1659 lines
1.3 MiB
Plaintext
1659 lines
1.3 MiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"id": "b6f1606b",
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"metadata": {},
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"source": [
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"# 3) Backtest — Walk-forward Evaluation\n",
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"\n",
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"Loads saved model and evaluates on the hold-out split using the same minimal env."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"id": "4222de5d",
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Found 3 model(s):\n",
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" - ppo_EURUSD_M15.zip (algo=PPO)\n",
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" - a2c_EURUSD_M15.zip (algo=A2C)\n",
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" - dqn_EURUSD_M15.zip (algo=DQN)\n",
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"\n",
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"Default selected for single-model cells: ppo_EURUSD_M15.zip | algo=PPO\n",
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"Test set: (9958, 17)\n"
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]
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}
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],
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"source": [
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"# ---- Path & imports ----\n",
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"import sys, os\n",
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"sys.path.insert(0, os.path.abspath('..')) # Path fix\n",
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"\n",
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"import os, json\n",
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"from pathlib import Path\n",
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"import numpy as np\n",
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"import pandas as pd\n",
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"import matplotlib.pyplot as plt\n",
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"\n",
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"# SB3 algos (multi-algo support)\n",
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"from stable_baselines3 import PPO, A2C, DQN\n",
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"ALGO_MAP = {\"ppo\": PPO, \"a2c\": A2C, \"dqn\": DQN}\n",
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"\n",
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"import gymnasium as gym\n",
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"from gymnasium import spaces\n",
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"from dotenv import load_dotenv\n",
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"\n",
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"import features\n",
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"\n",
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"# ---- helpers ----\n",
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"def infer_algo_from_name(p: Path) -> str:\n",
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" name = p.stem.lower()\n",
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" for k in ALGO_MAP:\n",
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" if name.startswith(k + \"_\"):\n",
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" return k\n",
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" return \"ppo\"\n",
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"\n",
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"def collect_model_candidates(models_dir: Path, symbol: str, timeframe: str, algo: str, explicit: str | None = None):\n",
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" # If user explicitly passed a filename, use only that\n",
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" if explicit:\n",
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" p = Path(explicit)\n",
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" if not p.is_absolute():\n",
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" p = models_dir / p\n",
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" return [p] if p.exists() else []\n",
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"\n",
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" cands = []\n",
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" if algo in ALGO_MAP: # specific algo requested\n",
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" cands += list(models_dir.glob(f\"{algo.lower()}_{symbol}_{timeframe}.zip\"))\n",
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" # fallback: any file for that algo\n",
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" if not cands:\n",
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" cands += list(models_dir.glob(f\"{algo.lower()}_*.zip\"))\n",
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" else:\n",
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" # auto/all: try perfect matches for all algos first\n",
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" for a in ALGO_MAP:\n",
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" cands += list(models_dir.glob(f\"{a}_{symbol}_{timeframe}.zip\"))\n",
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" # then looser matches for this symbol/timeframe\n",
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" if not cands:\n",
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" cands += list(models_dir.glob(f\"*_{symbol}_{timeframe}.zip\"))\n",
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" # finally, anything under models/\n",
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" if not cands:\n",
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" cands += list(models_dir.glob(\"*.zip\"))\n",
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"\n",
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" # de-dup while preserving order\n",
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" seen = set()\n",
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" out = []\n",
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" for p in cands:\n",
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" if p not in seen:\n",
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" out.append(p)\n",
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" seen.add(p)\n",
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" return out\n",
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"\n",
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"# ---- config/env ----\n",
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"load_dotenv()\n",
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"SYMBOL = os.getenv(\"TRAINING_SYMBOL\", \"EURUSD\")\n",
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"TIMEFRAME = os.getenv(\"TIMEFRAME\", \"M15\")\n",
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"SPLIT_RATIO = float(os.getenv(\"SPLIT_RATIO\", \"0.8\"))\n",
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"ALGO = os.getenv(\"ALGO\", \"auto\").lower() # \"auto\" | \"all\" | \"ppo\" | \"a2c\" | \"dqn\"\n",
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"MODEL_FILE = os.getenv(\"MODEL_FILE\", \"\").strip() # optional explicit filename\n",
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"\n",
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"# ---- paths ----\n",
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"DATA_CSV = Path(\"data\") / f\"ohlc_{SYMBOL}_{TIMEFRAME}.csv\"\n",
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"FEAT_JSON = Path(\"models\") / \"selected_features.json\"\n",
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"MODELS_DIR = Path(\"models\")\n",
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"\n",
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"# ---- resolve models ----\n",
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"MODEL_PATHS = collect_model_candidates(MODELS_DIR, SYMBOL, TIMEFRAME, ALGO, explicit=MODEL_FILE)\n",
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"assert DATA_CSV.exists(), \"Data CSV missing. Run 1_Data.ipynb\"\n",
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"assert FEAT_JSON.exists(), \"selected_features.json missing. Run 2_Train.ipynb\"\n",
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"assert MODEL_PATHS, (\n",
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" f\"No model zips found in {MODELS_DIR}/ for {SYMBOL} {TIMEFRAME}. \"\n",
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" f\"Train first, or set MODEL_FILE env to a specific zip.\"\n",
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")\n",
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"\n",
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"# Build (path, algo) bundle and pick a default for legacy cells\n",
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"MODEL_BUNDLE = [(p, infer_algo_from_name(p)) for p in MODEL_PATHS]\n",
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"MODEL_PATH, ALGO_SELECTED = MODEL_BUNDLE[0]\n",
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"\n",
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"# ---- report ----\n",
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"print(f\"Found {len(MODEL_BUNDLE)} model(s):\")\n",
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"for p, a in MODEL_BUNDLE:\n",
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" print(f\" - {p.name} (algo={a.upper()})\")\n",
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"print(f\"\\nDefault selected for single-model cells: {MODEL_PATH.name} | algo={ALGO_SELECTED.upper()}\")\n",
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"\n",
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"# ---- load data & features ----\n",
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"df = pd.read_csv(DATA_CSV, parse_dates=[\"time\"], index_col=\"time\")\n",
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"df_feat = features.add_indicators(df.copy())\n",
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"with open(FEAT_JSON, \"r\", encoding=\"utf-8\") as f:\n",
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" feature_cols = json.load(f)\n",
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"\n",
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"# test split\n",
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"n_split = int(len(df_feat) * SPLIT_RATIO)\n",
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"df_test = df_feat.iloc[n_split:].copy()\n",
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"print(\"Test set:\", df_test.shape)\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"id": "8cc0ed72",
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"metadata": {},
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"outputs": [],
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"source": [
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"# same env as training (mapping: 0=SELL, 1=HOLD, 2=BUY)\n",
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"class TradingEnv(gym.Env):\n",
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" \"\"\"\n",
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" Discrete(3) trading environment:\n",
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" action 0 -> position -1 (SELL)\n",
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" action 1 -> position 0 (HOLD/FLAT)\n",
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" action 2 -> position +1 (BUY)\n",
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" Reward = position * return - trade_cost_on_switch\n",
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" \"\"\"\n",
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" metadata = {\"render_modes\": []}\n",
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"\n",
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" def __init__(self, df_feat, feature_cols, trade_cost=1e-4):\n",
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" super().__init__()\n",
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" import numpy as np\n",
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" from gymnasium import spaces\n",
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"\n",
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" self.df = df_feat\n",
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" self.cols = feature_cols\n",
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" self.trade_cost = float(trade_cost)\n",
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"\n",
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" self.n = len(self.df)\n",
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" self.idx = 0\n",
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" self.position = 0\n",
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"\n",
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" self.observation_space = spaces.Box(\n",
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" low=-np.inf, high=np.inf, shape=(len(self.cols),), dtype=np.float32\n",
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" )\n",
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" self.action_space = spaces.Discrete(3)\n",
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"\n",
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" # explicit mapping to avoid ambiguity\n",
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" self.ACTION_TO_POS = {0: -1, 1: 0, 2: 1}\n",
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"\n",
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" def _obs(self):\n",
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" row = self.df.iloc[self.idx][self.cols].astype(float).values\n",
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" return row.astype(np.float32)\n",
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"\n",
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" def reset(self, seed=None, options=None):\n",
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" super().reset(seed=seed)\n",
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" # start at 1 so we can compute ret using idx-1\n",
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" self.idx = 1\n",
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" self.position = 0\n",
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" return self._obs(), {}\n",
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"\n",
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" def step(self, action):\n",
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" # map action to target position\n",
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" pos_new = self.ACTION_TO_POS.get(int(action), 0)\n",
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"\n",
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" prev = float(self.df[\"close\"].iloc[self.idx - 1])\n",
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" curr = float(self.df[\"close\"].iloc[self.idx])\n",
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" ret = (curr - prev) / (prev + 1e-12)\n",
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"\n",
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" # apply cost only when we change position\n",
