMrcuCvQkso5qMCN6OSUmtP4obzA0yEb5U1OnMmjQILYCZiDM1qvIHakDQOnhKlnAT0rxbrXd6kwx/U6pUDIlVUzV7devH8WIzw30ogDlvq5WBEHAy7ZyXVSU03bHK4/L4p6t/xNYTcgB8NOQf7Btny43UF1dTTDWax0d17pfHIDBZJDv7+m9pjOwv7WPcPKk1QMKwNcI48KGAm4BqisjCAL/WP8P7v3lXoxm4/k+HTdu3Lhx041xC1DdkMHem2nAj0zS6Du8fV+XuNF98EdMbcrJcFdtk/CzGGKV+vjgrGb1ruJdGMxiZ3x84nhiAmPwUoqROh5q0ZhcY2O83ZPRHj8uL6vS0lptt71INCDvG94Xta8aEI3yVc2WBgqBioqis3WaXYqyo1Y/rOQ+/q2225S/iSaTKERPTZtKYGAgYampPMV9/FP/ltzOHQEloijL5d88w90sYsTI1gfqkv/T6LjRclRO3759qZIFKNE4321CbqW2tha10YMaghAAoqOdtpOEfYARsSPstrWMgCrKdKfltodGo8Ef67WOTmxdWAUxuk/XJEabXtHnCgYNUgMHgBUoFJYU6shIuf1k1UBArAqZX5N/Jk/dzTliTdYa/r3p3yzavcguZduNGzdu3Lg507gFqG5I1fbteGEkjWzCRw1qt330yBEkkQdAUUnr1cl6Gq9VvUwK2dzNN063S1ElIEZAKRVKEoMTATCFiJ1wTXP42T/RLkD18TwOMRANIQT2SXfaxiyY5RQ8Kf1OIhCrAHhkT8bZO9EuRFVOs7yckN5KLXtgbZaYfqdUKGWj/CFDhrCGy9jRMNN6PLdQAkCgJoNnWMAi7uWCi/2ctinUFXK4/DBgTb8DUYAqpo5gtNYUPLewJ1NRUUED01BTQyC1HKx0jCwFq/+Tr6evXWozOApQFUVu38L20Gg0xJDPy/yNh3mDPoPbjsyV0u+UCiXTe00nOjoMGApcRXS0pTqhTfTaJMGaxy/5ornpWnx+4HN5OUuTdR7PxI0bN27cdHfcAlQ3pOHQIXk5euzYdtvHp6QQgSiYlNYEt9O6ZyAIAqXmFHJJoUSZ6LSN5P+UGpJKTKDoESWl4TWGiLPEOiGURndQGblHlAzmEGFo+K1gqNM2J6pOyEbYkgG5REygNSWgrvLE2TrNLoWu3GrMHDdA3Wq737LF2ewLYi+Qo8oGDx6ML7lylA64hRIJz4oK6wsnqbcAazLXyMu2AlRoaCjNEREkUGCNgNJXIQjte+70BCoqKlBaDN7rCSA8zfnvze4SUeQYFj0MT6X9pIidAKWqoqrCPWnSHhqNhiTy+Buv8gaPkjio7d/5lSdWAuLESqhfKJ6enoSEhADi3xCwi4AaoQsgyCcIcKfhdUV0TTqWH18uvy7QFZy/k3Hjxo0bN90etwDVDdFmaBCAAiCpX7922/v4+DDM4zfu5EPmeHx11s+vK6DJzaUIcVY3MqjaYbtZMLO1YCsgdtIlkoLFfRrUFTzNi/yL+zC7q9ujLbFGMLUmltj6P7WMgOqVYk2FMta5I6AAhpm+YTXTWMxtRAyIdNqmrK6Mg2UHAbg07VJ5/ZAhQ1CQC02BYBIH8G6vIhG/avH7boZWPYqk9LswvzBGxNiniKX160cEBbIHVJOpiXqDu1IbQHl5OWaLAOWBkagYxy6I0Wxkf+l+wNH/CSDYNxilwrKfnwZdnc9ZO9/ugkajwS4WNyystaacqDrBSY2YQn5Fnyvk9REREQBUVlqE6tBQpNKwnhVVTEyeCMC67HVuwbWLsezoMhqM1mqG7jTK7kVubi4KhYLnn3/epfaffvopCoWCDRs2nNXzcnN6fP755/j4+JCXl3e+T8VNF+KFF14gKioKne78FnVyC1DdDEGAy46vxp96XvT4Bz4+9p3zrw5+xaD3B/HfPf+1Wz8l5Es+5C4eMrx2Lk+301K4bRcFJAAQE+0YwnS04qgcrTM+cby8XoqA0qka+bvn33mC90BwDz511Sp5OW5giNM22wtF/yeVl4qBkQPttkUmD5CXi0syz8IZdj2ia08wjd+4WfkZygjnA8rfs3+Xl6emTpWXBw8eTCN5gEKO1HFHQInsrZnLczzPZ943gadjdI3RbJTTGi9NuxQPpb1PVL9+/QiyiYACt7gnUVFRQaNFgIr2rMTDicXW0YqjNBrFZ25LcQ/EtLAQX/EZcpvfq/wz6Nazd8LdhOrqaqsA5e8Pvq2n4P2c8bO8PLOPNUU3OLg3MJUDB0bR3Ax4eEC45ajl5UxOmQxASV0JxyuP46br8MXBL+xeuwWo80NTUxMffvghU6ZMISIiAi8vL0JDQ7nooot45ZVXqK52nAx10zOpr6/nqaeeYv78+SQlWVOgJfFQoVDw3HPPOd23traWgIAAFAoFvXr1cti+ZcsWZs+eTWpqKr6+vkRERDBkyBDmz5/Pvn377NpK79Xavw8++OCMfebvvvuO22+/nWHDhuHt7Y1CoWDz5s3t72hDXV0d//rXv5g1axZJSUmtXgMJ2+vZ8t/IkY4TZGeSgwcPcsUVVxASEoK/vz9jxoxh+fLlDu1OnjzJ888/z7hx44iOjsbf35/+/fvzwAMPUFLiWCX4oYcewmw288ILL5zV828Pd+x6N6O0FBoRB/tmf/tZSLNg5rG1j1FaV8r8lfM5VnGM1y59DQ+lBw1RUVBZSXhzMzQ2ttlB7Qlkbc3FZPl6xPdyNGzdkr9FXraNgLKthJcfDOlVUHT0KCkXXHD2TrYLUK8XB4weGImMdf7Y2VEkRkCNiBnhkHaT2msQiJY7lFa50wPMZjPB9aKwWRsQQIgTk3yAtdmiUBLgHWAXVZaSkkKTdyk0I3oVBZZS2eAWoJqbm9llupZPuISRwi6cSRs7CndQ0yQawNum30n07dsXX9YxvSGE1ZZ1lfpKktRJDm17GhUVFdQiikoxqhrA0YRc8n8C5xFQIKbhVTVUUe/XjKr2/M7idQU0Gg2VPMTTRDDEr5j/a6PtypNi+l1qSCp9w/vK6w2GacD9ZGRAQQGkpSGm4ZWXWwSoB+S263LW0S+i/ehrN+efPG0ef+T+YbfOnYJ37snPz+eKK67g4MGDjB8/nocffpiYmBi0Wi1bt27lH//4B8uWLWPHjh3tH+w0uemmm7j22mvx9m67WIGb88eHH35ISUkJjzzyiNPtvr6+fPrppzz33HMolfaxJv/73/+or6/H18k478MPP+Suu+4iOjqam2++mV69eqHVajlx4gS//PILvXv3ZtiwYXb7DBgwgCeffNLpeYwePdrp+lPhvffeY/v27QwaNIi+fftyyMZuxlUqKyt57rnniIyMZNiwYWhsq/K2wdNPP02/FhlFYW1EEp8uBw4cYPz48fj4+PDoo48SHh7Ol19+yezZs1myZAl/+ctf5LaLFy/m3Xff5YorrmDevHn4+fmxfft2Fi1axJdffsnWrVvp29f6Wx4YGMidd97J66+/zpNPPnlWP0dbuAWobkb2fh0gejGERdlXB9qSv4XSulL59cIdC8nWZvPV1V9hSkyEI0cAMOfmorS5WXsi+Ydr5eVeIxyNxDcXiKq72ldt19G2HWTmqkUBqvrIkR4tQJnNZmoNYopYpLIMpTLOoY3eoJdTxVqm3wGkJabhvdeDZm8TmyqDzu4JdwE0Gg3RljSXxhDnEWWCIMjVjCYmT8TLw+oZpVQqCe2nEgtb2XgV9XQqKyupsUToRPk575hI5enBPq1RIiUlhWYeZq4eWYByG7yLVFRUUG25vvFq59XrJAFK5aWyE0BskXygNH4QqNefhTPtXlRXV5PBI/yP4VzWvLlVAUrbqGVT3iZATL9T2AjbsbHN7N8vLufm2ghQAOXl9I/oT5R/FGX1ZazLWcd9o+47Wx/HzRnkq0NW24WZfWay8sRKimuLMZqNDhNBXRGT2UReTR6CIJCkTuqUn6mpqYmZM2dy9OhRvvrqK66//nq77Q8//DCFhYW8++675+R8PDw88HAWnurmlNHpdAQFnZm+qyAIvP/++0ycOJHk5GSnba6++mq+/vpr1q5dy7Rp0+y2ffzxx4wbN47CwkK79UajkaeeeoqAgAB27dpFfHy83Xaz2UxVlWNfJjo6mhtvvPH0PpQLfPbZZ8TGxuLl5cXzzz9/SgJUTEwM+fn5JCSIGS6tXb+WTJ06lYkTJ3b4/U6V+++/n/r6ev744w850ur2229n9OjRPPzww1x99dXy/TR37lyefPJJ1Gq1vP+dd97JmDFjmD9/Ps8++yzffvut3fFvueUWFixYwOLFi/nb3/52zj6XLe4UvG7G0Y3WB0p0upfdtu+OfgeIKQxSZaEVGSu4eMnFVPeK51Nu4Z88y8qv7R9KPZGyfGvHO3204yy9FAElVb+TsI2AWqyezEO8yQ/LnFfS6ilUVVVRJw3qfZxH2ewp3oNJMAGOBuSA+GNhEUoOm50LLj2JsrIyHmMLl7OSHzxvcNrmaMVRSurE8NtLUx2FkqQBYXjT5E7Bs6GsrJwKy70aGexcIJH8n4ZFDyM6wPHZkJiYSD4QZqOLuK+tSGV5OWWW6xsX3uy0jSRADY8Z7pDeKCEJUFV+ENBkdvvstYNGo0GH6GcWHdh6SvjqzNXyc9g2/Q4gMdF6kXNyLNHVNgKUQqGQq2xuyN2AyWw6U6fv5iwhCIKcfjcocpDs+WUWzBTXFp/PUztjFOoK0TRoqG6sJlOTibkTPiw++eQTDh06xEMPPeQgPknEx8fz0ksvya/bEh8UCoVdhIQt33//PcOHD8fPz4+YmBgeeugh6ursf+ta84AyGAy8+eabjBgxAn9/fwIDAxk8eHCrqV7Ojrlu3ToWLFggp3cNGTKEX3/9FYCjR48yc+ZMgoODUavV/OUvf3E4NxBTyJ555hnS09Px8fEhNDSUWbNmcfDgQbt2GzZsQKFQ8Omnn/Lf//6X/v374+vrS58+ffj8c7HqY1FREddeey1hYWH4+/sza9YsSktLHd5Tq9XyyCOPkJKSgo+PD1FRUVx33XWcPHnSrp2t39ayZcsYNWoUKpWKK6+8ku+//x6FQsGiRYucXqMrr7wSX19fq89eK+zZs4fMzEwuv/zyVttMmzaNhIQEFi9ebLf+0KFD7Nq1izvuuMNhn8rKSqqrq0lPT3cQn0CcuJS8AM8HSUlJeHl5td+wDXx8fGTxqaPU1dXR1NTUbrs//viDGTNmEBISgo+PD/369ePll1/GZHLtNzE3N5dNmzYxYcIEuzQ/Ly8vHnjgAbRaLStWrJDXjxw50k58krj22msBHL4XAH369KFXr158843zKu/nArcA1c04stOqTqeOjZGXzYKZZceWAWI0xLbbtzEtTVTF95Xu4x8R33Nb9P08zz9ZvdZ9W1RVWcvaJyTbpzcV1xaTo80B7NPvAGIDY/FQiIOmNep03uIhth1yXkmrp1BcXIxGEqACapy2kdLvwHkEVGRkJF56MVy43rfBYXtPIyurgv2MZRWXU+yb7rSNlH4HMDVtqsP2lJQkosiXzbLdUTqQe7KcBvwBiIkyOmwvry+XBRJn6XcgdpLygXAbAcodXSZSm69Bh1iBLS7GcSDYbGqWIyGd+T9JhKnEe3a/XyJpNHPwgPuZ0BaVlRo0kgClbr0sq1T9LtA7kIuTLrbblprqDYgd6OPHLcewEaAA2QdK26hlX6m9V4ibzsfu4t2yX9dNg28iMdha8bc7+EBpG7VU6K1VTeua68jWZnc6k3wpOuGuu+46q++zcuVKbrvtNi699FJee+01LrzwQt566y1mzpzZ7uDYYDAwY8YMHnnkEQIDA3n22Wd55ZVXmDhxIt99953L5/DUU0/xzTffcPfdd7NgwQK0Wi1XXXUVK1asYMKECSQlJfHKK68wa9YsPvvsMx599FG7/XU6HePGjePNN99k0qRJvPXWWzz++OMcPHiQCy+8kL179zq856JFi/jPf/7DDTfcwKuvvoqvry+33HIL//vf/xg3bhxeXl78+9//5o477mDlypXccsstdvvX1tbK73nhhRfy5ptvcuONN7J8+XJGjRrF0aNHHd7zp59+4vbbb5fP8frrr+eqq64iOjqajz/+2KF9UVERq1at4uqrryY83DHrwpY//hBTZseMcewrSyiVSm699VZ++uknu6iljz76iKCgIObNm+ewT1RUFAEBARw5coStW7e2eQ62GAwGKisrnf6zFXzbaufsn8FgcPkczjZXXXUVgYGB+Pr60rt3b1555RWMRsc+4ieffMLkyZMpLy/nySef5O233+aCCy7gqaee4oYbnE8Wt0RKsx3rpIq9tG7nzp3tHqeoqAgQ/67OGDt2LPv370er1bp0XmeazheL6ua0yM4Sf1jjKCTu4lHy+m0F2+QZrWv6X0OQTxArr1/J/avu54M9H1BprkZx28Xw/TcUFvqfl3PvTFTpRZVfrahCpbLvrNj6P9kakAN4Kj1JCE4gV5uLl1qcGanSqujJlOTnU8pEAGJaiXqQDMjjAuOIC3JM0VMqlfg2+lAPNKtqaa5rxjug5/oTZB6wzpDFJTgXjCUBKj4onvQwR5EqKSmJSXxItv4ImxBFEkEQ7NJuehp5e8vk5bgkx5k2yXwcWhegQkJCKPPx5cfGa4FPAXcElIS+0PosjUt0jG46Un6EJpM4w9ia/xNAqK8YAWX20wKQsaeIocNaNxLt6Wg0CtnTMDrcsdMMorn+r5liJMK0XtPw9rB/vkZHhwJFQCInTxoAP6sApdNBYyOTUyfL7ddlr2vzb+jm/PP5ATEKRKlQcsPgG+TCKtB5BaiHVj8kV8lsC0EQqDfUIyCgQIFSoZSj+7yUXvh6nhmfU+k3c2j0UBZOX3hKxzh06BCBgYFtmiGfCfbu3cv27dsZNUocG9x77708+OCDvP3223zxxRetRk0BvPXWW6xbt44HHniAhQsX2vUTOhJV1tzczM6dO+UCSZMmTWLYsGHMmjWLpUuXysLI/Pnz0Wq1LFmyhNdff52AAHFS+LnnnuP48eNs2rTJzl/o7rvvZtCgQTz66KOyQCNRUFDA0aNHCbHYFcybN4+kpCRuuOEGXnrpJbsUJIVCwVtvvcWJEyfo06cPAK+++ipHjx7lxRdf5Omnn5bbXnnllUycOJEHHniA33//3e49Dx8+zL59+xg40L6gzm233caCBQvYs2cPI0ZYJ1mWLFmCyWTizjvvbPcaHrHYpbR3v9x666288MILfPHFFzz00EM0NTXx1Vdfce2116JSOY5LpMitxx57jHHjxjFo0CDGjRvHBRdcwKRJk1qNuNu4cWOrkVE5OTnyflu2bOGSSy5p9/NJrF27lkmTJrnc/mygUqmYN28eU6ZMISYmhqKiIr744gueeOIJNm3axE8//SR7bJWWlnLvvfdy1VVX8cMPP8jfkfnz5zNkyBAee+wx7r77biZMmNDme0qpkc6i0KR1LdMnnfGPf/wDEO8DZ/Tu3Ruz2cyRI0cYN26c0zZnE7cA1c0osPjjxJFN6oDB8vrvj34PiB2N2X1nA6JYsujyRfQJ68Ojvz2K4K2Ha69i/x+PAK4/JLojD5pe4Tp+YX9ECmA/A7OlQBSgvJReTjvYyepkcrW5mIPFDpxG37NTxkoOZFOHGNqfEO9c3JAioJxFP0moDF5UAagqKdpXTspFjg/nnkLREa28nNI30GF7k7GJDbkbALH6nTNRKSkpCT13MrgBNgEmwURNUw1qX/XZOekuQGmGNdw/tb+jX4OUfhfoHciF8Rc6PYZCoUCZnMTfM16Ghp/Ar9odXWYhSLefk/SiiDjSJy9w2O6KATlYU/Dw1YHSQN6hMsAtQDnDbDZTp7GKSa1MhrKtYBuaBtH3bGbvmQ7bxQFGLpBITo5lpSRAAVRUkJyQTGpIKtnV2azLWccT4584I5/BzZmn2dTM0iNLAZiSOoXYwFgCva2/JQU1ndOIfH/pfv7M+/N8n8YZpaamptUohTPJ1KlTZfFJ4plnnuHtt99m2bJlbQpQX375Jf7+/ixYsMChP9HS5Lot7r33Xrvq3EOHDiUoKIiAgACHqJwJEybw008/kZuby8CBAxEEgS+//JILL7yQtLQ0h1S1Sy+9lM8++4yGhgb8/KzWF7fddpssPoEYEZKens7hw4d54IEH7I4xYcIEBwFq2bJlBAUFORh+T5gwgUsuuYT169dTXV1t9x6XX365g/gEojfPSy+9xEcffSQLUIIgsHjxYvr06eOSz1BFhRjVFxoa2ma75ORkpkyZwuLFi3nooYdYtmwZGo3GafqdxKOPPkrfvn354IMP2LhxI4cOHZIr2V155ZV8/PHHDmLTsGHDeOWVV5weLzraalMwZMgQ1q5d67RdS8xmM4MHD26/4Vlm3rx5DvflnXfeyfXXX8/SpUv59ttv5VS377//nsbGRu644w4Hr6yZM2fy2GOPsWbNmnYFKL3F17JlFXtANo7Xt+N9uWDBApYtW8asWbMcIvokJPPxcksE87nGLUB1M4oaxLS7MEUOarUYQm8WzHx/TBSgLk66mKgA6w+dQqHg4QsfJjUklau/+D/M3k0UTH6N+1c18ub0NzulYePZRq/VMl44jpLjRPS92GH75nzRgHxE7Aj8vBz9nZKCRSPyRrWYR15lPH85050BofAYjfhQQgxe//e2w/YiXRGFOlHNd+b/JBGotMxYqiooOKDp0QJUZY41kixtsGMFi22F29AbxB+oqamO6Xcgdk5WA0NbeBX1ZAGqKt+ahpA2zH5AYBbMrMlcA4gDNltT95aok5OJyyigQh8GftXuCCjETraqppJeGOhFFvR37DxLAlSAdwB9wvq0eixZgALw1VKc5dyvy43oWxFAFJKlfnScc18tKf1OgYIZvWc4bBcHHUeAiykuttz7tgJUWRkkJDA5ZTLZ1dlszt9Mk7EJH0/HTrSb88/qzNXyc+mmwTcBEOgTiNpXjbZR22kjoIZGD223TbOpWY6ktI12EgQBvUGPGTFix9fDt83nuCvYRkCdKsHBwdTW1rbf8DTp37+/w7rIyEjCwsLIzMxsc98TJ07Qt29f/P1PL0MiNTXVYV1ISIhTXx5J0JEG81JqVlsRN1I72+O19p6xsbEOleBavidAdnY2AwYMcFo1btCgQfzxxx/k5OTYCVCSeNWSpKQkpk+fztdff83rr7+Ov78/a9euJTc3l1dffbXVz3Sq3H777Vx77bXs3LmTjz/+mEGDBnFBO0WRLr/8ci6//HLMZjMZGRls2LCB9957jxUrVnDjjTeyZs0au/ahoaFMmTKl3XMJCQlxqR2IApSrnknnGoVCwXPPPcfSpUtZuXKlLEAdO3YMEMWm1igrE6Ps6+rqHPzNgoOD8fPzk6PTnPlNNTaK6e/OItgk3nrrLZ555hkmTpzIV1991WpWg5SKfL6yHnqeutCNqa+HCrM4aFL7WQ0kdxbtlAf41/S/xum+V/W9iglf3cMfc5dCYAnv7nqXbG02S+csJdDHMcKiO1OyezdplmWPlBS7bXXNdXL49/gE+/Q7CcmIvCFQBx5N6E2B1NZCYM+6jDKGvDx8aCaZPBji6Idl6/80Or51ASrUEoKNTx2Zx6twlAZ7DtVl1kd3/CDHgbxtqtiUVOc/+ImJieQBk1sIUL1Ce24kSXWFNVIkfoi9D8O+kn2yn0hr6XcSiUlJNFEgGryHZbojoID6+npCbD0dnMz47ynZA4gG5LbFHVpiJ0Cpqigv7Jwd1c6AVqtFRbRVgEpyLgitPCkKUGPixxDpH+mw3RoBBRqNL01N4GMrQNn4QH209yMajA1sK9zGxOSJZ+iTuDmTSOl3/l7+clQ8QGJwoihA6TqnANVemlt9cz3HK48jIODj4UP/iP52xQwajY0crzyO0SymoqaFpBHid2pR6tIg2cPDo0NRQC0ZNGgQGzZsIDMz0+U0vNYGjc58aToTrVXXa6vqnjRQllL9Lr74Yjm9yBktxanTec9TpS2B4K677mLVqlV888033HbbbXz00Ud4e3u3GYFmi/T5qqqq7CKMnDF79mzCwsL4+9//zoYNG1i4cKGrHwGlUkm/fv3o168ff/nLXxgwYAC//fYbhYWFTtPD2qO5uRmNxnl14ZaYzWZZkOmMpFjGhrbRQ9L9+fHHH5OUlOR0v9hYcQz02muv8c9//tNu25IlS/jLX/7SZppdW+l5AG+88QaPPvookydPZsWKFW3eh5LIGhnp+Ht/LnALUN0IVVM1xfQnizR2JwbL6787IhoEKlBwdb+rW90/uSEQPtoB18+E6IOsOrmK8UvGs+GWDaf8A90Vqdq7Vxag/FvMGO0o3CH7CIxLdJ4zK0VAoRAguAA0vSgp6bkClFBsU00nJsZh+45CUYDyUHi0aTwcE23tVBzNKWu1XU9ApxVnIdVUo0pzvKaS/9Ow6GFE+DufKfT19aVK3YcV+rFIXkU93Sw7tvkYV7CCGoLwS7rIbtvqzNXyslTAoTWSkpIopgAaxOg0dwSUmDYgdZVNHh54hNj/pjQZm2QD8pExbXsHSSbkAPhpqKpyd2Vao7q6Gm+sg5ToNMcIhuzqbI5WiEa6LavfSYjGuLlAJbGxBrTaGKKcCFCXpFjT99fnrHcLUJ2Q6oZqfj7xMwBz+8/F39t6TyQEJXCw7GCnTcFrC5PZRI42BwFRPEgJSXGopOnr6Uvv0N5kVGVgFsxkV2fTR9nnvE60XnPNNWzYsIH//ve/raYytSQ0NJQ9e/Y4rM/Ozm51H2dm2eXl5VRVVXHhhc5TyiX69OnDiRMnqK+vP+0oqFMlIiICtVpNdXW1y5E0Z4K0tDQyMzNpampySIs6fPgwCoVCFiRc4bLLLiMhIYGPPvqImTNn8tNPPzFnzpx2zcclpNS+kydPtitAeXt7c+ONN/LWW2/h4+PDjTfe6PJ52uLn58ewYcPIycmhqKjolASorVu3djkPqNY4ceIEYJ9iKEW9uRLpdfPNNzN+vH0Qw4ABAwDkNNlt27Y57Ceta5lKC/Dyyy/z5JNPMn36dH788UenEXu2nDx5EqVS6TQy8lzgLnfWjTAeP0YMpYxnCxH9rSHHUvrdRUkXOS0bLhESYwBdAnyymTGqiQAcLDvIh3s+POvn3pk4uKWO8WziBr6kKsS+CoHk/wSOFfAkpAgoANS5AGSd6LkpIoryagQQg96dRD1sLxINyAdFDbLrCLckOSlZXs6sqD6zJ9nF0DWIg/cYiqFF+VVNg0ZOZWot/U7CHNuL/+r/Lr/u6ULJFPNXrOAqfvCeBi1mRyX/p37h/UhSO5/dkkhMTMSLArnCYGV9zxb2QBSgVvApfTnGrZ6fQ4sZ/EPlhzCYxQip9syr7SKg/DRodT270ENbVFdXE0UWV7OMifxBYKLjZJKUfgetC1AqlQo/v2+ACObNe1V8lDsRoCL9IxkUOQiAdTnrztjncHPm+PbItzSbxDRuKf1OQqqE11lT8NqiUFdIo1FMUYkLjCPAO8BpO39vf9JC0lCgQEAgU5NJg+H8VdK8/fbbGThwIG+88UarZdGLiop48skn5dfp6enU1tY6VMNqK41r7dq1Du1ffPFFAK6+uvXJaYAbb7yR+vp6p5FHHTEhPx2USiU33ngjhw4d4rPPPnPaRkpxOpNcffXV1NTU8M4779it37RpE+vXr2fSpEl26Xft4eHhwR133MH27dt5/PHHMRgMLpmPS0g+Ua5WqnvggQd47rnn+OCDD9r0jWpsbGT9+vVOt5WXl7NlyxY8PT3p3bu3y+dqi+QB5cq/NWvWnLYH1PHjx8nKyjqtY7T0cgIxyvCpp54CYNasWfL6efPm4evry/PPP++QXgfQ0NAgp9qmpqYyZcoUu38xlgn6lJQUxo0bx4YNG+xEZqPRyNtvv01wcDBXXHGF3bEXLFjAk08+ycyZM1m+fHm74hOIYtawYcNQtxhDnCvc04bdiModO5BiIVSWL+6u4l1yR6K19DuJyHQ/OAA0B3Jb4b/Jip9Nhb6CE1UnzuJZdz7yTirYwni2MJ57e2kBa9lqSYDqE9an1cgSOwEqOA+AjF1FzJjpWImsJ/BD5VM8ws30URxnn6f9I8doNspiyZi41g3IAdJie4GlT6z2PHhWzrWroDOIA79IjzJQDLDbti57nTwDPDWtbQEqql8Qimw1UrB5T08VC7J0GmoCArB11tI2atlWIM48tZd+B6IAZeIX0Ivh1pX1PVvYA8tMO+lk0JdoD63DdlcNyMGJANWY2HrjHo5Wq2UIP/I+P4orIood2vyU8RMgig+SeOSMyMgI8vLyrOa/AQHg6wuNjbIABWIa3qHyQ+ws2kltU22PS+Pv7Hx+UEy/iw+Kd4hQkwSo6sZq6prrWhVxOhvVDdVyinSAd0Cbk60Awb7BJKuTydHmYBJMnKg6Qd/wvufFs8zHx4dffvmFmTNncu2117Jo0SJmzJhBVFQUOp2Obdu2sXz5coYOHSrvM3/+fF5//XVmzZrFgw8+iEql4pdffqGmpqbV9xk2bBhTpkzhnnvuITExkd9//50ff/yR8ePHc/PNN7d5jg8++CC//PILb775Jvv27WPGjBkEBQVx4sQJfvvtNw4fPnymLkebvPjii2zdupW//OUvLF++nIsuugh/f3/y8/NZt24dfn5+DlXwTpfHH3+cZcuW8fjjj3PgwAHGjh1LVlYWixYtIjg4mLffdvQ2bY877riDF154gc8//5zevXt3KDJoxIgR9OrVi5UrV/LEE+0XekhNTeX5559vt11jYyOTJ0+mb9++zJgxg/T0dJRKJVlZWXzxxReUlZXx/PPPO4hYpaWlfPnll06P2a9fP9ls/XQ9oDZu3MjGjRvlZYDPP/+cDRs2AHDTTTfZpb7169ePpKQkcnNz7Y7z7rvvotVqAbEAgFKp5N///jcAarWa++67T247aNAgxo8fz6BBg4iJiaG4uJilS5dy7Ngxrr32WmbPtqYvx8XF8eGHH3LbbbeRnp7OLbfcQmpqKhqNhuPHj/PDDz+wfPlyl4zm3377bS6++GKmTZvGww8/THh4OF988QV79+5l8eLFBAdbs5zee+89nnnmGaKiorj66qv57rvv7I4VEBBgJ5QBZGRkkJmZycsvv9zuuZwt3AJUN6J2z15ZgAq3lCd1Nf0OIGlUFIO+PUgi+fiVV5I0MIkKfYXsH9VTqCy3Ksdp/f0RBFGAMplN8iC0Nf8nEDt1SoUSs2AmWf0HF+FFQL0a6HkClNlsps4YhR5/6pWOg5Aj5Udks+y2/J8A+ib0BTFYijG+3wPvn+nT7RIYjUZuEF7Fg3T8g+sA+xBlKf3O19OX8Ymt36cAKakJRDbWUWb2AKWpx0dAhVlMH/UtZoRWZ66WU29dEaDECoMF0CAO5hvNDTQYGpwWLegpVFRUoGUIALGBOofte4rFmb4gnyDSQtMctttiL0BVUW1wLXWhJ6LVarG7OmH2RQvK68vlipmz0me1aUgaESEKUFIVJhQKMQoqP99egEqdzMIdCzGajWzM28jlfS4/Q5/GTYfZtAm2bIH77oOAALI0WWwtECMnbhx0o0OKWkKQ1by5oKaAfhH9zunpngrNpmbyasTJPg+FBynqFJeMdcNUYRjMBgp1hRjMBk5qTtI3rC+eHud+aJSYmMiuXbtYsmQJ3377La+99ho1NTUEBgYycOBAXnzxRbvqZUlJSfz88888/fTTPPvsswQHBzNnzhxeeumlViMarrjiCgYMGMCCBQs4duwYarWa+++/nxdffLFNPyQALy8v1qxZw8KFC/nyyy957rnn8PLyIiUlhWuuaXty+0wSFBTE5s2bWbhwId988w1r1qxBqVQSExPD6NGj2xXSToXAwEA2b97Mv/71L3788Ue++eYbgoODueqqq/jnP//ZquF4W8TGxnLFFVfw448/8te//rVD+yoUCu6++24effRRsrKySEtr+/fSVQIDA/n0009Zu3Ytq1atYvHixej1esLCwhgxYgSLFi3iqquuctjvyJEj3HTTTU6OKAqXkgB1uqxfv97BN+mjjz6Sl8ePH9+q95Itr732Gnl5eXbrpMi+pKQkOwHq+uuv588//2T9+vXU1NTg7+/P4MGDWbJkCbfccovDc+bmm28mPT2d1157jU8++QSNRkNoaCipqak89thjLkd1DR8+nC1btvDMM8/w6quv0tzczKBBg1i2bJlDtOKuXbsAMfrvtttuczhWUlKSgwD1+eef4+Pj47T9OUNwc045fPiwAAiHDx8+48eepP5TSCFLuIlFQkFBgWA2m4XkhckCzyOM/2R8u/tv27xZaAZBAOHk1VcLs5fOFngeoe+7fc/4uXZmrvH+UABBUKETmpqahZKSEqG5uVnYV7JP4HkEnkdYvHdxm8dIeCNB4HmEm2aL13Pjo4+eo7PvXJSWlgoD2S6AIIzz3+Kw/YNdH8jX9Gj50TaPVaIrkdu+fJHP2TrlTk9xcbFwQvqeDh9ut832O3/pF5e2e6x3331XGMifAo9FCjyPcOeKO8/WaTuludn6/TrfaLV1wpvcJqxiurB66Ay7bdd9f53A8wiBCwKFRkNju8dqbm4WRpEkMOJD+Z4tqCk4W6feJfjPf14RPDAIIAiPD/zZYfvQD4YKPI9wyaeXtHsso8koKJ5XCDyPcN0lqcL3XiPOxil3eZqbm4W//e1vwkLL88IcFOTQxvYZvClvU5vHmz59ugBBQv/+84QDBywrR44UBBCEadPkdjWNNYLHPz0Enkd4ePXDZ/IjuekIRqMghIaKf5/XXxcEQRCe++M5+e99pPyIwy4bczfK21efXH2uz1jIysoSsrKyXG5vNpuF4xXHhV1Fu4RdRbuEKn1Vh97PbDYL+dp8ef+j5UcFo8no0r4mk0lobm4WTCZTh97TjRtBEIT/+7//E7y9vYXy8vIO71tXVyfExsYK99xzz1k4s/OP+7t19tDpdEJ4eLjw2GOPudTelWfyqWgbbg+obkRubSw5pJJLFLGxsewp2UOuNhdoP/0OICk1VcpwQsjJIT5INJkrqCk47YoQXYkqgxhHFu1ZbGdTsjl/s7zcmv+ThOQRk6sWXze1CAHtKRQXF1NFHADRQY5lhqUKeME+waSHtx0hFu5vncev82iCTlqi9WxTWlKCVEtQiLWvKphVnSV/59vzfwJITk7GnzyxWhtQ2dBzI6CO7C/jYRZzGb+y0Wz1wTGYDKw6uQqAGb1nuJSi4eXlBdFmUvTWdIieHl2Wn6vHZAm6Toix9wxpMDRwuFxM4Wgv/Q7AQ+khF8YI8cvmQuPeM3y23QetVssRbuUnriQnaKjD9u+OilHSsYGxjE0Y67DdFrH60mqOHv2GBx+0rJR8oGwioIJ8ghgVJ5qkun2gziO5uSBVnTp2DEEQ+OLgFwCMiBlB/whH89mEYGsEVFfwgSqrL6O2WexbhKvC7aMjXUChUBAfFC/vV2+oF43Me1Cf1825p6ioiB9++IE5c+Y4VO1zBX9/f/7zn//w8ccfO0TzuHHTFgsXLkShULRZSfJc4BaguglmMxSaxI6D2rsIpVIpp98B7abfAURFRZFnUVx8SkrkUOx6Qz01Ta3nlXcnjAYDFYLogRDlX2G3TfJ/CleF0yes7ZBbyQdKEqCEoqIzep5dhaLcAsotFZhiIgwO27cXijl1o+JGtVl2HcBT6Ylfkxgmvl3Vm6pj5W22765UZmcjWbV7Jdp736zJXCMvuyJAJSUl4UGeXK2tQtdzqwtm7bR+R6MTrPfixryN8vPvyj5Xunw839QEPtb/TX7d0ysMVmVbvfTiE+y/6wfLDspl0V0RoMCahqfxgwhBoFGvP0Nn2r2oqqrjIz5hFj/xhfkGu23l9eX8kSv6pcztN7fdZ7A4UBKro8kVop0IUCD6QIH4t62ot/8tdXOOOH7culxYyNaCrWRXi1XSbh7iPFUpLjAOBWI/sEDXuSvh1TfXU6QTn9s+Hj526YMdQaFQkKxOJsgnCBA9/yQzczduziQ7duzgs88+Y86cOZjNZjtj+Y5y880309TU5FLamRs3Ev/4xz8oLy8nKCjovJ6HW4DqJhQfq6EZcWZeHaKxq343NmGsHM3UFkqlkkxVKmuZwsrKmXb79BQfqNJDh8hHfJhHh9fbbZMioMYljGvXXyA5OBmAokD4QjmPNScnnvFz7Qrk7Sm0Rj0k2vsqaBu1HKs8BsCY+LYNyCW8m8UH5lrVcA5u1J65E+1C7F5bx90s4gX+TlOM1YBcEAQ+2ivmw8cGxjIoqnUzYYmkpCRMNhFQZZqeKeoB5B+2VlaM62OtxigZNHsoPLis92UuHy8uKQmTTWGlnh4BpSu0RhTEptpXaNlTYq30MiLGNb8IWwHKC6g80bOKZbiKrS4UHdJkt+3HYz9iFsRotGsGtB8lbS9ACQgC9gKUTdTIpBSrN92m/E2ndvJuTg9bAaqoiM8PiObjHgoPrh14rdNdvDy8iA0UI2s7cwSUyWwiuzobAQEFClJDUh38rDqCUqGUDdhB7J+4cXOmef/997n11lspKytjyZIlp13pzY2bropbgOomZG4ukZfDE43sK90nz3TN7TfX5eP87n07l7KWe40fEWJj7FpQ07lnws4UOZsOUYMagHibSYX8mnxZhGvP2BmsKXhmJdwc9BLvVv2DnhjRXXzEOqhP7R9st21X0S55eXRc2wbkEgEKS7l1VSX5xxxT+noCGQe9+YC7eZYX8EmxRuL9kfsHB8oOAHDPyHvajWYA0XTS7FcOeksEVA+ugleSbR2cpw4TB9WCILAiYwUAFyddLKd9uUJSUhK2QTk9vcKgvsoqOtkKfGCtgKf2VZMakurS8SQBaruqFyPYzQ9f9sznQXtUVlqF/+gI+7TljqTfAYSHhyMJUI2NCiorgagocaPBADYVuPqG95WXy+p6bmTlecVGgGosLeTbo98CYipxpH9kq7tJaXidWYAq0BXQZBKf2bGBsfh7+7ezR/v4evri6yk+p9wClJuzwaefforZbCYnJ6dV4243bnoCbgGqm3B4s7W0cvyQQL4/+r38em5/1wWo4CjrIEw46S0v95QIqJM7SuXlXoOt4YlbC7fKy+35P4E1BQ8AdR5NqGijOm63pTLXKC8ntRCgJP8nQPYLaY9Qf8sxVBVkH69vu3E3papUnOX1xEDicGvKwZvb3wTAz9OP+SPnu3w8VXwDKXqxKlmtUNNjvS8qSsWfQy+aSRvTCxDTh6TqSlelO1Z/aYvExERyG6ylwCvqe3YEVEOtWAVTiYno/vY+LZIANTJ2pEvVq8AqQOn8TOxlBFlH3SkzztBqrcJftE1l+o6m34EUAWXtCxQUYI2AAgcfKAldk2PVQzfnABsBamVEtSyq3Dy47UphUiRQZ03Bq22qlSNKA70DiQ6IbrVtR60i1b5qQLSeMJgcbQPcuHHjxs3p4xagugkZh8SpdiUmek1Kk2c2x8SPsTOVbI+INOtsae1BRZfxAjhTBJQdZCEP8jBvMP4Kazi2VLbYx8OH4THD2z1OUrBN+JQ6F4DiYudtuzM15db7KW6gffSIJEClhaQR4e+aCWNEiGW2XVVJbr657cbdFK1WjAKLoQRlvJgqkVGZwcoTKwHR2yNc5XpZ+rB+ftytF2fGjQpTjx0sVlWLM+ixFBOQIn5/pegngCvTXfd/AjEC6jfTtdAoDsSLqnq2ADXE8BlfcgNv8SCecVHyer1Bz5GKIwCMjHHN/wkgzE+M2sNPNFkuLza20brn0qBTycvR8dbncUfT78A+BQ8sPlCtCFAqL5UsavXUZ8p5x0aA+nyI+H+wTzBXpF/R5m6JQRYBqhMWoBEEQe6PSt5NDqK10Qg6HY0FFRzab6JsfwlCxgmX1ChJgAJ3FJQbN27cnK3fALcA1U3IKxKjlWIpwJSsJFOTCXQs/Q4gYYRVCMjZX0tUgDhQ6CkRUOHlB3mQt/kXjzL8EmuFMSkCalTcKJeqYNl6CUgCVOaxnhcCNdr0PzZyEV9xLVEDrfeWIAiyAfnoeNfS7wDiQi2+ZKpKCip9227cTdE2iEJeDMUQKEaVvLXjLXn7Q2Me6tDxElNTUdh4FfXUVLGqejUA4ZSg8BQH6pL/06DIQaSEpHToeImJiRgokA3eC0t6ZiECAL1eTx/jIW7ga+7y/BCCrdGQB0oPyELIiFjX/J/AGgGFbw0ojVRVera9Qw9EEAQEfaD8OirZT17uaPodOApQbUVAKRQKOQrKLUCdByorxX9AhQp+FYM6mTdgnpxm1hrSpGWTqYkK/bk1kFcoFJjNrU8uVeor0RvECdeYgBh88BBTP0tKICsLDh6E/fsRTpwgt8wXo+BBgTEafa0RU1U1bRwaAH8vfzyV4rPELUC5ceOmp2M2m12OTO8I3VqA+uGHHxgzZgz+/v6EhIRw5ZVXcvjw4VM61v79+/Hy8kKhUPDll1+e4TM9fQp1YsRDBNnsqLOmNnUk/Q6g97g0vGgGICfLKFcV6SkRUL6WDnS5jw9YvnC6Jh2Hyg8BrqXfAfh4+shGngSLKTwndvYMEc+WqNocLmIzl/utwMPHOkDM0ebIIfRj4lwzIAdIirBElnk2U9TcvhDYHdE2iwO+cA8xXbRKX8Wn+z8F4LLel9l5r7hCUlISBhuvop5qlq1pFgXSMA/RT69QVyibY3c0+glEAaqeAtngvbS65xq8V1RUIMU8NQYFyc9WsKbfgesV8AD7cuu+WrS1qtYb91Dq6urwFMTnhZpqfKPVwKml34HkAVUGiKlJbQlQYE3Dq212+3OdczIy5MWlA8Fo8edurfqdLbYTaOfaB8rHxweDwUBzc7PDNqPZSFGtKOR740FUbiXs3w8nT0JREVRXg2W/CiKoQxRfg6mhmFj254dS286tqFAo5CgoXZMOk7mDOXxu3Lhx000wGo0YjUa8vLzO+LG7rQC1ePFi5syZQ319PS+//DLPPPMMBw4cYOzYsRw6dKhDxzIajdx+++34+nbeiIt3hPl8wzym+LzDjxk/AnBB7AWyGbarJKcmE22Z4Swq95Ur4fWUCCi1xaip2maGfk/5HgTEEERXDMgl5DQ8SwRUXg+LgDKZTKgtLsz1Lcp9StFP0LEIqJQoaxRKiVfPjHjQCDEAhPmKkUof7vmQBqMYwvTImEc6fLykpCTy9NbrWqXvmRFQ4UI5EZQT4i3O+P+c8bO8raP+TwBBQUE0+VfLBu+VPTSyDEQBSnJpMYSF2W3bXSIKUGF+Yfapy+1gJ0D5VVHdqD7Ns+x+VFVVobRc+WhKIVwUQ08l/Q5ArVbj6akERBGguhr5mICDABXoLQoA7gio84CT9LsURahLk2jnU4CSSoOXlJQ4iFDFtcUYzWKqbXy1CY+mFiKVtzeo1TRHJ1CoTJRXJYXVoSMIASXVmvZT9yUBSkBw37tu3LjpkQiCQLnlNz2oxRjuTNAtR3DV1dU88sgjxMfHs2XLFvnCzZs3j/79+/Pggw+yfv16l4/32muvcfLkSZ544gn+8Y9/nK3TPnW0WsYZdgO7OdI/jhNVYufwmv6udywlEhISCGErBaRRWhfKWCkCyuIFcDbC8DoLgiDwUdOzeOJFuG8+UjLIztKdcpsLEy50+XjJ6mS2FW5Doc5GAErye5ahZXl5OTGW5eZwe0+iHYVilJ6Phw9Do4e6fEzbyj21qmbq6wT8A6z3ZHe/R8vLG9FbZnXDA3U0m5p5d+e7AAyOGmxX+txVkpOT2aWfC7wqvoeutO0duilrFeMJFcysS0gH5rPihOj/FBMQ06HUMFu8knxQ6EMRAJ1Ze8bOtauRn1/Jq6zha4q52mcPUjyZyWziz9w/ATH9riPfXdkDCsBPg1aTfOZOuJtQXV1NADV4U0g8hRAuRuWeSvodiNEhUVFRFBWN4/rrp/Phh4sBbwgJEdWoViKg3IP484BFgDoW7cnuOFG0uUnfy6XvmBT5Due+ArK/vz+hoaFoNBqysrLkzAOzYKamSZzE88KD6gYTWgBfX/DyAg8PUCoRBKirqsdszgHAxwcKmw14cgID3mg0AiazgrYugyAIKBoVCAgU6gqp9q5utZ3U5+jO/Q43bs417u/W+UUQBEwmEyaTCZVKRWBgYPs7dZBuKUD99NNP6HQ6HnnkETvVLjExkblz5/LZZ59RUFBAQkL75twnTpzgn//8J6+88spZ+QOcETIz5cVdQ61hch1NvwMx/DnIowhMUGyIkSOg6g311DTV2Bk0djc0+fl8ze2UE8Xl5jU8YVm/q3QXAP0j+tvPureDNJsvBBWD0kh5+ZkPYezMFBcXcxu7CEPH5cIuHrWsFwSBzQWbARgWMwxvD+/WD9ICW3PtONU+NJmpGFO8KCkpoaSkhIqKCgIDA5k6dSqent3v8XboYBUQB0B4eDPfHP6GkjoxZezhMQ+f0g91UlISSpvonJyTOXBqekuXRWhsJNRiDmKMCKe2qZb1OeIkxZXpV7qcotSSiLQUAhq8qQXqPXtWBKQtJ0/q2c7VbAdGq6z5nj9l/CRXGZzZe2aHjmkfAaWhWrgAsxmU3Tauu+NoNBpmcAfvgRjDG156yul3EqmpqRQVbSIvz5riRWSkW4DqbFgEqC8mBAPi8/2m/JA2drASrgrH19OXRmPjOY+AUigUREZG4u/vj06no6mpCbPZzOb8zZTVl6FAwdT6KBS5pWJ405VX2n3pCwth2zZxOSkJRo8GzB5U/rGfXabhgIKJE+0zR52dw9GKoxTVFuHj4cMV6Vc4/Z4IgkBzczPe3t7uQbIbN2cQ93fr/KJQKPDy8iIkJISQkJCz8jfofiM0YMcOMbpi7FjHmb2xY8fy2WefsWvXrnYFKEEQuP322xkyZAj33nsvn3/++Vk539NFf/AgkvvF/jhxkDMiZkSHTXMlAlWVhNRqiKaMOG+rcXRBTUG3FqDyNu+hnKsBiIsXZwwNJgN7y/cCMD7B9fQ7ECOgAPAwkhy4mVBjz/KAyTlRzEHEajuj/KwziKtOrmJviXhNJyZN7NAxbQWoBaq7yPpDT8kx+xLMWq2WkpISlwTmrkZtUTa38ytFxJGS2swr298AIMo/iusGXndKxwwJCUFh1IBZCUozufk9r1xj7YkTSFMVQmwsa7LW0GwS0ztOxf9JIjExkYBDDdQCRi89TcYml4oYdDdys5vk5cQkqxD/2tbXAAjxDeHWYbd26JgtBSgTnlRVQYRrBTV7BBqNBumJqQAIDeXHA5+cUvqdRFpaGps2bSIrK8u6MjJS9Bxye0B1HjIyaPSEz9PqAbiwAHpla13aVaFQkBCUwEnNSfJ151aAkt4/ICCAgIAAQEwZvW3TbQDcM+Juht/7Cmg0MG8ePGJNO9do4MILxdswLAyOHbM+D4L2vsWlS2djxoMH7jbw1qK2JwT/rPmTp/58CoARA0ZwcdLFDm0MBgNVVVWEhYWdFY8UN256Ku7vVvenWwpQhYWiX1F8fLzDNmmd1KYtFi1axI4dO9izZw/KU5hWLS8vp6LCvoJIpiVayWAwYDCcmZSsdz715mc2ERaxkRLPZwC4uu/Vp3z8qX2XsmrXwwBsqFksr8+tzqVvaMcMjrsSxzbmystJfXwxGAzsKd4j++uMjhvd6jU1Go0cOnSIpqYmfHx8RNVeZ1WMPw++BIUiCb1+Jp6enj1C0c/aaa36FZ/kKRqLmpp5eI14bwX7BHP/yPvbvU8FQUCj0VBaWkpmoTXar1IFCYWFmC1TmSqVisbGRsxmMyUlJURHR7d2yC6Lv2Y3HyN2uL8ceRv7S/cDcNeIu1AKylP+zvtEN4vV2vwrKKgstztOc3MzmZmZ1NbWMmjQIFSqM2f2bDQaMZlMGI3GM3bMU+HoxkwCGEAcRShi4/jxmOij5+/lz0XxF53ydY2LiyNgxwn5damu1FqcANDpdJw4cYLExEQi25qS7+KUZ1rLLCakic/WbYXb2FYohircOfxOfBQ+HbrOgZ7WiOTpfl9yFZswNb+GweDXxl49i8rKSlmAMgcFYQK+PfItALEBsVwQfUGH7+3k5GQASktLycurISJChW94OEpAKC3FaHO8AC9RQNA16s5Yf8eNCzQ14Zmdzetjoci7EYDb94JQUWT392kLWYDS5p/Xv12jsZFHfxPjp0N8Q3jWfyZo3gfAOHUqgs25ffqpkvJy0W399deNqNUC0mb1vElMWPonfzCJH79t5tWFtJmGNy1lGkqFErNgZvmx5VwY62i/0Fl+v9y46W64v1tdi1P5jeiWApTeYnzs4+M40ywZiUttWiM/P5+nnnqKxx57jEGDBp3SeSxatIh//vOfTrfV1NRQVXVmTGn3Z6jYwnh8BlhNcydFTTrl45sS4kDMOkOdZ41cOV58nAvUF5zWuXZmsg9o5eX4QUFUVVWx7sQ6ed2AgAGtXtPs7GwybKrOAFQarNXEctUwqsrIN998g1KpxNvbm7S0NBITE+mu5B/SyMsxKV5UVVXxwcEPOKk5CcDDwx9G2aikqrH1+9RsNrN9+3ZqLObwgiCgFJSYFWYqVRCk0+GXlkZ4eDj+/v7s2LGD6upq8vPzu+W11R49Ki9/4r0HGsHXw5e5yXNP63nim6wQzbL9Kyit11BVVUVTUxO5ubnk5+fLnQCDwUC/fv1O+3NIGI1GamtrEQThvKZMfvptAB8iVkj9Rv0fVp38FIAJ8ROor6mnnvpTOm5oaCi+DY3y66ySbHws1RsrKyvZt28fRqOR3NxcJk6c2G2F6apCq/FvcIyZqqoqXtr4EgDeSm+uS72uw/evyWxCgejTcoHqN+4CDhy9hiptLGVlZVRWVuLn58fw4cPx8PA4kx+ny5CTU04kQyilFHWIP5mFGWzI2wDAjOQZVGuce9u0hSiUTgF+IDk5kF9/reTioCBUgFBebvd39DSL3+mapjPX33HTPh4ZGTT5m1hwkfh6gDGMWw5UgaKEqvJy0S+pHSJ9REE8T5t3Xv92C/cuJEcr+jn9beTfUK36Q96mGTkSs825XXcdqFS+rF/vw6WX1mB32sOGMdv7Hf5onkRBlT/r11cydGjrg1slSkZGjWRn6U6WH1vO40Med3g+d5bfLzduuhvu71bXQhqjdYRu+VeVZuibmpoctjU2Ntq1aY358+cTFRXFs88+e8rncc8993DNNfYh7pmZmcyaNYvg4GDCWlQDOlVytRar5/6isejQqKGMSD11E5fgIUPghx8AiCnUyZ18rVl7xs65M1JVaq1yOObygYSFeXKg+gAgpjgNSx7W6gDx0KFDeHt7o1Qq8fDwwGAwEOMZI2/PVcOUvDq8vUW/I7PZTE5ODgMHDuy24aW1pdZObvqIGEy+Jt7c+yYAfUL78NjFj7Xr/1RYWEhDQ4N83YKDgwkoCkBn1pGlCkCvCWPMCOu9npSURH19PU1NTfj7+3fqypWngqclxeVEGGxoPAjADYNuID0+/bSO22tAAn/oqzAB1eY6cnNzycnJwWw2y4IpQENDwxl9BhiNRhQKBaGhoee1k6GpEL+Daqqp7qdEe1wLwJyBc07r8/bv359++ruQ6q6ajTrCwsLIycnh0KFD8rU1m834+fnh7+9/mp+kc6LXipEw/tQROyiJkwoNq3NXA3D9oOvpn9j/lI6r9lVT3ViNxhL0dHLTJprSrd8Fg8FAU1NTt0zHdYXCwnAWsp+ngVW+D5JTvlFOv7tx2I2ndG8PGTIEWAyWYgi1tWp8LNdXWV1NWFCQaAoNRAaLIka9oR51iBoPZc8UAs81irIybp4KesvP61vq6/A0vwuYCDMa2zZAspAWkQYZUK4vJ1Ad2CGvxjNFoa6Qd/a/A8DAiIE8OP5BfJ6eCIAwaBAhAwY47HP77eI/cLy3r7pUzwMrxeU/fg9k8uS2Mxtm95/NztKd5OhyKBfK6R9u/5zqLL9fbtx0N9zfra5FsE3leFfpln9V2zS7lrP1baXnSfz444+sXr2aDz/80C5VTypHWFZWRmZmJrGxsW0KWZGRka2mVXh5eZ0Z4cFkIrO5F4QfoylSnCWaN2DeaR07esgQKvGnnEQqt1USPTWakroSiuuLu61YAlClETvUHhhJ7e2Hh4fA9qLtAIxLGCcPwltiNBrRaDQolUp69erFBRdcgNlsprm5mSfeeYIKfQWH1QEc0Q0iJWU4SmWNPLgvKiqid+/e5+wznkt0ldbrlTQsksc2/Us2o31z+pv4+7Y/2M7Pz0epVOLp6clll12Gv78/ERkR6Op0fKuaQtna2WywuSdjY2M5bjFf1Wq13W7gue1of2oI4efRqxEoA+CRsY+c9vcyNTUV373HqQd0HrXk5IjPEqVSSUREBJ6enpSUlKDT6VAoFGe0Q+Dh4YGnp+d5fbaUa0ShMpYidinFlDmlQslVfa86rfNKTU1FaxNsW12SyVGOctQSyWab2q3T6VCr1af8Xp2Z+nrRCyiOIrzi43h395sIoi02j497vMPX2GAwUFxcjEqhohqrAKWsqEDZr588USAIAhUVFaSmpp65D9OFqKiwCj6xkWZezxAnlmIDY7k45eJTMtdPT08HrJXRSks98YixTrZ41dSA5XWIn9X0ukloItir451UNx1n04nf+Z8lcP+a3rOYrJoMiNVSvcrLRXfudpA8RAUEyhvKT9lT9HR4ZsMz6A3iA/Sdy97Br04Pu8TwfMWMGfJzQxDaTqeTSLx5EqNW7mAPI6g+XIqXV9vX4er+V/PUetEHalXWKobEDnFo0xl+v9y46Y64v1tdh1P5G3XLejGjRo0CYJtUCsMGad0FF7SeSpaXJ1blmT9/Pr1795b/PfGEWBftscceo3fv3mzcuPFMn3qHqdidRyUR0P97ed2pVL9rbGykqKiIAwcOUKfXk04uAzjKezsvIVghdhoLde37ZnVlqhpEt8pIRQmennCk4gil9WJJ+rHxrZeqrqiowGypoCX5DimVSnx9feVO27fq0UwVNlGSFc7o0aNl4TIzMxNBEM7aZzqf1NaKgl4gOrICivlo70cAzOg1g8t6X9bu/nq9nuJi0RA7KSlJjg6JCowSG6gqKa2zr+oTHh4uD+rLysrOyOfoTCwvuI5b/d5g+VAtIF7L/hGnFj0iodFo8Pf3J7BJTA1r8hUNg2NiYpg8eTJTpkyhV69egDig746pNBW14jMujELWFYnV78YnjidMdXrRXjExMWibrD+zR/ZulcUnb29vJk2aJN+vlZWVTo/RHahrFJ2I4iiiIsiTJfuXAHB578s7dP8WFxezYcMGfvjhB7Zu3YqPWbxnd/ulcA/vse3AYEaPHs3s2bPlZ3FpaWm3fca2R1WVVSj2jG+Uq9/N6TfnlCs7hoaGEhjYBIgm/QUF2EfU2BiRKw3W93AbkZ8bTGYTD+jF/qCfAV69bCHYTrgWFTnfsQWJwdYU9nNdCQ9gc/5m/nf4fwBc0/8aJiZPhLVrRbUJYMYMQNSjRo6E3btdOOiMGSz2vodyIvlvzPPtNu8T1oe+4aLv6YoTK07hU7hx48aNG2d0ywioWbNm8eCDD/LRRx/x0EMPERQkzr7m5+fz3XffMXHiRDkyQq/Xk5+fT3BwMDGWWbuZM2c6jZDasGED7733Hg888AAXXXQRw4YNO3cfqhWO/l4EpMIAMf1uSNQQeoe1HVFjNpuprq6mqqqKyspKKisrqa+3epwYDAaiPYvQGMMpqw8nUBCFhFxN7tn6GJ2CSqNY3j7KpwSTOZa7f7lb3jY5ZXKr+5WWlsrLUVFRdtuS1cnsLNoJwaKombm3FMVNEaSlpXHo0CG0Wi0ajaZbpjbWWgadUYpiHvz9MQQEPJWevDHtDZf2l6JwQKy8JBGjjoESQFVJicH+ent4eBAWFkZFRUW3FKA0zZEw7r+YvcX04ofHPHzKx6qtrWXPnj2UlJQAEGwUKAVMKg2XTplCmE05sfBwa/XBiooKh/u8q1PeJH4+ZeQucmtyAbgq/arTPq5SqUShjgVE8T6zsJz0FAgICGDixIkEBgaiVqvRaDTdWoCqNYn3S4yihPePbaLRKKbCPzb2MZeP0djYyKZNm2SxHyDQKxCaIM8viPe5h6n5v8vRTtHR0ZSUlKDX66mtrZX7AT0JrVYMDVNiYmNinpx+N2/AvFM+pkKhoFevVPbtKwRSRQFqpqMA1dTURO6JXHm1FP3q5uzy8d6P2e8jens9UZRMkjoJ4myit10owAOQEGyNHj7XApTJbOL+X+8HwNfTl1envipuWC2m7RIQAGPHYjCI6XaHDsHFF0N+Ptj8VDkSEMDAGQnw015YsQIMBjldtDWuSr+K45XH2VG4g9K6UqIDul9xEzdu3Lg513RLASokJIRXX32Vu+66i3HjxjF//nyampp45513UCgULFy4UG67c+dOLrnkEm655RY+/fRTAHr16iXP+NtSV1cHiNFTc+d2PMrobLBvUwWEZUCU6DJyTf+2yypnZWWxZ88eTCZTq23Cw8MJ8igC4xBKDNGkeIrlrgtqCsjIyKBPnz7dzixXr9Mxm5WkUExAVD1v79jC5vzNANw24DYGRDh6DUhIAlRoaKhDml5SsCXEW50HCjN5x0WjtrS0NA4fPowgCGRmZnY7AcpoNKIzix01z0HfsjFPjBa8f9T98oxiWwiCIJf5Dg4OJjTUWnI9QmURRlSV6IRganUCgUHW+zEqKoqKigp0Oh2NjY3dxgfKaASNMhhGWTwxIgcyJXXKKR7LyIYNG+Rnmr+/P73Mu8gABA8T3notYBWgfH19CQgIoK6uzqGyZ1fHYIAqszhq0fbbIq+/Mv3KM3J8da9+0FwN3vXsrQrlLxERXHTRRXKRjPDwcDQaDdXV1bLnVneisbGR6bxNGMn0CdzPC7vEYhkjYkYwIWmCy8fJz8+Xxafk5GSSkpJYsXUFB44cAD9RvKvWWdN6Y2Ji2LdvHwAlJSU9UoBqqBUjbSOoYJkqGwQx/W5sQusRva6QlpbGvn0FyAKUkwgorVaLD9ZCMG4B6uxT3VDNM+vFSshJWvib31RxQ2SkaDxuMrkcAZUQZBWgCnQFbbQ88yzet1iu8PrkuCdFEc1stgpQkyeDtzevvCiKTwBPPNGO+CQxZw789BNoNPDnnzCl7d/QK9Ov5OUtLyMg8HPGz/x1xF9P/YO5cePGjRugm6bggZg+991336FSqfjb3/7GCy+8wKBBg9iyZYvFRLN7cPiIAAOXyq/bS787fPiwnfjk4+NDbGwsgwcPZtKkScydO5fLLrsMbw9xlqxASGRwtGjq2iQ0sXHXRrZs2dLtSiqX7N7NU7zCN1zL1KkreXr90wCkqlN5ZvQzre7X2NiIVqsFrOl3tiSrk8UFDwMElFCSL157Pz8/YmPFcux5eXk0NzefuQ/TCSgrK2M+/+FFz4com/o6AOGqcJ6d4Jqpf3l5uRyVl5aWZid4RvhLAlQVKEwUHKuz29fWd63cJh2kq1NSIiAMWAZBYlriw2MePmUh+MCBA7L4lJyczJw5cygttQ4QK7MOOewTYYmIqqqq6lYpTaWlIFh+Cov7isbu/SP60yvUcRKio1RUVDBo6BA89GKKX61HI5dccoldhVZJfJYiU7sbFRUV3MYbvMMDNF64ggq9KGA+NvaxDt2/ubm5gFhAZMyYMcTGxhKuEkecZj8tANWNarl9UFAQfn5iBJBtlGpPwtgg3nfhqqP8IWQDp5d+JyFGpIqiRGGh4FSAqq2txc/DT17tFqDOPs9teI6qBjFF+rXfwK/vQHGDhwdY+huuClD+3v6E+YnPpnMZAWUroiUGJ/L4uMfFDQcOgBTVPH06x4/Dv/4lvuzfH5580sU3uOIK8PSknAg+/ndpuwFho+NGE+kv3t8/ZfzUwU/jxo0bN26c0W0FKIC5c+eyY8cO9Ho9Wq2Wn3/+mcGDB9u1mThxIoIgyNFPbfGXv/wFQRC48cYbz9IZd5yM6kAY9R4AA8MGkh7eejUsvV6PXi8aOqalpTFz5kxmz57NhAkTGDBgAFFRUbKRWFCI6NfQgIreCms6osaooaCggNWrV3erwZLGMlNuUsB/EvbQaGxEgYKPZ36Myqt1o3nbNC9nApQcAQWgzqPCxphbirIzmUzy4Kq7UFxczHWswDz2LaoDxYHHvy/5N2pftUv7S9FPSqWS5ORku23SoBOFAH7VFB6w9yTqrj5QJzLqYIxYRTCgUcX1g64/peOUl5dz4oRotB0eHs6YMWMICAhA6WeNMqvKP+6wnyRAGQyGUyq52lkpyhbTwQgooSJGTEe8ss/pRz/l5eWxfv16VCoVPg1iFbg6rwY8WpRAt41+7I5peBUVFUQBZgV8MFj8XUkMTuyQV2FdXZ3sPZaUlCQLV6GWe9boVw8KE1qj9R5WKBTyM7m8vNwuda8nIAgCxmbx3hL6LcdsMX0/nfQ7CVGAEkfuRUVgClSDVJjARoBSKa2/nbVNbg+os8mhskMs2rUIgEtyYM5RoK9NtHGcaDHgagoeWNPwzmUE1PMbnqdSLz4HX5v6mrX/JUU/AUybxt13Q3OzaD7+8cdgo+m3jVrNyTE3EUMJf/3zRr7/tu3ngofSgyv6XAHA79m/U9dc12Z7N27cuHHTPt1agOr2mEwMH3Av+Iszyk9NeKrN5rbRIKmpqQQGBrY6Ax2SYP1R9sizzmIKgWIntq6ujrVr15KVldUtoiHqLMbAr4+Fg4I42/fQmIcYnzi+zf2kmXUPDw87nxwJOQIKQJ1LVV2g/DImJqbbmpGXFhZiCIT/WC7f4KjB3DH8Dpf2bW5upqBA7PDGx8fbRYuAjQAFoKok/5j9wMb2b9GdBKiVO5dD7F4AplaOxNez46mFRqOR7dvFyo4eHh6MHj1afgb4hlpTLnYdcUyza+kD1V0oO64VF9J/ltdd1ffU/Z8EQeDIkSNs3boVs9lsEaBE4bnex3HwEhAQIN/j3dHgvby8nGjg5z6Q7W/1LvNUuu4AIBUGAewE6VAb0RRfLdVCOLbZ5ZKvo9Fo7JbiXlvU19djRPTeqh6wDjgz6XdgHwFlNCooq1CC5Bln6WfodDr8lNa+Q1V997u3OwuCIPDg6gcxCSY8UPLWr6AA5wKUixFQYDUiP1cRUEfKj/DeLnFCdWLyRHuRWhKg0tMp9Ephwwbx5d13w4UXdux9et10IUmIz5QfP29fGJX8AJtMTazNWtuxN3Pjxo0bNw64BagujOHkcX4amwlAaK1nuzOb0qDRw8PDzlPHGdH9A+Tl+qPWgUJIUogcRWYymdi5cyfbt2/HaDSe0mfoLBzd78WTETfyzCXiV6JPWB9enPRim/sIgiALUJGRkQ6RDYDoXSARnEdVkzXaQTRzFaOgampqutXgU5uRwdNTQG8J+Hpr+lt4KB2vjzNyc3PlaAVb83GJlgJU1lHHQb1kkl1bW0tDQ0MHz75zsrL6v+KC0YfrAi8+pWPs379fTm0cMmSInS9OVKz1Wi8/6hj1FxQUJHucdafB/BX9T9KAL5ekPwRAlH8Uo+JGndKxzGYzu3bt4uBBMZXPy8uLPn364FUvinwGPx2GBvtnpUKhkKOgutMzQGLTHwJv8S8eHStGIwX7BHP7sNtd3l8QBDlCNDg4GLVaLW+zE6BUVZjxwPbWtDXLl8z2ewpVVRoMRICqgtLkY8CZSb8D6bn8EzCBF174H1FRgHStbSKgfJVWkbxc233SoTsbPxz7Qa5weHfDQAaVAyqVffU7abmoyFpJrh0kH6hzIUAZTAbu+uUuTIIJpULJW9Pfsk6Q1tTA1q3i8owZ2Ba4vu66jr+XYtZVXM2PAGw6EEh781STUyfj5ymKqe40PDdu3Lg5fdwCVBdm6Zb/kqcWly+u7t/ujLIUARUWFtau0W2vUdZ0sur9nijE+TQKdYUMGDCASZMmyebOubm5rFmzpkun5ezM683Ls45j9DSjVCj5bNZn+Hn5tblPXV2dnNLYWlWwAO8A2UcBdS4aU4TdDH1qaqrcycrMzDz9D9JJWL0/ly8tVmuX+40VSyi7iJR+p1KpnF7XlgJUYYGjH1l384E6WXWSTH/RIFtx4AaGDOnT4WOUlZVx8uRJQEyn69PH/hh94qzVM4ub62mJQqGQo6C6UwRU3YkTGL2b2JoqCpVX9LnilAbpRqORTZs22d2/U6dOpX///njoLV96VSXFex39iCQBqq6ujsbGxlP8JJ2T/dtUvBg/lawk8XPfPfJuAn0C29nLilarRacT03hbpuPaCVB+GgAKcq3Xz9fXVxasepoPVHW1hrsI5KV+vRCUouDQXpESV4mPj8fLqxzYiE63Dw8PrD5QlnTHuro6uwiocl3Xfw53RhoMDTz626MAhPmF8c9Dlv5GejrY9vOkCKj6elHQcQEpAkrXpKOm8ez2755e97Rc+OXeC+5lcJSNXcb69WIVDoDp02UByssLRow4hTeLjGT2ULHKroCSFT+1LcipvFRcmnYpACtPrMRo7toTrm7cuHFzvnELUF0Us2DmP/lfAxBVB5f0attPo6mpSe7ER9iUV2+NgYOi8aMWJSbqCprk0rOFtaJ/QFRUFDNmzJAH+jqdjrVr18qCTFdjx6DtELcbgMcufIwx8WPa3cd2QCOlejhDTsNT5+KJAY3Gus3Pz484S8cwPz+/W5iRmwUzv0b+Kr4w+vB0atupobZoNBrZ1L2l+biEXAUPeFN1Pf+K+7dDm7CwMDkirTuk4b214y3R8wrotf1yQgb069D+BoOh1dQ7ib7JfUEQ15UrnIsgkgBVX1/fbSLL9JmZrE2FJot+fyrV7xobG1m/fj3FxaJBvFqt5tJLLyU4OJiEhATQW77XvjXk7HMUQmzTG7tbFFRVqQIuFAsReCk8uX/0/R3a39YfLykpyW5bmMqmeqhFgMrcY+9xIz2bNRoNTU1NHXrvroxGoyESI2sHiL/7MQExjEsc12r7tirjtsTDw4OUlBTAOmFgK0DV19cjCAKeCk+8FKKvZFVd97qvOwuvbn2VvBoxnezfk/5N6GHL3yO9hR+oJECBy2l4kgAFZ9cH6odjP/DattcAGBo9lJenvGzf4FdLf8LXFy6+GA8PCA2FYcPAr+15wla58C/pRCNGRf7wafsG+VIaXlVDFVsLtp7am7px48aNG8AtQHVZfjnxC8eUYq5B722T6TeybcHENmLBNjqkNZKTk3iEMdQSyL9rHyEhSAzfLqixdkJ8fX2ZNGkSAwYMAMRBruTd05U4WHaQExctB8CnIpV/XvJPl/aTBCgfHx+Cg4NbbSel4fVW/44WFeFh9qaXvXuLkScmk4mcnJyOnn6n44sDX1AdZgnZ3/oIo0YOdXlfeTCDGB3mDNtBZ4OqAWWxY2fa1geqq0dAVTdUs2T/EgCmZcKJijmE9u/foWPs27dPFoeHDh1KYKBjBEpKcgqeDWLqXY13s9M0DVvxuruk4dVkFvOTxSrFR+nDlNS2y3K3RPLDk4SjqKgopkyZIldgU6lUKG1mzI8fL3Y4hm1KdHcToCqMGuj3AwA3xFxKbGCsy/sKgiD7P0VERODv72+33TYCaojfOm5jMd419pGktpMD3UGMdhWNRoOPCv5IFl/P7T+31ci+EydO8N1333H48GGXjy89n50JULW1Vl8dyYi8ur77FC3pLORp8/jP5v8AMCRqCH9Nvx7yLb+9tv5PYJ+O56IAJaXgwdlLwztZdZJbf7oVENNzv7/me/voc0Gw+j9NnAh+frz6KlRWwqpVp/6+yjmzmcVyANbt8G83KGxmn5lyJsCKjBWn/sZu3Lhx48YtQHVFBEGQOx00BpO7e4EsArWGJEDZptG0RXR0NNWeJ1DRgHdzM/HKEEBMwbNFoVAwaNAgebDV1Tr4zaZmbvnxZgQPI5g9GLDuEZfMnQVBkD9rdHR0m+XEk4OTASgINuMD1LQQmaKiouSBVVc3I69tquWpdZaIp9oYojbfimec8/TElphMJnmwaWvQ3hKVl0qujFOpAu9W0sG6iw/U+7vfR28QxaNHtkGVQoFHK9fGGSUlJfIgMTIyUhY8W5KUlISXXjTDblLVoStw7JGHhobK93p3ScObtup5PusjChljo8a2m3pri0aj4bfffqOuTvQhS05OZuLEiXI1UQm/AKuRfn6p4zPS29tb9uPqLsKeROnAZaAURfdHh9/XoX0rKirk727L6CewF6Bu83uDxdxBomm3XZvw8HA5GrIn+UBVVFST2Q/Mll5eW+l3UjGR7Oxsl48v+kB9wsGD33LrrYJVgNLrqbPpBwR4i36SNU01Pa4S4dnm8bWP02gUo1XfmfEOHpnWCRwHAco2AsrFSnh2EVA1Z35yUW/QM+fbOeiaxAikz2d/TlpoC9/HY8dAmticPl1erVCATQHRjhMfz+x00RvNYPbkl5Vt97si/CNkA/+fMn7qcv00vUGPWXB//1yhwdBARmVGl/sbu3HTlXALUF2QTfmb2FZoSYLfeS9hzUVtpoCBNQokJCQET8/2qw8plUrqbQaqCXpxnwJdgcNDWaFQyFFVFRUVXeqhvWDTAvaXHRBfbH6SdFN82ztY0Gg0GAyi95BU6rs1pBS8Ri8oC4CqQ4fsttuaket0ui49AP3P5v9QUmcZ5K19mViDTjRqcIGCggL5mrYW/SQh+UBVqsBb24Cz7BHbSL+uJoxKNBgaWLh9IQC9Kj2ZmgVVLtebFisK7ty5EwBPT0/GjBnTqlgaGxuLp97yk+BXRd5Ox2vm6elJSIgoRncHAUoQoCQiE1Ri+taVfVxPvysuLmbdunVyWle/fv0YM2aMU3+9KBvRf3rszw7bwZqGp9FoutQztC2q9FXoB4nRTwkn+zMw/aIO7S+l3ykUChITEx22q33V1vey6IaNNhXzQIyGlJ4FpaWl3ebatsfKlSl8MuASAKIbvVtNvzOZTLJ/Y319vcsFRUQBKhlB6MPhw0arAAU0WP4Gnp6eqP3U4jpTg2wD4Ob02ZC7ge+OfgfAtQOv5aKki+D4cWuDlgJUrE3koYsRUDGBMXgoRPH2TEdACYLA3b/czaFysT/0xLgnnKc/S9FPADNmnNFzmHhzImrEyLwfPnM9DS9Tk8mxymNn9FzOFoIg8M6Odwh9OZSkhUm8uuVVtI3a831anRJBEPjfof+R9nYafd/ry/U/XC9P/rlx4+bM4haguiBy9JPBF3Y8SKi6qM0IHKPRSHW1+CPrSvqdRMCFF2ICSokisEDstOsNeqc/XlK0SXNzs+zh09nZW7KXFzdZKt2VDoY/nyUhxbWvhK3/U3sClG0lvMxgD4r3Zzm0SU1NlQeuXdWMPLs6m9e3iV4v3oWD4dANRHq7nv4mRen4+PgQH9+2ECgJUEtVUwg31HJ0t2MnoTv4QC3Zv4QKvSj0TNoykAzSKfNvP4JRwjb1btiwYQ4pTLZ4eHjgZbRUKlRVkndA67SdlIZXXV3d5atf6nTQnL5GfCHAvGFtVxKVyM7OZuPGjfLnHzFiBEOHDm31OZwUaX0GVFY5jz6QjMgNBkO3Gai/ve198Bbvv0u2D4OAgHb2sGIymeSU7piYGHycCK+eSk9ZhNJYBCijk8G19IzW6/V26WHdmcySOoTkPwGYWxPbavqdVqu1E+VcvfdEAUr8++Tnm+0EKIPlbxAYGGgVoMwNXaZv0Nkxmo088OsDgBgR/MqUV8QNkgClUEDLSFc/P2vIkIsClKfSU06ZzdedWQHqo70f8fmBzwGYmDyRf09y9HIErP5PKSnQuzerV8PevVZP8tPBe94s5vEts/iReeq17ba/qu9V8vJPxzt/NbxmUzPzV87ngdUP0GRqolBXyN9+/xsJbybw0OqHyKnu+pYPZ4pjFceY8sUUrv/henkSdenhpYz/ZDx52rx29nbT0ymtK3WLlR3ELUB1MfaX7md1pmVGaN/tUB9JRErbxqqVlZVyB9MVA3KJfsNHkkgOMZSya4fV0LJlGh50vWiTJmMTtyy/BaPZiFJQwvJPweRN2hC1S/tLAlRgYGCrqWISsgk5cJH6K1793wUObXx9fe3MyLuiWe4z65+h2SSaLXv8+joISiJVWpf2ra2tlaP0kpOT263SKBmRN/uLM/cFBx39RZRKZZf2gTKajby69VUA4v1T+O+BXfTjOGs8XRNJiouL5ZSaqKgoy4Cxbfw8vcUFVRV5x52nLUrPEEEQ0Ng66ndBCgsFSBcHElGFEcQGt+1PJAgCR44cYceOHQiCgFKpZPz48Q4VBVuSFmO99uVa52lg3c2IvNHYyHu73xFflAxlRLHrle9ATJeTijK0rH5ni5SGd8wvjM+4mfXHhji0sY0Q7s7V8MyCma0FW3l0zaOcnHivnPo419S31X1afoddrWZrK0BVVnphDLX2AYwWM/7AwEBCVGLEZIO5QZ4Ic3PqHCo7xN0rrZFDT41/ioRgi1eTJEAlJYGzfomUhudiCh5Y0/DOZAre7uLd3P+rWIwgJiCGpXOWOq/iXF8PGzeKy9Ong0LBHXeIle9uvPEMnEivXnw4eBE/cjXzMl5ot3mfsD70DRe/SytOdG4fqEp9JVO/mMpHez8CxOvcL1wsXlLXXMdbO96i1zu9mPvtXLYVbDufp3peqW+u58nfn2TIB0NYn7MeEPuXUiGifaX7GPnRSP7M/fN8nmanpr65vsdEFjvjlS2vEPN6DAELAuj9Tm9mfzObv6//O0sPL+Vw+WF5XOTGnvZzsdx0Kl7a/BIASkGJeetjAKSOC21rF7vBd0cEqBEjhuGNBkimNN86m1agK2BQ1CC7tgEBAfj5+dHQ0EB5eTl9W4Z/dzL+9ee/OFwuGq6Oy5jEptJhAAyemNLuvkajUU6Tay/6CSAp2Ma7RJ1HRUay03a9e/emoKAAs9lMTk5Op7+GthyrOMY3h78BYFLkpawvEo2co0Nd816y9R5xRSiRIqBQiX+HgmPOoxqioqIoKyujrq4OvV7frljYmfj2yLfkanMBmBX+MO+axcd1SFj74mTL1DtnVe+coQ4MoghAVUlTpdZpG1uhpKKiokNRlZ2N7UcOQJgYcZia0/azURAEdu/eLUcoent7c/HFF7v0TE1PTIej4nKxvl7M/Wvx9wgODsbT01N+vrSXhtrZ+fLgl1Q1Wn57tj5OWMAvHdpfSr/z9PSUxXlnhPqFkl2dzX6/JNbxGalFx/lXizZBQUHy71NJSUm7gmFXwmg2silvE8uOLePH4z9SXGsxubfUxQiuimBsQOtVM09VgBLvT1HIMJuVlCpikOJWFZb03MDAQIJ9xRNxR0CdOpmaTJYeXsrSw0s5UnFEXp+iTuGxsY9ZG0oCVGt9h7g4OHjQ5QgoEAWoLQVbzlgKnqZBw9xv59JsasZD4cE3c78hKqAVn8gNG0CqDDx9OgUF1lO/wHEe79SYM0e8JgcPQmYmWOwQWuOq9Ks4XnmcHYU7KK0rxQvXLAbOJYfLD3Pl/64kRytGOF0QewHLr11OdEA0azLX8Mb2N/g9+3fMgpllx5ax7NgyxsSP4ZExjzC732znYmA3QxAElh9fzkNrHpLvbQUK7rngHv496d/4e/nz2G+P8fbOt6nUVzLliyksnLaQey64x6W+VHfDaDaSU51DRlUGGZUZ4v9VGRyvPE55fTkp6hQ+mPkBl6Zdardfc3Mzer2e+vp66uvraWpqIi4uzq7wSldm5YmVPPn7kwAICGRqMsnUZLL8+HK5jafSk/SwdAZEDmBgxECGRA9hWto0fDwdo7qbm5upq6uT/3l5eZGcnOzgK9od6P5PmW5EpiZTzvnvkzWG49pkFJgZO9XRG8MWyaslKCjIaRpDawwePJgglgLDyam2enc4i4BSKBRERUWRm5sr+0B11of0rqJdvLRFFPKGRQ9j8qe9ENhELkn0G5vQzt6ioCeZqboiQAX7BqP2VYupi+pcququcNouMjKSgIAA6urqyMzMJD09vdNew5a8uOlFBAQUKBjffA3rLetjXSh4JQluIKYhtVVRUKKlAJXVhgAlUVZWJpcO7+wIgiCLzRGqCFILrear4fHt3xN79+6VzZuHDx/eZuqdLdHqaI5wBDybuD18CTDLoY2fnx/+/v7U19d3ab8ygNUnl8nLfavUrbYTBIEtW7bIKWEqlYqJEye6dK8C9Enug/KAB2YvEy94zeepEi1+sSF2bRQKBaGhoZSXl3f562oWzHI6rk9NOAOOpBCdXu/y/gaDgWJLFE18fHybvoVSBJRZJUbXVBsdnYkVCgXR0dHk5OTIz+/2oiw7M82mZtbnrGfZ0WUsz1hOpd7+flGgQMgbD0fn8MKhbSj/3rpIeqoClJ+fH6GheqTdCxrCZQHK13KMoKAgAr3FyDe3ANUxCmoK+PbIt/zv8P/YU7LHYfvouNF8OPNDa9EUkwlOnBCXbQQog0EUbcxmSJVS2zsgQEmV8Ap1hZgFc6upnK5gFszc9ONN5NWIKU2vTH1F9K5qDcn/ycsLLrmEbb9aN1144Smfhj1z5sBzz4nLP/wAf/tbm82vTL+Sl7e8jIDALyd/YVbirDN0ImeGFRkruOGHG6hrFgtjXDfwOhZfuVgurjGj9wxm9J7BgdIDvLn9Tb4+9DUGs4HthduZ9/084lRxzIqZxV0X3MWAPgO6TB+0I2RqMnng1wf4NdN6Q42KG8WiyxYxInaEvO6tGW8xNHood/1yF82mZu779T72le7jvcvecyoedCc25m1k1clVHK88TkZVBlmaLAxmQ6vtc7Q5TPtyGlclXMWdSXdCk5jyLvm62nLkyBFGjBjRakGcrsKJqhPc8MMNCAj4e/lz36j7OFF1gsPlh8nUZCIgRoUZzUaOVBzhSMURvuVbAPqE9OGFUS+Q7pduJzhJUd+2nDx5kgkTJrjcj+8quAWoLsSrW16Vq1hEbbiO40AUuYwY0frsptlsltM5OhqpoFKpCFDngBZ0tX3FTi1Cq6HYkZGR5Obmyj5QkllxZ0IQBG5bcRtmwYyX0ovPZn2G7rmpPMcH5Pj4EKxubPcYtimGrl7TZHUy+0v3iwJUs/PSLZIZ+f79+6mtre0y0SUnq07yv8P/A2DegHkE72zgft6miDgGD/Jod/+SkhJZLHEl+glsBCifWvBoIjfXiQs5YtU2KaqkvLy8ywhQv2b+KqdYPDTmIYoWWSPJYtLb9tEpKiqSBb2YmJgORdIkhCWAZUBZWpBBa/JKRESELEB1ZrG5LTQNGjbrvwdvoDKdOFXr1e8qKytl8Sk4OJhLLrlErvzpCklJSXg0+GD20oOqksLdpfS+0vH5GBYWRnl5OTU1NRiNRpcKRnRGvj70NccrxWiMZ7ZX8g/zWLITp7m8f2FhISZLZQFn1e9skQQoo0r0LtIKYRiN0PLSSQKUFGHWFZ6tLalrruPx3x5n6ZGlDl6MHgoPLkm5hDn95rB/aR8+XDIJgAksRgif7PR4JpPJwfPJVQEKIClJKQtQhZW+osdXXR2+lmMGBgYS5CNWd2wwN9DY2EhjYyO+vu1Xmu3MbC/czr6SfXgqPR3+eXl4OV3vqfTES+ll16bl6wZDAysyVrD0yFI25292eN/BUYO5dsC1/N/A/yM1pMVzPT8fGi39FxsBasgQsZDc1VfDssGWSMKKCmhqAhcmJKUUPIPZQFldGTGBbRe8aYsFmxaw6uQqAOb0m8PDYx5uewdJgLroIggMZJslU8zLC4YPP+XTsKd/f2rShrMk6yJ++PdUnhsBk51/XQBR+Iv0j6S8vpyfT/7caQQoQRB4ecvLPL3uaXngu2DSAp4c/6TT3+ch0UNYctUSnhj5BG9seoNvsr6h1lRLkb6I97LeY1XhKhYOX8jkcZO7zcC3wdDAy1te5qXNL9FkEiPJQ3xDeGnKS9wx/A6n4uqtw26lf0R/Zn8zm5K6EhbvW8zRiqMsm7fstL4LnRVp8vPp9U+32U7tqybJP4lwwvE1+7JOu45GoZGfCn5ic8lm/hr1Vwb7D271PXbv3k1NTQ3Dhw/vkpNBuiYds5bOsqvgeXW/q+XteoOe45XHOVx+mCPlRzhcfpgDJQcoqhfF/xPVJ/i/Nf/H5ODJXBd+HSqP1rMzampqWLNmDRdddFGHspg6O12zd9sDKakt4dMDnwJwRe/LySoUq9uEKY4TE9N6ZRCNRiN35E/lxo0cZIRNgNmLEGMIGk8NhbXO/QNa+kB1RgHqQNkBOfXu6YueZlDUIA5bOtxaSxn09pA8RMLCwvD29nZpn6TgJFGACs6j2hyOweC8OFxqaioHDx7EbDZz8uTJLjFIWrB5gSyM/v3iv7Nx1Ru8zRIATJOXtbUrYDUf9/T0dFrpyhmyAAWgqqKownlHWqlUEhERQUlJSZfwJpOQop8CvQO554J7uCvnJADBaAnt23qUXlNTk5x65+XlxahRozokDqVEpcgClKa69Vny8PBwWWzW6XQuRwJ1BsyCmSX7lvDE709Q5S2K8z7Hp+OT2Lo3kG3Fv4kTJ3ZIfALx2euh98AQBKiqKDhYTW8nBZ9a+kDZRvB1Bcrqynj0t0f56tBXAKg8VDy4VzTm9HAlHNKClH7n4+PTbpRpmJ8o6Df7ie8joKSiAloWhrU9TmlpaZd4ttpSqa/k8q8vZ2fRTnmdt4c3U1OnMqffHK5Mv5IwlXgtxj8kRsz40Eg/jrVar16r1crRvFL0rVQJzxXxs08fFfv2icsFBYhG5HV1+DgRoIyCEYPZQHV1dbtVezsr5fXlPLzmYb4+9PU5e8/eob25buB1/N/A/6N/RP/WG7ZSAS8+XhSg8vOBGTaprMXForF3O8j+UoiV8E510L02ay3P/vEsIH6mT676pO3fpsxM8R+I/k/A1q3iy+HD4YxpmAoFwpVX8fibT2Gs9WLZZ3VMntz6JI+H0oMr+lzB4n2LWZezjnpDPWE4/36dKxqNjdyx4g75uevv5c9XV39lZ5ouIQgCVVVVFBQUUFBQQH19PZOYxNiUsWzSbeLX6l8pNZSS05TD4/se5+/Vf+fCEReSlpbWJSeaJNZlr+POlXeSXW21e7h92O28NOUl+/4k4oRTSUmJ7Gvkhx9fXPQFj2x/hIPVB9lWuI0hi4bwxug3GBw6GC8vL8LDwwkNDZUL33RFjGYj9626jw/3fAiIkxppoWmkh6WTHpZOn7A+RHpE4qn1pK6sTv7tALhUfSn/LfsvR/RHqDJW8VLRS8xKmMVTI54iSh2Fv7+/HDm/adMmGhsbOXnyJDqdjvHjx7s8luoMmAUztyy/Ra6E+fT4p+3EJxCLQwyPGc6QyCHk5ORwvOk4tcpa9CY9v9f8zrKqZRgEA+tq1rFPv48Hez3I9OTpBAQEyP/8/f05cuQIGRkZNDU1sX79ei644IIub88g4Ragughvbn9TNjJ7KuEGslnAQQaTGV6FQnFZq/vZ+j+dSod7xNRIftpkRkCJT00ohGlajYAKCAhApVKh1+s7rQ+UNPsGcMuQWxAEgSjLrGGDCwJdY2OjnEbgSvqdhGxErs5FQEFZmdgxbImPjw8JCQnk5eVRWFhIU1NTh9ImzzXZ1dl8ceALQJzRHBg5kPX5Vq8Ij3aq2TU0NMipNomJiS7nOdsLUBWUVLcudkZGRlJSUiLnoHf22bwt+VvYlL8JgLtG3oXaV01pidipiaOID0KO3QABAABJREFU4H6tRzxmZGTQaLmfhw8f3mHPq76JfcFSXfqQKZSRuga8ghzFFlsxu7KysssIUPtL93PPL/ewrdDGdDVrKikbr8P7oR9a3U8SoFQq1Sn5iCkUCrxMnjQCqCopyHBeLSXMRijoSgKUyWziwz0f8vS6p6lpEgV9lZeKu7yvIajpMwB82olkkmhsbJRF/sTExHZnR6UIqCafBlCYQPCgMLeRmBj7Eaqvry9qtRqtVktJSQmDBzufne2MFNQUcOmXl8pRZeMTx3P3yLuZ2WemLPDYcvKkOIAewgG8MGIMD3doA9iZgqekpHDokBh1qdPpXPLo6N8/GtADKrKzDaIAlZ2Nb00NPj4+eHt7251fgyCm4XU1AUoQBD7Z9wmPr32c6sazb6SeEJTAtQOv5dqB1zIsephrA38nAtTMmbDWUtwtLw/7TkdRkUsClBQBBaIANTp+tCsfwY6CmgKu/+F6BAT8PP1YNm+Z0/vWDin6CWD6dBobkcXOM5Z+Z0F9/WVMfnMda5jOjz8peNcMbT12rkq/isX7FtNkauLPwj+5KfqmM3tCHaCktoRZ38yShelkdTIrrl1h59MqCAIVFRXk5+dTWFgoR5zbEhsey2PDHuO12Ne49ddbWXFiBScaT/BK/is8ZnyMgoICRo0a1en7Ty3RG/Q8+fuTvLPzHXnd0OihLLpsERcm2N9IOp2O/fv3U9RKiuqjYY+yxLSEDboNVDRWcOvGW7kt8jYmBk8ExAnPkJAQwsPDiYiIIDw8vMOTVeeL+uZ6rl12LStPrATEZ9CvN/zKgMgBNDQ0kJ2dTXZ2NnV1dXb7qVQq0tLSiI2NZb7/fJYcWsLjax+nrrmO5QXL2VOzh4+v/JhLw0VvKD8/P6ZNm8aff/6JVqulrKyM3377jYsvvpggF4MAzjcvbnxR9nia0WsG/7qkpeuk6OWUmZlp1ycHUPupeXLQk9znfR9Pb3uajQUb0Rg0PHfsOQ5wgHdmvCNXHgWxHx8cHMzu3bsxm83s2LGDmpqaNqsudxVOW4A6evQo/fu3MSvj5rSpbqjm/d3vA3Bx0sWMKfXkQr7mBr5mwVjHGQ5bTnfgNObCQcRxgkL6YqqMgbBMpx5QIA6ypDS88vLyTpmaI+V89w3vS0pIClUFhfzJHBLJpyam/egb2yiajghQshG5t16M2MlXEx/v/OvXq1cv8vLyMJvNZGdn068NweF889LmlzAJYoTd3y/+u7iyxKbKVzsDjZycHHmWydX0O7BWwQNAVUlJWW9nvs6Aow9UZ589eHnLy4AY3fDQmIcAKNeK391YiggfMLTVfaWBe3Bw8CmlG/ZNsorG81X/YcKWEtJnOF6v4OBgvLy8MBgMVFRUdOhvdz7QNmp59o9neW/Xe3K0XlxgHI+dGMXQLypp5ClykuY63VcQBNmT6XTCn/28fKkF8KuiIMN5DXE/Pz9ZxO8qPlC7i3dz9y93s7t4t7xudt/ZLJy+kIU3r2MllaSTQbSL37u8PGvJ67aq30lIAhQKwLcGGkLJ2lPIBRc6mgnHxMSg1WrRaDSdXtyXOF55nEu/uJQCnTjxc8OgG1hy1RK8PJyL9WYzVFWJz93h7AVAaCUCSvJ/8vT0JD4+XhagampqXBKgevVKAx4G6pgy5XkoECe5fHU6AgNF7yc7AcrU9XygjlceZ/7K+WzM2yivm913Nv+Z/B8CvAMwmo12/wxmg/1rkwGTYMJgMjhsl9ZJ682CmRExI7gw4cKOey1lZIj/q9UQGUlDA6xZY91cUQENYfHIw2EXK+HZClDSPdgRmk3NzPt+nuxT9uHMDx2K2DhFEqBiY2HgQPZsFf2s4MwLUIwYwazQp1ijmU6pzp+33trBtdcmEh0d7bQPOzl1Mn6efjQYG1idu5qbRp4fAWp38W5mLZ1FUa0omFyUeBHL5i0jwt/6O1VbW8uePXsose2XWYiIiCA+Pp6EhAQ7Yenba77lyqVX8lvWbxzWH+adknd4UPEglasqGT58OKmpqZ2ub++MXUW7uHn5zbJwr/JSsWDSAu4dda+d0XpjYyOHDh0iKyurzWpuXkov/hr1V5J9k/mi/AuMgpH/lv2XvKY8boy4EczixFFVVRUZlu+jv7+/nSClVqs73bUrqytj5v9myr/hQ6KGsPK6lVALf/75pzxJLKFUKomPjyctLY2oqCi7z3PXyLuY3ms6d6y4g3U56yjQFTDty2n8dfhfee3S1wjyCUKlUjF16lS2bdtGYWEhtbW1/Pbbb4wfP75D46rzwcoTK3lug+gZ1yu0F1/P+RoPpTXqTa/Xk5GRQWZmJkajtZ+nUqno27cvaWlpcnTxhr4b+HT/pzz626NUN1bzw7EfWJe9jlemvmKXEpqWlkZgYCCbNm2iubmZ48ePo9PpGDt2bJc2Jz9tAWrgwIGMGzeOO++8k3nz5nWJDl1XY9GuRbKh4FPjn6L2g9+RunTBY8a0up806wGnFv0EMHToUMJYSyF9qavuA2yiQFfQqrgkCVAGg6HT+UBVN1TL5WZn9BLTFjPW7+cavgfg/oYfaT2ZUUT6Eff09LRLl2kPOQIKQJ3Lid2RjB7rXPCKiIggKCgInU5HZmYmffv27XQ/WAB52jw+3f8pIBpzDo0eCsCBwotYxAT6cpxJbfyYCIIgV78LCgqyi/5oD/sIqEoaUaHROM80CQkJsfOB6swC1OHyw/x84mdAjNCTZkIq9eL3KIwi1BFTne5rNBrlAWVrHef2iAmyEQz9qsjbX026ky+FQqEgLCyM0tJSu/S0zoYgCHx58EseX/s4ZfWieOyp9OThMQ/z7IRnMcz+P0LYRA5QF3mP02PU1tbKxpCnI0CFqoIpp0SMgCpu/ac3PDyc/Px8qqqqOqWIL6Ft1PL39X9n0a5FsudIsjqZd2a8w8w+MwH44vfLeZNbuYEv+TytYwKUv7+/S88EWYAC8NNAQyi5R6oARwEqOjqaY8fEEL+ysjKXU37PFzuLdnLZV5dR1SCmij4w6gHenP5mm+KEIJjw8kphrqkX92MpztCOABUSEkJgYCAKhQJBEFz2gRKF5xsAUCjmiRFQgI+NABXoEyi3bzA32EVddWaajE28tPklFmxeIEefxwXG8d5l7zlNbTrv2FbAUyjYvRuMLXTuAiEeuf6ji0bkIb4hqLxU6A36U6qE9/rW19leuB2A+SPmc9MQF8Saxkb44w9xefp0UChk/yeAsWM7fBqtUlNTw7Fjxxg0rADFOjHaf8MqH6KjNxAZGSn2gVt8f1ReKqb1msby48tZnrmcA2UHGBk/8sydlAscLDvIhE8noDeI0bR3DLuD9y5/D28PMZXJZDJx9OhRjh49KqdKSZPECQkJxMfHtxqd4+Ppw4//9yPTv5zOpvxN7Knfw/ul73Nv9L3s3LmT/Px8Ro8e3WmrChtMBhZsWsALG1+QJ0gvjL+Qz2d/Tq9Q6++C0WgkIyODo0eP2okFKSkpDB48uNXPdz3Xc0vuLVzz3TVU6itZo12Dh9qDZwc8i7ZKS3V1tSxkSZH30u9aQEAAY8aM6TRePhmVGcz4aoZcMXFq6lTem/Aee//cS329feGQ4OBg0tLSSE5ObnOsn6xOZu1Na/lwz4dyNNRHez9ideZqMRoq7VI8PT0ZP348hw4d4siRIxgMBjZs2NCpzckzKjNk0/EA7wCW/99y1L5qwPockYIHJIKDg+nXrx9JSUkO0dwKhYJbh93KZb0v48HVD/LNkW+oaaph/sr5fHnwS/57xX/pGy5OCkdGRsqRYzqdjuLiYtauXdulzclP2/nrvvvu4+jRo9xyyy3ExMTw4IMPcuTIkfZ3dOMSeoOehTsWAmLY6LS0aTTs2gVAHtBnxIhW962pqZErEJzqwy48PBx/P1HJN9cky+fU0gBVoqUPVGdibfZa+cfost5i2uLxrdZOWEr/tr/EgiDInykiIqJDxnktBajsA60P2hUKhRxRUldXZ5dG2Zl4ecvLclWMf1z8D3n9n7V/4V4W8bzyWedGVxYqKyuprRUHSB2dUbMVoO5W/YuDDCLYz7F6BFh9oKDz3ZMteWXLK4BYxerxsY8DYkSDwSxexyBlaavXSTIEh1MXnEP8QkCaAFRVknes9cpl0jWtq6uzCzHuLBwuP8yETydw8/KbZfFpYvJE9s/fzytTXyHAOwDBMggrpvVrZiuwnU6nUS417ldNnqb1zps02GlsbESvd56qdz4RBIGvD31N33f78t6u9xAQ8FJ68fT4pzlyzxFZfDKbobpBFE7jKELpQtpVbW2tXDQjKSnJpWeCvQAl7lucVee0bUREhOzRIUULdlbWZq1l0meTZPHphUteYOH0he1GxuTk5NDYqGE4O+nPMQQPDzEqpgVms1kWmiTvkoAAMXWvYwKUSFZWFibLveuj0xFkOZZdBJS5AZ1OJ/tSdlY25W1i6IdDef7P52k2NaNAwQOjHuDYvcc6p/gEVgEqPR2w+iXZkl8TDJLo4KIApVAo5CioU4mAkio3p4els3D6Qtd22rwZpGffDHEGRKUStbWEBOf2BR1BEATKy8v5888/WbVqFTk5OejH9WIcWwDYvSMOQRAtLH777Tc2b97sYNb/zEXP4KHwwGA2cMfKO2SR8lzQaGzk+mXXozfoUSqUvDX9Lf57xX9l8am4uJhVq1Zx+PBheTCclpbGrFmzmDRpEr179243NUzlpWLl9Su5IPYCALbVbmNJ1RLMgpnS0lJWrVrVbsTQ+SCjMoNxn4zj+T+fxySY8FR68uKkF9l460ZZfJImP1euXMnBgwdl8Sk6Oprp06czZsyYdsW1ickT2f3X3QyOElO5V+Wu4l8n/sXFky5m7ty5TJ48mSFDhhAbG2vnb1RXV8fvv//OoUOH7ISK88GW/C2M/WSsLD7dMvgWnu/9PLu37JbFJ09PT9LS0rj00kuZMWMG6enpLgWaKBQK7hp5F4fuPsSkFLEghhQN9fDqhzELZhQKBYMHD2bs2LEolUrZnHzXrl3n/dq0RNekY9Y3VtPxJVcuIVwIZ//+/axatUp+jkjnHRkZyYQJE5gxYwYpKSltjhejAqJYOncpK69bKVcd3ZS/iSEfDOHfG/+N0SzenwEBAVx66aVyCrtkTt6ZJ4Hb4rQFqLfffpvi4mI+//xzBg0axDvvvMPgwYMZP348n3/+eaccmHQlPtn3iRy6/OQ4sZrFe3unch/v8A43tpn+eLr+TxJ9hh0ki1SW6KwiQ2sdEckHquX7dwak9Dt/L38uShRL/+YfsQ5UBoyLc7qfRG1trTwg7GiYaJLa6n/ySPD9TI76rc32tg+skydPdui9zgVFuiIW71sMiGLeyFhx9q+pqQmdID4cI73bfihK5uNKpbLD6WK2g84o1VEGcRjP8uJW20tpeHq93iGHvbOQp82TzW3n9p9L7zBxFkiphN3+ydQSwJyARa3ubyuunapQ4qn0xNts6SypqsjLbr0T0NIHqrNQ31zPo2seZegHQ2UvreiAaL66+ivW37yeAZEDABAE8LD8cJfQvgDl5eV1Wl5XsSGWvH6FQK6xdaPSlkbknYnjlceZ8sUUbvjhBlnUuyT5Eg7cdYAXJ7+Iysvaaa+sBJMgCqdxFIELflYdTb8Dqwk5QKTfMQZyCJ96x3QTAA8PD/m+tTWZ7Wx8e+RbLv/6cuoN9ShQ8P7l7/P3i//ukiB3+LBYZGOI5bWxd29wYoxra0AuRSpL97erAlRYWJjs25GVlUWjZVkpCARbRCZbAarR3IggCA6D+c5CdUM1f13xVy7+9GI5bWdI1BC237Gdt2a8ZRfN1amorgbp+W/xf3IqQBUoIM7Sz3ExBQ+saXgdjYAqqytjX6lo3DS3/1x8PV10Dv9V7Kvh4QFTpgBwzz2imbqUaXgqCIJAfn4+v/32G+vWrbNLLfKdNInZAaJhVnFtBI2Nw+Q+WEFBAatWrWLnzp1yH3Bk7Egev1CcJDpQdoAXN7546ifWQZ5e9zRHKsSJ/n9c/A8eGP0ACoUCvV7Ppk2b+PPPP+V+jlqt5tIhQxhVVIRvB/7mIH53V9+4mkGRYsrkOs06VjStQBAEDAYDO3futHuv84lZMPPuzncZ9uEwdhWLk/QDIgaw846dPH3R03iWlsOCBWhfe43tr73GvrVrZS+s4OBgJk6cyCWXXNKhrI0kdRIbbtnAmHgxE2XVyVVc/vXlNJgaiIyMpH///kyYMIGrr76ayy+/nMGDB8v31OHDh1m3bp1DlNG5YtnRZUz+fDKaBjEK9tERjzJLMYu8HPE32NPTk+HDhzN79mxGjRpFWFjYKUVjJ6uT+f2m33n/8vcJ8BYnJRbuWMgty2+RhZWkpCSmTJkiV0fNzMxk48aNcgDF+UYyHZd+E25MuhHhqMD69es5duyY3e9lfHw8U6dOZfLkycTGxnboml3e53KO3HOEB0Y9gAIFzaZm/vHHP7h9xe2ydYSXlxcTJkyQPZYlc3Ipm6QrcUZqH/r4+HDjjTfy559/cvz4cR555BFOnjzJrbfeSmxsLA888IDcKXLjOgaTgVe3vgpAWkgac/vPBYOBlXUzeI/7+FkhXt/WkAQgHx8fORz+VEieNIBYcki06TO25wMlvX9n6eCbBTOrM0VPgUkpk/DxFBX8sgLrV2DIlLbDPm1nzDsqQIX4hhBgKbPZrC7Fo+h4m+19fHzk9JCioqJOJ+S+suUVecbPNvqpuLgUDeI9GeHf+iDDYDCQbzErj42N7XBZbi8PLzn0tcISuCYUtD47aysudDZhVOKNbW/IEXpPjHvCbluIXk8A9aBu/ZEtfS61Wn1aqdD+CssFVVWSW9R6qphth6QzzcA88OsDvLFdvJYeCg8eGv0Qx+89zvWDrrfrDHz2GQwq3sYVrOAEYa0KUJK4dqodMImUSKvIWuTjBc3OZ8xDQkLkTmpnEvYOlx9m2IfDWJ+zHoBI/0i+nP0l625eR78IR5862wCLUGWpGMLQBoIgyNXv1Gq1y2KfrRj9ht+tHGIwVwS3XqVMmj3U6/VyBGZn4v1d73Pt99diMBvwUnrxzdxvuGvkXS7vv3OnWDlsmOW1ceBAp+1sU+EkvyfpmkuV8NpDoVAQEzMT+ISlS+8g02D9DgVaBnctI6BavndnYXXmavq+15eP930MgJ+nHy9PeZldf93FqLhR5/ns2sFWlenbF0GwClBz5lg35edjFaBcjIAC5Fn5jgpQv2VZJ9qm95ru+o6S/9OYMQ7Re6fi6Ww0Gjl58iQrV65ky5YtcuqpUqkkLS2Nyy+/nIsmTOCGqxvxRBz0blkTx8yZM2UhXBAEsrKyWLlyJfv376e5uZm/X/R3+oeKk8AvbnqRPcV7On5yHeT37N95c/ubAIyOG80zFz2D2Wzm6NGjrFy5ksLCQjwbG0k4dIhpa9Yw/YknCBswAK6+GgYPhh9aL7bhjFC/UNbetJY+YWLy5rf537JdtV2OoCopKeGXX35h3759cqr6uaZQV8i0L6dx/6/302BsQIGCRy98lN137mZYzDAoLuadQR8S+Mz9vPd4NRf+7W/Muesurp4/n5mvLmTG998T8+WX8PPPcPKkY+5qG4T4hfDbjb8xMXkiAH/k/sHUL6ZS3WB9xikUCoKCghgwYADTpk2TRfvKykp+/fVX+XfvXLFw+0Ku+e4amkxNeCg8eGbgM4yoHSELcpGRkcyYPp30pCQ8z0BVPyka6uBdB+VKnl/+P3vnHR5F9Xfxz+xueu89QICEFnrvKNIERQQVFLBgb4iKvVfsBRWsKCAiitJ7Eem9QyAkIb33vtmd94+7M7shbUMK+Hs5z5OHZafs7OzMnXvPPed8jy8Sx1BRBoj+1ciRI1UCMD09nT179lzRcaTBYCAlJYVHlz6qho53cezCKNtRlZ6PXp6e9LS15SY/PwY5O+Odmira5JgYUR42LQ2ys6GgQNiLa1F3udi58Pnoz9l9327VfvfLsV+YtWGWeh4kSaJbt2707t0bjUajhpMfOXLkiinHvjv0Xb23afQqeOHh4Xz44Ye89dZbPPTQQ/zyyy/MnTuXr776iv79+/PSSy8xalQ9HkT/j/Hbyd/UB/7sAbPRarQYT0cRhbgoPV0TaxwQXRqc25CBU+fu3TkJBFvwCTVVwoOrMwfqaOpRUgsFgaTY7wAycwQxZ08xvkG1D5AUAsre3r7eSghJkgh1b8nprNPEuYOhFrJEQZs2bYiLi1PDyK+WsP+UghS+PfwtIPziyuwPwJkzmRgQai9/77Ia93Hx4kXVhnG5AdY+jj7kluaSafrZ8k+fxm3QoGrX9fT0VEOzr8Yg8sziTL47LBrwG8JuoEeghbW2vBxP07kqryF3zDL/qaHl5d3t3MnR54BjJrGZNZej1ul0uLu7k5OTc9UQJUbZyJ9n/gQg0jeShbcspIt/l2rXPb6nkARCScOPtuTjXo1NqbS0VCUpGprZ0DqoNZjGiT84jkdO+BepmlwkrVaLu7s72dnZV815BaHGLa0oRULi4Z4P887176gkcHWwHN+62dWt5MrJyVHPtbXqJ6hMQCWbBqdSLVZby8mD1NTUq6byjizLvLXjLTXg1MnGib/v+JvhYcOt3ofRCB999Aga7mIJ7/EkX6Dv2LHajp5lALlyDiyfa9ZWwvP27khU1D1kZ0NUcYKqvHIyzey72Jonv0plMZFytQWR55TkMGnZJDVrc2TrkXx949eEeVxdz4kacUkFvOhooUAEGDZMkFEpKZCcjNm/Vg8CSlFApRelU1pRarWSacMFkYLuaudKnyArq+fFx8Pp0+J1I4wVSktL2bhxYyWlia2tLW3btiU8PLzS5JffY5MY+8tq/uYWNq8pw97em379+tG+fXuOHTtGcnIyBoOBM2fOEB0dTXh4OJ8O+ZQbV9xIhbGC6X9P59ADh9QJzsZGdkk20/+eDoj2YeEtC8nJyuHg3r3ojh6l3YkT+J88iXd0NBrTAFkGtjOEZUyid8l+pt96K7z3Hjz3XPVVW6qBn7Mfm6duZtBPg7iYd5Evj32JzxAfbvC/QbUdnT17lpiYGCIjI2nTpk29Iioagl9P/Mqjax9VY0FauLXg5/E/M6TlEADkzExW9XqVJ7O/RUZDCOa+t11BAc8dmczSI7fTlaOmv0V0052kdWcntJ98CEOG1HkMLnYurJ2ylonLJrL2/Fr2Je1j2M/D2Dh1I75Olftj7u7ujBo1iiNHjnD+/Hn0ej179uwhJSWFnj17NmmotFE28szGZ1QC08nGiWdCniGiXNh2dTodXbt2pU1KClLv3qJd0WrBxQXZ2QWDizs6V0dwcan85+oKI0fWea5aebTin7v/YdSiURxKOcTfZ/9m3JJx/HX7XzjZOuHo6Mjw4cPZu3cvFy9epKioiO3bt+Pq6kpYWBhhYWHNUlVQmQw7dOgQ+3L2MT95PgB+Nn48FvAYDvYOBAQEEOjtTeA//2B87TXsTE6VDLz5hoeRkNFgRIOx0msNRpzsjUye0xXXJ+6u8Rj6Bvdlx907GPTTIKKyovh83+d4OXjxyhDzhL8STr5z507Kyso4e/Ys6enp9OvXr1n7NQuOLuDzfZ/Xe7tGJ6ASEhL44Ycf+PHHH0lMTMTT05Pp06djY2PDjz/+yI033siHH37IrFmzGvuj/6dglI28v+t9AAKcA5jeRTx04v+JoRhBRPi0qDkfpLCwsBKb3RB069aNzcCUAi0aowGjpmYFFFStOnY1EFDrzq9TXysB5ABZxeLcBGgSkaTwKtspMBqNqsLkcgOew7zCOJ11movuoDlad/6It7e3GkaemJh41RBQH+3+iNIKMZB4dcirlZadPpGtvg6qxdGoyEUdHR0vuyS3t6M357PP869jO7qzmC7fFPLTg9WvK0kSPj4+JCcnX5UVGr/c9yUlFeJ+fX7g85WWnd2Zii8eeJKDsYZzlZmZWcl73hD4OvmKTACHLOKLaw/a9/HxIScnh+zsbAwGg5qvc6VwJuMMeWVCDv1478drJJ8Aju8rBZzpwGniPZyr7TBbEkD1KTpQHSJCItTX9o7JSAnxUEMwt7e3N9nZ2eTk5GA0GputM18bdsbvBKB3UG++uvGrOte3HN+6u9RtubKcBW7RokXNK14CDwfz8yXJSQMYsanFuujm5oaDgwMlJSWkpqYSHl5zu99cMMpGZq6fqZYK93LwYt2d6+gV1Kte+4mJAb3eEXDEDjEBUBFZfcUxhYCyrMpkSUBZWwkvIsKBXSI6h+h88/Za029gqYAy2oo26mpTQM0/NF8ln74e8zUP9Xzoqno+1AmFgNLpoHVrdlsIAPv3h+3bwdsbPDyA500P5uRkwVha0bZYVsJLzE+sFORcE4yyUVVAXd/q+hqrNlaBZek+EwG1dq34b9++YMUlWQlHjx5VyScnJyfatWtHWFiYWomqEnr14rmhfzJ5+xJuLlqJ9vQBiIzE3d2dIUOGkJ6ezrFjx8jMzESv13PixAm0Wi1PdHmCT458wqmMU7y+/XXeG/5e/Q7SCsiyzIOrHyS5QNgGP7juA4xfLaF85UqGnz6Nram/b4lcjSd97Q4TVSLa0695lJN0Ys4Lz6GJioL588Ein6g2hLiFsGXaFgb9NIiUwhRe/edV3Ea5MeWGKRw5coTMzEzKy8s5dOgQ586do1u3bvW2INUHsizz4pYX1XESwN1d7+bzUZ+rbU5Jejpn+k1nWvISZJPhR//GDMo7jcc2Jgaiojj6+xBS8wNYTwDrlTJEFeB1OJNvhz/ChMVpcNttdR6Pg40Df93+F3cuv5M/Tv/BsbRjDFkwhM1TNxPkWrkzrNVq6dmzJwEBAezbt4+ysjLi4uLIyMigf//+De5rVAe9Qc/Uv6ay9NRSALztvJnlN4uWupaAGLf16doVh/c/4O0PbdExnhd4HwwGyM3lYq4bYRzFiyx8SceXdPxIU1+Pee8pun9xDzz+eK3H4e3ozZZpWxi7ZCw743eyKWYTIxaNYM2UNbjbu6PT6RgwYADOzs4cO3YMEOPZ48ePc+LECQIDA2ndujUBAQFN0i8qKyvjwIEDJCQkkFyezFepIufSQePA/KHzGdx+MO4aDdJ333Hho79Ym+bNzZhjUtLx5TXerP1DSuHYk9/wdchfcMstNa7m4+TDxqkbGfjjQBLyE3h1+6t4OHjwWO/H1HV8fX0ZMWIEO3bsIC8vj+zsbNavX0+3bt1o06ZNkz/H1kevZ8bKGZe1baP8egaDgb/++osxY8YQFhbGm2++SWhoKD///DNJSUl8/PHHvP/++1y8eJGRI0fyySefNMbH/k9jc8xmTmeIWaCn+j6lzqgc2mLOtmjVp2aGs7GCc0EMBn63eRxPYyHGQmGvqi2M0snJSc2BulpCn5X8p/be7SvlMWUYxIPB1652QignJ0f1I/tZkWVSHVq6tQTglLsTd52rWwYtSRJBJhYnKyuLsrKaFUXNhfSidL45+A0gQhgHhg6stDzhpHlg0TKievVMaWlpvYOGq4MSRJ7rWMERunM6sXai82rNgSosL1QHnr0CezGs5bBKyx9+2gEvsrmR1ehCQqrdR2PlvQEEuptsvY6ZJBsD0JfULEdXOkpGo1Ed0F5J7E4wB5/0D6m9VNKJaDHz3ZnjpNZC7IG4FxvaKQx0M9ulMx0x+WGqhxJEbjQar4rBerG+WM1yufSerwnx8UK1J2HE1at2a4aSzQLieVWf6ko6jU4dcCQ523GWCM5k1UzWS5KkqqDS0tKuirDTB1c9qLYBIa4h7Lx3Z73JJ4B9+8z3ancOA6Dv2LHKekajUVUhWZJMrq6uantsbQ5UZKS53T2XYaGMMbVJTrZOSIh9Gm3Euc7Nzb1q7PnlhnK+2PcFIFST/znyCcwEVOvWYGOj2u+cnCAyEsLDBXEjSZhnhvR6sNI6rVjwwHob3pGUI2QUi/1flv3Oxwe6dwfg9dfhxhvFX32QlZVFbKwIWA4ICGDs2LGEh4dXTz6Z0Pebu7lN86cgcF98sdIyX19fhg8fzuDBg1WFQUlJCZ3zOxPhIiYYPtj9AfsS99XvQK3AwuML+eO0qNg8LHAY/b/aTcRrrxF86JBKPsmAsX1HeOIJWLkS95xY3CIrk/kf8SzT+Rn9gkVwww1mqZwVaO3Zms3TNqt9ryfXP8nKhJUMHz6cAQMGqNW4CgoK2LFjB1u3bm2S55csy8zeNFsln7wdvfnr9r/46eaf1GdBwvnzJA+9ibtiPiYPdwC++zaH+14djO2ECfDMM/Ddd9z+fjfuvBM6RFSg0ZjbpCy8ub1iMStvXwxffGHVcdlqbVly6xJVMHA28yyDfhpEbE5stesHBQUxevRo9XlUVFTE5s2bOXnyZKO2j2UVZUxcNlEln4Ltgnkl8BVa2rdEp9PRu3dvhnl5UTLoFsZ8OJRXeZOXeZvZruNZFBLCutat2RLaGxkNmfhwmo5sZxhLuYMveYJXeJteHODvJ7bABx/UeTxu9m5suGsDI1uPBES/bdjPw8goEu2FJEl07NiRYcOG0a1bN3ViRJZlkpKS2LFjBytXruTYsWON2pdPTU1l3bp1JCQkkKXP4rOUz1Tb+KKJi7i5ZS883n+fqKDrmfasLxFp/zCdnzmLK88DNwKPW0GrPKT7jk+ZCXfeCfv317puqFsom6ZuUu+5x9c9zuLjiyut4+zszMiRI9VcKIPBwMGDB9mxY0eTxrccSj7ExN8nirB/qf56pgYTUM8//zzBwcFMnDiR3bt38+CDD3L8+HF27tzJ1KlTK2WRODg4MGXKFLWU/TXUjB0XdwCiGtYDPR5Q3z951ExCDBhed/6TTqdrsAJJkiRsg7WUYQ/5oiNSmwLKMgcqIyPjinc0c0py2JMoavha2u9KCgtJMdnFfF1za91HQ/KfFCjEl9GuiFgbP6xpFyzVQVdD1aZP9nyiKnVeHfxqleVp0eZZuDZdqyc+Le//2jLM6oLSIBsdBfGRWuBe6/qWxOHVlAP13aHvyCkVnbTnBz5fafBjNMKhs8LC4kca9jWEtSvfx83NrUH5TwChPqbZbscsjGhJOVoziXy1BZEr97mbnVu1uUQK0tIgvUgQpEGcwKGG61Ah8t3d3WsdtFgDL0dzWHaWA7USUJZk19VwXvcn7VcDQweEDLBqm5gY8azyJR2Nb+3PoPT0dFWxWx/7nQIliPyIQzvac5Z7C9fWFLEFmNvwioqKK35+4/Pi1dyh9t7t2XXvLjX7ob7YujUXAA0VRHICuWVL5GqspXl5eSrxZklAaTQaNS/SWgKqU6cQQAwCLmbYISvtl6lN0kgaNbzboDVZicvL1d/7SmPJiSWkFIpn0tP9nv7vkU9gJqBMA5CXX4Zff4V33xWiqEqwlCZbacOzVEDVFr9gCcV+B6gDzTqh18PmzaaNRoJGQ0kJHBHcN/36WbcbEIPVQ4dEJpNGo6FHjx7WKSbatYN77xWvV6+Gf/+ttFiZGBwzZgzdu3dHp9Ohk3Tc63kvOkmnBhaX6Bvv+o7NieWxtUL14K5z56nTbei6SAxC9c7OZEy4j8/v3EfHtuWseu8kfP45jBsHrq688AJ8/DEcPCiISIBFTGUcqyjccUjIyiwtnHWgg08HNt61ETc7QQrMWDmD93a+R0BQADfeeCNdu3ZVbWTp6emsX7+evXv3Ntr9LssyszbM4qM9HwHCcrd/xn7Gtxsvzodez96dO5HvmMLTZ57njMkxMvuZcu68y57c3NxKf5Mn5zJ3bi679haSmJjHli0FvPdeMXY2BiqwYRK/c/rJefD886JySR3QaXT8ePOPPNrrUQBic2MZ9NMgNcD6Ujg4ODB06FC6deumVoI7ceIEmzdvbhRypVhfzM2/3czKqJUAtLFvw6vBr+Jj44O/vz9jRo6k9fLl7O/5KN1PL2QDgizWEc2H+eeZmpDAmAsXmBG/H3gD+AZYDuwEzgG5ABjRMo1fyH7ufXjjjTrPlaONIyvuWMGt7UVI3dHUowxeMLjS2FKxyo4ePZobbrihknKxpKSE06dPs2rVKrZu3Vop1qO+MBgMHD58mG3btlFQXMDq7NXMjp9NYpk4lhfbPcCED1dzssWN3PFBNzoU7Wch0zCgIw93uutuovvSpXyfnMz9v77EAw88THh4R8AGsAMcACfAGXAnRTMLG0kPJSXiPq0jAyzCO4L1d65X7ezT/57OmnNrKq2j1Wrp1q0b1113nTqBp1TDTKxn8QFrcD7zPCN+GaEWSnk0v2/dG12CBhNQH3zwAUFBQcyfP5/k5GTmzp1LpxpCL0HYuV59terA9Roq41CKeHC292mPm71Z1n4+RXTkXciif/+aQ7OVgZO3t3ejdKhaDDQFE+eL/IC6yvEqBJRer7/iM/gbL2xUKwhY2u9idx/ClXx06AkMqH2GXhngu7q61mt23hIt3Vua/+MehzU8rI+Pj9rgWlZsuRLILM5k7v65gFBBKKGLlshOEU2KhJGgjl5VloOZSLOxsWmQqkQhoMod8wGZtHKfWp957u7uasfoalHmlRvK+XjPx4AoU610ohScPw8FpUJV0JN9OHbrdukuMBgMqqKsoeonAH9XE8FqU0KmjT2hFTVX13B0dFTvh6shiFxRQPUN7ltrufrjx82vtRyvViVqMBhUVVdjSOJdbF2QjOKY3ne8j/dX1kyQOTk5qUTi1VAJT7HfQd3KMhWGAvxIJYQEpDpstor9TqPREFKDyq82KDlQBmdzqHhtHPOlOVBXEkdSjqiv542dR4hb/b+/ggMHBEkYzikcKEXuUr0F1VKteKnNTlF2WJvT1KZNazDlqmRkOVCmFDyx+AEUVYJeY65qdDXkQMmyrLa/gS6BTI6cfIWP6DKg14OpoqxCQIWEwOTJQghjibIyqPAPNr9hJQEV7GrexloFlEJARXhFVFKd14o9e0CpkGiy3x06ZM6E7m9l0wOiTVHazoiIiPoV4nn9dbC3J4pw1j7wd7WDaUmSaNOmDQMHDiQoKIgQuxAmek0EICoritkbZlv/ebXAYDQw5Y8pFJSLtu3pihsZ/dUCAA46DGDGsIuErv2emYt7c+a8DfPnV95+/HiYOdNIQEAy27dX0NuUp7+BUVzHVjIu5Almb8sWq4+pW0A31t25DicbJ2RkXtr6Et3md2Nv0l7at2/PuHHjCA8PV8cesbGxrFq1imPHjjVI/SjLMk+se4LP9n0GQCv3Vmy/ezutPMTEXEZGBuvWrMHvhRf48fCNrGA8ACNvKCcn70lcXV3x8PCo8S8w0IPrr3flhRecqDBOQKup4AnH72jPGZgzB+6+W9xvdUAjafhy9JdqMZmkgiQG/zSYo6lHq11fkiTatWvHiBEjKgWUr169mn379l12sYzC8kJGLxqt3ovtHNrxQvALeNh70KdPH4a2aIHjjWP5cnY8gyq2koAgmiWWUk5PBgxwZ+DAgURERODhkQ+8DjwC3AoMAiIAD2A0GnL4TroNT3LE/fPCC3WSUHY6O36b+FslxdjAHwdyIftClfPj7e1Nnz59GD9+vFqVT0FaWhq7d+/mr7/+Yt++ffUKLs/NzWXDhg1ERUVxtvgsL8a/yK+Zv1JiEITpvRkh3DJ5H7f+dCORFUdYyh0mO6cR+B1v7+H8s/sJbrvtNgICApg8+Q7mz/+GqKhTJCfHs2TJzzz44HQiIkKAIiCPFeWFPGo6Pjk9nbJRN0Mdz8MegT1YNXkVdlo7DLKBicsm8u/Ff6us5+fnx+jRo9UiVmVlZfz777/s27fPqsIidUGWZQ6fPczQ74eSXSb6EY/ph1OysGu999VgAurAgQMcPHiQGTNmWDUw79ixI6+99lpDP/Z/GrIsczD5IAA9AiqHEceUtgTAWzpDUFD1s/YlJSUqc94YA1KAPsMj8CAT8swKqNpu8KtJbaLY75xsnCrZRwpPHyGG1pRiz30TqpfIgpglVzoyl6t+AjFTo8I9jsTYui11Go1GPZepqalXVE322d7PKNKLLIVXB79aLbHpWhpHb/bRlaPYhFYddMqyrCqg/Pz8GuThVhVQugqwLaQM+1odBVdjhcbFxxeTVCAGAbMHzK5Cmliqc13YT0j7qqSFZf7T5dpDLWFZ1r7YoQwuXqx1fYWcyczMvKLnNKs4i6gskfLdL7j2qfIT+8z5eQUcr7adzM7OVs9rQ23MIK4/R0SAZrYjRCU51bqu0sG6GgioXQki5KetZ1v8nK27xh4Zv4VUAthHH2yCg2tcz2AwkGAqyhAQEHBZCj6FgNI7mX/X5Is1z7jb29urofNXmoA6nmZmQ7v41ZxZVhdkGc6fF4OXvib7XV0ElFarrRJWqtgdiouLreqwhoSEIEmJpv06U6rsz+K5r8zclmF+5l3piSmATTGbOJF+AhCZcbZa6/JwripcuGBmaNpVr5z75x8ICAB7ezia29K8wMqZcQcbB3wcRRtoDQGVX5avTgZYrX4Cs/1OkmDECEBwUgqsVUDp9XqOHj0KCIWJh4eH2sZYhaAgZnbcRDuiuOfsbPTLV9W4qoODAwMGDGDgwIFMDJxIa3tRVOWrQ1/xy/ZfGmTxLS8v58llT7I3eS8Ao20H8Mwnq9Dp9WzW3EDfsh38sspTVdO3bi3TpUsmK1eu4v3332fq1Kn06NEDZ2dngoKC6NmzBQ88sJRRo8Rz+qJTB/JxFYPfkSPh22+tPrZ+If3YOn0r7b1Fn+RUxikG/jSQ+1feT5GxiB49ejBmzBg1RsJgMHD69GnWrVvHypUr2bdvHwkJCWq0RV0wykYeWfMIcw+ISdDWHq3Zfvd2Wrq3xGg0cuzYMTZv2kS7b77h2E4v3uB1AFqFlpKQNIzvvptXrwG4wbASg7Ezm3Uvk6f0D375RShWrFAmSZLEe9e/x9vD3gYgoziDYT8PY0/Cnhq38fDwYOTIkbRpIzLWZFkmJiaGNWvWsGfPHvIVctYKZBVmMejbQeyIF26aTo6dmB00m4iWEYwZPZqw7dsp7DyAyTsf4Qm+RI8tEnrgCWzt7ua77z7l33//5d9//+Xs2bNkZ2dTXl5OSkoKx48fZ/PmzSxZsoQvvviC2293w0grXpE3kKiMC+bMgZkz6yShFMXYY72Ewu9i3kUG/TSIUxmnql3fxsaG1q1bM2LECEaPHk14eDi2phwzvV5PTEwMW7ZsUS16NSl5ZVnm7NmzbNiwgfiseL5J/YY3E99UVU8ROn82/wxuX82kl3yU5SjlRA3AYqATPXp8wNGjP9OrV/V2+YCAAO644w7mzZvH2bNnSU5OZvHixYSEhDAPeBMPJvIH06NeQJ5wa42VkRUMaTmEZZOWoZW0lFaUMnbJ2EoTWApsbW0ZMGAA/fv3VyfdY2JiWLduXYMU3+np6axct5LbV9xOcpkQRNzhPJKBn/rzLdZX6lXQ4BDyHj161L3SNdQLCfkJZBaLi6RnYE/1fTnqHGcRjb2nS80V8Boz/0lB9+7dCOEIOSYFVLG+mJzSnEoViCyh5EAVFxeTlpamelObG0bZyPpo0am5Puz6StVJik6JBk6LEf+eNav2LIOAG0JAVVZAXeT8gSQGXVd3lZ2AgACSkpIoLS29YlUFc0py1IySPkF9aqzMdL3xSx7GpHD0q0qw5eTkqFlWlxs+rkDpEAPgmAnlLiTEVuDrW3Oz5ufnR1JSkkrS1mtWtJFhlI3M2TUHgCCXIO6MvLPKOvt26gEb7Cmh0PkiwdUM5C0J3sa43xViD0RWUUgdBJSPjw/x8fGUlZVd0XO6N3Gv+roulc7xf/MAR3xIJ4o0RlZj+7J8UDdWO+pq40qRoQgcM0nIqf08eXt7k5ycTGFhIaWlpZWqNTUnDEaDOpgcEGqd/Q6g2FRoQIOMYw3WURDKTmUQcjn2OzATUOWOZtIp+lAyvQfUXGEzICCA3NxcNV+vodbVy8XxdEFAtXBrUUntXF9cvAilpWISUMl/krt2rXZdhfyxDCBXYFkNMi8vr9JMc3XQarW4uOSSnw/5+S6UtahKQCkKqEJ9IQ4uIgD+alBAfbRb2HicbJx4sEcNFSyudlxSAU+WqxY3c3UFhWe9WORNT41G+LvrWQkvozijTvU7wNbYrapl97Lyn3r0EBlQmAmokJDaC5tY4tSpU5SWlmI0Gjly5AiTJk1ClmXeffddnnnmGasmvrrf1w0OQTp+rJ65mVvG3ygqgtWAkJAQ/P39kXfJTNkxBb2sZ/bu2TjlOzG43+B6PUMU4mH53uXMi54HQKDOj4Xfx2Ofn08G3kxz+QtDngaNxkBw8CFsbX8iMfEX3n+/5uJEycnJzJhxB337fsWtt/7Jiy/60PrcO0LZU1YGDz4orqcPP6z1uyroHdSbow8d5aPdH/HWjrcorSjl+yPfsyJqBR+P+Ji7Ot/F4MGDSUtL4+jRoyrxXVxcTExMDDExMaq6JTAwkMDAQNzc3Kq0SUbZyIOrHlStym0927J1+laCXYPJz89n9+7d5OTkEPnHH4Rv3Egh3QjVJZOh8yYtcyDF8cJRMmDAACZOnGjV+V+zZg1btmzhaD60zYdtDg60KpGI25BAx2HDYM0aqGOCX5IkXhr8Ek62Tjy14SlyS3MZ8OMARrYZyQPdH2Bs+Ngq4fw6nY5evXoRFhbGqVOnSEpKUquyxcXFERISQqdOnaqt2gsi3+/Q6UNMXjuZCyVCSdTVqSvvdX2P3t1741lRAXfeScGKLfTigFpVXSIBmdsID89m2bJ9dO7cucq+bWxs8Pf3rzIOeuyxx+jX7wtmzZrFIKORLUA5Ebh98TsBJSUwb16txQ40koYvRn+Bq50r7+58l5TCFK5fdD2LRy/meq/ra9zO3d2dHj160LVrV5KSkoiLiyM5ORlZlikuLub06dOcPn0aDw8PWrZsScuWLbG3t6ekpERUHkxNYUveFpZmLqXYKO4bB50DL7eaztMzfsCuBDJ0R6ACtBojGu0S9PrXgWgmTZrEggUL6uWICQgIYMqUKVx33XWMHz+e1/bdDyZia+S2Ddzz4IPw44+1VqccFzGOn27+iWl/TyO/LJ+Ri0ay896dhHtVLabSokULvL292bt3L+np6RQWFrJp0yY6duxIp06drBYAFBQUcPToUS4mXOSz5M+ILo0G4Oag0bz5bhk9i78E6m/za/QqeNfQcCjqJ6isgNIfO8VsFnGaDpSG1yz1UAakGo2mzs6jtYiIiMBFWg/5lauh1ERAKWoTpbLDlao6diTlCGlFwm41ps2YSsv0F8wyTz9Fl1wNLIOIG6Io83b0xk62oUzSg3scMScygboJKMucpOTk5CtCQH2x7wvyy8Tsy6tDqlc/ATiaZmgK7O1xqaa6imX+U0MJKEuiBMdMyG1F4qk8evSp+Zq3/P3S0tKuKAG14uwKVbEzq9+saks379teDLjRncOU9ajaIQCzndDV1bVRSArLrKIMRyiJTqS2wreWHeuMjIwrdk6V/CcJiT7BtZf8Pn5KPHgjOcFR4O1Bg6qsoxD5ljbDhsLLwUvkzThkkVjqTbWjRWVdi7Y7KytLnUlubpzKOKXe+wNDrAsgByi3yLhyaVNz1ayLJoJTp9Nd9ndUnkMltuZgvYunMoGaCSh/f3/OnDkDiHtIkaw3NxQFVGe/6u9va3H4sPl1D8SAqzoCqqYAcgWXVsKzpg/h41NOfj4UFTlT4OKFH1RLQBWUF+Du7n5VEFDH046zKWYTAPd1u69SNcX/FKKizK8jIrjxRsjOhkmT4OmnxduWl3Z8khb8/UUVvHoQUCFuIRxKOWSVAmpDtLD82GntGNKy7jL2gAjmU8KeTPY7WTYTUNaqnwoKCoiKiiIvL49///2XX381lwR87rnn+Oeff/j555/rtFVPnO7E40+VkV9mxw+JI7jll1/gnntq3cbGxoaJQydypuIMr+56lTR9Gt/Ffkd5UTlhYWE1kgaWUMiG1KxUPr34KQYMaCUty3f64xVzDBm4O2wHKTFCQWs0PkB8/I/V7svf35+OHTvSsWNHfHx8mDt3Lmlpaezd+y+S5IeHx3288847+G7fDjffTGa6Ae9PPxXe/19/BSue5bZaW14c9CK3d7ydR9Y+wsYLG8kozmDa39NYcGwB39z4DeF+4YwcOZKCggKSk5NJSUkhPT0dg8GALMtkZGSQkZHBsWPHcHAQJe5dXFzQ6/WU6ct488ibrEkWmTfB9sG8FPQSB7ceZI9+j6pqilizhk5//QVA19AsxvV8i6+WnwJTW/j888/z1ltvWZ3lOHPmTP7++29mzZpFXFwcvUt0hLGGZDqy/eBQOvfvLyo2tq75GaPuq+9MnG2deXD1g+qk+Pro9fg7+3Nv13uZ0X2GaiNU4OXlxeDBg8nJyeHUqVOqgi8hIYGEhASCgoLo2LGj2j7LskxCQgL/HPyHl6NeJr5c3Kf9Pfqz5NYlhAaFinKSd98NGRm4AINtdhClbwdsQOZOJk8ewfz5G+vdh5MkiSeffJKIiAhuv/12+uZHoGctLUhk+3dDcS8tFcRKLedekiTeuf4dXO1ceX7L82SXZDNp1SS+NnzNlM5T0GpqJkS1Wi2hoaGEhoZSVlZGfHw8sbGxqno8JyeHnJwcjh49ip+fH9nZ2ZzNP8uPaT8SU2aOmLgp4iY+7/YiLYfdAiV60OmYtGEGP805yObNd6DXizHja6+9xquvvnrZDg5/f3+2b9/OXXfN4s8/bwT8eZwv6b+gBxGt3xEhfrVgapep5JTm8OT6J8kozuCGhTew695dlazSCpycnLjuuus4e/Ysx48fx2g0curUKc6cOYNOp8PGxkb9t7q/kpISYmJiMBgMLEhfwKEicT9d12IYvy+t4JnYm8nHjWsE1P8IDiWbghMlDV39u6rvlx3ex/N8CsDcie9XtylgHjh5eno2Wll0Gxsb3HwSId+sLEjIS6i10+zn50dcXJyaA2VNSefGhmK/AxjddnSlZVlxRpIIxIFUPGvpZCuNmJeXlypnvBxIkkSgjQ+xFcngdpHEC9ZVJ3BycsLFxYWCggJSUlLoWE1Vo6ZEXmme6rnvEdCjUo6WJUpLS/EyqZuK3dyo7hGmEFCurq5qxZTLRRUCCog/XQDU/Fu6u7tja2tLeXk5aWlpqtS5uSHLslrBxcPeg/u7319lnbIyOBYtzlEf9uEzfnyVdRo7/wkqn9fxjj/Q9+8ubP2p5vXd3NzQ6XRUVFSQkZFBWFjdpGpTQFHpdPLtVKn0e3VY3PUjjiUloKeAR11c6HrJQF2WZZV4bsySyH4ufpwsPAmOWSTIwciZWUg+1e/fsr28kgTUrvhd6mtrFVBFRXDhrC1ZeOJJNq7hVWfnQJAhSpsQHBx82c8rxTZapC0FyQiyhuSYmpUAIIhTrVaLwWAgNTX1ihBQReVFnM8SJZwbYr8DOHRIqCUljHThGHh7C8nIJdUp8/Pz1bDW6p7JLi4uSJKELMtWB5F37JhDScly/Pz0lHua2qFqCKj8snzc3d1JSUlRj6Ox+ij1hZL9pJE0zOw784ocQ6NAUUD5+VHh4sG//wqHUGSkeRVPT3B0hOJiU+2DoCBBQNUjnDbUVdwf8XnxtU4oyrLM+gtCyTSoxSAcbawk7zduNL8eKWx7Fy+alVvWElAHDhzgzJkznD9/nvUmRVXnzp0pKiriwoULrF27lm7duvHbb78xYEDN7ZmjI0y+S8v8H2Ado0l6qS9BkycLH2MdePG6F9kQv4FdCbvYkLuBns49oeYoxWrxa8avpOhF2/hGZiR91h8F4LfeH7F2v2LFXwr8qBJNHTp0UAmnDh06VLm/n3jiCd5++20+++wz9Ho933//PcuWLeP111+n1dtHuPMhdxYYpzFx9Z8weLAgLKycKGzt2Zr1d65n6amlzFw/k7SiNLbGbiXym0heGPgCzw98HhcXFyIiIoiIiMBgMJCWlkZKSoqq9AXUAS8I5dO81HnsLBAZhEG2QbwY+CK2ZbaUYFa7hm3fTvfFIpS9wtub8Q4OrFkulGNeXl4sXLiQ0aOr77fWBEmSuOWWWxg1ahQff/wxb711hlPlYqJqOJv558IQ2vXvj7R2rVDs1YEZ3WfQN7gv8w7OY+HxheSX5ZNamMq7O9/lvZ3vcUPrG3ig+wPcFHFTJVWUh4cHAwcOJC8vj9OnT3Px4kW1GlxSUhIBAQGEhoZy/vx5LqRf4N3Ed0kqF8TyuJbj+OPOP7DV2cL8+fDII0L5CPzj58cfaY8Dh7CzW8SXX37GjBkzGiQUGDVqFHv37qVv333k53uTizc3s4L1C0fhUFoKixdDHWOo5wY+h6udK4+ufZRCfSHTVkzjvV3v8eqQV5nUYVKtRBSAnZ0dbdu2pW3bthQUFBAXF0dsbCxFRUXIskx0UjS/Z/7OlrwtyAh7YAu3Fnwx+gtuajEC45BhFKbk4wwYPv6Yx/9YysaNovK3vb09P/30E3fcccdlnyMF9vb2LFv2Fffdt4SffppCEc5MZgl7XumHbatWSHdWdURY4ok+T5Bdks0b/7xBfF48Nyy8gX/v+bfyuMgESZJo3749AQEB7N69Wy1CUl5eTnkdtj8FK7JXsCVP5MR19uvM8qMR2K6fx6dsIUOTz29G6+2hChqcAXUNjY+DKUIB1d67PU625kF68UHxfgwQXk0YMQjPuDKz2FgDUgVBPbVqBhTUXgnv0s+/UqHPCgHVwadDpUouAD8lPU4wSfSQaq4AUlJSogYANsR+p6CFR0vxwj2OtFTrG3pFBZWZmWl1g9FYmLt/LrmluUDt6qeLF1OI5kaO0JVsz6qho+Xl5eqgvqHqJ6hMlGgdRS/1wunawxqvlhyos5ln2Z8kAp4e7fWoWiXKEseOgd4o5giC2E+fsWOrrJOVldWo+U9QOQOqxLGY+MLaiWNLpeWVqihWYaxQz2dd+U8A7S+s5g6W4sVaBg4cWGUQXFhYqFpFG8t+BxDsZZqhcsykGCdyTtasQLC1ta0USHqlsDNBdP69HLyI8IqwaptDh+Cpf+fiTRYbGYGmhrYzIyNDncFuSEVMRQElI+NsJ2aK05Nrr4ij1WrV3zYlJeWKtAWnMk6pneCGKqAmTDgBtGIuN+JEMXTtWq26rrYAcqhcCc/azJGhQ/V06/Yj7dqtQOdtIhzy8lDCaSwJKEsF75VSQSXlJ/HrCaGMubX9rVXUB/8pWFTAO3HCHE9jGdgtSWYVlEpAQb0teABF+iK1P1AdzmefJy43DoBRrS/DfufmJiqzAbt3mxdbQ0Bt376d33//nXPnznHhwgXy8/N59dVXOXDgAIcOHWLSpEkAJCYmMmTIED744INaM5rufUA8f41o+SVlOHz1lVVfRavRsmD8Ahx0Qjv8Q8YPajl3a3C85Dib8oQ6b4AcwvNzjwJQ1qMHX5YvAV4EzhEWNodTp06RkpLC5s2b+eKLL3jwwQcZOHBgtfe2q6srH3zwASdPnlQJmby8PJ566nUmPORMkdGR2/idr3kYjh4VJ92kErUGkiRxR6c7OPvYWR7u+TASEuWGct745w26zOvCmnNryCsVpLZWqyUwMJAePXowbtw4xo4dS48ePQgICBATA7KBr1O/VsmnFg4t+KTzJ7QLbkdISAhhYWFERETQPzmZ3t9/zxu8ym+2UxhYVMQakypwwIABHD16tN7kkyUcHBx4+eWXiY5+n65dFwKQgS/Xs4UL6S5UDByIvGFDHXsR6OTbiblj5pI8K5mfbv5J7avIyGy8sJGJyyYS8mkIL2x+oUoQt5ubG/369ePGG28kLCxM7YenpKSwb98+zqWd482EN1XyaXqX6fw19S9stTbw5pvkPTSbqcYFZNv58qi7O0PT0sihnPDw7ezfv4f777+/UVwq7du35/z5cXh7/wPADoZwB79RsWw5TJwoZlbrwMO9Hmbh+IV42Yt+5ZnMM0z+czKdvunEkhNLMBitq3bn4uJCZGQko8aMQmorsbBoIU/GPsnmvM3IyNhobHhp0EucfvQ0N4WPg0ce4fP9fenMcbaNeJ2RK1bwzTeCfAoICOCff/5pFPJJgSRJ/PjjFMaPPwfAEbrzAu9RMW0a+q1b69z+tSGv8XjvxwExphj28zB+OPwDGUXVO6Tc3d0ZOXIkvXr1on379rRp04aWLVsSFBSEr68vHh4eODs7Y29vX6lPfFQ+yu9ZvwMQ4hrCOu7C7XNB8J7SwCrjK8CH9f7+1xRQVxlkWVYVUJb5TwA258RFegroXoMKpinynxR0Gd0Gx/UuFBs1oDHWmQVgmQOVnp5O+2oClJsS2SXZai7MpfY7gAy9GPB42mQC1VcUtMzXaQwCqm1gB7Zn7Ab3ONJzrFcABQQEEBUVhSzLpKWlXValqMtBQVkBn+z9BBAz9OPCx9W47rFjOTzFagA+kj7i0l87LS1NHeQ1NgE1xulnxrGbEJ8OQGTNGyGI0cTEREpLSykoKKgSwtscUNQ6AJM6Tqp2nYTYCpwopQhnJLvjtK5G6m15fTYW4VzJVuuQRUJFIEaDjEZbc+fE29ubtLQ08vPzr0iezom0E2pAfp1V2oqKkKOikIDDwJAhVS0ilu1oYyqgAt1NJItDNkhGEo5m4Tms5vW9vb3Jz88nOzv7itmYFQXUgNABVn++5bjWTUqpUTVgGQDekPbV8pr1coimsLQFmTl1q1UDAgJITU2luLj4iuSXWQaQN5SAOnXqJHbEcT9x4o0aJqlqCyBX4ObmRn5+vtUEUatWrXB2dgagwMHCsJuRASEhagi5ooBSkJub22gxAfXBl/u/VDOKnu73dLN/fqNBls0EVEREJcLmUnFPaKhYNT4e6GsiwutpwVMQnxdfo2VRsd8BjGxjZQC50WhWQF1/vWrVcXGBoUPhxIkaL2dATG698847HDlyBGdnZ/R6PRUVFezfv59upg1tbW1ZunQpQ4cO5amnnqK8vJznnnuOHTt28PPPP1d7HfbqBZ06ypw8JfEj9/L8O32R7rsPrLDStfFsw5zhc3hi/ROklqWy12UvX478ss7t0ovSmfnjTPH9JXsWfpaAVobSoCB6JiRwKj0dOMTQoUf488/Nl+UsCA8PZ+3ataxZs4annnqK8+fPYzROBJYj48yjfE0afrx+8XWkAQNg5UoYaL392t3ena9v/JrpXabz4OoHOZZ2jHNZ5xi7REyi+Tr5EuEVQbhXuPpvuFc4rVu3Jjw8nDJ9GVP/msruAnFBd/HrwuZpmyurO2QZvvsOXniBpcaJvM4bUA7wKPA1zz//PG+++WaDXAuWCAkJ4ciRqdx/fyzff9+KFAK5ni3sKB1M0OjRFD//PK5vvWVVdpaTrRN3d72bu7vezYm0E3x3+Dt+OfYLeWV5pBWl8f6u93l/1/u09mhNmEcYYR5htHJvpb5u27ktHTt25MyZM8TExJBSmsK7Se+SoRf9lod6PMRXN36FxijDo4+QO28JI9nIfvqwpsyJnDKROzR58mTmz5/f6M89X18vLlzoR7t2Z0lJacdKbuYBvuWHlfch3XwzLF8uJIa14LYOt9HPsx/L4pbxyb5PSC9K52zmWaYsn8KbO97k5UEvc0enO2pURBllI7vid7Hk5BKWnV6m5ioruL7V9Xw15isivE2Tal9+yYmfDvA8BynHjhFbplFheAuA7t27s2LFimozWBsDS5eG061bEadPO/Eps7jBuIn+I0di2LkTzz41x0lIksRnoz4jpzSHRccXcTL9JDNWzUCzWsPgFoOZ0G4Ct7S/pZI1T6vVWu38MBqNbIjewCdLxRjQ3d6d9RFvYXfTbAxoyMTIOKORYkni5Zde4u23367X975GQF1luJh3kawSYampVAGvrIyv0+5DApJtDjC2htnipiSguvfoyufGYbxWKJPsWrcC6krnQG28sBGjLGa3LrXfGSoqSJPFjJ6vc81VphTllk6na5SOcmtv043vkMsUzzkICXXd8PX1Ve0iKSkpzUZALT6xmOwSMWB5ZfArtf5+Z0/lqq+DQ6s+FBSrjVarbRSyxN3eHa0kZsraOf7D/fxDdMEtwFO1bmepFEpLS7uiBJSLrQsdfaonkye0OszN9OcM7fmni2u15165Pl1cXBotpNpGa4ObnRt5ZXngmEk5dqSdziQgsmYixrKtyczMbHa7mJL/BKI6T604dgzJRIQeAZ6thYDS6XRW5XZYC7UDrTGAXR4JZwqpzXjl5eVFTEwMer2e/Pz8Svk8zYHE/EQu5omMpgEh1geQW45rnexqVm8pbYKnp2eDSEtLAsrFMRpyrqewqO6BhyXplZKScsUIKAedA208G2YHPnnyJB0B9VvXQUC5u7vXmGHh5uZGQkKCWgmvrtyU4OBgdV+ZlgOw9HQICTFnQJUV4OzsrD7LroQCqqCsgHkHxeztwNCBdebFXdVITzeX727XTiWgvLyg7SVzapUUULea2uf8fCgosCrrx1JBnpCfQBf/6lsupeR7kEtQjc+2KjhyBBSV5yizamrcOPFnNNacYXz06FHuvvtuysrK6NatG5Ik0aFDBxYvXqxWx1IgSRKPPPIIffv2ZdKkSWqFsa5du7J06VL69+9/yfpw3wyJp56CaNqyI6cTQz74AN5916qv9WjvR1l+djnb47bz3ZHv2J9sLmurKB+VSTnl/1nFWaQXiYmluSv0tMqFMicneqVnckov1CMPP/wwn3/+eYPJlRtvvJHhw4fz+eef89Zbb1FYOBRYC/jyJq9RjCMf5MxGGj5c2KduvbWOPVZGn+A+HHzgIJ/v/ZxXt79KsV7YotOL0kkvSuff+Mpl5DWShlburXCwceBk+kkAuvl3Y9PUTZWyKUlMhBkzYMMGjtGZe1AyAnJwd9/P4sVrGDOm6qRzY+C771rh42Pkvfc0xNOCYWzlX3kwQe+9R8GGDbgsXw4tqjoAakKkXyRfjP6C94e/zx+n/+DbQ9+qVWcv5FzgQs6Fardzs3MjzCOMUNdQ9qXvU8mnmX1m8snIT5DKyuDOO8ldvoURbOQAIuc2Bw22tk7Mnftpgy13tcHV1ZYzZyLo2DGdpCRffuJefEnn/Q0vII8ahfT338IbXAscbRyZ1XcWj/V5jHkH5/HB7g9UIuquv+7irR1v8fJgQUTpNDpkWeZo6lGWnFzCbyd/qyKSsNfZMzZ8LNO7TOfGtjeav/u2bZTOfJ4p7KUcO8BAheEuwMDtt9/ODz/80ODIkNpgawsrVjjRtauRoiIN0/mZ4xWdKR04kPRt22hXC/mrkTT8eNOPBDoHsuDYAtKL0jHKRrbHbWd73HaeWP8EfYL6MKH9BCa0n1BjP0OWZXJKc4jNiSUuN47YXPHvz8d+psJYgZ3WjpVD5tHmxpkMMqzEkUIKuJMUm2x+W7SIjh07XiOg/utQ1E8APQItCKhz5/iKx0glgC72f9VZAc/Dw6PRmH8FnTt35gBHCcmHZFdIsCKM8krmQCn2O2dbZwaGVr6B44+fJZUOAPj7VJ8VoqiNQAywLzdwzhKWlfBa2G6secVLoJA2KSkpql2kOci8A0kHAJFTdEv7W2pdN/F0rvq6VfvKpI4sy+pgU8leaSgkScLb0Zu0ojTiTZMpxvi6r0k3Nzfs7OwoKysjLS2Ntpf21JsBCmHSN7hvjTM4aX/8gT8GIjnJ8XFvVVlumf/UWPY7Bd6O3iYCSuw/bn96rQSUpUroShBQCqHn5eBFW8/af8+7ZnoRwy5GsoEz9h9UW8lVsbx5eXk1yn2voHJuWRYJMbXbaS89r81NQFnmP13ahtYGhYByoBiNU/VltktLS9VqbA1Vl1oOTmY4vcAMZnHKwwcUNVANcHNzw97entLSUlJTUwmvIauqqXAs7RggrBl1ZVvUhoICOH78LJUop2oIKMsA8tqKWdQ3iNzT05PY2EEUFPizzCsLVfdiUmgqBJSMTImhBDc3N7Kzs9Xfvznx45EfRdsGPNPvmWb//EbFJRXwdn8hXvbvX9V9qYyJ09OhxCfUXFgiKQmsqFJsSUDVFEReVlHGtrhtAIxsPdL6PopivwM1/8kS1TXBiurp3XffRafTMXbsWFxdXenbty/Tpk2rtd3u3r07hw8fZsaMGfzxxx8kJiYyePBg3nvvPZ5++ulK2951F8yeLaPXS/zAfQz57CF47DGwwjKsDA47z+tMYXmher9bg0nnbJh6WI9Bo6Fr0U2c5QE0mul88cVsHn30Uav3Uxfs7OyYPXs2U6dO5fnnn+eXXwYAW4BQPuJZSiRHvih7HM2kSfDpp/Dkk/Xav06j4+n+TzO1y1R2xu/kXNY5orKixL+ZUeqEOwjViiXh0jOwJxvv2mhW28kyLFwITzwBeXkkE8A4/qYER8BAhw5vsWHDX02mVFHwzjsaysrgk08gltYMYgubGUPY4cOUd+iA7XffwZQp9dqno40j07pMY1qXaZxKP8VvJ38jKiuK2NxYYnJi1IlgBXlleRxJPcKR1CPqey8MfIF3rnsHKS8Pxo8n559jjGATB+llWmM5bdq8wh9/7KJLl4ZlDloDNzeJQ4d86d69iORkJ+bwPD5k8PS/n1DRuzc6K0PcnWydeLr/0zzc62FBRO36gLSiNKKyopj611Te/OdNboq4idXnVquFfRRoJS0jWo9gcqfJ3Nzu5qr5oLGxMGkSLxjf5qTqnngHW9uDfPbZ1zz00EPNMtZq0wbmzdMwdSrkSa4ckntwY8Va9g4ZwoZlyxg5YUKN29pobZhzwxzevf5ddifsZvmZ5Sw/u1xtp/cl7WNf0j6e2/wckb6RTGg/AQ97D5VkUv5Vis1cCgmJRaO+ZeDdb/F09rPsR0za2Ng8zZo1Xbnhhhs4ZaoqXx/8TxNQy5cv54MPPuDEiRPY2toyaNAg3n33XTp16lTntqtWrWLFihXs2bOH+Ph47O3tadOmDffffz/Tpk2zupJCfXEopfoA8uy9UaSabg6fkMJqtzUYDOrsZmOrn0BY6lL9/QnJS2VfMCRmxta5zaVqk+YioIyykXXnBQE1PGw4ttrKM2EnN0chI66D4LDqO/75+fmUlAjffmMN8Fu4m2dGirSFtVbBuhQBAQGkpKRQXFzcbGqIkxliFirSLxKNVPtAPD3WPJhu07Xy9Zefn09xsSD6GsN+p0AhoJJNBJSNFVljijIvISFBzYFqTmVedkk2ZzJFrkJteUXFJktCItDtlqrkX3Z2thom3Nh5b96O3qIjaAp3v3gyn9p0RTY2Nri5uZGXl1dJhdlcUAi9fiH96vwtd53xJI4IvEkmaMCAKkR9WVmZmn3TmPY7qJyv9brjo4y0aQPUXBbaMuA9KyurWhtmU0KZibXT2lVW5NYBpcBoMImUulffTlna7xraJlgqoApdi3GiDAcr8oskScLf35+4uDjS0tIwGo2NSjjWBlmWG60C3scfw4YNywjlOHr6Y+NoKyQwl+Tb1BVArqC+BJRer+fs2XHk5gZTFnDAvOASAgrMNrzs7Gxyc3Obtf2tMFbw6V5RyKWtZ1vGRdRsKf9PwIKASvboSFyceN2/GheyZcZ+gk0YKtVqJQHl5+SHTqOjwlhRIwG1M36nqnKx2n4HopoYiOOwohiA0Whk1KhRbNsmyK6ePXvSsWNH2rZty7Bhw6y6h93c3Pj999/5+uuvmTVrFuXl5cyePVutkqdc897eMHWqBKkp3L/2aygpgTffFKXlrUArj1b8edufzDs4T7V9Kte7hFTpNYBUVo7/uh28+1cBEjDB2JKzzANcCQw8zUMPNY0SIyAggJ9//pmHHtrDpElTSEr6BQjjK/lRSnWOzK+YgXbmTCGh+/DDmiVpNcDXyZcJ7asOorOKsziXda4SMXU++zxhHmH8dPNPuNu7ixXT0uDBB2HFCgBWMo47+YFCRF9z2LANbNgwp9En3quDJMFHH4mIu6+/hkRda36scOZtwLa4GO68E3nNGqSvvrLKrnkpOvp25K3rKk865pXmqWRUTE4MsTmxxOSKf9OL0pk9YDbPDXgOKSUFRo8m53g8N7CJQyhRLn9w++0r+O67vc2q9PXzg507nejTR09Ghg1zeIyHmIfThQuUdeuG3YYNVlcYcLRxZFa/WTzU8yHmH5zPnF1zSCtK43z2ebWohIJBoYOY3GkyEztMxMephvFwURGMH8/GrO58pjon9hEW9ivLlu2he/fuDfjm9cddd0F0NEy81RamJsEx6Gs0EnXrrfw6cyaTP/mk1melVqNlUItBDGoxiE9GfsKhlEMsP7OcP8/8ybksEeFzIv0EJ9JPWHU8LrYutPZszXP9nuXWF39l1akwPmWW+CztUbZuHcrAgb3q2EvN+J8loH744QdmzJhBp06dmDNnDqWlpXz55Zf079+fXbt2EWlZIqQa3H///Tg5OTF+/Hjat29PXl4ev/32G/fddx9//vknq1evbpJO08FkETTewadDpeohhzebPQ2telb/AMrMzFQDFRt7QKqiSxeC88XAIaEwuc7O45XKgTqccpiMYjEQrq5qW/R+M1ER3tW92n0o5cGh8UgTSwVUvnMFuXuP4N7PukbO8hiSk5ObnIAyykZOpQtWu5NP3aRtTpog8hwpwiO8MmGnqJ+gYWHDl0JRlCQ6u/II7xGd0orFGVAX/xoQEEBCQgJlZWWkp6c3uoKoNii5ZFBzXlFSokzWaZmWSOy3s+WWDh2qrGMZ7N/Y97uqKFEIqHN1B9/7+PiQl5dHdnZ2sw7k0wrTiMkRVXP6B9ee/5SfD3GF4uLw5Ditq7HfWQZ+NzaRb6mA6umwkRbptYeLS5KEp6cn6enpVySIfGe8CIDtGdgTO511FjlROl0GJHpykIoayAuFgNLpdA0m+iwJqAw3W6AMl+Laq+ApCAwMJC4ujoqKCtLT0xsl688aJOYnqmHODSWg9u3TA3YYccOGCujcU2SRXEJAWSqOaiOg6lsJT2TpVZCbG0xansUMs4mAsiyyYJkDpdfrKS4ublJ7gyWWn1muWkpn9ZtV56TKVQ+FgLK3Z0+CWXVaHQF13XWwapVQQrWULH57KyvhaTVagl2DicuNqzH/U7HfaSQNw8OGW/cd8vLMaeMW9rv160Whvn794NJu4/Lly1XyqV+/fkybNg03NzcCAwPr1b+QJIlHH32Uvn37ctttt6mWvO7du7Nq1So6dxb35Q8/AATAGE9YB3z/PcyaBa2sC68f0XoEI1qPqHvFrCxxDg6KYiovYcNKlgDinpo3z8maiKEGoV+/fhw+vJwxYx7g0KE5QATLpQ587BWEW1aCkP0kJcHPP0MjZD16OXrRz7Ff7db5Zcvg4YchK4tiHHhc+yk/Gh5UF48eHceaNWOsncttFEgSfPklODhAeLgNoaEfcPuECXxZUoIvIP36K8Z//0WzaJGoKNhAuNm70dW/ayVhQhVERcHIkWRfzOcGNnMYMWmk0fzJ3Lk5PPTQL1ckR7JVK9iyxYYHHtDj6f42X6wv5gXArqCA8oEDKfn2W9zuu8/q/TnaOPJUv6d4sOeDfHvoW+bsmkNqYSrd/LsxudNkbu90e5WiU1Ugy8h330328UTuRqmWXsjo0YtYsmRfs6vNFbz+OoAG9u0jrU8f/I4dIwII++wzVuzYwZh//8W2jvwsEG1bz8Ce9AzsyTvXvcOZzDNCGXVmuaqac9A50MqjFS3dW9LK/ZJ/PVrhYe+BJEkYnn2W+DUnuJsjpn3ns2aNMwMHNiw24H+SgMrJyWHWrFkEBweza9cuNePltttuo0OHDjz55JNsrSNhfvHixVx33XWVbtaZM2cydOhQ1q5dy7p16xrdYyzLsqqAujSA/MRhcwWNvkOqH2w2Zf6TAo8Bg/h2XVdgDiWUk1OaUzm0uBr4+fkRGxtLRkZGsw1MFfUTVE9AJUZXqK8jr6uqKpBlmTjTdKKbm1ujzRj4Ovligw49FXzsPoHnBncgOcO6SRIXFxecnJwoKioiJSWlycm8i7kX1WDnTr61E1CyLJOaLhrFIJKQAisTdgoB5ejo2KizL8qAPs9J4hseAQPExcr4+NT+kA0ODubgwYMYjUbi4uKalYDakyDUOhJSjfkjP3yQyWv6Y7iRy9vhY6rtNCgB5C4uLjhYBv82ApTzKjlkIANx8XV3Wnx8fIiOjsZgMJCTk9Ns4cL1yX86eUSUqgeQOM6QIbOqrGNJ9DT2d7C0imU6gmxBctcEb29v0tPTycvLsyqPp7FQUFagWkbqY787dw4yM8X1MoBdyNXcW7IsqwSUr69vg58JHvZmO1mOux1QgH2ZlooKNc+4RgQEBKhkS1JSUrMRUJZ2nC5+DbNDHDwoiKY+HBZv1JH/pNFoau1gK5Xw8vPzrSag3N0NxMdDUYm3GJiWldWogGqpVINF9Neag4CSZZmPdn8EiPZtWpdpTf6ZTQ6FgAoPZ/dewUzodCI8+1IEB4s/AIosLNL1CSJ3DSEuN65GBdT6aGGl6x3Uu85+oYqtW8GkyrO0382bJ8QuoaFg2UwajUbeeOMNQLTPL774IgUFBWg0mstWLPTo0aOSJS8+Pp7+/fvz66+/ctNNN5lXfO89wYwZDPDyyyIXqbEQFyfIJ1MFtwXAu7wJpuyeJ5+EG29svI+rDb6+vuzatZSpU59l2bLu5OifoG9xBfuDg3FJTISlSyE1Ff76C2qx8jYYWVnC7vjbb+pb7zhP4cdCQT5JUj5z5uTx7LMtm+4YaoFGI5RQAqNocegQ40aNYnR8JFM4R3jCeeShQ5Geew7eeEOE/TQV9u+HMWMwZmUzmj0q+eTsvJZt29rQs2fTW+5qQ2Qk7N5tA3zP0qU38NSMGXxYVISt0YjtjBkc376dzr/8YrUjBAQRNbPvTB7r/RiF5YVmtZwVKH7lFRz++IMH+IMUBGl9550HWLjwiytC0lWBnR1+hw7x793v0nbRp/iTw/jDhznl70/A5s149u5t9a4kSaKDTwc6+HTg5cEvk1qYioSEr5Nvnd+17Pvv0Xz0GXewgxxEm/7VV+WMHNkw8gngPz79Uz1WrFhBfn4+M2bMqBQwHBoaysSJE9m2bRsJCbVXcLv++uur/DBarVYt43r8+PHqNmsQ4nLjVJ/vpXaH6CTRWdRRxvXXVz/rYjkgbaxA4kvRtW9v7PLND5yEvNrPI5jVGUoOVHNgbfRaQBAnltVbFKSnmmdu2g+oypRnZWVRVCTIl8ZU7GgkDS1Mne+L7hIlFfZYWcEVSZJUFZRl+fKmghICCXUTUMePnyG+XEy7ducwWAziDAaDSo4qg73Ggo+jIFpLHUvV9xJO1W29sbOzU89lQkKCaktpDuxOFLO9HXw61PjA3LlR3CfeZOIxelCV5UajUSVKmkLtqFrFTAqouLS6ZzotSe/mtOEphJ5W0tIrsHY58PGNZiVevvY0vat5iCvH7ubmViXEtqGwtOBlOYIuK0stVV/jNhYkmJL51RzYm7hXLeJQnwDyXebYKAawC2017WdeXp5qb24MdamN1kattHbeIRhX8gigiIO76i59bmtrq167iYmJaihwU8OyAl6kX+2K7NqQmgqZmeL+7G0lAVVbALkChaCyhoDKz8/Hy0sozoyyF8XeJqajGgKqoKygSiW85sDO+J0cSBb2wEd6PlJJYf6fhUJAtWvHG28ILmfePKHKqBVOTuZZr3oQUIqqoDoCKrkgWbV2jGxdD/udkv9kbw8mRapQUYq3L3XnLF++nJMnRd9k1qxZFBQItVBERESDJrcUS96cOXOQJImioiLGjx/PBx98YG4TunTBOOUuCnGCZcuQDh2qfafW4uhR5H79VPLpV2AGw4HnAejaFebMaZyPshZ2dnYsXfo5c+akI0mFnC0poWViIvEtW6FHB//8IyrjWZG7eVlYvRo6dVLJpwo3Nx718uLdwh+AZbi6HuPgQT3PPts8BXmsQfv27fl86VHe0vxOJw6xgMmi4Mn774sL2TKzrTGxfj3ysGGQlYUGmVA+ACoIDd1NfPygK04+KZAkMY654447eP7CBW5u9RHP8DYy0HnRIja3aUOGhVvCWug0unqRT2c+/BD7d94hCy+OIgolDB2ay8KFw64O8gnRBv70i5ZRy1+hj18Sf9iKtrFjQQF2ffuS/MYbYqXLgL+zP37OfnV+19zFi5EeeICXeIe9phCOe+4p4eGHGyea4n9SAbVv3z6AKhUtlPd+/vlnDhw4cFmVxJJMD2trFBPp6elVBmLR0dGAIGP0+srhrPsS9qmvu/p2NS8vLSWmRGQHeUvnCQgIr7Kt0WhUFUaenp5VljcWOnbsiE/+NpJN/4/NjqODV1V7kCU8PT1Va2BKSkqTVx3LKs5iX6I4lyPCRlR7LrLzREfFl2Q0Oh/0+soExIULFzAajciyjI+PT6OSPa3cWxGdE43GIxojsPL3YiZMsM637uPjw7lz5zAajSQlJTUqOXYpjqWaZ+jDPapec5aYO/cwpdwFwCjH7eilW8G0fkpKirqtj49Po16bivKhxK4cJAPIWuJO5KLX1z24CA4OVm148fHxTR5cCSKDRLk2+wb1rfZcyDIcviAa+G7sI+LWW6usl5mZqb7XFPe7h504r7JtKWt1Q2jlBHr95lq3sbGxwc7OjpKSEtLS0qzKK6qoqMBgMDTo/lKCsjv7dcZWsq31XBzdJQYrThTi0NkVrVZbaX2F2GuqdtRR66hWblzgeCMbeJyVF2LRhNc8m+Tq6qq2n82Zo7cjbof6upd/L6vPRVqaBjsbI7b6EiI5wfHgiVW2TUxMVL+Tt7d3o5xnLwcvCsoL0LvoKTBZVs4fTKBH/7ptMv7+/qSmplJYWEhWVlazyO+PphwFINglGBedy2WfgwMHJJSuXA/EgLgiMhLZVIpeub9kWSYrKwuj0Yibm1udn+fs7IzRaKSwsJCSkpIalXcGg4GioiK8vMzPsAv2bYjkAsa0NAx6PQ5aMyOSXZyNJEk4ODhQVFREVlZWk/VXLPHBrg8AkWf2QLcHmuUzmxTFxeguXkQCDG3bYmenZ+BAwQlY89V0gYFIubkY4+MxWHkuglyEciopP4nSstJKwfnrzplV59e3uN668yvL6DZsQAKMgwZh0OlArycmBtLTxfXUp48BvV60FUajkdeFRwVfX1/CwsIwGAzY29sTHl57H8VaPPXUU7Rp04bp06dTWFjIc889x4kTJ/j662/45BMHFmz/gXGaXnxhfALpxRcxLFzYoOeXtHUr0q23ojVNeH4IvCD54ej8NwUF4Ogos3BhBRqNdb9rY0M5H9OmTSO7qIiwuIfoZd+bLaVjcDx9GrlfPwxff408enS91Cs1Ij4e7euvC+sakII/Fzr1Y9qF9cSayPApUzbz1VejcXKyu+ru4337XDEatRiBe/iVlQxjEU/iePgwcvfuGN9+G+P99wvCtaHIy0Mzdy6ad95BqqjAADwMrLJbwzOPr+SNN8ZiYyNddecIYONGL9bGPs1aIAs3fuAJhsfEsLVFC3Lmz2fMHXc0uG94KUpKSlj08svc9eWXaAB7shgz7BmkTr/zwgtOVFRcPefJaIQ1a7QUF2uIL3bgDu02pnh9yk9Zz+IkG3F6/XVS1q7Fe/lyaORJaH1KCnETJtDh0CHWMIYPmQ1AZGQFn3+uq/Z6upxr7H+SgEo0edqrG1Aq7yVa6Xu/dL/z58/Hw8ODm2++uc71v/76a1UqfCny8vKqzGbvihUDKa2kJUgXpC7XnTrFGVPFNk/HOLKzq7KPeXl5asiznZ1dk82UazQaPCyqVuw7cJi+nnWXMdZqtZSUlHDx4sVGD/a9FH9F/6WWtO3v3b/ac/G2PIMfmMVO1zCyspZXWmY0GomOjqa8vBxPT0/Ky8vJyspqNOtLmEsYALLfCXDIZs1aO9LTs6zy9iuBxEajkQsXLjSodHldOJwoZtP9Hf2Ri2Wyimu+pnbsOEgbIomhEyNDT1U65xcuXKC8vByNRoNOp2vUa9NBFgMbWZKxtU+lvCSIs8eyycqq+7zY2dlhNBqpqKjgzJkzjW5jqw4nM0+abY1unao9FwkJWrIqhCLDW3OIwOBhVdaLiYmhvFzkMjX2OQWwN5o7R5GOO/BJd7TqMxwcHMjLyyMpKYnMzMw6Z1gqKiooKChAluXLur/KDeWqbbmrV9c6j/HYaXGTdeQEfoMHVlk/NzdXVebY2to2STvqbudOVmkWJxyCOMFIYnavxMOrdhuD0n4mJiY2Xb7fJdgRKwiotu5toYRK1Ypqwz33QGTsW4R/twktRow+PlXOY2xsLOXl5Tg6OlJWVqZeyw2Bi42YVCh3NivKog4nk5VV94SHvb29egxRUVHNEvauEFARHhENus527nQCxHfvxhFkrZZMf3/Iyqp0f5WWlqrXtlarrfMzZVlWz0l8fHyNpFxBQQFlZWV4e5vVZmeMQUQChuRkQXoVm7OoUrJSyMrKwsbGhvLyctLS0ppc2RedG83q86sBmNh2ItpSLVmlzacmbAroTp3C2zQDXhAURKkV5/Cdd5zZscOO0FADf/j4iILj8fFWn39PjSC/DbKB0wmnCXQ2T4CtPiPOr5utG63sWlm1T210ND4mf13hgAEUm7bZvNkecAegffscsrLEIHT16tVqtaUHHnhAvZ7btWunFo5oDPTv358VK1Ywbdo0kpKSWLRoEVFRUWg0W4lLcmax3T18WPYMdtu2YVi3jqxRoy7r+WXz+++4PfUUWqMRIzALWBfejm6uOzh4UNhS33knH2/vEppR/FoF/fv3Z+XKldx66xpyc2eztxR62Wxin34kzsnJ6MaPR9+lC4WzZlF2ww2XRURp4+Nx+uILHH7/Hck0mF3pMIm7DN9RcPIisBZJknjllVd46KGHKC0tpLS0+oJMVxK33w7e3rY8/rg7OTka/uJ+WtOXzdxGx5KzaJ9+Gt5/n+J776V4+nTky7AwStnZOH3/PQ7ff4+2oIAMvEnDnZeJ5kRYGKvnz6dTp07k52fXvbMrhLZttYSEeJCQoGMBj5Fn48nv+mlcp9dz7N57eWTxYma88cZl9w0tUR4fz8GPPqJg9WomlJSg9Ag23XknL374IZIk2o4reY9Vhy+/hC5dHHn7bRfKyyUWZs1iv89IFmWMoCfJBOzfT1F4OGVff015NdVD6w1ZJu699wj/+ms6mFwhBWix1xagtXdi3rwciooMmLjySrBGKX0p/icJKEsi5lIo1rRiKwNKFRQWFnLzzTeTn5/Pn3/+adUs9COPPKJa9hRER0czfvx43NzcquSLnMkVlbHae7cn2M9MnhXHpnOR6wHwCS6sNpckMzNTtYu0bt26STMVgnwNYNSAxsi5C4lW5aSEhIQQFxdHUVERHh4eTZoDtXOXCM51tnVmVMdRVSrgybKMVF6KHyUEBXpUOX4lr8jW1laVdXt6ejYaAXVLx1uYf3w+ssYIrTeQd3Iy0dF29O9vnZwyMDCQ9PR0CgoKmjRnJzpfqPUi/SJr/ZysrCwM578gms9Jwxfvm+/BaLF+QUGBanNp7HyVUG+zfdLP8RQJJUGkJGusPi9hYWHExcWRl5eHi4tLo1uuLsWZuDPq6+Hthld7nFv/MNtUvYOTqs1zO3nyJLa2tjg7OxMUFFRleUMR6mM+r1kOEJxWjJeNDdShXgwNDSU7OxtZlrG3t8fZ2bnW9SsqKtSg7cu5vw4kH6DUIAiHoW2G1vq7yzKcyhLtYgDHGTF6dJX1LdvRsLCwJmlHfZx8xODXZG/MjTPSpo7rNTAwkISEBEpKSvD09GxymXiFsYJD6YLYG9xycL3bGYfcDMI5D0Bg9+6VtjcYDBQWFmJra0toaGijTUj4OvtCJlS4msmOnBSjVcfu5eWFt7c3+fn5Td6uApToS7iQJ0oF9gju0aDPi4oSpKofsXiSg9yuI16mNsHy/kpMTFSv7RYtWuBRx8DHxsaG06dPA8I2UdMxlpSUYGtri6WgPFoW/RedKQvOaG/+TYw24jcJDAwkNzeXiooKtdpjU+HV/a+qr58b/Fyz5dM1JSSLIhTaTj2t+k4pKVqOH9dQXKzDZmAr+OcfdOnpVp+PdoHmanmFWnNf1GA0sCNZENbDw4bj52NdpqLm11/V1w7jx+Ng2t+pU6J/aG8vM2iQG7a2YmLws88+AyAoKIjw8HA0GvGsj4yMbPQ2cdCgQezbt49JkyaxZ88eDhw4gLf3i8AXZJc587fd7dxetpCQRx/FcOedyLNmQUSEdTuXZdKefRb/L74AoAyYLkm0nD2bpXe8wrBhQsF9221GHnnEEUm68nZRcT4i6N37AHl5vTitH0B73RaO2k3AqygZm2PH8Jg+HblbNwwvvYQ8bpx1RFR0NNo5c5AWLUIyDXqLceDp0N+ZFz/WtFJn7Ozu4rffxnJjcwVhNQC33Qb9+xuYNg127tSQSiSdOcgcHuEZfkGbkYHLnDk4z52L8d57MT7xhKgOUBdSUyl77z3sfvwRm7IyANLxYSCbicOb60fNYf+iV5vcZdIY8PKCf/6RGT1aJipK4i/9FMa5+fF33hi6UM7bW7Zw18GDDH7ySSZNmkSEtfcWQEYG0j//YNy6lYJVq/BPS8MyaOU07XG9tx9jraxkeSXx/PMwcmQFU6fqOHdOIiqjI8OcLvBIyR3MMa7AqbgYp7vvRn/33aJAQB197pqQsGsX2XfcQV+L58oWR0fcPhvHkUF2REcb6dXLvcbtL0c1/j9JQDmaEuLLTDeoJUpNeRuOVqTIKygsLGTMmDEcOXKEuXPncks1JdGrg6+vb42z1TY2NpXKhcqyzOFUoTjpFdSr0rKcAyd4nAxO0YHWfXXVlhnNzs5Go9Hg6OiIm5tbkw5Q2l7nC4UB4JrE+fRkq8qeBgQEEB8frw4+mqoDaJSNbIrZBMANYTfgZF91AJmdnIyfaebQGBJS5fiTkpLQaDRotVpCQ0PJz89Hp6v+vF8OhrUehoutCwXlBRC+Gk5OZsMaGDLEuv0HBweTmZlJcXExpaWlTVJSVW/QE5Ul8ggi/SJr/e6bNm1ikul8+pEOd96J1rR+UVERRUVFaDQagoKCGr1Err+LmdDydIoiIWsESRl2Vn9O69atiTdlGKSmpja58mFfsrDfeTp40tGvY7X36b/LkwBfdOhpMzqgyncxGo3k5OSg0Wjw9/dvkrLDluc109RU2qSkiF5Dbdv5+6vkcmZmZp2DXBBqjMu9vw6kmEu+D2oxqNZ9XIwxUGAU94odJxk48K4q6yvn1cHBocnaUW8nb8gCHMV0W0p0WZ3f3dfXl6SkJMrLy9Hr9U0e2nwi5YSq1KvrvFYHyZT9A+DbqZPaHoA55F2j0RAcHNxo16+Xk7g2i230uJFLHu6kp2L1/kNCQjhz5gw5OTmqraepcDzjuJqv1S2gW4POweHDYtDWy2S/k7p3r7Q/5f5Sgpo1Gg3e3t51TgJ5eHig0+kwGo0UFRXVeIwlJSWmtshslYguMxUxSE/HRqfDy9ncbhQbirGxscHLy0s9hqKioiZTRmcUZbDwxEIAxoaPJTLg8vO2riqY4hwApn3QjSMndEyYIMYgNaFlS/FvQoIEwWJIJqWlibIMVlyDYZ5h6uuUohT1mjiSdETNLx3ddrT11/Nmk607OBibzp1VwsKUokHPnhJOTmJff/zxh6p+evjhh1XCsmfPnk02cRQUFMS2bdt44IEH+OWXX8jM/BZ4HfDkx1ZvcfvZhUjl5eh++gkWLIDx42H2bOjbt8Z96svKODx0KH32imq4ecDMFi145o8/6NlTFB86dgxefBG++kqDre3VE9UbHh5EbKwXkZFHSUrqSmJFHwKMK/m242ymxO7FtrgY6cgRdBMniuCqV1+Fm28Wad2XIioK3nlHBLlbVOvcOeA57ot/mXPxykA6D2/vV9i69ck6q5dfTWjVCrZtE9nj77wjY5SdeJaf+Yrh/Ml0uiMjFRWh/fJLpK++onD0aFzefBOpmiD97GPHSJ41i7bbt+NsOlcy8BrTmMNHlCMmKdu3/wwvr6sjw8gatGoF//4rag8cOQLr865nTOBhVib3JohiVuXlsfPNNznz5ptEe3gQGBFB665d8WrZUkyGuriY/3JzYft2cdJPmvNrLXuspZLE5ha3Mz5+MZPLJOYWS1yhYnf1Qu/ecPiwKETwww9QWGTPB/zNOrvv+KfsATwAmwULMKxbh3bCBFGtYNgwsILnKMrPZ9tttzFkwwbCACMSqxiIPDmY0T/+iJ2pH9SuXe37uZw+zNXTsjUiarPZ1WbPqw4FBQWMGjWKnTt38s033/DII4803oFaIDY3lpxSoXy4NIDc8dQOvuBJ5nEDE6dUZbZlWVazpry9vZt8drzzdb2wyxedxaQK68KGLTOz0i0GJ42NQ8mHyCgWx1Rd9TuApL0HqEDMGtu0bVtpWUVFhXqNBAYGNsng3lZry8g2Qi6pbbsaNBWs+K3A6u0tQ3tTLiOwzxpEZ0dTbhD2i7oCyFevXs0dptdy+/YiOLKa42uMsOFLYVnW3sFRKApSC9yt3t7Pz08daCpVD5sSSsW2fsH9arxPDxwWHevOHKPj1ElVlmdnZ6u++KayY1lWa3va8Tnac5rVy+oOdPb09FTJ/djY2CY5Nksoge7+zv60dG9Z67q+eefZxHA+ZhaBwVFVSBxZllVypCnbUfWaNSmgEuLqDsC3HJw3RxD5zvid6usBodYHkB86JMYVmgzx3bIlCe0l1lalTZAkqVGrT3raC1VyvlyEP6LCXla29e23pZIwqR7BzJcDywDyzn6dL3s/ubmQmCi6cf2sDCB3c3OzSoGs0WhUBWNt8nolBNrd3QZn5wPA39gQIxaWl0N+PnY6O1WJnF8m7A6W5HRTBpF/feBrSivExOMz/Z5pss9pdpgCjeWQUHbv13HxItTVHQg1yQDKyiDD1TTZIst1b2iCZUEXyyDyDdHmSipK36ZOlJaKASOI6m+m9raoSBAwYA4gt6x8FxISQguTWiQwMLDJIx3s7OxYsGCBKZy8HBCV7zZFhRK9ZDelivVFlkVVuH79RJj6mjWViBWAkwcPss3fXyWfkoAF993HvKgolXwC8TstWsRVOTj28LAnOroLHTqcA0Bv7ME9p5bjVvwQL2FDntK2HD0KEyaI9ujPP83n4tQpmDIF2reHhQvV9w91GkLvsC0M2vU+5xIU8mknPXrcx6lTL/+nyCcFOh289RZs2CDh4yO+Z7KtAz2QGQFsMq2nMRpxXbMGqUcPTvj7s+bJJzl65Ai/vfsua4ODce7alU5bt2JnOle/EIGfbgdv8bNKPt17L3z44X+HfFLg4yM4o4GmQrtbkzsyouV5cnDHGRgFTALG5+TQe+9evObNE7KgRx6BqVMF6Xv99XDrrcKzZkE+lQLbgDfd2/PCzUt44p4y7i1agsGo4fdlElYUIb5q4OQE338vMvkVgVuvO6cwvUsXtpnW0aalwTffwNixVLi7k92vH8UffADV9MVlWWbtRx9xxseHsRs24AJk4kU/h23cIv2Dw/RfVfKpqfA/SUAplY32KGU0LKC816u6OrWXIC8vjxEjRrBnzx6+//57HnzwwcY9UAscTD6ovu4Z2LPSMptzoqE/hQgBvxT5+flqVkNz5IN07doVlzxxYeY5WFfVzsnJSR2YpllI/Boba8+vVV+Pbls9AbVrbTZ2lBHKRS44XFdpWVJSkjq4b6lMFzYBxrYV0mKDQz4E7+F0gofVjaGbm5uaV9RUBJS1FfDKy8vZ83cL4riJIhyRJk+uJLtWjs/Ozs4qNUx94eNktqdJjuIEppd7Y21RO0mS1M5senp6va259UFqYSoxOWJg1j+kaoEEgIoKOJUnBgYtpP107VM1X82SwG3MAbwlLIm9Y46hnKU9509VVZReCkmS1PsmKyurUXM5qoNSAa82Qk+B8eC/DGcLs/iUsOFVbYtFRUWqQrYpBzVqJTwHQSTFp9QtRLa0LSskWVNiV4LII/Rz8qO1h/WqwKeeEjNls89+BUBGNTb41FRBDnl5eTWqckEhTXPL8/CURLuTXWS9Uszb21s9nuYioOy0doR7hV/2ftzdYc6c+fRjEJNZIt6shoCSZVmtQFufEHtrKuEpBJSLiwsjR84BbsHVuMS8wiWV8BQCytnZWVWxNFV13BJ9CXMPzAXExN7gFoOb5HOuCEwEVEzoUOUUU03dnUoItfChxOvMaiZrK+G52bmp1SYtCaj1F0Qlu44+HQl2tbKYx7//ginDCYv8koMHUZ/fCgFlWfnugQceQGsKzOzc+fLJ2/pAkiRmz57N33//jb29sA3KssSt76Ww74UXiPrrL3InTEBWbKQ7dsDYsZRGRJD83nucOXaMD196iazevRlhIluj7ezIXLmSJ7//nuxsO9atq+HDr0LY20scPRrO8OHKdeNGKR/zLpsJMRp5GVDTh44fh4kTyWnZkszBg5EjI2HJEpBljMBSoDU96XnyDw7EKP3xEuAFpk37iV27Fjdb7mFT4YYb4NgxDRMnQlTUBI4fP864L75g3oQJ9HPpyCIkFP1oZFoaN37xBU7duzPxpZcYk5SE8pTcaOPCiIil3Kc7TUaFqI4cEADLlglywpoc2asRbm6wYQOMGCH+vzsukE8n76P0+uspjowk09ubNJ2OPMBYy37KgR3Am0Ak4wh0WcSdATm8lnua91fcwXc/2qDUBXvvPWim5qNRcfvtgqC/7z746isnlu7Zw3e33859CEJTSdPU6fV47t2L43PPQVgYF52d2dq9O6uefpp1f/zBTy1bMvzZZ+lp4g5W6gYR6R7L/pIhyLLEm29edpE9q/E/SUCNHz8eFxcXvvvuu0oDoPj4eJYtW8bQoUPVCnjFxcWcPXu2ykBeIZ8OHDjAggULuPfee5v0mA8lC/m8VtJWnhEtLcXNNOCItrWttuqZZaW95mioW7ZsiUuBaAYMbinkJFWTSFYNlMGyUq2vKbAuWjzFI30ja+wIxZ8uwoiWBEIJ7l65+pSigrGt4Vw3Fsa0HYOEacAcvhotFRw6aN3dLkmSqiZKS0vDYC3bUg9YElAdfGqucrhx426Sy99iPCt4lg/hjjvUZUajUR1sBgQENI2dyYIocXQ5zz38yBO2H1GfTOMWFt77i004JaKQJVAzAZV8Jk/YGAE/79hqc1EUAsqS1G1seDqYB6k2jqLm5cU467Zt1cpcdawpVVCJ+Ykk5CcANZ9PS6SZevh6ILwaG7VlO1pd7lZjwayAygJk4rPr/g21Wq1KHCQkJJjLgjcBZFlWFVADQgdYfd+Wl8MBkyOyl1GUY0/r2rXSOsXFxSqZ0diKSOWaNcpGnOziAMgpdbd6e0mS1DY/NTW1SdpVBcfShMSjo29HdJqGJSFcuHCU69hJK+LEG12qltwuKChQJ1Yuh4AqLi6usRqRJQGlWJhPW5KkpvZKIS4UAkqSJHX/TaWAWnh8IZnF4lie6f/MVVNiu8EwGoXUENjtOFx9u14ElMGChLeyKI8kSYS6iZ0obW9uaa5a2XVk63oE4W4wqaa0Whhu/g5OTqIb0aKFIKAs1U8tWrRQn9chISFNMqlVG2666Sb27ZuPjY1o344f787QocNod8steCxfTlBFBXMQtjoA++hoAl98EZeuXRn37rsMMbXbscHBBMfE0GXcOIqKYNw4GDtWCDj+K7CxgU2bgli7FsLDxfe69dZCBowaxefOzrQEXkS4zQE8EhLw/vdfJFnGgNCRdQLuAGI4DYhxhKvrLsaPf5nFiyNZsOD7Ji2005xQiKKWLTVERkby+OOPs3jxn6R5n+D9joW8evcPrGndGmU01RZzRs6Jli3ZPOcnHm2Rx6ao26io0CBJ8NhjcOYMTJzYOAUIryQcHWHlSiGaGz8eXvihFbmLFmFz6BD7f87gj8/0fP5GMhNv+Ys2wc/gzgQCGUtbRtCFofTFA3dgCLCwTRtsun1FTsGdpKS4q59hby/EUt9+CzNnXpGv2Sho2VIQjvb2ovDP4iVL6Pn1Eh4K20Hn0FlM0LnzHUJhqaBFURHXHTnCuE8+YcSkSdwbH48tUAHMDv+GW/mH1FzxjL7tNli3rumvqf/JDCgPDw8+/PBDHnroIQYMGMCDDz5IWVkZX375JZIkqUGGAPv372fYsGFMnz6dBQsWqO8PHz6cgwcPcvPNNyNJEotMJUEVdO7cuVFnX5RKTp18O+FgY2FZOHuWD+Vn8SWdWP/kajtQyiDP1ta2WcLnJEki1CaLWACbEuTY3RB0Q53b+fr6EhsbS0VFBTmmcNLGRGZxJvuT9gM12+8AUhPN0wRdbjDPPpeVlalEZEhICBqNpskGIT5OPvQN7suexD0Eh3/Dic3zsQ9cB/SzavuAgABiYmIwGAxkZGQ0erj3yQxBQIV5hOFkW7OKYP688xgYCsDIVmegrdmimpmZqQ5amsJ+B+Bo44iDzoGSihIcPOP4kfsoqdDgYP8cYF3r6enpiYuLCwUFBcTFxdG+ffsmOVbFfqeVtPQKrF6B6XhkBXFMJw1f1g6vSpIYjUaVKGlKstlWa4urnSv5Zfk4OlwkD4hNts7O5OrqipeXF1lZWcTFxdG5c+cmGfhZEnr9guu+bwyHRBt7Eug3dGiV5cp51Wq1TTqwURVQWj3YFZBU7CWmmuo4Ry1atFCz39LT05tM/XYx7yLJBYJ0HBgy0OrtDh8WrhqAgQgFVcAlqmGFkAYavc2yJE1tXRKhFLIr6qdkCw4OJi4uDoPBQFpaWpNMQsiyrCqgGmK/U3Dy5EmeUv7TsiVUc+1aKowuh4ACMSl36TO7vLxcVQ1aElDJls/NGhRQAO7u7mRlZZGbmyuKgzRyO7HkpFBihbqFMrHDxEbd9xVFYiKY1Lq7S4TizdGx7hl9y5zji8UWJHs9FH8hbiGcyjilKqC2xGzBIIvf22r7HcB6oZqiTx8h5TOhZ08hkFHwxx9m9dOMGTPUSZnmUj9dis6dO/PGG/m8+CJAS+A6YAsAKcDzwLvAg8BMIBCwnArNHjaMVmvXgr09BgNMniysywAnTlj1KLiqMHo0XH+9xK+/wrRpY9BoxqDX6zl8+DBz5yZxd+LPdN+9nsfLy3FHEE8f2rqja9+Znp1bML1jRzp06EBWli0ODkZuu20AkmS97fu/jPnzITZWAhw5depeJky4l7a/ZuO68DUc/viDsvbt8frwQyJ79KCTDG22iei3bt3EtlYYef5TsLODpUuFAtLSJf7998LdCgHAeNOfmegVmEmbNmt45ZVXmDJlCl9+qePMGUHKDx0qIpF69RKf8b8Hia1b7yAmBmAQcXYfkTe4mBMdzhFWspSgg+sJj44msqgIDaCMgM94hjG7/V5W7xLPAltb+PRTePjh5mmD/icJKIAHH3wQLy8vPvzwQ2bPno2trS2DBg3inXfeserBdfCgsMStWLGCFStWVFn+2muvNdoDUJZllYC6NP+p7OhpXuIdDOgYaP9nlW0zMjJUS0br1q2bbYYvIDgYTDkPsUf+wXNg3QTUpTlQjU1AbYjegIyYianJfgeQmSM6wh5k4epjPob4+HhVWdCU9jsFY8PHsidxD4m+BWR7gH7uXCL6WUdA+fv7I0kSsiyTnJzc+ASUSQFVm/1OlmWObxPklD0l3DCjslXHUlXY2MdnCW9HbxLyE8hxtwWKcDAaIS+vUqe2Nii2sRMnTpCbm0teXt5lVXSoC7sTRF5RF/8uNZJ66X/+iTfgQzod7p5QZXlOTo5K6jUVAaHA29Gb/LJ8tI5idvxijvXkdqtWogx3cXExaWlpTfL7K+fTRmNDj8Aeta5bWiIzNn49kZyii+tiXqmGqFfaUctw5KaApWoPhyziy0LEIL2O37NFixYcOXIEo9FIbGxsk/3+u+J3qa/rk/+0y7wZA9hFtlZLm7vuqrSO0iYoIdSNCUsCqof3XzyTsRWjTQ5w1Op9KCH6RqORxMTEJiGgUgpTyCoRuoDOvg3rQ2RlyZw8eRLVdFdD/pNCQGk0mnq1bXURUIr6CQTx7OHRHhhDLMGU8AsOlFYhoArKzdsoRG9FRQWFhYWNXlAjKlOohIa2HNpgpdlVBZP9DmB3smCVeveuO0fc01MQVcXFEJ/lJEYc5eX1IqBCXYUCSiGg1kcLIslB52C9xTExUWQBQSX73aUwGo28+eabgHimKOqnVq1aXdFKXw895Mobb8i4uZVwyy2zGTTonmrVyrv0elrs3Em7VatwTU6m4tFH8fz8c9UrNWsWrFol1h0xAr766r9FPimwtYW77zb/38bGBienPixZAp6eExj7RQXnI/ZQmJZMReFgit7257oeEj/8cMUO+arAffdBVhZ89JFwoy5fDqtWefLYY1/y0skvkStAa3rMSxJ8/TWsWCGUT01YNPSKQqcTf3q9+T1rHA2DBr3C1q0fqffh/feLmKj/TcKpMsrKRPE7JyeRoVdWJrF1qxNbt3ZDo+nGoEHvM/5tcB2UgcP2Xyjfto3o4JuZsXEGsbtEg9OypVDoWUTRNTn+Ry9hgYkTJzJxYu2zXkOHDq3WztCUFodLEZMTQ25pLkCVgdTxTXEYTD9Ti65VA8GUMskajaZ+ZSobiLZdBkGqKLsbdfQfah/+CTg5OeHk5ERRURFpaWmNrjRR7Hcuti4MCKl54JRZIpQj/ppELGskKPY7R0fHJrXgKBgbPpaXtr4EwJq2cNPGjVZva2tri5eXF5mZmY2eA1WiLyE6W1TY6eRTMwF15sxZcoqHAnAdW3G8qzJhohyXh4dHk1aUUgioQjdzc2Y8fYaciH51FW1T0aJFC06cELL6uLg4ulRjY2kIyg3las5b/+CafRK2+4WC74Qk0a0alY5l/lNT2229HLyIyYlBdhSfGV9mPYnUokULDh8+rJIlTUFAKYqy7gHdsdfVfn0dXhPDOdpzjvYEB0VVWV5eXq5aw5o61NYy4H2i49f0yZUh/vY6CSg7OzuCgoJISEggISGBnj17NknpesV+56BzoJt/9YRGdVAIqCASCCWBwx0i8bQ4PlmWVQWUQqA3JiwJKHv/TIadOUJhRf0+w8bGBl9fX1JTU0lOTm4SVc6x1GPq6y7+l9/O5OSAt7eExHEO8Cxh/F4nAeXq6qrm51gDFxcXlZCrLgfKkoBycXEhPr4dsIY8IIFthHO+TgWUgtzc3EYloArLC0kpFM+gNh5t6lj7PwYTAZWPCydiRWBzXfY7EIPY0FCxeXyCBEFBIqDWSgsemIPIs0qyKNYXs+GCsNINaTmkznZYhWK/AxFAXgP++usv9bl87733otPpkCSJTp1q7pc0Bzw84OBBibZtbcjJ6YyXl1fNBWvuuksEA+flobO43j//HL74QryOjBSDvyaoeXPF8PPPQsmSkQEPPaSjW7dBtGypKFngxx/hwQcFcfr/Fc7O8Oabgix56SWRya7XCxXKl1+Kej4HDpjJplat/tvWscvFb78Jgq68vOY/Z2evSqScs3PN+/tfg709/PSTICg3b4a//xZ2xsxM4db+5x/xl/uaD6+//jQ8/TRfPmvOJr/5ZrF9Mzua/zczoP5rqC2A/PhBc75S30GVR9O5ubkkJwurRKtWrdRg6ubAoK5D1NfHEq2rhAfmQXNGRkaj2tsMRoPaEbqh9Q3YaGt+kmeYsg/87M12kMLCQlUB0aJFi2ZRkkX6RhLiKjpzqyLAPlPDrr+trxCo2Nry8/MpKrIuh8sanM08q5YIr00BNf+bvRQgFAIjQo9XCpgoLS1VBz1NZb9ToASR57vZYACWMZEuY4Kog3uuBBcXF3V2Py4urtEJ6CMpRygziBDvfiHVq9yKs0uJTW1HAc5cCAqqNqBZIaAcHR2rVHFrbChKnQpHESeaI3tQkFl3EDkIglSpKpaQkIDecjqrEVBaUcrhFFH1y5r8py0Lj6qvu42sSoZZBns3NflsqYC6z/EjnuFjiI+vZQszlHytiooK4q3cpr5QAsj7BPeptR21hCybCSjFfudpOSWOqMKmFMtoijZBtTYCed7i3nCWZeTCwnrtR7luS0pKmiQc27ICXqTv5Vd2OnpU/CsTijOm79iIAeRQdyU8SwLK2dmZzp3N+z9vY1LE1oOAakxcyL6gvm7r1baWNf+DMBFQ+xyGIcuir2INAQUwezbMmwfPPIMgoKB+Cig383N+04VNahbUZeU/eXpCD/P05bZt8O674t/ycnP2U+vWrVX1U+vWrdVr8kqiU6fKNqHiYkEkVBsjKUmVFNkrVoiCDSCygdasMVe2+l/BBx8I4sAUt8uRI2byydUV5s6t9NP/v0ZICPzyiyCbBptEhBUVoo3/7rsremhXBZydRbW8oCBBwkVECNK2Rw9z0clr1xI4OIg8uR9+EIVNt28XhKVivR4/3rzuu+/CoEFCfffXX81PPsE1AuqqgGK/02l0VTIhLiSaZwRHjAittOzMmTPq66bKrakJA7sORDKKjs8HFRPJz7UuVFwZeFRUVBATE9Nox3Mw+aAaNlpb/lPsmSiSEXejr1uu+r5l+HRz2O9AWL/GhotqeFtaavG3jebWqfZWVx6wHMQ1pgrK2gp4e5aVqK9vmVHZqmJ5PE0Z5g7mAX2xnYG/gf305mReKNu3i4o61kLp4BYXFzd6pTHFLgY1EyZbvjnECLbhRh5Hwh6oslyWZTWnqKntd2BW6ugdzIPMi/utr2AZFiaqLBkMBhISEhr12A4lH0JvFKSWNflPJw4K4sOGckY+WtUubPl7N7kCyoIoyVTyx60Mvw8ICFDVhI3ZfirILc1V7//aVKSX4sIFzJW42E25JNHi/vsrrdOU+U9QWQFV6CVOrBGJgxvrR9QpBBQ0TTW84+mCgApwDqhUxbO+UHJjALojyFguCX2HygHi9SWgoPZKeEqRF0dHR3Q6HS1bmtVV5zSmXq+p6u2lIeSgWHUEWdjYZJ+i4gVo4/k/pIBatQp+/x2A/Z5m9VDfvtZtfs89QnnSvz8QbEonukwC6rvD5tHxqDY1K5kqoaJCTNOD8J1ZKPKWLRNKkBtvhL/++ltVP02fPh2dTodGo6m2EvTVgNdeE1k1HTsKcqWmOjsHDojcJ1kWlpnVq80kzf8SJElU7Dp7VpwbRQR/xx3ivUcf/e9WbWsq9OwpSIPly0VY9gsvwNSpV/qoruG/CJ1OEHOffiqUTkePVq5PYmMjiP6nn75ytt9rBNRVAEUB1cm3U2UJc0kJF4pbAuBGPG3bmgmHoqIilTQJCQlp9OyEuuBg54BDsUlx5ZrAsfXWESAhISFq5a7Tp083mgpKsd9B7QTU/Dt/oRjR4e3aT3SsZVlW7Xdubm6VZmWbGgoBZdQaoPUm0gpd1ZntuuDp6alWCGkKAkqn0RHhXb2tMysri7Q0odaL5DihD1TufDZl1sul8HYwEVAUM8/Ojif4Ah2CnPjoI+v3Y6l8U66HxsLuREFABTgH0MKtRbXrbFsm7mcZDb2nVZ3OycnJUZVEzVHtUjmveqdS9b2LR7JrWr0K/P39m4wssST0alKUWeJiuiDswqQo/NuEVlmuEHuurq7VKs8aE5YKqGRFtGqlmkmj0agEeUZGBoX1VPfUhT0Je9QcvYGh1geQX5r/FBsWhnTJM0lpE1xcXJpEvefhYJ7CK/Z04E8m0IZohkxui4VQp044OTmpz4AmIaAaKYD8sIlzciOFAFLB29usaLGAJXF0OQSUci6Ki4urKBmV60/pfyh8BsB5o+lYLs2AKqv8Yyg5UI2tgLIkoFp7tK5lzf8I8vNFaMxNN4ngGOCF2QZOnxZKk5oesyUlJTVPqFgqoKyc+VJU22Dud4W6hRLhZWUExIEDwj8KVfKflHakZ0+Zd955HYDw8HC1zWvbtm2TVX5tCGQZlMu3qAgef1yoCyzmiFV8+qmwE2k0InC5e/dmPdRmh6MjvP66mGM5fVoEzDexKP4/DUmCW24RHO277/7/spJdQ9NAkgT5dCnRdKUJ4GsE1BWGUTaqVpJLA8g5e5azCGWTt2NcJVvY2bNnVZtQhw4dmudgL4Gb0TSIcE3k8EbrbHgajUb17xcXFzfawFSx33X260yQa9VOOEB+Xh75R8SA2JFCHpl/PSA6vspMbnOpnxQMazkMB51pFBq+GoDVy61I3EMoqBQVVGpqKsaaptzqCaUCXrhXOLba6gfjSxdvJh5h3r/e/2Cl/BrLrBc/P78mDXQG84C+oLyAtjPuIZ1EJiPK6CxbJmMtl2Rvb68qM+Lj4xvtfMqyrBIm/UL61WjvPHneHQB/Ehg+ZViV5WlpZvVRcxBQigLKYGvgNe3z/MJUutqfrWMrM5qSLFHyn0JcQwh2Da513ZKSEuIqRDvayjm2ynKj0UiWaUDXHNlv7vbuSKYKjasdu/Eyb7F2v/UkrWLDA3MF1MaCYr+TkKxSlinQ68HLOQcnCunCMRxvu+2S5Xp1ENxUllxbrS3OtqK3XhTqjYESYgmjpNyGpUvrty9FBZWTk0OxqdpYY6CsooyzmeIe6uLXsJw5hYDqjEkK1a1btVOZyrNNkqTLmlyxDHu2JLNkWVYteAoB5eAA9vbivZgKk8rtEgKqpKIEvcFMZCnHVFRU1KhWXYWA8nLwqkRO/iexfbsocffjj+L/bm6wcCGaxx+lfXuhNKkORqORzZs3s2nTJqKjo6uuoBBQZWUqqVUXLNtbxao/svVI62MLLPOfRoxQX6amwnGTO9Xf/4yqfrrrrrvQ6XTodLor1tetC5IkrFIbN4owX4Ddu4Ug8e23KwcqL1ggAru/+EIovf6/wNcXmtmocQ3XcA1XMa4RUFcYF7IvkFcmOnWX5j9VHD9FFGJWyTvA3PErKyvjwgWRb+Dv739Zs5qNgQAP00DCLYF9e0prX9kCrVq1UmfAT5061WAVVFlFmUriXdfyuhrX2zJ7Nl/zKmeJ4O2hP+PmLfJNLNUuLVpUr05pKjjYODA8bDgA2rYrQDLy9+KqVoeaYGlpbCzbmDUV8BKXLuJDnmEo25gwvfLgOScnh7KyskrH15SwVJTc+cBdfA48zccAGI0Sn35q/b6U37+8vLzRVGUJ+QlqWfsaA8gNBk4XizyYMLtj1ea5NWf+E1Q+rw84zmEqiwhK2l+vfTQFWXIpoVcXtv62hXTEddiubVUyITc3V22DmoOA0mq06oB4t2MP3uFl1p0Ls3p7d3d3tc2PiYlp1LwyJYC8k28n3Oytr5Y2YwbMce1EHC3RYSD44YcrLU9PT1ePsykrYio2PFtvZ1KcdhOIUDD9+Hl+bZtVQVPZ8M5knqHCKOxwDVFAFRTAuXPifA5W7Hc1BJArBJSbm1u9AsgVWFbCU/YFoh+iEEaWCmxPT2HNTpSrV0BB9ZXwoHFVUNE5gnD5T9vvSkpEqbRhw8w23eHD4cQJEW5dB+mTnJysEv9nzpxBlmUSE+GJJ0QeyN5ii2vQyuvcTmeHv3Ple9hq+x3AelE1j86dwcKer7jyAA4deh+Adu3aqZMY4eHhTVrMpDFwww3ip5k5U/w05eXwyivCWqXEAdjaCh7x0Uev6KFewzVcwzVcUVwjoK4wlPwnqKqAOrX5AmWIB27LrmYlSlRUlDpgupIzQm2DTdMZrokcuWj9DKOlCqqkpEQl0y4XR1OPUm4QqqE+wX2qXaeiogLvX34BIFg6z5N/TgbEYFaxMvr4+DTLwP5SKDY8g3M2BB7kSKwXFmKXWmE5mGsMwiS/LF8tr1xTBbzy8nLaHdjAM3zMJs1wBj1XufSy5XE0NwHl4udC8dix+HKcGxBVBX/4QSbbSudYSEiIOkhrLBueNflPZ//eTxLC2tC6VVU1oWX+k6+vb7OE5FtmFW02uR7kb7/F6osTQZYoCofY2NhGIUvicuNIKxLHUFtFQQW7FptDn/uNqqqWUs4rNH3+k/o5pmtW5yiysZKyHERKq5VQiL3i4uJKlREbAr1Bz34TwVgf+x2IDL0eycl4k0WSvz/SJaEmSpug0WiaNL9MuWZzy3LhsYe4k58B2HPStVo7TE3w9PRUB7uNSUBZBpA3hIA6ehQ1fLpnLflPsiyrpNHlTlQplfCgsgLKkoyyVEkFBYm+SYapPSMrCyoqKhFQNQWRN2YO1Pms88B/mIA6eFAk6yozKA4OIlxowwYICSE7W8Qp1QbLvlVhYSEpKSmUl4sKWytWwKlCiwm3+lTCs7DhaSUt17e63roNs7OFBQ+q2O+UIsCOjnpiYoSCecqUKeh0OmxsbJo95/Ry4ewsfrLdu0HpnhcVQV6e2eV4pTJXruEaruEarhZcI6CuMA4lCwLKRmNTpUNacvI0E1lGG07Sd6A7IIiU8+dFx8rT07NZrDg1oUtLk4XApoTzuFFmXYEsQFjdlEomDc2C2pe0T33dJ6h6Amrb558zqFSotGKGDkVj6oynp6dTUlKiHtOVwI1tLXTY4auR0bBujXX2L3t7e3VgoVREbAhOpZ9SX9ekgNq5dSvjTDPfqV26VCmfoByHq6trsxB6lkG+mcWZPPHss3wNPMuHABQVScyfb92+dDqdqn5ISkpqFEvIngRhF7PV2tI9oPrAhw3fmsmHXjdVVYjk5uY2a/4TVCb2PjMJsiqKytj5yK/12o8SRl5UVFSJ7Llc1Df/KeaIuW0ZMLlqgK1yTHZ2ds1WXUkhSvQOgkhLIESkQVpJ0LVo0UIlBRrLxnwk9QglFaItrE8AOcCGb7+lq+m19uabqyxXCChvb290lrWSGxmKAiq7JJspTz+Nh7RAXfbjR9ZZjEDY1ZR2IC0tTQ3xbigUAspGY0M773aXvR/FfgfQw9KCdwksbW2XS0BpNBpV4WRJQFlWwLNUQIWFicmyXCxIyMxMXOzM61gSUE5OTmoJ+8ZSQBXri0kqEMRhW8//WAU8vR7eeEOkiiusaZ8+gnV89FG19NrMmaKw2qRJ1e+mpKSkyqTU+fPnCQoyEyDxxRaE+2UGkfcN7mu9WnLzZnM69yizakqWzQSUTrcDqKBjx45qn6xdu3ZNns3X2OjbV9ynr70mIv6++koI2q7hGq7hGq7hGgF1xXEwxRxAbqezq7SsfcIWlnEb7xPJxImiMxwdHa2Wsu7QoUOzKCFqQhsf88yiwTWNk7ust45ZVjMpKSmpPp/ASigElI+jDy3dW1a7zrY3T7GQuyjGljZffqm+r6hcNBoNIVeoFEmQaxDd/MXgQRv+NwArfrZ+sKSojHJzc1Uy7XJhTQW8C998g0I5uV9itSkvL1fzdJpD/QSViZLM4kwGDRrEnshIBrKZLhwFRN6CtQSp0uk1GAwk1mNWuCYoAeQ9AnpUuccVnDgo7mMNBm57alCV5c2d/wSVz+sRR3if64kgiqHLHyd2u3VV26ByuHtj2PCU/Cd7nT1d/bvWum55eTlDcxawgOnMtPmIwI6VyVJZllXrqo+PT7O1p8q5NToK8us4nUnedlaURLICdnZ2KkGSkJDQKESpYr+D+img/vkHjvwQTTGCpfS7pPpdYWGhagNq6jbBkoDy8fEhf3wnBvMPAD8v1lKf06ScX6PR2Gh23GNpxwDo4NMBG63NZe9HycpxJoNgEpEdHaFtVaIl20L66dGAOsvVVcJTCChJkipNNHTo4AKk4UQ0ZZhIg/T0yhY8iyBySZLU/TeWAiomx0zK/qcUUGfOiPJ0r78OBoMoZfT227BzJ4SHV1p1926hrKnpkW+pOLWcpNLrC1GE0/G5LmY26jIJqJGtR9ay5iVQ7HeOjjDATHKfOGEW1ubn/4EkSdx+++3odDrs7OyIiLAy4Pwqg52d+CmPH4cxY8RPeg3XcA3XcA3XCKgriloDyIuLcTEN5KNtbQkKCsJoNBIVFQWIGcfg4NrDd5salcJ/3RI4srZ+nfTGUkHtSxQEVO+g3tUOIA+sXM0f+c8xjYX0t9+Lg4n4siwPHxAQoFaUuxIYFz5OHFPACXBJYtNuZ8qtyyKvNKhr6EBJIaDsdfaEeVTNpZFlmc3r+nErf/CDNB3nyZMrLU9LS1M7vVeCgMooykCSJO557jl+BZ7hI9zJ4Z5bcup1PpXZ1oba8Ir1xRxNPQrUbL9DljmXIwYXLbRR+PlXVeFY5j81m0rH0SLbyxEWkEksYRjQ8e4M622z9vb2BJqyPuLj4xusJlEUUD0De9YYkq/gwIEDjJBjmM4vzOr6exXrQ3FxsUraNpf9DizOrYmAKseOz5gJzzyDtSyJoiyzbMcaAiWAPMglqNIAsy4891wp89KWMoh/yXNxQbqkrJNSkACaj4DKKhHPzkkvv0xnRHBzRpk7axZaX8XRz89PteM2lg2vsSrgffstjBkzi3e5HQmQunSptqSNoiiSJKlRCCjLSniKBc/Z2blSoYlXXrHF378rkfTCDlOjewkBZamAAjM5lpeX1yg2XcsKeFecgJJlUfXt7FnB1v7+u/DAvfwy3H+/qGrXp49Ir+7c2RwW1KkT7N8PL70kiCgLpKWB4q7rX81jRZZlVRnp6upKnz5mZXh0dDShpts7PlEr0qGhXhY8y/bB6vwnWTYHkF93nWBnTFDUT6b/ERkZqU4EtW/fXlXI/VfRrp3IyWvmYtXXcA3XcA1XLa4RUFcQ0dnRakfs0gByzpxRf5xCk4IgLi5OrcjTvn37K6p+Aghxs1AMuSZyZr/1qh2onAVVWlqqWgvrg6ziLC7kiJ5YTfa7lY+t4LwpzP3WKeaOjJgNFJ3pK2W/U6DkQAHYhf/JIGmLtUVp8PLyUjtoDSagTBXwOvh0QKupOqCJOnKEQ/oJLOdW5jk+VqVGrPL5Wq222ZQ6lllFmcVCzTJp0iR+8/XldpaSQAjv2L1pdedPo9EQauqhp6amUlpqfcD+pTiYfFANHa6pqljB8eM4yBXYUkZr36rKIsv8p+ZU6VieV42zhiiOMchBjBQWXBjExTUna9q0CpTMooqKigapyorKi9RBvDX5T/s3bEChUd2GDKmy3NIS2BwB5Aq8HQTZJTnpge0AfMPD5JxLx1q/qL+/v5pT1FAbnizLqgJqQOgAq68xvR4OHxbtRB/2oR81qkrAidIm2NnZXVYVtvpAuWazS7Ixyka6d+9OUacoXBDP2e/fsb591Ol0al5VcnJyg4mRtMI00osEkdxQAkqrhcSLG7mHbeKNGgLIFQWUq6vrZQWQK7AMIldUUJdWwFMgSdC6dWsqJcWtWFErAaVcFwaDoVFsulcNAXXhArRoAZ6eogTY0KGiZN0TT8A778D338OqVYJounhRhDpJEjz7rMhKquF33bPH/HpANW7ZzMxM9fcJCwvD3d1dJdgvXLhAaKiwwcXHY66EVw+S9db2txLhFcGkDpPoEdij7g0ATp4EJSbgkvynoUOhc+cNwGo0mjhV/eTg4EDbapR913AN13AN1/DfxjUC6gpCyX8CqjzEjZu38DlPsJ6RFLftjyzLnD59GgAHB4crTpgA+Dv7ozFdQjNdZzHL/o1676NFixZqB/bMmTP1Vkfst6jKVV0AefyZM+xNGA+AA0U8/rHZVqaoWyxzf64UegT2wM9JDHaGh89knX4c/iXWDSo1Go0aRp6amtqggVJdFfC2vv4rFxBqnZHDKxMzsiyrg01fX98GDXjqAxutDW52YoCkEFC2trYMnzWLHVTgTBGGb7+F/PzadlMJlveXElJ/ObAmryj2l1/YwCgKcOGpx+KrLM/JyVFtt00Z4Hwp7HR2aln7Vh0FgRRb8gIAFdjw3kPWn5egoCBVVdYQsuRA8gEMslBKWpP/lLJunfradejQKssV+51Go2nWaqKKAkrWymDzDgCFuPANDwvPhhVZOBqNRr1OMzIyKmXy1BcXci6o5MjAEOvtd0eOgF4vyO/+7Mbr7rsrLTcajap91N/fv8nJU0UBZZSNqs1r1CuzGMJvhHKRXvF/IOdabxVXngtlZWWqtfhyYRlA3sWvS4P2pdfrMURFodL/NQSQKwqohqifoCoBJcuyaqu8lIACQUCdA04ryp25c3FZ/Ie6/FICKigoSH1eHDt2rMFkn0JAudu7q9fEFcEzz0BN6kSNRqiPIiNFZbs77xTr79kDH3wAtVR82yXEimi10KtX1eVKGytJkkr+h5ssfOXl5bi7i/OfkADGINNEYj0IqBC3EM4+dpbfJ/2ORrJyGKGon6AKAZWUtILjx0cB4xg/frzarnXo0KFJM+Ou4Rqu4Rqu4crgGgF1BXEwWUitbTQ2RPpGmhcUFpLw/kJm8jmjWU+s7TSSkpLUAUZERESzDe5rg06jw99JEB/ZriXoTlqviFDQUBWUZQB576DeVZavvO89tjAagAn9zqFMwJeXl6th2ZaVz64UNJJGDSPfGiZTooOkefOs3l6xtpSXl6uD6voivShdHYTWVAHv9BZzp3jyq5VVe/n5+apCr7nsdwqUIPLMEvN3f+CBB/jGRHroiothwQKKiqzbn7e3N46OovRbYxBQLd1bEugSWO06Zab602XoGfDgxErLZFnmiEV1tOYkoMBsb+zYqyM2NjYkcpgedpsA+DHxBhKW7KxtcxUajYYWLUTFpbS0NPU6qS8qEXo1KMoUVFRUEHs0iGFs5Qk+J7NF1Zl6RW3h6elZyUbU1LC0jeK4GUkS2UCLuAs5K0uoI6yAYsODhuVr7Yrfpb4eEGp9APmqVWZLW0/dfqTrrqu0PCsrS1WZNkebYEk2ZJeIY7vllltw9niXWFrxWsXr8K2VFQmg0sREQ214Sv4TNEwBlZcHZ8+ep5PlZE0NAeQKcd1QAsrSZpeXl0dxcTFGU5i0ZQU8BQEBHZHpzA0VLZFNSljXF15TlxeUVyZLLZUumZmZDT7XCgHVxrPNlVOK79oFf/8tXo8aBQsXCq/ZsWOQmgrl5cJLd/w4bNoEixbBhx8KO14tOHkSFiwQr7t2FXFKlqioqCD+/9i77/imyu+B458k3bt0MLooUFYpS0bZICiyN4KigIAK/OAroKIo4kRFcIui4EDEwZAlKCIUkA0CIrtQWlpmoXSvtPf3x21uU7qhm/N+vfoiJPfePknzJLkn55wnQv0io1atWlqWpI+Pj3bZwkL9oig1Fa5Xy+qvVIKrPebJ1P+pTh2ol52VduXKFcaPHw+oz9PBgwej0+mws7Ojbt26pTsmIYQQ5UICUOXo0GU1AyqoelDO5sSffsqpW9knq23aOmrZT5aWltSrV849Dcz4uqqlShedwe3qVYrcaMeMn5+f9iG2uFlQpgBUA7cGuNi45Lgt7tYtDu1piZL1NJ/1RXaQ7+LFi9oH6IqQTQbZZXjJlrDNH9JWrSryvjVr1uRy2mWOJB5h//792olHcRS2At7NsDCOJ3UDoJblRRq3yPkNrXn5X1kHoEwn9KYMKFA/zNYcP55Q4DruzHjZilq1FG0V6ILodDrteXHjxo07yi5RFEVrmF1QsMTzzBkAjjs64uzmluO2s2fPav2f6tatW2b9n0xMJU1pFmlMnToVgLDUlwBIx4p3/ne5yCu3mb6JhzvvrWV6POu41qG6Q8HBuMOHD2M0tiSEbnzK/2FbO+f2N27c0DJEyrL8DnKWN2IHivISjRt/yYF2/0MHatf8ImSKOTs7a5lb5k2Hi8tUfudg5VCs4Mi6NWoAryaXqN7JJ1fWhvlrgilLszTlFYCytLSkybRxnER9bNLee6/IKxLY2tpqj+/dLkhgyoDytPcs9LlbkGnToHXr+hxlPQCKwaD2C7pNSTUgh9wr4cWZZZPmlQH1+edTgKNcYibnP/kE7O1xMHvIb8+AAjXbxVRKfrdZUGdvql9kldsKeIoCzz+vXra2VstqR42CBx5Q+zxVr55nz67C/PcfdOsGpu+Ysl6SczDvs2cewNHr9dr/bW2zyxwjbLMCUDExcIdfDBQqMRF27lQv9+yplekqisLYsWO1L83effddLdDZpEmTcv9iUAghROmQAFQ5MW9A3qqmWSZJXBzKe++xkEmmLenY0VlL/69fv36Fasjo46Smb0c6wYnMQJ4ccqPYK33odDotCyo1NbXIWVCKomgleHmV323630usZiwAwV4naNw0O5XbdAJsY2NT5lkl+elRp4fWVHlZfWdWnR/EyqVFS9k5E3eGWRGzmBc1j98jf+fvv//WAmxFVdgKeAde/4i/6QxA51bXcrR6uXXrFv9lZcDZ2dnleVJSmkwBqOuJOfuHTH3mGT4GUrDh4/hxxMXpWLCgaMe82zK80JuhWkAsvwbkiWFhnEzpQhi1uRmY8zGPj4/nyJEjgPqYtsinH0hpMj2uN5Ju8PLLL+Pu7s5NDtDQQs2CWny9P1FfFm3ltmrVqmmB5vPnzxf7BFNRFPZcVANQ+TZ0N7N9+3biUIPOdWwvYe+Q/YQ1zywzPzErK+YZUA8OfBD4jRMnnuLQUDVbk7Q0eOGFIh3LlAWVlJSkBSuLy9SAPNg7GAt90UpeFAVCT6rBmQ7swuXxx3JtY2pA7uzsjK2t7R2NrTjMA1CmRuQATz79NB9mlfJYR0fD8uVFPqYpCyouLk4rO7sTJdWA/J9/IDXVApusVQeVhg3zLNcyBcx0Ol2J9N4yleHFxcXlCMjn9Vpfq5bpQ4A3x21s4JdfMOj0WhAq7mruUmNra2saN26s/Y47zehLMaZwMVYteyu3/k9r18Lu3aylP61cQhnxvC93mJicw2efZQef5s+Hxx/Pvc25rO7kNjY2ub4IqldPzQjz8oqld+/rvPIKeNQ1y2ArrSyo7duzv5x8KLtp+Weffcbvv08EPqVnzze0QKmDg0OOLyyEEEJULRKAKifht8K1NPQc/Z8+/JCdNwNZxwAAmjT5B6NRLRUzGAxaHX9FYVoJL9xJTxv28tWGmrw2sfiNsH19fYudBRV6M1T7lrtNrZzldxkZGRxcbiAO9UPzzPf8tNvMT9TMl4gvb47WjnSt3RWAX+rb8Tzv8fFbtwrdLzopmoE/DSQ1U/10vzNuJ1evXuXAgQPFOsk3BaCcrJ1yrnCY5d81CRhRg5+jZgZq18fFxbF161at1KZp06Zl/pjmlQEFEBAQwLXevXEikpH8CMCKFVCUcxtnZ2ftxO3ChQvFDpiYl4vlFzA5seQH+rGeOoTxk9U87XpFUdi3b5+2MmRwcHC5BJ7NH1cXFxfefPNNACKMrwBZq7e9cLVIK7eZ9yOJj4/PkaFRFGdvntWCCoWV3wHs3bqVC6gn+019cvb9uXTpklZ+FxAQUOYBU/MVBgc9Okh7no359FOMI0aoN6xYoa61XghfX18ta+BO+mvdSLrByeiTAHTwKXr53a5dUSRlqJlj7dmFrk+fHLenpaVpX5yUVUak+eNqem8ANcMtc8QI1tOap/iCqdN0UMQAfUmU4aVlpHHiuprFfDf9n1JS4HhWomoH1Axq/W2rDoL6mmwKmteoUaNE+uiYr4RnmrsGgyHPwGLt2qbXKh81INK7N3z+OU6mANSGVeQVkWnQoIF2vGPHjt3RyrhhMWEoWdluZRWASkpSq+jWrUNtJP6i2ivPwsGGQ1e9+flntUqyCNO5QJ98AsOHq5V6M2bkvj0uLk7LJvL3989VVmxnZ4eXlxc1ayYwevQ2Zs1KpXZzl+wNSisAZSq/s7BQU7hQVz5+9tn3gf7AZDw9R2ifIVq2bFmmJdFCCCHKlrzClxPzcqf7amYFoGJiSHlnHs8yHwC9PoXvv6+tlTHUqVNHq+GvKEwZUGmWmfjZqhkFb3xVk00fnSnWcXQ6HUFBarZCamoqZ84Uvn9BDchD5s9nh/FRALxsL9NvuL12m3k2i6kvTUXRN0Atw8twvgzV/2XP2eoF9iM2Zhp5eOXDhMdm36fjycdJykji/PnznDx5ssi/27QCXhPPJrkCSOmXL3Psltqc2FqXRPee6vMwMTGRbdu2kZpV0tKiRYty+ebStKpYdFJ0rkDRxOefZzEwAzX1KTMTPvywaMc1ZUHdScDEVC5mZ2mXb9bD4V/DtKBel4cbatefPn06R4CkvLL0TKVipsDPuHHjCAoKIom9NNL/yLs8z5xbz8CSJUU6nvlzo7jBkqIE9EwyMjKI3n6I86iZTU2bZT+fMzMztewnS0tLAgMD8zxGaTLPgDJaGrXAXlhYGG/YN+Bti5fVU+jp0wstcbS2ttaCJBcvXtRO4orK/HHt6Fv0BuQLF2b3NGpZ/zrcVsZoyn6CsgtA5VWCZzLpmWeYzgt8yVN8HTuU+F823b57nlxcXLR+cHcagDodfZr0zKwA/V1kQB0+rMY3ADqiZlDn1f/p2LFjgPq+WlIl++aNyE2Pg6OjY55fNtSta5V1yUfLyOHJJ3F0UP8+calx0L8/JCfn2M9gMGifA5KSkor0OeB2ZbECXlqaWlH22mvQpQu4uMCDD2bFnb7+Gk6dAqDTCx3JakNIZKS67fz5Ra5azsXCAn76Se1Vnhfz11Tz/nDmTF9iZmRkqNubL8Byl2Wm+TI1IO/QARwdSU1N5dFHHyU1tZO2Sb166thr165d7ovCCCGEKF0SgConx6+rASgrg5VW7nTzpZdYk9yXA6jZPJMnp5KYeBpQP0g2bNgw74OVI/NMmbrOo7BHLVEYNc2diNUHi3UsHx8f7UPuyZMnCz2RMvV/sjZY5/pQnzF/PlvowUdM5tVXs9stpKamah+IHR0dy3Tlq6LoU98si6D+BoyKBZs35f8t8Mw/Z7I1bCuQXTZnVIycMKrfth89erRI5WOKomSvgJdHA/LQd+exGTV1vmXABWxsIDk5ma1bt2oNpZs0aVJuz1FTE/LUjFQS03OWLXbu3JmQwECa8C8Pon4QXrwYihJPMg9Q3mnApI1Xm3zLmi6EZmdsdO+tBiXi4uL491+1XMfe3p7meaxwVVZMgZK41DjSMtKwsLDggw8+AOBc5iOMdfgcBxLVM7EidHi3tbXVghERERHFynAwld/ZW9rnu0qjybFjx6iWlB3satote56fP39eKyEKDAzE2to61/6lzTxQEp0UzdNPP531d+7D60tmMcv4BhvpDfv2wc8/F3o808lmRkYGF/NbdSsfpvI7vU5PW6+CGyCbu7DrL1qzH2du0W5081y3m744MRgMZdZjy9Umu9fR7QGo++67D4f66n1NxIGfXz5SpGOqJUvqCfG1a9fuqL+e+Qp4dxOAyopTAhm0JytweFsAKjY2VmtC7ePjU2J948wDUKbHIL/MQV9fU1DKiVOnsjOinbzVgHC8Fepqb6NGcXvNvr+/v3bcEydOFPvxLu0AVGys2ie8c2d1wcodO7ITQE+dUoie/ZH6H19fnGZMICVFLZ2zslKDh889BwMHqi2XCnP8OEyenB10BLV90vXr11m8eLHWww7UwLqptYC7u3uezeFBXaHW9PiePXsWpZbZ4hilkQEVFgamQGJW+d3s2bOzyssfBMDePo06dW5iY2NDyzwy+oQQQlQtEoAqJyei1QBBkKfagDwlMhK++IYXeRsAZ+dUXnjBoH2Q9PX1LfMGxEXh4+yjXd7kdIG2qKuZ3FSqMWyYQuqfO4p8LPNeUGlpaYV++2kKQLWs2VLrnQRweN067o+OxpEEOjcOYfzz6gnv5cuX2bRpk3byWbt27QpTfmdSx7UOjT3UPhj6+msBWLvkap7bLj+2nPf3vg+oJzU7x+7E2Vo9SThneU4r2dq7d6+WTZOfyLhIrTFsXif3FqtWcoTmLGAsz75Vi9TUVLZt26b1RGnQoIH2tysP5hklt5fh6XQ6Hn7hBdaAll2YlARFWWTQzs5Oyz4KDQ3V5mNhYlNitYBee++8s3VSoqMJS1PLcVwsbuLnpwYC9+7dm6P0rjyXoTYvabqRpGZBde/enf79+5MGTDf1xLlypchpZaYsqLS0tBxNqguzO7LwgJ7J9u3bcSB70YGg7urfMD09XcsOsbOzK7eSZgu9hbZowo2kGxgMBj777DPgbyAFgHctX1Y3fuEFtfaqADVq1NBKl4obKDU1IG9eozmO1kUrRYyIiKBDxPvspy3X8MRqcL8ctyuKomVAeXp6llkzYWsLa+wt1WzX2wNQAM/NaYsjakn7N+e6Zq9nXwhTAEpRlGI9Z01MASgLvQWN3BsVe39QF1DbuFG93IIl+JIVaLwtQG16fgNaT6WSYL4Snkl+ASif7I8FnD2bneXkZK0GReI8s4Ijq1fnSufR6/Va0D0tLU1bgKWoTAEoRytHPOxKPvD59tuQ1ZoPgMBAmDIFfv0Vol9YgPu1rPG++SbY2KDTwaRJ6lPNlAC6bp0aN9y/P9fhNSdOwP33w8KFapzOVDGakJBAly5dmDBhAt27dyc5K4vs8uXL2uX8sp9AfT8MCAjgxAlPfvzRl1nv6MD0dyyNAJSp/A6gZ0+2bdvG/PnzAR0WFmrPu8DAKxgMCm3atCmXLwSEEEKULQlAlRNTP4hWtdQG5Dv79eOC0og41A9mc+daExWVXT5Vkh8kS5J5BtSgMYPYys805BMA9me25tlexyFrmfmiMM+COnXqVL5ZUKnGVI5cOQKQ61v7yOefx3R66rVgARkZGRw6dIiQkBDtA5q3tzeNGt3ZiUBpM5XhZXofBPtrbNrpkKux++HLhxm3bhygZlOseXgNLjYu9Gugngj+Gf4n9wXfh06nIzMzkx07dhS4kltBDciVqCjqRkZSg6t419pMvwH2hISEEBur9tWpW7cuLVq0KNdgXkEBKIDhw4ezzM2NHmyhGUcAdaGxoiyG1bJlSy0ItGfPnkKDeaCWh5r6kLTzybtf0ZmlSzmYle3Y2O8KOp36nDf1zWnQoAGeWUuYlxfzx9W8qfP8+fOxtLTkByDU3p5L1GTdW//m2dfldt7e3lpwtKiNhmNTYrWy5aI0IN+xYwepWf2f7PTJ1KmrPjdPnTpFSlYwp1mzZuW6ypKpvDE6OatRffv2jBkzCPgcgJ3p7dhFewgPh48+KvBYer1eKxe9fv16kVdtTDGmcOCSuixkcfo/rVy5kv5ZlzN9akCDBjluj4+P1zIjy2L1O3Om7DLz56vJsGGDsLVbCcBuOnDylaI1I/f09NReA+6kDO/oVbVcsaF7w5wr3haR0Zjd88fGJp3JzAYgzctLrf/KcuvWLS0Dznx12ZJgvhKeSX7H9zZrIRgVpdcC6loAqo4XmD7TfPhhruC1l5cXblkrgp45c0Z7LhWFtgKeW0CJvydFRGQPtW1buHxZXZnu449hYIfruH7yunpjs2bw6KM59m3VSm0gP3Cg+v/wcBg3Lu9WZCdOqK2STGsKtGgBer0aAJ00aZJWWv/PP//w9NNPoyiKFni2sLDA19e3wPvh7+/Pnj3+/PRTc774wia7DK+kS/CuXFGzYwFq1CDG15fHH38cRVGwtg7GaFTnalDQFSm9E0KIe4gEoMpJcroaCLmv5n2sXbSIDkeO0JLDrHFowRtvGBk27Jb2gaJmzZolsopNaajpUBODTj2Ja9imIU8++SSneBY31OykTzMm8lOv77K/ui2EeS+otLQ0Tp8+ned2R64cIS1DTc1v45XdgPziiROknK5DFLU4Wb06lsHB/P7771o2lYWFBW3atKFjx44VdonfvvXVABQ6BeptIibNiX17s5tGRCdFM+jnQaQYU9Dr9Pw05Cf8XdWvVgc3HAxAUnoS/yb8S+vWrQH1sQwJCdF6Nd2uoADUtc8+014oUgYPZvv27Vo/JF9fX1q3bl3umWTmgZLbV8IDsLKyou2MGfxDdhbU1auwbFnhx3ZxcaFjx45aMG/nzp2FnuCb99UJ9g7Oc5vw1dsJRV0mvFNvD2JjY7XSOwcHB5o2vbvVskqCKUgCOQN7AQEBTJkyBQXonziaOpxnZPLXXH+54EAJqCVZphOkK1eu5PucNLcval92QK+QBuSKorBn+3YuZQWgAj2uYzCoJaOmEzdXV9dy7/9myi4zZZaBugy5o+PXgPqYvOOQVXP11lvZZ6P5MO+vVdTA3t8Rf2uvo8UJQP3xww+YwoDWQ4fCbfPfPEuorPo/mZge17wyoCwtLRk5ITt77tutvlq/noIYDAYtkHbp0qVirzB6tyvgLVmiBjoA2rTZQjfU54JFq1Y5tjOtRAqUSkaqeRkeFC0DKiOjprYinxaAMibCpk1gem5Mnw6rVmn76HQ6LQsqIyMjx/0qjCkDqjTK744dA1OCzvvvQ47Y6htvgOl94d131YjRbVxc1KSv999Xk45++CH3ZidPqplPpun+9tswc6Z6+dtvv+X7778H0AKiS5cu5eOPP9YCoz4+PoUuWGFlZUW9emrW+K1bVsR7ZAWsSjIDKiMDHnlEfaMFlLfeYuLkydpzoWfP7OVoW7WKkdI7IYS4h0gAqpx5Gj2JmjIFu6z/B3w1j/79T7B16x/ah9yKmv0EYNAbqOmofoiMjIvk008/5cEHu3KDYVihnli9a5xO5oBB6tLEReDt7a0F3E6dOpVnDwhT+R3kbEC+6+lnGc+P+BHOp42X8ccffxAXp5aWubm58dBDD1G3bt1yD5gUpJ1Pu+weMfXVJe7nvZJASkrupuPvdH+HB+o+oO3bs15PbC3UUpxfT/1K3bp1tedPQkICO3fuzLPvjqkBuae9p9ZPySTu+1+5hTPnAbvOnbUMoFq1atGuXbsK8VgWlgEF8ORTT/G5lRUP8zPeXKSF3w3M218UpGbNmlowLzU1tcBgHmSXizVwa5BjbObCj2aXjXbt7cbevXu1Od+uXbtyLb0zyZEBlZQzo2T27Nm4u7tzklOkYkMS9rz/laP61X4hTMGSopY07QjPLuXNL6BncuLECTxv3GAObzCXFxnfWy25Ml9Vq7wz9iDvlRs9PT2ZO3cK8C0AGxK68R+B6ontq68WeDxnZ2etp11YWFiRVm38+vDXgNpHz/x1pCAREREY/6nOSoYTiRe6AQNy3J6SkqKVTdnZ2ZVoFk5RmF478wpAAcyaNRQ73U4AvmM06fM+KNJxTdkZ6enpRcqCNLmeeJ3LCepzvKnnnQWgevdWy7D8/cHd4lNMBVb6+7JX0I2JidGyn2rXrl0qj3tRA1C1aoFOZ3r+uWnPB0crdfv41Hjw9YXffgMHB7Ur96hROZaJ8/T0pFbWC/S5c+e09/GCpGWkae+N9VxLPgDVpw+EhsJXX0F780TMc+eya7q7d1c7kudDp4Np0+DCBbj9O4Y//1Qzn7JiNrz9tlqBC3D8+HEmT54MQPXq1Tl06BDeWalmX375pfacrFu3bpHuS/Pm2f3SjltkPaNKMgD12muwbZt6efRofrC05OesfnZ9+/bl4kW1X2SNGnH07Vs+vfiEEEKUDwlAlSMrgxWfjn+RsVllZteaNOGggwPHjx/XTkSbNGlSZg1c75RpJbzIuEgsLS355ZdfCAx0Io1HqclK/jL0QG9Mg6FD1aXFC2GeBZWens7+/fuJiorKccJvWgHP3c4df5espd1jYgjdWZs4nMnAApvmlmRmZmq9pXr06FHmy63fCQu9Bb3qqb0RDPU2giGNg38nEbt5HzP/fF5rOj6iyQiebZ+zf4adpR0P1VMbfa47vY70jHSaNm2qZZxcv36dffv25To5NWVABXkG5biesDBCIjviTjT9bfdwPVp9yfD09KRjx44VZqnkogSgqlWrhv3YsURjZC/B7LLtRK+Hsh+Hws7Xbw/m7dixI89gXqaSyd7IvUD+5Xfhx45xNSG7BNTJ6YyWVdawYUPc3fMOWpW1gh5XFxcX3njjDWArDqh9hD7NnMiN598t/Lju7lpPu8jIyAKbkacYU1j8z2JA7fdm3pcqLzt27KAF0IO/eJF3eHKGI7GxsdriA7Vq1Sq3VQXN3b7CoMnTTz9No0a/AepjMtczK1Ng0SK1NqcApt4vSUlJXCskYyomOYbVJ1cDMLjR4ByN0QuycuVKrvIsI/iZh/Sb1ZWtsiiKwu7du7UyxyZNcq+oWdoKC0B5enrSor2aWXuVGmz8PhouXSr0uLXMotXFKcM7di27J1OzGs2KvJ85Hx/4/ns4ehQs/jNb3MOsAbkpS8i8l2JJMw9AWVlZ5Rs0sLKCffuuodPZAO8yduxYjh49mp0BlRqnvge1aKF+JjAY1D5n/fqpdWpZmjXLfryOHj16+6/J5cKtC2Qq6men0loBz8MDxo+/7cqXXsruRP7uu7kyAvNy+/on33yjxq1Mwae5c7ODT4mJiQwbNozk5GR0Oh0//PADTZs2ZfXq1VhbW+Pv78+hQ4fQ6XRFfu9o1Ch7ZeDjaVmpXJcv5+x4fqc2b87umN+4MeHPP8/k//s/QJ1/L774Jv/+qz4X2rdP1AJpQggh7g0V4+zxHuWc4syg/04ykW+YwXx29h6llfa4uLjQs2dPgoKCyv2b+sKY+kBdjFO/fXV2dua3336jevUjXGYYozJjuOlgwc8NjDzy83BqvunCkF+GkJGZ/0mnl5cXrq7qN3QXL15kx44drF69mvXr17Nnzx7+DlNPeNt4tdEen+3TprMc9UNODburtLzvMvb29vTo0YOgoKAKEywpClMZXoZ1Ei19P2BNWh/+ejmY9/eq39Y3rdaYxf0W5/ncGNxILcOLSYlhe/h2dDodwcHB2gfT8PDwHI1qMzIztJ5kOcrvrlzBOGQIv9GHDCyIUBrj5JSGm5sbXbp0qVAljC42LlopaH4BKIDJ06fzOeDFJWxPnVTX0kZdVrtdO/jkk1yLMuVgHsyLjo5m7969uYJ5J66f0Bq659WAfN3PP3OxRQusUKjOFbxdrnHxonpy5eTkVCFK70xyNCHPo6fO+PHjadKkCQmovU8ScOSDX7zUWpUC6HQ6LQsqPj6eLVu2aAG4231/9HuuJqpnZdOCpxV43NTUVH7++WdMxRyKrS00aJC14pKqPFcVNJdXBhSopTWLF78AqL2Kfr7enXBdbbVZzHPPFXhMPz8/7XWusGbky48tJzVDDeqPazGuyOP+9ceVhKFmnbavc0VdGz7LiRMnuJp1Bu3n51dgM+TSUs2m4AAUwDvv3Ice9b12t7GN2sSnEDY2NjhVc+LfxH/599S/hIaGFroPwNEr2YGTu1kBD0BR4qhlHljMCkDFxMRopU21a9cutS9azANQhf2O1q2rM2fOiwBcvXqVLl26cOOy+hqSoWSQbMxqTv7QQ2pwFdSlSe+/X139EfVzkOl1IjIykuhCesyV1gp4BVZcHjiQvVLlyJFglpVWVLGxalaUyVtvwYsvZv9/8uTJWvnwK6+8Qvfu3QFo3bo1n3zyCU5OTqSlpfHDDz9owd/CmLeJCiPrP5mZ2RGwOxUVpWazKQrY2ZHx00+MeuopLYNt0aJFREWF8sYbm3nssf+YMqXgLxSEEEJUPZXnjLwKSj5ynea04jvG8D4z+HT/UAwGA82bN6dnz55aOUVFZ54BZToZ9/Pz46ufv8KyvSWbRim4TzMyYhj8GARXMmJZfXI1Oy5sz/eYOp2O1q1b5+p9lZCQwLFzxwhPUNPsHW458Ndff/HPoUNcWxnDSdQMle59I6hXz59evXpVmGyS4uhZt6cWUKlV/wUyaxxiXFbX32pJ8ParCvZDRqhL79xWoti3fl9tlTBThoPBYKBz585a1snx48c5ceIEly5dYs/pPaQY1Q+t3lbeXLp0iWtbtpDSrBnGwyf4E7U0p1HTSKpVc6Fr164VojzMnF6n14IlBQWg6tevT9iDD2L6iJ4+Ywbs3s389xT27YOpU9XmsocO5b2/KZhnykqMiIjI9c28ef8n84bZaWlpPPu//6EfMYKOGRnM5k02127PB5//o2XqBQcHV6jAno2FjbaqWF6Pq4WFBe+//z7wJzaoWV8fM4WbM94q9Nj169fXgsyxsbFs3ryZf//9N0d/nYzMDN7b/R4Avs6+PBz4cL7Hu3btGvfffz/bt2/HlBeia9qUqzducCkrw6Vu3bq5yojKiykDKik9SesJaNK+fXv69VNPODMVCxYFvKTesHEjLF2ab7qelZWVVip28eLFfBdxAFhyeAkA/i7+dPPvVqQxR0REYDyYRhLqc6Ljg9lZFNeuXdN6mDk6OpZbbzjzDKj8yhA7dmxBvfrv8h2NeZcXUD7/XI0CFGJd4jreiXqHl8NfZtvebRw9erTQUsd/r6mPiZutGzUditcP69dfcy6A+Msvv9A863KqkxOmGmLTFwo6nY7AwMBi/Y7iMF8JryhBrjlz5mS9PqhzfMnCJdptpiA9oHbjNgUBY2OhRw/tywHzL4+OHDlS4ONdGgGojAz1y4mXXoJcVYCKkt2gydJSjRzdAWdnWL8e+vdXY3GzZmXf9u233/Ldd98B0K1bN2bPnp1j32bNmuHv74+iKPz1119aU/LCeHlll0lGZpg1/76bMjyjUQ3CZZUDxs+fz4jXX+fvv9UvDCdOnEi1atUwGtOoXfsWc+e60LWrVUFHFEIIUQVJAKocjUl04sWshsiWBiMTJlyjd+/eNGrUqFJl65gyoFKMKWy7sI3XQl6j5aKW9A/pT/qD6VAXFNM5daojhqzzyx8XjFEbIeTDzc2NXr16MWTIELp160ZQUBA1a9Yk3JjdY6aOVR2uXbvGqW++YW3iWACs9SnMfLkWbdu2LbQZZ0XlautKR9+OAPzV0pZ2IyDFEvSZMGVle/rcPMG0DfdjHDxMXXLo2We18hwXGxe6+6vfkK45tUYrSbC2tqZr165YWakf+I4ePcr27dtZvXO19nuTLiRxdO5cnHr3RnftFvN5VjvZ7No1kW7dumn7VzSmjJLrSQX3Zxn34ov8kHXZ8uBB6NCBVp+NpY6rmjFx6BC0aaMGo/I6JzUYDHTq1Ek7ATt58mSObIg9kXsAcLZ2ppGHWmZ34cIFunTsSMuPPyarxTzXmjTBsHIF6UoMAI0aNdJWfqpItGbZeWRAATzwwAP069ePFNTVjuJx4qM/G6knkZs3Fxgs6d69OwEBAej1ehRF4fjx4/z+++9aNtSaU2u0Va2mB0/H0pD3fP73X7Xh/u7du9EDa5nLoyzjc6upHD58GFCDZabS3oogvxUGTRYvnoS19XtAN7Ykv4GSFTxm9Gj1jPjPP/N8bE1ZRxkZGezatSvPFcQOXz7M4Svq4zK2+Vj0uqK936xcuRJvsoOq7cerAf+UlBR2Z/Xv0ev1dOjQodxee03PV2Omkfi0/BcLeP31IH5BDfLp4uLUlQYLCNhlKpmsPa/2MYxKi+KDSx9w9L+jOXq35cW8AXlxAnJ//w2DB0OjRrB7t8Jrr73GhAkTtOAqzZuDTsfNmze1kkB/f/9SLTPX6/U0bNgQW1vbIvUaUhR4/PFpfPvtdxgMBoyJ2eVd8am3/W2mTIEvv1TL1xIS1Myov/7C3t6egAB1sYbr168X2DPu7A31tcLe0p4aDiWz+uJ338H+/WpJ3Jdf3nbj779n9zmaNElt0nWHOnVS22Q++WT2dcePH2fSpEmA2vdp+fLlOb6gMBqNRERE0LhxY6ysrEhOTmbp0qV8+umnhf4+KyuoWVN9Pl5KNStJvpuV8GbP1gKHYT16UO/VV1m5Us3kbNiwIVOnTtWeq76+vlJ6J4QQ96jKE+WoguqcasEOugDw+JhERo4M1jJUKhMf5+wlb7ov7c6r21/VTm4AnHXOsN8dvv8N5l3HMlQNjqx0vEhaUGOYP7/AvgNWVlbUqFGDJk2aqNk3ftnZN5ZXDNz88kvqfLuD9fQD4OEhSQQFVf7lfE1leMnWyWS6qNdlbtHzznl1FZwPmUYvNnHzuhEWLIDAQPXEdP16BjUcCMDlhMvsi8xu2O7o6Ejnzp1znBxeTLuoXa63/E+6fraYb9OfIICzzEbt42BtbeSZZwKxsbEpxXt8d/Irabpdly5dWBoUxK+A6Vn34OXv+C/Gi5d5A0tdOpmZajleo0Zqi5Lbz/NNwTxTD5SDBw9qWTamDKhg72D0Oj1r166lRfPmPH7gAI8AyxnJtcB2WP72G8fOqidMzs7Opda35W4V5XGdP38+FhZ/YckBAN5lJsf/ugw9e6plQsuX5znH9Xo99erVo0ePHlq2oykb6ujRo7y7S+0nVc22GuNb3t54RbVu3Trat29PREQEAM8NHMjv9GU5j7LiSjAxMWqAz3TiXFHkKG9Myh2A8vT0ZP58WyCEAxcjWNWnj5oqAWqJ0oMPQteusGNHjv1q1KihZXldvnyZjRs3cu7cuRxZEabsJx06RjcfXeQxr/jlF1JQez55WsVQt7kjiqKwd+9ekpPVLK6WLVtqmW3lwbyXVUFleIMHD+ZIzZocN10xZw7Y20PjxmrkZ9YsNdts/36Ii+PolaNaKSjAyeSTfHH1C86HnSckJCTPxTKMmUaOX1N/Q7PqRe//lJmpLgwHcOWKwttv/x+vvvoq1oBpSRLrYLUZv3n2U1m8hjRr1oyBAwfi6elZ4HaLF6sPp7s79O//OGvWrMEyM/t957PFn+XeacIENeKj10NSktr1e+NGAgMDtfesgrKgQmOyV8Ariey7xEQ1pgLq9zxZPcBVGRnZ2U9OTvDyy3f9+3L+7tx9n2rUyBlUM2U56vV6pk+frgV0pk2bxvbt+WeYm5jK8K4kmX3xcacZUBs3wjvvABDu4kLjLVu0PnQDBgzgjz/+4Pjx46Sn67GwsKbVbSs4CiGEuHdIAKqcWGTAomtqyrmLo5F585wrfK+n/NR2qZ3rumbVm/FK51c4OOEgN1++yQSvQXBuM2RYk3LsCQBibOGPWslqX5PWrdVeCoWIiIjg511qvwWHaBg2+y3Ghezh+cRPUbKezs/Orhyli4UxBaBMHm78MPMGvoOFfX/gCABbeIAWFv9w3HRasncv9O/PgGe+QIf6fDKV4Zl4eHgwYMAAHnzwQR588EFiLNQTdLdbMPyvPbTgCBP5gotZfSF8fTNYvVpPzZp2VGRFDUDpdDpeePddhur1eAHPAIcAW1J4g1c4qjSlCyGA2pN1+NirNBz3Dot2ruR6YnZ2lYODA507d8ZgMKAoCrt27SL0UihnbpwBoG2ttkyfPp2BAwfyfGwsE4GPmMqjLOd+4yZ+23EMRVEqZOmdOVOpWGGljVOnTiE9KwsqU2/A0TarmdbRo/Doo1Cvnlpmk5iYa39TzztT02pFUVh5cCUHLqmvCZNbT8beyj7HPoqiMG/ePAYOHEhiYiI6nY558+bx2qCHOYW6wpKnlxrYsbGxoVGjRlQkRWmc//TTT2uNmB9bu5bwkBC1Fsj0RcWOHdClixqMyuqbo9fr6d69O35+fkD2Qg4hISEkJiaSnJ7MD8fUHMAH6z6Ir7Nvrt+blzNnzpC8bx+HswJQHRreRKdTMwBNWSk+Pj7Uq1c6zZ+LqqgBKEtLS56eNIlXsGIlQzhGEzUD6uRJtfbt7bfVbLO2bcHZmU3ju2j7NnVSM3L2xO/h5+ifuXr1Klu2bMmVbXbmxhmtz1Zx+j8tX579dujq+jUbNiykA7DCwQHt65cWLbhhVl5ap04d7O3t8zpcuXB0hKyYJBcvqiufLZi7QLv9oy8+YubMmbmDSY89Bj/9pPYWS02FgQOx3rhRm7+xsbFcyCdz2lSCV1Lldx98kN2f/s03IUf8etmy7F53M2eqkbYSZN73afbs2VrfJ3OmPm/W1tYEBQVpTckzMjIYNmyYFpTPT7t2aqJq89YZZGa9/xgL2SdPERHq3w1I0Ol44NYtUgBXV1eWLVvG6tWruXDhAmlpafz9d20mTBjAqFHW5NP2TwghRBUnAahy4hFdjdOZ6gfSl+dY5FoRpTJpWbMlE1pOoFe9Xnz00EeE/S+MI08f4bVur3FfrfvQ6/V89tln9OhxAlgBp/tDmhrMmND0fkLognLkCErbtiQ88QRpN3JmA0RERPD+++8THByMn58fYfHqCkaDoiAIsCaVWJ36jX+3rplUoCqbu9LArQGN3NUP3c2qN+PrgV/z3HPPERq6hUcf/Rz4BYAIY22a6vbxces3UbIyH2rsOkqHcPWD/ep/lqHcViJiaWnJ5cuXmThxItuO/QVA8DWwIINuhj8B8PNTl5s+e9ZA794V/6XCw07ty1RYAAqgV69eHD58mE5DhvAR0AoIBObpdFS3i2Ab3fiW0bjprsAjfTnj9yJPbx2G53xPgj4PYsrGKWpgzw7atVNXujMajXyz5Rvtd/zy/i8sW7aM+R4evAh8wVM8w0cAhEfZcOWKul1gYGCF7vdmCpTklaVjbvbs2VSrthd4Exv7rzn0yXPEz5wJHh4kY8PZcEv43//Ur91feQVuW6VNr9cTFBREz549cXFxYf3N9QBY6iy53+H+HGVOqampjBkzRjuBdXBwYM2aNTz33HOc3noJI2q2hFt99eQ/KCiowvUtMwX2IP/yRgsLCz77TM0USUnpwLAnf1fPhMPC1MC96Yz4zz8hOFhdRezwYaytrWnfvj2dO3fWsr6uXLnCxo0b+Tzkc26l3AKK1nz86tWrPPvsszRv3pwu+BKFmmXRoa8r169f1/o+OTg40LZt23L/IqWoASiAxx9/ktWEMYyVPOH8KjfHjVMfw4AANQvHzKbqaslYw+uwdXYo9TPVLK/1MevZfGuzlrl369YtbR9T+R0UPQCVlJTdgNpCf5Whl//HSeBvoF9CgnqDXg/t22vZT3q9vlR7P90Jn+zEaK2qq0Or7BUTsYZ58+Yxfvx4jLdnRw4bBqtWqXVi6ekwbBgNjxzRnsv//vtvrpUz0zPSuXDrAlAyAahr19QF7QCaNVP7amuSk7MznmrVgmeeuevfZ86871PXrl155ZVXcm0THx+vZRjVrl0bvV5P69at+fzzzwG1XHHw4MFaZmJe3n9ffel4b74NyVlZi4mnThVvsOnppA8diimaNE5ROIua9XTixAkeffRRIiIitNK7c+fqEhtrYNu27IROIYQQ95aKf1ZZRd28rvb3qe2VRtbqtJWWXqfny35fsvHRjUxtOzXPjChLS0tWrlxBw4bzIO0XOK2Wy12tv5dulr/Rjt1EKbVw+OYbrrm782hW34cmTZrg5+fHszNm4L1vHxuqabEr2kaC0cUF3n6bWd80oEsX+Pa7qvOU1ul0rBi2grn3z2XzY5uxs1TveI0aNVi2bBF79vjh7a1+2MxUHPjfgZeoqfuEr3wCSDAYGKx+ecr51CusDnBiRtOmdOncmS5duhAcHExQUEv+Wu0AbuoJY5NrkNK4MXMODOXLL+HMGXW56Qra8ikXLVCSfEPre1WQpk2bsnLlSo4ePcqQIUM4AcxUFDySkuip11O37i6md2gEXgdz7Pfftf/49MCnDPllCB7vedBnQx82KZs4EH+AAzez0hYUaOzUmLm1azPj+nW+YQwT+QIAO7s0Zs/eQcuWtrRs2bLClt6ZFCUDCtQspjfffAOYTXz80wwePx6nd9+luasr4+vMpxEnGc9XRNy0hzfeAD8/9FOmYHHiRI5lplxdXanZvCZHk9Tm7l2dunI59DK///47ERERhIeH0717d5YuXQqovUT2rl9P/0uXoFs3jn2XvYy7j388Tk5O5bIaW2GKkgEF0KFDB/z9dwNbOHBgFFOmzGDzP/+Q8MorcO6c2jvHNEk3bICWLWHIEPjvP7y8vOjdu7d2/41GI18f/hpQV4vr36B/vr/XFHjy9/dnwYIFJCcn40F2AKF1Twd2796Noijl3vfJXI7AXiFBU19fT3x81Oytg7FDcFvSg0Zn03jz8cc5c+QIHD8OK1dy642X2OOrvk72OqfDLVFh0ycxeCarWSNLry3lUMIhkpOT2bJlC1eyosumAJRepyfQs2gBovnzMrWAzcLMF/mYxKx8PtRG10OHwo4dRNvZaZlnFS37CcC8RdRedX0CnKydtOs8fdQSvq+//pqhQ4fmDpT07w/r1oGNDWRkYHjsMdqdVr98SkpK4mxW+bJJRGwExkw1kFUSAajXXlNbUQG89x7kSFD95JPsqNprr4FdyWUHm/d98vT0zNX3ySQsLEy7bN6Pa+zYsUzOqhU8dOgQEydOLLQpuaenJ2lZGVzpFy7kCu4V5OzQoVhmpestBP7Mynr69ddfqVGjBomJiRzKWtXDwsKaI0fU+dmjx22PqRBCiHtG1Tlbr2RSr6n173PfsyKrjUyV5+zszO+/r6RPn9U4hmctM2aVBA3W8Q81OIP6od0b+CEpiXmhocQeP84Q1IKzKXRmllf2MuRtB/0fFhcvonvhBYY/bkNISM6lhauCQM9AXuz0Ip72ufttBAe3JTz8Kf73v63odOon5au3HuPJi1H4ZmRw0eyLzPG+T7Dr2Jdk7HyWszseZ9++YVhxhptu08g0qB9Om3i3xGbfPmq0qMmECZUn8GRiOqHPVDKJSY4p8n6mQNSRI0cYPHgwmcCfmZl0un6OlzrdAsA/wYot38GcEOh8AQzG7E/Ox64d4/uz3/PB5Q/4M1bNHnNJdaHrhcs8ceAAP/AI41B77jg4ZLBuXQrPPtud+++/nwYNGpR7xkhhTI9rbGos6Rn5N2kGmDBhAhMnTszRK+zomTCWnx9KBhYsYTz1OMtUPuJKijOGRYtw794dCy8vGDQIPvwQ/vmHBbvVxRn0Oj0j/Eaovz82lk2bNvH666/j6elJ7/bt+aRlS477+NC4Rw+YOBElJITDWeuEGXQZ1KoVR/PmzSvkog6F9YAyN2WKqfOPN59+GkTPnrNxcXGl3eDBvGhvz/YlS0gfO1YtWwJYvRqCgqBjR6y++Ya2AQF07dqVOEMcx5PVnkTBdsGEhYblOjnNK/AEMKZ1a9pynf6sxcfpFmlpe7WSsxYtWlSYLL7iZEABLFrki15vWmpuBKdOrWH2bD0Nmran2ciRvHnyJN+19SAja8Wwh579Atq2pU4MbPg+A7s0yCSTz658SmhyKOnp6YSEhBAWFsbRq2oQtYFbA2wsCumfFxFB1IwFvPua+ng35zBPoGbBKA0bqr0SIyPVpnQdOlTo7CeA6tXhvvvUy6tWqf86WmU3SJ/2wjSaN28OwNq1a3nooYeIvX3Vh5491d5C9vagKFR/4QUCs1ZUO3r0KGfPntWevyW5At7p0+pqdKYhPNAqRl2m7rnn1JJM0zJ1jRvDmDF39bvMJSYmMnz48Bx9n2rWzL1yoqIoWgDKzc0t18qeH3zwAZ06dQLgu+++K7QpuU6nw6J2bQCsoqNZv349p06dyp2ZZubGjRss6NyZgHXrALWMfWufPhw/fpxHH32UxMRE9u/fz4YNG7T+aLa2Hbh5U32/e/DBwh8PIYQQVVPFqkm4hwSc98a5SQoPP1xxmzqXBj8/PzZs2ECqMZUaC2pwK+UWfn2/Y2Tf+7h130+ErF1L21WrCEuuTSTdOcHXhHA/T/Mie2gP3lPVAxmtcR29ABzUKEkFP4cvNXq9ng8/vJ+RIxPo0+c6MTGOdO7cBoDDgFPcQeKcErjVKIR9IR/n2DcNwPNH7f9N3vwyu7dMJWSeUXLh1oUcJ/hF0axZM1atWsXRo0d5/fXXWW2xGrKCw2G/pjE/DF4Lg3Y8yEMWa7Dx2cr9tV/kv9rHiPAGzL7NrX/Fisn79rGKoTzOUhT02NvDH38YaN/eKc/fX1GZP643k29S3aF6vttaWFiwcOFCPvjgA63vUEhICH//3Ze0tJeBAaRjzSdM5UvG8z8+YSzf4HbjBh5r1sCaNYQ7w4//A/TwYJwPzS+ncN3XkxNnz3Ji/35ahIfTJjwSzys6amdm9yu5iDfNdUe5qagBiJpe8Xh5uVMra6n6isbKYIWjlSPxafH5luCZTJrkzNy5qURHWwNjgDFkZISzd+9K9u5dwTu8g4WFBf2bNGGW0UjLEyfQZWbCrl3qz5Qp1OzTh4ju2YG4Lo5dOHz4MBcvXqRNmzakpKTw3nvvsXDhQpKTk9EDwcAkX18GWVjgkJXl8ABbOL/oJ/ZdV7PWfHx8tFXKKgJX2+wG6EUJQPXq5cG5czBpUhybNjkBNsAs4An+/fdl/v13DvTPhJZgiSU1agaTuXMs+k8/pfVLL/HzymQGjIAUUvko6j1m134DTwtP9u7dy6FI9YuWfMvvwsPVLJ+1a1G2buVlZYm26uhcpnP5ge54z5mDrn37HG9y0dHRWpZVnTp1sCvBDJySNGSIuqroiRNw6hT41TV77bOGkJAQBgwYwPbt29mxYwdBQUH06tWLrl270qVLF3XudusGf/wBvXpBfDxNFy7EGB/P6V69OHjwINHR0bRu3TpHACqg2t09H1+YlkJGhg06MpkX9jC4rcq9EoVerwYFS7C09//+7/84kbWa7ezZs+nRo0ee2125ckUL/uaV3WlpacmKFSu47777iIqKYtq0afz0008EBgYSGBhI48aNs0q/a7J/v46ICGjh3olAfsfu5k2Sk5I4fPgwx48fp0GDBri6unL27FmOHz/O8ePHOXHiBDcPHWJ7VopYHHBx/nxWTJ9OXFwce/bsITw8PEdwu169emzenP3e8cADJfWoCSGEqGyqdABq9erVzJs3j2PHjmFlZUWnTp2YO3dukUtekpKSeP311/npp5+4fPkyNWvWZOTIkcyePfuuP/Ctemgdnl+Ovb3NxD3D2sKaoY2GsvjwYi7ZbeW5Z92pZjtULS+YP5+3g8+y7EJHZrCAdLJTcXQ++1CAFjVbULd2JUvRKUVt2zpw9aoDFy5A3brbtOtf2fImb+yaDdWP0T7oTxL/q841xZ1o3PElgvrV32MTaqZJw+oV71v04gjyzG7+NWH9BHaP21141kEemjVrxpi5Y1j9U1bz9mPAOfgd9ac+zcFoS0pYHzaG9eFxvmO25WQ+aWbNH00d8bDVs3JNFOsz+/IIy8nEgK2t+kV++/b5/96KKkemTvKNAgNQJtbW1nTq1IlOnToxe/ZsUlNT2b9/P8uWLWHFimbExLQiFTvmMZN5zMSJq5ygBl7AB+0gI+t1MXb5DN677Io9F0kig1QG8SUNeZb6GMggHkfSnByJaNuWsLYdiH3bGbKqR5o2vULz5s0rdIaZm50b8WnxhZY3WlvDn39aM2UK7NqloCg6wA+YkfWzBaPxAVYfOcJqIAB4Ahil0+GtKJCeTsbaNSz1B5yhyS17fK+Fc6WuBTExMezYsYNjx44RGx7OaFtbOqSk0NfCApf0dLXBsJn09u3Zn5kBOh329va0adOmQj3GNhY22FnakZSeVKQAFEDt2rBxoxO7d8O0aerCd1ADWAxYQD01HSb9TDrNApthYWGBu7s7LXx9efPaNRb+FsPT/eBGZjwf/juT/3OaRoaLK1eT1VXzDDcMhISE4OLsjPP58zhu24bD1q3YZDWZBkjCjh10BqC+1Ubq7HwX7zZt8hyvqe9WRc1+MhkyJDtZaNUqmDXLBgu9BcZMI3GpcVlZ0b8zYsQI1q5dy8WLF/nyyy/58ssvAXVxg65du9K1a1d6/PQTHqNGQUwMLb//HreoKMJbtCAyOZmYmBiOG9XMPlsLW2o65s4aKtClSxASAtu3w/btjD9dlzPMoy37aHpmZfZ2BoNa4tq5s/pZJWslwruhKArbtm3j008/5ddffwXy7/tkcu7cuazhGPDNJ+27evXqrF69ms6dO5Oamsru3bvZvXt3jm2cnPyJi1MbmU8OrM6ngEVaGldPn+Zaejrx8fGsX7+etPh4bp08SdK5c7ilpdEEGA+YQr0ZixfTaeBAdu7cqfV6MqlVqxaNGzfGw8ODZ59Vr2vUKGePMCGEEPeWKhuAWrJkCePHj6dJkya8++67pKSk8Mknn9C+fXt27dpFUCGdqjMyMujduzfbt2/nscceo3Pnzhw9epT33nuP/fv38+eff95VWYd+ymSqF34eV6WNDBrJ4sOLSc9MZ9WJVUy4bwIAqS7VOWijPjim4JOzs8JTk9P40OYIaZnQuU7bcht3RWUw5Oy7ATCi2WA1AAUM+PwwzweMgffeQ/n0M3T2dgwYUB9uqt8Y30mwpiJpVqMZ/2v7Pz7a9xGHrxxmysYpfNX/q2IfJyEtgf/bpDZmc7FxYeVzK9nZZCc2NjZ4eHjg6enJ+XMnePOV2kTH27GU0exLb8vPBx/mo9AIMBohIQ1LfSYGgx6DXk1y6Ny5pO9x2Shqr6KCmAekFi2CP/9MY8aMZI4dU0tHMuzTGd60HYYbF9nTMqu3yrke7Lk8hT0FHPf8N1uwu78eqbGxWN+4waBTZ7G2TsbH5xZ9+9ri5tawgL3Ln7udOxduXSg0AwqgeXPYuRMuXdKxapVaifX332pixvDhvnh7TyckJITDhw9zVmnAi9RglnKOTlxmNEac60JkVqXOlJ2JjDi0kEtWVuyvVw9nKytGXLpEw+vXMWRlLaSlwwkacZxAjtfqwUnXDvQfbolD0AmUlBSt75NVBazVrWZbjaT0pCI9rubat4c9e9RF2F54QU06mvfdQ4zYnlWPldV2yGg0cuXKFTZducImYNwhmO4C73eCCw6p/BT+Ds1211VTyIDU38JJmf8U3pcicb9tpTyACOBXknAgkDp1PuL7H4fToI1rru1AbS599aoa2KpXr16FzX4CqF8fmjSB//5TA1AvvaTDydqJm8k3iUuNA9QVKleuXMnChQtZv349u3bt0so+z5w5w5kzZ7SAVD8/P5YlJ+OUkoLf1q34bd1KpsFAdEAA7/aNAweo61oXva6Qz2ZXr6oBp23b1J8zZ3Lc3IfT9OQPkixdoG1H9cW7c2f1CeLomOchiysuLo6lS5eycOFCbbU7KLjvE0BKSooW5PHx8Slw/rVp04adO3fy1VdfadlL5mWOcXFhQALgwObjCdr1fq+/Tktra3wsLXFPS8Mxq4QuL4njx3PY35+rmzfnuN7X15fGjRvjmtXcPD4eTPEvKb8TQoh7W5UMQMXExDB9+nS8vb3ZtWsXTk5q2vfw4cNp3Lgx//vf/9i6dWuBx/juu+/Yvn07U6ZM4eOPs0uXateuzbPPPsuyZct4/PHH73yQedT132u6+HWhpkNNLidc5sf/ftQCUNbW2R9Yf/pJ/ZLxqad0nIo/wrwl6gehtl4SgCqKRu6NqO9WnzM3zvDrqV95vsPz8N576F5/HRSF/xargdgmnhW7EXZRvffAexy8dJBdF3ex+PBi2vm044kWTxTrGK+GvEpErJr18U73d+jeqjvd2+ZeAnv4wzBqlMLWrTpO05C27OP9W9OZyOfodDp6fz+S9R4GjEa14WplZd7U+U4DULd74AErjh61YtcuI0eOJFCtWg0eeWQ3r29/nZ0hcwBoEjsNJSCW+Oh0EhIMJKbbUdMuhkaN9DTs4EajJgbcBtyPqyuYiuy6dFFITEwkKSkJ9xJeFr00FLXBu7latdS+41OmqIkbq1fDAw/Up0EDdYn7mJgYHn44jj//9EMBdpDJPusYjK0eATZjSLMi8r+J7GY/7dP2MDCr5GcL3fmZzpygMcd1gYQSgFHJ+ohwSf1JPniRkQFqv6TmzZvj5la8Mtey4mbrRmRcZJEzoMzp9fDIIzBwIJw/DxtuZTfTW/76Fj59wxNb23Cio3XcvGlNXJw93yc7YdxaDZyfhabLOegDYW7ntP1Wbf+RdXHV8eEifoTjRzguNldId0sk0iWWUOUcCYkn6Nu3L9OnP4CFRTwREfF5ju90ViNug8FA48aN89ymIsnqh4+1tbrCn6OVIzeTbxKfln3/LCwsmDp1KlOnTiUtLY0DBw5o5bvmAan14eG0AT4CuqJWSOszMvA8dYqrPQAHqP33CfbPr0NEo0bcvO8+7OrXp5alJbXDw/E8fhy7/fvR57fSm52dGmTq3BmLzp1xatMme6XJEvLff//x2Wef8f3335OYmKhdb21tzYgRI3j55Zfz7Ptkcv78eW1F0Hr1Cu911bp1a1q3bg2o2VaXL1/OUUq3bNl1kpMduEF2JtUggNRU9ScfisHA5a5d2dm5M5lZAVG9Xk/t2rVp1KiR9rnbJCRE/W4GJAAlhBD3uioZgFq7di1xcXFMnz49x5ugr68vQ4cO5bvvvuPixYv4FJADbFphacaMGTmunzRpErNnz2bp0qV3F4ASGPQGHg58mA/3fUjIhRAuxV+ilqN6KmkwwPDh6o/J/lP7tcttvSUAVRQ6nY7BDQfzzq532Bu5l6i4KLycvMDWlsS0RM7HqOn3VSUAZWmw5OehP9Pyy5ZcS7zGpN8m0aJGC1rUbFGk/Y9cOcKHez8EoJ13Oy0ompeaNWHzZh1vvw1z5iikZtrwkuEd4qjGzM980T3yCFWhzYV5BlRhzbKLQ6eDtm0V6tVLwc3NnqT0JD7Z/wkALWq04NCaXnmUdtUo5Jg6HBwccKgkvcxMj+3l+Mt3tH+tWuRaRdXZ2ZUjR8yzZ/SkGjIhQC3NzTgxkjdSPySu406CYibieFwtXfreYSJLE4aou+SxaJa7ewKgBg28vLyoX7/+HY25LJgakd9JAMrEzk7N3pn87SZAzRLd/HP3rCyOfDKo135DTZ+zXHY9wI2sxCTrZFtS47xJR8d56nKerDTVFCBK/fHxucwLL/yKi4sL+/btK9L46tati20JB0dKw8SJ6mqq3t7q/00r4ZkyoG5nZWVFhw4d6NChAy+99FKeAamHkpOxA7oAPYGelgbOu6q1tw2jM2kTFkabsDDYuJEowCufsaXqdJxyc+O8nx+R9ZsQ6vIgrdtnqpmuTk543LiBh4cH1ne5UkxaWhq//vorCxcuZMeOHTlu8/f3Z+LEiTzxxBOFBnQVRdHK75ycnIodZNfpdNSqVYtatWrxQFYTpogItcWWV5PexCiBOJ86RaaHBwYfH3S1aqlvdLVqEefgwIXUVKIUhWRXV1IdHTH1kDAYDNStW5dGjRrlm5F35Ij6r6UldOlSrGELIYSoYqpkAMr0Aa59Hg1X2rdvz3fffceBAwfyDUApisKBAweoVasWfn5+OW6ztbWlefPmHMhqyCruzsigkXy470MUFH45/gvPBD+T77b7otS/q7udO/4u/mU0wspvcCM1AAWw5tQaJrdRl2g+cf2Etk1VCUABeDl58fPQn+m+tDupGakM+WUIh548lKM5cV4yMjN4asNTZCgZWOgtWNR3UaGlHAYDvPwydOmiY+RISE11otfvr6K7r+q8tJr3gCqpDKi8fHP4G+34MzvMrFB9hUpLs+rN+OHYD0TFR3E6+jQN3Bvc9TH1evj3X7X5c1SU+vN77DL2G9QVDO3PjCMRqD+yE46T/lPPQNPSaLyyLrpZ4O+vLu7VuDEEBKRRvfpNHBwiiYuLIikpCUdHR4KDgyv036ckAlAAsSmx7L6o1g31rNOL479m32YwQI0at/9Y0Tx4M6+GteP4TTXLJjDNnSdGHyTcKYjwqzaEh0N4uMKVK9mPX61a6VqpUlFYW1tXiuwnIFergcICULfLKyB15MgRoqKiuH79OteuXePdG+dIN3wLgKXenQSrOByyysbMg08pwB5gW9bPfkUhLToaoqPhUHfgEfh8HTAKyH6tc3R0xNPTEw8PD60M29HRsUhzICUlhV9//VVrGg9qIKhXr15MmjSJhx56KN9yu9tdu3aNhKzG3/Xq1SuROWhqIXX5ijWu1/8DRUGfx3GdgKaAT0wMx48f5+LFi1haWhIQEECDBg1yrHyal9mz4Ykn4OhRdVFDIYQQ966qc5ZkJjJS7SHibfrKzYzpOtM2ebl58yZJSUn5Niv39vZmz549xMXF5UozNnft2jWuX7+e47rQUHWllvT0dNLTC17S/F7Q3KM5dV3rci7mHD/8+wOT75uc77b7ItUAVJtabQpcHrgkGY1GMjIyyuz3lYZmHs3wdvQmMj6SVSdW8WSLJwE4evmotk0D1wZV6vnYwasDb3Z9k1nbZhF2K4xRq0exetjqAgNKXxz6gv1RapbdM22foWG1hkV+TIKD4eBBmDLFwKOjDfz9d3qV+ZBtiSVO1k7Epcbx1/m/eDb42RI7tml+paSlsGCPWkLm7+JP/4D+Ver5mJ+edXryPM8DsPbUWqa1nVYix3Vzyy5zURSFlV8thmg1i+e/w21JSEhHr4f0dLRy8PETjDz19O0nhzrALeunGcnJyVhZWaHT6Sr038fF2gVQA1B3M84/zv6BMVN97e9Z9wEW/J7OpUtgZaU+xnm3gbSnZdxvdPq2E5cSLtG371ie7NQ867bssaSkwMWLEBGhw9bWg8DAoudL2tvbY2FhUeh9q4jvX45Wag+l2JTYO/rb6HQ6WrRoQYsW2Vmtf4X9xbc/fguAx9OzWPeoO9XCwqh+9Ci1oqNJrl2bC/7+nHZ15cqtW8RER+N1/Todrl0nLKwBUVGjSU83ZVU3BG7l+J3x8fHEx8dr2Ud3qlq1aowZM4YJEyZQN6thY2ZmplZSV5jTp0+TmZmJXq/Hy8urROagl5ceMBAdDbGx6RTWUszBwYG2bdvSrJnajN8iaxXAoozF01Nd/a4Cv3QUS0WcX0JUBTK3Kpc7eS+qkgEo0/K0eaVNm76lScqjEWhR9r/9GAUFoBYuXMhrr72W522xsbHcuFFy5SyVWd/affko5iMOXj7IwfMH8XfOnd10M+UmoTFq8C7QJbDMHjuj0Uh8fDyKomgftCqjnn49WfLfEnZE7OBs1Fmq2VTj4MWDAFjprXBVXKvc83FMwBh2hO3g9wu/szF0I3O2zOGZls/kue2VxCu8tO0lAHwcfZjYaOIdPR6fqBVkpKSoP1XFkHpD+Ob4N/x14S/W/ruWjl4dS+S4pvm1JnQNYbfCAHiyyZPExsQWsmfV4IEHfk5+hMeFs+bEGh6vV/Jl3f9c/YcT0Wq24/CA4dy8mZ0VdPtzND298OdtQe+dFYUtamnajeQbREdH33GmyNoTawGwMdgQ6BDIzZs3MCV6xMTkv58ddmwevJkDVw/Q1btrvq8l1aqpP5DdH6cozBtJF6QivX/Fx+vYssWaW0nq3+ZW0q0Se885ejH7y5SOgR0xRhs5nZHBZR8fjgAuLi7UrFmTh2rWxNramowM2LjRmo8/duDCBUttXxubTObNS8PPbxXR0dHcuHFD+/fmzZva5Rs3buTo31SYBg0a8Nhjj9G/f3+tbLK49z01NZWwsDAyMzPx8vIiISFBy4a6G66uNoALAMeO3aJevYy7Pua9oiLNLyGqEplblUtRP5OYq5J/VVMNemoeDRRTsj5dF7RyTEH7F/UYoPaLGjZsWI7rQkNDGThwIM7OzhW2gWtZG9tqLB8d/giAzZc2M6vOrFzbHDiXXfLYpV6XMnvsjEYjOp2OatWqVeoXwRHNRrDkvyVkKBnsubGHx5s+zvl4tf9TQ/eGVPeomksyfj/4e9p9047QmFDmHZhHl3pd6OGfuyP4lB1TtKa4n/X+DJ8aska0ude6v8bPZ34mKT2Jef/Mo39Q/xIp/zB9u/VViLpaobutOxPbTcTOsuKu7FXS+jfozycHPmH/lf3o7fSFlooW1+p9qwEw6Aw82fZJ3Byq/vuOVzW18MqYacTa0RpH6+KvXKYoCtujtgPQtXZXvKvnzqguiBtu1Pcu3z5ZFen9q3NnC86e1VHjyWpQC5Iykkrkffzzz/Wsjr4CBrA2WNPUryn62np8fX3Zs2cPqampJCUlce7cOc6fP8+xY035+ef6hIVlrx7n6Kjw9NOZTJ2aSfXqDYC7L4UtaadOndL+hk2aNCmxz0CNG2e/jsfHu+LmlkcDuLv0zz/qioiVpDVfkVWk+SVEVSJzq3JxdnYu9j5V8q9qXmbXqFGjHLcVVJ5nUq1aNezs7PIt04uMjMTJyanA7CdQl9P19PTM8zZLS0ssLS3zvO1e06xWM5pWb8q/V//l5xM/80rXV3Kd3B66cki73N63fZk+dgaDAQsLi0r99+papyvudu5EJ0Wz9sxaxt03juPRavPhoOpBlfq+FcTd0p1VD68ieHEwycZkHl/7OP88+Q8+ztkBpk1nN7Hy5EoAhgcOp1/DfuU13ArLx9WHacHTeGvnWxy4dIDfzv3GoEaDSuTYu67s4ug1NYNhatupONsV/42sMuvfUA1AZSgZ/BX+FyODRpbYsRPTEvnlxC8A9A7oja+rbyF7VA0e9h7a5XhjPNUcqhX7GP9d+4+oeHW5+14BvSrta2RFef/q0wc+/BCuhDtDLbUHVHHHdOkSbNkCI0eqzawBvvgCTjY7Dw0hI7oOU6dY068fdO/uRZ8+fThz5gwXLlzQMvcOHLDWgk/OzulMmJDEzJkOuLsbgKL1YipriqJw4cIF9Ho9Tk5O1KxZs8R6sNWtqzbcV9udWlDSTxOjER56CBIT1X6Jr7xSsscvbxVlfglR1cjcqjzu5G9UcIfdSqpNmzYA7NmzJ9dtputMy9LmRafT0apVKy5dukR4eHiO25KTkzly5EiB+4viG9lEPek6GX2Sf6/+m+t2U2+e+m71SzxD4F5gobdgQIMBAGw+t5mI2AguxV8CqlYD8rw0rd6UL/t9CahNtIeuGEqqUc1uTEpPYtLGSYDaHPfDnh+W1zArvOfaP6c1d561dZbWG+duLTyyEAA7SzsmtZ5UIsesTDr7ddb64qw/s75Ej73ixAots29ci3EleuyKzPQ8BbiaePWOjrHp7Cbtcq96ve56TPe6IVkLLJKifnGXmJ5IRmbxyr0++ABGj4Z69dS+4XFxqCWR1dTyfOO1enz5JfTrp/boevhhW/77rxn9+/enR48eBAQEMHjwOdzdE3jssX/44INfadlyIyEhv7J3716uXLmCopR8BtDdMm8+Xrdu3RJdAKB2bUhIgBMnoFcpPM0PHoRbt9TyXt97I/4thBCiEFUyADVw4EAcHR356quviIvLXmklIiKCFStW0LVrV20FvKSkJE6dOsXlyzmXwX7ssccAWLBgQY7rP//8c5KTk7XbRckY0WSEdvnH/37McZuiKFoAqq1XW8SdGdxoMACpGanM3z1fu76qB6AARjUdxcRWEwE1mDn9j+kAvL79dS7cugDA293fpqZjzfIaYoXnbOPMix1fBOBU9CmWHl1618f85/I/7IhSlyWf0HJCjhX37hVWBit61usJwKbQTSUW2ANYcngJANXtq9M7oHeJHbeia+jeULv81aGv7ugYm0LVAFRd17oEuAWUyLjuZe3bqysFkpqdOW4KjhZFTIya7QTqSo3u7uDkBAcPZWJdU20OXtspAKusyrrkZFi/HmbMgNRUHR4eHrRq1Yqnn36Qw4fjmDgxFQcHNZCTnp5OWFgY27ZtY9OmTVy4cKHIjcHLgmnxGr1ej79/ya4ArNOpP6Vlw4bsyw8Uvc++EEKIKqxKBqBcXV157733iIyMpEOHDnz66acsWLCAzp07o9Pp+PDDD7Vt9+/fT6NGjXjxxRdzHGPs2LF06tSJTz75hNGjR7NkyRKmTp3K888/T9euXRk1alQZ36uqrbZLbdr7tAfgp/9+IlPJ/vB3LuYcN5LVhp0SgLpz3f27a5kWXx76Urv+XghAAXzQ8wPaeKnZkQsPLuTlrS9rK6+18WrDU/c9VZ7DqxQmt56Mt5NavjwnZA4pxrvrtD5/rxoINegMTG83/a7HV1n1q6+Wfd5KucWuiF0lcszT0af5O+JvAEY3G42l4d5JY2/k0Uh7TL858g1nb5wt1v7xqfHaYyfZTyVDr4dBg8gZgEotegDqs8/UTB0A849rUXFRpGaoGa3Pj6vHjRuwahWMGaMGqa5ehRUrzMehx9u7Fu3atWPQoEF06NABLy8v9FlLGsbGxrJnzx42bNjA2bNnycgo36bcKSkpWjsIX1/ffBfHqYiuXoWPP1Yv33cfeHmV73iEEEJUDFUyAAXw1FNPsWLFCuzs7Hj++ed54403CAoKYteuXTRr1qzQ/Q0GAxs3buS5554jJCSEiRMnsnbtWmbMmMGGDRswGCpmr4DKzFSGFx4bzp6L2eWT+yL3aZdNAQRRfNYW1vSp3wdA+8DuYOWAr/O9kRdvbWHNimErcLNVs2ze2vkWxkwjBp2BRX0XYdDLnC6MraUtr3Z5FYDIuEgWHlh4x8c6ef0kq0+pDbIfDnz4nnke5qV3QG90qGkIG85sKGTrovn68Nfa5SdaPFEix6xM3uj2BgAZSgavbn+1WPv+FfYX6ZnqssK9AiQAVVKGDAHSshvCx6XG5b+xmaQk+Ehdp4QWLeDBB7NvO3szO7hYr1o9HBxg8GD45hu4ckUNgjz6aN7HtbCwwNfXl86dOzNo0CCaNWumBXgSExM5ePAg69at48SJE3e0zHRJMK18B2r5XWlITYVz52D37pI97uzZEJ8VY3zrrZI9thBCiMqrygagAIYOHcq+fftISkri1q1brF+/nqZNm+bYpmvXriiKwrfffptrfwcHB+bNm0d4eDhpaWmEh4fz7rvvYm9vX0b34N4yrPEw9Dr1KWlehrcvSg1AWRusaVaj8OChyN/ghoNz/D/QI1B7zO8Fvs6+LB+yXDvZB5gWPI3mNZqX36AqmdHNR9PATV0lau7OucSmFH/51eikaPr/1F/LdJwefO9mPwG427nTzqcdUDJ9oNIz0vnu6HcAdPTtSAP3ireqV2lrVqMZDwc+DMCPx37kv2v/FXnf30N/B9T3nK61u5bG8O5JXbqAg1V2BlRRA1BLlqg9nwBeeCFnyVjozVDtcr1q9XLsZzCAp6eafVUYKysrGjduzIABA2jVqpW2ynFKSgpHjx5l7dq1HD16VFsFuSwoiqKV3zk6OuLh4VHIHndm9my1r1a3blBSlYdHjsDixerl3r2hZ8+SOa4QQojK79458xQVXnWH6vSo0wNQm+eaeqGYAlAtarbAymCV7/6icL0CemFtyE7hv1fK78w9WPdB3rpf/To2oFoAr3Z9tXwHVMlY6C20x+9G8g2tjLGoUowpDPhpgHbi+L8W/6OpZ9NC9qr6TCVjp2+cLnbJ2O02hW7Smm/fS83Hb/da19fQ6/QoKMzeNrtI+yiKovV/6lK7C3aWdqU5xHuKhQV0bpsdgLpyq/AAVHo6zM9qWVi3rlkz8yym1xFLvWWO1U3vlMFgICAggH79+hEcHKytdpyens6JEydYt24dBw8eJDEx8a5/V2HMm4/Xq1evRJuPmzM1B09LUzPG7paiwDPPqP8aDLCgeG8RQgghqjgJQIkKxVSGdy3xGlvDtpJqTOXIlSOA9H8qCQ5WDjxYN7t+4V4MQAG82OlF/n36X/aN34e9lWQ0FtfgRoNpVasVAO/veZ+rCUU7a8lUMhm9ZjS7L6q1HiMCRzCz9cxSG2dl0rd+X+3y3ZbhmZqPO1o5MqzxsLs6VmXWwL0Bo5uNBmDNqTUciDpQ6D4no08SERsBSP+n0tDvgewAVEJa4QGoH3+ECPXPwfPPqwENc6YAlL+rPxZ6ixIbp6nhd+/evencuTNubmrpdkZGBmfPnuW3337jypUrJfb78lKazcfNma9OZ3qs78b+/bB9u3p58mRo2LDg7YUQQtxbJAAlKpRBDQdpGTrLjy3n6NWjpGWkARKAKimm1fDg3g1AAQRVD8LV1rW8h1Ep6XQ63un+DqAup/7WzqI1+Jj11yx+Of4LAJ18O/FVn69K7Vv9yibQI5DaLrWBuyvDu3DrAr+d+Q1QVxe91wOsc7rMwVKvNmB/aetLhW6/6ewm7bIEoEper/uze0Cl6wtvQv5V1iKGNWvC6NG5bzcFoAKqlc5KhTqdDi8vLx544AG6d+9OjRo1ADUQtXPnTm7evFkqv9e8+biPj0+pNh8v6QBU27awc6e66t2cOXd/PCGEEFWLBKBEheJs46w1yv711K9sv7Bdu00akJeMEU1GMLjRYIY1Hib9TcQd616nu1Yy+8XBLwiLCStw+0UHF/HurncBaODWgDUj1mBtUXlWdCptOp1OK8PbGbGTWym37ug47+95nwxFXblrUutJJTW8SsvPxU9b4fLP83/meE/Ji6n8zt/Fn/pu9Ut9fPcaJ+vi9YDatEkt4Xr9dbg9BqMoihaAur3/U0nT6XR4enrSrVs32rdXV+w1Go2EhIQQHwMR+f8AADDKSURBVF/01fyKyrz5eL16pXvfSjoABdCxI2zeDNWqlczxhBBCVB0SgBIVjqkMLy41jvl71OYP7nbu1HGtU57DqjJsLGxYNXwVvwz7pURLFsS9Z+79cwFIz0xnTkj+X3VvOruJyRsnA+Bh58HGRzdSzVbOTG5nKsMzZhr5I/SPYu8fnRTN4n/Uzr896/aU5vpZXur8ErYWturlrS+hKEqe2yWkJbAzYiegZj9Jdl7Jc7TOuQpePn8KjYMDTJ8O48fnvu1ywmWSjclA6QegzPn5+dGyZUsAUlNTCQkJKdHm5GXVfNzE1RVMa+uUVABKCCGEyI8EoESF0yegD45W6ofUa4nXADX7SU4GhKhYWnu1ZmjjoQAs+3cZ/179N9c2R64cYfjK4WQoGdhY2LBu5DoJJueji18XHKwcANhwtvh9oD7d/6l2Qv58h+dLdGyVWQ2HGkxpMwWAXRd3aavc3W5b2Dat5Puheg+V2fjuJRZ6C62x+zfL45gw4c6PZd6svywDUAANGjSgcePGACQkJBASEkJ6enqJHLusmo+b6HTg56devpsA1Ouvw9q1FBpUFEIIcW+TAJSocGwtbRnUaFCO66T/kxAV05vd3sSgM6Cg5OqxExkXSZ/lfUhIS0CHjmWDlhHsHVxOI634rC2stUUCNp7dqK0EWhSJaYl8sv8TAFrVakW32t1KZYyV1fMdntfKv17e9nKeWVCm8jsrgxX3+99fpuO7l5j+DhcuxbNypbr62u0WLYKoqIKPYyq/g7IPQAE0bdpUaw4eExPDzp07tbK5u1FWzcfNmcrw7jQAdeQIvPoqDBwIr7xSQoMSQghRJUkASlRIpjI8EwlACVExNXBvwNjmYwF19ba/I/4G1PKaPsv7cCn+EgDzH5zPkMZD8j2OUJn6QN1Mvsmei3uKvN/Xh7/mZrLaEHlmh5mSMXobNzs3pgdPB+Cfy/+w+uTqHLcriqIFoDr7db7nm7eXJlOGM9ZxxMbC1q05b//nH3j6afD3V1fBy48pAGXQGfBz9iul0eZPp9PRpk0batWqBcDVq1fZu3dvviWeRVGWzcfNmQJQMTHF31dR4Jln1H8tLODRR0t0aEIIIaoYCUCJCqm7f3fc7dy1/7f2al2OoxFCFGRO1zna6pUvbHmB9Ix0hq8YrpXk/V/r/2Na8LTyHGKl0TugNzrU4NGGM0Urw0vPSGfBngWAmgkyqOGgQva4N01rNw03WzcAZm+bTUZmhnbb6RunuXDrAiCr35U2UwaUzlZtQr5qVc7b31EX2CQzE7L6fecpNEYNQPm7+mNpsCzxcRaFXq+nQ4cOuLmpz6vw8HCOHDlyx8cry+bj5t58E27dgvPni7/vr7/C9qze/pMnQ8OGJTo0IYQQVYwEoESFZGmw5PGmjwNwX837pGGxEBWYt5N3jh47Xb/ryh/n1Cba/er348OHPpSMnCLytPekrbea8bn+zPoi7fPL8V8Ijw0H4Nl2z2LQG0ptfJWZk7UTL3R8AYCT0Sf54dgP2m3mfaEkAFW6TAEo1+pqAGrNGjBmVZuePQsrV6qXH3kkuzdRXspqBbzCWFhY0KVLFxwd1cyuU6dOcfLkyWIfR1EUzp07B5RN83FzHh7g7Fz8/VJT4dln1cvVqkn5nRBCiMJJAEpUWG/c/wbfD/qeXx/+tbyHIoQoxAsdX9BOLHdf3A2oweMfh/woAZFiMpXhnYw+ybmb5wrcVlEU5u2eB6jBq9HNR5f6+Cqzya0nU9OhJgCvhryqNR03ld/5OvvS0F1SOEqT6XXCvpoagIqOhp3q4oPMm5fdxHrmzPyPoShKdgDKtXwDUADW1tZ069YNW1t1tcUjR44QFhZWrGNcu3aN+Ph4oGyaj+dnyRL48ks1uFSYjz4C0918/XU1CCWEEEIURAJQosKys7RjVNNR+Dj7lPdQhBCFcLNzY2aH7DNGX2df1o9cL7107kDf+n21y4WV4f1x7g+t1PF/bf+HjYVNqY6tsrO1tOXlzi8DEHYrjK8Pf01SehLbL6g1RL3q9ZJsvVJmCkDpbeOxsFCvW7VKbTr+3Xfq//v3h8DA/I9xNfEqCWlZK8WVcwaUib29PV27dsXSUi0H3LdvH5cvXy7y/uXRfPx2SUnw4ovw1FNQpw588AEkJua97dWraukeQOPG6j5CCCFEYSQAJYQQokT8r+3/aO/Tnjqudfjtkd+o6VizvIdUKQV5BuHrrHYF3nC24ADUu7veBcDByoGJrSaW+tiqgvEtx1PbpTYAb+x4g01nN5GaoaZ7SPld6TM1IU9Ij6Nb1mKNq1fDggWQnq7+/8UXCz5Gea+Alx8XFxc6deqEXq9HURT+/vtvoqKiiImJKfAnOjq6XJqP3+7cOchK4uLSJZg+XS2DfPPN3A3KX34ZshK2+OADtGCiEEIIURB5uxBCCFEi7K3s2fXErvIeRqWn0+noV78fnx34jO0XthOXGqdljZjbH7WfkAshADx131O42rqW8UgrJyuDFXO6zGHs2rFcir/EpI2TALDUW3K///3lPLqqz/RcjkuNY9AghT//1HH5shrEAOjSBYKDCz5GRQ1AAVSvXp127dqxa9cujEYjO3bsKNb+Zdl8/HZBQRAaCsuXw9tvw+nTcOMGzJ6tlkdOmgTTpoGnJ9SuDXZ20K0bPPhguQ1ZCCFEJSMZUEIIIUQFYyrDS89M54/QP/LcZt4utfeTpd6SZ4KfKauhVQmjmo7Sej1dS7wGQCe/TjhaO5bnsO4JpgBUemY6fQaksnSpGuwwKSz7CbIDUHqdHn/X8ilXK4ivry+tWrUq9n6urq5l2nw8L5aWMHo0HD8OK1ZAixbq9fHx8O670KOH+v+XXlIDVJ99Vn5jFUIIUflIBpQQQghRwXSt3RV7S3sS0xPZcHYDwwKH5bj9zI0zrD65GoBHmz6Kt5N3eQyz0rLQW/B619cZvnK4dp2U35UN82w+W+d4HnvMBkWBVq3UUryiZNOYAlB+zn5YGaxKa6h3JSAggOrVqxMbG1uk7fV6PR4eHhWmB5nBAEOHwpAh8Pvv8NZbsGsXTJ0KpiF6y8uOEEKIYpIAlBBCCFHB2FjY8EDdB1hzag0bz24kIzMjx2qC83fPR0FdLuy59s+V1zArtSGNh9C8RnOOXDkCwEP1HirfAd0jzLPM4lLj8LD3QKdTM2tM2TWF0VbAq2Dld7dzcnLCySl3+WxlotNBr17qz86d0KZNeY9ICCFEZSYleEIIIUQF1K9+PwCik6LZF7VPu/5y/GW+O/qdtk1jj8blMr7KTq/T80mvT3C0cqRPQB8CPQpYdk2UGPMMqLjUuGLvrygKZ2+eBSp+AKqq6dQJyqk/uhBCiCpCMqCEEEKICqhPQB/t8vrT62nv0x6Aj/d9TFpGGgAzO8wsl7FVFR19OxIzMyZHdpkoXXcbgIpOitb2kwCUEEIIUblIBpQQQghRAVV3qE4bL7XeZf2Z9YB6wv75wc8B6ODTgQ6+HcptfFWFBJ/K1t0GoCryCnhCCCGEKJgEoIQQQogKylSGd/z6ccJiwlh0cBGxqWpT4+c7PF+eQxPijpgHoOLT4ou9v3kAKqBaQImMSQghhBBlQwJQQgghRAXVt35f7fLqk6v5cN+HADT2aJzjNiEqC0ernE3Ii8sUgNKhw9/Vv8TGJYQQQojSJwEoIYQQooJqVr0Z3k7qWudzQuZwKf4SoK58p9fJW7iofO66BC9GDUD5OPtgY2FTYuMSQgghROmTT69CCCFEBaXT6egboGY6JaYnAuDl6MUjQY+U57CEuGN2lnZa8PRuMqCk/5MQQghR+UgASgghhKjA+jXol+P/04KnYWWwKqfRCHF3dDqdlgUVn1r8HlBnb5wFoJ6rBKCEEEKIykYCUEIIIUQFdr///dhZ2gHgbO3Mk/c9Wc4jEuLumPpAxaUVLwPqZvJNYlJiAMmAEkIIISojCUAJIYQQFZiNhQ3/1/r/AJjbfS6O1o6F7CFExWbKgCpuCV6OFfDcZAU8IYQQorKxKO8BCCGEEKJg7z7wLq91e02aLosqoSQCUJIBJYQQQlQ+kgElhBBCVAISfBJVxZ32gDL1fwKo41qnRMckhBBCiNInASghhBBCCFFm7jQD6kT0CQB8nHy0vmhCCCGEqDwkACWEEEIIIcqM1oS8mAGo/679B0BQ9aASH5MQQgghSp8EoIQQQgghRJm5kwyoVGMqZ26cASDIUwJQQgghRGVUpQNQ4eHhPPLII3h4eGBra0vz5s1ZvHhxkfc/e/Ysr776Kh06dKBGjRrY29vTuHFjpk6dyuXLl0tx5EIIIYQQVZPWAyotnkwls0j7nL5xGmOmEYAmnk1KbWxCCCGEKD1VdhW8yMhIgoODiY2N5ZlnnsHf35+1a9cyYcIEoqKimDNnTqHHWLJkCZ9++in9+vVj+PDh2NrasnfvXhYuXMiyZcvYvXs3DRs2LIN7I4QQQghRNZgCUACJaYk4WjsWuo+p/A4kACWEEEJUVlU2ADVr1iyuXLnCqlWrGDx4MAATJkygf//+vPnmmzz22GPUqVPwCipDhw7lhRdewMXFRbvuySefJDg4mKeeeopXXnmFX375pTTvhhBCCCFElWIegIpLjStWAMqgM9DQXb78E0IIISqjKlmCl5SUxMqVK/H399eCTybTp0/HaDSyfPnyQo/TqlWrHMEnkxEjRgDw77//lsh4hRBCCCHuFeYBp6L2gTp27RgAAW4B2FjYlMq4hBBCCFG6qmQG1LFjx0hOTqZdu3a5bmvXrh06nY79+/ff8fGjoqIAqF69eoHbXbt2jevXr+e4LjQ0FID09HTS09PveAyibBiNRjIyMjAajeU9FCGqHJlfQpSeijy/7Ax22uWbiTdJdyn889B/V9UMqMbujeXzkyh3FXl+CVGZydyqXO7k/bhKBqAiIyMB8Pb2znWbtbU17u7u2jZ3Yvbs2QCMHTu2wO0WLlzIa6+9ludtsbGx3Lhx447HIMqG0WgkPj4eRVGwsKiS00WIciPzS4jSU5Hnl5KiaJejoqO4YVPw56GEtAQuxF4AoI59Hfn8JMpdRZ5fQlRmMrcql9jY2GLvU6H/qq+++mqRt+3atStdu3YF1BI8UINNebGxsdG2Ka65c+eyatUqBg4cyOjRowvcdtKkSQwbNizHdaGhoQwcOBBnZ2fc3NzuaAyi7BiNRnQ6HdWqVZMXQSFKmMwvIUpPRZ5f3hlmXxBaU+jnoXNR57TLrf1ay+cnUe4q8vwSojKTuVW5ODs7F3ufCv1XzS97KD+mAJSdnZranZqamud2KSkpuLu7F3s8H330ES+99BJdu3blhx9+QKfTFbi9p6cnnp6eed5maWmJpaVlsccgyp7BYMDCwkL+XkKUAplfQpSeijq/qtlV0y4nZSQVOr6TN09ql5vXal7h7o+4N1XU+SVEZSdzq/K4k79RhQ5AKYpS+EZ5MJXe5VVml5qaSnR0NMHBwcU65vvvv8+MGTPo3r0769at04JcQgghhBCi6G5fBa8wphXwbCxsqOtat9TGJYQQQojSVSVXwQsKCsLGxoY9e/bkum3v3r0oikKbNm2KfLx3332XGTNm8NBDD7FhwwYJPgkhhBBC3KHiroJnCkA19miMQW8otXEJIYQQonRVyQCUnZ0dQ4YMISwsjNWrV+e4bcGCBVhYWDBy5Mgc1587d45Tp07lOtbcuXN54YUX6Nu3L2vWrMHGRpb+FUIIIYS4U1YGK2ws1M9T8anxhW5/7NoxAJp4NinVcQkhhBCidFXoEry7MXfuXLZs2cJjjz3GoUOH8Pf3Z+3atWzYsIHZs2dTt27OFO7u3bsTHh6eo+zvs88+46WXXqJ69eoMHjyYFStW5NjHwcGBgQMHlsXdEUIIIYSoMpysnUgxphSaAXUt8RrXEq8B0MRDAlBCCCFEZVZlA1C+vr7s2bOHWbNmsWjRIhISEqhfvz6LFi3iySefLNIxDhw4AMDVq1d54oknct3u5+cnASghhBBCiGJytHLkWuI14tIKDkAdv3ZcuxxUPai0hyWEEEKIUlRlA1AA/v7+/Pjjj0Xa9sKFC7mu+/bbb/n2229LdlBCCCGEEPc4UyPywjKgTOV3ICV4QgghRGVXJXtACSGEEEKIissUgCqsB5SpAbmztTNejl6lPi4hhBBClB4JQAkhhBBCiDJV1AwoUwAqqHoQOp2u1MclhBBCiNIjASghhBBCCFGmihKAUhRFC0BJA3IhhBCi8pMAlBBCCCGEKFOOVo5AwQGoiNgI4tPUEj3p/ySEEEJUfhKAEkIIIYQQZaooGVCm7CeQFfCEEEKIqkACUEIIIYQQokyZAlCpGamkZaTluY35CniBHoFlMi4hhBBClB4JQAkhhBBCiDJlCkBB/ivhmTKgajrUxM3OrUzGJYQQQojSIwEoIYQQQghRphytHbXL+ZXhma+AJ4QQQojKTwJQQgghhBCiTJlnQOUVgErPSOdk9ElAVsATQgghqgoJQAkhhBBCiDKVowQvLXcJXujNUK03lKyAJ4QQQlQNEoASQgghhBBlqrAMKFkBTwghhKh6JAAlhBBCCCHKVGEBKNMKeDp0NHJvVGbjEkIIIUTpkQCUEEIIIYQoU45WBTchN2VA1XGtg72VfZmNSwghhBClRwJQQgghhBCiTBW1BE/K74QQQoiqQwJQQgghhBCiTNlb2aNDB0B8as4m5EnpSYTeDAVkBTwhhBCiKpEAlBBCCCGEKFN6nR5Ha7UM7/YMqJPXT6KgALICnhBCCFGVSABKCCGEEEKUOVMfqNsDULICnhBCCFE1SQBKCCGEEEKUOVMfqLi0nAEo0wp4lnpLAqoFlPm4hBBCCFE6JAAlhBBCCCHKnCkAdXsPKFMGVEP3hlgaLMt8XEIIIYQoHRKAEkIIIYQQZU7LgMqnBE/6PwkhhBBViwSghBBCCCFEmcsrABWTHENUfBQAQZ7S/0kIIYSoSiQAJYQQQgghylxeq+CZNyCXDCghhBCiapEAlBBCCCGEKHNOVrkzoCQAJYQQQlRdEoASQgghhBBlTmtCnhaPoihA9gp4DlYO+Ln4ldvYhBBCCFHyJAAlhBBCCCHKnCkAlalkkpSeBGRnQAV6BKLXycdUIYQQoiqRd3YhhBBCCFHmTAEoUMvwFEWRFfCEEEKIKsyivAcghBBCCCHuPaYm5KAGoDKVTGJSYgBZAU8IIYSoiiQAJYQQQgghypx5BlR8WjwXbl3Q/i8ZUEIIIUTVIyV4QgghhBCizN1egicr4AkhhBBVmwSghBBCCCFEmbs9AGVaAc/DzoPqDtXLa1hCCCGEKCUSgBJCCCGEEGXO0SpnDyhpQC6EEEJUbVU6ABUeHs4jjzyCh4cHtra2NG/enMWLF9/x8TIzMwkODkan09GjR48SHKkQQgghxL3FPAPqVsotTlw/AUgASgghhKiqqmwT8sjISIKDg4mNjeWZZ57B39+ftWvXMmHCBKKiopgzZ06xj/nhhx9y/PjxUhitEEIIIcS9xTwAdeTKEZKNyYCsgCeEEEJUVVU2A2rWrFlcuXKFZcuWMXfuXCZMmMCGDRvo168fb775JufPny/W8c6fP8/s2bN58803S2nEQgghhBD3DmsLa6wMVgDsvrhbu14yoIQQQoiqqUoGoJKSkli5ciX+/v4MHjw4x23Tp0/HaDSyfPnyYh1zwoQJBAYGMmXKlJIcqhBCCCHEPcuUBXX6xmntukDPwPIajhBCCCFKUZUswTt27BjJycm0a9cu123t2rVDp9Oxf//+Ih/vq6++YseOHRw8eBC9vkrG7IQQQgghypyjlSPRSdHa//2c/XKU5gkhhBCi6qiSAajIyEgAvL29c91mbW2Nu7u7tk1hLl26xHPPPceMGTNo1qxZscZx7do1rl+/nuO60NBQANLT00lPTy/W8UTZMxqNZGRkYDQay3soQlQ5Mr+EKD2VZX6Zr4QHEOgRKJ+PRIVXWeaXEJWNzK3K5U7eryt0AOrVV18t8rZdu3ala9eugFqCB2qwKS82NjbaNoWZOHEi7u7ud9S0fOHChbz22mt53hYbG8uNGzeKfUxRtoxGI/Hx8SiKgoVFhZ4uQlQ6Mr+EKD2VZX7Z6m1z/L+OQx35fCQqvMoyv4SobGRuVS6xsbHF3qdC/1XzC97kxxSAsrOzAyA1NTXP7VJSUnB3dy/0eD/99BPr1q3jzz//xNbWttDtbzdp0iSGDRuW47rQ0FAGDhyIs7Mzbm5uxT6mKFtGoxGdTke1atXkRVCIEibzS4jSU1nml5tDzs9CrXxbyecjUeFVlvklRGUjc6tycXZ2LvY+FfqvqijKHe1nKr3Lq8wuNTWV6OhogoODCzxGamoqU6dO5cEHH6R27dpa6ZxJcnIyoaGhODo6Ur169TyP4enpiaenZ563WVpaYmlpWZS7I8qZwWDAwsJC/l5ClAKZX0KUnsowv5xtcn54bV6zeYUerxAmlWF+CVEZydyqPO7kb1ShA1B3KigoCBsbG/bs2ZPrtr1796IoCm3atCnwGMnJyVy/fp3NmzcTEBCQ6/bdu3cTEBDAww8/zE8//VRiYxdCCCGEuFeY94Ay6Aw0dG9YjqMRQgghRGmqkgEoOzs7hgwZwg8//MDq1asZPHiwdtuCBQuwsLBg5MiROfY5d+4c6enpNGyofvCxt7dnxYoVeR5/2LBhBAUF8corr+Dj41N6d0QIIYQQogozX/Guvlt9rC3y7t8phBBCiMqvSgagAObOncuWLVt47LHHOHToEP7+/qxdu5YNGzYwe/Zs6tatm2P77t27Ex4erpX9WVpaMnTo0HyP7+npWeDtQgghhBCiYOYBqCaeTcpxJEIIIYQobVU2AOXr68uePXuYNWsWixYtIiEhgfr167No0SKefPLJ8h6eEEIIIcQ9TwJQQgghxL2jygagAPz9/fnxxx+LtO2FCxeKfNw7bY4uhBBCCCGyOVpn94CSAJQQQghRtenLewBCCCGEEOLeVMe1DqA2IG9Vq1U5j0YIIYQQpalKZ0AJIYQQQoiKq4tfFxb3W0wNhxr4OvuW93CEEEIIUYokACWEEEIIIcqFTqdjXMtx5T0MIYQQQpQBKcETQgghhBBCCCGEEKVKAlBCCCGEEEIIIYQQolRJAEoIIYQQQgghhBBClCoJQAkhhBBCCCGEEEKIUiUBKCGEEEIIIYQQQghRqiQAJYQQQgghhBBCCCFKlQSghBBCCCGEEEIIIUSpkgCUEEIIIYQQQgghhChVEoASQgghhBBCCCGEEKVKAlBCCCGEEEIIIYQQolRJAEoIIYQQQgghhBBClCoJQAkhhBBCCCGEEEKIUiUBKCGEEEIIIYQQQghRqizKewD3mtTUVABCQ0PLeSSiKNLT04mNjcXZ2RlLS8vyHo4QVYrMLyFKj8wvIUqPzC8hSofMrcrFFNMwxTiKQgJQZezixYsADBw4sHwHIoQQQgghhBBCCHEXLl68SMuWLYu0rU5RFKWUxyPM3Lp1i+3bt+Pj44O1tXV5D0cUIjQ0lIEDB7JmzRrq1atX3sMRokqR+SVE6ZH5JUTpkfklROmQuVW5pKamcvHiRbp06YKLi0uR9pEMqDLm4uLCgAEDynsYopjq1atHYGBgeQ9DiCpJ5pcQpUfmlxClR+aXEKVD5lblUdTMJxNpQi6EEEIIIYQQQgghSpUEoIQQQgghhBBCCCFEqZIAlBBCCCGEEEIIIYQoVRKAEqIAHh4ezJkzBw8Pj/IeihBVjswvIUqPzC8hSo/MLyFKh8ytqk9WwRNCCCGEEEIIIYQQpUoyoIQQQgghhBBCCCFEqZIAlBBCCCGEEEIIIYQoVRKAEkIIIYQQQgghhBClSgJQQgghhBBCCCGEEKJUSQBKCCGEEEIIIYQQQpQqCUCJe4JOp8v357///su1fWhoKGPHjsXb2xtra2uqV6/Ogw8+yKFDh3JtGx4eziOPPIKHhwe2trY0b96cxYsXl8XdEqJCKM78CgsLY8KECdSrVw9bW1tq1apFz5492bhxY57Hlvkl7nVxcXG8/PLLNGrUCFtbW6pVq0bbtm1ZtmxZju2SkpJ44YUXqF27NtbW1tSuXZsXX3yRpKSkPI8rc0uIos2v9evXM378eAIDA3F0dMTDw4N27drx9ddfYzQa8zyuzC8hiv7+Ze7IkSNYWlqi0+ny3e7ff/+lX79+uLq6Ym9vT3BwMGvWrCmleyFKmkV5D0CIstKpUyeefPLJXNf7+Pjk+P+2bdvo168fXl5ePPXUU3h7e3Pz5k3++ecfLl++nGPbyMhIgoODiY2N5ZlnnsHf35+1a9cyYcIEoqKimDNnTqneJyEqiqLMrwsXLtCyZUsAnnzySerXr8/Vq1dZsmQJffr04auvvmL8+PHa9jK/xL0uKiqKbt26ER0dzZgxYwgMDCQxMZEzZ84QHh6ubZeRkUHv3r3Zvn07jz32GJ07d+bo0aO899577N+/nz///BO9Pvs7R5lbQhR9fk2YMAF7e3sGDhxIo0aNiI2N5aeffmLcuHGsWrWKDRs2oNPptO1lfglR9Pllzmg0Mm7cOGxsbEhISMhzm6NHj9KxY0esra2ZMWMG7u7uLFu2jEGDBvHNN98wZsyYUrxXokQoQtwDAGX06NGFbhcdHa14eHgo999/v5KcnFzo9o899pgCKKtWrcpxfb9+/RQLCwvl3LlzdzpkISqNos6vl156SQGU9evX57j+6tWrioWFhdKqVasc18v8Eve6+++/X6lRo4YSERFR4HZLlixRAGXKlCk5rp8/f74CKN99912O62VuCVH0+bVlyxYlMzMzx3VGo1Hp2LGjAii//fZbjttkfglR9Pll7u2331YcHR2VN954QwGU77//Ptc2nTp1UnQ6nXLgwAHturS0NKVFixaKi4uLEhsbWyLjF6VHSvDEPSU9PZ34+Ph8b//iiy+4fv06CxYswMbGhpSUFFJTU/PcNikpiZUrV+Lv78/gwYNz3DZ9+nSMRiPLly8v0fELUZEVNr9iY2MBqFWrVo7r3dzcsLGxwc7OTrtO5pe41+3atYutW7cyc+ZMfHx8yMjIyPcb4aVLlwIwY8aMHNdPmjQJW1tb7XaQuSUEFG9+de/ePUeGE4DBYGDYsGGAWg5kIvNLiOLNL5MzZ87w2muv8dZbb+Ht7Z3nNhcuXGDnzp106dKFVq1aaddbWloydepUbt26xbp160r0voiSJwEocc9YuXIltra2ODk54eLiwqhRo7hw4UKObX777TccHR1JTk6mTZs22NraYmNjQ9OmTVm1alWObY8dO0ZycjLt2rXL9bvatWuHTqdj//79pXmXhKgwijK/evbsCcDTTz9NSEgIUVFR/PPPPzz66KMYjUZmz56tbSvzS9zrfvvtNwDq1q3LkCFDsLW1xdHRkVq1avHmm2+SkZEBgKIoHDhwgFq1auHn55fjGKbeMwcOHNCuk7klRNHnV0GioqIAqF69unadzC8hij+/FEVh3LhxNGvWjMmTJ+d73H379gHQvn37XLeZrpP5VfFJAErcE1q1asXLL7/ML7/8wvLly3n00Uf55ZdfuO+++zh16pS23cmTJ8nIyOCBBx4gICCAFStW8OmnnxIdHc3QoUP54YcftG0jIyMB8ozSW1tb4+7urm0jRFVW1PnVt29f3n//fc6dO0e3bt3w9vbmvvvuY/fu3Wzfvp0ePXpo28r8Eve6kydPAjBu3DgiIyNZvHgxS5cuxc/Pj9mzZzNx4kQAbt68SVJSUr7fGHt7exMXF0dcXBwgc0sIKPr8yk9kZCSLFi3C1dWVAQMG5LgeZH6Je1tx59fChQvZt28fX331VY5+hbcraH6ZrpP5VfFJE3JxTzD/9hdg5MiR9O3bl969e/PMM8/w+++/AxAfH09GRgYjR47MEWzq0aMHTZo0YebMmTzyyCPodDptZSFra+s8f6eNjU2+qw8JUZUUdX4B1KxZk8DAQLp3707z5s2JiopiwYIF9OnTh82bN9OiRQsAmV/inmcqZ7W3t2fHjh3aXHj44Ydp3LgxixcvZsaMGVrpakFzBdQ55eTkJHNLCIo+vxo0aJBr34SEBAYMGEBcXByrVq2iWrVq2m0yv4Qo3vyKiIjgxRdf5NlnnyUoKKjA4xY0v8zf60TFJhlQ4p7Vq1cv2rZty19//UVKSgqglisAjB07Nse2DRo0oH379kRFRXH69GkA7UN/fj2iUlJScvS0EeJektf8+uKLLxg5ciSzZs1izpw5DBgwgEmTJrFr1y7S09N56qmntP1lfol7nen96JFHHsnxYdvKyopHH30URVHYtm1bkeYKZM8pmVtCFH1+3S4hIYHevXtz+PBhPv30UwYNGpTjdplfQhRvfj311FNUr16dV155pdDjFjS/bn+vExWXBKDEPc3f3x+j0cjNmzeB7CXja9asmWtb03WmbQtK9UxNTSU6Ojrfkggh7gW3z6958+bh6OjIQw89lGO7GjVq0KlTJw4cOEBiYiIg80uIor4fVatWDTs7u3zLDiIjI3FycsLJyQmQuSUEFO/znkl8fDwPPfQQf//9N59//jmTJk3Kta/MLyGKPr9+/fVXfv/9d5577jkiIyMJDQ0lNDSUa9euAXD16lVCQ0O1rKaC5ldB5XmiYpEAlLinnTlzBktLS9zc3AAIDg4G4OLFi7m2NV1najYZFBSEjY0Ne/bsybXt3r17URSFNm3alNbQhajwbp9fUVFRZGZmoihKrm2NRmOOf2V+iXtdUd+PdDodrVq14tKlS4SHh+fYLjk5mSNHjtC6dWvtOplbQhTv8x6oq7g++OCD7Nmzh8WLF+fI2DUn80uIos8v03vWU089RUBAgPYzc+ZMAJ599lkCAgLYsWMHgDZ38ppfputkflUCihBVXHR0dJ7XL1++XAGUfv36adeFhIQogNK3b18lMzNTu/7QoUOKTqdTGjZsmOMYjz76qAIoq1atynF9v379FAsLCyU0NLQE74kQFU9x5leLFi0UQPn5559zbHv+/HnFzs5OadCgQY7rZX6Je9mtW7cUFxcXpWbNmkpcXJx2fXx8vOLl5aVYWloqERERiqIoyldffaUAypQpU3IcY8GCBQqgfPvttzmul7kl7nXFmV+3bt1S2rRpoxgMBmXp0qWFHlvml7jXFXV+nT17VlmxYkWun8mTJyuAMnXqVGXFihXKlStXtGN06NBB0el0ysGDB7Xr0tPTlZYtWyrOzs7KrVu3yvS+iuLTKUoeX0ULUYVMmzaNXbt2cf/99+Pr60taWhq7du1i1apV1KhRg7///ps6depo248fP54lS5bwwAMPMGDAAK5evconn3xCUlISv//+O926ddO2jYiIoE2bNsTHx/PMM8/g7+/P2rVr2bBhA7Nnz+b1118vj7ssRJkpzvxav349AwcOxGAwMH78eJo3b05kZCSff/45N2/eZPXq1TlWE5L5Je51S5cuZfTo0TRo0IBx48ah0+n4+uuvOXnyJG+99RazZs0CICMjg27durFz504ef/xxOnfuzNGjR1m4cCGdOnViy5YtGAwG7bgyt4Qo+vxq3bo1Bw8eZMCAAQwdOjTXcZo2bUrTpk21/8v8EqLo8ysv3377LWPHjuX7779n1KhROW77559/6Ny5MzY2NkybNg13d3e+//57du3axZIlS3jiiSdK+66Ju1XeETAhStvatWuVhx56SPH29lZsbGwUa2trpUGDBsr06dOVq1ev5treaDQqH374odKkSRPF2tpacXZ2Vvr06aPs378/z+OfP39eGTFihOLm5qZYW1srQUFByqJFi0r7bglRIRR3fm3fvl3p27ev4u7urhgMBsXV1VXp1auXEhISkufxZX6Je93GjRuVzp07K/b29oqtra3Spk0b5ccff8y1XXx8vPLcc88pvr6+iqWlpeLr66s8//zzSkJCQp7HlbklRNHmF1Dgz5w5c3IdV+aXEEV//7rdN998owDK999/n+ftR44cUfr06aM4Oztrx70941BUXJIBJYQQQgghhBBCCCFKlTQhF0IIIYQQQgghhBClSgJQQgghhBBCCCGEEKJUSQBKCCGEEEIIIYQQQpQqCUAJIYQQQgghhBBCiFIlASghhBBCCCGEEEIIUaokACWEEEIIIYQQQgghSpUEoIQQQgghhBBCCCFEqZIAlBBCCCGEEEIIIYQoVRKAEkIIIYQQQgghhBClSgJQQgghhBAl6NVXX0Wn03HhwoXyHooQQgghRIUhASghhBBCiALodLoi/3z77bflPdwS8+GHH1ap+yOEEEKI8qVTFEUp70EIIYQQQlRUy5Yty/H/kydPMnfuXDp16sSTTz6Z47b27dvj6+uL0WjE2toanU5XlkMtUbVr16Z27dqEhISU91CEEEIIUQVYlPcAhBBCCCEqslGjRuX4f0hICHPnzqVOnTq5bjOxsJCPWEIIIYQQ5qQETwghhBCiBOXVA8p03cmTJ3n22Wfx8vLCzs6O9u3bs3//fgB27dpF165dcXBwwMPDg+nTp2M0GnMd/+rVq0yZMoXatWtjZWVF9erVGTVqVJF7TsXExPDcc88REBCAra0trq6uBAUF8cwzzwBw4cIFdDod4eHhbN++PUeJofnvOHfuHGPGjKFWrVpYWVnh7e3NpEmTiI6OzvPxOHHiBNOnT8fLywsbGxuaNWvGTz/9VKzHVgghhBCVl3w9J4QQQghRRkaPHo2NjQ3PP/88iYmJzJ8/nwceeIDvv/+eMWPGMH78eEaMGMGmTZv44IMP8PDw4MUXX9T2v3jxIu3btychIYFx48ZRv359oqKi+Pzzz9m8eTMHDx7E19e3wDEMHz6cbdu28eSTT9K8eXPS0tI4d+4cW7ZsAcDDw4Pvv/+eadOm4e7uzksvvaTt6+HhAcCRI0fo2rUrdnZ2PPHEE/j5+XH27Fk+//xz/vrrL/bv34+zs3OO3/v444+jKArTp08nNTWVb7/9lpEjR5KQkMD48eNL6iEWQgghRAUlASghhBBCiDLi7u7Ohg0b0OvVJPTGjRszaNAgBg8ezK5du2jbti0ATz/9NC1atOCTTz7JEYCaOnUqiYmJHDp0iDp16mjXjx07lqCgIObMmcM333yT7++PjY1ly5YtPP300yxcuDDPbezt7Rk1ahQvv/yyll11u7Fjx1KtWjUOHjxItWrVtOuHDh1K+/bt+fDDD5kzZ06u/Xbv3o21tTUAkydPpmnTpkyfPp3hw4fj5ORU0EMnhBBCiEpOSvCEEEIIIcrItGnTtOATQJcuXQBo27atFnwy6dy5M5cvXyYhIQFQg0fr1q2jd+/eODk5ER0drf04ODgQHBzMH3/8UeDvt7W1xcbGhn379nH+/Pk7ug///fcfR44cYcSIEWRmZuYYR506dahXr16e45gxY4YWfAJwdnZm8uTJxMfH8+eff97RWIQQQghReUgGlBBCCCFEGTHPWgJwdXXN83rz227cuIGDgwNnzpwhMzOTH374gR9++CHP45sHt/JiZWXFxx9/zJQpU6hbty7169enU6dO9O7dmwEDBmAwGAq9DydPngTg7bff5u23385zm7zuT+PGjfO9LjQ0tNDfK4QQQojKTQJQQgghhBBlJL8AT0GBH0VRAMjMzATUHk4TJky44zFMmDCB/v37s2nTJnbs2MGWLVtYsmQJbdq0Yfv27djY2BS4v2kcU6ZMoX///nluY2tre8fjE0IIIUTVJAEoIYQQQohKoF69euj1epKTk+nRo8ddHat69eqMGTOGMWPGoCgKs2bN4p133uGnn35izJgxAOh0ujz3rV+/vna5OOM4ceIEzZo1y3UdqPdNCCGEEFWb9IASQgghhKgE3Nzc6N27N7/99hvbtm3Lc5urV68WeIykpCSSkpJyXKfT6WjZsiWglvuZODg4cPPmzVzHaN68OUFBQSxZskQrxzOnKArXr1/Pdf2CBQtITU3V/h8bG8tnn32Gg4MDDzzwQIHjFkIIIUTlJxlQQgghhBCVxBdffEHHjh154IEHeOSRR2jdujV6vZ7w8HA2btxIq1at+Pbbb/Pd/8yZM3Tu3JmBAwcSGBiIh4cH58+f54svvsDR0ZHBgwdr2wYHB7NkyRJmz55No0aN0Ov19OvXD3t7e5YtW8b9999Py5YtGTNmDEFBQaSnp3PhwgXWrFnD6NGjefXVV3P9/vbt2/PII4+QlpbGN998Q0REBF988YWsgCeEEELcAyQAJYQQQghRSXh5efHPP/8wb9481qxZwy+//IKVlRVeXl506tSJcePGFbi/j48P48ePJyQkhA0bNpCUlESNGjXo168fM2fOxN/fX9v2rbfe4ubNm3z22WfcunULRVEICwvD3t6epk2bcuTIEd555x02bdrE119/jZ2dHT4+PgwYMIDhw4fn+t1Lly5l8eLFLFiwgBs3btCgQQN++OEHHnnkkRJ/nIQQQghR8egUU2dLIYQQQgghStirr77Ka6+9RlhYGLVr1y7v4QghhBCinEgPKCGEEEIIIYQQQghRqiQAJYQQQgghhBBCCCFKlQSghBBCCCGEEEIIIUSpkh5QQgghhBBCCCGEEKJUSQaUEEIIIYQQQgghhChVEoASQgghhBBCCCHE/7djxwIAAAAAg/ytR7GvMIKVgAIAAABgJaAAAAAAWAkoAAAAAFYCCgAAAICVgAIAAABgJaAAAAAAWAkoAAAAAFYCCgAAAICVgAIAAABgFdOGOxh9yncVAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1200x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# -------------------------------------------------\n",