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" cost = self.trade_cost if pos_new != self.position else 0.0\n",
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" reward = pos_new * ret - cost\n",
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"\n",
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" # advance state\n",
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" self.position = pos_new\n",
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" self.idx += 1\n",
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" truncated = self.idx >= (self.n - 1)\n",
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"\n",
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" return self._obs(), float(reward), False, truncated, {\n",
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" \"ret\": ret,\n",
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" \"position\": self.position\n",
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" }\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"id": "4019140f",
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"\n",
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"=== Backtesting ppo_EURUSD_M15.zip (algo=PPO) ===\n",
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"Sharpe (rough): 0.897 | MaxDD: -3.73%\n"
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]
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},
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{
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"data": {
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bjxnha329YNxrxWe1pf1nXP1OwsGDvokvi8O9TTyOgyvO8VgleWoe43El/Dl+9NFHOs/lz9tYVTk+a81nwEtzMWXcD78+l0CWcIlrvs8HvjwOR45TqORpRzx2iwMArmQmBQXcK8Ily3NyclTr8Tgh/l54bJO12i1XeeSDcDneB56wlPfJlKpp3MvE6VYcrGtvn79f7TFe/L1x7yEHIlJaGPc8GZoUVho/aEq6Kwfv3BPDY8ykEv2lNWrUKBEQTp8+nSyB0+rk3y/j/28cmDH52D/+PPh3gv9fSPgEAo9f4rFepvQKawf58nFGvC/cLuXfgT7cy8ftk8fdWRt/Xxyg8e+XvDqp1As3evRo8Xul73vlyZUx+TaAdaCnCQBMxgdtfACjjf9I16hRQ6QocW/IhAkTxJlQaQ4UfWNqePA2z17PB0g84z2Py+GDZZ6HSHtwszbpYJwPmviMPh/Q8GtLwRQPoOf5gzjljc+6mlommA9CTp06JQ4OubgCFyrgAykeIM4H1Bww7d69W6zbu3dvcfaZ952fxz1THPRwsJCQkEAlwUHRW2+9JS48z4p2mg+nYvEBFJdI5jmv+LX5PXPPDb9HLkEun9PJlrg3ioME/r55bAj3mPE+8hwz2mWp+b3xmXPujeFxZlw6mseYcE8g4/V5W/w4v2fu4eD1+P1xL8DYsWNLvH98EMnBrjYOenmgvlQsgr87Lj3N7ZLbDx+s8nvh9DY+qObgozi8/2+88YZoD+vWrVOlWPL/B/6eOC2Lv0fuGeGDd+4N5aBx4cKFGkEC/3/iMT38fE5Z4+CK2x/3MHCQwPun7z1yGievy6WxedwM96ZwOW6pJ6+0uBdMmietOFLgw/+PGL++NBZNKtTA+yuN2eLvn1MXOZDhEyb8Xcj/v/L/OZ7LjIM2aR/4efz/jMeraX+3nMbI6bmGcBvl/7P8GfF6/L1zG5N/B4ZwsQn+zeHfJ2umA/L74pMvHIRzyifvL/dI8/8xLqDBAST3iMvHQjEOyjmo4v0EACuwQkU+AChDJce1yzGnpKQonn76aUVwcLAiJCRE3D5y5IjOeuyXX35R1KhRQ+Ht7S3KVK9fv96kkuOMyyBzCWt3d3e95ce57Dkv59K/JfXHH38oevfurQgNDVV4enqKksTDhg1TbNu2TWM9LgPdpk0bsf9Vq1ZVzJgxw2CpY0MlrSUdOnQQzxs1apTBdb7//ntFixYtREnhoKAgRePGjRXjx49X3LhxQ2GvkuMNGzZUHDx4UNGuXTtR7p3f67fffquxnlRy/Ndff1VMnDhRlBXn98CfyZUrV3S2u2zZMlECmksx83fw5JNPKq5du1aifSuu5Di3M7m7d+8qxo4dq6hevbrCy8tLtN9u3bop1q5dq7NtqXQ0l43WxiWsud1rl9Pn/efvltsstyl+Xw888IBi7969Guvl5eUpfvjhB8XgwYPFZ8mfgb+/v/g8uLQ4l3Q39B6l7XKb5M9Z32drClPaq6GS48Y+c0l8fLzikUceUcTExIg2w++P2/XcuXMVhYWFetuO/P+/sdeQSpwb+3/IvzNcCpw/23r16ony6KZISkoSn/HixYv1lhwvjrF2o8/x48cVjz/+uPj94TbJ5d/5/okTJ/Suz1Mt8O+Q9mcIAJbhxv9YIxgDAJDwGVI+U8pnczllyBa4d4J7Jvi1uUcILK9r167irLf2ZMLauCIg9xZwb4u9esQAuLeSe6D//fffUm+De314DBT3+jkSTnfk98e9mtzbCQCWhzFNAOBy+FwQp7FwihcCJgCwFE4T5NQ+U8Ze2hKfkOL0UB7vBADWgTFNAOAyuBDD33//LcYjcelwnjATXAsXmiiuJDWXbUbJZV3GJm81dV6uso5PwmRnZ5Oj4WAJAROAdSFoAgCXwZX4uNw4lwDnsuEPPvigvXcJLIwLcXCqnzG2TAN1JlxJ0ZiyMi8XAEBpYEwTAAA4DS4lr126WxtXYCwuQCiLuFR3cZUQTSkzDwBQFiFoAgAAAAAAMAKFIAAAAAAAAIwoc2OaePI/nlQwKChITPwHAAAAAABlk0KhoPv374sUZXd3w/1JZS5o4oCJZ1gHAAAAAABgV69epaioKDKkzAVN3MMkfTDBwcGq5Xl5ebRhwwbq3bu3mOsAwFxoU2AOtB+wJLQnMAfaD7hym0pLSxMdKlKMYEiZC5qklDwOmLSDJn9/f7HM3l8euAa0KTAH2g9YEtoTmAPtB8pCmypu2A4KQQAAAAAAABiBoAkAAAAAAMAIBE0AAAAAAABGIGgCAAAAAAAwAkETAAAAAACAEQiaAAAAAAAAjEDQBAAAAAAAYASCJgAAAAAAACMQNAEAAADYyerjN2nQ7P/o6p1Me+8KABiBoAkAAADATl5ZepiOXb1H7648Ye9dAQAjEDQBAAAA2Fladr69dwEAjEDQBAAAAGBvCoW99wAAjEDQBAAAAAAAYI+gaceOHTRw4ECKjIwkNzc3WrVqVbHP2bZtGzVv3px8fHyoVq1atGjRIo3H58yZQ02aNKHg4GBxadeuHa1du9ZabwEAAAAAAMB6QVNGRgbFxsbS7NmzTVr/0qVLNGDAAOrWrRsdPXqUxowZQ6NGjaL169er1omKiqJPP/2UDh06RAcPHqTu3bvToEGD6NSpU9Z6GwAAAAAAUMZ5WmvD/fr1ExdTzZ07l6pXr07Tp08X9+vXr0+7du2imTNnUp8+fcQy7rmS++STT0Tv0969e6lhw4YWfgcAAAAAAABWDJpKas+ePdSzZ0+NZRwscY+TPgUFBfT777+LHi1O0zMkJydHXCRpaWniOi8vT1wk0m35MgBzoE2BOdB+wJLQnhyfQqFw2O8H7QdcuU2Zug8OEzQlJiZSeHi4xjK+z0FOVlYW+fn5iWUnTpwQQVJ2djYFBgbSypUrqUGDBga3O23aNJo8ebLO8g0bNpC/v7/O8o0bN1rk/QBI0KbAHGg/YEloT45IeSh2914qrVmzhhwZ2g+4YpvKzMx0rqDJVHXr1hVjnlJTU+mPP/6g4cOH0/bt2w0GThMnTqRx48ap7nMQFh0dTb179xbFJORRJn9xvXr1Ii8vL5u8F3BtaFNgDrQfsCS0J8f1xp4N4rpcuRDq378tOSK0H3DlNiVloTlN0BQREUFJSUkay/g+BzZSLxPz9vYWlfVYixYt6MCBAzRr1iyaN2+e3u1yJT6+aOMvSN+XZGg5QGmhTYE50H7AktCeHBdXGnb07wbtB1yxTZn6+g4zTxOn3G3evFljGUegxsYrscLCQo0xSwAAAAAAAJZktZ6m9PR0iouL0ygpzml1oaGhVLVqVZE2d/36dfr555/F46NHj6Zvv/2Wxo8fTyNHjqQtW7bQ8uXLafXq1apt8HO4Ih8///79+7R06VIxt5O8LDkAAAAAAIBTBE08jxLPuSSRxhXxGCSetPbmzZuUkJCgepzLjXOANHbsWJFux3MyzZ8/X1VunN26dYueeeYZ8dyQkBAx0S0HTJwPCQAAAAAA4FRBU9euXUX5TEM4cNL3nCNHjhh8zo8//mix/QMAAABwFEYOmQDAATjMmCYAAAAAAABHhKAJAAAAAADACARNAAAAAAAARiBoAgAAALAzBWFQE4AjQ9AEAAAAAAA2k5NfSM4GQRMAAACAnZ28nkY/7Ii3924AWF3LjzdSo8mb6FoGORUETQAAAAAO4JM1Z+y9CwBWVViooNvpueL2xmvOFYY4194CAAAAAIBTSk7PUd0+cdeNnAmCJgAAAAAAsLqcPPVYpgIFgiYAAAAAKGX6EoCrUjhxlUgETQAAAAAOIuFOpr13AcBq8p34pACCJgAAAAAH0fXLbfbeBbCRnPwCmvT3Kfr3+A2dx/ILCul+dh65mgJZ0FTO27kCKARNAAAAAAA29vfRG7Ro92V6dekRSpEVSGAPfLOLGk/aQLe1lju7vAL1mKbXGxaQM0HQBAAAAABgY/G31RMVnU28r/GYdH/buWRyxZ6myiG+VMGXnAqCJgAAAAAHcujKHXvvAtjAr/sTVLd9vTwoPjmd3vnjOF2WBVMKhXOlsJk6psnT3bkq5zEETQAAAAAO5LutF+29C2AD9zLVY5Z8vdzpyfn7aNnBq9R75g7VcheLmUjqaXLGYBBBEwAAAIAD2Xz2Fp2+kWbv3QAbKiwkupmaLW7nysb93M/JJ1ey7mSiuL52T/lenQmCJgAAAAAH8FDzKHqgSWVxe8529DaVJXkcNemRnedcxRKKs/C/S+SsEDQBAAAAOAAe5vFy11ri9urjNzTGtoBrk5filstx8qBp1E8HKGbCasoo6jFz4mmaEDQBAAAA2EtsVIjqtqeHGzWIDKbu9cLEweW8HehtKivyC/RHE7HR5ciZbTpzS6fohbNC0AQAAABgJwE+nqrbIztUF9cvd60prv84dI0Si8a5GMMToc7dfpGOXb1nxT0Fazp4WbNiYuMqIRrV5pxdYFE7bx0TSs4KQRMAAACAnU0d0phqhweJ2y1jQql19VDKK1DQDzvji33ubweu0qdrz9Kg2f/ZYE/BUvy8PFS3p288r/GYv7eHzmSwlkgB3HbuFqXKqvZJleyW7LtC/WftFKl0HKxborrd/ew8nbFZ+4uCwwoB3uRsEDQBAAAA2FmAj/oAmr3STTm2aem+BLqbkWv0uUv2OX/qU1nEgbEhB6/cFddxt9It9nofrz5Nzy48QLFTNqiWcXA0d3s8/W/lSTp9U1mx8a3fj9HEP0+Y/XpfrD+nuv3ZOvVtllJMm3ZECJoAAAAA7MTQCf3OtStSw8hgysoroIW7LxvdhjTIHlyj+IP8sa82XSjxdg9duSt6jPiSmZtPO84n0/urTtLC/9TtaP+lOzTln9PU8bOt9Nm6s3p7L831854rqtvcjuX6NAgjZ4OgCQAAAMBOCouiJg8unSfj5uam6m1a9N8lSjcSGCnINca9lDX5BsqMm+uhObtVt0f/cpieWbCfFu9VBzDs0Xl7aMF/l+j6vSyylWUHElRjmgY0jiBng6AJAAAAwM49Te5umkET69MwgmpUCqC07HxaonXQm5KeQ9/vuCiuwbV6mt5/oAFVCvJR3TcWMBeHe5n08fJwo6HNq9C8p1uQrbyz4oRqTJOXh/OFIM63xwAAAAAu1tOk1dGk6n0a3UVZSW/+rksaE53yAejUNWfpuZ8OkpU6LMDKDFXGi6ngTwFFhSDYR/+ctujrenu60+kpfWnGo01FYD7rsabEMXt5fy+dde9l5lLyfcsH5haoM+E6QdOOHTto4MCBFBkZKbqYV61aVexztm3bRs2bNycfHx+qVasWLVq0SOPxadOmUatWrSgoKIjCwsJo8ODBdO6c5sAyAAAAAGcLmvhYSZ/BTatQZIivOHDlqmYSroLGjmqVGS90kRLVZbmniYNlX1llvWUHzR9fJPfr8200enoGNa1Cl6YNoCMf9KbJDzZULecxT02nbKRWn2yirFzLTrIb7KcutU9lPWjKyMig2NhYmj17tknrX7p0iQYMGEDdunWjo0eP0pgxY2jUqFG0fv161Trbt2+nV155hfbu3UsbN26kvLw86t27t3gtAAAAAGdTaCQ9T+oVeKFzDXGbJ7vlOZm0y1X7eKoP5/LQ7eQSQZOxIhHFqRUWaPRxPy/DAcu1u5mq2zzmSXK7FGmgD8ZGGnwsPFidfugsrBbm9evXT1xMNXfuXKpevTpNnz5d3K9fvz7t2rWLZs6cSX369BHL1q1bp/Ec7oniHqdDhw5R586d9W43JydHXCRpacpyihxw8UUi3ZYvAzAH2hSYA+0HLAntyTFdvZup6ikqLCww+P0MbVqZvt5yga7eyaJVR67RoNjKIp1K8lirKJq6Vpl5c/hyCrWsVt6i+4n2Yx2GegXP3EilgU0iaMamONWynJxccteXw6lHVDlfo6XKvd0VBr9LHw/9r/H30Wv0Qifl5Mumalu9PP197IbBfXCUNmXqPjhM39iePXuoZ8+eGss4WOIeJ0NSU1PFdWio4Tr3nNI3efJkneUbNmwgf39/neXcgwVgSWhTYA60H7AktCfH8uVx7i1SHqQeOniQsi8a7l1oF+pGqzM86MvVx8nj2hHKz1M/91ocj3lR9jwtWLuPEqMLKSGdqEoAkZcFc4rQfiwrLU39HcrtPHKGBlUr1DhM/2bZOqodYlrv09Wb+rcr2b1zG50yMLdshRz94cEXGy6QW+IZ0aZMkVNANPWwcj/qhBTS+VTNhrhv1w7iqckcoU1lZqp715wiaEpMTKTw8HCNZXyfe4aysrLIz89P47HCwkIRUHXo0IEaNWpkcLsTJ06kcePGqe7z9qKjo0VaX3BwsEaUyV9cr169yMtLdyAcQEmhTYE50H7AktCeHMvOC7dp45lbdDVDPUapZcuW1K1uJYPP6ZiVR9un76TErHwau1fz8K1JbFOiC8rJSJs2rEv/XLlHW84lU61KAbT29Q5m7y/aj3XMid9NlKnbI/TOQx2obkQQvbVPPQlto2YtqEe94uc24rS+N/boBiK/jGxJRxLuUVZeIT3eU1nKXp+8gkKafHiT3sc+P+5J56f0Mjj+Tu6rzXGUnh8vbkeGh9GKN2Kp8ZTNqsf79+lJmzdtcog2JWWhOU3QVFI8tunkyZMihc8YLirBF238Ben7kgwtBygttCkwB9oPWBLak2MY+fNhnWXu7h5Gv5sKXl70dLtqNGfbRT3PVZ/Fjwjxpy3nlBOixiVnWPT7RvuxMAPBR6NoZQYVT2586kbRsJJCN5M++/sZuTrLlj7fhtrXrEgd62h2TuhT3EssO3yTnm5brdjtnL+lrjfg4e5OQf6+Go/7eHs7TJsy9fUdpuR4REQEJSUlaSzj+9wbpN3L9Oqrr9K///5LW7dupaioKBvvKQAAAIBlmZJ4NbKD/jElm86oj5+y8y1b5Qysp7iy256yCncmdO4Iufm6hUA4YLKU91edpDeXH6Pf9ifQxeR0Uuh5Exk5+bTxtOYxPfv1+bbieqCRAhGOzGF6mtq1a0dr1qzRWMZdwbxcwl/Ma6+9RitXrhTlyblwBAAAAICzM6VamnzCU7k1JxJVt9fKbtvKrbRs+nLDOXq6bQw1jgqx+es7K0VRqNyoSjCdvG48RaxyiGYHgiHyubzYO33rlXi/IoJ9KTEt2+DjKw5fExcWGuAtCo+0rh5KLWNCRe/Y5H9OaawvBXztalagsx/1FeXUHaEAhMMETenp6RQXF6dRUpxLiXPRhqpVq4qxRtevX6eff/5ZPD569Gj69ttvafz48TRy5EjasmULLV++nFavXq2Rkrd06VL666+/xFxNPA6KhYSE6PRGAQAAADgLfWfs9flocCNxtt+QXXG3ydbe/uM4bT+fTMsPXqPLnw6w+es7K+krH9Isik5eV05gO6JDjN42Ic3nVRx5T+PFqf1F+fKS+uOldrTuZCI93roqrT5+k8avOK7x+KvdatH+y3dE5cc7Gbm04XSSuEil8LO0Ajd5UQr5/FPOxmpB08GDB8WcSxKpGMPw4cNFqfCbN29SQkKC6nHuNeIAaezYsTRr1iyRdjd//nxVuXE2Z84ccd21a1eN11q4cCE9++yz1norAAAAAFZVYOJBcZ6e9Ctj9lxMofqVg6icv4FyaRZwIem+1bbtyhR65tniQEXSrW4YHb+mrBSdX2Ba+8jJU7YPnhC5NAETiyrvT6M6KecGi6moWS5v/ZjOokiFeK38AtFDduDyHTp4+Q4duHyXUrN0e5BMTS0ss0ETBzbGzppw4KTvOUeOHDH7LAwAAACAMzF1LlN9B6XGPP7DXnFtzR4gU6qpOQsej/PSksP0UPMqNKhpFau+lnRcKw+a5JMWv9KtFs3afMHk9E2e+Hj/pTvitpdsm+aQDauiioHeqoBJud8e1KJaeXGhLjXFvFOjfzmk6nWSuErrcJgxTQAAAADWxOWUveRHgQ7E1BPD7g4YoDjgLpVaww/Xi+sd55NtEDQpr4P91NXbyvmrb3t7uqsq6OUXFt/D2P/rnXQ+SVnC3FLtPIMnXCrSsprheVEZT77bvV6YbtDkIu3DMX85AAAAACzo2y0XqM57a+lIwl2HCY7G9qyjum1KT4KjcsRArjR4fI4tSd84F1OY/kgszX2qOQX5apa/vnVfzDZLP+66ZHxbCoUqYGJxt3TnfyqNqPLqmgHdTZgn6uEWUfRS15r06dDGeqsAOjPXeBcAAAAARny54bw4s//BX5qVvWxNHhwNb6+e78aJYyaNnoSpa85Qy483iXLUzubQlbt2CaD543uoRRT1bVRZZ53koqCJJ0TeHXfbYI9kTgnHupmqRqVAmja0Mb3evZYIiIrDARJX7Ksdrk7jy8p1jTL4SM8DAAAAsEPBB05nkvB4EFOUtlOHg7XSFgYozpWUTNXt73fEi+uJK07Q8tHqaWMc3cnrqfT8zwd1yndbs9qbooTf6RPz95GnuxsF+XqKHinltfK2fCyUpcmLU5jKy0PWtl2kJgGCJgAAACgzztu50pt8aIqHmxsF+3pSWna+mMPGFPLj62Eto2nZwasmj+fycLdduWcuSe0s/jl2g177VbcQ2dU7mRo9JpamjiVMD2bzCxV0NzNPXIxpHWN8/JG1NagcrLodn5xBrgBBEwAAAJQZ1kpjMpV8QD/3/Ox9twfdy8yjyHJ+VitTrnxd+5/t33r2Fvl7e1CbGqYFiLYy38B4obTsPJtMbmtqT9Nfr3QQExzfz86n+9l5yusc9e2U9Bz6YafyvTStWo7syVM2jinhjron0pkhaAIAAIAyw95n4DV6mtzdyNfDg/y9TT8ce7JtNVq0+zL1bhghDpKN4bl6bqRmq+d38iGrqFExgOJv6/YmzN4aR0+3q0bBvl6UlJZNIxYdEMsdbQJcWSaZWeXdS0qKeU3tZ+KCEcUF193qhdGaEzdpTM/a5u8gaEAhCAAAACgz+MAzMzffZq/HB7AT/zwh0uO0e4c4Pa80+7//fz3F4PziqtbtntiDpGFM0utbg5inR48v1p+jSX+fUqW6Oeq8m4Y+xzwTJ5Q1O2gysR34eBV/2N6+ZkX6eHDjEgXi1lalFL2ojghBEwAAAJQZ604lUoMP1tP288k2eb2XlxymX/cn0O8Hr+lUz5MXgigJqaCDu7vpaVK5Vgyabhb1ZukjTbbKaWSOWl79oIGqeflWDpokxlrBwNhI1W0fD9uNSbOkmmGB5AoQNAEAAECZM3zBftXte5m5dCvN8IG/JSQWbV+qJGaJSnam9FB4FwVN1uo1eXjObtoVd9vg47yL3LM0b/vFUo3Fsgauisfjq/jaUFojM2VCWYuUHDfyNT7bPqZEPU2OqHKw8vN0ds756QMAAACYyFA5bz5o5ceaTtlIraduturAf34tTlFrM3VzqVPzSjOprFT6Od9KPU2GemkkV+9kUfWJa2hv/B2H6Wl6d+UJMb6Kr7V9/nATCg30Frff+O2oVcc1SR+Dse+xcZUQ6lq3Ej3SIsqq5c+tYenzbWhIsyr0Tr965AoQNAEAAIBLM5SaFncrnYbM2W2T0sgcKDz2/V7VfQvETOQl6606/H4vvetIpamnrT1LjsJeQdONe1m0ZN8V+vPwdXFfupbjwOTk9TTV/djJG6xePc8Yb093WjSiNX3xSCw5m/Y1K9LMYU3FODxX4DijxAAAAACsICdPf9DEKXLHrt5T3ZcXS0jPyafE1GyRtpdYdNl2NpmaVStHE/rWMyk17sS1VNXto1fvUVR5P7p+L8tipc/l6VrFHZhuOXuLHIWVs94M6vLF1mLTFH093fX2EpparKF0hSAsvmmwAgRNAAAA4NJy8vWPXflhZ7zG/Ufn7aHqFQMoKTWbMnILDE7ayil9/xvQoNjXlaf77b6YQtUq+JNlGT7afrFLDbI27Sp4XCVt8oMNadTPB40+z15jmvQFTNptw0dPCtyVlEyKqRhg8f2R9satBJPbgv0gPQ8AAABc2mYDvSy/7r+qcZ+P5TlFTwqYgnw8qVZYIHWoVYGGNq+iWo8nEN0dd1sjaOBeKu2y3to9CE2iLD3hqGYQsGlcZ9VtX08Pmwch/7zWUYy/KY61CyyUxPKiqoYSLtRRs5JmgNR9+jarvDZ6mpwLepoAAADApfE8SaaYOSyWwoN9KSLYV1wH+GgeJl26nUFHEpTpfE/M30dhQT5iziTueerw6RYxsH/fuz1UlfG0Y4M9Fw1XmbOEWmFBqttSlT5bjk3i4hamVAW09vxHcvHJ6SK1jnsQ9Vl74qbG/ahyfqIYxENz9qiWWW8IVvHV88BxIGgCAAAAIKIhzaKMPi4FTJJb93PENVdYk26nZORQWJCyxLKvVono2+m5Ft5jN7sWW9h0JknjPs8bZcrYHw4w2eVPB5A1cepd9+nbxe1Tk/voXYfTJuW8PNzJU2sCLE8LlIc32tOE9DyngPQ8AAAAADPI4wRbDtd5pVtNqlExgD4c2MCkcUO5Fig+IeHUxNd+PaKxTDvYKE6SlefGypKNS9t2zrTJjL083XV6y/ILFfTRv6cpM1c9Qa+5+L2nZCiDaPQ0OQcETQAAAOCyTt9Ql4+2FkM9BXywbU1R5f1py1tdaUSH6ibNTfWfBdMD07J0A4gSxkwiELEmedy4/bxp1QN5XivPormt5H7cdYn6frVTjGWzhM/WqUvAI2ZyDgiaAAAAwGWNXHTA6q8h79WRp8Vpp/PJ7Xi7m1X3SQrYPh3aWLUstWjOJh7HM2PDObN6nu5k6qYalnTC3n+Pa44nsjR50Kpd8MEQb5Gep34fr/eoTQtHtKLIEF9KuJMpxrJNWHHc7Elv5XNEoafJOSBoAgAAAJfF8yvpwxXxSur7p1voXS4PlPJlRQ7kvQly9SKCqKrFy4/r72ka1ipatWznhdt0MTmdXlpymL7eEkd13lurUzbcnF4iKa2tb8MIcgQ6hSpMGJvk6eFO7rIoplKgN3WrG0brx3amp9tWE8t+O3CVes/cThtPa47pKi1rzAEFloegCQAAAFzS1TuZBh+THxibqnfDCDryfi+NZRx0yCvVxd9OL3Y7Xz4SS9bWvFp5nQPyFYev0aErdzXWO3BZ876p9E2WK73WnKea0/mP+4ngkC/GLDuQQNYiLwHfp2G4qHYot/aNTnrT8+TfZ4VA5XOCfL3oo8GNaNkLbZVzeaXl0PM/H6RXlx6m2+k5Gq+5eO8VUWmRbTt3i2ImrKatWp+X/HNByOQcEDQBAACAS+r0+VbV7dFdaqpuVwryEb0ucuN61TFpm+UDvHXKZ8sPsl9ZcrjY6nUVAjW3YUnb3upKsx5rSgObROp9XErRk2Tl6Z/EtyQ2jO1Mh97rqRE8eXu60+rXO4nL7Ceai2BEn3dWnKCMHMsVWDBUaMLb00On1Lm+ffJyd9dYr2JR0CRpU6OCCLZ48mDuuOIUw5YfbxKBEY+f+3ZLHL2/6iR1+1I5t9OzC5XpoSO00kRrVgq00LsEW0HQBAAAAC5HO+2saqg6HY4nrZXf1w6qSoIP+OUBkjQx7oHLdww+J8TPi6wlpmIADWpahdwNpKIptCbEla926342LfzvUonH69QJD1L1yGinw/FlQJPKdHpKX4PPX3ZAc5JhS3l4rnqupQtJ9zV6hAxV++PPjefpksToSaP09fKgif3q06pXOmj0GE1ceYJmbb5gcH84sOLPVypNb6uCIWAZCJoAAADA5WinoV27q07V4yyyh5qr52RqWa286BkpjfdWndSZxJalZxvuPfH19CB7aVylnMEUtvbTttDkf05Tj+nKXhJL4vmPDJlihSp66Vq9V2cT7+usIx/jVDc8iP56pYOqN5HLuH/wQAMKkwVQ2ppElaN/Xuuoul9NKxDXhz9fThvdG39H7zg4cFwImgAAAMDlyHsZtIODi8kZdP6W+iD6yFXDVe6Ks/rETb1zIgX6emrcX/lye3HdrW4lg71AtvDjrniN+28uP6bT42H5SXht74+DxnuvOHCWfw/LXmxLsdHqgJLLuI/sqFvKXV8w+HhrZbGNu3oqChaXNirtC5ThoGnHjh00cOBAioyMFLmtq1atKvY527Zto+bNm5OPjw/VqlWLFi1aZPY2AQAAAJ5uG6Nx389L3dtjbPyRKfQ9Xz4Rap3wQGpWtTxd/nQALRzRmuxp0xnNggR3M/Po2y0XjBbN0KdRlWBxPaFfPXJEUpqksUIglYN9qV2NCjQwNpLK+Zd+nJnUYyVvU5LwYN20RW1cWALKcNCUkZFBsbGxNHv2bJPWv3TpEg0YMIC6detGR48epTFjxtCoUaNo/fr1pd4mAAAAwHMdq+uU+Pb1Kv0h0PsPNDA4foqrtLGMHPVB+/dPtyRH9uWG86KyXkmEBSnT1kJLEGzoCypYz/phZI7E1GxxkSsu5c29qKfp1xfa0jePNzPr9aWxUfe0xoJl5RaIKnvGdKpdUYyRAsen2XdsQf369RMXU82dO5eqV69O06dPF/fr169Pu3btopkzZ1KfPn1KtU0AAACAVjHK8tvFFQEoSRAmn6dInp63/lSSOFiWKsL1qBcmijM4uq82GS5gYKx3rSSpZTxJ7DM/7qfxfevSx6vPqJZXKedHpcVpl22nbRa397/bQzUGqUYl9Wd+fFJvajJpg8bzeLySpUhV+PZf0iz+8e/xG8U+11F76sCGQVNJ7dmzh3r2VJerZBwscY+TOXJycsRFkpaWJq7z8vLERSLdli8DMAfaFJgD7Qcsqay3p+51Koj3XiHAm1IycmlUxxjK0Sq1XdLPZkCjCFp9MlEEDReTlMcWkvofrKN3+9VV9Wg54+de3DFSgVT9QlFo8vtrER1MR97rLopuXLmdTov3XVWlMpb2M5KPIzpw6Tb1bqDs6SssUH6/LauVIz9ZRw5/L/0ahYsKeZb6XnLz9acCXtBqF/rUqeTvlO3DlX6TTN0HhwmaEhMTKTxc2dAlfJ+DnKysLPLzK91ZiGnTptHkyZN1lm/YsIH8/XWrnGzcuLFUrwNgCNoUmAPtByypbLUn9SHO2rVrxfXbDYji77tRvbw4OnmXewfUR9Nr1qwp0dbLZSufXyuokF75VV1MQXL0JPdEedCdpBu0Zk3JUt8sT/dw76u2+XQrm2jqUf2Hgvo+D3n7uZXMPXXudPzYMfK+cbTEe9REQRTu50FJWW4Uf+UqrVlzhUrjnjgvrnwP+w8epvzLyh6w788q9+/glXvivXSr7E4n7rpR0O1TdHjXKbKkn/bo/wzXH+Hy4oa74uqXKyxxu3M1Gx3gNykzM9O5giZrmThxIo0bN051n4Ow6Oho6t27NwUHKwcxSlEmf3G9evUiLy/rzZ8AZQfaFJgD7QcsqSy2pzf2qNOx+vfvr/P4AwoFLfhgo9F1jDnL6Wxxl+hCmv40vyrVahJdvUz1alWn/kW9To7wWbBvHoulvkVjr6Ye1XxM3+ehr/0sTTxAlHqXmjdrSv2bVC7VfmWEX6VJ/5yhuAxv6t+/u0bq38kbaVQ/IqjYUvCXbmcQHf5P3K5etyH1b1NVpOy9sWeTxnsp2bdbMhvSj9PqE4k6y6+kG89dXDW2j10rKdpTngP9JklZaE4TNEVERFBSUpLGMr7PgU1pe5kYV+Ljizb+gvR9SYaWA5QW2hSYA+0HLKmstidD75knmZUmci3p57L+tGYVOm0Zecr0tSBfx/vMo0IDjO4TV8YzdIzk6ekpxu7su6ScB8vPx7vU78/PW3kYmpqVT6k5hVSxaILcbzaep683XxBzaU1/NNboNvIV6qDqfk4hpecqqPPnmvNMWfvz58mE9QVNksohvvTJkEbUpU4YjVx0gLafTxbLfXxKX7HPVXg5wG+Sqa/vMPM0tWvXjjZvVg7kk3AEyssBAAAASsNYlbyPBzcS1y92qVHi7faqrzmkQNvSfQniOidfz8y3dlZc4QU9005RVj7R4r0J1HvmDhr2/V6Tt2UMTx8juZOhHpvEARMzpaJftmw8EZdP7/LFVrovm9hWqmZoTRWDjJcVH9uzDnWvFy5Kk4/qpJz7Kap86T83sA+r9TSlp6dTXFycRklxLiUeGhpKVatWFWlz169fp59//lk8Pnr0aPr2229p/PjxNHLkSNqyZQstX76cVq9ebfI2AQAAAPILCqlxlRA6cT2VPnuoicH1eH6eVjGhJs2lo613wwiat0Nzolh99mpVVLO3N3rUVlWYM+TUDXW60snrqbR4zyVaediDcgvPqkqH920UQYObVaHGUSEW2a8NpxKpTngQ3UrTLB1enLikdNXtrLx8SstWB0yMv19rK+dnvKciKlQdIHWsVZEWjWhFzaJ1KzpCGQ2aDh48KOZckkjjioYPHy4mrb158yYlJCjPwjAuN84B0tixY2nWrFkUFRVF8+fPV5UbN2WbAAAAUDZ9sf4sFRQSvdm7DnX7chtdu5sllhc3B05EiPEAwpCwYnoXJBUD7J+C9ferHejBb5XjfgbGao4/4iE1+ub2/ePQNfpl7xU6evVe0RI3qlkpgJ5pF0NDmlehYF8LpFQpNOeKerV7bdp6znjao7aPV6tLv+vr1ZP3ZlkLp2Aaw2mg8v3pWte8eanAxYKmrl27akz2pk1fkMPPOXLkSKm3CQAAAGVPWnYezd56Udzu1SBMFTAxdysdNJsabEnjdOypkizAC/TRPMA/ObkPNfhgvc5z3vr9mGoOot71w6lG4TV67bH25O1t3SDQzUi1OTk+Hjx2LVWjZylXT9CkKo1uRRUDNT+TUR2r0/xdXDlPN2gC5+UwhSAAAAAASiM1Uz3Pyn2t9CxrFSfz8tAdK+Xt4U653N0l80bP2mRvPp7q3rZAX81DP/+iYgz6vN2nLj3aMprK+bqLsum26LUpLmZKSc+hlUeu0+8Hr9G5pPsaj/17/KbO+vp60SyNP5eZw2LpaMI9+nBgQ1ERb8m+BMoqmgsMQZNrQNAEAAAATu1KinqelfwCzaNka/U06XP2o75U413NeXcizSiUYCmhAd70wQMNqFChoEAf3UM/XpYuK57AHm9dlV7pVsvmE5Dq+764BPmOC8m0/MBV2nQmifK0vmNjbJWgNKRZlLhIWsaUp50Xbovb+j5zcD74FgEAAMCpjVi0X3X7yw3nNB6zRczERSfmPNVc9DAse6GtRnU5RzGyo7Jqmz6eHrofUhMLFXgoKTc9Y9VWHLpOibICEbxv3APGhSMenbfH6PYq2GlM2Yuda4qgqVPtirbpoQOrQ9AEAAAATosnMpX3PJxN1EzZ4jLP1vL5Q03ocMJd+mRIY9XryNPdZj3WlJyBh+yg/s+X29PuuNv0SAt1r4mtfPjXSYqNLqexTBqrVt7fS1Tr42CpfuVgsey8Vnqe3NePN6P/LtwWRSvsoWPtirR7QneTC4aA40PQBAAAAE5LmpzWEGum5z3aKlpc5OQv17q69ctdW4K8J6R51fLiYgsKefk8IvppzxUivsh0rlOJhrWMpp4NwjTGZrHaYYHUMDKYrt/LonuycW0964fTg7GR4mJPjpCaCZaDoAkAAACcFk+2aoytM6PqRQSpbldygMp5ptBT08Ih7Hu3B4UbmVOKg73Vr3eim6lZ1G7aFtVyb0+kw4HlIWgCAAAAp3UnI9fo47YsBME8PdxFQQguQMC3nQGnvH2zJY6aV9VMjbMnHotkLGCSi9Bab+d5ZQEGAEtC0AQAAAAuy9ZBkykT6jqa13vUpmZVy1HLGNumE7auXsHgY7XCAk3ejnahhRB/lPgGy3OOUyAAAAAApWDFOhAug+ec6l4vnIJ9bRtsVK8YQD+NbK33sX2X7pR6u6b2UAGUBIImAAAAcBo8n1DzjzbS7K1xJq1fkjl9wPa61Klk8W3yJMMAloZWBQAAAE6j0YfrxTimL9afo7hbmiWnhzTTLS+dnV9gw70DexnUNNLovFMA5kLQBAAAAE7pr6M3NIoBzBzWlLa/3VVjnXz0NDm8Na93Mnsbsx5rprrtiZxMsAIETQAAAOCU9lxMUd1eP6azuK5WIYBaVlPPM1TIZezAoTWIDKbLnw6gk5P7mLUdqR5Ep9qWT/kDQPU8AAAAcEoHr9zVWzGNJ5WVHuPJT8E5BPqYd1i6/a1utPdSCg3Vk6YJYC4ETQAAAOBSXu1eiy4mp1P7mhUpqry/vXcHbKRqBX9xAbAGBE0AAADgUvy9PWne0y3tvRsA4EIwpslB3biXRX1m7qCl+xLsvSsAAAAOrW54kL13AQBcHIImB/Xp2rN0Luk+vbvyhL13BQAAwKG90bO2vXcBAFwcgiYHlZWHeSUAAADkMnLy9S7v0zDC5vsCAGULgiYH5SHVzQQAAACjcy55YF4eALAyBE0OaseFZHvvAgAAgEM5eSPV3rsANoI4GBwNgiYHlZmL9DwAAAC5N347Yu9dACurEx4orns1CLf3rgBoQMlxBxVTwZ8up2TaezcAAAAcRlqWekxT2xqhtDf+DtUOUx5kg2v45bk2tPrETRraPMreuwKgAT1NdpadV0BX7+gGRy1jQlW372fn2XivAAAAHJAsZWvmsKY0uktN+mlka3vuEVhYWLAvjehQnUL8vOy9KwAaEDTZ2fM/H6ROn2+ln3Zf1lge6KPuBHxlqTIdISElk34/eJUKCvUPhAUAALA3PhH4z7EbVGiFv1W5+YWq25VD/GhCv3oUWc7P4q8DAKAN6Xl2xD1IOy/cFrc//PsUDWhSmSoG+oj73p7qeHbH+WTaffE2DV+wn/IKFGK80/D2MXbbbwAAAEPe+v0Y7bt0h9Jz8unx1lXtvTsAAI7d07Rjxw4aOHAgRUZGkpubG61atarY52zbto2aN29OPj4+VKtWLVq0aJHOOrNnz6aYmBjy9fWlNm3a0P79+8lZPbvwgMb9lh9vUt3WPkP3xA/7RMDEvt8RT38dvS7O5K05cZPWnUykjaeTaMvZJNp67pYIsv6Lu02frTtLp2+k2ejdAAAAkAiYGP8dAgBwFVbracrIyKDY2FgaOXIkDR06tNj1L126RAMGDKDRo0fTkiVLaPPmzTRq1CiqXLky9enTR6yzbNkyGjduHM2dO1cETF999ZV47Ny5cxQWFkbOxkfWmyR5cfFBmvtUCzKW1XD9Xha98dtRk15jzraLtHN8N4oO9TdnVwEAAEpEYUJ23s3ULKoQ4KORXQEAUKaCpn79+omLqTgQql69Ok2fPl3cr1+/Pu3atYtmzpypCppmzJhBzz//PI0YMUL1nNWrV9OCBQtowoQJ5GxqVAqg3RdTNJatP5VEY5YdFT1HxWlTPZQKFQoxxomDLOk2X84m3letx2Om4qf2J3fZpAdHr96j6PJ+VKEoHRAAAMCSiht/e/J6Kj3wzS5qVCWY/n2tk0nbDPb1pLTsfBrRASnqAFBGxzTt2bOHevbsqbGMg6UxY8aI27m5uXTo0CGaOHGi6nF3d3fxHH6uITk5OeIiSUtTpqvl5eWJi0S6LV9mTRk5+fTL3gS9j/119Ibqdnl/L7qbqX+ffhnZ0uD2N5+5RaOXqnujary7hh5rFUUfPdiADifco2E/KNMaL3zU24x3AcbYuk2Ba0H7AWdvTwWFhUZf74+Dyr+BJ6+nmbxfTaJCaFdcCjWICMT/DRvC7xG4cpsydR8cJmhKTEyk8HDNicz4Pgc5WVlZdPfuXSooKNC7ztmzZw1ud9q0aTR58mSd5Rs2bCB/f92UtY0bN5ItKIcnFf/x38vM1ayxWmREnQJas2ZNMWkRmtv/7cA1auZ2mRae4zQIZSrE73+toQBU9bQqW7UpcE1oP+B87clT9Xfd2N+phMvqv0XG1pNLuqV8zsnjx8j7hmlp6mA5+D0CV2xTmZmZzhU0WQv3TPE4KAkHYdHR0dS7d28KDg7WiDL5i+vVqxd5edkmihi3d0Ox6yjIjU580IMaT9mssXziU31FgQ1jxujZ/v78qnQ2Vd2T1ah1J6pfOahE+w2msUebAteB9gPO2p7e2KP823Pirjv179/X4HpnNl6gLTcvidv1W3eh6hUDit32z9f3E6Xdo5YtmlPfhponUcF68HsErtympCw0pwmaIiIiKClJcxwP3+fAxs/Pjzw8PMRF3zr8XEO4Eh9ftPEXpO9LMrTcGqYOaUyzt8bRTyNbUc8ZO/Su075mBQry96XPH25C4/84rlru7e1d7PY3ju1MvWZqbnfF4RsUHepHV+9kifs74lKoSVX1RLpgebZsU+B60H7AmdqTduVXY6/l6eGhup2RpzC67t2MXFp19Dolp3P2BZGfN/5f2AN+j8AV25Spr+8w5WratWsnKubJcQTKy6UgoUWLFhrrFBYWivvSOs7miTZV6b8J3alWmOGeHg6W2KMto+n4pN70UteatPYN0wbM1g4Pok+HNtZZLgVM7MsN50u17wAAANqGzNmtcf/4tXuUfF89rlhOQeoAKyuvQO86l29n0IJdl6jZRxtp8j+nKeGOMo3G08N4pgUAgKVZracpPT2d4uLiNEqKHz16lEJDQ6lq1aoibe769ev0888/i8e51Pi3335L48ePF2XKt2zZQsuXLxfV8SScZjd8+HBq2bIltW7dWpQc59LmUjU9Z3ZpWn9x/eOuS/Tx6jOq5VHl1eOugn296J2+9Uq03WGtoumbLXGiTLk+XetWKvU+AwAAyB27ek/j/oPf/ieuL386QGfdgkL17QOX7lL7mhUpN7+QDly+Q1vO3qKtZ29R/O0Mva/j5eEw53wBoIywWtB08OBB6tatm+q+NK6Igx6etPbmzZuUkKCuHsflxjlAGjt2LM2aNYuioqJo/vz5qnLjbNiwYZScnEwffPCBGGDatGlTWrdunU5xCGckjU8a3j5GI2iyxHa5Nytmgjr4lKsbgfFMAADmys4roMzcAgoNKD512lXt0ZpCozg8TYZk5qbzdOZmGu2Ku03pOfmq5Z7ubtS6eqjO9By8HADAJYKmrl27ksLIzHYcOOl7zpEjR4xu99VXXxUXV2Xrs2d5+SbMPggAAEY9NX8fHb+eSpvGdqGqFcrmZOKP/7C3ROuHBWmON153KlFcVwz0oW51K1H3emHUsXZFCvL1opkbz9OszRdU6xYzBRQAgMWhf9sB/ThcOf/S1483s9g23xtQnxpXCaH1YzprLM+T50cAAECpHLxyV6SWfbbe8BQYZZm+k6h+3upCEOyNHrXp71c70P53e9AXj8RSv8aVRcDEetbXzCjJztc/BgoAwFocpnoeqPWoH643/9scozrVEBf25SOxNGdbHF1MzkDQBABgQauP36S+DW/QwNhIe++KQ8ktKCQfTw+DlfZmPdaUBjWtYvD5XPVVjsf4AgDYEnqayqCHW0TRIy2jxe3fDly19+4AALiUVUeu23sXHE5Ovu4JuvyioOmBJpWNBkzM10sdcNUND6LmVctZYS8BAAxDT1MZJR87dS7xPgpCAABYKPUsLNhXLOPF7ihYIOTkFRL5ai4rKAqaPEz4jDho+mlka0rPzqcBTSpbazcBAAxC0FRGyf9GpaTzHBqGgyb+w2bKHzUAgLLoXmaexv1Kgd70yNw9IiVt1csdEDgVnZyrpFX4QaqeZ+rfly51MEUGANgP0vPKqH+P31TdNvYHfeKfJ6j1J5voToZyFnYAAND0/M8HNe7/ceiaKAxx/FoqJaZl222/HMlTP+4zmJ7nUTTlBgCAI0PQVEaV91fPJWKkMjz9uj+BUjJyxTUAAOjiAEnuRmq23rmIgPQWgvD0QNAEAI4PQVMZ9e0TzUpUupVL6QIAQMkgZjIs7la6uE7LVk9mCwDgqBA0lVE8qLZVTHlxOzvXhKAJpckBAErMmj1Nfx6+Ru+vOqkqqODoVh65pnF/1dEbqjLtAACODkFTGSaVcDWlpykPPU0AACpcHe+VJYcpZsJq1bJFI1pRnfBAjfWsGc+MW36MFu+9QutPJZIzGLvsmL13AQCg1BA0lWFS0JSVW3xAhElwAcBZJKZmi4Bm/6U7Vk0tW31Cs4ekaqg/vdi5pkV7mq7dzaSWH2+k7eeTDa5zW1RABQAAa0LQVIadvJ4qrv+7eLvYdX/ac8XoH20AAEcxfsVxEdA8Om+P1XqZFu6+rLPc39uThjTTnKR1+oZzZr1Wx8+20u30XBq+YL/BdZwlPc/Q3FZDtT4zAABHhKCpDLtZVOHJ1HxyY3+0AQAcRUJKhlW3v/nMLVq6T7eiqJ+3h5jC4bcX2qqWrTmRSGduppXqdUwtwJNf4JhB0yvdatLO8d2KDfTKyaq5AgA4KgRNZZg0UWDLasqCEKa4dNu6ByMAAOa6nJKpun3XCnPMaZcYl/h7K1Oe29aooLG836ydJvUOcQnum6lZtC8+hX4/eJXqvLdW53F9PllzhhzR233qUZCvp97HpDmaGOb+BQBnoP/XDMqEjrUqipS7qPJ+Jj+n25fb6PKnA6y6XwAAltLso40W+c3iCWwDvD3oq8eaka+X/vONXh6mnYectvYMzdseT8PbVSMOHRLuZIrLtTtZRiuVpmXnqXplnCUlT3vydA78eJl8nKyXJ87fAoDjQ9BUhkl/+HNKWBlv+cGr9GjLaCvtFQCAY7mQdJ82nk4St0d2rE6nbqjT7TrVrkgHL9+lfo0iTN4eB0zSWFFtnu5uVKW8H0WX96ddcZrjTZPv56iCJmcpzuNXVHBIkldYSD7uHpQnSynk9wwA4OgQNJVhPp5FJcfzii85Ljf+j+M0sEmkyN8HAHB0t9KyKSzYt9TP514gyYPf/qfx2IDGlWnxc210nrNnYndqN21Lsdt+uWtNUXWPL9Gh/lQ5xJc8i3qs5OXMWYZsTr2S/m7bi3bvG4+/8nRXUM8Z21XL+pYg4AQAsBf0iZdhPkU9TVvPJYs/zl+uN73K03fb4qy4ZwAAltN66maznv/cTwcNPjaslf5e98ohfgYDOMmyF9rS+L716LHWVal9rYoiaJICJvZwiyiN52bm5Ktuc++Ws/j+6RYaQdPF5HS6Ixtr1jAyxE57BgBgOgRNZZi31hnAb7fGUZbsTKYx32yJox0oQQ4ADkhfCWt5iWtLcnMznFq2dJSyB0q+yskbyqkeGAdJxnw4sAGN71uXQgO8dXqaPD00XzffwdL1Pniggep2rwbhqttP/riXLiSl22mvAABKD0FTGXbtbpbOstSsPL3VoHa83Y02jeus8diSfbr5+AAA9qYvFe9epuZvmyWM7qI5ka22WuGB4prjNSloO3FNPR4qspzxIjxBvl70ctdaVL9ykLifmavsaVp74iY9u/CAxrq/HrhKjoTHfskDS4+icUsnr6fRK0sP23HPAABKB0FTGRYbXU5vdSZ9s9m7uxPVClP+4ZbIB/ICADgKhahJpyzSIHnr92OUIUtvK4k6RcHP0uc1xy7FVPA3uQjCtqKeeSnw4bFLpopPVk718MZvR0Uq9UtLdIOOSNn2rNWrVpwGlYPF9diedXQec5ZqfwAAhiBoKsNaxZSnAU0qayxL0+ppkv7OuetJQdly9pZ1dxAAoBSk+YzqFx3Es81nb1HDD9eXansZOcq0OH9vT6PltLX5yoKm7eeS6b+425RRFDRpz+VkykTkxqw7mSgyBdpP20zvrDhO9uBVlDLYOEr9uQMAuAoETWUYp0zMfqK5mMOkSVSIRk8TT6x46Mpd1RlLKWjaPaG76vk8ZwkAgCPhsT3bziUbPNlTGlLvkPZvXnFlxuWV4xbtvkxPzt9Hv+xNEPcrFI1TspTfD12j2Mkb6EZqNi0/eI3sQTrJZmycFwCAs0LJcRDKF839cTs9l05eT6W3/9A8UymdUJXn4MsHJQMA2Ftiaja1naaulMcxS+c6lcwuWiP91vn7eOqMOSotV5zQVZXOjaAJAFyQ6/1qQ6lI+fVxt9Lpkbl7dB7Xd+bQ2wX/6AOAc3pk7m6NgIl5uLnRO33raiwr6fxGPIlsbtEE4NzTVLNSQIl6il7qWtOk6qXG/DG6HZWUPcYQqdO5bf7SAABWh6NeEEL8lWdMv98RT1nFHFS83r2WSYOgAQBs4UpKBh3QM28RjzmqHxGs0xtVEpmyHnUe0zR/eCsa2rwKLXuxrUnPf6NHbb3LS3LSqWVMqMb9Q+/1VN0O1Or90k4ptCXtdG4AAFeCoAkEX0/j45PKFwVVrHdDZR7/ecy1AQAOIEU2Uapcdl6hCJxOTe6jWrbxdFKJts3jO+WBTvWKATTj0aY61USNFYOooqe0eJJskltTPNGmqrhe+GwrqhDoQ/0bK3+HX+hcQ+/6PImsvdLzShIzVQy07NguAACnDJpmz55NMTEx5OvrS23atKH9+/cbXDcvL4+mTJlCNWvWFOvHxsbSunXrNNa5f/8+jRkzhqpVq0Z+fn7Uvn17OnBAc64KKB1jZz3fG1BfY5Z6P9lg6JT0HKvvGwCAMbcMBCBzt18U1wGy3phP1pwxebvX7mbSx6tNX9+QXe90o2lDG2ss+3lPyea5mzqksSja061emLj/5SOxtGRUG3q5a02a/GBDvWmFtmas2qq217rXEpP3/vVqR+vvGACAIwdNy5Yto3HjxtGHH35Ihw8fFkFQnz596NYt/WWq33vvPZo3bx598803dPr0aRo9ejQNGTKEjhw5olpn1KhRtHHjRlq8eDGdOHGCevfuTT179qTr169b622UGadvqCdcZAff6yn+QPNlVCfNM5kxFZQ5/eyuFSaMBAAwd6JuY0ydx+iDv06RJfCY0EFNIzWWReiZgLckOFWwQ62K4oTW8PYxtO/dHhqP59olaDI9Pe/63Swa0aG63l44AIAyFTTNmDGDnn/+eRoxYgQ1aNCA5s6dS/7+/rRgwQK963Mg9O6771L//v2pRo0a9NJLL4nb06dPF49nZWXRihUr6PPPP6fOnTtTrVq1aNKkSeJ6zpw51nobZUZ+oeYfWGODnHlm96qhyvFMqVn602IAAGyFq35K8zKdmNRbtXzWY031rp9837QeckvORcdBTq8G4ar7rxsY61Ra8vLm9krPU5SgEMT4vvWsvj8AAA5fcjw3N5cOHTpEEydOVC1zd3cXvUJ79uhWZmM5OTkiLU+OU/B27dolbufn51NBQYHRdQxtly+StLQ0VTogXyTSbfmysjgZpIQ/b2MS7mSK6yNX7lCTSNNy+8uast6moOy2H65Q5+PpbrP5eqQ0vCAfD/L1IFr+QmuKu5VB/RuG6f38Wk/dTBc+6q3qdbqTmSd6q67eyVRe382itGzd30Bzv4vxvWupxlQNjg236HdbWKC5v5k5uZSX5220PfHvvqLoRJglFBSdfCssKDD63l7sVJ0q+Hs4Zdsuq5z59wgcU54DtSlT98FNYWqeQgncuHGDqlSpQrt376Z27dSlUsePH0/bt2+nffv26TzniSeeoGPHjtGqVavEuKbNmzfToEGDRKAkBT08hsnb25uWLl1K4eHh9Ouvv9Lw4cNFb9O5c+f07gv3Rk2ePFlnOW+De75A6UYm0WfH1DH0rHbGg6Y39qjXndw8n4K9UWYWAIhSsommHPGk5hUKaXgd66eI8V+wMXuL/+3iGOidA+r1GpcvpNs5bnQnmyin0LQfr+J+F01x+LYbBXkR1Q6x7J9e7ff3dpN8ilJnUuvg82Rjiz63mW3zLfL7PeWwB6XkuNHYRvkUE2T4b4YlPkcAAEvJzMwUcUhqaioFB2tWXHXIyW1nzZol0vnq1asnzk5y4MSpffJ0Pk7hGzlypAjIPDw8qHnz5vT444+LXi1DuLeLx1bJe5qio6PFeCj5B8NRJo+X6tWrF3l5lX7CQmf22bENqtucGmnMF2d3qsYRfHjYk7w83ERuelT5oks5P4ouul2jUoDBsriuDG0KymL7+XQdn8C6QodT3GlZ/75Wfa0t55LpxV/U417H9KhF/bvqrybH3jmg/o07cVcznS082Ef8ZvElNStfbFvyYJPK9OnQhjopcKVh/Je19LjE+DsHtqjut23XgZpEhRhsT38du8mfgngsPawJPdYqyux9+PzMDqKcbOrYQfO12Rt7TP/7Ao7HWX+PwHHlOVCbkrLQimOVI9mKFSuKoCYpSbO0K9+PiFCWSdVWqVIl0cuUnZ1NKSkpFBkZSRMmTBDjmyQcSHFPVUZGhniDlStXpmHDhmmso83Hx0dctPEXpO9LMrS8rCnuM+CqTZP/OS0mw71xL4vyChR0OSVTXPRZOKIVdaurrPpU1qBNQZlqP27qwMJa+52VWyBSyuQBE6sbEWz0NX99vi09/sNecfujQQ0pKtRfjM/kEz5cGlyy5WySRtA09aEm5O/gJ358ZZ87u3k/lxavOEmPt65KbWpU0GlPb/2hDJjYjE0XqH+TSFHK3BxS3oq3njbLQWlSmjJrxKnaMzj37xE4PC8HaFOmvr5V/gpwCl2LFi1Eit3gwYPFssLCQnH/1VdfNfpcHrPEPUkcgXLhh0cffVRnnYCAAHG5e/curV+/XhSHANuqViGAFjzbStzOLyikxLRsunqHxwJk0rU7mWLME48LOHRFOeHkiIUHRCU+AHBtUgU1S+NM8r+O3qDKIb407Htl4KOte33jJ2ba1axAxyf1pgBvT6PjeMKCNMfOOkNPuY+nB7WOCaX9l++I+68uVQaUq47eoLMf9SVjM/FxFdRJ/5ymbx5vZtY+SENj9Q1lWzSiNY3+5RCN61XHrNcAALAXq/0l4JQ4Hm/UsmVLat26NX311Veih4hT7tgzzzwjgqNp06aJ+zzOiUuHN23aVFzzWCQOtHgclIQDJP7DWbduXYqLi6O3335bpPNJ2wT74JK3UeX9xaUdqc9ospgJq1W3+buz1cBwALAPa8RMfGLmi/XnaN6OeKPreZuQPhfsW/wZRZ7AVrL4udbkLJaPbqfxmyt5b9VJ+vjB+hrLWlQrrzqpxfHjP8du0MAmlVWTl1u65DhXNtz+drdSbxsAwGWDJk6bS05Opg8++IASExNFMMST1XIBB5aQkCAq6kk4LY/naoqPj6fAwECR88xjmMqVK6dahwdo8Rila9euUWhoKD300EP0ySef2L1bz1V892RzennJYepZzNna0vpk9Rl6rlN1qhyCeTkAXJV0IG4pIxcdMLn0t6VOyvBkuP9N6E5e7m4UZuZ8So7gj0PXaOPpRHqjnu73xOl7wX6eNG97vAiuOJUvxM/LvMltrTaZCQCA/Vg154BT8Qyl423btk3jfpcuXcSktsZwqp6+dD2wjP6NK9PpKX3EfCKW8tPI1jR8wX5xe/6uS+Iy96nm1LdRZYu9BgA4jhPXUy22rdz8QovOlVQSrjbpKhe32HDdnZ7WWr7i0DWRsrjxVBLF386gT1afps8fji3VayhKMLktAICzwfkg0GDJgIl1qVOJBjWN1Fg2+pfDFn0NAHBM97PNm3/jTgYmz7akvbeUf/JnbFBP0dE4KkQUwfjs4SZiLNLyg9do5wV1EYySSCn6vjD9BAC4IgRNYHU3U7PtvQsAZRJPMvvk/L00Z5ty8ldb2yarQFcat9PVE5Nr69MwnFpXDzVr+2VRXkEhfb0lTnV/+iPKXqVWMaH0TNtq4vaEFScoI6dkcyldTE5X3b6Xaf/JKgEALA1BE1hd/QitWQ4BwCaW7Eug/+JS6LN1Z23yelvPaabSVQj0Nmt7D3yzy+BjnLa3/MV24uLn5UEfD25k1mu5inrF/N4euXpP4361CupJ3sf3rSfSEq/fyxKFN0riQpI6aOKiQAAArgZBE1jdk0VnLyUPtzB/EkUAKN5H/xofJ2oJnELHwRL3avHUAnL3s0vWW6FvfIwhPDcc494mHov5lNbvTFklL+n94/CWOo/P2nzRYPEMLoAxbWhjcfunPZfpYFH5clPIA2SekwkAwNU4/uQT4PT4LLCcJxLeAWzOWiX/m3+0UVyX89etuBafnFGqbabn5FPyfcOpeey5jtVVtzGVgVqvBsoKtUxf+uL+y8arG3auU4keaRFFvx+6RuNXHKc1r3fSmPjXkNAAddCE7wMAXBF6msDqIrWqUOVLdWkBwGZy8gutun1941iktMCCEvyfX3PiJjX6cH2xvWTyoAlII2A593FfOvZBbwrSMyeVr1fxf/bfG9CAwoJ8RNA7a/MFWncykb5Yf9Zo75/0WGnLlQMAODoETWB1Hu5uFD+1P73bv55qokpwLpx6lZqFwd3O7O9jNyy+TR77UpwZG89TzXfXiFLWpuC54pi81Dj3fHwyRHPMEg7ODfPx9KAQPT1/LDuv+N9ffq40Ruz7HfE0+pdDNHvrRVVhDw6C45PTNYIo6SYSCQDAVSFoAptwd3cjbw9lc0NPk/NpO20zxU7eYHYJabCfzBJWQzPF0O/+K3adrzdfENc/7LxE607eLNXr8DibJ9tUo++fbiHu1w0PIn/v4lPGgHSmfDBV74YR9ECTyhq9hFLK5NQ1Z6j79O305+Hrqsek1ZCaBwCuCmOawGY8ioKmq3cy7b0rUAJp2Xmq1KtH5u6hs4n3qUW18vTtE82ocohrTQDqyib9c5qGt4+x2EHt6RtplJRmfNyRNp6jjcc+Na9aXqSJ8VgZv6KLuK0nEKodFkieRb8dfCB/aVp/cRsH56apViGg1M+d/GBDkS4pBUSeHsrP/Mddl8T1m78fo4eKCvsoSJrY1vx9BgBwRAiawGau3FYOCj92LdXeu+KwftufINJhfny2FVWvWPqDHXNwyk1mboGopMU+W6suV80BEzt05S61m7aFLn86wC77CKXTb9ZOerRlNA1pVoXKywbulxT3OPb/eqfeXo064UGUk1egMReQHAfg8tS74ly4pS5lzRAslczr3WvRikPXTEql1FYh0EeMHeNeQpaVV0CHrmhW1IuZsFr8DhSqsv7w/QCAa0LQBDYzv+jsJBg24c8T4vr9VSfpl1Ft7LIP7648Qb/uvyrGkfC8LVKgpM+1u5mYk8WJ8Hc55d/T9Onas9SrYTgNaxlNHWtVFOmzcueT7ougmefs0SclPVdnmXYAfet+Dv124KrOelOHNBY9FjxOji9ZuYXiYFy6r+85UHrcS/ffhO7U5fOtdKUUvfy9GkSogiYe1/jQnD0669y4l4WeJgBweQiawGZ4TFNuUREILgYhpdyA0pazSarbt9NLlvZkSRwwMS45zBdpLJo+k/4+RfOHt7Lh3kFJ8Lgf7jVcOqoNNYwMob+PXadlB6/SyetptPr4TXHhwIjnTnukZZQIgHncSu+ZO8TzDfUkcnEXuUpBuvPyfDKksd4A6Ik2VY3uc6uYUDqUcJd+3Z8gigtwUAfmK03AJJUtrxrqTwl3MulIgubEuJLdF1NUk+q6oycQAFwUjlrBZta80VF1+xsDqTtl1cL/LtHIRQdV90tSotnapEBXH+5NAMclVTSLDvUXFdGebhdD/77WiVa/3pGGt6tGwb6eIm2Ly0p3/GyrSLXq+NkWg+2QexQ4NS8nv0Bj+e8vttMbWM15snmJ95nHyHBvFM8PxAHWjEdjS7wN0PXTs8oiGqUxrFW0uN54Wn1iR65QoRAXhpgJAFwVeprAZmqFKc9EMukPrCs4nHCXKof4iqII3IN2Oz2Xbt3Ppht3M2h3khtd3HKRbmfmiTP4fDzx0eBGFB7sq7GNyf+cNjqOw1Hh+MixSSlT2rjXafKgEJrYvz6tP5VIyw5cFb0F2vM5JaVlq+ZZ44Cp/afKgKpZ1XIa24sxMP5OO/YvSepW/crBIngCy2hfswJ1jyykgsAw2n7+domeq68nkdWoFCDmcuJ5nLiiIUNPEwC4KgRNYFM1KwXQxeQMke5xJyNXBBlhWgGEM+GxH0O/2y1u+3gq0w8140EPoviLGs/ZcDpJjDGQjxfhoOtmarbOeCFOo+Kz+oOaVrHq+1h74qYY6/JU22olel6DyBCr7ROYT2qLho5juWIdty2+cC+TNg6SxvWqQ6/3qE274tQH2obStLRVCNQsNrH2jc4l2n+wrEHVCql//+ZU+/0NJXpeOT1zYnHapNQmuLDHa91rWWw/AQAcEYImsCmpRPHbfxxXLds0rrNGL5QzOSGrBCidofd0d6OKgT5UKcibCjPvUaOa0RQe4k8/7oynjFxlWlOHTzUrz3HRBe1qY1zeWwqk2tWsQGFBlg8uuSdh/s541UDvL9afUz3G74Pn1IoM8aUbRfvBZcY71a5EL/1ySPRMBPniJ8SRKUpQcY5LgUul5bUnpx3Vqboo0qBPc61eJ7k21UNFwFWjYoBow9o9rOAc9E0k3L9xZRGM77ygDJyW7EsQ1+5I+gcAF4UjHrCpdD0TbPacscNpS1drJz8dfK8nhfp7i2pkeXl5tGbNGurfvyF5eXmJ0/7ywIhLexs7mJX3PKVm5lk8aOLXbzN1s8HHe9QPo/WnklQBU8/64fRAE+VEmTzPDgdNubJULnBAUk+TCavyuKReRQUgtDX4YL3BSVKNFQLh9s09VeCYDKXdadM3xPJySgbVrBSoCpr+OHRNXLshaRcAXBTOCYFNcYljV3IxWT326H/964seJu3yzZKXumqmr3D5XvV2lHNYGcIV0Cxt5sbzRh/ngElO/ra8PZU/HYt2X7b4foHlxzSZMsyED4CN+evoDZ1lb/epS6FmzPcE9rHipXbUrkYFWvxca5PWb15NtzeRxy41jAzWs9wiuwgA4HAQNIFNcREEQ70ejq6wUCEmdc2SBTBztqnHKz3fuYbR5/t5e+iMbWJHEu7S6hM3jT539lbLVxs0NPmoIfIDbx5vJeECF+CYpP9WpgzO52B/78Qe9OUjplere6UbxrE4oxbVQunXF9pSvQjdoEcfH08POjOlr8ayFzvXoKHNo3TWxeTDAOCqEDSBTUk9FNqy8xw/zWvJviv00Jzd9MyCfaXexukpfVS3x/9xnA5duSMmGtWeW0eblxXmtNI3TkGy7a2uOssS7mSpbi8/qEzFYZvP6C9DDPanKgNt4voRIb5iziZTjOlZ24w9A2ejfdKnfIC3KCuvPQEyYiYAcFUImsAhZOTqjnVyNNKkrwcu3y31Nvy9NYcRPjRnD+27dEdnPe35bbrVCyNLk6cHapeR5hLSo7vU1Hj8zM001e2PZT2G83bEW3zfoOR4TqWh3/2nGlvCVP23JTyQPfC/ngYf45Q87jF+WSvdFMqm8X3ratxHzAQArgpBE9jcuY/70v53e9D5j/uplmXmWH7MjqXJq0KdvJ4q0uqsoW+jCHGRy9BTQMPSmkWX17j/Zm/DA/jlpckv3TY+Hgts49mF++lwwj166/djuiXHS3goywUCNo7tTK1jQqmfVlvsWrcSPd22msFeY3Bd859pSYE+njT3KfVEuV3raJ7QwTxNAOCqUD0PbI7z48OCNVM9EtOyqWoFf3Jk8hS5B77ZZZXXGNq8Ck0Z1EiMCzj2QW8avnA/Hb16jz78+xQNblqFQvwNp9SZa2yv2iKdq3eDcL0pgRW15twBxyJVMdOnNMextcODaPnoduK2fA4nnhgXyqaeDcLp+Ie9NYrd8G+SNMktQ9AEAK4KpwrBIUz4Uz1vk6MK8jUcsHDVPHM91iqaZjzaVJzJlQ5GosqrxwtsPXeLLEW7eMOfL7cX72/Sgw2pfa2Kesc9VdIqec77y0wdAwPWxZMrS/LEJMvq4io4jAVL0Vcd1Ft2ggUxEwC4KgRN4BCks5TGKtdtOZtEt9PtV6ltx/lkg4/9NNLwXDXa5IGQ3ORBDXWW8UBryT/HdEs+m1uKmn0ypJGYd0mfI+/3ou+fbkGtq4fS14811XgssmgAuJcHjpLsLSe/QGM+pKy8Alpx+LrFKppxpTS29Pk2Zm0HXJOPlzpzANXzAMBVIT0PnEKvmdvFXEaRIb60e2IPm7/+qiPqA1Bze5q4zO+1u8pKdG/1rkO/HbhK68Z0FmmL2vILFBqVzSxFXuHd2NxZfFa5d8MIcTEU0BUX8IJ1paTnUPfp2zUKezSZtEFjHXMPYyf2r0/v9K1ncA4yKNuCinrHGVoIALgqq/Y0zZ49m2JiYsjX15fatGlD+/fvN7huXl4eTZkyhWrWrCnWj42NpXXr1mmsU1BQQO+//z5Vr16d/Pz8xLofffSRU8zxA+ZVBZMmf72Rmm2XfRiz7KjRxz1LcDA5dUgjeqptVVr7Rid6tXtt2vVOd1VKnjb5/E1L9iXQ9A3nKL/A/PLs6UWFJfh1PUtZznxFUZU2fdX/wHa2nUvWqYSozRIn/xEwgSFBvurfr2Q7ZgMAADhl0LRs2TIaN24cffjhh3T48GERBPXp04du3dI/LuO9996jefPm0TfffEOnT5+m0aNH05AhQ+jIkSOqdT777DOaM2cOffvtt3TmzBlx//PPPxfPAdfF4zPk4m7dJ3urFRaocb8klcTCgn3p48GNqX5l0yaWlPtmSxzN33VJVO+T+3zdWWo8aT2dvqEuC25MUlHwGR5c+rFYA2MjS/1csJwb99TzZxmSm+/486CB87oua4OY7BoAXJXVgqYZM2bQ888/TyNGjKAGDRrQ3Llzyd/fnxYsWKB3/cWLF9O7775L/fv3pxo1atBLL70kbk+fPl21zu7du2nQoEE0YMAA0YP18MMPU+/evY32YIHzuJ+dJ8p4D/xmF22TFT3I1Qqa5mxTzgt0+XaGTkBlKz+NbG1ykQhL48lwuXrf30VjnM4mptF32y7S/ex86v/1TpO2cbMoaKocon98lSl6FVXZ4/LUYFs8xm/04kP04V8nafrG88Wuj+8IrOn4Nc2TOAAArsgqY5pyc3Pp0KFDNHHiRNUyd3d36tmzJ+3Zs0fvc3JyckRanhyn4O3apS7t3L59e/r+++/p/PnzVKdOHTp27Jh4nAM0Q3i7fJGkpaWp0gH5IpFuy5eB9Y3qGEPzd10Wt5NSM2nId7vF7WcXHqALH/UWtzOzczWec/t+Ni36L54m/XOGHmxSmaY/0tim+8ylt8MC1P91nutQTW+7sXabWnHwKvVrUIniEjV7l0x5vet3lemOYUHepd6/cr7uqjE12Tm5GkUrwHzG2g+XoV93KtGk7bSvGUr5+Y4/eTRYlzV/jwJ8PChDNtce/o66HhwjgSu3KVP3wSpB0+3bt8X4o/Bw5ZloCd8/e/as3udw6h4HP507dxZjlTZv3kx//vmn2I5kwoQJIuipV68eeXh4iMc++eQTevLJJw3uy7Rp02jy5Mk6yzds2CB6vrRt3LixhO8WzFE9T90Mh33HvSTqA+9vf1tDNYKJ7uVoNtXtF26LC/v7+E3qEXDVBnuqfv2qPtm0Zs0a6hHpTvuT3aha9kVas+aiwWea06bCfD3oVrb+YOTmrVtiP47f4cfVRSR4mSQrnygpiy9u4nIri8T2+Da7ffMarVmTUKp9404+N/KgQoUb/fHPWgqyXWdbmSK1H86wk7JA49KK//muX66QnqtbSB5uynYCYK2/cZ0qudG6a/p/g8C14BgJXLFNZWZmOlf1vFmzZol0Pg6IuGQpB06c2idP51u+fDktWbKEli5dSg0bNqSjR4/SmDFjKDIykoYPH653u9zbxWOrJBx0RUdHi7S+4OBgjSiTv7hevXqRlxeO/mzpfweVlb5ScjSDg6h6Tal/00i6ejeT6LDhyWQ5jdPafr6+nw4l3BO3R/ZqRn0ahhO/KhchMVRi1xJtqmGbTPp6y0VqEhUsUup+/O+K6rGQ8hWof/9W5HPmFv14Tl2oYk9+jEhdjL+dSbeKGV9QGFiJ+vdvQaX17uFNlJ1XSI1adaSGkSUfowWGydvP3iupNOrnw/TBgHr0ZJuqovjGN6cO6n3ejEcaUzk/L2oaHWLTtFFwbNb8G9cjr4DWTdls099ksC0cI4ErtykpC80uQVPFihVFT1BSUpLGcr4fEaFbuphVqlSJVq1aRdnZ2ZSSkiICIe5Z4vFNkrffflsse+yxx8T9xo0b05UrV0RvkqGgycfHR1y08Rek70sytBxsz93dQ3wXhbJeFH2s8X1xoYWnftxH9zLz6OeRrSmyvL8qaOrVqDJ56SkPbmz/SruPtSJC6Osnmovb2XkFGkFTXoFCbNfbW/O/8W8HlFXtJFzsoWalQHHhAhYf/n1K9djsJ1uY9flxwCS2s/0SzXqsKfl5eYjxVTwYvHfDcPLycBeVBfla3PZwExNh8rW/l6eYwBeM4+/njWXHqVBBNOnfs/Rsx5qUpzCcCtm/SRXylc2bA2Dtv3G8vZ71w2nTGeXffPwNdV04RgJXbFOmvr5VgiZvb29q0aKFSLEbPHiwWFZYWCjuv/rqq0afy+OaqlSpIiLQFStW0KOPPqrRfcZjo+Q4OONtg+spKColLxV74LmQuFhEjg0qgT00Z7fqdZ5ZsJ8eaFJZ3H7/gQZ651OyBR+tCn1SRTR3rZ6udjUq0EMtokSAVKNSAAVr9TbIg6YQP8v8UG08nUQNPlhP04Y2pi/WnxPLFu1WjlUzZtLABvRsh+oW2QdXpv0dZ8rGj7AHYyNp5rCmlF9YaLf2CWVbKWcuAABwGlb7meOUuB9++IF++uknUR6cq+FlZGSIlDv2zDPPaBSK2LdvnxjDFB8fTzt37qS+ffuKYGj8+PGqdQYOHCjGMK1evZouX75MK1euFOOguDQ5OK8hzaroXZ5RNJdQVp7yADE9xzYBE9N+HWkmMA871jrQTgO8n6McuCgvwFClnB8tfb4NPdwiippGl9MJmCxt6hDNIhwT/zyhul07LJBiKviLfeLergoB3mI+F+6Nkqw9aVoxA217LqY4ROl5e1m8VzMg/frxZqIdIGACe2kUGWLvXQAAsCqrjWkaNmwYJScn0wcffECJiYnUtGlTMVmtVBwiISFBo9eI0/J4riYOmgIDA0VONJchL1eunGodno+JJ7d9+eWXxXxPnML34osvitcA5/XFw01o5ZHrBlO/pvxzWuO+XINSzHVUGtKEso40wefVO8q5UTxkwdSLXWoYHGMl+e7J5vTyksP0v/71zd6HKuUNlyzfOK6Lwcd2nE8WPXhp2fmlSp18/Ie94vblTwdQWSD/Sl9cfJD2xqsnFC4rnwE4the61BAnl7rXC7P3rgAAWIVVC0FwKp6hdLxt27Zp3O/SpYuY1NaYoKAg+uqrr8QFXIenh7voiUhKy6F3+9ejS7cz6Nf9Vyknv0Ck5nF5ZQn3ojzxwz7V/cKiFD5r431jjhMyKf26P4FiKgSo7q84fJ2eaRdj9Dn9G1e22IF2adP7/L2VPSJZuSUPms4mlq0eJk7D5LF1kvWnNMeKAjgC7uV8vUdte+8GAIDVIAsZHMLeiT1o5/hu9HynGuTn5alKkdtVVFpc0r5mRdryZhdqUz1U3LdRzCR6N1hxvTi2xulwCXeUcy6xnKJURlsJKAp+tP31Sgejz/MvKl5xOcW0Mp9yDtTZZxPbz2v+H5B7sbO6UA4AAABYD4ImcAgcjESH+otrHy9ls0zNyqMRiw7orFujUiC90bO2TXua8rl0GRElpmaTPbUuChbl3llxQqcHx1aqV1T3csnFRqvTavWRf2/cW1YS8jFcXPLd1aVmG550L9DHYWaNAAAAcGkImsDhSFXilu5LKLaamK2CJsn6U6UrXGAp/RvpL9kv+fzhWLJ1auWKl9qV+Hl1I4L0Fo8whby3z1aFQexp9lbDEycfSrhr030BAAAoqxA0gcO5dldZ4EDbSFlpailosnU/g7dW2W9b4142Y7jMuK21qKbb+1UcnrOptOSFL3KLCnSY69b9bPrz8DUxjs7RXLtnuHfz9A3TJuQDAAAA8yBoAodzO11ZdEHbuN51VLelDC1rdDSlGUmH0p4rydY61a5IHw9uRMtfLHnvjjXFRqnLDUeHGq6oJ/dO33qq2zz/lqnkw8qkuarM9fCcPTRu+TGaufECOZrwIN3JuSW37uv/vwIAAACWhaAJHM5r3WsVO35DOnC2Rnpep8+2qm5vGNtZ47EmUcbH6lgbp6Y91baaGNs0+4nm5CimP6pOC5z3VEuTntOrgbo08fKD10o8vsyS6XkJd5QFKdaevEmOpmW18qrb+//XQ6dcPwAAAFgfgiZwOBUDdc+sf/5QE73jWqwRNHEBCkOFDl7ppj+gs4cBTSqTo6gVFkTxU/uLUuYNIk2bO8tXNsmtod5FY3NmWbKnSZLngGOkVssmAK4U6EMfDW4kbvt6uYtJjAEAAMD6UHoJHI6fVgW4M1P66ixTFYIoxTFu3K10ERi1kJ3BNzb2pmFkMJ0qGjtS3r908xJZC6e4fbbuLDmCkk78Kx8fVpLYVx4oZeVadgxSboFjV+PjkwVPtq5KdcODRLt0tBL4AAAArgo9TeBwPN3VzXLhiFY6AZPmmKaSH+T2nLGdHpqzm27cUxec2HwmSTUXk7YVL7WnDrUq0M8jW4tqcY7kpa41qVvdSuSMwoJ8VbdN/Viz8wpo0j+nSjUWyhS5DlgIQl9wyumZASg3DgAAYDOOdQQIoDUPD6cjGS85XrJt80G3pP2nW+heZi79dfQ6PffTQXrgm10G08iWjGpLnes4ZnDi2H0jxlUI8C62rLbcgv8uUXaeuqcpLTvfovuTWdRzVViooIKSNi4re66junokAAAA2BZOVYLD8ZQFTfIASk7KSkpMyxYHt4bW03btrnLAv6TplI0a9/MsVMLalhzs2L5EUjJy9S7nHsS98XcoKS2b2tWsQOHByl6pS8kZGuulycafWQIXmeDAut7768T9V7rVpLf7qKv82QOnhN7NzMP4JQAAADtCTxM4HE8PN50eJW3y5SsOmV55bc0J45PTGptQ11F1qFlBJ9h0Fn0bRmh8j1KK5KYzt+jxH/bSmGVHqc3UzbTrwm06n3Sfftf6ro2Vhy8tKWAqSQ+YNXHAxPxkhTMAAADAttDTBA49psnQvEjyoGlvfAo92irapG3fTDU8USj78G/1eBlnMbJjdQoN8BY9Ms6Gy6evO6UMZN/8/Zi4nvxgQ53v4akf9+l9/poTN0Vhj7f71KVy/spUP1dyO1t/tUEAAACwLQRN4HA41e6FzjVE6lW1Cv5619HoVClBB4uh7enz5SPquYccGVf4e6SlaUGjownx8zIrcD1w+a64cBAtleJ2Jb9eVJ804BLjAAAAYB8ImsAhvdu/vtHH42/LxraUYEzP/J3xJq+LMST2CZpKg1P3zFE7LJAu3EonR+Pjob9EOwAAANgW/gqDU4qNKlfimOlORi7dTtdfeADsIzTQ22IFHMzhY6QXx57FQUJkMaWpxU4AAADA8hA0gVOSD4o39YB56Hf/adz/8+X2tP3trhbfNzBdoI8n1agUYLFS4aXlZiTHc+eFZLKX3bfk4/swpgkAAMBeEDSBU/KQVdj759gNk55zOUVdbpznXGpetTxVqxBAxz7srTMepmf9cAvuLRiz9o1O1KhKsN7HHmsVTcPbVSt2G6WZ5FiuUOv5vz7fVnV75KKDZGudP99Ktd/fYPPXBQAAAP0wpgmcknZ5bWnS2uv3sujqnUy6djeLrt7NpGt3lNfHrylLWUu+fKSJxriaUK3Ka5vOJFl1/4E0elD+fa2TCHyS7+dQ66mbVY9tOJ1Eh9/vReeT0mlPfIrV9kF7ItviKhGeupFK608l0UtdapKft2V7gLJyCyjhjuZ8YgAAAGBfCJrAKWmP76j/wToqSWdDWJByslRJTr556V1gPjc3NwormsRWOw2zd8Nwo0GTvAQ9lyD/dX8Cje5SkyoF+ZSqp8mYe5m5NODrXeL27rjb9MdL7U1+LgAAADgnpOeBS/Q0Sce8/t4eVDc8iHrWD6Nn28fQ+w80oG8eb6ax7qzHmupsr7xWT9OB//W0xm6DCR6MjVTdnti/nrge0KSy0efI50B+4Jud9OOuS/TOiuOl7mnStuO8elzTot2XVbcPXrkrejflOF00ZsJqOnTlLpWGvgCO0xQBAADAftDTBE7bKxHs60lp2fni/l+vdKCo8n5ikld+TNtrvx5R3R7UtIrO4x1qVaTKIb5i8ttmVcuZ3EMB1pl3SvJAk0hVzyCPPYudvKHYnqbsvEKdQKc48jiFJ9fVtmTfFTEOjuXka1bT6/DpFvrthbbUtkYFjbb20JzddPnTAWSJoCkpzfikzAAAAGBd6GkCpyX1PsRU8KfY6HJUIdBHb8BkCp4DZ8/EHrRpXGf6aWRrC+8plMQbPWpTkK8nvdS1pslzOunrKSpJGfKCokBlxUvtaHj7GJ3Hs4oCMZaYqhvAPPb9XkrLziNL0LfbW8/Zr4IfAAAAIGgCJ/begAai6t2yF9sVu27fhhGqSUyNqRUWRMG+lplwFUqnagV/OvJ+L3qnrzI1T58AreILp2+mmfWaUtAl77GS85ZVa2warZ4jTK7JpA1UaOZ8USwlPUdnWevqoWZvFwAAAEoP6XngtAJ8POnptsWXo2azn2xOR6/eo4aR+ktbg2PxlKXo6cM9ilwMRN7DlJqVp9EbVTHQ9BRLKSNOHjTNfqI5vbL0sE6vVVZRpUZ90nOV6aLm6D59u86ytgiaAAAA7Ao9TVAm8AF2i2rlyVc2KS44N+2xP8ev3aNLtzNU9xsbmPtJHyn4kldllBef2CZLj+PgjOkLwPPyC8lL1iulr9eoNJpW1d+7BQAAALaBoAkAnA6HJdr1Ep7+cT91+3Kbxjig/+JuG93O/J3xotJdYlGhBUPpedqBEetYu6Le4Eueodfi40107Oo9MseDTSpT59rKIhQAAADggkHT7NmzKSYmhnx9falNmza0f/9+g+vm5eXRlClTqGbNmmL92NhYWrduncY6vC1Oy9G+vPLKK9Z8GwDgYEwdOfTk/H10JOEuXUi6TzfuZYleovwCdVGHj1efKfF8TXlFz/fWk0LIaXzaRSm4/HlxVhy6Rie0JmBms9rl0/RHGhebrggAAABOOqZp2bJlNG7cOJo7d64ImL766ivq06cPnTt3jsLCwnTWf++99+iXX36hH374gerVq0fr16+nIUOG0O7du6lZM+U8OwcOHKCCAvV4gpMnT1KvXr3okUcesdbbAAAHVJIaiUO+262zzNfLnQK8dX/+jFXo46Arspwf5RYoVKXRA308KT1HPY4pv0BB1SsGaKQJSkGWQqGglIxcunw7gy6nZNKVFOU1z+skOTOlbwneGQAAADh90DRjxgx6/vnnacSIEeI+B0+rV6+mBQsW0IQJE3TWX7x4Mf3vf/+j/v37i/svvfQSbdq0iaZPny6CKVapkmaKyqeffip6prp06WKttwEATh418fxdGTn5lJFTQLlFAQzP5ZSdl6t3XblOtSvSzgvKFL/k+zkiaJKCIA6auDw9z8ckyS8s1AiY2NqTiTTg6510JSVTI8DSp/4Hmr3rAAAA4MJBU25uLh06dIgmTpyoWubu7k49e/akPXv26H1OTk6OSMuT8/Pzo127dhl8DQ6muDfL2Nw8vF2+SNLS0lTpgHyRSLflywDMgTZlPX5eHnS/aGJjdn5KL6rzwUad9Y6/34P8ZOXJc/MLKSNXGUBxIPXviUSau0OdPpefrxnUfDOsCTX9eIu4veHUTWoQEUA5ecp1PNwU1CRSs4T93XT9k9CeuqH83eGfqsgQX6oW6i9Kq/McY/zrNW3deZ3n9KrHJ4luov2AReD3CMyB9gOu3KZM3Qc3BeeMWNiNGzeoSpUqIrWuXTv1HDrjx4+n7du30759+3Se88QTT9CxY8do1apVovdo8+bNNGjQIJGOJw96JMuXLxfPSUhIoMjISIP7MmnSJJo8ebLO8qVLl5K/v79Z7xMAbOtYihv9fcWdnqlTQDNOeGqM/VkS5077kzXH/vByU1xNJwr0Iiqvp0r5W/s8KK/QjR6pXkAdIxS08Jw7Hb3jTg9XL6BOEQq6lkH0xXHj558er1lAMYEKquBL5KU1PCktl+j9Q7rPH9son2KCTNp9AAAAKKXMzEwRU6SmplJwcLDjz9M0a9Yskc7H45m454gDJ07t43Q+fX788Ufq16+f0YCJcW8X90bJe5qio6Opd+/eGh8MR5kbN24UY6S8vDC5KZgPbcryOHlX6r/2jbpCU9eeo5c6V6f+vWrT7r9O0/7ka5rrF6X7mmNb9klaeeQGVatVj/p3rk5/3z1CdCeZmjZpTP1bRol1vju7mTJyDc/f9PygLhRdXv9JGk7Ze/+QsjdLrkO7tnT95F60H7AI/B6BOdB+wJXblJSFVhyrBE0VK1YkDw8PSkpK0ljO9yMiIvQ+h8crcS9TdnY2paSkiGCIxz7VqFFDZ90rV66I8U5//vlnsfvi4+MjLtr4C9L3JRlaDlBaaFPW8UKXWvRAbBWqHOIrTrT4yQo7fDSoIQ1uVsUin3uIn7e4vng7U2yvqOI4+Xqrv1djAROrVjFYYw4ouWAP/T/DQX7K3y20H7AktCcwB9oPuGKbMvX1rVLH1tvbm1q0aCFS7CSFhYXivjxdTx8e18SpfTy2YMWKFSJFT9vChQtFBb4BAwZYY/cBwElwYQZpTGPNMPX4oqfbxVCQr2V+hLlqHlt55Lq4VheCMK0axf7/9TAYMDFDj8nHYgEAAIB9WW3yD06J4/LhP/30E505c0ZUw8vIyFBV03vmmWc0CkXwOCfuOYqPj6edO3dS3759RaDF46DkeBkHTcOHDydPT4fJLgQAO3usVTSN6lidFo5oZdHt9qivniKBy4TvvphicJ4mfcr7K3uqjJn1WFOqFOSjU+wCAAAAHIPVoo5hw4ZRcnIyffDBB5SYmEhNmzYVk9WGh4eLx7mAA1fUk3BaHs/VxEFTYGCgGIvAZcjLlSunsV1Oy+Pnjhw50lq7DgBOiEuAv/dAA4tvt0W1UNXtLl9s03g9U/erOIOaVqEOtSpSy483qZb5aVeMAAAAALuxalfNq6++Ki76bNumPvhgPNfS6dOni90mF3CwQsE/AAC9alYK0Lvcy1N/ULP/3R7Ueqo6NdlUXrKTSMzbwPYBAADA9vBXGQDACEPzwBka06SdZmcqD63tGZt/DgAAAGwLQRMAQCnIxzTNeDSW2lQPpcPv9xLBTmhA8eOYtHkaKRYBAAAA9oVKCgAApSAfqzS0eZS4SHKluuSl3B4AAAA4FvyVBgAohr5UPGNBTmmCJmNlyQEAAMC+EDQBABRj+9vddJZ5exoOcnKL5nICAAAA14CgCQDAhEl0S9LT1LFWRXFdSzbhLgAAADgvjGkCADDB5U8HUFJaNrUpKidurCT4V481pd/2J9DDLaJL9VqPty7d8wAAAMA6EDQBAJgo0Ef9k1khwHBp8YqBPvRq99qlfp1n21cv9XMBAADA8hA0AQCYKMDHk1a90kEUhrDG5LNrXu8kerPqRgRRXl6exbcPAAAApYOgCQCgBJpGl7PathtEBosLAAAAOBYUggAAAAAAADACQRMAAAAAAIARCJoAAAAAAACMQNAEAAAAAABgBIImAAAAAAAAIxA0AQAAAAAAGIGgCQAAAAAAwAgETQAAAAAAAEYgaAIAAAAAADDCk8oYhUIhrtPS0jSW5+XlUWZmplju5eVlp70DV4I2BeZA+wFLQnsCc6D9gCu3KSkmkGIEQ8pc0HT//n1xHR0dbe9dAQAAAAAAB4kRQkJCDD7upigurHIxhYWFdOPGDQoKCiI3NzeNKJMDqatXr1JwcLBd9xFcA9oUmAPtBywJ7QnMgfYDrtymOBTigCkyMpLc3Q2PXCpzPU38YURFRRl8nL84e3954FrQpsAcaD9gSWhPYA60H3DVNmWsh0mCQhAAAAAAAABGIGgCAAAAAAAwAkFTER8fH/rwww/FNYAloE2BOdB+wJLQnsAcaD9gac7YpspcIQgAAAAAAICSQE8TAAAAAACAEQiaAAAAAAAAjEDQBAAAAAAAYASCJgAAAAAAACMQNAGUAuqngDnQfgDAkeA3CaB4ZSJoSkxMpIMHD9L169ftvSvgAu7evUvp6emq+/hjAyVx+/ZtSk5OpoKCAnEf7QfMlZ+fL64LCwvtvSvghFJTU8XfNOm3CL9JYK7Cot8i6e+cq3D5oOn111+nxo0b06hRo8T1pk2b7L1L4MRee+01atWqFQ0cOJCefvppunnzJrm5udl7t8BJvPLKK+J3qHfv3tSnTx+Ki4tD+wGzvPHGGzRgwABx293d5f+kgwVxcDRmzBjq0qUL9e3bl5555hm6f/+++E1C4ASlNW7cOHrqqafEbQ8PD3IlLvsLm52dTY899hgdOnSI1qxZQ8uWLaNu3brRhAkT7L1r4IT4LBwHSkeOHKEFCxaIgOnSpUviYOXkyZP23j1wAm+99Rbt2bOHfvvtN3rzzTcpNzeXhg4dSjt37rT3roETOnPmjPj9+euvv2jjxo20ZMkSsRy9TWCKvXv3UrNmzWjfvn00depUcRKHM3Kef/558TiCJiipI0eOUK9eveiXX34Rx9zr1693ud4mlw2aLly4QEePHqV3331X9AzUrVtXBFEhISGUl5dn790DJ8NtKT4+nmbPnk2dO3em5557jpYvXy4Cpq+//hqpn2AQH3xkZmbSjh07aNCgQeKsLgfd/AfF09OT5s6dSxcvXrT3boITBk2VK1emhQsXit4mDsr5bxt6m6A4fBC7cuVKatCggQi4+/fvTx988AFNnjyZ9u/fL4Y0oB1BSR04cICqVKlCixYtoieeeEL8Jkm9Ta4ShLvs/wo+23b+/Hny8fFR9RR8+eWXFB0dLf7IyMekABSHx6BcuXKFYmNjNZaFhobSli1baNu2bXbdP3BcnOrC4+CuXr1KzZs3F8u4l8nPz48mTpxIJ06coNWrV9t7N8FJSD1JXbt2FT2WnEHBQRMf5PKBr3wdAH34ILZ79+40evRoCgwMVC3PysoSv0tBQUEuc5ALtjNo0CDxm8RBOJ9YTklJoZkzZ7rUb5JLBE3Tpk2jsWPH0rx588TBCOOD2379+omxTJzCUL58efFDwNf8h+XJJ58UXdEAprQnPnsSGRmpOihh33//vTib4uvrS2vXrhXL8IcG/vzzT0pLS1Pd5zbB7ScmJkak5jHpLO4jjzxCNWrUoK1bt4ogHKC4NiW1HT5hU79+fXGbTwZyAD5jxgxKSEgQ6+C3CAz9JjFOx+OsCXn6FBep4WMkf39/jLWEEh8nhYeHizG7rGnTpjR8+HD67LPPxDg5DtRdInBSOLGzZ88qGjRooGjcuLFi2LBhivLlyyu6du2q+O+//8TjWVlZiri4OEW3bt0UkyZNUj3v/Pnzipo1ayoWLVpkx70HZ2hPnTt3Vhw5ckRRUFCgmDVrlsLNzU3Rvn17RXBwsKJWrVqKtLQ0xeLFi8W6ULZt3bpVUbduXdFG5s2bp1peWFgorn/88UeFl5eX+P2Rfp/Yhg0bFL6+vopr167Zac/B2dqUPsnJyYqWLVsqBg8ebLP9A9doP/z3jQ0aNEjxzjvvaPxuAZhy3L13716ddsPHTo0aNVK88MILGu3MmTl1TxOntPAYpcOHD4szuKdPnxZpMLNmzRJVqbgHgAtC8HiTESNGiOdwpFu7dm0xxoAH8gMYa09cipUHyXJqHldi5B4B7qVcunSpGDfHvZd8Bo97C7grGsru+BIem9SzZ08xkPqTTz4RlRWZdMaW06jatGlDL7/8srjPv0+Me6A4jfjcuXN2fAfgTG1Kn4oVK9KHH34oCkPw+Dm2YcMGkaYOZU9J2g/3THJqnjSQX/rd4m0AmHLcPWPGDDE2l9uNNAUC94RzCuivv/4q1uN2tn37drG+s3LaoIm/lFOnTlFYWJiqpGFERAT973//E+kJP/74o1gWHBwsgiMexM/4S+M/JLwul/0FMKU9cSoe40H8fNArlfjltIb//vuPmjRpQhUqVLDrewD74VQpPtjgkuI8dpLbxfTp0zXW4eCIC9NwtbwvvvhClY7H4+H4RA4XrAEoSZvS1qNHDxo2bJhIi2nbti0NHjyY7t27Z7N9BudtP/y7xMdH7du3Fwe4fJKnRYsWoigEQEmOuz09PUV6MJ8M5PFNHTt2FCeb+Zrv37p1i5yV0wZN/KXk5OSIsyPceyTl5PIYAf6PzmU0jx8/LqoLcaUqzt994YUXxOC0hx9+WJx94bO+AMW1p5YtW4qKQnwWTsK9THxWhf8g7dq1S7QxhnEEZRPncnNvNp9Z497Hjz76iL799ls6duyYah0+A8fjLHk5H7xwAM7ti+f+4oNbHpCN9gMlaVPaOKuCe7y5Z5zHFiQlJVHr1q1tut/gXO1H+s3hgjR8AMzjdvkkII/h5fbDywBMPe4+UnScJLUrDrTu3Lkj2l29evVEEM7VrJ2Wwgnl5+er8nXd3d1F3iTLy8sT19u2bRNjln7//XdxPzs7W/Huu+8qRo4cqXjiiScUx44ds+PegzO2Jx6/tHz5ctVzvvvuO0WdOnUUbdq0URw/ftxOew6ORp7PzW3jwQcfVLUjOR53+fXXXyvGjBmjOHr0qI33ElyxTfFYg1atWikaNmyoOHnypI33Epy9/fDYbx771KlTJ8WhQ4dsvJfgisdJBw4cEMdJTZs2VZw6dUrhCtz4H3JAfKaMu/+ioqJENCufVZgjV454ebwSz2Lt5eUl5hrgtyKNH6hVq5aY3Vpe7Ux7O1B2WKI9ccrL+++/L+7zmRNO+eReKHB9prQfidRuON2Fy0KvWrVKTIzMz+N2U6lSJTu9C3DFNsXjA3g8E4+/vHz5ssa0COC6LP2bxON0ubf7wQcftNM7AnvjeSf596RTp046j5XmOCklJYXOnj1LHTp0IFfhkOl5PJC1evXqIm2FST8GUlcgf3F8m/9I8GRsPLCMBzxK8R9/6QEBATpjTBAwlU2Wak+cIy7h2wiYygZT2g//QeFUFib9AeE/PI8//rhoU5s3bxbj4HgiZEyuDZZsU1z4iFNmeHA2AqaywdK/SbwuT5+BgKls4pLhPD0Pp2XyvJNypT1OUigU4hjclQImhw2aePwIjzfigWUrVqwQy+RnUvg/Oc8jsG7dOjEugCsG8eXFF18UZ1I4d5frwvOgWAC0J7B2++EztDxXl3bHPY954ypDUkWqcePGiTN0ULZZuk1Jk7hD2WDp9iPvlYKyhce5caDDlRJ5PBIf+8iV9jjJzVXn+VI4EKmG+yuvvKJ47bXXFM8995zIr83NzRXL7927p3jyyScVkZGRip9++kkjV5fHB/C6XDs+NjZWsW/fPru9D3AMaE9gq/bz888/a7Qfzv/mNsXzMvE4gsOHD9vtfYDjQJsCc6D9gCXxOEieI/DRRx9VLeO5TXnOt5ycHHE/IyND8dhjj+E4qYhDBU2Mv5A+ffqIibL+/fdfMYkWTyoq/SDwwDKeUFQinyyLb8fHx9tlv8ExoT2BLduPhP/QfPXVV8VOSAplD9oUmAPtByyFi6RNmjRJBERnzpwRwRFPhly7dm1Fv379FFu2bBHrcTCUmpqqel5ZPk6yW5/sH3/8QeXKlaOGDRuKsuDy7mW+cI4lzzMxdOhQUfudSxlyCVXuSvb29lZth+cVkN/mPF8oe9CewBHaj4TTGN544w07vBNwFGhTYA60H7B2m+K03meffVYUAWnQoIEoUf/VV1+J4iALFiygN998k+bNmyemLeAS45IyfZxk6yiNu4zDwsIUrVu3VlSqVEnRoUMHxcqVK1WP37lzRxEREaHqGhw7dqzoPvTz81McPHjQ1rsLDg7tCcyB9gOWhjYF5kD7AVu0qRUrVojHuB399ddfio8++kijN2n//v2K7t27i1RQULNZIQiuzsJVfqZNm0ZTp04VA8e47GXNmjXp+++/F9V/GE+axYPM/vzzT1HJY/HixWIi2mrVqqkGNErVPKDsQnsCc6D9gKWhTYE50H7Alm1q/vz5onw490p269aNxowZQ8HBwarntmrVSrQjXgfUbBY0ZWRkUHJysqjhzl2A/EW1b99edAmmpaWpyvDyl7R8+XIxx1Lnzp3pwoUL9Nlnn1FMTAyNHTtWrIPS4YD2BOZA+wFLQ5sCc6D9gK3bFAdVLCgoSFRblOM5lrgaHgdYoGbVMU38n5knu+LSgzyHxMMPPyxybjkHkvMj+To6Olp8sVIOLt//9ddfRY4k51EyzsEcPHiw+AKlMykuW84QDEJ7AnOg/YCloU2BOdB+wBHalBz3LPGcS++9955oS/x8UHPjHD2yMD4L8s4774hBZvylvfDCC/Tcc8+pHpe+OPbkk0+KL27hwoXiTIr2HCbSbMPaM15D2YH2BOZA+wFLQ5sCc6D9gKO0KXm74W1s3bqVfv/9dxFocYGRGjVq2O09lYmepo0bN4ov7u233xbdehs2bKCXXnpJfGFPP/00+fr6iv/g/B+dc3RPnjwp1mXyHwPpi5TOluDHoGxCewJzoP2ApaFNgTnQfsCR2pS83dSvX5/Onz8vqun17t3bju+oDARN0tmOPXv2UIUKFej5558X/8H79Okjuvt4IGPFihVpyJAhqv/kXNaQ8yp5ZmupW3HOnDk0Y8YM/ACUcWhPYA60H7A0tCkwB9oPOGqb+u6772jmzJmid4kvYINCENIXcvr0aRHp8hcnDVz8+OOPRaT7119/UWJiouo5mzZtErmVXC+e5w/gwWlXrlwRz7NC1iA4EbQnMAfaD1ga2hSYA+0HHLVNJSQkoE1Zu6eJuwP/+ecfke/I1TikAYk9evQQE2Jx17H0BZYvX15Uevnyyy/p7NmzFBERIb6cf//9V3QTctUXXsbRcsuWLUu7S+DE0J7AHGg/YGloU2AOtB+wNLQpJ+xpunnzJg0cOJCeeuop1azBnPu4f/9+8TjPH8C13idPnizuS5Erdxtyl+DRo0dVcw3wJSAggGbPni2+RHxxZQ/aE5gD7QcsDW0KzIH2A5aGNuVAFCWQkZGhGD58uGLYsGGK+Ph41XKeZfjZZ58Vt9PS0hQff/yxmJ06ISFBLCssLBTXXbp0UYwaNUr1PMxeXbahPYE50H7A0tCmwBxoP2BpaFOOpUQ9Tf7+/qKc4bPPPivmCJAmxurfvz+dOXNGRLc8SdYTTzxBzZs3p0cffVTk33LeJedM3rp1S8wlIGnRooXlo0BwGmhPYA60H7A0tCkwB9oPWBralJPP0ySfJ0Cq+84137m7jyt1SK5fv05du3YVXzB3/+3evZvq1asnShmGh4db/p2AU0J7AnOg/YCloU2BOdB+wNLQplxsctuOHTuK3Mnhw4eLL5TxlxoXF0eHDh2iffv2UWxsrHgcoDhoT2AOtB+wNLQpMAfaD1ga2pSTBk3x8fGiisfq1atV3X65ublitmGAkkJ7AnOg/YCloU2BOdB+wNLQppxwniYp1tq1axcFBgaqvjiu3sG13zmPEsBUaE9gDrQfsDS0KTAH2g9YGtqUE8/TJE2qxSUPH3roIVE//oUXXqDMzExavHgxhYWFWXI/wcWhPYE50H7A0tCmwBxoP2BpaFNOnp6XnZ1NjRs3posXL4puQY5233nnHcvuIZQZaE9gDrQfsDS0KTAH2g9YGtqUk49p6tWrF9WuXZtmzJhBvr6+ltszKJPQnsAcaD9gaWhTYA60H7A0tCknDpoKCgrIw8PDcnsEZRraE5gD7QcsDW0KzIH2A5aGNuXkJccBAAAAAABcVamr5wEAAAAAAJQFCJoAAAAAAACMQNAEAAAAAABgBIImAAAAAAAAIxA0AQAAAAAAGIGgCQAAAAAAwAgETQAAAAAAAEYgaAIAAJeybds2cnNzo3v37tl7VwAAwEVgclsAAHBqXbt2paZNm9JXX30l7ufm5tKdO3coPDxcBE8AAADm8jR7CwAAAA7E29ubIiIi7L0bAADgQpCeBwAATuvZZ5+l7du306xZs0SvEl8WLVqkkZ7H98uVK0f//vsv1a1bl/z9/enhhx+mzMxM+umnnygmJobKly9Pr7/+OhUUFKi2nZOTQ2+99RZVqVKFAgICqE2bNiL1DwAAyh70NAEAgNPiYOn8+fPUqFEjmjJlilh26tQpnfU4QPr666/pt99+o/v379PQoUNpyJAhIphas2YNxcfH00MPPUQdOnSgYcOGiee8+uqrdPr0afGcyMhIWrlyJfXt25dOnDhBtWvXtvl7BQAA+0HQBAAATiskJESk43HvkZSSd/bsWZ318vLyaM6cOVSzZk1xn3uaFi9eTElJSRQYGEgNGjSgbt260datW0XQlJCQQAsXLhTXHDAx7nVat26dWD516lQbv1MAALAnBE0AAODyOKiSAibGRSI4LY8DJvmyW7duidvcm8SpenXq1NHYDqfsVahQwYZ7DgAAjgBBEwAAuDwvLy+N+zzmSd+ywsJCcTs9PZ08PDzo0KFD4lpOHmgBAEDZgKAJAACcGqfnyQs4WEKzZs3ENrnnqVOnThbdNgAAOB9UzwMAAKfGaXb79u2jy5cv0+3bt1W9RebgtLwnn3ySnnnmGfrzzz/p0qVLtH//fpo2bRqtXr3aIvsNAADOA0ETAAA4NS7QwCl0XMyhUqVKoniDJXDBBw6a3nzzTVGqfPDgwXTgwAGqWrWqRbYPAADOw02hUCjsvRMAAAAAAACOCj1NAAAAAAAARiBoAgAAAAAAMAJBEwAAAAAAgBEImgAAAAAAAIxA0AQAAAAAAGAEgiYAAAAAAAAjEDQBAAAAAAAYgaAJAAAAAADACARNAAAAAAAARiBoAgAAAAAAMAJBEwAAAAAAABn2f4v+CwQ6lNqcAAAAAElFTkSuQmCC",