    "# Plotting\n",
    "# -------------------------------------------------\n",
    "\n",
    "x_ranges = {\n",
    "    'NARMA2': (520, 620),\n",
    "    'NARMA10': (520, 620),\n",
    "    'NARMA10-st': (520, 620),\n",
    "    'MackeyGlass': (500, 700),\n",
    "    'SantaFe': (550, 650)\n",
    "}\n",
    "\n",
    "for task_name in best_qm_configs.keys():\n",
    "    data = plot_data[task_name]\n",
    "    t = data['t']\n",
    "    x_start, x_end = x_ranges[task_name]\n",
    "\n",
    "    plt.figure(figsize=(10, 4))\n",
    "    plt.plot(t, data['y_true'], 'k-', lw=1.5, label='Target')\n",
    "\n",
    "    if data['pred_nofb'] is not None:\n",
    "        plt.plot(t, data['pred_nofb'], color='gray', alpha=0.7,\n",
    "                 label=f\"QM no FB (MSE={data['mse_nofb']:.2e})\")\n",
    "\n",
    "    if data['pred_fb'] is not None:\n",
    "        plt.plot(t, data['pred_fb'], 'r-',\n",
    "                 label=f\"QM best (MSE={data['mse_fb']:.2e})\")\n",
    "\n",
    "    if data['pred_esn'] is not None:\n",
    "        plt.plot(t, data['pred_esn'], 'b--',\n",
    "                 label=f\"ESN N={data['N_esn']} (MSE={data['mse_esn']:.2e})\")\n",
    "\n",
    "    if data['pred_cubic'] is not None:\n",
    "        plt.plot(t, data['pred_cubic'], color='green', lw=1.5,\n",
    "                 label=f\"Cubic memory (MSE={data['mse_cubic']:.2e})\")\n",
    "\n",
    "    plt.axvline(x=data['washout'], color='gray', linestyle='--')\n",
    "    plt.xlim(x_start, x_end)\n",
    "\n",
    "    # Auto‑scale Y axis\n",
    "    mask_zoom = (t >= x_start) & (t <= x_end)\n",
    "    y_min = data['y_true'][mask_zoom].min()\n",
    "    y_max = data['y_true'][mask_zoom].max()\n",
    "    for key in ['pred_fb', 'pred_nofb', 'pred_esn', 'pred_cubic']:\n",
    "        vals = data[key]\n",
    "        if vals is not None:\n",
    "            finite_vals = vals[mask_zoom]\n",
    "            finite_vals = finite_vals[np.isfinite(finite_vals)]\n",
    "            if len(finite_vals) > 0:\n",
    "                y_min = min(y_min, finite_vals.min())\n",
    "                y_max = max(y_max, finite_vals.max())\n",
    "    margin = 0.05 * (y_max - y_min)\n",
    "    plt.ylim(y_min - margin, y_max + margin)\n",
    "\n",
    "    plt.xlabel('Time step')\n",
    "    plt.ylabel('y')\n",
    "    plt.title(f'{task_name} prediction')\n",
    "    plt.legend(loc='upper right')\n",
    "    plt.grid(True, alpha=0.3)\n",
    "    plt.tight_layout()\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 272,
   "id": "a40b33bd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 504x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# ------------------------------------------------------------\n",
    "# Compact panels (no legends) + separate legend\n",
    "# ------------------------------------------------------------\n",
    "x_ranges = {\n",
    "    'NARMA2': (575, 610),\n",
    "    'NARMA10': (575, 610),\n",
    "    'NARMA10-st': (575, 610),\n",
    "    'MackeyGlass': (530, 580),\n",
    "    'SantaFe': (590, 625)\n",
    "}\n",
    "\n",
    "# Curve styles\n",
    "style_map = {\n",
    "    'Target':   {'color': 'black', 'lw': 1.5, 'ls': '-'},\n",
    "    'QM off':   {'color': 'gray',  'lw': 1.0, 'ls': '-'},\n",
    "    'QM best':       {'color': 'red',   'lw': 1.2, 'ls': '-'},\n",
    "    'ESN':      {'color': 'blue',  'lw': 1.2, 'ls': '--'},\n",
    "    'CM':       {'color': 'green', 'lw': 1.2, 'ls': '-'},\n",
    "}\n",
    "\n",
    "for task_name in best_qm_configs.keys():\n",
    "    data = plot_data[task_name]\n",
    "    t = data['t']\n",
    "    x_start, x_end = x_ranges[task_name]\n",
    "\n",
    "    plt.figure(figsize=(4.2, 3.0))   # компактный размер для 3 в ряд\n",
    "    plt.plot(t, data['y_true'], **style_map['Target'])\n",
    "    if data['pred_nofb'] is not None:\n",
    "        plt.plot(t, data['pred_nofb'], **style_map['QM off'])\n",
    "    if data['pred_fb'] is not None:\n",
    "        plt.plot(t, data['pred_fb'], **style_map['QM best'])\n",
    "    if data['pred_esn'] is not None:\n",
    "        plt.plot(t, data['pred_esn'], **style_map['ESN'])\n",
    "    if data['pred_cubic'] is not None:\n",
    "        plt.plot(t, data['pred_cubic'], **style_map['CM'])\n",
    "\n",
    "    plt.axvline(x=data['washout'], color='gray', linestyle=':')\n",
    "    plt.xlim(x_start, x_end)\n",
    "\n",
    "    mask_zoom = (t >= x_start) & (t <= x_end)\n",
    "    y_min = data['y_true'][mask_zoom].min()\n",
    "    y_max = data['y_true'][mask_zoom].max()\n",
    "    for key in ['pred_fb', 'pred_nofb', 'pred_esn', 'pred_cubic']:\n",
    "        vals = data[key]\n",
    "        if vals is not None:\n",
    "            finite = vals[mask_zoom]\n",
    "            finite = finite[np.isfinite(finite)]\n",
    "            if len(finite) > 0:\n",
    "                y_min = min(y_min, finite.min())\n",
    "                y_max = max(y_max, finite.max())\n",
    "    margin = 0.1 * (y_max - y_min)\n",
    "    plt.ylim(y_min - margin, y_max + margin)\n",
    "\n",
    "    plt.xlabel('Time step')\n",
    "    plt.ylabel('y')\n",
    "    plt.title(task_name)\n",
    "    plt.grid(True, alpha=0.3)\n",
    "    plt.tight_layout()\n",
    "    plt.savefig(f'fig4_{task_name}.pdf', bbox_inches='tight')\n",
    "    plt.close()                      # не показывать inline\n",
    "\n",
    "# ------------------------------------------------------------\n",
    "# Separate legend\n",
    "# ------------------------------------------------------------\n",
    "from matplotlib.lines import Line2D\n",
    "\n",
    "legend_elements = [\n",
    "    Line2D([0], [0], color='black', lw=1.5, label='Target'),\n",
    "    Line2D([0], [0], color='gray',  lw=1.0, label='QM off'),\n",
    "    Line2D([0], [0], color='red',   lw=1.2, label='QM best'),\n",
    "    Line2D([0], [0], color='blue',  lw=1.2, linestyle='--', label='ESN (N as in Table 1)'),\n",
    "    Line2D([0], [0], color='green', lw=1.2, label='CM'),\n",
    "]\n",
    "\n",
    "fig_leg = plt.figure(figsize=(4.2, 3.0))\n",
    "ax_leg = fig_leg.add_subplot(111)\n",
    "ax_leg.legend(handles=legend_elements, loc='center', frameon=False)\n",
    "ax_leg.axis('off')\n",
    "plt.tight_layout()\n",
    "plt.savefig('fig4_legend.pdf', bbox_inches='tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 270,
   "id": "206dcc3e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 720x540 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# ------------------------------------------------------\n",
    "# m‑scan with per‑m optimization \n",
    "# ------------------------------------------------------\n",
    "\n",
    "m_values = [1.01, 1.1, 1.5, 2, 5, 10, 20, 50, 100, 200, 500, 1000]\n",
    "mse_curves_opt = {}\n",
    "\n",
    "for task_name, cfg in best_qm_configs.items():\n",
    "    task = TASKS_ALL[task_name]\n",
    "    mse_list = []\n",
    "    for m_val in m_values:\n",
    "        # Modify config to fix m at current value\n",
    "        cfg_m = cfg.copy()\n",
    "        cfg_m['fixed_fb_params'] = {'m': m_val}\n",
    "        res_m = run_reservoir_task(\n",
    "            task_name, task['generate_data'], task['encode_func'],\n",
    "            classical_func=None, **cfg_m,\n",
    "            n_trials=30, n_unitary_pairs=10,\n",
    "            save_results=False, verbose=False\n",
    "        )\n",
    "        mse_list.append(res_m['fb_mse'])\n",
    "    mse_curves_opt[task_name] = mse_list\n",
    "\n",
    "# Plot all tasks together\n",
    "plt.figure(figsize=(6, 4.5))\n",
    "for task_name, mse_vals in mse_curves_opt.items():\n",
    "    plt.plot(m_values, mse_vals, 'o-', label=task_name)\n",
    "plt.xscale('log')\n",
    "plt.yscale('log')\n",
    "plt.xlabel('$m$')\n",
    "plt.ylabel('Test MSE')\n",
    "plt.title('Test MSE vs. memory decay parameter $m$')\n",
    "plt.legend()\n",
    "plt.grid(True, alpha=0.3)\n",
    "plt.tight_layout()\n",
    "plt.savefig('m_scan.pdf', bbox_inches='tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4776142f",
   "metadata": {},
   "source": [
    "## Robustness tests against gate noise"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d02eab7f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 780x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# ============================================================\n",
    "# Dynamic gate noise via NoisyIonQM wrapper\n",
    "# ============================================================\n",
    "class NoisyIonQM:\n",
    "    \"\"\"Wrapper that adds Gaussian noise to gate angles on every step.\"\"\"\n",
    "    def __init__(self, base_reservoir, noise_std):\n",
    "        self.base = base_reservoir\n",
    "        self.noise_std = noise_std\n",
    "\n",
    "    def apply_internal(self, states):\n",
    "        # Save original angles\n",
    "        original_theta = getattr(self.base, 'theta', None)\n",
    "        original_theta1 = getattr(self.base, 'theta1', None)\n",
    "        original_theta2 = getattr(self.base, 'theta2', None)\n",
    "        # Add noise\n",
    "        if original_theta is not None:\n",
    "            self.base.theta = original_theta + np.random.normal(0, self.noise_std)\n",
    "        if original_theta1 is not None:\n",
    "            self.base.theta1 = original_theta1 + np.random.normal(0, self.noise_std)\n",
    "        if original_theta2 is not None:\n",
    "            self.base.theta2 = original_theta2 + np.random.normal(0, self.noise_std)\n",
    "        # Call base reservoir\n",
    "        result = self.base.apply_internal(states)\n",
    "        # Restore original angles (so that noise is not accumulated twice)\n",
    "        if original_theta is not None: self.base.theta = original_theta\n",
    "        if original_theta1 is not None: self.base.theta1 = original_theta1\n",
    "        if original_theta2 is not None: self.base.theta2 = original_theta2\n",
    "        return result\n",
    "\n",
    "    @property\n",
    "    def memory_units(self):\n",
    "        return self.base.memory_units\n",
    "\n",
    "    def reset_memory(self, s0=0.5):\n",
    "        self.base.reset_memory(s0)\n",
    "\n",
    "def evaluate_with_dynamic_gate_noise(best_result, config, x_full, y_full,\n",
    "                                     train_mask, test_mask, encode_func,\n",
    "                                     feedback_rule, n_updates, n_chip_runs,\n",
    "                                     use_coherences, use_U_meas, include_previous,\n",
    "                                     theta_noise_std, n_reps=20):\n",
    "    _, base_params, U_in, U_out, _ = best_result\n",
    "    U_meas = _make_U_meas(config['dim'], config['n_channels']) if use_U_meas else None\n",
    "    mse_list = []\n",
    "    for _ in range(n_reps):\n",
    "        # Build clean reservoir\n",
    "        res_clean = config['build_reservoir'](base_params)\n",
    "        # Wrap with noise\n",
    "        res_noisy = NoisyIonQM(res_clean, theta_noise_std)\n",
    "        fb = config['extract_fb'](base_params, feedback_rule) if feedback_rule else None\n",
    "        mse, _, _ = evaluate_reservoir(\n",
    "            res_noisy, x_full, y_full, train_mask, test_mask,\n",
    "            encode_func, feedback_rule, fb,\n",
    "            U_in, U_out, n_updates, n_chip_runs,\n",
    "            use_coherences, U_meas, include_previous)\n",
    "        mse_list.append(mse)\n",
    "    return float(np.mean(mse_list)), float(np.std(mse_list))\n",
    "\n",
    "def dynamic_stability_sweep(task_name, generate_data, encode_func,\n",
    "                            best_result, config,\n",
    "                            feedback_rule, n_updates, n_chip_runs,\n",
    "                            use_coherences, use_U_meas, include_previous,\n",
    "                            noise_levels=None, n_reps=30):\n",
    "    if noise_levels is None:\n",
    "        noise_levels = [0, 0.005, 0.01, 0.02, 0.05, 0.10, 0.20]\n",
    "    x_full, y_full = generate_data()\n",
    "    washout = 20; n = len(x_full)\n",
    "    train_mask = np.zeros(n, bool); test_mask = np.zeros(n, bool)\n",
    "    if 'Monomial' in task_name:\n",
    "        train_mask = x_full <= 0.9; test_mask = x_full > 0.9\n",
    "    else:\n",
    "        train_mask[washout:washout + 480] = True\n",
    "        test_mask[washout + 480:] = True\n",
    "    means, stds = [], []\n",
    "    for nl in noise_levels:\n",
    "        m, s = evaluate_with_dynamic_gate_noise(\n",
    "            best_result, config, x_full, y_full,\n",
    "            train_mask, test_mask, encode_func,\n",
    "            feedback_rule, n_updates, n_chip_runs,\n",
    "            use_coherences, use_U_meas, include_previous,\n",
    "            nl, n_reps)\n",
    "        means.append(m); stds.append(s)\n",
    "    return np.array(noise_levels), np.array(means), np.array(stds)\n",
    "\n",
    "# Re‑optimize best models \n",
    "best_results = {}\n",
    "for task_name, cfg in best_qm_configs.items():\n",
    "    task = TASKS_ALL[task_name]\n",
    "    res = run_reservoir_task(\n",
    "        task_name, task['generate_data'], task['encode_func'],\n",
    "        classical_func=None, **cfg,\n",
    "        n_trials=30, n_unitary_pairs=10, save_results=False, verbose=False\n",
    "    )\n",
    "    best_results[task_name] = {\n",
    "        'params': res['fb_params'],\n",
    "        'U_in_list': res['U_in_list'],\n",
    "        'U_out_list': res['U_out_list'],\n",
    "        'reservoir_type': cfg['reservoir_type'],\n",
    "        'feedback_rule': cfg['feedback_rule'],\n",
    "        'n_updates': cfg['n_updates'],\n",
    "        'n_chip_runs': cfg['n_chip_runs'],\n",
    "        'use_coherences': cfg['use_coherences'],\n",
    "        'use_U_meas': cfg['use_U_meas'],\n",
    "        'include_previous': cfg.get('include_previous', False),\n",
    "        'config': RESERVOIR_CONFIG[cfg['reservoir_type']],\n",
    "    }\n",
    "\n",
    "# Dynamic sweep\n",
    "noise_levels = [0, 0.005, 0.01, 0.02, 0.05, 0.10, 0.20]\n",
    "n_reps = 20\n",
    "sweep_dynamic = []\n",
    "labels = []\n",
    "for task_name, br in best_results.items():\n",
    "    task = TASKS_ALL[task_name]\n",
    "    config = br['config']\n",
    "    x_full, y_full = task['generate_data']()\n",
    "    washout = 20; train_len = 480; n = len(x_full)\n",
    "    train_mask = np.zeros(n, bool); test_mask = np.zeros(n, bool)\n",
    "    train_mask[washout:washout+train_len] = True\n",
    "    test_mask[washout+train_len:] = True\n",
    "\n",
    "    nl, means, stds = dynamic_stability_sweep(\n",
    "        task_name, task['generate_data'], task['encode_func'],\n",
    "        (None, br['params'], br['U_in_list'], br['U_out_list'], None),\n",
    "        config,\n",
    "        br['feedback_rule'], br['n_updates'], br['n_chip_runs'],\n",
    "        br['use_coherences'], br['use_U_meas'], br['include_previous'],\n",
    "        noise_levels=noise_levels, n_reps=n_reps\n",
    "    )\n",
    "    sweep_dynamic.append((nl, means, stds))\n",
    "    labels.append(task_name)\n",
    "\n",
    "def plot_stability(sweep_results, labels, baseline_mse=None):\n",
    "    \"\"\"Gate-noise robustness: mean ± std across tasks.\"\"\"\n",
    "    fig, ax = plt.subplots(figsize=(6.5, 4))\n",
    "    for (nl, means, stds), label in zip(sweep_results, labels):\n",
    "        ax.semilogy(nl, means, \"o-\", label=label)\n",
    "        ax.fill_between(nl, np.maximum(means - stds, 1e-10),\n",
    "                        means + stds, alpha=0.15)\n",
    "    if baseline_mse is not None:\n",
    "        for val, lbl in baseline_mse:\n",
    "            ax.axhline(val, linestyle=\"--\", alpha=0.6,\n",
    "                       label=f\"{lbl} (noise-free)\")\n",
    "    ax.set_xlabel(r\"$\\sigma_\\theta$ (rad)\")\n",
    "    ax.set_ylabel(\"Test MSE\")\n",
    "    ax.set_title(r'Test MSE vs. gate noise $\\sigma_\\theta$ for NARMA and time-series tasks')\n",
    "    ax.legend()\n",
    "    ax.grid(True, alpha=0.3)\n",
    "    plt.tight_layout()\n",
    "    plt.savefig('noise_ts.pdf', bbox_inches=\"tight\")\n",
    "    plt.show()\n",
    "\n",
    "plot_stability(sweep_dynamic, labels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "57693255",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Optimizing QM for monomial x^4...\n",
      "  Baseline MSE (no noise): 4.653e-09\n",
      "Optimizing QM for monomial x^12...\n",
      "  Baseline MSE (no noise): 6.234e-07\n",
      "Optimizing QM for monomial x^20...\n",
      "  Baseline MSE (no noise): 8.829e-06\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAvwAAAHQCAYAAADd3r5fAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8ekN5oAAAACXBIWXMAABJ0AAASdAHeZh94AADAeElEQVR4nOzdd5xU9bk/8M9p07bMdopUERAEBCnKKorE3oICih1LRL0mGqLeEOPP9UasNxGDEtSLEQmKmhi7sSGgiAgBFDGIIFWB7XXaKd/fH2fO2eltZ2dmd5+3zovZc87MnD07O/uZ7zzn+XKMMQZCCCGEEEJIt8RnewcIIYQQQgghnYcCPyGEEEIIId0YBX5CCCGEEEK6MQr8hBBCCCGEdGMU+AkhhBBCCOnGKPATQgghhBDSjVHgJ4QQQgghpBujwE8IIYQQQkg3RoGfEEIIIYSQbowCPyGEEEIIId0YBX5CCCGEEEK6MQr8hBBCCCGEdGMU+AkhhBBCCOnGKPB3QxzHJX2ZM2dOtnc7YYMGDTL3+7e//W3Mba+66ipz26lTp0bcZseOHbj55psxfPhwOBwO2O12DBgwAJWVlfjNb36DDz/8MOY+xLqsXr06Dd8x6U6M587evXuzvSs55Y033sDJJ5+MwsJC8/dn69at2d4tkibpfN7T71DmdIdj3R2+h3QQs70DJP2uvfbasGWHDx/G+++/j7y8PMycOTNs/SmnnJKJXQOg//Lt27cPe/bswaBBgzp0X8uXL8eCBQsgCELYuubmZrz22msxb//yyy/jmmuugc/nw1FHHYWpU6eiuLgYNTU12Lx5M9avX481a9bgzDPPjHj7s88+G7179456/7HWkXDpfG6QrmPLli3m69K0adPQp08fAEBJSUk2d4sQ0gXQ343EUODvhp5//vmwZatXr8b777+PsrKyiOu7ogkTJmDTpk348MMPcc4554StX7lyJdxuNyZOnIiNGzeGrT98+DCuv/56+Hw+PP744/jlL38Z9MZB0zR89tln+Oyzz6Luw29/+9uonxwQEsnHH38MWZZx1FFHZXtXcsbrr78ORVHwu9/9DgsWLMj27pBOQM/7rqk7/Ny6w/eQDhT4SZc1Z84cbNq0Cc8//3zEwP/8889DEARcffXVEQP/22+/DZfLhcmTJ+OOO+4IW8/zPE499VSceuqpnbH7pIcaMmRItnch5xw4cAAAMHTo0CzvCeks9LzvmrrDz607fA/pQDX8JExbWxseffRRTJw4EYWFhbDb7TjuuONQVVWF1tbWsO2/++47XHvttRg4cCAsFgsKCgowaNAgXHzxxfjHP/5hbvf888+D4zjs27cPADB48OCgevdk6+tOPPFEjBgxAm+88QYaGxvD9mn9+vU4++yzzfKAUNXV1QCAioqKpB43nXbs2AGO41BRUQFZliNuoygK+vTpA47j8M0335jLEz3u6bB161b8/Oc/R0lJCfLy8jB+/Hg899xzANrPGQm1YcMG3HXXXZgwYQJ69eoFi8WCvn37YubMmfjiiy+Ctk32uZHsczSWwP1/+eWXMXnyZOTn56OgoAA/+9nPYn7Cs2/fPtx66604+uijYbVaUVxcjNNPPx0vvvhi1NtEqydN9ueZzmMQ6LPPPsMVV1yBQYMGwWazRT0/5emnn075MQxVVVXgOA5//etfAQDXXXdd1POKkj3WgT/XpUuX4sQTTzTPDwh9vYh3++effx4TJkxAXl4eevfujRtuuAE1NTUAAI/Hg/vuuw/Dhg2DzWbDgAEDcM8990T9fe7o99LZz9HO+r6jPe+TeZ3oqFQeK/B4PPPMMxg3bhwcDgdKS0txySWXBL0mp/t2sZ63yf5cb775ZnAch7PPPhuMsbD1c+bMAcdxuPDCC4PWR/u5dcbzJNmfT6J/N2LV8KfyGt6R38esYqRH+OSTTxgANnDgwJjbHThwgI0cOZIBYOXl5eyss85iF110EevTpw8DwMaMGcPq6+vN7b/++mtWUFDAALBjjz2WXXLJJWzGjBnspJNOYna7nZ199tnmtp9++im79tprWV5eHgPAZsyYwa699lrzUlNTk9D3MnDgQAaAbdy4kT366KMMAFu8eHHQNr/97W8ZAPbqq6+yV199lQFgp512WtA2y5cvZwBYfn4+27ZtW0KPHboPn3zySVK3i+TEE09kANjrr78ecf3bb7/NALDx48eby5I57h318ccfM5vNZj7W7Nmz2dSpU5kgCOzOO+9kAFikl5Kf/exnTBAENmbMGHbBBRewGTNmsFGjRjEATBAE9sorr5jbJvPcSPY5Go+x//feey/jeZ6deuqp7NJLL2XHHnssA8AsFgv7/PPPw263fv16VlRUxACwwYMHs8suu4ydeeaZTJIkBoBdffXVTNO0sNsZz509e/aYy5L9eab7GBjuv/9+xnEcA8DGjRvHLr/8cnbqqaeaywIvX375ZdL3H+qf//wnu/baa9mQIUMYAHbyySebP/Nnn33W3C6VY23s52233cZ4nmdTpkxhl19+ORs/fjxrbGyMu2/G7e+++25msVjYmWeeyS655BLWu3dv8xi3tLSwyspKVlxczKZPn87OPfdc5nA4GAD2i1/8IuL9duR7ycRztLO+70jPe8aSe52Id1/xpPJYxvG44447GM/z7LTTTmOzZ89mw4YNYwCYw+Fgn376adpvF+t5m8rP1e12s+OPP54BYA8++GDQur/+9a8MAOvfvz+rq6tL6Fh3xvMk2Z9Pon83on0Pqb6Gp/r7mG0U+HuIRAK/pmls8uTJ5ouNy+Uy17lcLnbVVVcxAOzaa681l1933XURX0AYY6ylpSXikz7VF+vQ22/cuJEdOnSICYLAJk2aZK5XFIX17duXlZSUMK/XGzXwNzc3s759+zIATBRFdt5557FHHnmEffjhh3EDQToD/5IlSxgAdvHFF0dcP2vWLAaALVq0yFyWynFPRVtbmxki/9//+39BL37r1q1j+fn5UQP/e++9xw4fPhy2/M0332SSJLGSkhLW1tYWtC7ecyOV52g8xv6XlJSwTZs2mctVVWW/+MUvGAB2xhlnBN3G7Xaz/v37m3/QFUUx123bto1VVFQwAGzJkiVhjxfpe0zm59kZx4Cx4DfA77zzTtA643eI53m2e/du5na7k7rveK699loGgP31r38NW5fqsTZ+rk6nk23YsCHpfTJu36tXL/btt9+ay+vr69nw4cMZADZq1Ch2yimnBL1ebNmyhYmiyDiOY3v37k3r95KJ52hnfN+MRf/d7ozXiWhSeSzjeDgcDrZmzRpzuaZp5sBS//79w34nOnq7aM/bjrz2fPfddyw/P5+Josg+++wzxhhj27dvZw6HI2hZoHiBP53Pk1R+PrH2Mdb6jhzHVH4fcwEF/h4ikcD/7rvvMgDspJNOYqqqhq1vbW1lFRUVTBRFc/TwvPPOYwDYli1bEt6XdAZ+xhg7//zzGQDzRcf4Pm677TbGGIsa+Blj7Ntvv2UTJkwwf4GNC8/zrLKykq1cuTLmPsS6OJ3OhL6fxsZGZrPZmMViYbW1tUHr6uvrmdVqZRaLJWjkJZXjnoply5YxAGzYsGERnxN333131MAfyxVXXMEAsLfffjtoebznRirP0XiM/Q98Q2U4fPgwA8CsVivz+Xzm8hdeeIEBYIMGDQpabvjLX/7CALBjjjkmbF2k7zGZn2dnHAOXy8XKysoYALZs2bKI2xifKKxYsSJs3bZt29i5557L8vLyWK9evSK+cYklVuBP9VgbP9cFCxYktS+ht3/66afD1j3++OPm60Rg2DFcdNFFEY9lR7+XTDxHO+P7Ziy11/1UXydSEe2xjOPxm9/8Juw2iqKwo48+mgFgf/vb39J6u2jP24689jDG2IoVKxgA1q9fP7Z//3523HHHMQDs4Ycfjrh9vMCf7udJNNF+PrH2Mdb6jhzHVH4fcwHV8BPTu+++CwCYMWMGeD78qZGXl4cJEyZAURTzJNhJkyYB0OsDP/zwQ3i93sztsJ9R62t0HzL+TWRugREjRmDjxo1Yt24dfve73+FnP/sZiouLoWkaPv/8c8yePTvm/Zx99tm49tprI16uuOKKhPbf6XRi+vTp8Pl8WLFiRdC6lStXwuv14sILLwxqUZip475mzRoAwGWXXRbxORHve6ytrcXzzz+PO++8EzfeeCPmzJmDOXPmmPWrO3fuTGp/UnmOJuqCCy4IW9arVy8UFxfD6/Wirq7OXG4clyuuuAKSJIXdzqiH3bVrF3788ce4j53Mz7MzjsGrr76K2tpajB8/Htdcc03EbYYNGwYAqK+vD1r+5ZdfYvLkyRg8eDDeeust3HTTTfjd736HN998M6HHjqejx/qSSy7p0ONHaghwzDHHAAAGDhyIESNGhK03Tj7+6aefgpZ39HvJ5HM0nd93POl+neiMx7rqqqvClgmCgMsvvxwAos65kurtoj1vO/pzveKKK/CLX/wCBw8exOjRo7F9+3acc845uPvuuyM+Xjzpfp5k6rmQjtfwZH4fcwF16SGmH374AQBw11134a677oq5rXFCzl133YVPP/0UH3/8Mc466yxYrVaMHTsWp512Gq666iqMHj260/f7oosuQmlpKZYvX4677roLb7zxBkaPHo3x48cnfB+VlZWorKwEoLfj/OKLL3D//ffjgw8+wLJly3D++edj1qxZYbdLV1vO6667DitXrsSyZcvwq1/9yly+bNkyAOFvXjJ13I0XuoEDB0ZcH205ADz99NOYN28eXC5X1G2am5uT2p9UnqOJGjBgQMTlhYWFaGhogMfjMZcZx2Xw4MERb2Oz2dC3b1/8+OOP+PHHH+O2g0vm59kZx+Bf//oXAER8jhuMn1Vpaam5zOv1Yvbs2bj22mvx5JNPAgBOP/10vP3221i5ciUuuuiihB4/lo4e61jP0UT069cvbFl+fn7UdYHrA58zQMe/l0w+R9P5fcfSGa8TnfFY0Y6j0ff94MGDab1dtOdtOl57/vznP+ODDz7Avn37UFFRgeXLl0dsvJCIdD5PMvlcSMdxTOb3MRdQ4CcmVVUBAKeddlrcySuMFyOHw4GPPvoIGzZswL/+9S+sW7cO69evx4YNG/Doo4/i/vvvx//7f/+vU/fbYrHgiiuuwKJFi3DdddfB6/XiuuuuS/n+eJ5HZWUl3n33XUyaNAmbN2/G66+/HjMMddQZZ5yBfv36YfPmzdi2bRtGjx6N7777Dhs2bEDv3r3DRlEyfdyj/TGINMIMABs3bsQtt9wCURTx2GOP4cILL0S/fv3gcDjAcRx+97vf4aGHHorYLSKWVJ6jiYr2vcSS6h/JUMn8PDvjGBgz2k6ePDnierfbjQ0bNgBo/zQC0D9NO3LkCP7whz8EbT9gwACzc0a6pHqs7XZ7hx431vMilecMkPr3ksnnaGd836E663Ui24+VDvGetx157Vm7di32798PQP/E7vvvv0dZWVlK95Wu50m2fj4dOY7p+j3IFAr8xNS/f38A+ijff/3XfyV12xNPPBEnnngiAMDn8+HFF1/EL37xC1RVVeGyyy7D8OHD076/gebMmYNFixbh7bffhiiKuPLKKzt8n4IgYNq0adi8eXPSo8XJ4nkeV199NR566CE8//zz+OMf/2iWJl155ZUQxci/qp193Pv27QsAUcNbtFaq//jHP8AYw69+9SvceeedYet37dqV0v505DmaTsZojzHaHsrj8ZgfVycz2UsiP8/OOAZGi9rCwsKI69955x20tbVhzJgxQT2tX3jhBVxwwQUoKCiAoijm8ra2togfk6eis451NmTye+kKx62zXic647H27t2L448/PuJyIPoxTPV20XT053ro0CFcffXVYIzhuuuuw1//+lfMnj0bW7duRXFxcVL7kk6ZfC4AXeP3I9261tsT0qnOPfdcAHo9b0dYLBbMmTMHJ510Ehhj+Prrr8PWAwgKCB11wgkn4OSTT0ZpaSlmzZqVUG/9REYKjFGQaB9NppNRtrNixQr4fD787W9/C1oeT7zjngpj0rFXXnkFmqaFrX/ppZci3s6o8zbCaaCamhp8+OGHEW8X77mRrudoR5122mkA9O8/0r4uW7YMjDEcc8wxKf+xiPbz7Ixj4HQ6AUSuj21paTHrewPrfFtaWrBhwwa88sorkCQp6PLRRx9F/bg7WZk41pmSye+lKxy3VF8nsvFYoedXAfqnbStXrgSAqKWdqd4umo78XDVNw5VXXonq6mrcfvvteO6553DNNddg//79HfpUPB068vNJJVN0hd+PdKPAT0zTp0/H+PHjsWbNGtx8881hJ+cBwOHDh/Hss8+aXy9evBjfffdd2HY//PADtm/fDiC8rMD45fnPf/6Tzt3HZ599htra2pgTZgRavHgxrrvuOnz55Zdh6xRFwbPPPou///3vAPSTVjvbsGHDUFlZiSNHjuCuu+7CwYMHMX78eIwaNSrivid73OfPn49jjz0W8+fPT3ifZs2ahV69emHHjh1YsGBB0JukDRs24Kmnnop4u2OPPRaAPgIcOAlUS0sLrr/++qgTH8V7bqTyHO0Ms2bNQv/+/bFnzx7Mnz8/6M3Qt99+i/vuuw8AIo5URZLMz7MzjsG0adMAAA8//DBaWlrM5bW1tZg5cyb27NmDCy+8MOiTs6+//toMLhs3bjQv7733HgBg3LhxCT9+LOk+1tmUye+lKxy3VF8nsvFYixcvDppQiTGG++67D7t378ZRRx2FGTNmpPV20XTk5/o///M/+OSTTzBhwgQ8+uij5v4de+yxeOONN/DEE08ktS/p1JGfTyqZoiv8fqRdJlsCkexJZuKt0aNHMwCsoKCAnXLKKezyyy9nF198MTvuuOMYx3GsV69e5vbGRB5HH300u+iii9gVV1zBpk2bxiwWCwPAZs+eHfYYTzzxhHn/M2bMYDfccAO74YYbwlpSRhPaljOeaG05jdZhAFjv3r3ZOeecw6644gp2zjnnmP35AX1ikWj7cPbZZwdN9BF6ef/99xPaR8MzzzwT1NozUtsvxlI77kbrw2T7s3/wwQfMarUyAGzEiBHs8ssvZ6effjoTBIH9+te/ZgCYJElBt6mvrzd7HJeXl7OLL76YTZ8+nZWUlLDevXuz66+/ngFg9913X9DtEnluJPscjcc41tEkMmnLkCFD2OzZs9lZZ52V0sRbyf48030M9u7dy8rLyxmg99WeNWsWu+CCC8x5FqZPnx7W//qll15iANihQ4eClr/44osMAPv6668TfvxYbTkZS+1Yx/u5xhPr9sbraaRWv4wxdt9990V8fnfW95LO52hnfd+R9jHV14lU2nKm+ljG8TAm0Jo6dSq7/PLLzV7zdrudrV69OuzxOnq7WFL5ua5atYrxPM8KCwvZ7t27g9Z9/fXXZmvo0L+r8dpyRpLK8yTVnw9j8f9upPs1PNXfx2yjwN9DJBr4GdMnpHjyySfZqaeeyoqLi5kkSax3795s/Pjx7M4772Tr1q0zt33rrbfY3Llz2dixY1lZWRmzWCysf//+7Mwzz2SvvPJKxD7hqqqyP/zhD+zYY481g2QyvxzpCvzNzc3sn//8J/uv//ovNnHiRHbUUUcxSZKYw+Fgw4YNY9dee23EmRAD9yHe5fHHH09oHw1NTU3MbrczAGG99wOlctxTDfyMMfbvf/+bXXjhhayoqIjZ7XY2duxY9vTTT7P9+/czAKxPnz5htzly5Ai76aab2ODBg5nFYmH9+vVjN954I/vpp5+iBoNEnxvJPEfj6ciL9969e9nNN9/MBg0axCwWC3M6nezUU09lf/vb3yL+oYh2f6n8PNN5DBhj7IcffmBXX3016927N5MkiZWXl7Pzzz8/6gzQxkRd1dXVQcvPO+88Nm7cuKQeO17gZyz5Y52rgZ+x9H8v6XyOZjLwM5ba60SqgSqVxzKOh6Zp7KmnnmJjxoxhdrvdnD022hvbjt4unmR+rkeOHDEnUHz55Zcj3p8xAeTRRx/NmpqazOWZCvzGfib782Es/t+NdL+Gd9XAzzGWI6ekE0K6nOXLl+Oaa67BBRdcgLfeeivbu0My6NNPP8Wpp56K1atXm/Wwq1evxrRp0/DWW2/h/PPPz/IeEtJxRheXZKNSqrcjpLNQ4CeExFRdXQ232x12TsAXX3yB6dOn48iRI/j73/+edC0q6doURcGQIUNQWlqKhx9+GHv37sVvf/tbzJkzB3/605+yvXuEpAUFftJdUOAnhMT00Ucf4cwzz8SoUaMwePBgWCwW/PDDD9iyZQsA4Oqrr8YLL7yQ5b0k2bB582bcdNNN+OabbzBw4EDccccduOWWW7K9W4SkDQV+0l1Q4CeExHTw4EE8+OCDWLNmDQ4dOoSWlhYUFhZi7NixmDNnDq666qq0TUBFCCG5hAI/6S4o8BNCCCGEENKNUR9+QgghhBBCujEK/IQQQgghhHRjFPgJIYQQQgjpxijwE0IIIYQQ0o2J2d6BnqSxsRFr1qxB//79YbVas707hBBCCCGki/F6vThw4ABOO+00FBUVJXQbCvwZUFVVhfvvvz/bu0EIIYQQQrqJ119/HT//+c8T2pbacmbQ5s2bMX78eLz++us45phjMva4siyjqakJTqcTkiRl7HG7IjpWiaNjlTg6VomjY5U4OlaJo2OVODpWicvWsdq1axemT5+Of//73zjhhBMSug2N8GeQUcZzzDHH4LjjjsvY48qyjLq6OpSWltIvbxx0rBJHxypxdKwSR8cqcXSsEkfHKnF0rBKX7WOVTHk4nbRLCCGEEEJIN0aBnxBCCCGEkG6MAj8hhBBCCCHdGAV+QgghhBBCujEK/IQQQgghhHRjFPgzoKqqChzHYdSoUdneFUIIIYQQ0sNQ4M+AqqoqMMbwzTffZHtXCCGEEEJID0OBnxBCCCGEkG6MAj8hhBBCCCHdGAX+BKxcuRJTpkxBYWEhbDZbtneHEEIIIYRkkazJ2HRkEz498ik2HdkEWZOzvUsxidnega6guLgYt956K9xuN2699dZs7w4hhBBCCMkCWZOxdNtSrNyxEnWeOnN5mb0Mlw2/DDeMvgESL2VxDyOjwJ+As88+GwCwevXq7O4IIYQQQgjJClmTcfuq2/Hpj5+CAxe0rs5dh6e2PoVttduw8PSFORf6c76k5+GHH8Zll12GoUOHgud5iGLs9yivvfYaTjrpJOTl5aG4uBgXXXQRdcchhBBCCCEp05iG//v6//Dpj58CABhY0Hrj67UH1+K5bc9lfP/iyfkR/vnz56OoqAjjxo1Da2srampqom67dOlS3HjjjRg1ahQeeeQReDweLFq0CJWVlVi3bh1Gjx5tbnvVVVdhxYoVUe9r0aJFuO2229L6vRBCCCGEkPRgjEFjGpjxH9P/1ZhmXg9cBsDc3vjauA+NafCqXrgVN1yKCx7FA4/igVt1w6N44PK58Pz25+PuEwcOK79bietHX59To/w5H/h37dqFIUOGAACmTp0aNfA3NDRg3rx56NevH9atW4fCwkIAwKWXXoqRI0fi9ttvx6pVq8ztlyxZgoULF0Z93Pz8/PR9E4QQQgghPUBg0NagAQzQoJnBGkB4SPdvGyuka0yDR/XAK3vhVt1wK254Va8ezFUPvIpX/9p/3aN6zPXGco/igU/1mde9qjdom9BR+5S+fzDUumuxtXorJvae2OH7S5ecD/xG2I/njTfeQHNzM+bNm2eGfQAYMGAAZs6ciWXLluHAgQPo378/AD3QU6gnhBBCSE8QNBoeOBIe8DVjDD7Fhza5DaJXhKAK5jYAwkbOA0O6pmnwaT49iAcEbuN6pIAdLZwHBnTja6/i1d9AdBFN3qZs70KQnA/8idqwYQMAoLKyMmxdZWUlli1bho0bN5qBPxmqqkKWZfh8PgCAx+MBAGrRSQghhJCUpbMkJSi4G+sDRtcZY1A0JShIh46MexQPPLIHTa1NYAcZZCbHDuXG6HqOBnKRF2ETbLAKVtjEkH/9y62ift0m2GAVrea60O33N+/Hoq2LEn5sp9XZid9Z8rpN4D948CAAoF+/fmHrjGXGNslavnw5rrvuOvNru90OQP8li6a6ujqs/GjXrl0AAFmWIcuZ69eqKApUVYWiKBl7zK6KjlXi6Fgljo5V4uhYJY6OVeKSPVbxSlLCRsdDRrv1/6OE9JB15mMyBoUpwaPjEUJ5rOWho+pB26resMfMNpETzcBtFdrDtlW0wsq3h+1oy0NDe9C2ghUCL4DjOPDgAQ7gOR48eH0Zx+uddqIs57n2r3nwUPooWLFjBRo8DTFLfzhwKLGV4Lji4zot66Vyv90m8LtcLgCA1WoNW2eMxBvbJGvOnDmYM2dOUrdZvHgx7r///ojrmpqaUFdXF3FdZ1AUBS0tLWCMxe1y1NPRsUocHavE0bFKHB2rxPW0Y2UE66D/QgJ20Hr/oBwDg6IqcLW40ORtAs/z4duG3Ec0iqbAq/lLTDQvfKrP/NqjeuDT2r/2aT4zaAcuN79WvfBoHvO6V829EXKBE2Dl9RBt/GvhLUFfx1turouwvcgHP285jmsP4dCDN8dx7aE9YJvAZTzXHug5cIAG8Bpv3jYezf9fPBf2uxDLdi2LuQ0Dw4X9LkRzQ3Pc+0tVU1Py5ULd5hXC4XAAALxeb9g6owTH2CYTbr31VsyaNSto2a5duzB9+nQ4nU6UlpZmbF8URQHHcSgpKekRfxQ6go5V4uhYJY6OVeLoWCUuV45VpFpwoyQFCC9BCf0aDAmVpCTCKFnxqT6z3MSn+uDyudDkagJUtJeppDBSrjK1U45hqgROCBsBjzTSHW+5TbDBIlhgE2yQIEFpU1BSXAKrJXwQ1RBz5NwfshMZOTcCPM/lfKd43Fp8K3a7duOznz4DBy5opN/4+pS+p+CWCbd0aocepzP5cqFu82oaWLYzYsSIoHWxyn06S0VFBSoqKgAAVVVVQaP9kiRBkjLbqkkQBIiimPHH7YroWCWOjlXi6Fgljo5V4qIdKyNwh5akRD1hM4EuKYHbRipJSYSqqTFP4IxVHx6zhtwf2BWWW+VNPMcH1YMbNeGRgni8bcICvWhNOFQa4TxwtNwM3Vz7KDkPHqqqoplvRklRCSRRihrOExk5724kSPjzz/6M57Y9h5XfrUStu9ZcV2ovxezhszPSjjOV18ZuE/gnTZqEJUuWYP369TjzzDOD1q1fvx4AMHFidtojVVVVoaqqCtu3b8eoUaOysg+EEJLrZE3GpiObcLDuIPop/TCh74Sc6mPdUbFOrozY+SR0tBvBXVIUWUGzuxneVi94kQ+6j1Spmho1fKcjlOdcIAffHqhTDeWRTvT0Lxc5MelgnEw4D1xulrl0MJzLsgxZkuEQHfSmOwKJlzD3+Lm4fvT12PST//WqNPdfr7pN4J8+fTpuv/12PPvss7jjjjvM1pz79+/Hq6++iqlTp6bUoScdQkf4CSGEtJM1GUu3LcXKHStR52k/v6nMXobLhl+GG0bf0Gl/SKO1J0ykJCUopKepJCUelanmaHabtw0NLQ0QVAEy5PZQHiGERyxbiRDKFS03A3looE42lEucBNWloqSoBA6rw7w/kU8+kAcKDeRBoTvw6wTCeeBykvskXsKEXhMwWByM0tLSnA77QBcI/MuXL8e+ffsAAPv27QNjDA888IC5/ve//z0AoLi4GI899hhuvvlmnHzyyZg7dy68Xi8WLVoEjuNiTrLV2WiEnxBCIpM1Gbevuh2f/vipfrJdgDp3HZ7a+hS+qvkK/3va/0LghJglKdGCO4CII+ed0bEkMJDHGwGP2ac8pBWicV3WMtfhLREcuOghPA0j5RIvpSUAq4qKNqENhQWFECWRwjnpcXI+8C9duhRr1qwJWnbvvfea143ADwBz585FaWkpHnvsMdx9992wWCyYMmUKFixYgDFjxmRsnwkhpKdjjEFlqvmvMVOmBg2a5v+XaVi2fRk+/fFT/TYhre6Mrz/78TM8ueVJXDb8sg7vl8a0uL3EEw7lEXqZ+zRfh/cxnThwSdWHRzz5M0bJS7oCedh+JzByHjO0h4RzVVFRJ9ehtKCUylRIj5TzgX/16tVJbT9z5kzMnDmzc3YmRVTSQwjpijSmBYX2sPAeegkI84mUsCiagtd3vZ7Qvry+63UMKBgQ1qc82VCeq4E82gh4YE14aOCWIAFewFnohN1ij7iNhbd0+ih0usN5Z3RrUZFb3XUIybScD/zdAZX0EEKyRdVUczQ90iVSoDf+TQfGGDyqB03epvaLrwmN3kbsbtyNRm9jQvfTKrfiwS8fTMs+JStae8NEQnmkEfPAbayCNeVArioqWhtbkV+UD0EUErpNzJNAA8J5tOXRbk8IyW0U+DOARvgJIalKtDQmUojvrFk1vao3KLwHhvlGbyOafc1o9Daa631q546qG/3DY5WlJBrKQ7exCJashdp49eQqr4JJDEW2IoiiSOGcEBIVBf4MoBF+Qno2BgZVUyFrMlRFjTy67t+GITjYp6u7SyyyJqPZ6w/pIQE+MNQbYd6tuNPyuCIvJtUV5pbjb8FxpccFhflsBvJA8cJ5vJHzSCUv8ciyDGZhKLQUUl06ISQmCvyEEJKAVEtjNGhQZAWt7lZ4Wj0Jl150dF+NUfag0fZIAd7bjDalLS2PK/IiiqxFcFqccFr9l8DrVieKrEUotBSiyFoEkRdx3fvXJVTWU2wtxlkDz4LId/zPVsw684De5ekM54QQkk0U+AkhPYJR4mKUwwSOpsc9GbWTSmMSpTIVrb5WM6A3+iIHeOPSIrek5XEFTggP7TECvF20J12Pfv7g87Fix4q421045EI4JEfMcB400RCFc0IIMVHgzwCq4SckPRIaXc9iaUyiNKahTW5rD/ChpTShAd7XAg0df9PBg0ehtdAM6JECvLGsyFqEPCmv0zq8CJwAkRdxzXHX4IemH7D+0Hpw4IJacxpfn9rvVNwx/o6cn9iGEEJyFQX+DKAafkLaGaUx0UbVA084TaXVYzYwxuBSXFFPXG30NKK+rR5tWpse5n1NafvUoMBSYIb2ImsRCq2FKLIUhQV4p9WJfEs+BK7zS4o4jjMDvciLEDkRAi+Y10NnN33qjKfw3LbnsPK7lah115rLS+2lmD18Nq4ffT2FfUII6QAK/ISQlMmaDLfihg++LlEak6hYrSQjjsL7mpI6+TSWPCkvYoAvtIaPyhdaCiHwnR/gQwmcYAb4oGAf8HUyJF7C3OPn4vrR12PTT5twsO4g+pX2w4S+EyjoE0JIGlDgJ4QkTFZluBQXWnwt+Pehf6OmoQZlLWUYVTEqLSdTdqagVpIhJ65GKqNJ1wRNdtGOQkshCoQClDhK4LQF170HjsgXWguzHnBDR+eN6wInQOIlCLzQaXXwEi9hQq8JGCwORmlpadaPBSGEdBe5/Re6m6AaftJVaUyDR/HApbjgVtzwKl78feff8c6ed4I6qxRbi3He4PMwc9jMjAV/WZVj1r0HltWks5WkRbCElcyEBfiATjUWwZLSBEmdhef4mCPzuf7GjRBCSPLolT0DqIafdCU+1Qe34tYDvuo16+YVTcGCDQuw6cimsNs0eBuwYscKfNfwHe458Z6UQmNgK8m4AT6NrSQlXop88qrFGTHA20RbWh63swi8fyTeGJnnBbNuXuRF6lJDCCE9EAV+Qno4VVPhUT16yJfdUJkacbu/7/x7xLAfaNORTfjH9//AZcMvC2olmUiA79RWkiFfB9bCp9JKMlt4jjcDfLRg31W+F0IIIZlDgZ9EJWsytlZvRZO3CU6rE2MrxlJNbTfhUTzwKB5zFD8eRVPwzp53ErrvF3e8iDd3vYkWuSWoxWKqjFaSifSDd1qcndpKsrMFjsaHdrUxTpQlhBBCkkWBn4SRNRlLty3Fyh0rUeepM5eX2ctw2fDLcMPoGyj4dzGKpsCtuM2gH20UP5r/1P0nodlQAb3uv1lujrqeA4d8S35Q3XusEfkCS0G3KEPhOA6SIMEiWoKDfECw76pvVAghpEdiGqB1je5zFPhJEFmTcfuq2/Hpj5+CQ3D4qHPX4amtT2Fb7TYsPH0hhf4cZrSVNEK+T02t48zhtsP48vCX+HDfh0ndbmz5WAwvHh4xwGerlWRnCyqtCelqAxVokBtQmlcKSaLfG0IIyRmapgd3pgKa2n7dCPPm9QjrFBVQukaU7hp72cV1pS49S7ctxac/fgoAYeUYxtdrD67Fc9uew9zj52Z8/0h0Rk98t6yX6aTS815lKnbW78SXh7/El4e/xP6W/Snty6XDLsXo8tEp3TYXJTuRVChZkzO4t4QQ0sMwFiGQq/7rIeuCtmP6JRWqDO7HLbC2tYLzDQUGnwIIuTugQ4E/A7pKlx5Zk7Fyx8qw6e1DceCw8ruVNPtlljHGzG46bsWd8sRPLtmFLdVb8OXhL7HpyCY0+8LLcUptpWiRWxL6pKDYWowRpSNS2pdsSfdEUoQQQlKghYb1wJH1SKPsxtcZnIVdlYHNzwNfvwLRXY9iY3l+BTDxF8Apv87J4E9/xYhpa/XWoJr9aBgYat212Fq9FRN7T8zAnhGDMfFVaMvMZB1pO2KO4n9T+w0UFv5mYWjRUEzqPQmTek/CYOdgvPzdy1ixY0Xc+z7/6PNzKiBncyIpQgjpcZIqkQm8nsHQnipVBt79DbBvHRBS9ozWGuCTBcDBTcDsFTkX+nPnrzLJuiZvU6duT5IXOvGVqiV3sq1BZSq+b/jeDPn7mveFbWMVrBhbPhYTe0/ExN4TUWIrCVo/c9hMfNfwXczWnBN6TcCMoTNS2sdU0URShBCSZkYZjMIyVyLTFWx+3h/2AYRVQvi//v594LOFwGl3ZW6/EkB/CYnJaXV26vYkMV7VG9QyM9VRfJfswtaarXqpzuFNaPKFv0ErtZWao/ijy0fDKlij3p/Ii7jnxHvwj+//gXd+eAcN3gZzXbG1GOcffT5mDJ2R9oAdOnEUTSRFCCEJ0iKNsscpkZFloKUN4JqBLM8MnhMYA2QX0FYDbH0xgRtwwMZngFPuyKlRfgr8xDS2YixKbaWo99THreEvtZdibMXYzO1cN6Zqqt5NR/XEnPgqEdWuanMUf1vttoh1/ccUHWOG/KOdRyfVClLkRVw2/DLMGDoD31R/g9rGWpQVlWFUxaiUgj7HcUGj8TSRFCGEhIhXBpPuEpnuPEIP6N+frxVwN0S4NAKeBsBVr//rbtSXJ9XpjgGt1cD+L4DBUzrpm0geBX5ikngJs4+djae2PhVzOwaG2cNn0wm7HWCM4HsUT0ITX0WjMQ07G/SuOhsPb8Te5r1h21gEC8aWj8Wk3pMwodcElNpLO7DnOpEXMbpsNFrFVuQX5UdtsxlUO88LZt08TSRFCOlRzDKYCC0eA2vew0bdu3mJTDowDfC2RA7ubiO8NwavT7HJRVLcDfG3ySAK/BnQldpy3jD6Bmyr3Ya1B9dG3aaybyWuH319Bveq6zMmvjJCfiotMw1uxY2t1VvNrjqRJsQqtZViYu+JmNR7EsaUj4lZqtMRAi/AJtpgtViDJ5JKoFUlIYR0KYxFCOsB5TGxustQaE8c0wBPU/vouruhfdQ9MMib6xr1Y50Oog2wF0e+uJuALcsSvy97cfxtMogCfwZ0lbacgD7Kv/D0hXhu23N4ZtszEdswXnHsFRA5eurEEjjxlVtxQ1Y71oe92lWNjYc34svDX+Lr2q9jlupM7D0RQ5xDOi1sS4KEfCkfFs6CJrkJpQ6aTIoQ0oVooWE9Tm17Nlo/diea6g/wgeE94HrgqLy7Xt+2A4NiQSRH5PBuKwr4usT/bxEg2aPflyoDO97yj9zHei5wQH45MOCk9HwPaUKpjYSReAlzj5+Lz3/6HJurN2Nw4WD8/Jif44nNT4CB4aUdL2FsxVg6aTdEOia+MmhMC+qqE6tUZ2LviZjYa2JaSnWiEXgB+VI+8qQ8WAQLAECWaTIpQkiWRCyRCWz9GBLWZR/Q0gKgiU5E7ShNCR59d4eGd2NdvX95M2IH5CRY8kPCexFg8193lIQE+WJATOOn24IEjLkU2LAkzoYMmHhTTp2wC1DgJzHUumsBAMNLhuP8o8/HVzVf4ZMDn2DdT+uwtXorTjnqlB5dg220zOzoxFcGo1Rn4+GN2HhkY8RSnRJbSXupTtkY2ERbhx4zFoETYJfsyJfyO/VxCCE9VEolMinWtatdpM97Nqhy++i6uwFcWx0cDdXg0QZ4mwLCe6N+3Rs+OWPKrIXtwd1eHBDeA64Hhnv/gFPWnDAHOPwNsO8z6H34A59T/q+Hnq136MkxFPhJRIwxVLurAQDljnIUWgoxe/hsrDm4BhrTsOI/KzC6fHRYr/buzqf6zIDfkZaZhhpXTVBXHVkLHzUf4hyid9XpM6lTS3UAvae9Q3LAITpgF+1Ug08IiU+LdLIplchkjeINr3E3v64PH533tQbdXARQmNIDc4CtMKBsxh/c7VHCu60o50bB4xIk4Lz/BTYvA7a9ArgCJivNL9dH9nOsHaeBAn8C7r77brz99ts4cOAAioqKcMkll+Chhx6Cw+HI9q51mja5DR7FAwAot5fDITkwyDkI0/pPw0f7P8L6Q+uxtXorTu13aree2EhjmhnwOzLxVeD97WrchS8P6SF/T/OesG0svAXHlx+PSX0mdXqpDqC3xrQJNuRb8uEQHRTyCemJkpodNWQd6Vyyuz2kx+o8Y5TTyG1peVjG8eBszgj178XBo/JGDbytEOjGecAkSMDEG4ETroVycAta2lpR0HcoxMGn5GTQN/SAn0zHSZKEl156CccddxwOHz6MGTNm4O6778aTTz6Z7V3rNMboPqCP8ANAoaUQlw2/DJ8c+AQqU/Hif17EmPIxKLOXZWs3O4WsyWjyNkHxKeabno7wKJ6gCbACJ6wylNhKMLFXe1edTJTQ2EQb8qQ8OERHjy7NIqTbCJ0BlWZHzT2M6QE+8GRVV+jJqyF18Gn4OwQA4ISAkB4Y3gOXlUC2FKJetqKkrBckS5ZLaHKZIIEdNR5en4j8PgNyOuwDFPgTsmDBAvN6v379cNNNN+GJJ57I4h51vhpXjXm9wl4BAMiT8nBUwVH42YCf4YN9H2DD4Q3YcmQLpvafCinHn+ixGBNfuRU32jxtaHI3Id+aD6EDJ3bVuGqw8Yi/q07N11FLdYx6/CFFQzIyY6xFsCBPykOelNetP5khpEvTQsN6lPIY2Qe0NgN8KyBwFNqzgTF9RD2R4G583YG5V4LwYpzOM0XB660FQCJ/ZxQVrNkF0EBQt5Lzf/EffvhhbNmyBZs3b8bu3bvB8zwUJfrJka+99hoeffRRbNu2DRaLBVOmTMGDDz6Y1naYH3/8McaMGZO2+8tF1a7wEX6O41BoKcSlwy7Fqv2roDAFL+54EcdXHI8KR0W2djVpjDF4Va8Z8gNbj6Y6y61ZquOfAOuHph/CtrHwFowpH2POctvZpToGSZCQJ+ohvyu/MSOkS4lWBpPO2VEVVe+YoqkUztLFmIXVnGk1NLhHqIOPMKCTEsES3nkm1sWSD1AJJklQzgf++fPno6ioCOPGjUNraytqamqibrt06VLceOONGDVqFB555BF4PB4sWrQIlZWVWLduHUaPHm1ue9VVV2HFihVR72vRokW47bbbwpY/++yz+PDDD7Fx48aOfWM5zujQA+g1/IYCSwH65vfFmQPPxHt738OmI5uw+chmTO0/Nac7uaRz4iuDR/Hgq5qvzJAfqVSn2FpsjuIfX358xo6RwAvmSH5nTbpFSLcXrwwm2sypVCKTO5imt4VsrYNUdxhcrRvwReg8EzSJU5pmYRWtUU5YjXACq71E7xlPAT738YL+5kywAIwDtDSVXHWynA/8u3btwpAhQwAAU6dOjRr4GxoaMG/ePPTr1w/r1q1DYaF+jvmll16KkSNH4vbbb8eqVavM7ZcsWYKFCxdGfdz8/PywZc899xx+97vf4YMPPsCgQYNS/6a6AGOE3y7akSflmct5jkeBpQCzhs3Ch/s/hKLpo/xjK8ait9i7/Q5UGdj/hf4Cai/WJ6DI4Ohyuie+MtS6a9snwKr5Gj4tfGKyo51HmxNgHVN0TEZKdYD2Djt5Uh7sYozJQwjpabRUJlmiLjI5SVP1tpBBZTMRgrvZnaYRYCokAB3+TFWyt3eeidR1JmgSp+LYkziR3MZx7aFekPwX/9eBb8pkGWhL0xvETpbzgd8I+/G88cYbaG5uxrx588ywDwADBgzAzJkzsWzZMhw4cAD9+/cHoAf6SKE+mr/85S+477778OGHH2Ls2LFJfQ9dUY1bf2NVYa8I69pSYClARV4Fzhl4Dt7e8za2VG/Bv4/8G6f3Px0OXgI+exz48hmgLeDNWX4FMPEXwCm/7rTgb9TiuxQX3Iq7wy0zAb1UZ3fjbrN1ZqRSHYmX9K46/pCfyZOYOY6DQ2wP+dRhh3RbYSUyIWUw6SiRIZmnKcGzsEa8NPpnZ63Xw37aZmHNixDeiyLPwGovBnL4U2ySAo7Tz4Mwg33A9W5YIpfzgT9RGzZsAABUVlaGrausrMSyZcuwceNGM/AnY+HChXjooYfw8ccfB5UFxVJdXR32acSuXbsA6DOUZnKWUkVRoKpqzHMfQh1pOwIAKOMkKNv+CdiLwPqdaIZ1G2fDJUMuwfv73oesyVjx7QqMcY6A7d27wO/+CAwcAqMna60B98kCaAe+hDrzhbSFfpWpesCX3WnpqKMqKtw+N7756Rv8u/bf2HQkcledImsRJlRMwMReE3F8WXCpjqp0rHVnPEYbTYfkgENymEc6mZ9vOqTyvOqp6FjFoKl6DbQqA5oCxeeD2tIIBW3+E1FVav0YhaKqUFUNitq5rzlJURX/yHo9OH/bSONfeBrAuYPXwdsCLk2zsDJLgf63yug8YysG84d31epEs2ZHfkkvCHmleoBPdhKnTn5tzxU5+bzqiMASHCHgerTGFaqmXxKQrdf2VDJktwn8Bw8eBKB30QllLDO2Sdavf/1rSJKEyZMnBy1vbW2Ncgtg8eLFuP/++yOua2pqQl1dXcR1nUFRFLS0tIAxBlFM4Eeuyqip+x4AUPHTVxC/mqMvtpfBNeoKtI29CQrHweIW8bNeU/GvQx9iW902bP/gHvTf/REAhL2AG1/zuz5E2wcPoG3Cf6X8DlrWZHgVL3yqL6z7jaIp2Nm8E21KG/LEPAwrHJZQN5p6bz221G/B5rrN+LbpW8gs/JdpYN5AjCsZh3El4zA4f7BZqqO0KmhF9OdCulgEC6yCFTbBBp7n4XF74EH2ageTfl71YD36WGn+E0uZ1n6CqTEKH2FeC0VV0eLygikeiEL3G2VLJ/NYgXXesVJ94L2N4D1N/n8b9X+9Tf7rDcHr5PS9FmqWQmg2JzRrkX6xhf4bsM7qjDmQZBwrj8UKURP8ZRj0BjySjDyvOgMv6s8BXtCvGxeNAzQAMgCoANz+S8dl67W9qakp6dt0m788LpcLAGC1hp+gaLPZgrZJViqlIbfeeitmzZoVtGzXrl2YPn06nE4nSksz06EF0J+QHMehpKQk/hNSlcG/chXq1BaA51Ee8A6fd9ehYOOfkVezFerZj0KUvLis/1SsOrIaPk3GSy1bcRaAWBXrDBzy/7MStvFXAoJdP0lJssU9Wcmres2RfEVTwFk5WP3/AXrQ/8euf+C9ve+h0ddo3q7IWoRzB56LGcfMCAr+jDHsbtqNjUc2YmN15K46Ei9hdOloTOw1ERN6TQg6eTlTLILFHMkXudz6dU3qedXDdetjZQR6c5ReNUfroSkAz0JeFDjof3oiHwdFVcGBQ0mhvWuFjSxI6VgpHrNEhjP/bfCPxDeEr/OlaRIncIB/Eifmbx/JAiZwMkblzWU2pzkCywEQ/JdU0fMqcTl7rIJKcKTgEpwMnSsXKluv7U6nM+nbdJu/PMast15veH9bj8cTtE0mVFRUoKJCb1VZVVUVNNovSRIkKbPtEQVBgCiK8R/388fRvHcVPAP10qeKgI8wzVH6vWvBb30eJcdeCDTuxXTrUXjFvRebrSK+tFlxkid6j2EODHDXQarZBvSbACit+sUNvaOB5AAkO5hog1v1mCHfbJfJI2ySKEVT8PDGh7HpyKawx2v0NuKlnS/h+6bvceeEO7G9brvZVafeUx+2fZG1CMcXHY/J/SfjhN4nZOXkV5EXzQ47lmQ/cs6whJ9XpOseKzPAy8FB3rgebUCEAyCk9kdYEHiIggCpA3Nh9BQi80Jsa4YkN0c/gdUI8u56fdKndOD4kL7vsU9g5ayF5qe62TrTiJ5XicvqsQoqwQmssc/N185svLan8ljdJvAHlu2MGDEiaF2scp9MqKqqQlVVFbZv357W+QDSTpWBL59BjdD+tCiPVsO34WlYNixBbwC38jze6t8Xbp7H4mInTjxUHf8F/YdPgIoRgKW9A5Amu+FyN8CteuDWfNAEERDt+hsB0Ypofyb+vvPvEcN+oE1HNuHKd6+M2Gd/cOFg84TbowuOhqvJhfyijk28lSyBE8wOO7nc3pR0Q2GBPrimnk56zSDGANkV+wRWo/bdXQ/R3YBeSromcRJidJ4JOYHVVgzYCrM2qkq6gWhdcHgJ4Ol51Rm6TeCfNGkSlixZgvXr1+PMM88MWrd+/XoAwMSJE7Oxa2Ej/Dlr/xdAWw1qbO1lUVEDf0CNfqmmYXaLC3915mOLzYb1dhsq3XFqy79eCWz/J7RBp8Az5HQ09zkeXj6kfEpTAdn/x4zj9A4Jkk3/1z/yrWgK3tnzTkLfnhH2RV7EmLIxZsgPnDSss0+4DWS00XSIDuqwQzpPYKDXFP2kylwN9KoM7sctsDbWgCsqB/qNy9lRvYQYkzjF6zxjjsA3AGp4q99oYr5i8FKM4B7wtRHyrQXUA56kV1gJTkBry27YBSfXdZvAP336dNx+++149tlncccdd5itOffv349XX30VU6dOTalDTzp0mRF+t96NpiZgZLs8VgA+9gJg6Nk44ijCzzgNL6//PVw8h6eKnJjs9kT9Y6R38GGA6gW/+2M4dn8Mm5SHtoEnoe3o0+DpPTr8xYAx/aNo4+NongcEGzbXb0ejtzHhb/HKY6/Ez4/5edb61HMcZ85t4BAdFPJJx3WlQB+NKgObnwe+fgWiux7FxnJHKTB6FnDCnNwI/kwDvC2Rg7vbCO+NwevTNYmTYA0L7qrVCReXB3tRBcT80vbw7ijWW07S6wvJBLMEJyTU58LvLPSBRMb0YUrGmP9fgIGZL4+BX4duhyjrZEXD5n11qG9sxuA+HE4cUg4pxTLGTMj5wL98+XLs27cPALBv3z4wxvDAAw+Y63//+98DAIqLi/HYY4/h5ptvxsknn4y5c+fC6/Vi0aJF4Dgu5iRbxM+u/5mtDjhJJ/oIP4BjLwT6TUC+4obTU48Z9gFY7j2Ar21WfGq34dQoo/yNY2fDVzYMeXvWwrHvC/CKG7zchoJdH6Ng18dQ7MVwDToFrUefCl/ZMPOPFmMM1d56fNu0G/9p+gHfNu/GvrZDSX2LAwoHZCXs20SbWZefqYm4SDdhnBRrlt0oAeFe7hqBPhZVBt79DbBvHcLGrF31wIYlwOFvgPP+N/0Bgmn+HvCNwfXurvrgIB80C2uaPgUUbdFnXrUFjMo7SvSvJXtYgNcUFW3NLtgKHQDVpZPOFKcEJ2KoVrSwUA3o4Vkzl8UP1kYYh7k8wnYxgnu6KaqGl748gNe3/ogGl9HRbw/K8624evJA3DJ1SE4G/5wP/EuXLsWaNWuClt17773mdSPwA8DcuXNRWlqKxx57DHfffTcsFgumTJmCBQsWYMyYMRnb51BdpqRnwElAXjlqBH1EKk/TkBfxl4XT/wj1OV7fzpKPBs2Lc0/8DV5b82u0cQxPFhfBxhrQzPNwahqO93hhAeDqNwFNY2YBvAh3v/HgJnthP7gReT+shePgJnCaAtHdgML/vAXHf97Ct0V98GXvY7DFZsM37sOo9yXfiipQgWDT/8hnIHRbBatZl59Ia1DSQ3X3QB/P5uf9YR8ILBUM+nrfZ8DmZcDEG2Pfl6YGT+LkaQBcgSeuBozKu+v1bdM2iZMjSngvilwHT7OwkhREHYWONVrt/z1qD9UIuw8wgHEA40QoENGoSFBZATjYwHgLGMfrvyoawHzG/StgUDolVOcqRdVw7xvbsWFPeNOP2lYv/vThTmw90Iinrx6fc6E/51PI6tWrk9p+5syZmDlzZufsTIq6TEmPIAGTbkLNN0sAxCrnYcCE64HSo813905fGRR3Hc4fNgOvfP93/MdqwQ19epm3KFU1TM8fggtOuC24PaZohWvQKXANOgUeVx32/fAv7DiyBd/IjfjKaoGb5wHvPiDkvDQLL2F4wSAcWzgY7x76FG1K/M4TxVIhRohFQOMBvSSIFwFO1LsA8IJ+nXEdCliSICFPzEOeJQ8SnxsfZ5Is0zS9Llt26yPEPi74JNke9McyjCoDX78CfWQ/znHYugIo6KvPtOoJDO5GZ5oGwNMc/34SZckPP4HVLJkpCe9QI4a3hCZdU6QRYs1IxfCH5Uij1YkGa2M7c31gWI8e3NP13GacCCZIAC+B8RKYYAHjRf3vOcdBVRV4hAYInAMCE/XW9aDJ7wDgpS8PRAz7QPtPZ9WOaixZvRu//NnQzO1YAnI+8JMMO+XXqNn7dwDuCOU8/j/KQ88GTvvvoI/X86V81LpqsbNxV8S7rRN4LHXvwVffr8A9o34BUVVR523Et/7SnP80/YA9rQehgflbdAd3qilVVIzzejHOo18GFx0Nb/lQtPU9GRZewIp978X91s7vewpE49wATQM0HwCffzIOP5XpE7LwTYDFor8J4AX9TYF5XQr6hEDgBeRJeciX8nO+jSbpBJoWUDMvI6zrDWP6DJ1uFyD5qPTCoHiAXR/rYT0R3mbgo3vjbxeNtTD4BNbAevdI3Wnod7nTdepodUioVlQVTW4fNF4Az3OdHqqzjYEH888mywRJH6X3h3zqrqRTNQafqsGn+C/+67Ia/LVP1SArGtw+FS9vOhD3fjkAL6zfh5tzrLSHAn8GdJmSHgAQJFTnlwCtP6I89HUvvxyYeBNwyh1htbQcx+HN3W9ia83WmHe/qXozfr3pEbjkNlS7a6Ju19/RGyOdR2NE4dEYLeTjmB+/Qf6eT2FprtU3qN6B/OodKNnwDH6Z3wsHHArWOuzgGAMLqHM1vj7V5cb1jU1IeAoZxgDF/4YgAoEXYJfykW9zwibY9E8GFK8e/oyZ/kj3EBToleDyG03R15NgjOkj7i2HgdbDQMsh/XqL/3rrYbNJQGo4vS1kYM27I6TrTNDIfFHOnECYaUbw1Vj3HK1OlKoaQU6FkEMhrCMYOP8ovegfpddr6xkvmZOW5SrGGGSVtQdrI2yHBO2IATxoHQsL54neVuukpyADUNPqxaa9DZg8JHOTrMaT28+IbqLLlPRA/yWscelBvKJwAHCkGsjvDcz4P73GP8ofTVmT8c9d/0zoMfY27w36WuREDC0YgJHOIRhZeDSOdQ5GoZQftE1z+Sg0H38ZpIa9yP9hDfL2rIXYVguOachrOYSFLcBzRYVYWVCA2oAR1FJVw+yWFlzX2Ay++V9o858/kAqe42EXrMgTHbALVr3DjqoCaoTzCsx2ZFL79N7mdf8MgSQ3GIE+cDIpCvSxqT6g5QjQGhjkjXDvv6hp6g8faNp9wKBT9LCfY4Emk6PVxn2oqoYmlxcKeAgCn/VQTTpHvBKcVKgaCwvAPv+bIrdPRnNTK4R6BkXjgsKyrIaGZxY0Cp5o8JbV7v/cbHIn3mI3E3LrFZNkXbOvGT5Nf5KWyf5al+JBwOApMW+3tXor6jx1CT/OscXH4qS+J2FEyQgcU3QMLKpPP4FOjdHCjuMglwxGQ8lgNIy/BtbqHSj85jXkHfgSEoC5jc24vrEZW21WNPlPFh7r8cJ8i+JugO3wdnj6Hp/wfnIcB5tgRb4/5CfcYYcxPTSqcuT1HKd/CuAfkQl+U0BvCNJK0/zBXQ4J9MbJsRTogzCm/y4aI/EtASP0xteuxH/XTaIVKOijDyAU+C95FcC6hXq5Tkx6owA2/FxAEPXRav/PrSeOVhtUVYOiMSiaBkYdOLsMjTHIKvSw7L94VQ5eJsLHeHgZD58mwMd4+DQ+IFR74VPcIcE78gh3tLIU43pnjW5nksBzsAg8LCIPSeBgEXnza/NfkYckRF5uEXhIIg9LyG2lkG2M7XZVt+KBd/6T8P457blVFkipIgO6UkmPMboPABVefwFMXlnc2zV5k+uec/HQi1HZt7J9gWDRZ931tQLupvit7zge3l4j0eZpRN6BL83FEoCJnugji70+rIJcNAC+4gGQnf3160X9oRT0DirDsQkWFFrz4BBtELhOKM9hTH9zoyqRp7oPfEMQ7ZMC6rGtM95cRS27oUAfRJWBtmqg+VDwiHxgwFfiTJwXiaNUD/EBgZ4V9IGW3xuqoxeYtRAMHFTG9LCs6WFdajwEx+Zn49w5Q9Mx09HcHL3MjpBEMMagaAw+hcEbELjDAzgL+Bp66Uik9QogawHrlMBt/OuU4NvK3eQlKWLAFnhIIhc9YIcsl4Juy4V8HeW2/q8FPrN/A/s6bSh2SAGtOCPjAJTlWzFhUHHM7TKNAn8GdKWSnmp3tXm93OUfdcsrj3s7p9WZ1OMUSAURlnKApUDvjuFt0UcZ44Q1zRLpfqLjmApLwx5YGvYELWe8BMXZD1rJYHgdA+HoeyzEsmMAZ78401l2ksA3BNEYJxCbbwrE4E8MussbgrBAr4acJNtN/nqmA2P6706kkXkj4LfVItkRaSZYwPJ7geX3hpbfG1peL6h5vaHmVej/OsqhChYwBmgag8ZY0Mg7ZLTPmh1q+OXgDn8D+0/rYU7KZzyu/2t338loPu7KVI4IyTEaaw/YQaFaCQ7E3pCQHBjMvRGWhwb3sG2U9vvuDqPbIs+Fj16bIZkLGL0OHc2O8nXAbUUOUD2tKHQ6YbNIEYO3JHA9buJIUeAxfexR+Ovne2NuxwBcM3lgTp2wC1DgJyGCRvjb/CfVJTDCP7ZiLEptpaj31Jsfi0dTbC3GiNIRMbbg9I4a1gK9zZ63OWqo8/QaAcVWBMHTGDOXMwBMcqDlmGmwNB2E1HgAYkBZAqfJkBr2AA17YAWAbf4VvAQUDwRKjtYvxUfr7UgL+2X/JEBN9X8SEmU0lhfCy4T4gDcFufJiHRjow2aKpUAfRFOA1prwE2EDA77sSv5ubUVQ83pBdfSCktcbiqMCSl4F1Dz9a81aFPv5oiH1Cal4EYenPIC9q/6K0TVvoQztnxbWoRDbyi/EoCnX0VwWaaCPboePZIeObpvrFD0gRwrlxsh3tOAdbZ3SDX6dOcBfBsKZIVkSBH8oFhIL2NFKTkJGxyPdRurk0W1VVdDWxJDnLIBA5aVBLp/UH/853IwvfgjvLmY0F552bAVunjok4/sWD/0kSZCagM45ZcbocgIj/BIvYfaxs/HU1qfibnv+0ecn+MebA2xOPfgbI/6hPct5ES0jzkPxlhfj3RMaR12MpuMv09toCnbkqQqsTT8CDT8AdT8ADT+A1e0G19b+KQc0GajbpV9CHhdFAW8EjIuzf/bfCBiMNwRKlJFVno9+DgEv6uvTwQz0RpAPqadP18yl3YGvFWg+BNZ6GFrzITPUc61H9H9dNeCSnCiK8RIUR4V/NF4P8KqjAkpeL3/IrwALaYObSYrGMP/jJnxx8DxIOAvj+Z1wohVNyMe/tWGQD4iYvKoJD55RCjHDH+Gnm6oxf/kHzPAcXFYSHJZDR6nlkCDtkTW4fCo0uKCw4PsNDvTtt+sGg9sQeX/gDrlYBX25FGGdxANgKvKsImxmsDYuke9PEjhYJAsskgjJYoUoWWCRLBAkC7hceZ0nGSUKPP7nouPw0sYDeGPLj6gPKO8py7fimskDc64dp4ECfwZ0xRr+fNEOhxGuExjhB4AbRt+AbbXbsPbgWv8H8eF/Wib0moAZQ2ckt1Mc3x78jRH/gODfNHomrDU74Ti4CQzBFTjG1+5+E6GOuxq9rIWwCwET5DhKgT7tszArior6uhqUKochNu0D6ncD9Xv0f1uPtN9OU/zrdgfvKy+0vxEwPg0oPhooGpA7bwQMmgZo3jhvCMTobwoCKT4K9H7GyaIaY9A0/cROn6LC7fOirb4Rossf3lsPg287At7/r9B6BLzcCkB/ziZ65ohqdQYH+LxeUBz+f/MqoNlKcrrv9t++asEXB/VPqWSI+EIbGbbN+gMerPiqBdeOK0z5cRiLMFqtBQTsKCUkkUaqZTOMRx7FDgzY3oDH6w6NSTgAVrE9KEtBgTs4REcK3taAgB26Xr9f/zqeCwrlVjOEA3wKn06qqoYWlwcFDltYW07GiXrXG39ry3R0wSHdlyjwuPqkgbh8Yn98faABra0tOOaocpw4pDwng76BAn8GdKUafmOEv1wK+MPqSCzwS7yEhacvxHPbnsPK71ai1l1rriu2FuP8o8/HjKEzUv9onuP1ntrWAn2039eqB39eRPW038G57R8o2PEuxID+3pq9GOqoGbCNvxF2MbHAzaQ8sNLRwFFjg1f4WoGGveanAaj3X1oOtW+jqe3LA/EC4BwQ/olA0cDceyNgCJycLBJVA1rcAJq61WRSGmP6iaX+riztX/s/rNCY2aUlMNjD5wLaDkNsPQzBdQRiWzWEtiMQ2g7D0XYEBe4URuc5AaqjXB+Vz+vlH6nX6+eVvAp9dF5ydNKR6FyMMbTJGv7xbWtC26/4ugWtPtXfJjC5MhJjXXcghYxuizxrH7HmuYBSk9DRaoQE8uB14YHduB9A4v3rRA4Chy5Zu83AA5wETcoDLDYw3piUypLTb4hJ5+A5Tu+N4f+X4zjwHMBB/xf+dTzHgfNvry9r35bnOPR1WtHcYEF5eUlOh32AAj8JUe3Sy1kqxIAQkUBJj0HiJcw9fi6uH309vvjpCxxoOYACqQAjSkckHfR5jgcH/ZeMg36CEA8enMgBljxwmgbO0wjep9csaxOuR/MJ10I6sh2itw3WvDIIfcZCSFegtuQDvUbpl0C+Nv2NgPlpgPFG4Kf2bTQV8J8jgN0fty/nBKCof/CnASVH6+cN5PpMn4wBSQbYzqafLMrMSYbM62D6+xd/QGeMBV/X/NejFTwwDby7HqLrCIS2IxDb/P+6jkBoq4bQdhiCryX5/bXkB4zGGzX07SP1qq0k5yZxk1U9qLtkBpdPQ5vM4JI1tPn0f12yvj7oa59/+5DlyYx4uxWGld8kPHVep+A5BI00RwrPUUtEAkM4j4ihPFZ5SaTR7Vij1j2RPhGVGDBK7+9dL0hQGaByDVDziqntcY7jAkK2HsaDQzZnbGOGcn9G4BF0O/P2/hBvhvo0vmGVoYHvIqWG9KwnQYxR+TIuICQnEfgNEi9hSr8paPGHIP0XTv+DpP8ytwd4M9Aby5IZbSnoq5eOuOr1On8AGHRq0vvbIZY8oNdx+iWQ7NbfAAR+GlD/A9D8Y/s2TNXfLDTsBX5Y1b6cE/QOQZE+ERCt6I6MEXN9BL19dF0LaOFoBHqG4JKZsK4wSeIUjz4ab47MH9ZDvava/JfTYnRMivT9cAJUexnUvF6QHRVwWUohOPtCy+/tH7GvAJPyUtrfZKkaMwO3EcDb5PBA3iZrcPkDeZs/0JsBXmZwy1pWR8pFHrCJoSE4OCSHjlKHrje3Ef1lIwKCArk1xu26+jkE3QXjBP+ssv4SHH+oj1mCE6vjGUlKpEAeN2T7AzkfKcwjIMx30U+QugIK/MTEGGsf4WdG6NYnvElVQZJtM1MiSEBBL73cx1Wvj7jnAskO9BqpXwLJbv8nAgFvAhp+AJp+hBlYmQo07tMvP3zSfluO1zsEBX4aUHK0Pjlalt8IqEYY94d1VfOH9QilMEaJTMQWjunGNPCeRohthyG4qiOM0B+BkOQ8EgCgiY7guvnQEXp7qTkbbCojsRpj8MgsKHC7/IG8Lc7Ieeh6j5L54nG7xCFP4uCQeP1fCw+HxCFP4uGw6Mub3Cre2pl4V6E/nVOGcX2yd4IxyRwG3hydZ4IUMFpPJTjxBIXsgEAeKWQHjnob26mKgkbZilKnHZIkRgjpFMi7Igr8xNTkbYKs6Wecl6v+YTxH7pUURCVagcI+gOwJrvHPNZIdqBihXwLJbj3g14d8ItB0EO1vBDSgab9+wer223I8UHhU+CcCxYOANHZgkTV9pkaXx4dd32xAa2Mt7AWlOOrYEyAmeI5E2qles17eDPBt1f6AfwRiWw04LbnJmhjHQ7WXBgR4vd984MmwLMKbWebvlNIma3C1MrT5fHDJGlq9GupavdA4FW4VQaUw0UbYXXLmO6pYBU4P5f5w3n7dCOuB6/gI2+mB3i5xCZ1YqWgMnx3woNGtxfxeOQDFdh6je3XPT7d6svYR+uASHHTjNqyB5SkAwPPtgTqwfjw0ZIeNmIeGef99dZTMM7glHlaRh9SNzs/q6brvb1QO6SpdeoIm3fL5O7ekUM6TdZJNv7AKPUT7WvVR/1zvFiPZgfJj9UsgxQM07Av+NKDuB6D5YHsNPdOApgP6Zc+agBtzgPOo4E8DjDcCkj3m7siafyp2lcGnqvp12Yd9q57D6Jq3MTmgX3rtV058U34BBk67Pr3BnzHw3qaAMH+4/WRYl3+k3tMQ/35CaKI9oJtNBXyOXmizVqDFUo4msRwNfClaVT54FL1VQ1u9Hsrdsg9tco1/VN0YYU++Lj0dRB5Bo+bGqHpoCA9cn2fh/SPwwaPvmS5ZEXkOl4zIx9LNzTG3YwAuGZFPJTVdVEolOFmUrhM6Q+8r3fXjhCSDAn8GdJUuPbWu9q465V7/x+xdMfAbOA6wOPQLoI/8+1r1S1eq5xRtQPlw/RJI8QKN+/0nC4d8IsCMNzdM/7rpILB3bcCNOaCwr/kGQC0aDNk5CJ6CgfDxFsiKBi3k0xFFkdHw2l2YKm/WS3AC/m6VsCZMrVmBzf/cgeKLH0089Ks+CK4af518QKmNv25eaDsCXo3SNjSGNqkETVIFGsRy1PFlqObLcAhl+ImVYb9agmo5Dy4XQ1uTHtbD69KTfxORDJ5D+yi5EdAt/mAeNorePmqe5/86MNBbhK4dIK46vgDf1viw/oDHnLjGYHw9ub8NVx6fgfJAkjL9hFmLWX5jBPp0l+CkekKnqgkQfRJKCmztZSqdfEInIbmEAj8xBY7wV7j8o7eO0iztTScwRv7zyvSw7GvTw7+SXLlHzhCtQNlQ/RJI9bV/ItDwQ/s8Ao0Hgt8INP+oX/Z+CgF633cbACWvN2Sn/gZALhoExTkIcuFA7PtkOabKmwHogTWQ8fUJvn9j9aq/YshZN+mj874WvYNN2xGIrmoIrYeBVj3US65qSN56cEkWrnhgwU+sDAe1UvzIyvATK8VPrAw/oRQHWRmOsBL4PPHecKT2hi+RuvRII+w2AYAqo7zAhgKbAJvY86alj0bkOTx4RilWfNWC1/7Tinp3e+enYjuPS0bk48rjC2h0P0cEluDoHXEsQSU4ZvgOKTnJ9gmdsgz4LCIcFgGSRNGH9Dz0rCcmY9ItAChr9Y/2d+UR/lhEq35xlOhdfoyyHyVHTvjtCMFivhFQ/DX3PpVB9nmhNeyF0LgHUtNe/dK4B2LLQXCsfYhbbDsMse0w7D+tD7rbPuDAWOxP4BkDKqtXoualT1Cq1cEGT9K7X8Oc+NEf4gMD/Y9MD/gNKEDw9GqxWQT4R8Z5M7AHjaAHjKSHBvXAEXabyKU8nb1+0q6GAodA7RMjEHkO144rxJXHF2DrTx5Ut3hRUWDF2L42CvppF1wDbtR8t4dxALwAXrCAE/0zyor6dV6w+OvNQ8K8//ZdpT0hIT0RBX5iMjr0FFgKYPfs1xd218AfSJAAe7H/4gV8BwGLBWC+3DzpNwoj3OuzfGrwKWpIWQ4HOAcDzsFwB95QlSG2HGx/E+C/iM37g94ICGBxczbHARYoOEr7MeJ6L5P8YT4g0KN9pP4QK4UXFggckG+EboseyvMlHuMinByaZzFCu7FtcGinwNh1iDyHcX2saHEyFDisKb/B6srMIB54Qmdg/Tjay1o0jYEpCpwOCySRbx85R/toeGgob38gTn/tEyzts2kLFv/X9KaUkO6GAj8xGT34y63F7QvzulFJTyI4Xu+rX1AKCAIgt/lLf9pyKvwrmgZZ1eBT9HAvKxrUVCfBEiQoRYOhFA1Gg6JhV52M7+pkfF/jQlvNAeS17sXZ3Je4SFwf/778tmEIdkvHolEqR4ulAi5LOTz2Cmi2Yjgsgjma3kficEyEUXWLQLW0JDcFBvLAUB0ayNtDNvS5RkLKU4ztQmvNkyErKmSfiHyLGL2biiAGBPmA6zT5FCE9Cv3GE5NRw18uBZwc1xNG+KPhecBaoF8YA2RXe92/lrkZZtMa7gN4FYZd9T58VytjR63+775GOaTLTC8AvVDHF+AiJB74m8fdjPEjT+zwPhKSnMgndAaOchuzd7eH7PZzSvmQMG+Wv6QYyDOG5/Xzk8JCfW52wSGEZB4F/gzoKm05jRr+CsHRvrAnB/5AHKeP/FvyABjtPtvS3vFHZQw+RYVPYXrPezn94f67Wh++q5OxtyE03AcrsHAYXmbB8DILhhadiNoNTpSgKeyE3UAaA+o5J/oOO6HD+0y6m+AwDkSuH1dVBkWWkW+zwCLyZiDnIoR5IOSEzlwN5OkQqQSH8YDWDBSXA1KW5sEghHQJFPgzoCu05WSMocatB/5yLuAPh6MsS3uU4yS7fulAxx8j3Js192kO9zuNkfsEwn2+hcOx/nA/vEzC8FIL+hQIQWU13+y5AFNrVsR8bJ4Dvim/EEOyNQkXSUH0UfGgMpWAuvBYI+NAwH0g+TAuKyo0RYLTFqNMpTszSnBC6+ojleDIMtXbE0ISQoGfAAAavY1QNH2kujwwGOZR4I8rUscfb6v+RsAvE+H+uzofdtQmFu6Hl1n8AT9yuI9k4LTrsfmfO3CC79/QWHBrTuPrzZbxGDjtug5/XwRIOIgH9B6PH8RjnMRJMofno4R6KsEhhHQOCvwEQHuHHgAoV/2dWXgRsBVlZ4e6KkGCai2CTyiE1+eFz90KxdUMxedOut98KK/CsLtBxnc1PnxXp5fn7Ekw3A8vlcyQn0i4j0QUJRRf/ChWr/orRtW8hbKAmXbrOSe+Kb8QA6ddl96ZdnNS+NT2sYI4z3FQNQ1MVVCUZ4Eo8BTEe4KoXXAkgO+Bn1wQQrKKAj8BALOcBwAqfP6RaUcpfVwch6ox+BQNXkWFVzHaYgaO3DsAhwOwa+DkNvByGzjZDQ6xR/fNcF/r818SC/fDSi04tkwya+/7phjuoxFFCUPOugktynX4z45/w91cD3thCfodOz4HyniSD+Lt20WvEU9HEJcVFT6viDyph5apdGcRS3D81wkhJEdQ4E/Ar3/9a7z22mtoaGiAw+HAueeeiz/96U8oLi6Of+MuInDSrXKPf/IpOmE3iKYxeP3hXg/5oeE+Bo4HsxRAtegdfzjZpYd/xQWfrOCHBqNTjl6e80OC4X54mWTW3qc73MciihL6j5iEFpcHBQ5bnMmkogfxSJ1T9PKU+EG8S3RPId1DxBIc/7/0aQwhpAugwJ+Am266CX/4wx+Qn5+PpqYm3HzzzfjVr36F5cuXZ3vX0iaopMfVqF/pwfX7jAFun5pauI/Bp2j4obYVO4+0YufhFuw80oo9dW1QtejpPjDcGyP3R2Uw3IcSeR4WkQcPgNNUlOZbIYkCBXHStRklOHxIoKcSHEJIN0CBPwEjRowI+prneezcuTNLe9M5jJKeQkshrI11+sIeMsJvjNz7FA0ujxe1LV60oA1CByemCQr3R/zhvjZ2uM+zCBhWbsOxpSKGlwrmyH22arqNcG8R9H8lgTf3RVZUeL0CrKJAZSqk6xDEyKGeSnAIId1Yzgf+hx9+GFu2bMHmzZuxe/du8DwPRYne9/y1117Do48+im3btsFisWDKlCl48MEHO9wO8y9/+Qv++7//Gy0tLbDb7XjppZc6dH+5xuzB76gA2vbqC7thS87AcG/U3QeO3KuqAjWFSbV8ioY9tW3YeaQF3/nD/d7aNiixwr1VwNCKAgzrlY9hvQowvFcB+hTZ2sO96gMvt+kTfqmepPcpWbHCPSFdCs9HCfVUgkMI6ZlyPvDPnz8fRUVFGDduHFpbW1FTUxN126VLl+LGG2/EqFGj8Mgjj8Dj8WDRokWorKzEunXrMHr0aHPbq666CitWRO8pvmjRItx2223m17fccgtuueUW7N27F8899xyGDBmSnm8wRxgj/GW2Er2tJNDlS3o0TW+B6ZUjh/tUBYb7nUda8d2Rlvjh3iJgqD/Y65d89C2yxw7UggWaYAFsxVA1xX/Cbxs4xdPhjj9muPcHfAr3pMuJWIJjdMWhT5wIISRQzgf+Xbt2meF66tSpUQN/Q0MD5s2bh379+mHdunUoLCwEAFx66aUYOXIkbr/9dqxatcrcfsmSJVi4cGHUx83Pz4+4fNCgQbjgggtw3nnnYd++fVmro043o4a/QipoX9gFS3p8ioq1O2txuNkDh0XAqL6FEGOeUBrv/jTsrWvDd/56+51HWrAnwXA/tKIAw3snGO7j4UVoVidgdQKaCk7xn/Qru+KGf8kf6ANH76m2nnQZYSU4AdcJIYQkJOcDf6Ij6W+88Qaam5sxb948M+wDwIABAzBz5kwsW7YMBw4cQP/+/QHogT5aqI9HURQcPHgQbrcbDocjpfvIJRrTUOfW6/bLBVv7ii40wu9TVCz86Hu89OV+NLhkc3mJQ8LPxx6Fyyf1jxv8ZVXDriOt+GZfA/Y312FndVvccO+wCBjmD/fGyP1RxR0M9/HwQkDHHw2c7AYvt4FXXJB4RuGe5Dae12cG43iAE/R/eaF9maoBsgUoqgCsDirBIYSQNMj5wJ+oDRs2AAAqKyvD1lVWVmLZsmXYuHGjGfgT5XK5sGLFCsyYMQMlJSXYvXs3fvvb32LKlCndIuwDQIOnAQrzz7KLgFGzLjDCzxhDXasPt720GV/8UB+2vt4l46+f78V/Djfjfy46zgz9shpclmOM3MsxemE6LAKGVgSX5XR6uI+C4zhIAgerKMFSYIdVLINV4MApHsDXppdlaWrG94v0ABzXHs7NoB4Y3Ln2r0O3SWReD1kGJIXq7QkhJI26TeA/ePAgAKBfv35h64xlxjbJ4DgOf//73zF//ny43W6UlpbinHPOwQMPPBDzdtXV1WHlR7t27QIAyLIMWZYj3axTKIoCVVWjnux8qOWQeb0kIPDK1iL9j2+OanYraHL7sOyL/RHDfqAvfqhH1ZvbUZwn6SfU1rlih3uJxzEV+XrdfUW+vyzHFhbumaais2M1ByPcC5BEHlb/JZgGRQXASYC1SL8oXj34+9oANfqJ7qlSVBWqqkFR6Y1FPDl3rPhoI+zxwnwK5XHMf4EKJPD9x3u9Iu3oWCWOjlXi6FglLlvHKpUM2W0Cv8vlAgBYrdawdTabLWibZNjtdrz//vtJ327x4sW4//77I65rampCXV1d0veZKkVR0NLSAsYYRDH8R767Zrd5vbC11bxe7+HBMrifiWCMweVT0eZVoDEGRWN4Y8uPCd328yhvCmwijyGlNgwps+HoEiv6OTQM6uWEGNSW0wN3c+d3yuE4DgLP+evuOYi8/i+ncoAKyF5ABtAa954C5QGqDCgeQPYAWnpemBRVRYvLCwYGUaCTJGPplGMVGtA5HvrsZf5/jfXg/QE/4HrMc9c1/yU7f+zjvV6RdnSsEkfHKnF0rBKXrWPV1NSU9G26zU/SKK/xer1h6zweT9A2mXDrrbdi1qxZAICnnnoKf/nLX8x1TqcTpaWlGdsXRVHAcRxKSkoiPiF9jT7zen9/FmGCFSW9B+TUR+rGiL5mZbD739d9daAJjZ7ER00tAqefSOsftR9akRdUlqOqClxNjXA4izrchz8eDlx7rb2k/xs+ct8JNMU/8u/S3wCkSFFVcOBQUminwB9HxGOVyVH2LiTe6xVpR8cqcXSsEkfHKnHZOlZOpzPp23Sbn2Rg2U7oRFmxyn06S0VFBSoqKgDoo/2LFy/G9u3bMWrUKEiSBEnKbIcJQRAgimLEx63zto/i9/bqn4JweeWQLJaM7V80jDE0uxU0un36hFW8gMBo2Son12Zz/nkjcNqw2Ocm8IIAQRDTGvg5rj3cWyU92FsEPktdniTAatevamp72Y/s1qcYToIg8BCFHjrxVjK17BqDgEaIZeWQJEtitew9WKzXKxKMjlXi6Fgljo5V4rJxrFJ5rG4T+CdNmoQlS5Zg/fr1OPPMM4PWrV+/HgAwceLEbOxazjMm3XJanbC4/GUveZn7BCKSsKAfhceXXE200975v5BGuLf6+9xnN9zHwQuAzalfNA2Q2/wn/bYlHf67pKij7P7AHtg9JtJIfKJk2d8zPsETVwkhhJA06jaBf/r06bj99tvx7LPP4o477jBbc+7fvx+vvvoqpk6dmnSHnnSpqqqKWs+fC6rdeg/+cns5cNh/onGWOvRoGkOzR0aTW44Z9N2yihc37MfLG/cnfN8lDgmj+hbG3zAJgeHeGjCRVU6G+3h4HrAW6BfG9Bl+zY4/HZ+wrFMYo+xRgzkXJczzFLwJIYT0GDkf+JcvX459+/YBAPbt2wfGWFCHnN///vcAgOLiYjz22GO4+eabcfLJJ2Pu3Lnwer1YtGgROI6LOclWZ6uqqkJVVZVZ0pNral21AIAKRwXQtlNfmOHAn2jQZ4zh0121WPzJblS3hJ+vEcvPxx3VoUm4ulW4j4fjAEuefkGFXu5jhP90dvzhuIDSmE4eZSeEEEJ6qJwP/EuXLsWaNWuClt17773mdSPwA8DcuXNRWlqKxx57DHfffTcsFgumTJmCBQsWYMyYMRnb51BdaoTfH/7hyExJT6JBHwAO1Lvw5Ce7sHFvg7lseK8C3DZtCFZsiN2a86SjS3D5xMQ/4eHBwSYJIaU5PbBO3SDZ9Utemb/dZxvgagLgag/lNMpOCCGE5KScD/yrV69OavuZM2di5syZnbMzKcrlEX5VU9tn2bU49daNQKeP8CcT9I3ynVc2HTB75xfaRNw4ZTDOHdUHAs/hfy46Di9tPIA3tvyI+tCZdscdhcsnRp9plw8YuechwKZa0bvUQScrRSNa9YtUACh2oKQUoGNFCCGE5KycD/ykczV4G6Ay/cTXcsHWvqKTAn8yQT9S+Q4H4PwxfXDDKYODTsAVBR5XnzQQl0/sj29+akazR0ahTa/ZDwz6fNgJtfoovkGWZXg7UPZDCCGEEJJrKPBnQC6X9BgdegCgAgGjtGkO/MkEfQA42ODColXh5Tu3n3EMju0d/cRbUeAxtn8RgOBwb5UEvd99JvrcE0IIIYTkEAr8GZDLJT017vbAXx4YxNPUljPZoJ9I+U48NklAWb6Vwj0hhBBCCCjw93jVrmrzernSXvuejhF+RdXwY6M7oaCfTPlOLPlWEeUF1u7ZOYcQQgghJAUU+Hu4wJKeMtnTvsJR1uH7rm+LPWmWIdXynVBOu4TSfGtK+0oIIYQQ0l1R4M+AnK7h95f0FFuLYXH5A7eUB1gcHbpft09Fqzd2v/Z0lO8YSvOscDqoUwwhhBBCSCgqcs6AqqoqMMbwzTffZHtXwhgj/OWOcqDNmGW3Y6P7jDEcbnJj64FGrP2+BlsPNEJRtaD1n35fi+v+uhErNuyHrDJwAC4Y0wfLrp+EC8b0TTjscxyHikIbhX1CCCGEkChohL+HC5p0q/GQvrAD9fuyquFPH+zEyo370RDaD3/sUZgyrBR/Wf1Dh8t3AL0LT69CG+yWHjwhFiGEEEJIHBT4e7jgEX7/JxApjvDLqoYbl23Cmp01YevqXTL++vlePP/5XhhV/amW7wCAyPPo5bT27NlvCSGEEEISQCU9GVBVVQWO43KuJaeqqajz+GfZtXe8pOcvq3dHDPuBjLCfSvmOwSLy6Ftko7BPCCGEEJIACvwZkKs1/PWeemhMr62vsJcDrlp9RQolPbKqYdnnexPattAm4lfTjkm41WYgu0VAX6c9aPZcQgghhBASHaWmHsyo3weActEBaP6uOim05Ny4px51bb6Etm32KPjmp+akHyPfKqJ3oQ18kp8IEEIIIYT0ZFTD34MF9uAvD3wqpDDCf7DRndT2zR45/kYBqMc+IYQQQkhqKPD3YEYPfgCoCJwgK8kafo+sQkxy1L3Qlng5T2m+NaXyH0IIIYQQQiU9GZGrJ+0GjvCXygEj7kmO8Ne1+TCqbyGKE+yFX+KQMKpv/BacnL/tJoV9QgghhJDUUeDPgFw9abfapdfwl9hKILnr21ckMcLf5JbhlVWIAo/pY49K6DY/H3dU3JNuBZ5DH6cNeVb6EIoQQgghpCMo8PdgRkmP3pKztn1FgiftKqqGhoATdS+f1B9OW+yAftLRJbh8Yv+Y20gCjz5OO2wStd0khBBCCOkoGj7twYIm3TJactqcgGhJ6Pb1bT5orL32f+uBRjR59E4/VpGHV9HMdSUOCT8fdxQun9g/5ui+ReTRu9BGbTcJIYQQQtKEAn8PZozwVzgqgIZ9+sIER/fdPhWtXsX8WmMMz366BwBglwQ8f90E/NjoQbNHRqFNr9mPF+LtFgG9CqjtJiGEEEJIOlHg76EUTUGdW59lt8xeBrT9W1+RwAm7jDHUtnqDlq3+rgbfV7cCAC6d0A/lBTaUF9gS3p98m4jyfCs4jsI+IYQQQkg6UeDvoercdWDQy3Eq7BVAm79jTwIn7Da6ZMhqe7mOrGpY+pk+ul/skDBrQr+k9qXIYUFJXmJlRIQQQgghJDkU+HuoWnf7SbrljoCTduMEfp+iodEdPGnW218fwqEmDwDg6pMGwmFJ/GlVVmBNqic/IYQQQghJDp0ZmQG52IffaMkJABW2UsCll/fEK+mpa/OCBZyo6/IpWL5er//vW2TD+WP6JPT4HMeht9NGYZ8QQgghpJMlHfivuOIKfP755+bXPp8PL7zwAo4cORK27XvvvYcTTjihY3vYDeRiH/7AWXbLIAH+8p5Ygb/Vq8DtU4OWvbrpoDnif8PJgyEl0F3H6LGfzCcBhBBCCCEkNUkH/pUrV2Lv3r3m1y0tLbjuuuuwffv2sG3r6+vx1VdfdWgHSecwRvg5cCjVAkK8ozTi9prGUN/qC1pW3+bDK5sOAgCGVuTjtOHxT/ilHvuEEEIIIZmVliHWwBIP0jUYNfz6LLsN7SuijPDXu3xQNC1o2d++2Ae3rL9ZuOnUo8HH6bBjlQT0LrRBoLabhBBCCCEZQzX8SdA0DZWVleA4DocPH8727nSIMcJf4Qjo0ANEDPweWUVzyIm6Pza68dbXhwAA4wcWY/zA4piP57CI6ENhnxBCCCEk46iIOgmPP/44HA5HtncjLYwafr0Hf137igiBv77NF7bsr+v2QtX0T3Z+MWVwzMcqsEkoL7B2YG8JIYQQQkiqaIQ/QTt37sTixYvxv//7v9nelbSIPMLPAY6SsG19SnApz84jLVi1Q7/9tGMrMKxXQdTHKXZYKOwTQgghhGRRSoE/0myonTVD6sMPP4zLLrsMQ4cOBc/zEMXYH0q89tprOOmkk5CXl4fi4mJcdNFFHe6Oo2karr/+evzv//4vioqKOnRfuUDWZDR49Lp9vQe/P/A7SgA++GRaxhi0kHM0nv1Un2RL4Dlcd/KgqI/DcxyKaUItQgghhJCsSinwX3PNNbBYLLBYLOjTR++7ftZZZ5nLjMucOXM6vIPz58/HBx98gP79+6NXr14xt126dClmzJiBtrY2PPLII7jnnnvw1VdfobKyEtu2bQva9qqrrgLHcVEvTz75pLntE088gd69e+Piiy/u8PeTCwJn2S23lwMuY9Kt8HIeo2zHsGlvPf69T3+zcOGYPjiqyB71cagTDyGEEEJI9iVdw3/qqad22mh+JLt27cKQIUMAAFOnTkVNTU3E7RoaGjBv3jz069cP69atQ2FhIQDg0ksvxciRI3H77bdj1apV5vZLlizBwoULoz5ufn6++fh//OMfsWnTpjR9R9lX42o/huX2gFl2HeGz7KoBo/saY+bovl0ScPXkgTEfx06BnxBCCCEk65IO/KtXr+6E3YjOCPvxvPHGG2hubsa8efPMsA8AAwYMwMyZM7Fs2TIcOHAA/fv3B6AHeiPUx/LZZ5+hpqbGnCVX87emPO644/Dggw9i7ty5yX5LWVftDphlN7CGPy888Ad24lzzXQ2+r24FAFw6oR+KHbHLdWwWOkWEEEIIISTbuk0i27BhAwCgsrIybJ2xbOPGjUnf76WXXordu3dj69at2Lp1K959910AwEcffYQrr7yyA3ucPbVGCQ9CavgjlfT4R/hlVcPSdfrofrFDwqwJ/WI+hsBzsIo0wk8IIYQQkm1pbcvZ2NiId999Fz/++CNGjhyJ888/P513H9PBg/qMr/36hQdRY5mxTTIcDkdQK05FUQAAffr0ifkJQXV1dVj50a5duwAAsixDluVIN+sUiqJAVVVz3w+36nMI8ByPAlgBTxMAQLUVQwvYL1nV8PmuOhxsdOPrg034qdEDALhiUn9YBUBVlaiPaRfEjH6P6RJ6rEh0dKwSR8cqcXSsEkfHKnF0rBJHxypx2TpWqeSrpAP/P//5Tzz//PN49tlnUVFRYS7fvHkzLrzwQhw+fBiMMXAchzPOOAPvvPNO3M466eByuQAAVmt4C0ibzRa0TUcMGjQooZmFFy9ejPvvvz/iuqamJtTV1UVc1xkURUFLSwsYYxBFEQcb9Tc+RVIRWg7thXHabSvscNfVQVEZXth0GH//qhr1ruAncZ6Fxyn9LGhrakAsgl1Cna/rTfMQeqxIdHSsEkfHKnF0rBJHxypxdKwSR8cqcdk6Vk1NTUnfJum9e+WVV3DgwIGgsA8A1113HQ4dOoTZs2ejsrISb7zxBj766CMsWbIEt912W9I7lixjFN7r9Yat83g8Qdtkwq233opZs2YFLdu1axemT58Op9OJ0tLSjO2LoijgOA4lJSUQRRHNWjMAoCKvAsUW1dwur2IQpKJi3PLiVqzZWYtIp2a3+TQsXHcEVRccC1GIXhHWp9gBsQvOqht6rEh0dKwSR8cqcXSsEkfHKnF0rBJHxypx2TpWTqcz6dskvXebN2/GBRdcELRsy5Yt2LZtG84//3y8+OKLAPTAO3HiRLz88ssZCfyBZTsjRowIWher3KezVFRUmG+Kqqqqgkb7JUmCJEkZ2xcAEAQBoihCkiTUefRPF3rl9YLkazS3EQt6YfG6/VizU6/xj/Y5xoY9DXhl8yFcfVLkLj2SwMNu7br99wOPFYmNjlXi6Fgljo5V4uhYJY6OVeLoWCUuG8cqlcdK+qTd6upqHHPMMUHL1q5dC47jcM0117TfMc9j5syZ+Pbbb5PeqVRMmjQJALB+/fqwdcayiRMnZmRfQlVVVYEx1uEJwNKlxq2fW6CfsNt+Aq9sL8UL6/dGHNkP9caWH6GoWsR1VqnbnAtOCCGEENLlJZ3MIp0oYHS/Ofnkk4OW9+nTBy0tLSnuWnKmT5+OgoICPPvss2hubjaX79+/H6+++iqmTp1qtuTMtKqqKnAcZ7b2zCZZlVHvqQdg9OBvP7F4a52E2lZf1JH9QPUuGd/81BxxHfXfJ4QQQgjJHUmX9AwYMABbtmwJWvbpp5+iT58+6Nu3b9DylpYWFBcXd2gHly9fjn379gEA9u3bB8YYHnjgAXP973//ewBAcXExHnvsMdx88804+eSTMXfuXHi9XixatAgcx8WcZKuzVVVVoaqqCtu3b8966K91h7TkrPV/AsOLqFNtSd1XsyfyWeIU+AkhhBBCckfSgf+0007DCy+8gIsuugjTpk3DM888gwMHDuD6668P2/arr77qcN380qVLsWbNmqBl9957r3ndCPwAMHfuXJSWluKxxx7D3XffDYvFgilTpmDBggUYM2ZMh/ajuzDKeQCgwl4BtPmPraMUTkdygb/QFl5DJgl8zJN5CSGEEEJIZiUd+H/7299i+fLl+PnPf24us1gsmDdvXtB2iqLg7bffxmWXXdahHUx2Zt+ZM2di5syZHXrMdAs9aTebalztgT+ohj+vHBMGFaMs34K6BMp6ShwSRvUtDFtut9DoPiGEEEJILkl6KHbgwIFYu3YtzjvvPAwbNgznnnsuVq9ejZEjRwZtt3r1avTp0yfojUFPlUsn7Va7q83r5fZywJh1N68MksDjmsmDEqrh//m4oyKO5FM5DyGEEEJIbkmpaegJJ5yAt956K+Y2Z5xxRlitf0+ViyP8PMejxFbSftKuowwAcMvUIdh6oBGrdlRHuwucdHQJLp8Y+QRoGwV+QgghhJCcQsXWGZBLI/xGDX+ZrQwCLwSV9AB6Df7TV4/Hb84cBpsY/PQocUi47uRB+J+Ljos4um+VBAhdcLItQgghhJDuLOkR/p9++inpBwnt3kOyxxjhL3eUA7Ib8LXqK/LKzG0kgccvfzYUmw804JMdNSjPt2D+eSMwqm9hzBNyqZyHEEIIIST3JB34+/XrB45LfBSX4zgoipLsw5BOYtTw6z3421t0BgZ+Q6NLb7vZt8iOsf2L4t63jSbcIoQQQgjJOSnV8NtsNpx77rkoKChI9/50S7lYw6936Gnv2GOU9ARqaPMBAJyO+FM4cxxHI/yEEEIIITko6cB/yimn4LPPPsP777+PWbNm4cYbb0RlZWVn7Fu3kSsTb/lUHxq9jQBCWnICkQO/f4S/yG6Je99WkU/qkx9CCCGEEJIZSddgrF27Ft999x1uueUWvPfee5gyZQpGjhyJP/3pT6ipqYl/ByRraj3tAb/CXtHekhMAHKVB2yqqhia3Efjjj/DT6D4hhBBCSG5Kqeh66NChePTRR3HgwAG8+uqrGDRoEO6++270798fM2fOxHvvvQfGEunmTjIpfNKt6CU9xug+kFhJD024RQghhBCSmzp0lqUoirjkkkvw7rvvYu/evbjnnnuwefNmXHDBBXjooYfStY9dXlVVFTiOy2o5DwDUuttH9PWTdv2BX7AC1uDzMer99ftA/BF+nuNgFemEXUIIIYSQXJS2lGa1WmG322GxWMAYg6Zp6brrLi9X+vAbPfgBY4S/Tv8irxwIqb+va/Oa1+ON8Nskger3CSGEEEJyVEpdegyMMbz77rtYunQp3nnnHWiahnPPPRePPPIILrjggnTtI0kTI/ALnBA8y25eadi2yYzwU/0+IYQQQkjuSinw7969G8899xyWLVuGn376CUOGDEFVVRXmzJmDPn36pHsfSZoYJT2l9lLwHB8Q+MM79NS1to/wFzlid+mxUv99QgghhJCclXTgP/3007F27VrYbDZccskluOGGGzB16tRO2DWSbsYIf4W9Ql/gCijpCVHb2j7C74wxwi/wHGw0wk8IIYQQkrOSDvxr1qyB3W7HeeedB7vdjhdffBEvvvhi1O05jsPTTz/doZ3s6nJl4i1jhL/cUQ4w1j7C7wgv6anzl/QU2kQIfPT6fAr7hBBCCCG5LaWSHrfbjX/84x8JbUuBP3cm3jJH+B0VgK8VUDz6iggj/PX+Ef5Yo/sABX5CCCGEkFyXdODfs2dPZ+wH6WQ+1YcmXxMAoMxeFrMHP9DepacoToceOmGXEEIIISS3JR34Bw4c2Bn7QTpZnbfOvF7hqGhvyQkAeWVh2xtdepz26CfsijwPC/XfJ4QQQgjJaZTWeoh6b715PWjSLSBi4Ddm2o01wm+z0NOHEEIIISTXUWLrIcJH+KOX9GgaQ6Mrfg0/lfMQQgghhOQ+Cvw9RGDgL7OXAa7a9pWO4BH+RrcMjenXY43wU+AnhBBCCMl9FPh7CCPwi5yIYlsx0OYP/FIeYHEEbVvfFjDpVpQRfkngIQr09CGEEEIIyXWU2DKgqqoKHMdltSWnUcNf5igLmWU3vH6/LoFJt6gdJyGEEEJI10CBPwOqqqrAGMM333yTtX0wRvjNWXaNEf4YHXoAoMgRuUuP3UKBnxBCCCGkK+hQ4J82bRo+/vjjqOs/+eQTTJs2rSMPQdKkzqMH/jK7P+CbgT9SD/74I/xUv08IIYQQ0jV0KPCvXr0aR44cibq+uroaa9as6chDkDQxRvjLHf6AH7Okp72GP1Lgt4g8BJ5L/04SQgghhJC069SSnsbGRlit1s58CJIAj+JBq9IKwN+Sk7H2Lj0xRvjzLELEibVodJ8QQgghpOtIeqbdr7/+Glu3bjW//vTTT6EoSth29fX1WLx4MUaOHNmhHcwFc+bMwYoVK4LevCxbtgwzZszI4l4lrtbT3oKz3F4OeBoBzf8zc0Qf4XdGaclJ9fuEEEIIIV1H0oH/n//8J+6//34AAMdxePrpp/H0009H3LagoAB//vOfO7aHOeKGG27AkiVLsr0bKalxtU+yVe4ob6/fB6KM8Ptn2Y3WoUekwE8IIYQQ0lUkHfjnzJmDqVOngjGGadOm4Z577sEZZ5wRtA3HccjPz8fIkSNhs9nStrMkNTXugMBvLwdaAmfZjdSlxz/Cbw/v0GOVBPBUv08IIYQQ0mUkHfgHDhyIgQMHAgDuu+8+zJgxo1P7yz/88MPYsmULNm/ejN27d4Pn+YglRIbXXnsNjz76KLZt2waLxYIpU6bgwQcf7PA+vvzyy3jllVdQUVGByy+/HPPnz4fFErllZa6pdbeP6Fc4KoDD37WvjBD4G4wR/gglPVS/TwghhBDStXTopN377rsvYpBWFAUNDQ0duWvT/Pnz8cEHH6B///7o1atXzG2XLl2KGTNmoK2tDY888gjuuecefPXVV6isrMS2bduCtr3qqqvAcVzUy5NPPmlu+6tf/Qrfffcdamtr8eKLL2LlypWYP39+Wr6/TDBG+EVeRJG1qL1DDxBW0sMYQ4NLP2k3UoceCvyEEEIIIV1LhwL/m2++GRZ8H3/8cRQUFKCsrAzTp0+H1+uNcuvE7Nq1Cw0NDVi1ahWGDx8edbuGhgbMmzcP/fr1w7p163DbbbfhzjvvxKeffgpN03D77bcHbb9kyRLU1NREvdx4443mtieccAIqKirA8zxOOOEELFiwAC+++GKHvq9MkTUZO+p3AAAKpAIoTAmu4Q85abfZo0DRGIDwEX6O42CTaK42QgghhJCuJOmSnkALFy4MGnXfvn077rzzTgwfPhxHH3003nzzTTz55JP4zW9+k/JjDBkyJKHt3njjDTQ3N2PevHkoLCw0lw8YMAAzZ87EsmXLcODAAfTv3x8AkJ+fj/z8/JT2ieM4MMZSum2myJqMpduWYuWOleakWw3eBpz197NwGVeEGwBIVicgBpclBc2yGzLCb5N4cBzV7xNCCCGEdCUdCvw7duzAeeedZ369cuVKOBwOrF+/Hk6nE1dccQX+9re/dSjwJ2rDhg0AgMrKyrB1lZWVWLZsGTZu3GgG/mS8/PLLOOecc+B0OrFt2zbce++9mDVrVszbVFdXo6amJmjZrl27AACyLEOW5aT3I1GyJuM3a3+Dz376DByCA3qduw5PoRbbepXjcTkfXMh+VDe5zOsFVgGq2n6+hMTxnbrfuUBRFKiqGvM8EaKjY5U4OlaJo2OVODpWiaNjlTg6VonL1rFKJYt1KPDX19ejrKy9JGTt2rWYOnUqnE4nAGDq1Kl47733OvIQCTt48CAAoF+/fmHrjGXGNslavHgxbr75ZsiyjN69e2P27Nn4/e9/H/c2RvvSUE1NTairq0tpXxLxt91/w2c/fQYAYAj+JML4eq3Djv+TrbgkZD/2HW40r1s1N9qa2tdZFSsUV/cu6VEUBS0tLWCMQRQ79OvR7dGxShwdq8TRsUocHavE0bFKHB2rxGXrWDU1NcXfKESH9q60tBQ//fQTAMDj8eDLL79EVVWVuV5RlIyNCLtc+sh0pJl9jdagxjbJWrNmTdK3ufXWW8M+Bdi1axemT58Op9OJ0tLSlPYlHlmT8dbBt8CBCwv7gTjG8Irkw5ziQkh8e+mOvMdtXu9dXoK8Qv3Y8eDQp9TRKfucSxRFAcdxKCkpoRe6OOhYJY6OVeLoWCWOjlXi6Fgljo5V4rJ1rIyB9WR0aO9OOOEELF26FGeddRZee+01+Hw+nH322eb6PXv2xO2sky4Ohx5GI50k7PF4grbJhIqKClRUVAAAqqqqgkb7JUmCJEWe1Kqjth7einpPfdztGMehDgq2N2zHxN4TzeWNHtW8XpJvhyDoXXkcFrHT9jnXCIIAUew5329H0LFKHB2rxNGxShwdq8TRsUocHavEZeNYpfJYHarPuOeee3DkyBGceOKJePjhh3HOOedg7Nix5vq3334bJ554YkceImGxynZilftkQlVVFRhj+Oabbzr9sZq8yX3ME7p9fav+hskm8rAFtOCkdpyEEEIIIV1ThwL/SSedhC1btmDhwoVYtmwZXn/9dXNdXV0dzjnnHNx8880d3ceETJo0CQCwfv36sHXGsokTJ4aty4SqqipwHNepE5QZnNbkPuYJ3b7W36XHGdKS02bp3rX7hBBCCCHdVYdT3NChQ/HLX/4SV199ddBHDKWlpXj88cdx6qmndvQhEjJ9+nQUFBTg2WefRXNzs7l8//79ePXVVzF16tSUOvSkQyZH+MdWjEWprTSsO08ojjGUifkYWzE2aHmdP/AX2dvbdQo8B6tII/yEEEIIIV1RWs4w2Lt3Lz766CMcOXIEV155JQYNGgSfz4fDhw+jd+/esFgs8e8kiuXLl2Pfvn0AgH379oExhgceeMBcb3TLKS4uxmOPPYabb74ZJ598MubOnQuv14tFixaB4zgsXLiwQ99jVyHxEmYfOxtPbX0q5naM4zD7qKlBJ+wCQH1r+Ag/lfMQQgghhHRdHQ78v/vd7/DYY49BVVVwHIfJkydj0KBB8Hg8GDlyJBYsWBA2y20yli5dGtYl59577zWvB7bHnDt3LkpLS/HYY4/h7rvvhsViwZQpU7BgwQKMGTMm5X3oqNCTdjvbDaNvwLbabVh7cG1Ytx4OAANwqsuN64dfHnbbepcxwt8e+G0WCvyEEEIIIV1Vh0p6li5diocffhi33HIL3n///aDZZwsLC3HhhRfirbfe6tAOrl69GoyxqJdQM2fOxIYNG+ByudDY2Ii33norq2EfyGxJD6CP8i88fSFuG3sbSu3B7T9LBQdua2jEwiM1kAp6B61jjKHBqOEPDPxUzkMIIYQQ0mV1aIT/qaeews9//nP8+c9/jjiR1JgxY7B48eKOPARJkcRLmHv8XFw/+nps+mkTDtYdRL/Sfpjw3UeQdv0vAA6wlwTdxuVT4VU0AEBRQEmPJMQ+H4AQQgghhOSuDo3w79ixI6jvfqiKigrU1NR05CG6hUx26Qkl8RIm9JqAKb2mYEKvCZBc/jdmjhJACH6/V+8f3QfaS3oEngPHUeAnhBBCCOmqOhT4JUmC2+2Ouv7gwYMoLCzsyEN0C5ku6YnJVav/6ygLW1UXEPiNk3YFnsI+IYQQQkhX1qHAP27cOLzzzjsR1ymKgpdeeiljE2+RBLX5A39eediq+rb2WYqNtpySQP33CSGEEEK6sqTT3AsvvIC9e/cCAH75y19i1apVmDdvHg4dOgQA8Pl82Lp1Ky688EJ8//33+NWvfpXWHe6KslnSE6bNX2KVF2GEv5VG+AkhhBBCupukA/91112Hzz//HAAwY8YM3HvvvXjiiSdw/PHHAwDOP/98jB8/Hu+//z7+8Ic/4Mwzz0zvHndBOVXSY47whwf+wBr+Yn/gFynwE0IIIYR0aUl36QlthXn//fdj+vTpWLFiBXbs2AFN0zBs2DBcffXVGD9+fNp2lKSB6gM8jfr1iCU9euCXBM6cbItG+AkhhBBCura0zLQ7btw4jBs3Lh13RTqTK6B1aqSSHn8Nf5HdYnbmoRp+QgghhJCujdJcBuRMDX9Q4A8f4a9t8U+6FdCDn0b4CSGEEEK6tpRG+J955hl89NFHCW3LcRyWLl2aysN0G1VVVaiqqsL27duzGvo5o34fiNmWsyhgll2q4SeEEEII6dpSCvxr167F2rVrE9qWAn8OcQVMghajhr/IQZNuEUIIIYR0FykF/nvuuQdnnHFGuveFdDIuTg1/vctf0mOnlpyEEEIIId1FSoF/xIgROO2009K9L6SzGSU9nADYioJWeWQVbp8KoH2EX+TpFA9CCCGEkK6OEl0PwgVOuhUS5usCevA7/bPsigKN8BNCCCGEdHUU+DMgd7r0GJNuRajfD5hl1zhpl07YJYQQQgjp+ijwZ0DOzLRr1PA7SsNWGT34geCTdgkhhBBCSNeWdA2/pmmdsR8kA8y2nDE69ADtJ+1SDT8hhBBCSNdHia4nMdpyxgn8NMJPCCGEENJ9UODvKRQPOF+bfj0vUkmPHvgFnkO+Vf/gR6KTdgkhhBBCujwK/D0E765v/yLGSbtOuwSO42jSLUIIIYSQboICfw/BuwMn3QoP/MZJu0U06RYhhBBCSLdCgT8DcqEtJ++JPcJvlPQ4adItQgghhJBuhVJdBuRCW86gkp4IbTmNk3ZphJ8QQgghpHuhwN9DxCvpMQK/0ZKTTtglhBBCCOkeKPD3EOYIv2AFrAVB63yKhhaPAoBachJCCCGEdDcU+HsIwQj8eWVASPedBlfgpFsWAFTDTwghhBDSXVCqS9BHH32Ek046Cfn5+SgvL8evfvWrbO9SUsySnryysHV1rTTpFiGEEEJIdyVmewe6gtWrV+Paa6/Fc889h2nTpkGWZezYsSPbu5UU3mME/jiz7FINPyGEEEJIt0KBPwHz58/HPffcg7PPPhsAIEkSTjjhhCzvVXJ4d4N+xRFhhN/fgx/Q23LSpFuEEEIIId1Hzpf0PPzww7jsssswdOhQ8DwPUYz9HuW1117DSSedhLy8PBQXF+Oiiy7qUDvMtrY2fPnll6ipqcHIkSNRXl6OM888E19//XXK95lxjMUs6Qkd4adyHkIIIYSQ7iPnA//8+fPxwQcfoH///ujVq1fMbZcuXYoZM2agra0NjzzyCO655x589dVXqKysxLZt24K2veqqq8BxXNTLk08+CQBoaGiApml45ZVX8Oabb+LAgQOorKzEeeedh9bW1k77vtPK1wpO9Y/ixyjp4QAU2CQ6YZcQQgghpBvJ+ZKeXbt2YciQIQCAqVOnoqamJuJ2DQ0NmDdvHvr164d169ahsLAQAHDppZdi5MiRuP3227Fq1Spz+yVLlmDhwoVRHzc/Px8AUFCgt7C84447cMwxxwAA7rvvPvzpT3/Cxo0bcfrpp3f4e+x0rsAe/JFKevTAX+gf3acRfkIIIYSQ7iPnA78R9uN544030NzcjHnz5plhHwAGDBiAmTNnYtmyZThw4AD69+8PQA/0RqiPxel0YtCgQUE17canAF0F56pt/yLSCH9r8Cy7IgV+QgghhJBuI+cDf6I2bNgAAKisrAxbV1lZiWXLlmHjxo1m4E/GrbfeioULF+KMM87AUUcdhYceeghOpxMTJ06Mepvq6uqwTyN27doFAJBlGbIsJ70fqdKaj5g/aMVaBBby2LWtHgBAoV2EqioAEzK6f7lEURSoqgpFUbK9KzmPjlXi6Fgljo5V4uhYJY6OVeLoWCUuW8cqlYzWbQL/wYMHAQD9+vULW2csM7ZJ1p133ommpiaceOKJ8Hq9GD9+PN57772YnxAsXrwY999/f8R1TU1NqKuri7iuM1hq9sHqv17vE6GFPHZNsxsAkC8ytDU1wCJb4ZV6Zh2/oihoaWkBYyzuCeI9HR2rxNGxShwdq8TRsUocHavE0bFKXLaOVVNTU9K36TY/SZfLBQCwWq1h62w2W9A2yeI4Dg888AAeeOCBhG9z6623YtasWUHLdu3ahenTp8PpdKK0tDSlfUkJ5zGvFh91DCA5glY3eTQAQGlhHvKcxSgvcvTYPvyKooDjOJSUlNALXRx0rBJHxypxdKwSR8cqcXSsEkfHKnHZOlZOpzPp23Sbn6TDoYdYr9cbts7j8QRtkwkVFRWoqKgAAFRVVQWN9kuSBEmSMrYvqn/SLSblQXIEP0lUjaHJo380VJxngSCIsFkk8D24jl8QBIiimNGfUVdFxypxdKwSR8cqcXSsEkfHKnF0rBKXjWOVymN1m7qNWGU7scp9MqGqqgqMsQ7NB5AyVQZX/R/9uiUfUIPrvhpcPjCmX3faLeA5rkeHfUIIIYSQ7qbbBP5JkyYBANavXx+2zlgW6yTbbkeVgTWPAn8aAX7vWgAA13YEeHykvtwf/IMm3XJIEHtoKQ8hhBBCSHfVbQL/9OnTUVBQgGeffRbNzc3m8v379+PVV1/F1KlTU+rQkw5VVVXgOA6jRo3KzAOqMrDyCuCTBUBbbfC61hp9+corAVVGXWvwLLs06RYhhBBCSPeS8zX8y5cvx759+wAA+/btA2Ms6OTZ3//+9wCA4uJiPPbYY7j55ptx8sknY+7cufB6vVi0aBE4jos5yVZnq6qqQlVVFbZv356Z0P/Z48D3H/i/YCEr/V9//z7w2ULUF19lrnE6JJp0ixBCCCGkm8n5wL906VKsWbMmaNm9995rXjcCPwDMnTsXpaWleOyxx3D33XfDYrFgypQpWLBgAcaMGZOxfQ4VetJup1Jl4MtnAHAID/uBOGDjM2iYPN1cUuyw0KRbhBBCCCHdTM7Xb6xevRqMsaiXUDNnzsSGDRvgcrnQ2NiIt956K6thH8jwSbv7vwDaahA77ENf31oN66FN5pJCmwiBavgJIYQQQrqVnA/8JEnuhqQ2V1r1lp0FNhGiwEOiGn5CCCGEkG6F0l0GZPSkXXtxUpsfkfW5CZx2vacr1fATQgghhHQvFPgzIKMlPQNOAvLKodfwx8IB+RXYqA0FoHfoAUA1/IQQQggh3QwF/u5GkIBJNyGhGv6JN6HGpQHQO/TQpFuEEEIIId0PBf7u6JRfA0PP9n8RGuD9Xw89GzjlDrMPf5HdQuU8hBBCCCHdUM635ewOMtqWE9BH+WevAD5bCGx8Bmitbl+XXw5MvAk45Q5onIhGtz7jLs2ySwghhBCDqqpobGxEa2trxK6IBNA0DT6fD62treA72PSE4zjk5+ejuLgYopj+eE6BPwMyPvEWoIf+0+4CTrkDyp7P0FJ9AAUV/SEOPkVfB6CpzQdV03+JnTTLLiGEEEIAMMbw008/wev1QhCETgmg3QHHcbBYLOC4jg+YyrKM2tpauFwuDBgwIC33GYh+gt2dIIENPAXe/Drkl5aaYR8A6tp85vUih0Qn7BJCCCEEXq8XHo8HRUVF6NOnT9rDZ3ehaRpUVYUgCB0e4WeM4dChQ2hqakJLSwsKCwvTtJc6GtLtweoDAr/TLtGkW4QQQgiB1+sFx3GoqKigsJ8hxvEGgObm5rTfPwX+DMhoH/4k1Ld5zetFdhrhJ4QQQohevy+KIpXyZJhxzGVZTvt9U+DPgIz24U9CcEmPhWr4CSGEEAIAHS5RIanheb5TTpKmn2YPVt8aXNJDI/yEEEIIIdnTWSVUFPh7MGOE32ERYJMEmnSLEEIIIaQbosDfgxkn7TrtEk26RQghhBCSJE3TcMopp4DjOBw+fDjbuxMVBf4MyN2Tdv2z7NKkW4QQQgghSXviiSfgcDiyvRtxUeDPgFw/aZdG+AkhhBBCkrNz5048/fTTePTRR7O9K3FR4O/BjLacRXYLJDobnxBCCCEkIZqm4cYbb8TDDz+MoqKibO9OXNRgtYdijAWV9NCkW4QQQgjJBFnVsGlvA5rcPjjtFkwYVAxJ6FoDj0888QR69eqF6dOn48CBA9nenbgo8PdQLV4Fsqr3eaWWnIQQQgjpbLKq4S+rd+OF9XtRG9AavDzfiqsnD8QtU4d0ieC/a9cu/PGPf8SXX36Z7V1JWO4fVdIpAnvwFzmohp8QQgghnUdWNdz0wib86cOdqAvIIABQ2+rFnz7cibnL/w1Z1bKzf7KMoUOHori4GA0NDUHrnnjiCXAch1//+tcAgM8++ww1NTUYM2YM+vTpgwkTJgAAjjvuODz99NMZ3/dEUODvoQJn2dVH+OmpQAghhJDO8ZfVu/HJdzUAgNB5ZI2vV+2oxpLVuzO6XwZJkvDQQw+hsbERjzzyiLn8+eefx69//Wtcf/31+NOf/gQAuPTSS7F7925s3rwZGzduxNtvvw0A+Oijj3DllVdmZf/joZTXQ9UHBP4Sh4VG+AkhhBDSKWRVwwvr9yJe0uAAvLB+X9ZG+WfOnInKykr8+c9/xqFDh/Daa6/hxhtvxIwZM/DMM8+Ys+A6HA7069fPvPTu3RsA0KdPH+Tn52dl3+OhGv4MqKqqwv3335/t3QhidOgBgJJ8Sxb3hBBCCCFdxf1vbce3PzUndZtmtxxUsx8NA1DT6sVFiz5DoV1Ket9G9i3EfRcel/TtAv3xj3/E5MmTcfnll2P9+vU488wzsWLFCgiCEPU2gwYNAmOhn1vkFgr8GVBVVYWqqips3749ZybfCizpKcu3ZnFPCCGEENJVfPtTMzbsqe/Ux/jP4ZZOvf9YTjrpJJxzzjn417/+hcrKSrz22muwWLr+wCgF/h7KOGnXKvLIt9HTgBBCCCHxjexbmPRtmt1yUiF+RO+ClEf4O+qDDz7AqlWrAAAWiwV2u73D95kLKOn1UPUBs+zSCbuEEEIISUQqJTOyqmHyQx+jrtUXdsJuIA561cGbvzwlK+05P//8c1x88cWYPHkyxo4diyeeeAJvvvkmLrrooozvS7pR0ktAfn5+0MVisaCwsOPvIrOpLmDSLZEm3SKEEEJIJ5EEHtdMHhQz7AN6Df81kwdmJexv3boV559/PkaMGIG33noL9913H4qLi/Hf//3fUBQl4/uTbhT4E9Da2hp0OfXUU3HFFVdke7c6xJxllybdIoQQQkgnu2XqEEw7tgIAwrr1GF9PO7YCN08dktH9AoCdO3fi7LPPRu/evfGvf/0LBQUFKC4uxm9/+1vs2LEDzzzzTMb3Kd0o8Cfphx9+wKpVq3DTTTdle1c6xCzpoZachBBCCOlkksDj6avH4zdnDgtrFlKWb8VvzhyGp68en/HR/f379+OMM86AzWbDBx98gLKyMnPdL3/5S/Tr1w9VVVVobk6uM1Guyfka/ocffhhbtmzB5s2bsXv3bvA8H/Ojlddeew2PPvootm3bBovFgilTpuDBBx9MW3ec//u//8MJJ5yAE044IS33ly11/racRVTDTwghhJAMkAQev/zZUNw8dQg27W1Ak9sHp92CCYOKs1LGAwADBgzA/v37I66z2+04cOBAhveoc+R80ps/fz4++OAD9O/fH7169Yq57dKlSzFjxv9v786jm6r2PYB/T9O0Ted0ArS0IOiTGRV4bRGoiK8IyiSjXmVQCnLhIjNc9RmelwfIIBUuQwvIsFjq8sEViwLlIshgGbxXEJCpoi0gWEpnOmXY74+a0JAOJ22apMn3s1bXas/Z55xffpxuftnd2ecl3Lt3D0uXLsXbb7+Ns2fPIi4uDufOnTNr+6c//QmSJNX4tWbNGovz63Q6fPzxx01+dL+kQocybeVDLYJ9lRzhJyIiIrtRKjwQ2yYU/Tu2QGybUIcV++7E6Uf4MzIy0KZN5Xyu+Ph43Llzp9p2eXl5mDlzJiIjI3H8+HHTh2pHjhyJ9u3bY/r06aZllgBg/fr1WLVqVY3Xre5JaampqSguLm7y8/fvVnn4RYhf019bloiIiIhq5vQFv7HYr8vu3btRWFiImTNnmq2gExUVheHDh2Pr1q24fv06WrZsCeD+yjvWSE5OxpgxY5z2sclyVX3oViifsktERETk0lzmbygnT54EAMTFxVnsM247ffp0vc+flZWFtLS0Jj+dBwBy/5i/DwAhfnzKLhEREZErc/oRfrlu3LgBAIiMjLTYZ9xmbFMfmzZtQpcuXdCtWzdZ7bOzsy2mH2VkZAAAtFottFptvWOxlk6ng16vN33YObug1LQvROVp11ic3YO5opoxV/IxV/IxV/IxV/IxV/LpdDoIUblivsFgcHA0zs/WuRJCQAhRa21Wn7rNZQr+kpISAIC3t+WItY+Pj1mb+li4cCEWLlwou/3atWtrbF9QUIC7d+/WOxZr6XQ6FBUVQQgBT09P3LiTb9rnqS3G3bss+I0ezBXVjLmSj7mSj7mSj7mSj7mST6fTQavVwtvbG3q93tHhODUhhClHkmSbBVCEEKioqKi1TiwoKLD6vC5z1/v6+gIAysvLLfaVlZWZtbGHKVOmYMSIEWbbMjIyMGTIEAQFBSE0NNRuseh0OkiShJCQEHh6eqIMlTeRUiEh+qEI+Hq5zG3QYA/mimrGXMnHXMnHXMnHXMnHXMmn0+lQUFAASZKgUCgcHU6TYMt7SpIkeHl51VonBgUFWX1el7nrq07badeundm+2qb7NJaIiAhERFQ+UU6j0ZiN9iuVSiiVSrvFAgAKhQKenp5QKpXIL638k2aQSgkfby8oPfkLXVXVXFHtmCv5mCv5mCv5mCv5mCv5jKPVHnxOT60MBoPNc2VcHr62+7Q+97DL/Ev26NEDAJCenm6xz7ite/fudo3JSKPRQAiB8+fPO+T6DzI+ZTdY5cWHbhERERG5OJep9oYMGYKAgACkpKSYPf44KysLn3/+OeLj401LctqbRqOBJEk2e9pvQxmX5eRDt4iIiIhcn9NP6dm+fTsyMzMBAJmZmRBC4G9/+5tp/zvvvAMAUKvVWLZsGSZPnoyePXti0qRJKC8vx+rVqyFJUq0P2WpsGo0GGo0GFy5ccIqi37gsp9qXa/ATERERuTqnL/g3bdqEb7/91mzbu+++a/reWPADwKRJkxAaGoply5Zh7ty58PLyQq9evbBo0SJ07tzZbjE7u9w/nrSr9uM8RiIiIiJX5/RTeg4fPmxak7S6rwcNHz4cJ0+eRElJCfLz85GamurwYt+ZpvSUafW4V1G5hFSIH0f4iYiIiKz16aefok+fPggNDa12Fci5c+eiffv2CAgIQMuWLTF9+vQGLQ/fUE5f8LsCZ/rQrvEDuwAQ6s+n7BIRERFZS61WY/LkyVixYkW1+5VKJT755BPk5eUhPT0dJ06cwNy5c+0c5X0s+O3AmUb4zQp+jvATERERWS0hIQFjxoxB69atq92/aNEidOnSBZ6enoiMjERiYiKOHDli5yjvY8FvB840wn+3SsEfxhF+IiIiokZ38OBBh04xd/oP7ZJtGVfoAYDwAI7wExERkZ3ptUDWCaA0D1CpgagYQOG6C4mkpKTgwIEDOH36tMNiYMHvZu4W3x/hjwjwcWAkRERE5Fb0WuDYh8CpZODenfvb/SOA7hOBp2e4XOG/efNm/PWvf0VaWhpatWrlsDg4pccOnHEOv4fEdfiJiIjITvRa4NOXgUOLgHs55vuK71Ru//SVynYOoNVq8eijj0KtViMvL89sX1JSEiRJwowZM6w657p16zB//nwcOHAATzzxhC3DtRoLfjtwpjn8uaan7HrBg0/ZJSIiIns49iFwNe2PHx5cVv2Pn6/uB46tsmNQ9ymVSixevBj5+flYunSpafuWLVswY8YMTJgwAStXrjRt1+v1KCsrQ0VFZV1VVlaGsrIy0/5Vq1ZBo9Hg4MGD6Nq1q91eR01Y8LuZu6aC37X+ZEZEREROSq+tnMaDugYaJeB0ssNG+YcPH464uDh89NFHuHXrFnbt2oU33ngDL730EpKTkyFJ9+Pfvn07/Pz8MHDgQJSXl0OlUkGlUpn2z5gxA3l5eYiNjYW/v7/py1E4h9/NGEf4OZ2HiIiIrLZ3PnD7nHXHlOWbz9mvkQCKs4HkeMAn2PrYmncCnl9i/XFVrFixArGxsRgzZgzS09Px3HPPYceOHVAoFGbtxo0bh9deew16vR4KhQIeHuZj6NU9HNaRWPDbgUajwcKFCx0dBoD7BT+fsktERERWu30OyDzWuNf43XFToGNiYtC/f3/s27cPcXFx2LVrF7y8mn7NxILfDjQaDTQaDS5cuODwD+7eLa5clpMFPxEREVmteSfrjynLt66Ib9ax/iP8DZSWloZvvvkGAODl5WU2TacpY8HvRrR6AwrLdACAMBb8REREZK36TJnRa4GV7f5Ynae2qS4S4B8OJB52yPKc3333HYYOHYrY2Fh07doVSUlJ+PLLLzFo0CC7x2Jr/NCuG8kruf8hmFA+ZZeIiIjsQaEEeiSi9mIflfu7Jzqk2D9z5gwGDhyIdu3aITU1Fe+99x7UajXmzZsHnU5n93hsjQW/GzHO3weA8AAW/ERERGQnT88AHk3444cHV+v54+dHE4Cn37JjUJWuXLmChIQENG/eHPv27UNAQADUajXmz5+PS5cuITk52e4x2RoLfjtwlgdvVS34wzjCT0RERPaiUAKjdwDPvFM5bacq//DK7aN32H10PysrC/369YOPjw/S0tIQFhZm2jdt2jRERkZCo9GgsLDQrnHZGufw24GzfGi3asEf6s85/ERERGRHCiXQZ07lKH7WCaA0D1CpgagYh0zjAYCoqChkZWVVu0+lUuH69et2jqhxsOB3I7lV5vBzlR4iIiJyCIUSaN3L0VG4FU7pcSPGEX4JfPAWERERkbtgwe9GjAV/oEoJhUddj7cmIiIiIlfAgt+N8Cm7RERERO6HBb8bMc7hZ8FPRERE5D5Y8LsRjvATERERuR8W/HbgbOvwh7HgJyIiInIbLPjtQKPRQAiB8+fPOywGvUEgv7RySk8Yn7JLRERE5DZY8LuJgjIdhKj8nlN6iIiIiNwHC343kV+qM33Pgp+IiIjIfbDgdxN5JfcL/lA/TukhIiIichcs+GW4ffs2Ro4cifDwcISEhOC5557DhQsXHB2WVTjCT0REROSeWPDLMGXKFBQWFuLq1au4ffs2OnfujEGDBjk6LKvk/fGBXQAI82fBT0REROQuWPDLkJGRgZEjRyI4OBheXl6YMGECrl27huLiYkeHJlvVEX41R/iJiIiI6m3u3Lno2LEjQkJCEB0djenTp6OkpMS0X6/XY/bs2QgPD0dgYCBGjBiBu3fvOixepy/4lyxZglGjRuHRRx+Fh4cHPD09a22/a9cuxMTEwM/PD2q1GoMGDWrwcphz5szB//3f/+Hu3bsoKytDSkoKnn32Wfj7+zfovPZkLPgDfTyhVDj9PzsRERGR01IqldixYweys7Nx/PhxnDhxAnPnzjXtX7JkCfbs2YNTp04hKysLpaWlGD9+vMPidfrKb8GCBUhLS0PLli3RrFmzWttu2rQJL730Eu7du4elS5fi7bffxtmzZxEXF4dz586Ztf3Tn/4ESZJq/FqzZo2pbc+ePVFWVoawsDD4+flhz5492LhxY6O83sZi/NAu5+8TERERNcyiRYvQpUsXeHp6IjIyEomJiThy5Ihpf3JyMhYsWIDWrVsjODgYy5Ytw549e3Dr1i2HxFv7cLkTyMjIQJs2bQAA8fHxuHPnTrXt8vLyMHPmTERGRuL48eMIDAwEAIwcORLt27fH9OnT8c0335jar1+/HqtWrarxusbRe4PBgH79+uHFF1/El19+CYVCgQ8++AD9+vXDhQsX4O3dNFa8MY7wh/o3jXiJiIiImoqDBw+ic+fOAID8/HxkZWXhqaeeMu1v164dVCoVzp07hxYtWtg9Pqcv+I3Ffl12796NwsJCzJw501TsA0BUVBSGDx+OrVu34vr162jZsiWAyoJezpSc3Nxc/PLLL5g2bZqp/cyZM6HRaHD16lV07NixHq/K/oxP2eUIPxERETmS1qDFmewzKCgvQJB3ELpGdIXSQ+nosOotJSUFBw4cwOnTpwEARUVFAICgoCCzdsHBwSgsLLR7fEATKPjlOnnyJAAgLi7OYl9cXBy2bt2K06dPmwp+ucLCwtC2bVusXbsWixYtgkKhQFJSEoKCgvDII4/UeFx2drbFXyMyMjIAAFqtFlqttrrDGoVOp0PeHyP8apWnXa/d1Oh0Ouj1euh0urobuznmSj7mSj7mSj7mSj7mSj6dTgchBIDKWQ62pDVosfn8Znx2+TPcLbv/AdZQn1CM+o9RmNBxQpMr/D/++GO888472LdvH6KiomAwGODn5wegcvbJww8/bGqbn58Pf3//WvMqhIAQotZarT51nMsU/Ddu3AAAREZGWuwzbjO2sdbu3btN04UMBgM6dOiA1NRU+Pr61njM2rVrsXDhwmr3FRQU2PWT2hVarWlKj8pD79BPiTs7nU6HoqIiCCHq/IC4u2Ou5GOu5GOu5GOu5GOu5NPpdNBqtfD29oZer7fZebUGLWYdmYVjvx2DBMlsX25ZLtaeXYsf7/yIFb1XOKTo12q16NKlC3JycnD58mWo1WrTvtWrV2PWrFn4y1/+guXLl5u2r1+/Hu+//z6+/vprdO7c2ZSvgIAAREVF4fvvv0e7du0AAJcuXUJpaSnat29fa16FEKioqKi1VisoKLD69bnMXW9cCqm6OfU+Pj5mbazVvn177Nu3z6pjpkyZghEjRphty8jIwJAhQxAUFITQ0NB6xVIfOUWlMFS+WcfDYfa9dlOj0+kgSRJCQkL4n0IdmCv5mCv5mCv5mCv5mCv5dDodCgoKIEkSFAqFzc678cJGHPvtGABAQJjtM/587Ldj2HZxGxI7J9rsunIpFAosWrQIo0aNwooVK7B48WIAwJYtWzB79myMHz8eK1euhCRVvllJSkrCkiVLsG/fPnTt2tXifBMnTsTy5csRHx8PtVqNt99+GwMHDqx2YLoqSZLg5eVVa6324FQhOVzmrjeOtpeXl1vsKysrM2tjDxEREYiIiAAAaDQas9F+pVIJpdJ+714Ly+6Zvg8P9LHrtZsihUIBT09P5kkG5ko+5ko+5ko+5ko+5ko+Y1Hr4WGbxRy1Bi0+u/wZJEgWxb7ZdSHhsyuf4fXOrztklH/kyJFISkrC6tWr8dZbbyE9PR2JiYl46aWXkJKSYvYGaObMmVAqlejdu7fZOYzPaFqwYAHy8vLQvXt3VFRUICEhARs2bKgzp8bVImu7T+tzD7tMwV912o7xzydGtU33sQeNRgONRoMLFy445EO+uSUVpu9D/LhKDxEREdXP0lNLcSn3klXHFFYUms3Zr4mAQE5pDkbvGY1Ar8A62z/o8ZDHMa/HPKuPq2rFihWIjY3FmDFjkJ6ejueeew47duyw+GuHEAIGgwF6vR4KhcKikFcoFFixYgVWrFjRoHhsxWUK/h49emD9+vWmf5yq0tPTAQDdu3d3RGgWI/z2lnvvfsEfylV6iIiIqJ4u5V7C979/36jXuJJ3pVHPX5uYmBj0798f+/btQ1xcHHbt2gUvr6ZfO7lMwT9kyBBMnz4dKSkpeOutt0xLc2ZlZeHzzz9HfHy81Sv02IrDR/jv3f80N5flJCIiovp6PORxq48prCi0qoh/TP1YvUf4GyotLc303CYvLy+oVKoGn9MZOH3Bv337dmRmZgIAMjMzIYTA3/72N9P+d955BwCgVquxbNkyTJ48GT179sSkSZNQXl6O1atXQ5KkWh+y5eqqjvCz4CciIqL6qs+UGa1Bi+c+fw65Zbl1zuEPVYXi0xc+dcgc/u+++w5Dhw5FbGwsunbtiqSkJHz55ZcYNGiQ3WOxNacv+Ddt2oRvv/3WbNu7775r+t5Y8APApEmTEBoaimXLlmHu3Lnw8vJCr169sGjRItPTzxzB4VN6/pjD7+elgI/Sdp+4JyIiIqqL0kOJ0Y+Pxt/P/L3WdgICo/9jtEOK/TNnzmDgwIFo164dUlNTodPpsG3bNsybNw8DBgxo8qs72ebj143o8OHDpocQVPf1oOHDh+PkyZMoKSlBfn4+UlNTHVrsA5UFvxAC58+fd8j1jSP8ao7uExERkQO83ul19I6sXNHmwXX4jT/3juyNCZ0m2D22K1euICEhAc2bN8e+ffsQEBAAtVqN+fPn49KlS0hOTrZ7TLbm9AU/NYxWb8AvOZXPH/BSSNDqbfvUPCIiIqK6KD2UWPXMKkztOhWhKvM15kNVoZjadSpWPbPK7qP7WVlZ6NevH3x8fJCWloawsDDTvmnTpiEyMhIajQaFhYV2jcvWmvbfJ5oIR0zp0eoNWHf4Z2xL/xU5xZUj/NdyShC3+Bu8GhuNN+PbQKng+z0iIiKyD6WHEpO6TMKEThNwJvsMCsoLEOQdhK4RXR0yjQcAoqKikJWVVe0+lUqF69ev2zmixsGKzw7sPaVHqzcgcdv3WHngCu4WV5jtyykux8oDVzBp+7842k9ERER2p/RQonvz7ugX3Q/dm3d3WLHvTljwu6B1h3/Goct3AMDis/DGn7+5lI31h3+2a1xEREREZH8s+O1Ao9FAkiS7rMGv1RuwLf3XBz4OY0kCsC09k6P8RERERC6OBb8d2HNKz/e/5iGnuKKWVW4rCQB3isvx/a95jR4TERERETkOC34XU1BaUXejBrQnIiIioqaFBb+LCVJZt9a+te2JiIiIqGlhwW8H9pzD362VGmH+XrLm8If7e6NbK3Wjx0REREREdavuobK2wILfDuw5h1+p8MBrsa1kzeF/LTaaa/ETERGRBYOBi3o4gsFggCTVNWxrPVZ7LujN+Dbo+3gEAFiM9Bt/7vt4BCbHt7FrXEREROT8FAoFdDoddDqdo0NxK8acK5W2fy4BC34XpFR4YMOrT2HWc48hzN/bbF+YvzdmPfcYNrz6FEf3iYiIyIK3tzeEEMjOzm60KSZkzphvAAgMDLT5+T1tfkZyCkqFB6Y9+ygmx7fByZ/v4Hp2LlpGhOA/24Sz0CciIqIaGQv+goICFBcXQ6FQNMo0k6ZOCAEhBCRJalB+hBDQ6/XQ6/Xw9fVFQECADaOsxILfxSkVHvjP1iFoGygQGhrCYp+IiIhqJUkSWrRogaKiIhQXF3OUvwZCCFRUVMDLy6tBBb8kSVAqlVCr1VCr1Y3y5ooFvx1oNBosXLjQ0WEQERERyaJQKBAeHo7w8HBHh+K0tFot7t69i9DQ0EaZd29LHO61A3uu0kNEREREVBULfiIiIiIiF8aCn4iIiIjIhbHgJyIiIiJyYSz4iYiIiIhcGAt+IiIiIiIXxmU57eDBZTkzMjLsen2tVouCggIEBQU5/bJRjsZcycdcycdcycdcycdcycdcycdcyeeoXBnryPLyctnHSIJPU7Cb3bt3Y8iQIY4Og4iIiIiauC+++AKDBw+W1ZYFvx3l5+fj22+/RcuWLeHt7W2362ZkZGDIkCH44osv0LZtW7tdtyliruRjruRjruRjruRjruRjruRjruRzVK7Ky8tx/fp19OnTB8HBwbKO4ZQeOwoODpb9TqwxtG3bFh06dHDY9ZsS5ko+5ko+5ko+5ko+5ko+5ko+5ko+R+TqySeftKo9P7RLREREROTCWPATEREREbkwFvxERERERC6MBb8bCA8Px3vvvYfw8HBHh+L0mCv5mCv5mCv5mCv5mCv5mCv5mCv5mlKuuEoPEREREZEL4wg/EREREZELY8FPREREROTCWPATEREREbkwFvxERERERC6MBT8RERERkQtjwe9Edu3ahZiYGPj5+UGtVmPQoEE4f/687ONLSkowf/58tGrVCt7e3mjVqhUWLFiAkpKSattnZmbi5ZdfRnh4OFQqFbp27YqNGzfWeP4jR46gb9++CAgIQEBAAPr27YujR49a/TptwV65Kisrw8aNGzFs2DC0adMGKpUKLVu2xIABA3Do0KFqz92qVStIklTt1549exr0uuvDnvfVuHHjanzts2fPrvb87nhf/frrrzXmyfi1aNEis2Nc6b66fPky5syZg379+iE0NBSSJOGNN96o9Rh37a+syZW791fW3lfu3F9Zkyt3769SU1PxxhtvoEOHDggICEB4eDhiY2OxefNm6HS6ao9xyv5KkFPYuHGjACA6duwoVq9eLZYtWyaioqJEQECA+PHHH+s8XqfTiT59+ggA4tVXXxUpKSli6tSpQqFQiL59+wq9Xm/W/vr166J58+ZCpVKJBQsWiOTkZDFw4EABQGg0Govz79u3T3h6eoro6GixbNky8dFHH4mOHTsKT09PceDAAZvlQQ575urixYsCgIiNjRUajUZs2rRJaDQa0aJFCwFALF261OL80dHR4vHHHxfbt2+3+Lpx44ZNc1EXe99XY8eOFQCqfe3/+te/LM7vrvdVcXFxtTnavn27iIqKEgAsrulK99XHH38sAIjWrVuLhIQEAUC8/vrrNbZ35/7Kmly5e39l7X3lzv2VNbly9/6qWbNm4pFHHhEzZ84UKSkpYvny5aJbt24CgBgwYIAwGAxm7Z21v2LB7wRyc3NFYGCgiIyMFAUFBabtmZmZws/PTzzzzDN1nmPTpk0CgJg2bZrZ9uXLlwsAYuvWrWbbX331VQFA7Ny502z7iy++KDw9PcXPP/9s2qbT6USrVq2En5+fyMzMNG3Pz88XDz/8sGjbtq1F4ddY7J2rnJycajv+3377TYSEhAgvLy+Rm5trti86Olr06dPHyldme464r4z/gcrhzvdVTa5evSokSRIxMTEW+1zpvsrJyTH93vzyyy91Fmbu3F9Zkyt376+sva/cub+yNlfVcZf+6p///KdFUa/T6cTTTz8tAIivvvrKbJ+z9lcs+J2A8Z12de/8jB1SVlZWrecwjiz++uuvZttLSkqESqUSzz77rGnbvXv3hEqlEq1bt7Y4z6FDhwQA8f7771tsGzdunEX79957TwAQR48erfN12oK9c1WboUOHCgAiPT3dbLuxo9NqtaKgoMCio7AXR+TKeF6DwSAKCgqETqer8dy8ryzNmzdPABCbNm2y2OdK91VVdRUb7t5fVVXfwkwI9+ivqrKm4HfH/qqq+t5X7thfVZWUlCQAiMWLF5u2OXN/xTn8TuDkyZMAgLi4OIt9xm2nT5+u8XghBE6fPo2HHnoI0dHRZvuMc8eqHn/u3DmUlpYiNjbW4lyxsbGQJAmnTp2yKr6q7RuTvXNVm5s3bwIAmjVrVm2cfn5+CAoKgr+/PwYPHoyzZ8/KOq+tODJXwcHBCAoKgre3N2JiYvCPf/yjXvG5032l0+mwdetWBAYGYtSoUTXG2dTvK2u5c39lS67eXzWEu/VXtsD+qvrfKWfurzxtchZqkBs3bgAAIiMjLfYZtxnbVCc3NxclJSXo2LFjtfsjIyORnp6OwsJCBAYG1no9b29vhIWFmV2vofHZkr1zVZPU1FScOnUKffr0QevWrc32tW/fHuPHj0e7du3g4eGB77//HmvWrEFaWhrS0tLQq1evOl+nLTgiV82aNcO0adPQrVs3BAcH48qVK1i9ejWGDRuGDz74AHPmzLFZfLbkDPdVamoqbt++jcmTJ8PPz89iv6vcV7a8nqv3V7biDv1Vfbhrf2UL7t5f3bhxAxs2bIBarcbgwYNlXc/R/RULfidgXMHD29vbYp+Pj49ZG2uPf/AcgYGBstpXvV5D47Mle+eqOj/99BNee+01qNVqbN682WL/119/bfbz8OHDMWbMGPTo0QOJiYm4ePFijfHZkiNytXTpUot2kydPxhNPPIG3334bo0ePRsuWLW0Sny05w32VkpICAJg4cWK1+13lvrLl9YzXdNX+yhbcpb+qD3ftr2zBnfur4uJiDB48GIWFhdi5cydCQkJkXc94TUf1V5zS4wR8fX0BAOXl5Rb7ysrKzNpYe3x155DTvur1GhqfLdk7Vw+6fPkynn32WRgMBnz99dd45JFHZMXdpUsXDB06FJcuXUJGRoasYxrK0bky8vf3x6xZs6DVarF//36bxWdLjs7V9evXsX//fjz55JN48sknZcfdFO8rW17PeE1X7a8ayp36K1txh/6qody5vyouLsaAAQPwww8/YM2aNRg6dKjs6xmv6aj+igW/E6jtzza1/bnHKCQkBL6+vjX+2efGjRsIDAw0jSzWdr3y8nLk5OSYXa+h8dmSvXNV1U8//YT4+HiUlZXhwIEDiImJsSp245/Ss7OzrTquvhyZqwdV99p5X923efNmGAwGJCYmWht6k7uvbHk9V++vGsLd+itbcvX+qqHctb8qKipC//79cezYMaxbtw5Tpkyx6nqO7q9Y8DuBHj16AADS09Mt9hm3de/evcbjJUlCt27d8NtvvyEzM9NsX2lpKc6cOWN2fKdOneDj41Pt9U6cOAEhhCkmufFVbd+Y7J0ro/Pnz+OZZ55BRUUFDh48WK/Xe+XKFQBA8+bNrT62PhyVq+pU99p5X1UyGAzYvHkz/Pz88PLLL1sde1O7r6zlzv1Vfbljf2VLrt5fNYS79lcFBQX4r//6L6Snp2Pjxo2YNGlSte2cur+yyVo/1CC5ubkiICCgxnVi4+PjTdvu3bsnLl68KH777Tezc6SkpFS7BviKFSsEALFlyxaz7a+88kqt68RmZGSYtul0OhEdHS38/PzMlq8qKCgQkZGR4pFHHrHr+sP2ztXZs2dFWFiYCAsLE2fOnKk1vpycnGq3HzlyRCgUCtGpUydZr9MW7J2r4uJiUVpaahFHdna2iIyMFN7e3uLmzZum7e5+Xxnt3btXABATJkyoMT5Xu6+qkrMkoDv3V1XJyZU791dV1ZUrd++vqrJmWU537K/y8/NFjx49hEKhENu2bavzms7aX7HgdxLr1683exLc8uXLRXR0tPD39zfrtI1rto4dO9bseJ1OJ3r16iUAiNdee01s3LhRTJs2TSgUChEfH2+xvnBmZqZo1qyZ8PX1FX/9619FSkqKeOGFFwQA8e6771rE99VXXwmFQiGio6PFihUrxOrVq01Pgtu/f3+j5KQm9sxVZmamCA0NFQDE/Pnzq31q4O3bt03tP/zwQ9GuXTsxY8YM8dFHH4k1a9aI8ePHC09PTxEQECBOnTrV6Pmpyp65+uGHH0RERISYOHGi+OCDD0RycrKYPXu2CAkJEZIkib///e8W8bnrfVXVsGHDBABx4sSJGmNztfsqPz9fvP/+++L9998Xs2bNEgDEU089Zdr25ZdfmrV35/7Kmly5e39lTa7cvb+y9nfQyB37K+NTdQcPHlzt79TZs2fN2jtrf8WC34l8/vnnokePHkKlUomgoCDxwgsvWNxINd2QQghRVFQk5syZI6KiooRSqRRRUVFi7ty5ori4uNrrXbt2TYwePVqEhoYKb29v0alTJ7Fhw4Ya4/vmm29EfHy88PPzM70zPnz4cINec33ZK1fGc9T2dejQIVP7Y8eOicGDB4vo6Gjh6+srvLy8ROvWrUViYqK4du1aY6SiTvbK1a1bt8Srr74q2rVrJ4KCgoSnp6do1qyZGDJkiPj2229rjM8d7yuj27dvC6VSWeeIl6vdV8YRxZq+qsutu/ZX1uTK3fsra3Ll7v1VfX4H3bW/qut36r333rO4njP2V9IfL4aIiIiIiFwQP7RLREREROTCWPATEREREbkwFvxERERERC6MBT8RERERkQtjwU9ERERE5MJY8BMRERERuTAW/ERERERELowFPxERERGRC2PBT0RERETkwljwExERERG5MBb8REREREQujAU/ERE5RF5eHsLCwrBkyRK7X3vcuHGQJMls29GjRyFJEtLT0+0eDxFRY2LBT0REDqHRaKBUKvGXv/zF0aEAAHr16oWEhAS89dZbEEI4OhwiIpthwU9ERHZ3+/ZtrFu3Dm+++SZ8fX0dHY7JrFmzcOrUKXz11VeODoWIyGZY8BMRkd2lpKRAp9Nh7NixstoLIVBcXNzIUQHPPvssIiMjsXbt2ka/FhGRvbDgJyIiC6dPn8bw4cPRokULeHp6QpIksy+lUomysrJ6n/+zzz5Dhw4dEB0dbbFvy5YtkCQJ//znP7F48WI89thj8Pb2xvLly1FUVIR3330XMTExCA8Ph5eXF1q1aoWpU6ciNzfX4ly///47xo4di9DQUPj5+aFnz544dOhQjXF5eHigf//+2L9/P/Lz8+v9+oiInImnowMgIiLnsnPnTowePRpBQUGYOHEioqKicPDgQezcuROSJOHFF1/EQw89BB8fn3qd/86dO7hw4QLeeOONWtvNmTMHJSUlGDt2LMLDw9GyZUvcvHkTycnJGDZsGEaNGgUfHx+cOnUKGzZswLFjx3D69GkolUoAQGFhIXr16oWMjAyMHTsWPXr0wIULF/DCCy+gTZs2NV43Li4OGzduxJEjRzBo0KB6vUYiImfCgp+IiExu3ryJ8ePH46GHHsKJEyfQokULAMCbb76JAQMGYO/evViwYAFiYmLqfY0LFy4AANq2bVtru6KiIpw5cwb+/v6mbRUVFbhx44apqDfG1rNnT0ycOBFffPEFRowYAQBYvnw5rl69ig8//BBvvfWWqf3TTz+NMWPG1HjdRx99FABw7tw5FvxE5BI4pYeIiEySkpJQVFSEdevWmYp9o4SEBADA5cuXTdtyc3Mxbtw4hISEoEWLFtiyZUud17hz5w4AIDQ0tNZ2U6dONSv2AcDLy8tU7Ot0OuTn5yMnJwd9+/YFAJw8edLUdufOnQgODsaUKVPMzjF69GhTUV8dY1zZ2dl1vhYioqaABT8REZns3r0bERER6N+/v8W+iooKAEBAQAAAQK/X4/nnn4efnx9u3bqFlStXYtKkSbh9+7asa9W19OVjjz1W7faUlBQ88cQTUKlUUKvVCA8PN03RqTqP/+eff0bbtm3h5eVlcY727dvXGdeD6/QTETVVLPiJiAgAUFJSgitXrqBz587w8LD878E4et6jRw8AwPr163Hr1i0kJSXB29sbY8aMgUqlqvPBVeHh4QCAu3fv1tquuuU6k5KSkJiYiLCwMKxduxZ79uzBgQMHsHfvXgCAwWCo+4XWwRhXREREg89FROQMOIefiIgAVH7IFQC8vb0t9v3+++/Yu3cvevbsicjISADA6tWrMX78eHh63v+vJCgoqM7Vezp06AAAuHr1qtUxbt26Fa1atcL+/fvN3pRcvHjRom2bNm2QkZGBiooKi1H+n376qcZrGOPq1KmT1fERETkjjvATERGAypF3f39/HD9+HAUFBabtZWVlGDduHEpLS/G///u/ACqny1y+fNli6k95eTkefvjhOq/ToUMHfPfdd1bHqFAoAJiP5Ash8D//8z8WbYcNG4b8/HyLNfU//fTTWt9spKenw8PDA71797Y6PiIiZ8QRfiIiAlBZTP/5z3/G0qVL0bt3b4wdOxZlZWXYsWMHLl++jDVr1piK4PT0dEiShOeff950vBACFRUVeOqpp+q81qhRo/Df//3fyMjIqHO1nqpGjBiBefPmISEhAcOHD0dJSQn+8Y9/mD5fUNXs2bPxySefYObMmfjxxx/RvXt3/PTTT9i8eTM6deqEc+fOWRxjMBiwd+9eJCQkICgoSHZcRETOjCP8RERksmjRIixcuBBFRUWYP38+PvzwQzz++OM4fvy42Wo3t27dQteuXZGfn2/62rhxI/r06QM/P786rzNx4kQolUps27bNqvhmz56NpUuX4vr165gxYwZWrlyJzp07Y//+/RZtg4KCcPToUbzyyiv44osvMGvWLPz73//Gnj178OSTT1Z7/oMHD+LmzZsWK/sQETVlkqhrmQQiIqIHrFmzBp988gmOHz9u2hYfH485c+Zg4MCBss4xffp0fPrpp7h27ZqsNwn20L9/f+Tm5uLkyZNcpYeIXAZH+ImIyGq9e/fG2bNn8cMPP6C4uBhz5sxBWFiY7GIfADQaDfR6PT766KNGjFS+o0ePYv/+/UhKSmKxT0QuhSP8RERUL0uWLMHSpUvh6emJl19+GUuWLIFKpXJ0WERE9AAW/ERERERELoxTeoiIiIiIXBgLfiIiIiIiF8aCn4iIiIjIhbHgJyIiIiJyYSz4iYiIiIhcGAt+IiIiIiIXxoKfiIiIiMiFseAnIiIiInJhLPiJiIiIiFwYC34iIiIiIhfGgp+IiIiIyIWx4CciIiIicmEs+ImIiIiIXNj/A4jiQGQBjWiOAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 780x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# ============================================================\n",
    "# Stability test for monomials x^4, x^12, x^20 \n",
    "# ============================================================\n",
    "\n",
    "degrees = [4, 12, 20]\n",
    "noise_levels = [0, 0.005, 0.01, 0.02, 0.05, 0.10, 0.20]\n",
    "n_reps = 20\n",
    "\n",
    "stability_monomials = {} \n",
    "\n",
    "for d in degrees:\n",
    "    print(f\"Optimizing QM for monomial x^{d}...\")\n",
    "    res_mon = run_reservoir_task(\n",
    "        task_name=f'Monomial{d}_noise_test',\n",
    "        generate_data=lambda d=d: generate_monomial(d, 200),\n",
    "        encode_func=encode_monomial,\n",
    "        classical_func=None,\n",
    "        reservoir_type='coupled',\n",
    "        feedback_rule='window',\n",
    "        use_unitaries=True,\n",
    "        fix_theta=False,\n",
    "        n_updates=1, n_chip_runs=1,\n",
    "        include_previous=False,\n",
    "        use_coherences=True, use_U_meas=True,\n",
    "        n_trials=30, n_unitary_pairs=10,\n",
    "        save_results=False, verbose=False\n",
    "    )\n",
    "    print(f\"  Baseline MSE (no noise): {res_mon['fb_mse']:.3e}\")\n",
    "\n",
    "    best_result = (\n",
    "        None,\n",
    "        res_mon['fb_params'],\n",
    "        res_mon['U_in_list'],\n",
    "        res_mon['U_out_list'],\n",
    "        None\n",
    "    )\n",
    "    config_mon = RESERVOIR_CONFIG['coupled']\n",
    "\n",
    "    nl, means, stds = dynamic_stability_sweep(\n",
    "        f'Monomial{d}',\n",
    "        lambda d=d: generate_monomial(d, 200),\n",
    "        encode_monomial,\n",
    "        best_result,\n",
    "        config_mon,\n",
    "        'window',\n",
    "        n_updates=1,\n",
    "        n_chip_runs=1,\n",
    "        use_coherences=True,\n",
    "        use_U_meas=True,\n",
    "        include_previous=False,\n",
    "        noise_levels=noise_levels,\n",
    "        n_reps=n_reps\n",
    "    )\n",
    "\n",
    "    stability_monomials[d] = {\n",
    "        'noise_levels': nl,\n",
    "        'means': means,\n",
    "        'stds': stds,\n",
    "        'baseline_mse': res_mon['fb_mse']\n",
    "    }\n",
    "\n",
    "# Plot\n",
    "plt.figure(figsize=(6.5, 4))\n",
    "\n",
    "for d, data in stability_monomials.items():\n",
    "    nl = data['noise_levels']\n",
    "    means = data['means']\n",
    "    stds = data['stds']\n",
    "    plt.semilogy(nl, means, 'o-', label=f'$x^{{{d}}}$')\n",
    "    plt.fill_between(nl, np.maximum(means - stds, 1e-10),\n",
    "                     means + stds, alpha=0.15)\n",
    "\n",
    "plt.xlabel(r'$\\sigma_\\theta$ (rad)')\n",
    "plt.ylabel('Test MSE')\n",
    "plt.title(r'Test MSE vs. gate noise $\\sigma_\\theta$ for monomial approximation')\n",
    "plt.legend()\n",
    "plt.grid(True, alpha=0.3)\n",
    "plt.tight_layout()\n",
    "plt.savefig('noise_mon.pdf', bbox_inches='tight')\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}