|
||
"text/plain": [
|
||
"<Figure size 1000x400 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"\n",
|
||
"=== Backtesting a2c_EURUSD_M15.zip (algo=A2C) ===\n",
|
||
"Sharpe (rough): -1.843 | MaxDD: -7.80%\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1000x400 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"\n",
|
||
"=== Backtesting dqn_EURUSD_M15.zip (algo=DQN) ===\n",
|
||
"Sharpe (rough): -11.667 | MaxDD: -29.24%\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1000x400 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"\n",
|
||
"Leaderboard (by Sharpe):\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe tbody tr th {\n",
|
||
" vertical-align: top;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe thead th {\n",
|
||
" text-align: right;\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>model</th>\n",
|
||
" <th>algo</th>\n",
|
||
" <th>sharpe</th>\n",
|
||
" <th>max_drawdown</th>\n",
|
||
" <th>steps</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>ppo_EURUSD_M15.zip</td>\n",
|
||
" <td>ppo</td>\n",
|
||
" <td>0.896809</td>\n",
|
||
" <td>-0.037317</td>\n",
|
||
" <td>9956</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>a2c_EURUSD_M15.zip</td>\n",
|
||
" <td>a2c</td>\n",
|
||
" <td>-1.843478</td>\n",
|
||
" <td>-0.077969</td>\n",
|
||
" <td>9956</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>dqn_EURUSD_M15.zip</td>\n",
|
||
" <td>dqn</td>\n",
|
||
" <td>-11.667301</td>\n",
|
||
" <td>-0.292419</td>\n",
|
||
" <td>9956</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" model algo sharpe max_drawdown steps\n",
|
||
"0 ppo_EURUSD_M15.zip ppo 0.896809 -0.037317 9956\n",
|
||
"1 a2c_EURUSD_M15.zip a2c -1.843478 -0.077969 9956\n",
|
||
"2 dqn_EURUSD_M15.zip dqn -11.667301 -0.292419 9956"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# ---- Multi-model backtest (loops over all discovered models) ----\n",
|
||
"from pathlib import Path\n",
|
||
"import numpy as np\n",
|
||
"import pandas as pd\n",
|
||
"import matplotlib.pyplot as plt\n",
|
||
"from stable_baselines3 import PPO, A2C, DQN\n",
|
||
"\n",
|
||
"ALGO_MAP = {\"ppo\": PPO, \"a2c\": A2C, \"dqn\": DQN}\n",
|
||
"\n",
|
||
"# Fallbacks if previous cell didn't define helpers/vars\n",
|
||
"def _infer_algo_from_name(p: Path) -> str:\n",
|
||
" name = p.stem.lower()\n",
|
||
" for k in ALGO_MAP:\n",
|
||
" if name.startswith(k + \"_\"):\n",
|
||
" return k\n",
|
||
" return \"ppo\"\n",
|
||
"\n",
|
||
"if 'MODEL_BUNDLE' not in globals():\n",
|
||
" # try single-model fallback\n",
|
||
" if 'MODEL_PATH' in globals():\n",
|
||
" MODEL_BUNDLE = [(Path(MODEL_PATH), _infer_algo_from_name(Path(MODEL_PATH)))]\n",
|
||
" else:\n",
|
||
" raise RuntimeError(\"No models found: define MODEL_BUNDLE or MODEL_PATH first.\")\n",
|
||
"\n",
|
||
"def _bars_per_year(tf: str) -> float:\n",
|
||
" tf = str(tf).upper()\n",
|
||
" if tf.startswith(\"M\"):\n",
|
||
" m = int(tf[1:])\n",
|
||
" bpd = 24*60/m\n",
|
||
" elif tf.startswith(\"H\"):\n",
|
||
" m = int(tf[1:]) * 60\n",
|
||
" bpd = 24*60/m\n",
|
||
" elif tf in (\"D1\", \"1D\"):\n",
|
||
" bpd = 1\n",
|
||
" else:\n",
|
||
" bpd = 24*4 # ~M15 default\n",
|
||
" return bpd * 252.0\n",
|
||
"\n",
|
||
"tf_str = TIMEFRAME if isinstance(TIMEFRAME, str) else \"M15\"\n",
|
||
"ann_factor = _bars_per_year(tf_str)\n",
|
||
"\n",
|
||
"results = [] # collect per-model metrics\n",
|
||
"\n",
|
||
"for model_path, algo in MODEL_BUNDLE:\n",
|
||
" algo = algo.lower()\n",
|
||
" if algo not in ALGO_MAP:\n",
|
||
" print(f\"Skipping {model_path.name}: unsupported algo '{algo}'\")\n",
|
||
" continue\n",
|
||
"\n",
|
||
" print(f\"\\n=== Backtesting {model_path.name} (algo={algo.upper()}) ===\")\n",
|
||
" model = ALGO_MAP[algo].load(model_path.as_posix())\n",
|
||
"\n",
|
||
" env = TradingEnv(df_test, feature_cols)\n",
|
||
" obs, _ = env.reset()\n",
|
||
" equity = [1.0]\n",
|
||
" rets = []\n",
|
||
"\n",
|
||
" while True:\n",
|
||
" action, _ = model.predict(obs, deterministic=True)\n",
|
||
" obs, reward, terminated, truncated, info = env.step(int(action))\n",
|
||
" equity.append(equity[-1] * (1.0 + reward))\n",
|
||
" rets.append(info.get(\"ret\", reward))\n",
|
||
" if terminated or truncated:\n",
|
||
" break\n",
|
||
"\n",
|
||
" equity = pd.Series(equity, index=df_test.index[:len(equity)])\n",
|
||
" returns = equity.pct_change().dropna()\n",
|
||
" sharpe = float((returns.mean() / (returns.std() + 1e-12)) * np.sqrt(ann_factor))\n",
|
||
" dd = (equity / equity.cummax() - 1.0)\n",
|
||
" mdd = float(dd.min())\n",
|
||
"\n",
|
||
" print(f\"Sharpe (rough): {sharpe:.3f} | MaxDD: {mdd:.2%}\")\n",
|
||
"\n",
|
||
" # Save metrics row\n",
|
||
" results.append({\n",
|
||
" \"model\": model_path.name,\n",
|
||
" \"algo\": algo,\n",
|
||
" \"sharpe\": sharpe,\n",
|
||
" \"max_drawdown\": mdd,\n",
|
||
" \"steps\": len(returns)\n",
|
||
" })\n",
|
||
"\n",
|
||
" # Plot equity per model (separate figure each to keep it clear)\n",
|
||
" plt.figure(figsize=(10,4))\n",
|
||
" equity.plot(title=f\"Equity Curve — {model_path.name} ({algo.upper()})\")\n",
|
||
" plt.grid(True)\n",
|
||
" plt.show()\n",
|
||
"\n",
|
||
"# Optional: show a small leaderboard\n",
|
||
"if results:\n",
|
||
" leaderboard = pd.DataFrame(results).sort_values(\"sharpe\", ascending=False)\n",
|
||
" print(\"\\nLeaderboard (by Sharpe):\")\n",
|
||
" display(leaderboard)\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"# Enriched Evaluation & Plots\n",
|
||
"\n",
|
||
"Adds action distribution, equity vs buy & hold, underwater (drawdown), rolling Sharpe, monthly returns, and optional QuantStats export."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 4,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"\n",
|
||
"================ ppo_EURUSD_M15.zip | PPO ================\n",
|
||
"bars 9956.000000\n",
|
||
"Sharpe 0.896809\n",
|
||
"Sortino 1.245242\n",
|
||
"CAGR 0.065507\n",
|
||
"Calmar 1.755408\n",
|
||
"MaxDD -0.037317\n",
|
||
"WinRate 0.476195\n",
|
||
"ProfitFactor 1.018795\n",
|
||
"Exposure 0.995078\n",
|
||
"Trades 238.000000\n",
|
||
"AvgHoldBars 847.694255\n",
|
||
"dtype: float64\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
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",
|
||
"text/plain": [
|
||
"<Figure size 1200x900 with 3 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1200x900 with 3 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"\n",
|
||
"================ a2c_EURUSD_M15.zip | A2C ================\n",
|
||
"bars 9956.000000\n",
|
||
"Sharpe -1.843478\n",
|
||
"Sortino -2.168042\n",
|
||
"CAGR -0.128641\n",
|
||
"Calmar -1.649887\n",
|
||
"MaxDD -0.077969\n",
|
||
"WinRate 0.498393\n",
|
||
"ProfitFactor 0.962365\n",
|
||
"Exposure 0.999196\n",
|
||
"Trades 14.000000\n",
|
||
"AvgHoldBars 2746.865810\n",
|
||
"dtype: float64\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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R8pDMQelLJZlrEnSTIFVNkSwsUd5eWtL0X3o5yXlZ2cdXXu5eVenp6SXWuT9L77zzThUEdV+kF5oMqFB8lMLynAc9evRQ03///bdCx+k+vuJ92oiIqG4xU4qIiOoFCXpIE2jJXvD+VXzHjh1+yzD27t1bYnlZ2TRuZf1KLpkv8sVSMi+ef/559YVOymbKM3y6lPfJL/uSaSTNxyXjSkp5pCTGmwSqJKgjF9numWeeUSVI0gi4Mlkr7qbU3qN0VeT5kRGsJONKvthL0ECyobyzu9zPWWJiorov9yh/EmiR8hoJvEhATO5TysGq8vq7X2/vkQzlC6p84S/ruanIe6c4CTpWttn18TJ/pJmzBEvkC7ibfBH31yhegjWSTSKPQwJYMhpkcRIAcQdTqiPDqTzkuZUyMH/cz6/7tSuNvCZSjnb11Verx+Zu/O++bWmvU3n3LySQ+tlnn6n3aXlIRqMEscoawKA8JOgmjfVlRDnJFKwp7vO5rMw8t+eee059dsnIee4ATnlIJpNkE3l/RkrDdVF8VFNvUp4s54Kcp95kX5JBJo34ZRTK4p588kn1uSPvi4qcB5K9JUFzCVjJqJOljfhXnByffP66s7+IiKh+YKYUERHVC1IOJkEPKRXzzux54403/H45l9GXvMuupISmPKPYuXtDlTaCnGQwyS/q119/vQpyVORLq2Q9SXaClNLJ8ch1b/6yHNxfZP2NRlceMhKZ6NevX6WfH3nMEni4++67VQDOO2ggJADiLkXzJmV/kl0mpT2SsVJW363jkfuQUj0ph/IuA5L+OlLqJoGz6njvFCdZOHLflbkMHz68zH3Lc1m8pEmOyV/GmgT3JJD59ttvqywRf6RvkvTXkaBh8fevv9Kp6iDPrYxkKEEOb/J+lfe5ZBqVNuqaNwl4tmnTRgV7i+9f+iRJqas3eXwSsJDzw102JplTEkzyx92frjwlmxKclUwieb/Je74qpBRXAm7egceqkHK24p8F8tpK4EvI+eYmz4ec5949kiQLU/pHSaBbeuFVhHx2SWmu97FI6Z/3a+CPZFpKUHDt2rU+y+XzRj4bJOgkJcbFL/L5KMF4ud+KnAfu3mLSy0qef3+jRUpWYvERKeU91rt3b9U/kIiI6g9mShERUa2QL43yBao46b8kmTFS/iZf8qXXknyRkWbL8ku/v947UjImWUbyBe2aa65RGTvvvvuu+sJxvOG+pcGukC9t7tI1uW93QEUaKEu5iGQ8SfZDeb5we3/Blv40d911lwpInHfeeT7rn3jiCZVVJAEWyf6Q45YvX/JlfcSIEcfdv/QlcpfDSAaRBJree+89VY7i3U+qos+PHI+U4MhjlobtEmjwJtlicr/StFy+eEqTcvkiKIEK6b8lr5tkl0lmmNx3ZUgGyP3336++bEpTdWneLpky8vxImVxZwcGKvHdqk2TOSZmjfAmWY5KAigQN3OVObhJkksc5bNgwVQJavN+WNJ+W96dkeUjgTR6vBArky76UEcp5JQ3vpfF3RUiz9eL35Q5qyrEIyX77+OOPVRmqvLZyfkgwQAIHkrElQQsJ7hyPnGe33367CgLNmzdPvcZCXjN530m5nwSCJbNHghTyfpKsJ+nH5R2Ekc8L6akkt5eSNgleud+HEoSR4/P3GCUDR7Zds2aNKhmTbCB5bfr27YuqkPP4scceK9e27sCSvFZC7l/6JQl3I3I5XnfPLOnxJMFgCRRJgEdeC+/Po9WrV6ssJAmKuY9BbifnkpTIFX9tJXAs5cmlkQwi+byQ50i2k9ddSnO9X4PSSDN1+Uz17hElQUX5HCwtoCznuNzm66+/xowZM8p9HggJaEn5npTHSs8qedzyWsh7U95fkmklWVpu0idv6dKlfjO2iIiojtXw6H5ERNTEuYcfL+3iPZx8WlqadsUVV2gRERFaZGSkmt+wYUOJ7cQXX3yhderUSbNYLFr//v21+fPna1OnTlVDm3uT28ow9d5kGPfWrVtrRqOxxNDo4oUXXlDLn3nmmQo/3ssuu0zddty4cSXWLVq0SA1D36pVK3XcMr3kkkvUEOnH4x6y3X2RY4+Li1O3lyHZiyvv8+N20003qf3KsOn+5Obmag8++KDWuXNnLSAgQIuOjtbOPfdcbfXq1ZrNZtNGjhypli9cuFBtL8Pdy/6+++47v/uTYwkNDS2x/M0339R69Oih9tWiRQvtxhtv1NLT00vctvjjqMh7p7bIcV999dVaTEyMFhYWpk2YMEHbvn27OnZ5DG4yX9Y5Uvz9uWLFCu20007TwsPD1XPYt29f7Y033ij3ccn+yro/72NzP44777xT69ixo3pd5DkeM2aM9vvvv5fYt5xrso+UlJQS6zIzM9VrM2rUKJ/lhw8f1qZPn67OSbPZrDVv3lw7/fTTtVWrVvlsJ++zDz74QDv77LPVcxgYGKiFhIRoAwYM0F588UWtsLCw1Mfo3u/QoUO1+++/Xztw4IBWGXK/U6ZMKddn3po1a3yWl/Wcu+3du1e74IILtA4dOmhBQUHq8Q0cOFB79913NafT6bM/9znm/flW1n3I9t7H5/2+cj8u+ZyQ95M8t3Ielnb+FpecnKye488//1xdt1qt6jPilFNOKfN28p6S168y54H3Z6p8Fsr9x8bGameccYY2Z84cn+3kvSr72LVrV7keDxER1R6D/K+uA2NERESlkcwXKVmSX+ul5KY2SJ8Sacwr9y39UpoCebxSKidDv0uWAhE1HdIzSjJEi5e8VYRkWUkPKslaq28ki06y47zLE4mIqH5g+R4REZEX+a1GgjPSYLepBKSk+baUyki5IQNSRFQZUkYoJYBSani8fmu1adu2bSrYtnHjxro+FCIi8oNBKSIiIgC5ubn4+eefVeNd6VUiIzs1dtJrSnocyShx0otFev5QwyV9xvw10/cm/a2ON2pgUyQZgmWR54wNsssmQXwJcNc30hvQXzN0IiKqHxiUIiIiAtRIdZdeeimioqLwwAMPqCa8jZ2MuCejokljcxn1riaHtKea9/fff6vG12WpzTLYhkQaxpdl6tSpqvk6ERERVS/2lCIiIiJqBNLT09Ww92WRERiPF4BpiiRjsCytWrVSIygSERFR9WJQioiIiIiIiIiIal2TLN9zOp1ISEhAeHi4GomDiIiIiIiIiIiqh+Q/ZWdnq2xjo9FY6nZNMiglAam2bdvW9WEQERERERERETVahw4dQps2bUpd3ySDUpIh5X5yIiIi/G5js9nwxx9/YPz48QgICKjlIyRqnHheEVUezx+imsFzi6hyeO4Q1QxbIzm3srKyVDKQO/5SmiYZlHKX7ElAqqygVEhIiFrfkN8IRPUJzyuiyuP5Q1QzeG4RVQ7PHaKaYWtk59bxWiaVXthHRERERERERERUQxiUIiIiIiIiIiKiWsegFBERERERERER1bom2VOKiIiIiIiIiOoHh8OheikR1PNgNptRUFCgnpf6SvpdmUymKu+HQSkiIiIiIiIiqnWapiEpKQkZGRl1fSj16jlp2bIlDh06dNwm4XUtKipKHWtVjpNBKSIiIiIiIiKqde6AVFxcnBpxrr4HYWqD0+lETk4OwsLCYDQa623gLC8vD0ePHlXX4+PjK70vBqWIiIiIiIiIqFZJaZo7IBUdHV3Xh1OvglJWqxVBQUH1NiglgoOD1VQCU/IaVraUr/4+QiIiIiIiIiJqlNw9pCRDihom92tXlX5gDEoRERERERERUZ1gyV7Tfu0YlCIiIiIiIiIiolrHoBQREREREREREdU6BqWIiIiIiIiIiKjWMShFRERERERERFRFV111Fc4+++xq29/o0aNxxx13oDFjUIqIiKg4Wz5gzavroyAiIiKiRqgqo9U1NgxKERERFffNFcBnp9ftMRxYCbw3CijIqtvjICIiIiIfs2fPRp8+fRAcHIzo6GiMGzcOd999Nz777DPMmTNHjUonlyVLlmD//v1q/ptvvsGoUaMQFBSEWbNmIS0tDZdccglat26NkJAQtb+vvvrKcx9XX301li5ditdff92zP9mX2LJlCyZNmoSwsDC0aNECV1xxBVJTUz23zc7OxmWXXYbQ0FDEx8fj1Vdf9cm6euKJJ3DCCSeUeFz9+/fHww8/jNpkrtV7IyIiaghyU+r6CID9K/RpXioQFFHXR0NERERUK3o/Mg82h1ar9xlgMuC/JyaWa9vExEQVTHrhhRdwzjnnqADQ8uXLceWVV+LgwYPIysrCJ598orZt3rw5EhIS1Px9992Hl19+GQMGDFCBqYKCAgwcOBD33nsvIiIi8Ntvv6ngUseOHdGjRw+89tpr2LVrlwoeSRBJxMbGIiMjA2PHjsX06dNVsCk/P1/t48ILL8TixYvVdjNmzMBff/2Fn3/+WQWtHnnkEaxfv14FncS0adPw+OOPY82aNRg8eLBatmHDBmzevBk//PADahODUkT1yeKngeAoYNjNlbv95m+BuF5Ay5JRbyI6DqcTOPAX0PGUyu/jj4eBbhOBDsOrfjwGgz797mrg+qVV3x8RERERVZkEpex2O84991y0b99eLZMsJyGZU4WFhWjZsmWJ20mWktzG21133eWZv/XWWzF//nx89913KlspMjISFotFZVF57+/NN99Uga1nnnnGs+zjjz9G27ZtsXPnTpUZJRlbX375JU499VS1XoJkrVq18mzfpk0bTJgwQS13B6VkXjK5OnXqhNrEoBRRPXJo9RyYjQbEVyIopRVkIWn+ywi1mBFx+181cXhEjdvvdwOH1wKTXqj8PvYtkxMZuGZ+1Y/HwAp7IiIianrKm7FUV/r166eCPRKIksDO+PHjcf7556NZs2Zl3m7QoEE+1x0Ohwosffvttzhy5AisVqsKaElgqyybNm3Cn3/+qUr3ituzZ4/KnJKeVUOGDPEslwBX9+7dfba99tprVcbUK6+8AqPRqIJYknlV2xiUIqonCmwOpOdZ1Xz84XVAaAwQGgtYQsp1+9mrdqJ7diFSUIi+NXysRI2O9G2SgJT4/R7kFNrVbMl/6svBXlAth2QtyEVhoR1hgWYYpPE6/8kmIiIiqnMmkwkLFizA33//jT/++ANvvPEGHnzwQfzzzz9l3k76O3l78cUXVb8oKdOTAJesl2wqCU6VJScnB2eccQaef/75EuskS2r37t3lehyyj8DAQPz4448qI0sCWRJcq238C5eonkhY/L5nPvuH2xBoNsJsMsIYEFIUoCo+DXFNg5vhx6VrcF+dPgKiBmz9TJ+re1Nz1bSH3QmLuW4ylr7YasOgtFy0igxGTH46EBxbJ8dBRERERL6k6fjw4cPVRfo1SRmfO7gjGVDlIT2fzjrrLFx++eXqutPpVOV3PXv29Gzjb38nnngivv/+e3To0AFmc8mQjpTfBQQEqH5R7dq1U8syMzPVvkeOHOnZTm47depUVbYn93PxxRcfN0urJjAoRVRP2P75wDP/y9FYzHKMQ4whC+0Cc9EuKA+tA3IQZ0pENLIQoWXCYtRgNhkQYDSqaP2jhkwUum5vXf81LAMuKupJU5qco3pgy8gyIWri/v3OM+vdVvNYrhUtI4PKvRuHpsEoo6NUwyFtTLZjkBk4ml2ImLxjDEoRERER1QOSEbVo0SJVthcXF6eup6SkqGCSNC+XvlA7duxQo/JJ2Vxpunbtqkbxk4wrKf2TMrrk5GSfoJQEnmT/MuqelOtJ4/Sbb74ZH3zwgWq2fs8996hlkh319ddf48MPP0R4eLgKNslogLJOjvHRRx9VJXoSTPMmzdLd9ydBsrrAoBRRPVFod3rmv3ScCltcH2zILMDSfDsglTteDHAiErmINmSpIFULUzauNc7xrD/8+0to2bI/Qlr1KP0ONQ22z8+HqetpMI6r3WE/ieojKdmTDKnuLcM9ywqsNgB+glK5qUBItE/g90hGPtISslS5XXW0hzRD/1XM7nQiITUdsdHVsFMiIiIiqhIZKW/ZsmWq7E5G2pMsKRlVb9KkSapv1JIlS9RUyuyk95MElvx56KGHsHfvXtWXSpqZX3fddTj77LPV6HrejdAlwNSrVy/VK2rfvn1qfxJAkhH3JDAmfajkGCZOnKgCT0ICXDfccANOP/10dbwSvDp06JAa9a94YOzkk0/GsWPHMHToUNQFBqWI6pnvHSOxReuE/XeOUtfzrHYkZRYgKasAyVkFSMosVNPEzHwkZRXiYGYBVmcV4B90xUnGrZhunqu+XM9eug5XXlJ6UOrg0XRkJGYhMuNntE/aBFw+uxYfJVH9IwGpS60P4sukpz3LrDY/Nf3WPOCL84Duk4GRd3syDf/anQo549z9qKrKbChK1d6bdAyxvr0piYiIiKgOSGbRvHnz/K6LjY1VfaaK0zTvXHydZDH99NNPJZZLGZ8Eu0S3bt2wcuXKEttIMOmHH34o9RglW2rWrFme67m5uXj88cdV4Kv4cSUkJOCmm25CXWFQiqieOazF4O/7xnquh1jM6BQbpi6lcTg1dHlwLlY6e2E65qplQ3e9DOCyUm+zavsB9QU6M9+GzTt3szk61R35R3rTV0C3iUBI8zo5hKwCO5K1ZsiB78ACtkJ3UawXp2RPAdgxFwiNBgZPV1eDA0y+j+l45bPHYYYT+QhEMArhsBZLlyQiIiIiKsWGDRuwfft2NQKf9JN64okn1HLpYeUmJYdS8peUlISrr74adYWNZIjqmWCLCa2iKtZgzmQ0YN+zU9Cja1efcsDdR7NLvU1gQarP9WN/f1qJoyWqoLQ9JZflpgD/vAf8825dHBHw34/Yn5aLXxwnl1hls/kZSc/p1Wzy0BrPrNnoFYRyuAJXVWCGHbmanmJts1bPiH5ERERE1DS89NJL6NevH8aNG6cypZYvX46YmBjPeuk1JcGq999/X/W0qisMShHVM165FhX2yoX9McN2o+e6/cebge2/+d02MzNdTXdprdU0bdEbVbhnonJI3ATMngbsX+G73Fa3WUDaX6+r6Sqn3uTxLftZ+NVxkn5o1sKyg1Ip24GPJqhZo3dQyl71x2QxOFGIADhhUD0EiIiIiIjKY8CAAVi3bp3qayX9ohYsWIA+ffqUKN2TbKlLL70UdYlBKaKakL4f2L2o3Jt71xgbtPINIepPbHggdmttYHeFtqxHNiN17lNAxsGijdZ9Cqz/HA5Xr5y1Tr1RTb6t8vdLVC7J/+nTxUU9mxRrrj7dtxx4bxTw57OA3U8wqIYUmCNUmdxR6L8QzXcOwV/OE9S83U9QqqCwACk5hSh0uAYnsBdI8T+CzF7/pPrLsKpEUErO5UJY4KiG/RERERER1TcMShHVgNwvpyLt54fKvb3d6R2UKhqFrzIWzhiJm623e64nZORj1fqN+pU9f+LwwrdxZMEbiMvXy6h+dpUsSTYGUbVa9Y5PAMq+8l0czS5EoblodDuRnp6mmoxn5+gNHbFzHpC4udYO02YOx0LHiWr+gcn64ADuwK7NT6Pz2av3IjGzADuSslHgHjXzgzFombDAs80xV3PKCstK1ANzP1yP+HAp4DOhUAuAZqu9IB0RERERUW1hUIqoBuxJzlTDw286VDScZ1kKvLKUNFQtKNUlLhzt2rX3WfbD6t3AF+fj6I/341iuFWm5VnQ6MketG9GjNX5znAQ7zCi0M1uKqtGmr4FdRaOPzLP2U6NIvp/QHijM0UexA/DT31vUiHX7Ul0ZU8JsqbXD3H3wEDKgDyQwrmcLNbW5xgFx+MmUSkwtOq83JRcFrVr/+3bR8oWzPI+vQhI26NOU7Rhm/QsdDMmwwgxNsrGIiIiIiBoZBqWIalBabvmyG6QpuVues+pfxqee0s3n+lUFX6gR9iQg4GZzlR6dM7ADugckwwIb8veuqvJ9E7lJAqDDqzR16VG9aXd6dj7w6RRg1gVAQSZGJ33k2cbmzhpcP7OCd+bUg0BSCmi3Ahu+AI6sK8ftHDBZs5GlhSIiyIzQQD0YJYEg4fCToWSBvuxJ2xV42XaBJ1vKe6DfHsm/A59MQoWZAjyz8tSZ4IAVAfpjIiIiIiJqZPS/uomoRhjKWRJnd2g4rMUiDPlY7Oxf5fuNCg7w3b98YS9FYIAJCXaLClHPW7cLF3cbXuX7JxJbE7Pg1DSc4NRUE/AA6Jl4gXCNTGfNAQ6vUcEXt22JetlbF9s/CFn5lt6vSfopyVT6TEkDcXU9X79uc00dpQRtrl9a5jHaclJhgIYMLQxzbhmB2LBAnNI1Bjt3HVPrHX6CQUanXU33ay0QY8jCzuRs9Gkd6bON2VTJclhbUXaV+2lRATJmShERERFRI8SgFFFNKmfTcg2a+mK8xNkf/3fJwCrfrQSayivP6sAr9vPxpeVpzP/3MC6+pMp3T6RIQEpYHU4EGU0qG08EGqzILrTDYADCFj3p2c6b9ELrIr2lwloCAUGAORgwBwJBkb7XA2Qq14P0gM7fFRhF0pYP5w/6aJWtIy3oGBOq5j+/Zije/MUBrAHsfjKlzk58DTJ2pQMmbNfaYp5jMDoVbvUJrhnlwQU309OdZL68z1lhLvIK7QgwG9UACEe1KHU/mkMPhBERERERNSYMShHVoKRU+eoaf9ztpGJJvrY2DwvE5D7H3/54JGtju5/l11r/hwhDHl4OeEddP6ZFYGS3GPTv3BbOQwbcFbEYyLoGiKj6MRC5OVwledHBRkn7wTDjVuxLLfS8VyUw6teIGUDnMeW/I+9RJt2cDsBYSpB28zdw5hxVs8kR+mh7biYJfAEIKEj1vY290NMDzgEjNBjxpeNUTExd43u38pDz04FPJgNhcUBYC6+p13xoLGAq+qf4n51HEOrVW+t9++l4KOALhOYllf95ICIiIqIaNXr0aPTv3x+vvfZandx/hw4dcMcdd6hLZV111VXIyMjATz/9VKePk0EpohqQhyCEoADDlk8F2r0OtNdHuCuN06lnShmN1dPmzWI2YpOzM/oZ9+Bh29XYqbVBPvQv2faQltLFWbnZdhv+CwrAdaM6w/iFBkfeMaTNfQrRF79VLcdBJNx9pQIN+hsv2NWTaaFjILYcOoaZjotxinEzzjCt9NxGAlXW6B7w12HN7nAiz+ZAgdWhtpNLvs2OgoIAdDTFI6rgMLYfzUd8mBnxUtpnCfF/YJrmGfkyLMx3RECj6zbNM/4rWpiTAsy9S/Wdyrc5VFBKZCAcu7TW6Go44tk0MTMff3e4CWd1CQBykgEJfqVsB/YtBQq8RuaTLKqQGE+gKnzrT56hDmY6xmO11lPNSzaZYe+f5X/SiYiIiIgaAAaliGqA2dU7J6vAhrTv/4foi97Sv3RGtva7vXxnl5wLCU1Vl18cw1RQKlGLVgGp58/rg/NObKNKqXY/pW8jgTARYinKJDmy9S9EV9tREOk904TFdV64xRnS8YB9uprf7miHfsa9aGdIVtfPtD4NPLcevVtFIN8TfLKjwOZU7+HSXaH+f7JxC+7L+QotnfbSzyqjWe1bBFl8/zk0W6TzlRlHgzoWLfz+GtWY3ejaYfdWUViXoPecStUifYJS4vY1zXHWeVNK3q/0wZIglbokFwWtcpJVs/WMfJv++It/Rvz5FBD/vzIeOxERERFRw1Kjo+8tW7YMZ5xxBlq1agWDwVBmWpjbkiVLcOKJJyIwMBBdunTBp59+6rP+2WefxeDBgxEeHo64uDicffbZ2LFjRw0+CqKKc/fOEbOPdUTW7FuR96X+ZdkfCUfpbY2r75Rcg5640PoI+vXqgf3PTcFFg9vBbDIiOMCES60P4h37mTi1fxe1bbBXUOrPami0TuSv0X4AfPsifeqY4HP9KdtlJW77X0IW9qbmqpEjswr020cGB6BlRBA6xYSqoNXgDs1Uc3Jv7gCvBIZLczAl3TMi5aq9aSWyDQs0C5zejc4LMn1Gy7xgUAdM6N1CzUvfJ7HYOeB4T4feB6tZe6DtYKDn6cDga4Ax9wNnvIaPYu/FY7apJW7i9Bnbj4iIiIjqmt1uxy233ILIyEjExMTg4YcfVj1Bhb/4R1RUlCe+MXbsWHVbbykpKbBYLFi0aBHKIy8vD9OmTVOxkXbt2uH999/3Wf/vv/+q+wkODkZ0dDSuu+465OTklLq/3NxcXHnllQgLC0N8fDxefvllNPhMKXlQ/fr1U0/Uueeee9zt9+3bhylTpuCGG27ArFmz1Isxffp09YRMmKB/eVm6dCluvvlmFZiSN8EDDzyA8ePHY+vWrQgN1ZvUEtWlNBnu3kswrNifJj1ictG3zJ5SkgpRfZlS824fifeX7cW9E7v7LJcPyNCIZvg9ayi+O6m9WhZiMSPbtT5Fi6q2YyDy7ik10L5BWkopThiwW/PNHJTMJG8WkxF/3DlSBU3lEhJgUoHV0lz1yWos2ZGi36emb7dwSwLOG+E/9+/R5bm407W7c09s47Mu0GyEHSY4Hb5BrVyrA5n5+jKT2YTHzzwB8/9L9pTySb8sbwu2JqN1VLC6RASb1flXll1aG6zXgkss99MLnoiIiKhxkpGW/fUKrWlR7fQBdcrps88+wzXXXIPVq1dj7dq1KugjwaFrr732uLeVOIcEpV5++WWVkCO++OILtG7dWgWSsrPd385KJ7d98sknVUxk9uzZuPHGGzFq1Ch0795dxWIkhjJs2DCsWbMGR48e9dxn8cQft7vvvlvFW+bMmaMSgGS/69evVz2lGmxQatKkSepSXu+++y46duzoicj17NkTK1aswKuvvuoJSs2bN8/nNvKEyhO2bt06jBw50u9+CwsL1cUtK0vv52Gz2dTFH/fy0tYTlWbX7p3w7mDT37jbM5++axXCOpQcXc9qtanyPfmvut5znaKD8Nw5vdR88X0uv2sksgvsiAgOUOssxqJvvPJFvKbe9zyvGgmnHUj+D4jvV67N8wutsFmNPqPsFUD+8dUDNF3jQrHraC5srmwjtxtHdVSj4rlpTgds0ri8FNOHty8KSrmCRGbYS32/GeRxGIF7bNfjsohAn+1yC6zqeLYdTsMkWe60w6RpSHZlVrn2gOgQEx6Y1B35C/T7m2kfjxQtEgmuIthrZ671bB1qMSE+MgitooIQHxmMVp55fdoiPAg5xTK7RnSJBg4CNocTDlfGGc8fourFf5uIKofnDlWVvHcks8jpdKqLR/p+GH68vtaPRzvnPSCmW7m3b9u2rYpdyI+OXbt2xebNm1XsQgJVosTj8lomFV8SIPrxxx9x4YUXemIbU6cWZcy7n5vSSKxFEnrcASW5b0nskWORAFdBQYHapyTv9OrVC//3f/+Hs846S1WftWjRQu3ffR+SQfXRRx9h5syZGDNGH2jok08+UUG2so5Dlst6eS1NJt+/5cv72VCvekqtXLkS48aN81kmwaiyOspnZurlFM2bNy91G3nSH3/88RLL//jjD4SElNIA12XBggXlOHKiIvO3JUE+Gu63TUcv4wFcYSp6DyXPugHLBpR8LyblAd2gIS+/EHPnzq3lIwakKkpvpwxcalpU48fA86pha5/6Jzqk/olVnWegMKD0zDp3N6ZFi5egZaAN7V0ZU0IGAjAaNLx6kgSZMpEYD7y+qeifpMu6ONA+bwfmzq1YefYLQ4BMK7D/gEpOxM6tW4C0kr+0jdr+CO4w60ExGQgg/OhmzJ272bN+S6IB8TCrgJqcD7J9jt2AnELflGhL4mbEaECiqzQxG8Ge5uTD4pwocADphQakFwJZVjt2p+Sqiz8GP33lpjRLVkEpsT0pB3Fhm5D64XvY1eJ05AT571FHRJXDf5uIKofnDlWW2WxGy5YtVUDEavVqmWCMgvG02ikd8+Y0RkkGS7m2laotaTvkndEkVWKvvPIK0tNlBHYgPz/fkxAjJHgjgSL3MglGffjhh5g4cSI2bdqELVu24PPPP/fss6xsKQkGdevWzWf/sbGxOHz4sFomAbLevXvD4XB4tunTp4+6nWQ/DR8+XAWN5HHIevm7Vl4DCV65t5fXR1oqyXLv+/Em6+RxSusm2Vfx8sIGF5RKSkpSETtvcl2eAHmgUgvpTZ5QCVjJE3rCCb7DeXu7//77MWPGDM912Z9ENaXsLyIiwu9t5AWSD9jTTjsNAQEBVX5s1HSk234BNgPpWjjWOrv7BKWsTmDyhHGAyXdMsV1Hc5Cy9SUEh4Zg8uTJdVJetXPToz5R9+OVGVUGz6vGwbhiOwy2SIwb1B1a65KZf8JwZB22rtPnR5wyEmnH0oANwEZnF0/24PuXn4hR3WI9tymM3gWs0OdvOncs4sL1VObKeO/r2cAuoFevnhg/tGRGlynxZSA3y1NKOGWK73kXfzADRz59Fz2aG9Q5KdsfTPD9x3jQiQMw6YSWav6Ttd+oqfShcvvslgk+55HV7kRydgESMgqQmKlPEzJlPt8zLw3dxVfTB+PEtlEqQ+rbDV9ikHGH6irVM/F7hEdEoE3613Bc/hMQ6DtqIBFVHP9tIqocnjtUVRKgOXTokOphFBTkXTYXATSPQ30mARt533vHE9zxClkmfwPKY/JeL0Eb72VSbnfiiSeq+MR3332nMpQkriHBKwlISa+o0r6Tyajtst57/97HJL2p5Lr3ene/K8mckuWyrXsbeQ1E8X1K9pPsq7S4ibyG8rilas33NSyqUDvuc4kGTHpLSTRRSvzKIjWa7jpNb/IiHO8DtDzbEHkLdI0wdvP4E/B3ogF3bLkZrwW85VlfuPh5hE1+wuc2JpNZZUkYDYY6eb9532OWFoJCpwHhQTV3HDyvGraj+Q7YswoRN+8eBFy3RP5V9B1Z7uOJvm25jSYs25GI0+UXE1W2B2x1tke38GCf94HV1QdKBFmq9h4xmfTbSpu2gIJjQFicNFTTV0r6sc8/8CXPu+BAC2yaGYML/lYN2jU/fxBYvN7H7ibu7sen1lt8g8+yaafgQHSKi/R7zPKHwhuLdyMr34ZhXfQ/xAx2J561X4qPAl5ElEFvTCl/nMhnhTFtO9D+5Mo8PUTkB/9tIqocnjtUWZLFo/6uMRrVpaGRXlLexy3XpXROzgfJWkpOTvas37Vrl8oc8n6sklk1aNAgVTb31Vdf4c0331Tr3KVy7uemNP7Wu5dJxpP0vJLkHnfvbalMk3XSJkmmsq17e/dxS/+pDh06qO0l42vnzp2qT1Vpx+Hej7/PgfJ+LtSrV15S9+SF8ybXJSpXPEtK6i9//fVX/Pnnn2jTxrdBLVFdclj1RueBgUF4YEpP7NVa+azfu+rnErdx99rRDHV3Sh7Q9CxFKR+SflMeaXuA90bpl8ZMRllLLer/RaU7+s93SM0pRHJmAeAsViuevt9vJl7rcL3GvI0hVU2jDVlqJEhvu5Jz8KF9CmY6xpfZ0Lw8DK5/OANzE4AvLwRWveN1QIWwOzU1wp7oEqf/MuQtwGxAD+NBvcH4xxNVxpLb146xONP6lGvETF2kQS/Jy0BY5Y/ZYMBtp3bFQ6frveCEyWhQDeA3aPpImT7WflLp+yIiIiKiqjl48KCqyNqxY4cKKr3xxhu4/fbb1TppVi5Bpg0bNqgm6NL7yV+QZvr06XjuuefUj5PnnHNOtR3bZZddpjKXpEeVJPJI3OTWW2/FFVdcUaI6TUimlPTCkt5UixcvVre56qqraiVYWK+CUtIZvvjwh5ISKsvd5MVyNwSTJ0saoxPVqdRdeuDGxSGjRciX2sAgNeLW3mcm4ynb5Z71UirkLyhlhHzprf6SufK6y3YDZjnGIdRQgGzX6GLyjTzpq5ux+UimujRm1qUvI+/rqzjMWXG7FgLH9gEbvgD2LfMJoqblWuGweTVZErmpsDk1JGQUjUIpAaA2ofpt2hn0Hx5aGNLRIsI3xVeCRD87T8ZsxyiYqzgSpcGoJwLHpqzUF2zWy+vEkZRj2JqYpcrpxP2TepS4vYz8553mnJ5nw5eOU9X8j47h6lz1apGFLoYjahoVE48rTmqPly4oXxP443E/DWOMG/XjcT2fSurOarkPIiIiIqq4K6+8UmUiDRkyRFVxSUBKRuAT0gBdWgadcsopuPTSS3HXXXf57Wd9ySWXqBI6mRYvf6sKua/58+fj2LFjGDx4MM4//3yceuqpKlBWmhdffFEd7xlnnKF6fY8YMQIDB/pv1VGdarR8TxqW7d5dlHmwb98+bNy4UTUlly7u0uvpyJEjqsO7kOihPEn33HMPpk2bpoJO3377LX777TfPPuTF/vLLL9UwhVLvKH2oRGRkZIlsKqIat+UH5P75ipoNvVUvI3Xa9CZ9ARb9Q8VoNKjGx3u0VuhsSMAcx3D4DKq57CUERgzRR9+rgT5O5XXfGf2x/LctMMOB5ovuBM58CtqexTh6VD/HRGHOMQSGlT6oQEO2dNVqtCjMwbEdyRjdQ+8T1OQ5bMDiJ32XjX3Y5+rcTQdxxklFPf3Sf7oXh9J9mxra7Q4EZB1S85L14y51C7H4Zkqd3b81ft2cqObNpqoGpfR9t0peIsPe+axbse2wp7H/547TMNw7M9AlwB2Ucl1k1L1vHKNVlpSb92iCaVqEyv5qFRuDJ88uvcdhhR9Hsc+EQ7kGIDdbZZm1OfkC8F89IiIiotq3ZMkSz/w773hl5Lu0atVKBYW8ZWRklNguNTVV9WVyj9hXXvv3l6xOkFiLN2lsLjGV0sjIfMWzpaTRulzcJHOqQWdKSZragAED1EVIapvMP/LII+p6YmKiSnlzk6wnCUBJdpTUV0p0UbrRywh83i+4jLg3evRoxMfHey7ffFP0KzhRrXA6kPT789iTkqMuSvp+jE35TM0GWYpivvPvGIlHbVep+TTN1U8mZQec743Cob+/RcDix/RldVi+d/Xwjjgt5piaT9y5Dhk/3IFX/pQhzIokzH0RjVVGvh6Y+Hvn0bo+lPrBmgt8WDQaqif8UixIlZbiClr+/aYq8SwekBJ2hx2aNVtlCe53lYl6B37cTu1Z1NDSbKye8j0JHEmWk82s19KL1uFF+5Yg7MFjJY85PMiMbC1ElR5KRtUcx8nS9a3U+7vddjPutN2EwGIlidVNBlD43TEUx2xmrE6vfKkgEREREdXtQAGSYPPQQw/hpJNOUg3Pm6oazZSSwJG79KE8kTn3baTusjRl7Y+oNiVsW4nU7KLSJcfWn5G78HlkukrfgsxFX067twxHdEwc8rKCYHI1Qj82+w4cTnSVxOUdQ4jKiKi7TCmxPc2B3q7DPrh3B07DDp/1H24qwNMXolGSXlo6/fVp8jIOqoLS/am5CA00Iz3XqjKb2jb3TTs+Y5dkTo0D/v2u1F05HXakpKbCqIXgX2cndDUd8fRLKp4VFBNmUSPQFV9XUUZXptTR7EIVWEJ6HvpKaW1AEGArCkKFoACxfkb5k0b/t9tuwceGF7Ax1YiPHFNKbDO4Q1HWYBbCkKWFYYCrT1V1WjhjFPLeLCqzTUEUTjFuxpz1hzDq/Gq/OyIiIiKqYX/99Zcaba9bt26YPXu2z7rly5djypSSf3t6V6Q1Jg169D2iuvTc3G2Y7nU94eenkJ6nl+6JoGKlSS+e3xcFHxnRs4X+pf7rIzEYYdRLlYQq36vjUSekZ855Jr1vkLccLRhhhnzsdDbSQQU0zdPrS9OKGlo3aUfWq75QOYV2dRHWfCcyivUWk1HgsPwVFcDKt/oP6PWZfyH2aacgF8GY6xiKc03LS73blfef6lMWV9XyPRWQctu/Aug6DrYCvSm5+M1xEj5v36zE7SUolopIXGp9EHaUzH5aef/YEj2xRFRw9Y8+JI3YN7vmC13/bMv5eJVZUsKfr/b7IyIiIqKaVVYCz6BBg7Bs2TJVTtcQRyWsKAaliCppWP6faio9os4y/eUTkBJxxbIvpIlzLkwwOPUv+K0MqZ4+NG51nQhoDiiZMfKz42SMMG6RkIPXWGONSE4KtFnno5dRD7YYncyUEvu2rEJ2ru97+ln7pYhELm4yz/Esy8i3otnWOdhSRiN8eV93su5EGoyqXK4sxUv6qhqU8rFvqQpKhaTJ+xm4wno/MhGGri3CS91PDko2pHzz0gGIj/TfzSkhs6jBe3Xa4uyAE4z7VUYWERERETVewcHB6NSpEyIiIppEUKrxP0KiGtLapvdD+8gxye/6uHDfLArpkSMZF21tewGHHZ0MiTCp/JIiO5PrNhXzh5tOLrEsUYvGD45T1LyzEX5kZH50Fv71CqhoDEop+Xv+KrFsg7ML5jmH+CzLLrB7RqF71a7Xkq1zdvPZpsDmQJz1INoZjiIB0TikxaoytJpkNJn8j5TpdKLToR/U1UJULKvp+xuHYf9zU3B631albnPpkPaoCQ/Yp+Msa7Gm80RERESNgNPJSoWm/NoxU4qoEqyFBYgy6AGkmLBAPJB7DZ4J+KhEZpS3AJMBsYYMICcD+e+MVsvc+3A7XhZJTZMRvfSOWEXmOocgGtmYjt9gqeEmzjVu/1/A0ueAqb/o1/OO4UBasSbXdZ2uVk/YXf/AnGl9usS6t+xn4bAWi2cDPlTXtyToQb0/nf2RaQvFFq0jZltczfsBJGUVeN3agJttd9T48RsMJd+r2amHEJ571BNEq2hQqn/bkmV+bt9ePwybD2dgeJdo1AyDV98zXVgg/wknIiKihstisahMoISEBMTGxqrrxUcebqqBHqvVqkblq6+ZUlJ6KMeYkpKijlFeu8riX7RElbD11zc8OUNfX3cSxr1iRaoWiRiD/uX8Ptu1mFvsNmavsqRdR/Vg1N2269VofB9bXlDXW0jQqg4FBpT80HvszD7ISksA1gCn9SgaHa0hOrToXRQmJiA6/RiaHZiPnOWu7tE+9PJKKt38YtlSRQxYr+lZUvu0eHQ0FPVME7McRaP51TRDsTJAKZVFahb6fnmRp2eVjKZ3/6Qepe7j3csH4oYv1ql5yZAqy5COzdWlpoWaNXx89VDgMwkcaoDDBpiqv48VERERUU2TYEbHjh2RmJioAlNUFPDJz89XZXz1PUgXEhKCdu3aVSl4xqAUUSWYNn2p+itJc+zOsWHqC+uQ+9LxZMAniDekYavWocRtzH5GE9uhtcOE3i3wwbYpuNb8G/JR+QhzdfAeMVDkIxCTTmiJv/519VsyNOwsovX7U9HR4EDw+xORbzAgNado9EQP78bY5OPza4agWYgFp7+xQl2/0nofwg15yNRCS/Q6kpHrJhn/wY3mnz3LErRoLLlrNEa/tAQ9Wpbex6k6GL0CNU/YrkCMIUv1wpJXN8U1auZLF/TD+QNLb94/8YSWmH3DMIRY6s8/lXHBkgVWVBaJzMNA8451fVhERERElSIZNhLUsNvtcDjYRkPYbDbV6HzkyJEICKi/Pz6aTCaYzeYqB87qz1/aRA2I5mr5/bhtKn50nYT9e/XA9VtnqPmXL+hX4jbFy/mSteaYd8cp6NEyAh3uS4LR7sR852AUFT3VfabU/9nPwayIoKJSqAY+Mp07cyfNq4H347YrEWHIw51mfSjWYHvpDbubCrvDqQKSfzgG4pOrB2NM9zhkFdgQERSg1g1s30yNzJeYCWRoRcGlz6YNwZwNR3DJ0Ha44N2V+oiSXgq1AHSICT1u1lF1UKMCuqzVeshJi5swB5n5RQWqocVGyPRnUIeaz36qiMs6O9RoiJ6OdeyBRkRERA2cBDUk+FKfAzC1Heyx2+0ICgpqEs8Jg1JE1eS9KwZiyc4UbDiQjnMGtD5uptRz9oux0DXq16zpJ+GyDw14aEpP1KVAswn32q5DMApxknGrp2G15/t9I+u39LL9QqzTuqvHdSf0oNQ5+6WZ9JloypLW/qzeAzIy3cmd9R5JEpByl6F+f+PJ+PdwJs54U8+YcuvTOhKjusV6hrfdo/k2BLcaS47uWFOMppL/vD1suxrPZ37muR5cjqBUfbHxkdOQmpWP//5ZApvD6zx0jeZJRERERNQQMShFVAW2oGifCL9klMjFH++eUmKP1tqT6ji8Swy2PjFBNRqvSyajAYcDO6sR1dY7uqnyJuGuEXYHGxqLTc5O2PPMZCzYmoSMb8JU43nJCMqz2utVyVZti137Mo5JEEkzw1LsfevWp00kXr2oHzYczEBsWCDG926J5qF6+am8rzc9Mh79nvgD51sf8zQ9H9Gj9FK56mYwlnz9Nmld8HDBZarkcIezLV5tQK9xVIgFoQEG/OfKZMvVghFqyGdQioiIiIgatIbzFzlRPZHm1YfIGF3+Xi6SKfWs/VLcb/4SThjx5136CHxu9SUIsu6h01Rm1N6UXHSJ0/sEucv3IqyJMhyERKnQ0Diykn2uL3f2Qc9OHVQgbuIJ8Zg86xI8F/CBWpeWY0VI8/rxepTbP+8BiZuBAZcD7YdVaVfuRuCpiCyzRvycAW3UxZ/IkAD13FqdRSnHAVUYlaOiTKUE09a4SvlESAPKlPLWrUUYrrTdiPcsr2DN3iQMbnlCXR8SEREREVGlNLxvlkR1LMOrJ80L5/ct9+0CzUasdPbGHbabMd16FzrGhKI+kt5XASYjurcMV0EF4Q5MnJj4LZxrP0FDdHDZTJ/r79tPx4dTB3muS5O+Bm3jl0DyFmDefVXe1b7UXDWNbtWpSvs5u79vGWtwQC2OHmIsCjh9fNUgbHj4tJKb1PPRTErTIToUBdCDfc//sqmuD4eIiIiIqNIYlCKqoNwCvUn2P86eauS98pLyvTUPjoOzeRecNqRhZTYYXJlR0mB517y3Sm6QtkfPoKrHFm7a63P9jBM7IDSwKBA1pFMsGjJ59quruDLPqT8ve2wxVdrP0+ecgHsn9vBczw/vjNpi8hpJsl3zUDRzlRZ6CyrW2L8hsbqCUhYDy/eIiIiIqOFquH+RE9WR3NwcNV3q7FeiefnxxIYHqrK9Z88tf4ZVveCVUVJo9w0+aVmJyP9qKuybv0N9lpTn+3E3tGu8z3W7ZihRvlZhdiuQuKnWG8Jb9/6FrQlZ+PdIJg4eywOseqZTZThWvgMLbPjBcUqVy+2CAkyY0qfoed6alI3aYnSPGAmgc6yelbj9yYmeZXeM64pOFQgq1zeFrqDUfeav6vpQiIiIiIgqjUEpogrKz8lS097t48vst1Oaytymrrl7SomjWhSQn+65Pm/tduw6moNfV6xFfaHNux/ah77lWkGwYrdWVE4WWCzg4h1ra/H1xEplftk/GIfs726C9vcbqDV/vwnt9/s8gTRVXmrNq/z+NulBDhMcaBUZVOXDM5mK3u//7JP26bXDaNLfs8laM885J0Gy/c9NUZc7xukjSzZUdpjqVS86IiIiIqLKYFCK6DjyN/0A7b1RgAQ5dsxD/+XXquWRkZFoKqzOosyfOEMGbJ+e5bmetHGemnY6ugBI2ID64MD6hdh+JA02hxMo1LNzzghch2YoytSRAIU3u1b0cbgzORuFP88Ats4BDq0GMg7pWVDHsTUxS/Vj2rqglvpuJWwE/v0ODq/XR2Ts+qty+8s56tnXHq0VZpxW9cCNdzLhI6f3qvL+yn2/rp5S27V2aIwemqI/l6GBDbNZOxERERGR4E+sRGVYvPRPxCx6wnM97udHcTRbH33PHByOpiLf5ps1tC0xC30ddtVMemDGfM/ytK9vQvSMlahrWQV6M3rnu6PgMBlg6HwqrHYnog16lpu/oJRT832M29cvRZt9ayDf+QNU83cTjKExQHgLILwVEN4SCI8HIuLVNN8S7blt8SBRjdmzWE12p+glpW4Zvz+NqH5nVnyUxIyD2J6UjXXOblji7I9PW1T9PW7yygxsEVH1zKvyklLGV2w34pAWh1vR+EQG6+V7TnmvSbmmpX4OnEBEREREVBYGpYjKcHDB24jx+l7vDkiJNGvRUPeNXYG9ZJDFOvNcWKyZPsuOZOSjKDRT93YkuzKjEn5UkwwtDFEGPYBTvIpSK1aud5b1KRiTnYhBJloajqGFMQPdgnPQKSgLbc1bEIfliNSy1GiFFpMRJkOxAJCtAAio2SCMFWZsP1L0GjhhgBGanp2U/C8Q369C+0vLzlfTt+xnyzNULcfoXa4qozrWFpvdid1am1q7v9oWbDHhT2d/nG7bAvx6J3Du+3V9SEREREREFcagFFEZtmgdcSJ24RX7+Zhhnu2zLt3WdE6ffFvJoNT2fQdLLJvjOBn1uYX7NNvd+MHyqJpPyykKMArN6fDMP2abiqtO7gBN03AoPR+HjuVheXoeFuQ4Aa+kJGkILuWMcUhXgat+xj0YZtyq1qX88zViR1xVo4/nzcW7MM7r+tnWp/Cz5UE1SiLmPwhc9WuF9vfGH//iXAlCIgD92lRPearJq34vwKu/VG0EbRozCYTudLZFrnUjkLKjZAZd+n5g0LS6OjwiIiIionJpOt+qiSqhW3MzUjMiscQ5ADPgG5QKCWm4I3dVVGxEMKZa78VnlufL3C4L1VRClLob2PQlMPbhkilNFbTQMRDjTOvU/Mnd4nHzrttg18z4raNvTpfmVb4XaijAY2f2LrZeQ2qOFYfT8zyBKjV/LB+H0vOwKT0fc+0nwQAn5lgexku/b8HzI1Bz7IWIsSViK9qjl/GA7yqnhhxDCMJyUyXaBkjATXN4TZ361L3OaVfz/a16T7ACWPDJ1UOq5TBNdZQp1Ty0aiMH1neSgdbOcLRowXdXAed9pEpqsfBxfVlsD6D9yXV2jEREREREx8OgFFEZTsqcq6qYrhvZCXmrghCCArX8FfsFGBMXgaZiSp94fL26PX48PALnmFZgk7Mz0hCBsUbfxuZXmBZUy/0l//4sCg9vRvSwuxAaEgIk/QuEtQTCYst1+83OTuhr3Kvm/89xLiINuWrUwAcm98CL8wzqC33xoIVdK8qsKdRKlmbKbWLDA9VlQLtmJdZLH6msfBumfrIau5Nbo3NwLmqSbclL6G/crc/DjADY1fx51sfxveVR7N2zE32/OK9C+xyiFSAVwBPnDKi2oI60tZJywJ7GA5hsrr2g1KVD2+FAWh7O6BePxkhCfQ5XiaWEU43H9unZUbu8zsF59wPXL627gyQiIiIiOg4GpYhKkZKlB6DEBQPb4LRlD6O3YT+CUYC1Wg98MLRxjupVWinUdzcMw50P/qKu/+4cgr+dJ2CsRQ9KXWR9GN9YnlTzBYVWBAVWLaCxYEc6+hpt2PX96zj1pEHInfe4Kv2yXLcIMJe9bwkOBaCoFO/eiT3w5Lwr1PzdsWH46KrBfm93xNgKvzlOwhTTKuzWWleqTK1ZqAXvXj4QP78Uhe7wzV6qbnvXzPXMn299VIUnXji/L+6ZvRnP2C/DEMN29J04Xc+cMZj06JD0vVLzZn1erXNPTfhs7lZ8tykVjwVV3z8N4UEBmO8crC6Taqn/uwg0m0pkuzUmgzs0xwLo2ZppOVbEhlmA2SzXIyIiIqKGhUEpolJ8+9ZDOEX6KSEQvWPD8MU1Q3H5R/q65feMqdVSpPpAMoWkrE0UwoJXL+qHP7/vj1XOXshHUUPvH/5YjEvPmFil+3KXAcbu+gaHE37EsVyrut7j/VNhuehTILpzqbe1OZwwG/SsITG+dwt0jQtDZEgAzGW8ZreN64YrPz4D7znOwPkDK98gW0aYG278D5oVcNoKYQwIRE1Yk9tCZYNdbb1HWptD4j2BrkwkeU1WoRdaJLVSo7NJOZ/DdZF59zKnZvdZ99EmeZ4jEFxsZMLqIiMgUvWQ9/NvjqG4zLQQiZn5elDKxekqN/UunSQiIiIiqo8YlCIqxYC8v1SNzGv28/CV0YARXWOw86lJsDudCLE0zVMnEDY1jYiIVJkad9ovUNcXzhiFvDf1bT75+wAuPaNq9zPC+K9n3h2QEtuTshG46ld0P/UqIMh/I26rBKXU13Jdm2bB6Bx7/P5fI7vFYsW9YzBvSxIuHNy20scuGVOrnD0x1LgNv286iCmDuqK6SVBJRhH8xTEMaSh6Hvq2icIPN52Mc9/+W11/8Mctldp/89DqHVlyeJdorNmXji5xTacPW22Q4LBn3uFEoCvoujs5BwV2B05oFYmmFTonIiIiooamaX6zJioHp6tfSyCKgiIWsxGWJvw1T5p4u0uy2jQLwd/3jUWIxaSCRSGubU5qW5Q1VV0WOwd4+lcV/vMJbAe/R8ClXwGhsSXK+SQbR/orSd+r9xynY4W5/Fk/8pimn9Kpyse7wDFQBaVW7EiokaBUep4VzZCDDFf51j8PnIrD6fnoGBOKjgjFJUPa4qvVhzBteEf1npVYhcloVJkzZpNBBc5kXk1dF7PRgITMApVhc6KfnllVIVmGNoemjoWqj93rs2hHUrZ6/cMDzSogJbYkZKK3U/MZAZGIiIiIqD5hUIqoFGucPXCqaT3SIhtvX5rKZmY4DfpHR6uoYDXt3SoC+1zbtAss6sVVGXnWotI7sUtrgzfs53j6V4ltiVno9sXFsJiMMN7g1ch53gMIstpVUGqX1hodOvdCXejVuhlwFBjXqiigWZ1SMzIQbshDlhaC+yf1UCWDcnF79ty+6lKfSj8tZgZGqpuUbf7PdiNeDnhHXR+YcDdmWx5T87Mc43CJaRH2p+agc1x4HR8pEREREZF//NmaqBTO4GZI1prjmcvG1vWh1BvfOUbhPfsZOGL2LW+TzKmlzn5qflzyB1W6j5xC36DU2/Yz8cx5/XGf7Vqf5TuTs1UmiEfaHhzYsAAJmxapRufREWH4/JohqAsdQ/LVtMeah2tk/8e2LFLTk5tn4/pRpffXosavEHqp5XpnV1gRgAQtRl3P1wJVpzGnvWYCo0RERERE1YFBKaJShJr18piokOrtr9OQ3T6xD35znoRbTy1ZkvaK/Xw1zS7wDSpVVH5K0ah111tnwBzXAxcNboetWgfkaHpmVglOJ7K+uBKZ+TYU2BxobshCZ+2gytCpC8t3H1PTtJyqZY2VZumK5Wo6K61bjeyfGoaxPeJQoOnZixbo592PjuFwwIRhxv/05YdX1ukxEhERERGVhUEpotLIyGQwqR48pLtpdBf89/gEjO3RosS6mPCigJG2QC8hqrA/HkbEnKvVrGRkBce2w9uXn6iub35svOot5a/vl2PdZ9ifluuzrl1e5Zp8V4clrqwxsW3HNuCPhwCH3iT+uDQN2P5bmdsf0/TRCQuDW1b9YKnBatss2JMpZYbeR2q+cwjOsT6BLFeXN9OxXXV6jEREREREZWFQiqg4CQZoGoxOPSgV4BrRinShgf5b0X08dbBn/t/lP1Vq3//9/SsOpeep+YNaHBbNGOUZOS8iKAAfOSbhqBbl2V7Kk8Tinz8vsa+1zu6oK5ef3MUzH/rjVdi/dj7Sj7iCA7YC4PA6/zfc+BXs31+LtLlPIXv97FL3n+J6DlrENK/mI6eGZELvlihw9XkzGfSglNtH9slqGrVrNvDX6wDL+IiIiIioHuK3bSIv6TkF2Pz4YGx+dACM+WmqDCbAyNOkPJqF+pY5al9eBPxwPTD3HmDx08Dfb8KwcRbiM9bAsH8ZkLARSN8P5Ker8juk7obDqQeZxJR+bUqU330xfZjKoPLmzM9EC4NeLuftE8cE1JUbRxf1ecrIK0RWgQ3v/bldXc9b/gYyv78VzoJsn9vIqHeH57+KrZvX4khGPmb9vbvU/Q9to2elXT2C/aSaspO7xKBjnD5S4ipnL3xz3Umede6RGSXxDlt+AD46rc6Ok4iIiIioNBx9j8jL58u3YbRrvqMhCSlaJMv3yinQbFKN4XMRiCWO/uiwz4ZYSwFiTMcQZTyESEMeQp05iM9LQ+5vi2E2GdVQ9WajASaTEVl5vpkcm/P1hs3ehneJwf8Fhkndnseqb15wff0GbrHdhjcD/k/NOzQT6opkdX3lHICxxqIRAw0Zeq+s31ZtQfeCPOxZtxfnDC8q81u9JxnBuUXPwX/JpfejmpjxNbIABFnY76yp69O2GS48+ojKmHqxU7RnudX1z3ue1YFwd3ajBIJb9QeOrAMCQoC4nnV12ERERERENR+UWrZsGV588UWsW7cOiYmJ+PHHH3H22WeXeZslS5ZgxowZ+O+//9C2bVs89NBDuOqqq6q0T2o4Cqw2/Pv1Y2g19nq0btOu1u/f4CgKCsQaMpCsRbF8r5wCA4y41va/ogW+iUAeBjgRnp2PCEMeIpCrppGGXMQjDeealuMHxyn41TEMhfv1Mr7iJvVtBWwsuh629zc1vcz6INq3bon3Es/A9eZfUGB2h6pqX1CAEWuc3X2CUudmfQHgTljyj8qTgMPb1wFeQSnHvhU+++ht3F/q/iXzShzNrplG6tSwzrsCBHqun943Hr9uTlRnmkjOKkCLcNf6vFTgwEpg3n369euX1skxExERERHVSlAqNzcX/fr1w7Rp03Duueced/t9+/ZhypQpuOGGGzBr1iwsWrQI06dPR3x8PCZMmFCpfVLD8t7zd2OMbQnm7dyDa576utbv37LqdZ+i1hOM+xHATKlyZwc9dfYJaBkRhJHdYpGRZ8UxueRakZ5rU/OpWfnYsHUXIuM6IyPfjow8Gw7lWrE5z6oyOj51TPTsb9uD4/zej9Ho//XIRgh+vfUUdLgvCwutJ+LcIXVX2iZlhwGu0dDc8m0OIDcVHQ0SMADGHHwDyD0LCNWzW9qsfR4ZXtuHId/vvtP/W+SZP5Zbzubp1GhZTL4ZgS9d0A93T+iOUS8u8SxzaBpMUgq76l0gN6Vo45wUICy2Ng+XiIiIiKj2glKTJk1Sl/J699130bFjR7z88svqes+ePbFixQq8+uqrnqBURfdJDUsb6y71A79k0NSFYcatJZYV72tEpbv8pPae+biIIHXxZrPZMDd/ByZP7ouAAN/SswKbA/8lZKrgVtcW4aXex64DR9C/2LK37Gfha1c/nd9uG4EvVh3EfRN7oC796+xUYlnhp+d45p3SQ2rDPLQZcZkK3GXk6wGmu2w34E7zbOzT4v3uN3POfV7Pd+1nE1L9UjxGGxRgQvvoUNw8pjPwl77sv4QstI4KRjS8AlIieQsQeBLw8UTgjNeAVr6jWxIRERERNameUitXrsS4cb7ZERKMuuOOO6q038LCQnVxy8rK8nxBlos/7uWlraeaofoAGWQkKWetP/e5hb6ZLW58D1Sfss4ryffo2yr8uM/50qQAXFCsldIfzkF4s22Eul232BA8cUaPOn/t0hCJR2xX44mATzzLdiT71jRumf8JWgy9EJm5RWV4O7W2cMKAEIvR7/G7S/e2ODugh1Hj+7OJnz8nd26GD1fsQ/+2kT7L+8QXBXZvsN6JdzNeRVhgsdFEFzwKrc8FMGgatDUfwznhOSB1JxAcDUT4D4oSNUb8m4+ocnjuENUMWyM5t8p7/PUqKJWUlIQWLVr4LJPrEkTKz89HcLA+4lRFPfvss3j88cdLLP/jjz8QEhJS5m0XLFhQqfukypFglJrCiblz59bqfUslVC8YMN8xBJNM/3iW1/ZxNAVVOa8Cw2MxPesuOGHEx5YX1LKru2n17nV69ETg8fVd8Ir9fJU19YnrWEU+AhGMQrQypOK33+biaAHgHjft7PYOaAkGBGh2v4/JrrVBV8NhfOyYhNDff6/FR0T19fy5qw8QF5zm837ZnQncaX0YGgyq59QM2414M+UdxAVrOJxrQIgZiAnUgBUf6jfIXAZsP9lz+6U9nqi9B0RUT/BvPqLK4blDVDMWNPBzKy/Pf4/geh2Uqin333+/ap7uJkEuaaI+fvx4RERElBrVkzfBaaedVqLMiGrOtnWPqqkJDkyYPLnW7vfw4YPI/uQ8NX+CcS+eCrgNuXl5sDXvht8mj6m142jsquO8GjC8ACNfWuazbMKoYTixXRTqmwFDs3D2O/r8HMfJOMv0NxK0GNxguwM/Wx5Sy1t074tOoZHAVmCuYyjOHDUYeV8ZYAm0YHKxc0DTNMxe8wmWaP1QENkFkyePrIuHRQ3g/NmWmI03tq70XN+ttYHFEojDuXrWcJ4dCI+LdLVDL6n4e4+oMePffESVw3OHqGbYGsm55a5Qa1BBqZYtWyI5OdlnmVyXwFFls6REYGCguhQnL/DxXuTybEPVY83cTz1jSBXCUqnnPfnIPhxeNhMmSwgCQpshMCwKIeHNEBbRHKGRzWEKjpRUG8Do2xx41vezcaZr/hX7Bfjl4SthgAHBFt/tqHpU5bxqFxOA/c9NUQGavx95GuGGPDQPC6qX52n/9tHY+dQkmI0G9HqgEG0MqXjGfhnGdI8D9unbdPv9UuT0nYpjMOGgFocrW0VhnRo7TSvxmKx2JwINNlidAZhzy4h6+Zipfpw/zcJ8+7m5Sz+leO8W2214M+D/kJxViPjIIBwN6YKY3F16M3QXI99b1ATxbz6iyuG5Q1QzAhr4uVXeY69XQalhw4aVKFeRCKEsp8YvcNVrnvksreyyytKs/OhudLLvRooWpYIVDlghSYOprvUmo0EFCKymUNjMoXBYwuG0RODMLAkD6K4/dxJCLPXq1CA/pAH9bbZb1Ch3PwXV3w9ri1nv4XP24C54fM1UnN43Ho+c0QsPPHsubjP/gCMZ+TCveA8maOjRJka9PyORC6vzGLB7ERDZBojtrvZRYHcgEHYEBgUjOqxkoJ3ILSK45Dkxy3EqxhvX4qCml8mn5hSq0UXP2DcG30RsQsfoUH3D4Ga1fbhERERE1ETV6DfvnJwc7N6923N937592LhxI5o3b4527dqpsrojR45g5syZav0NN9yAN998E/fccw+mTZuGxYsX49tvv8Vvv/1W7n1SwyW9TyQ7RAw07qz47TVNBaTEl51fRJDFhOzcXNhyM+HIy4SjIBMWaw7CkYcw5CPCoE8leDXAaEEQrOq2p3SLqeZHRjXlrOH9cTS7AC0i6n+A5tlz++DmMV3QplmwCqglaUVf/O1O/X1vNptVo/8oQw6iCrcgdc5DCAwwIvy2v4BdC4Cj+9HOkIy9phPq8JFQQxAWWPTP+ydXDcbVn67Bd47R6uJtdMpdyEUwzs+agc+tL6rR+6xRLVG3Y1cSERERUVNRo0GptWvXYsyYon487r5OU6dOxaefforExEQcPHjQs75jx44qAHXnnXfi9ddfR5s2bfDhhx+qEfjKu09quNwBKWGDGQ6npjKbymtnUtHIZi9e0A/NQy0ltim0O5CZZ0NGvg3puVak59mQmW/FJ9uP4q//9iI8NAR/RVa+VJRql2QcNRQSiGrbvCgD0GkqWV4Vn78bRq8SqoTMfDXtCyDl54eRla+PEBmCotH6iPyRz875d4xUmVCdYsNwStcYLN/lzhktkosgz2iRVxfMwOOOz1CYlMWgFBERERE1/KDU6NGjVfZKafwFkeQ2GzZsqPQ+qeFa5+zmyZCSkqxNO3bjxJ5dy337OesPYCKADc4u6OsnICUCzSbERcjFNyBw0WDJshtUxUdAVH6to8OBdGCpsx9GGTepZU8nDsZ8P9umZhcgMbMoEBWRd6gWj5Qaqu4twz3zM6cNQcf7/Y1QWRQETUZz9fnZ27gfGXlWRIX4/xwlIiIiIqoubJxD9YZ8NcrUQnEUUehqOALzVxfg6DnPYMuuPYjZ8hFizn4Gsb1GIiAozO/t+7bUS7i2Ro6q5SMnqrjM4HZ4JeUCrHCegJdxoVrWMiLIJ1PKzfbvjz7X7apdNVHFMvXcmoUEyJuo9G2hgb/9EBEREVFt4DcbqhfsDicssGKD1gUvOS7xLE/68QEVkBKpPz2Abc+MKHUfB9fqvcfiLHpvKKL67L7JPbE2YBAePasf7p7QHXeO64Y/7xoNPzEp5C5+yef6Do3986jizu7fCqEWE546u4/P8suGFr2fnKq3n/T4IyIiIiKqecyUonqhwDXUvSUgGLdNGIEdv3yD7saKlSjtOJCEk8zAH1nt8L8aO1Ki6nFiu2bY/Oh4GIv1TSuwOTzzqVokYgyZyLMWLZvpGI8fHKfg8Vo9WmoMXr2oP2wODRsPZeBq6z0wwYknz+qNK4Z1QL82Ubjn+81qwAkJSbFMnoiIiIhqAzOlqF7ILrAhErkoNIfjgkHtkDf5DUyz3lNiu8XOAaXuo3OLCOQjELeeNbyGj5aoehQPSLlH4kvSmqv5zx2n4dtio6VtcXbEh1cNqbVjpMZVwmcxG1Xzc2lsfhTN0D46VK27cHBbfHL1YJUhpcr36vpgiYiIiKhJYKYU1QuJGXmIM2Tgv9AYmE1GTD25AwxwAvP09b87hmKS6R+EBAb434HTiXBbKnK1IHRwfckiaojCAs2Y5RiH/5m/hRVmzHaMhANGFZyKRQaSEI2xPVrU9WFSA+b0yoI6ml3omR/TPQ7/hQbCkO+7DRERERFRTWFQiuqFZT9/irHS/DnliGfZ8K5xeOHXs2BtORDjhvbD9l9uhaGUL0rLZz6Kfll/YofWFr3C9IbnRA1RsMWEZc4+MNvt2GLphwcm9MQjcwJhMRmR5IjGwhls5E9Vk1NYVA4aG17889IAo+RJMSZFRERERLWAQSmqM8u/eh5hyesw4KZPsTrRjrFmYKnjBM/6zrFhuPuOu9CmWYj61f7nXwyl9znZs1gN35eE5ogr8SWLqGF55/LBuOELI96/YABO69UCZ/VvjcjgUrIEiSqof9soz/yILjG+K12d9hmTIiIiIqLawKAU1Qlp5hy57Ss1v/mpkzEs+BTABlw1YZjPdl3iwj3b66NC+f+qZDHo45tna8F++/QQNSQTT2iJPc9Mhsn1XmZAiqqTvJ++uGaoCva732Pe5HO2Vsr30vYA0Z1r/n6IiIiIqN5io3OqE96jiYlRtuVqGte86Bf8kj/e+w9K7du3G8HQ+6I0N2TXxOES1Tp/wQKi6jKiawxGdostucJgVOV7NR6TOrQGmD0N2DCrhu+IiIiIiOozBqWoThTaHbCiZPZHeEiw3+2NBglHGWDQnCXWLfnoAc/8bq11NR8pEVHTIZ+zqI1Mqfx0fbr6/Zq9HyIiIiKq1xiUojpRYHMiSwtBASw+yyND/JcpydckKd8b7NyIAzs2epYX2uwYaNxZtF8jR94jIqo8PSO1xjOlHFaveb38moiIiIiaHgalqM4ypQJgx0LLOCwfMxtXWO/HSx3eR6/4iFIzpdwyZ13lmX/v4w98ttNMvkEuIiIqP/morZHCUYlyZR4u6iW17MWides+qYl7JCIiIqIGgI3Oqc4ypaQ5eWR4GG4e00VdjvdFyYyiPlT5VgcMmgOjj7znWVaIAAR3HlGjx01E1JhpBmP1NzrPzwBmnqXPX/Gj6iVVaHciKasALSODEJhQlP1KRERERE0LM6WoThTaHAiU4fbMgeXa3mAwwGKwea7nWu3Y+fQQn23+Gf0lHrngpGo/ViKipqMGyvc+P6dofr8+qMXe1Fxk5tuwIykbyDoC5BwF5t6jZ1ERERERUZPBoBTViQKrDUY4YTSXf6j7AK9MqS/efdZn3fP2i3HL2K6ICCr//oiIqBiDAdGGLMCaA6QfqPr+nE7Ae4CKFa+pic3hxBJnPzVvzz0GzLoAOPSPPiIfERERETUZDEpRndizdZ2aWtPK/6VHelC5jc36yTP/hv0c3HzN9Go+QiKipqe3bauatvzxfODbK4F1nwLH9uk9oSoSiFr2EnBgJXCsWOaTV4DqFfuFapqWYy22TU13WSciIiKi+oI9pahOLF77LwaZgW05YeW+jXdPKbf37Gdg2rSbMaxzTDUfIRFR09PWeRD53gvWfqJfQmOBNoOBNoP0S1Bk6TvZ9BWw7Rf94pKRb0NCZgG6xYVha2IWbrHdppbv1NoC2YfQIsKrlPvHG4CTbwFa9qmJh0hERERE9QgzpahOnNiltZq26T+23LdRPaiK6XXaVAzrwoAUEVF1KDHy3tRfgMkvAZ3HACnbgEVP6E3Lf7geWP0BIE3KHUVZrMrq932upuZY8eDRU2F3OFVA6hn7ZTiotVDrfnUM9WznyY9K2Q7MuaUmHh4RERER1TPMlKI6EWXWA0x9O7Ys/20MOWr6iv0CDDduwQf2KVg1qnONHSMRUZMW1Q4IigDaDtYvIicFOLIWOLQa2PYzsOELICAEaDVA36b1IJ9dODUgITMf27R2nmWrnL088z0Mh9R0f1oe3s4dhZtCl6JDdIi+cuFjwLjHauWhEhEREVHdYFCK6oTTqheIBAaXv3zPbV9AVzxyy+24JjoURmOJ3/WJiKiSrA49XykluxA5qf+hi8OJAJNXUnVYLNB9kn6R3lGpO4HDa/TL328ATt8y66SsAjW1wI4HbNcgUYv2WT/LMQ6TTf8gq8CGbx1jEJ6bh4ej/9NX7vmTQSkiIiKiRo5BKaoTTmsebDAjLMirj0g5XTd5KDrFVjyYRUREZZMSO5GeZ8Wz9kux8sHfcdGgtjilWwyGd45Bs1BL0cZGIxDXQ7+ceAVgzQMSNiD3l3sx/2gkuhiOeDbdo7VSn/neltw1GqNfWoJ8BOJt+1lq2V6tFVJyNiAmzKKXEtqtgNnrPomIiIioUWFQiupEUGEaCrUAhFhMFb5t17jwGjkmIqKmbruzHXoYD6r5nc42avrN2kPqYjAAfdtEYWTXGIzsFov+baN8s6gsIUCH4bgk4ULs11rCCjO+tTyhVhUPSN09oTvau8r0LrI+4lm+wtkHiZmzkV1gQ6eYUKAwCzCzbyARERFRY8WgFNW65X8tR//0eaqjblBgxd+CFjP78xMR1YQn7FfgS8vTaj4PgfjwykGqBG/ZzhT8vScNmw5lqMsbi3cjLNCMYZ2jVYBKAlXto0ORW2jHZq3sXn8ntovCzWO6+F3nDl7lFNpRYHci6IvzgOuX1sAjJSIiIqL6gEEpqnXf/zYX01zvvMpkSlm8f5knIqJqkwNXk3EABbBgXC99lLzLT2oPm8OJjYcysHxnCpbtSsWmwxlYsDVZXYRkPh1Iy/PZ36XWBxGKAozuHoslO1LUsh9uGl6uY9mZnI0TWkVymGAiIiKiRoxBKap1qYj0zIdaKv4WlBISIiKqGX87e+Nk43/QioWDpFRvcIfm6jJjfHdk5Fnx1+40lUW1bFdKiYCUO8glFy0hC/dP6qHK/7yN6xmHhduOqvn/Hp+A3o/OhxNGGOH0ZExF7F0KdBpVvoOX0QGlGTsRERERNQj8AZJqnfQhcQsJLH+m1GO2qfjQPhnR3o12iYioWr1qPx83WO9Ej5Zl9++LCrFgSt94PH9+X/x931gsnDEKQzo297vtdSM74fpRnVW5n7fHzzoBZqMBN47ujNBAMwa1b4ZFjgGe9ZKdhUOry3fgR9YBs84HDv4DrHqnxEiARERERFT/MFOKal2Epaihbp8KlOK9cOd0JGUWIi4iqOYOjoioiSuEBQmIwWX9WpX7NgaDAV3iwvDNdSfhoxX7cFKnaGQX2HHJB6vU+u6lBLhaRwVj+5MTYXb9W/D6JQMw4rmz8bbjLNxi+gkXO/4DHNbyHUSma7S/xU8ChdlAu2FAq/7lfgxEREREVPuYKdUEFOSkI3nvv6g3XL9e/9T2XvVFpry6xIVjRFeOwkREVFN+vqWo35PJWPFaaflMn35KJ5zQOtInK6p989BSb+MOSLmDVFI26IAJGgxIyS5EVk4O4LABX5wP7F6ob7jqXUDK+nx2FKhPJSAlfrm9wsdPRERERLWLmVKNnKZp2PnCGDWff9tf6CBDbNcV+VIhnPr0ulH+R18iIqK64d3zScrqqkpK+hIy8tEuuqiBenl96piAcaZ1yN62CBGJf+sLFz0J5B0DNn2lX/cemc+a6//fHVNApY+fiIiIiGoWg1KN3Lp9qXB3YFqz/1idBaUkOLb1ySFwODW00WIBA1Do0OrkWIiIqHRBAUYU2Jzo1SqiyvuSkj65VEYW9H+v0nKtKoPKY+VbJTf+dQasB9cgNceK2PBAmAwGqJhabioQEV/p4yciIiKimsWgVCO34KOHMcXVSzwxWUY4altr971q5sOQsNOwK57A4m/+D7FOPQi1xdkBbUwpCA4of5NzIiKqHX/eNRpbE7Jwcue6KZfuFBOKval+sp78Wf0BcHgNkLIDB4/lI89qR2pOoVolP8JE7F8B9L2gZg+YiIiIiCqNQanGzOnEFJPeZFZEGUsO112TmVEhu39R8/PmdEOrrZ941pngxBEtBr2j67CUkIiI/IqPDFaXujL39lOQnmfFsGcX4x7b9Xgh4D0grhe0s9+G4f3Rahv1G4cBMG74wnO7ApvvaHv7U3PRd+WbwK4/gMjWQIT70gqIbAOEREsTrLIPpjAH+Odd4ORbi3pWEdWEJc8Dh1cDQ28E2g4BgqqeqUhERISm3uh82bJlOOOMM9CqVSvV/PSnn3467m2WLFmCE088EYGBgejSpQs+/fTTEtu89dZb6NChA4KCgjB06FCsXl3O4aKbgEXv3IHNj/THvuR0bH7sRJ91YatfR6HN1dephhXanZ75Vutf9ll3mmkdbDDDYmaffSIi8hUUYPIExbZr7XCm9Wm83ex/6Hj/XLxxqAPsTg1bEjKx5Uimz+2Mfnpg2TUNiO0G5Gfowamlz+sN0L84D/h4IvDd1cD8B4FV7wBbfwYOr9MbqG/5Xt/Bjt+Bbb8A+5fXzoOnpmvHXL3cVEaPXPZCXR8NERFR48iUys3NRb9+/TBt2jSce+65x91+3759mDJlCm644QbMmjULixYtwvTp0xEfH48JEyaobb755hvMmDED7777rgpIvfbaa2rdjh07EBcXh6bm338WI33HMpxyxaMq8BebuEQtv+zVn/Guu5mUSxfHbny5cA2unnRyif2s/HAGEBaHYRffV+VjKrDasOzd29GyjG06GJIYlCIiolJ9fd1JuPh9Pdv3hXk71HSLsyO2Jm4qsa3NqeGWghvxWoDeb2q7sx2esl+GGScMwlUjOhdtaLcC2QlA5hEgKwHIOqxP9y0HshMBregHFZgsgGRaqTsoqNkHS+TNWnuZ7URERI06KDVp0iR1KS8JNHXs2BEvv6xn1vTs2RMrVqzAq6++6glKvfLKK7j22mtx9dVXe27z22+/4eOPP8Z99/kPqBQWFqqLW1ZWlprabDZ18ce9vLT19YE0Ddd+mwEZK+nH5WeixaHfkK61QDtDMvoY93q2u9l2G94K+D81v/lQmucxye3Xf3gLnB1HI+LgYrXMZvtflY6p0ObArueGoyV8yygWOgZitmMk3rW8WrTQ6ajXzy9Vv4ZwXhHVV03t/BnYtmT50nznIAx1bsMgox6kcmgacobcgeHfOpCDELxtPws3mefgBfvFyEIYZDwN3+fLAIS11i+ti+3caQdykmH873sYts4Blr5YtKogG1oTed6bovpwbpkkq89FZp18v1EDUB/OHaLGyNZIzq3yHn+96im1cuVKjBs3zmeZBKPuuOMONW+1WrFu3Trcf//9nvVGo1HdRm5bmmeffRaPP/54ieV//PEHQkLKHqZ6wYIFqK+yrEA/13ybhTcgCFaEu6oXbjbPKdrOUPSHfdLRVMydO1fNZxzZigHJqwG5uPz60/cwWirfS2TF4UJcUSwg9ZvjJBxtMwmXRcrP1/qyHxynoN+iP/TRkajJqc/nFVF917TOn+J/phjwhP1KvBTwLroZDuG/hCw8O3s3ctBbrZ3nHIJ51iGerZ/8bTvS9/2HmCANkRaU69+c0MJwDMosKg2UwNah9f/gwMGy/16ghq8uz62T8jQE2vQfTdNte7HZ9bcaUUPQtP5dIqo9Cxr4uZWXl9fwglJJSUlo0aKFzzK5LplN+fn5SE9Ph8Ph8LvN9u2uaIcfEsSSkj832V/btm0xfvx4RERElBrVkzfBaaedhoCAANRHVrsTe/59VM1LQMqfZ+2XYtLAroCr2uGMgR0wedwIzF2+CgOSvimxfdt/X0a/h/+u1PGsfud6XJG6vsTyzZGjMXP6ZCRk5CNzu368O7S2eHDK5ErdDzVcDeG8IqqvmuL5s9a5DZ//c0jNb3tsHHo+tlDNF2gBKulJtEB6mft4c6s+0quUjLdrFoz20SFo1zwE7ZsHo51rvnVkEMwmV0m5LQ+mmXoD9bRcKzZmBCO2XQQmT+a/WY1VfTi3TDPfBmz6mzoiJhpt+H6jBqA+nDtEjZGtkZxb7gq1BhWUqinSNF0uxckLfLwXuTzb1BU5LAk63W/+stRt7rx2Oto2D8a8Dd0w0LgTJs2O/XNfQcqaDejop6WTBTYUFBYiPCysQseSVWBDuJ+A1EEtDg9fPlk9h83DAfdvzylaZL19Xqnm1efziqi+a0rnz5Pn9MUTZ/dRPRO9BaIoHfwX57Ay9zGqWywOHsvDoWN52J2Sqy7FmY0GtGkmQapQLNuZgrlB2ejWIhyDUx7G4+ZP0HrnLwjImgpEe/Wnokanzs4tuxWZOdlICO2N7vadMDqsMDaRc5wah6b07xJRbQpo4OdWeY+9XgWlWrZsieTkZJ9lcl2ymYKDg2EymdTF3zZy26boJONWv8vnOYbgW8dorG7fTI1IlNDlEgzc+zgiVz6PfEMqhpTRY/zLl27DaRPOhKY5oWkaNIddn7quwylTh+p54F63/+/v0M5PWYT09VjWSs9GCw8KwC6tNboajuDMcWOr7TkgIqLGq3hASiSjGbpDz6ByQM+Eumdid09DdPHrrSNUVpT82yPsDicSMgpw4Fgu9qfl4UCqPj14LBcH0vLUvFzUtk4NfyfoTc8zEKau4/d7gMtdo/IRVafCLPUenHfUAJspE8aCHJxQ18dERERUS+pVUGrYsGGefkdukrYmy4XFYsHAgQPVqHxnn322WuZ0OtX1W265BU3RNmd7jDFu9Fn2ueM0XHPrw7inZVFpYofYMGAv0MqQ6rPtDNuNeCXgHTW/T4tHR0MihjnXI+f3kllPwqnqJQxqqrmmThjRzlDUSD5Vi8Qj9qvgiGiH72f4jvR3eMQLmL07CbPGdKmWx09ERE3HuofGYeBTC/Gm/WyMtGxWy6b0iceNozujV3wENh7MwB9bk/HCeX1xQmtpZFhEyvNUuV50CE7p6rtfp1NDcnaBCgxM/2wtphXeg2zo/RWHuX/8yfX991N+oMHq94BNXwPnvg/Edq/Jh04NWUEWkLwFaF9y9GPFlq8mK5wnYKJpNT4+2g2v1O4REhERNc6gVE5ODnbv3u25vm/fPmzcuBHNmzdHu3btVK+nI0eOYObMmWr9DTfcgDfffBP33HMPpk2bhsWLF+Pbb79Vo+u5SW+oqVOnYtCgQRgyZAhee+015Obmekbja2rS208EjhQ1NRcdxl6DHl4BKWEw6L8ke5fVmeDEu3deih9fX4sJpjX4yjEWkd1HIi8/T9/eaIDRYIRmMKqpNJWXX6ylUaxRpkb9F2yTwYDp24qe/9fM07D08Sth8tNR9vYJvdWFiIiooqLDArH/uSnocF/R3wXrD6Z7AlDvXzkIhXYHAs2+/+Ydj2QUx0cGq8udp3XDk78WZSHLv5WBZq/0YrsVMFuAgyv1gJRY+gJw/kdVfnzUSP35jP5+uW6J/OFUYrXVWqCmBbAgH4Gwu7L/iIiImoIaDUqtXbsWY8aM8Vx3NxuXoNKnn36KxMREHDx40LO+Y8eOKgB155134vXXX0ebNm3w4YcfqhH43C666CKkpKTgkUceUY3R+/fvj3nz5pVoft5UfDF9KG5/+AzcYP5FXZ9uvQv/jC35a61BIkhelvd+AvmFdkyICcN+TS99DIuMxntTh1bqON54qB9GGLfgxqAX8POtw/0GpIiIiKpbYqb+hd6togGp4nIL7T7XP7OPx/XG36HJv6U/XA+kbAeG3wZs/q5oo44jq3Sf1MhlJ+pThwQ0S/Y4zc7RG8FaXX+WG9W7jYiIqGmo0aDU6NGj9R5EpZDAlL/bbNiwocz9SqleUy3XKy7AZETXEefht79S8BUmYvFDk/z23zAYTT79pp6/+CTP9b7jr8Dzf4TiYq/gX0XFnvkk/jiWh1UTe1R6H0RERBX1wvl9q3V/8ZFBnvnVD56KUU8XYLpzrirt6wDXSL9//R8Q5JWRvHsBMHBqtR4HNSLp+/XpVxcDV/xYYnXo73eoqVULgFMzqgYJRERETUW96ilFlXPz+L5Y0elx3N01tmhI62KMXkGp7Z2u8ll3/ehuuHDwDDQLtVT6GC4e0q7StyUiIqqsYZ2iq3V/3r2o4sKDkI8g3Ga7Bf+HN303bD0I2p7FyMy3IQKHUMb4IUS6vGN6L7Ji2evShF/YYNYz8hiUIiKiJoRBqUbAYjZibI+yyxeNpqKg1MNn9SuxvioBKSIiotokI+s539PnAwOqNxzUMz4C390wDO2bh/gM4CFkFD5zl9HA3qXI2b4Ye49merap3nwtqlMSOBLFgkcV9t6oksvy0oCw2KLrR9brozu6yvdkABmjgUEpIiJqOvjDXhOxaW+CZz44gA00iYio4eoYE4pn7JfhWfulCKhq4MCPwR2aIy6iqIwvxzUSX67VjsfzLlBBBO+AlFK8XUFWAnBwVbUfG9WC76YCM8+s1l26wlyALc93xa93wuEKSmUiTI1szEwpIiJqShiUaiIWH7B55kMCGZQiIqKGy2wyYJWzF1Y6eyPAe2S8GmNQGSzSV+qTlQexKkFvhr5Ta4uZjvH6Jrb8ohKtgkzgq0uA3++thWOjapdxECjMrto+nA6fZvxbjmSi0O70DUrtW+YTz+zTOlIFpdo304OgRERETQGDUk3E/84+2TMfERRQp8dCRERUFWav7ChzDY/2uvh/egnWBdbHcJVVDzJFGPTAQkdDIvY4W6l529GdwKE1wOfnAN96NT0vY8AXasQK9RH1REpOoZoey7PqAUu3o9vUxOl6j8SEWVRQKsTCP8+JiKjp4L96TUQLrzIEIiKihszkFYiSUWhrUqfYMDw4uadqQn0MXiPuyX3DjmxXaZ/z51uBuXfpK/LTizba+2eNHh/VU8UyraRZfkp2oW/2nEn/kVCWb3R2QYhF7ykFzVPsR0RE1Oix0XkTUWh3ILyuD4KIiKgGA1Q1OaCINwlQSUBK5Gh6UEr1BfJXHZ+fUePHR1UXn7EGyB0MROmZb1VWUJQpJQ5rXs3N3dZ9BnnbXFT4AHIQgkmapjKlGJQiIqKmhJlSTUShTf8DJ0lrXteHQkREVGV3juuG207tWiv31carx8/E3i1xqfVBNb/O2c3TBN3drNotMasAO5NzYA3wza6i+sewYSa6Jf0C05Knq2+nhVk4ml2Ih3ATrrHeDbvrd+CkrAKfzWwOpwpIid+3JLkypVjySURETQczpZqIgR2a4WrbtYhv3wWulqxEREQN1u3jaicgJcb2iPPMT+rTEvP+S8KdtptwRItB65goIAuwa0bYnJoqxZI+V6pUS5qhJx7DCd1r7VCponJSYFz/mU9WW2qOVfV5KnrVKy4385gKQH2TGqQy6zx3V+gA7FbAbAGadcArm4oCnp1jQ6FlGKAxU4qIiJoQBqWaiLjwIHz96HUItfAlJyIiqgiDwYB1D43DkYx8tHT1aNyjtVbTcb3icfGyh1GYGIAfLY9gq7M9ehkPeG6bdfRQnR03lSF5K/DHQ8CQa4uWZeqvVUKmPpJijFODsZLloVt37YYGi09ASoTJCMh7FgPdJyI7IxVZKIpYnj+wLbRFBhiYKUVERE0Iy/eakPCggEr/cUVERNSURYcFom+bKDQPtfgsjwgOQB6C4IAJZ1qfxh7NtydR2JbPa/lIqVzm3g3kpQFJW4AgrxLLbb94Zh2VDQ6l7ES3w98iCFafxaudPSTECSx5FnhvFA4cSYDT60/xge2bua4zKEVERE0Hg1JERERE5WQuNtqfBKW8zXSMR7LWTJX3UT0W6Br+pSADCPbqt7nsJc+sw+Go+H6dDuCHa0v0GBNP2a9ASnZRTykpEVzq6Ou5HhkcoIejWL5HRERNCINSRERERBVw3yTJeNGZDL4ZyIWw4FrbXZ7yvoigAMDJIEO9ItlR2Yn6fMJGwBSA39vdW2Izh03vC1YhK9/Sb1ssKNU6Su8dJeWd3plTSYhW8yd1ag5JZpdG5xrL94iIqAlhgyEiIiKiCrh+ZCe0bRaCfm0jkWctO5tGVc1bc3xLxMpDAhNyO3dGT0WDLmEtgLDYit+2Mco5ChjNQIgrIyppc9E6aw7SD27F/UfPxbCIPHSIDvWsckhD8orY+jOw5XtgxJ2wz33WZ9UVw9rjud+34377dFww2gIEN8NTb6eodR9NHYRTe7bA7qM50KS8j+V7RETUhDBTioiIiKiCjc+n9I1Hm2Yh6NYiHMvvGYOFM0aW2O5F+0XIyLcBhdm+K/YtA/KOlX4HDjvw1+vAp6cD62cCe5fqjblzU4+fdeWwAXNuBmadrwenmjp5vmZdAPx8a9EyQ9Gfv3anhp+PtVXz52T9z+emDmsFMqUk4+qv14DeZ6vLwpgr8Jhtqsqq+/u+sQgL1H8Hlp5RW0KHIjtmgOemw7vEeAKYEpQysHyPiIiaEGZKEREREVVB2+Yharr/uSnocN9vnuWHNVemUu5RIKKVRLP0DKg/HtaXX7/U/w7/eRf470d9fsMXgL3QN6ASGgOExumZUDINjQXCXFOvgIsKTl2zADD7NmdvUrKO6NPMw0XLDCYVjMq12pGRZ8Mapz4CXhaKsqQqVL6XlQAseBiI7w8M04NffwcMw3otCbfHR6BVVDC6xoV5Nr/ru0348MrBar5Hy3AEBZjUvNFg0BudMyhFRERNCINSRERERNVk4YxRGPfKUpzSNQabduWoZdovd6iiLOUKV7CpLEe3Fc1Pmw8UZgE5KXpwKzdFL0dzT1N36VNHKaVmqTuAln3QZElgrngW2so3sTUxy7MoD4H6KhiRXWj3LLdZi5qSl8qaC8y7HwiMAMY9BpjMOHQsD79vSVKro1yN8Id20ntHiZ3JORj54p/6zR1FASgJSrFwj4iImhoGpYiIiIiqSZe4MJUxZXM40fVBvWdQWq4VMaGubCXvMjJ/Nn8LJLvK7tqfrGdXBUXql5gu/m8j2VfegSsJUEW0Br6fDsy5pfSMrKagILNofuNXQK8zS2wSgTzXnAH7UnM9ywsLCo5fGrj4Kb2s8uy3PX3DTnlBDziJZiFFWWpRIQEqM8tbQka+Z15easmUYvkeERE1JewpRURERFTNAkzyJ5aeH+X0HonNXUZmDipz9LYCuxOvGy6D1V6OAIU7cCVBKwlkdRqtl/O5LXsJ2L2oKg+ncZCyyOStKCz2nBZCz2Yq7pd1e8re3+r3gYOrgFMfAZrpo+p9tfqgzyZRoUX7XnnfqSV2cc+EopEcjUY9U0pjUIqIiJoQZkoRERER1YBxPVsAe/SyLHSbAOycD7umYW9KLszRMejk70bx/ZC9f53K2Hn10AG8+ucB9G4VgfjIIMRHBqNlZBBaRQWhZUSwWibX3T2JRJ7Vjl6PzIfJaMDuoX1gSPoX2PaLfulSMijS6EnGmLuvlJh7F/anFWVDiT+cg/BAfzue2WjGcmcfnGL8Vy0/8eDHAM7zv9+d84FNXwHDbgHaDVWLVu1Nw8M/+TaXD3c1OBfBFpPqLbXrqF7W2a9tFK4e3sGzXm90bgSL+IiIqClhUIqIiIioBgzt2ByPbZ+K3sf2Iy5lAK4u/A02h4YCmwMJiZno4NRUdoyP5p2wb+0yn0X/JWSpS2mah1pcQasgLNx2VC1zODX8u24F+rSOLOpn1dQ4ndCyjqjn7uPWT+AV7SW1WDKlnrZdjgcDvlDXJRDUIljPTvrBcYonKNUG+nNZgoxquOxFoMcUoM/5atHBtDzc+MU61UD9qpM74NO/93tGavS2YMYoLN2ZgrBAEwa2b+6zTjU61yQyxUwpIiJqOhiUIiIiIqoB8VFBWK91w3pHNwSvz8MoSy4CzXpWkwlOHMnI94zc51a4+Qc1vciqj9C39O7RKtCRmFGAxMx8JGUWICGzAEmZ+UjMlGUFOJZrVZfigat5jsGIz/kXsWF6I+8mJ+swkrIK4NQ0/LDXiFc6Fq1KRHO8ZT8LNphVhpJ45YI+mPEdcKb1KfxseQhhXllOHtnJwB8PAXE9gRF3qtLJ7AIbps9cg/Q8G87q3wqPntEL7ZqHqFH3/BnVzTUqYzFqcMamG0IkIqImikEpIiIiohrQITrUM5+PIJxpfRoj7P/iJONW9DAcRKDZ6NusXNOwIynLs71o79pH59iwUu9HSvaSXAEqaZx99+zNavkKZx9MyV6rB6WMRSV+TYbRjJTsQp9F7hykRC0aB7UWan58L+m/lYAQi/s50gNDmvt1cWc7WfOA+Q8A5kDgtCcAU4DKSLv9641qRD0px3v+vL4qO2raiI4VP1zJlIKBjc6JiKhJYaNzIiIiohrQIaYoKOUmgaIELUZlSnn3P1dNsz8Yo2aPaDFq+sedI8t1PyEWMzrFhmF4lxhcMKgt9j07WWXqbNY6q6CJQ9NUsKNJWf4y8M0Vavb/7Od6yvbScgpVMEoypNwky0zkFDo8y9Y4e0CTgJSMZOgeaW/Js0BWAjDhGSC4mVr8wrztWLz9KFpGBOGDKwb69PeqKIMnEMagFBERNR0MShERERHVAL/lXypbxwAj9GCRx8YvPbOSxSPaNvMt7SsvydS5Z2J3NX+W9UncdHAMthxKAxw2NBlbfwacdjWbqOm9my45fC4+cJ6JO203+Wy69kCGmrZrXlRut9B5oh40zNfXYd0nwP7lwNiHgOjOatHsdYfx3rK9CAow4oMrByEuopQRFSuQKXWCcT8GOvRMNyIioqaAQSkiIiKiGnLfpB4Y0qE5TupU1NTa4RphzelOlco87FlnNhrxil1vnu1T3ldBU/rEe5p4Z0HP2NJseagVKTsAZ1HWUV1zuv7clf5e76f188mSEi0i9J5b/dtEepbZNBPS86zAgoeB3YuA9TOBwdcCHYar9esOHMMDP+gN0V++oD/6eN22stQojQACoAfTiIiImgIGpYiIiIhqyA2jOuPbG4bh4dN7eZY5NSOiDDkI3K43NceS59REQlR2pxM5CFENzkuMzFcB3qO+FWgWNc3K8mqELv2RJDtLytKqk2QW/XCd3gy8jkmDeDVF2SV1i+48pcRzFmbIh9Xu1ANs8vp0PQ3of6ladzg9D9d/vg5WhxO3n9oVU/rqAcCqMrj+Kveu6iQiImrsGJQiIiIiqmG9W0Vi+5MTVZDK3d8pYsN7+sqkf5Fvd+DfI5me7d0NzqtDPvRMoGOZRfvHltnAP+8BSdVYKiYBrvT9+vyBv1HXdh3NUVN5vl+5sJ/PusuGtvPMe2ekfXPdSWp6WNNHyMsutAPRXYCR96iG57mFdlw7cx1Sc6yY3KelCkpVF3emFBERUVPCoBQRERFRLZAm2FLONzTKKzi05Hk12ZWco/o/XWR9uNru7/qRndS0AAFqWpiX67XWPaKcHripFtJ36ZfbUV/YHE5PptSpPfSR9tyk6fkTZ/XGC+f39Vk+tFM0Nj0yHru1Nqq3V44EpcY/CZgtqtzyzm82YltiFk5oHaHK9qqSzVac7Opj+yRmShERUZPCoBQRERFRLWqm6c2z1ehuO+bCXUAn/Z/yUbVm2d7+N15vdp6n6fsszPcKQFlcTdR3/F61O5n/IPD3m/p86i7fdd6N3GvZsaC2Pj28gi2+JXyPnNELVw7rgAsHFW3nFhGs95yaYbsR8zreD4TqoyG+smAn/tiajNjwQNXYvPg+qyNTygoz7Fr17peIiKg+Y1CKiIiIqBY5DXrQw+bqebQrORvzHEM860+vph5FFrMRO5+ahKFdW6nrVu+glLu5+v4VQE5K5cv15Pb/fgd8MBZI3+e7vrpG+5P7sVvLt629EE5bIf7efdSzaFiXOPVcuMVHBiEiSM8e80d6S4VaTMhFMOK6DVXL5mw8gjf/3K328/4VAxEfWTRSX3WR6j1pyu50jRpIRETUFNR4UOqtt95Chw4dEBQUhKFDh2L16tWlbmuz2fDEE0+gc+fOavt+/fph3rx5PttkZ2fjjjvuQPv27REcHIyTTz4Za9asqemHQURERFQtnAY9E2Z/aq7Kkvqi8BS87TjTs35EFz0zpzpIEKVZVJSat+d795T6wZOhVekSvn+/LZqX0fayk3zXO6spKPXXq8BHpwGr3vFdLv2rpPzR3axdAlcfjQc+mYh2hqKgVMe4CDX9+KpBeOG8vlhx79jj3uXYnnq53xuLd2HjoQzcPVvvvSW3H9CuGWqCZEpJmFIKAh3ukRmJiIgauRoNSn3zzTeYMWMGHn30Uaxfv14FmSZMmICjR4v+UPD20EMP4b333sMbb7yBrVu34oYbbsA555yDDRs2eLaZPn06FixYgM8//xz//vsvxo8fj3HjxuHIkSM1+VCIiIiIqkVmYVHA4Uifm/G5Y3xRjycAgzo0r9b7kx/xMrQwGHJdGVE5KTiWa8WWI5l6I29HObOQiiseJHL1atqWlI1jebbK77e4nX/o001f+44WKGWDO+YCBXo5JHbqP2RqEiDzYjDqWVFje7TAhYPbwlSOPlC//5uoptuTsnHtzLVqJL6bRnfG2QNao6ZIUEoypSQ0dSynsMbuh4iIqMkEpV555RVce+21uPrqq9GrVy+8++67CAkJwccff+x3ewk0PfDAA5g8eTI6deqEG2+8Uc2//PLLan1+fj6+//57vPDCCxg5ciS6dOmCxx57TE3feafkH0ZERERE9U1qgT79yjEWp/xcNMreticm4q/7xqJLXFi13l+IxQwzHOh88DsgKxGYdT4OZ+SrdYmZBcDuhVW7gymveGaTswpQ4DDgcHoenPZqyJRK3AzYXU+YyDoCZBzUyw8PuzLlbfpjwXL978XiTKbSS/VKExxQ1NcpJbsQp/VqgbtcPbpqisTKNFdw8o+telCsTElb6sUoh0RERFWhNzWoAVarFevWrcP999/vWWY0GlVW08qVK/3eprCwUJXtFf91b8WKFWrebrfD4XCUuU1p+5WLW1ZWlqdcUC7+uJeXtp6IKo7nFVHl8fxpPKShuVjm8B35zWxwIi7UXO2vcXCAAWGGfDicgXB+eZHPOhlRzrnpGzgGXVfh/Zo0TfUyd8T1gWHaQuS8ORIZ+TY8YrsGTwd8hMysLIQFVa3UzfT7vb4N07++rMQ2jvwsICdNHY/7MXmzm4LKfE79nVuvX9QX02au91x/8dzecDjk71DUKGnKLtpEBBz3fWD66Sb9NtcsqtmDIioF/10iqhm2RnJulff4aywolZqaqgJILVr4DsEr17dv3+73NlLaJ9lVkgUlfaUWLVqEH374Qe1HhIeHY9iwYXjyySfRs2dPta+vvvpKBbkkW6o0zz77LB5//PESy//44w+VuVUWKRUkourF84qo8nj+NHx5WqDf5XPnzq2R+9uTbMBs2w14r+BdZDn1rKN/nL2xW2uFy7AQaRmZWP3L97CbKta8u2d+BH5NbYH/e2QBXh9mx9G0Dtjg7AKb68/LD+YsQffWsVU69lEpCcfdZsOfCzHg4Iee6w4Vkyoq0duxew/m5u2uxLmlP46rujqwdJGrhLCGtQvTgAJg/Zp/kLGr7D/TR2XqPcKW1tD7hqi8+O8SUc1Y0MDPrby8vLoNSlXG66+/rsr9evTooUY+kcCUlP55l/tJid+0adPQunVrmEwmnHjiibjkkktUVlZpJFtLelt5Z0q1bdtW9aOKiNCbX/qL6smb4LTTTkNAQMXTvomoJJ5XRJXH86fxuHelAwlaNI5Ab2g+oVccXjq/D4K8Ssaqk3NzIubstSMgwIKIyCA4R96Dp2fqQZvLTAtRAAsmHX27whk3iR99gXxY1PxGQ2d8Yr9czXc26H0+m7dohcmTT6vSsZsSXSV5RpPeTN2PU04aCGPmd2recfr/IevQf3jw52MqW0v06d0Lk4e1r/C5dcpYG/al5qFvm0jUlr1HDgNJwODBgzG0a3y5nhtpdUFUF/jvElHNsDWSc8tdoVZnQamYmBgVNEpOTvZZLtdbtmzp9zaxsbH46aefUFBQgLS0NLRq1Qr33Xef6i/lJoGqpUuXIjc3Vz3I+Ph4XHTRRT7bFBcYGKguxckLfLwXuTzbEFHF8LwiqjyePw1fAQLxi/NkNX/eiW3w8oX9avT+mocHq8DTv0Enos05t0KL7SV5WV5bGFSTbWNF3ld/vY6MhF3Ih974+5O/D3hWZWl6FnrvaP39WiWtT0T67tW4IPMmvD6xOXqn/eHpJWVzasgttCNyxUvqx0xpgT7y8zQM6tAL/2oJ+MQ+Eaea1qu/R8tzHMXPreYBAWgeXnZGfXUzmPTApLwexz1mgx5YrNDrRlQD+O8SUc0IaODnVnmPvcYanVssFgwcOFCV4Lk5nU51XUrwyiI9oyQTSnpISWPzs846q8Q2oaGhKiCVnp6O+fPn+92GiIiIqD6r6YCUaB0lvTgNeMt0GXKiuqPzA77lXjaH14h2ko30/hhg+29l73TLD2pSiJJ/cGYgXE2NBelVP/jgZvg1LR67C8Ix5ScbnJNeBK7RS+n2pebi4LE8pKfqTcFTswtV4/ZfNuklfz86T8EtttvLNdpefWEw6H+aO0vJCvPrvVFAJkehJiKihqlGR9+TkrkPPvgAn332GbZt26ZG05MMJynJE1deeaVPI/R//vlH9ZDau3cvli9fjokTJ6pA1j333OPZRgJQ8+bNw759+1RK25gxY1S5n3ufRERERA3BqG5V67dUXq2j9GyfLUeycMKj80uszym0F135YCygOYGlL/jfmdMJzL7Gc3WwYUeJTdw9pbpue6vKx56dk6WyvNxm/XMAMAcC57yHG/OuR44WjNxCPYCTlOU1Sp+XhhOSUqMCqYmmHT8oZXdqsOkNtICvL63pIyMiIqoRNdpTSsrqUlJS8MgjjyApKQn9+/dXASV38/ODBw+qEfncpGzvoYceUkGpsLAwVSMvPaSioqI822RmZqpA1uHDh9G8eXOcd955ePrppxt0WhsRERE1HeGBZmQX2tExJrRW7i/YUs5eVes/L5qPLmUAmcSNQNpuVSonvnOMwusX98ftX28ssakmo+HlHQNCmlfsgO1WYMPnwIDL8cvaPchHUU+nh+f8py661shDIAyGPBTYnZjpGO93d4HmmunVVSNcmVKaBP+OY2ui3qvjhNaR+q/MBVlAkP9eqURERPVVjTc6v+WWW9TFnyVLlvhcHzVqFLZu3Vrm/i688EJ1ISIiImqIfrplOL5bexg3j+lca/d51ckd8Onf+32W9W4VgasT7sEQ43bMOPobuq4pGsEOcT3978iWryZOp56hkxXeGWf1b41OMWE4480VatlNoztj9YoeOFs7AFhzKx6U2r8MWD8T+Hc2og1WHHL6juTsLc6QAaMhEDuTs7HJ6f/5DAlsOEEpT/med0nlcchrYZQSxWN7gFYDavDoiIiIGlj5HhERERH56hwbhvsm9UB4UO1leVvMRX/ySdBo/3NT8OHUQUhDJH53DkW+rVi5mL3Q/44WPqYmeVZ9e0dglCfAdcmQtnjk9F7qvr5yjIUGDfjmcmDT18CuhUDCBiDjkCewVSrJ+BG2PEQZcpCsFWXMl9Hvu1Shlno12HSZpGG7cB6nfE9lobnnPTd2vcbyHLufQyIionqu4fwrTURERESVcse4rpj7byJuHN0Zlw1tr5bFRwb7bCPBDQmJZFiNMOVkudqVe8nPABxWNbs/LRcv2i/yBFEkU+fZc/uq+Q+W7VVTT7KPZD1JxpQ3SxgQGg2ExAChMV7TaGC/nnElglGILJRe5jjHMRxnZ/+t5u0w4blz+6jG5n3aRGLia8vV8rCgBvTnrsGV1XWc8j3pJ+UboJJMqb1AfD89EBjZBrh4Vk0fLRERUZU1oH+liYiIiKgyQixmrLh3bKnrz7Q+hS2XjcRjX/6JTsmzEZ68G1ecWWyjtR+riebaXgVCjuaU2FdMuAV7tXisbHY6zrniDiAwDLDmAXlpQF4qkOu6uOdl5LjETfq806vpukt7QzJ+unk4Cm0OzP8vGR//tc+zzgGjnpElo/FpLXHxkHaedfdP6oH/ErLQv23ZmVb1M1OqKOjkj3OHPgKhOHAsD+2bh8Di8HruMg/X3EESERFVIwaliIiIiJo8A975KwGz95pxh9mMfsY9emBDMm7E9t+ArXOQa3VgT4oEokqvmYsNC4IGI+7aeyLOkYCUsITol6i2pR+CBGIKMoA/n9UDWGm7YTQY8KtzGB5qE6kCNkM7ReOiwW0x4bVl6iYmeJe5+R7T9aNqr2dXdTG4BgByOo4z+t6RtZ7ZfKsD25Oy0WfjLBj6XlDTh0hERFSt2FOKiIiIiPDWn3vUNAh6iR6+u1rPjvr5NmDpC2rRgbRiZXh+tGmmlwU6nBr+2ZtW/gOQLKHgZrBPeA6bBjyhRviTjCGHJcKTQSS6twzH1icm4KtrT4LFFZT6z9kBjYKrfE/Tyi7fc2glg4LZ6SnAnsU1dmhEREQ1gUEpIiIioibq11tHICrEt+F6thaiB4Gkf9S6z/TSOj+9jNyj+hXXPjrEM198xL/yePPP3Tjrg41qRD1hlAwrP+WIraKCEAC9ZO1rxxg0BgYZRU8FpcrOlHK6m5p7ScosABY+XmPHRkREVBMYlCIiIiJqok5oHYmfbhrusywd4XDFRnz463J0y9guJZZJQCvUomf8/LE1GQfT8lBQfHS/Mry2cJeaflc4DDMd42H2dzAAIoMDYDboQal8BJYIrjXoTClH2T2l8qO6+7mtPin7lkRERPULe0oRERERNWHxUUE+1392DMMlpj9LbPd11LXofeQlz/XLT2qHmLBAv/vsEheGTYczVQnfyBf/9ASRWkYEIS4iUE1bqEuga6pfYsIsnn185JispiNblBgHUIkKsSAaejZVASwINDf831oNrgyoFslLAQwpdTunq7xvp9YW3QyHcK31f/jS8jokkW3X0WyEBZrRutaOmoiIqPIYlCIiIiJqwgLNJux9ZjJScgqx52gObvhiHb60jcFT2lqYXL2cEk55DvfPPIafXTGjX24ZgT5tIkvd5/AuMSooJbq3CEdydgEy8mzIzLdhh6sszx9/SVHLdqaUun2IoUC/HZyYdEI8GktQqsOhHwDcXep2K7YnohNMOKpFqaDUUUQhNSAeLazHUGh3otBuZVCKiIgaBAaliIiIiJo4o9HgyVbKKrBjj6EV9qXmokN0KGwOJ8bMTJIh9DzbW46TlXTr2K6IjwrGxN4tERuuZ1NJCd/RrEIVoJL+R8lZ7kuhZ35/Wl6Fjvsl24WYETAbCVoMbju1Kxo6zWj2DESIT6YAV//md7ul2xPR1mzCG/az8YdhkBrtcFruTVgd8nQtHzEREVHVMChFRERERD7sMCHP6sDWxCx13eb6k/E66wxEG7Lx8nE6FwVbTLjipPY+y4ICTGgXHaIupdE0DU/9tg3frj2E7AK9X9RDU3qWuv0RxOJ/thvVfIirj1VDppm8+mJZc/TolNfIg4rdimhDFuyaCfkIwkZN7+uVa3V6njMiIqKGouEX3xMRERFRtXIHodycri7aSYjGf1oHPZOnBkiT9IdP74Xnzu3rWSb9kcpDgl4NnrFYs3YZAbG4j07DOaYVKnBY3NFsvZxRcep9p4iIiOozBqWIiIiIyKNzbChM0AMaq509cLPttqKh3VxqKijlr/l6/3ZRx91+TPdYNApG1+h77uv2wnIHDsXH9klY5eylX0ndWSOHSEREVJ0YlCIiIiIij4+mDkaYIV/NazDgkNZCzd8zsbtnG+045XtVdWK7ZphxWje8cF5f9GgZcdztj9fjqqHQXJlS0n+r1EwpAKGBZjj8/Bn/k3MEljv76Pta+GhNHioREVG1YE8pIiIiIvLoEBOKFc4TYLVdjtVaD7WsR8tw3DS6C16Yt6NWMqVERRqXH8nQg2gNncOs99s6lmtFXHggLMUzpVxPvNloQEvDMc9ii8kIq8O3XM9hs/IPfSIiqvcax89KRERERFSNDFit9fSU7cloet6ahRaNxFcfdGsRjkYhINgzuz0pG47N3/qud9j8BgXfv3JgiV05S8myIiIiqk8YlCIiIiIiH5IZ5c9PNw/Hm5cOQOuoouBJXZp/x0hcOrQdHpri6qPUwAWYfP80z1jzLZB3DMhN0xfY9UbmTldUatb0ofj11hEY3T0Oy+8Zo5YZXKWV+fml96MiIiKqL5jVS0RERERlBkc6xoSqaf+2UepSX3RvGY5nztF7KDUGASbfhvI2Kcn7/Bz9yvVLVVBqd0oO8qwOLHX2w5jgAJzQOtLnNkZPUCoPvmuIiIjqH2ZKEREREZGPf49keuZ/vmU4erU6frNxqrrAYg3bS/TusheogJTY5OzsEzwMtugj99mhTwOMtdD4i4iIqIoYlCIiIiIiH929ejT1bVN/MqOaWoZa8bDSoSOHfdZ5Z1bFhAXi6XNOwF/O3o2q+TsRETVuDEoRERERkY85twzH8+f1wfYnJ9b1oTQpu47m+FzfGzbA57pz6Yue+c3FMqXEZUPbQ+Of90RE1IDwXy0iIiIi8hEUYMJFg9upKdWeZiEBPtc3ZOq9vNxC85PU9EbrHUhBFKKKbU9ERNTQMChFRERERFQPxIUH+VzPz8lSZXruMj7NNXcEsWoaFuh/zKLFTt8MKyIiovqKo+8REREREdUD5mKj7000rcG/R/T5EzZ9A2exJlMGg+/2bke0GGRpITV2nERERNWFmVJERERERPVc4fI3YHCNunc8ds2EAIM+Sh8REVF9xqAUEREREVE9oBUfbq9YVpQkRr1tP0tdDw/yX/Bw7omt4YAJJjhhczhr6lCJiIiqBYNSRERERET1nFPTkJhZgGwEq+uto/RpcY+d2Rs2mGCGA1sTsmr5KImIiCqGQSkiIiIionpAK0cWVSEsavrO5QP9bhceaIYVZhjhRJCprD0eR3Yy4LBV/vZERETlwKAUEREREVE9yYbyZ6r1Xs+6/2fvLsCkKrs4gP9nZmc72F1gYWHpWEC6FcFAUFARFVFRsTCxP1EUFbALsbEDxEAQA0QJRZBu6WaJbbZr6n7P+97Jndme2fz/nm++23fuxAXncM55RRbUNX1aom3jkBLL/GyBK62lqPIXM/864NPhlT+eiIioHBiUIiIiIiKqDUpIbMpAOE5lFFiXNHjysvhST9OskTryXuCx5UBuasWvw+LUJH3/0oofT0REVE4MShERERER1QKKh6hUhhImp85NyxuHqplQJQkPCpTT6J0fAQsmArkpFbuQgkzH/OpXAWNhxY4nIiIqJ8/DdhARERERUbWyKMDnpstwu9/v9nWRmhyPJXql0ep0cior/gx5wDfjgJAmQLNzgBjrI7oDoCvhp8CeRa7LxnxArwa6iIiI6lSm1Pvvv482bdogMDAQAwcOxKZNm0rc12g0YubMmWjfvr3cv2fPnli2bJnLPmazGc888wzatm2LoKAgue/zzz8PpbQxdImIiIiIajnxn7PrLN1K3WfmmNK3C1qtzpF5dcXbwIjngQ7DgbxUYONHwE93A1+OAn55ENj4MXBinWt2lPV4OzY8JyKiupgp9f333+PRRx/FnDlzZEBq9uzZGDlyJA4cOICmTZu67T9t2jTMmzcPn3zyCeLj4/HHH39g7NixWLduHXr37i33efXVV/Hhhx/iq6++Qrdu3bBlyxbcdtttiIiIwIMPPujLl0NERERE5DMiiJSLII/b7jE8Ar3GhCdCA8o8j845U6pxJ8A/GGg7VN1oMgDph4DkPUDSf8DB34Ed36jbGsWpWVQHHJlaktlQ1ZdGRERU/UGpWbNmYdKkSTJoJIjg1JIlS/D555/jySefdNt/7ty5ePrppzFq1Ci5fO+992LFihV48803ZbBKEAGqMWPGYPTo0XJZZGF9++23pWZgFRUVyYdNdna2PTNLPDyxrS9pOxFVHO8rosrj/UNU/+8tk8mMfATiKsPzWOz/jMu2M2gsG6HrtUqZ16rXqcUQZosCo0YvXpzTVg0Q1Ul9dBmrRq5yk6BJ2QtNyh45NZst2JeUA61Gg67Nw2A2FBY7B1HtuneI6hNjPbm3ynv9PgtKGQwGbN26FVOnTrWv02q1GD58ONavX+/xGBE4EmV7zkSJ3tq1a+3L5557Lj7++GMcPHgQnTp1ws6dO+V2EQArycsvv4wZM2a4rf/zzz8RHKyOTlKS5cuXl7qdiCqO9xVR5fH+Iaq/99buJNErSgcLtEhQmqKVRm1QflGsBavOqIGmnVu3IP9w6W0r0tLT5TQrNx/Lf10K/2LVeCXrAOg74HThDmw26dBak4y7zq7Bvr9WIDcwtmovjuqt2nDvENVHy+v4vZWfn1+zQam0tDTZ/ykmJsZlvVjev3+/x2NEaZ8ILg0dOlT2ilq5ciUWLVokz2MjMqxEppMo7xOpyWLbiy++iAkTJpR4LSIwJsoIbcTxcXFxGDFiBMLDw0uM6okvwSWXXAK9Xl+Jd4CIiuN9RVR5vH+I6v+9lbExAQuOqf+dfERpIYNS75vG4H/XDMGqd9fJ9Recfy56towo9Twncn4CcoAsA/DZiUb4dfK5FbqON5d3xF//HEMrTTKuLlyD8NZdMLTveVV4ZVQf1aZ7h6g+MdaTe8tWoVanRt97++23ZbmfCDiJUUVEYEqU/olyP5sffvgB33zzDebPny97Su3YsQMPP/wwYmNjMXHiRI/nDQgIkI/ixAdc1odcnn2IqGJ4XxFVHu8fovp7b/VoFWWft+VCHVZaoH2M4x9RQ4P8y/7vV61jLKP9ybkY+c6/6NsqEn1bq4/2TUKh1ZY8gt+X60/IqUlRU6y2HEtD/0H8c4dq771DVB/p6/i9Vd5r91lQqnHjxjKTKTk52WW9WG7WrJnHY5o0aYLFixejsLAQ6enpMtAkMqPatWtn3+fxxx+X666//nq53L17d5w4cUKW6JUUlCIiIiIiqu36tIpERJAeWQVGKIoaNDJB5xJkahrm2urCk6PJmRB5TYvM56vLqXnysWDrKbkcHuiH3k5Bqp5xjRAa4PhZUGi0yKnR+lPBTzF5+ZUSERH5OCjl7++Pvn37yhK8q666Sq6zWCxyefLkyaUeK/pKtWjRQqatLVy4ENddd51LXaLoTeVMBL/EuYmIiIiI6rLB7aKxbE8SFNGQXPz3MzQuWU0iaFWW/JwMOc1QQjG6e3M8OqITtp7IwDbxSMjAweRcrD6YKh+COH3nZuHo27qRDFLZGKFmSoX4ld7DioiIqLJ8Wr4n+jiJ7KV+/fphwIABmD17NvLy8uyj8d1yyy0y+CSynISNGzfi9OnT6NWrl5xOnz5dBpumTJliP+cVV1whe0i1atVKlu9t375d9qG6/fbbfflSiIiIiIh87unRXXA0LRdKmrpsC0dtnTYcRrMCXSlldzbHda1FihU2W+Ixo3cLWa4nHtf1i5Pbs/KN2H5SDVJtTcjAjoRM7EvMlo95GxLs5xFZWkJkYNnPSUREVOuCUuPHj0dqaiqeffZZJCUlyWDTsmXL7M3PExISXLKeRNnetGnTcPToUYSGhmLUqFGYO3cuGjVqZN/n3XffxTPPPIP77rsPKSkpssTv7rvvls9BRERERFSXxUUF489HhuGNp+fKZY21u1R0qHt/1JJk6hrjSsOLcr59kxC37RHBelzQual8CGaLggNJOTJAtfX4WSzeccalfC+gwLUdBxERkbf4vNG5KNUrqVzv77//dlkeNmwY9u7dW+r5wsLCZMaVeBARERER1UeJSrRLs/GK8NM5MpvaNnYPShUnsq+6xobLx82DWmNU9+YyULV4WwJwBOh28lsAD1X4OoiIiOrU6HtERERERAT8ZhmEFFMjnEaTCh/rXGwnRrSuqBHd1EGJzmQVyqCUoiiAxQxoKx4gIyIiKo1rx3AiIiIiIqpxRfDHGksPXNC54kGpYH/v/Luzv5/6U0HEpGAq8so5iYiInDEoRURERERUS8mAUAXlFpm88twBOmtQSvyf2eCVcxIRETljUIqIiIiIqJaqREwKjYL1choXFVSl59b7qaV/snzPbKzSuYiIiDxhUIqIiIiIqJaSAaEKmj2+Fy7t1gxf3DqgSs/tr1N7SFnEJZhZvkdERN7HRudERERERPWofK9dk1DMublvlZ87t0jNjsrINyCO5XtEROQDzJQiIiIiIqpl7hzSVk4v79G8xq7haGqefT6/IL/GroOIiOovBqWIiIiIiGqZxy/tjMX3n4fx/eNq7BoaBfvjGeNtcn7RpmM1dh1ERFR/sXyPiIiIiKiWCfDToVdcoxq9hpaRQUhUouW8JSfRUU8oHlr+2zYREVUd/zYhIiIiIiI3o7s3h8X6c2F40mfqys2fAp9cWLMXRkRE9QaDUkRERERE5Ear1SAdYXI+PbC1uvLgH+rUYq7BKyMiovqCQSkiIiIiIvJIgRYHlTgEm7OAvDQgL1XdcOjPmr40IiKqB9hTioiIiIiIStRJcxIhpgBg3jWOlRpdTV4SERHVE8yUIiIiIiKiMmhcF00FNXUhRERUjzAoRUREREREHj09qoucKmLEPWdrZtXMBRERUb3CoBQREREREXl0JkvNiErNLZLTPSH9cTQtD5ZiMSoiIqLKYFCKiIiIiIg8SkjPd1m+fPcw5BaZkJFvADITauy6iIiofmBQioiIiIiIPHrt2h72eaNZkaPxCWdFUOr7m2vwyoiIqD5gUIqIiIiIiDyKCNLjddN4Of93ojri3gpzXxQYzGUfbFJL/oiIiEriV+IWIiIiIiJq0Px0Wqyx9ECSMQrpSrhc95elF64N3VX6gQWZwNdjgPBY4IZvq+diiYiozmGmFBERERERleqQ0hJnoQal/lPaIbPAqG6wWDwfUJStTrPPVNclEhFRHcSgFBERERERVZhRDMG37AnPGzVqqR8REVFpGJQiIiIiIqJyaRUVbJ9Pyy0CTm4CinIdOyT9BxjyAS2DUkREVDYGpYiIiIiIqFx+e3CInN5nfAipOdZG5nt+AkwGYMvnwM+TgS8uA1Y+X7MXSkREdQIbnRMRERERUbmEB+rl9Ky16bl09G91uvUrx7rk3dV9aUREVAcxU4qIiIiIiEr03o295bRzTJh9ndn5Z0T6YbdyvSKzBbtOZ+HE2XxAUarvYomIqE5hUIqIiIiIiEp0eY9YbH56OH6efJ5cXnTfuTBBDUKZRLNzYdf3LsckZhbKaVaBEdsTzlb3JVNDJwKhoqSUiGo9BqWIiIiIiKhUTcICEKhXA1F9WkXCbA1K7U3MVncoyHTZ32C22OdPnXVqhE5UHQ78Dnx2idp0n4hqNQaliIiIiIiowpaZB7hmS1nnxZLRKSjlr6mRy6OG7NQmdWpgQJSotmNQioiIiIiIKuwD8xg5TTibDxGXSs4pkplTu89kw+wUqNJr2VOKqps1Emox1/SFEFEZGJQiIiIiIqIKGd2juZyK3lK5RSYcTs3F7ek34THjvVCKNTa3Vv3VDf+8Dpw9WtNXQVWlsf7MVRwZe0TUQINS77//Ptq0aYPAwEAMHDgQmzZZUyk9MBqNmDlzJtq3by/379mzJ5YtW+ayjziXRqNxe9x///2+filERERERAQg1N9PTq82zJTTQqMZaUoEDikt7fskKDFyqkUdCQwUZgP7fgMW3FbTV0JVxaAUUZ3h06DU999/j0cffRTPPfcctm3bJoNMI0eOREpKisf9p02bho8++gjvvvsu9u7di3vuuQdjx47F9u3b7fts3rwZiYmJ9sfy5cvl+nHjxvnypRARERERkZWfzr1RlG1Evlkm9b/L85UAObVYaklg4Nga4KNh4oI8by/Mqu4rIl/RWL+fDEoRNeyg1KxZszBp0iTcdttt6Nq1K+bMmYPg4GB8/vnnHvefO3cunnrqKYwaNQrt2rXDvffeK+fffPNN+z5NmjRBs2bN7I/ffvtNZlYNGzbMly+FiIiIiIisbh/S1j6fqwTJqRFq9lQR9HJqsfb1sZhrSV+fnd+p00LXkQLtDHmOeVNR9VwT+cThtHwcSslFcnZBTV8KEZVB/ZvDBwwGA7Zu3YqpU6fa12m1WgwfPhzr16/3eExRUZEs23MWFBSEtWvXlvgc8+bNk9lYooSvJOK84mGTnZ1tLxcUD09s60vaTkQVx/uKqPJ4/xD5Bu+tymnVSM2CEgI06ntnKPbTwmzNnDIZDbXi/dWJQJPod/X1VVBaDYal181Ak8727ZqzJ6C19sMy56YDIU1q8Gprv9p87yzekYQROjO+WXUQT9/UvqYvh6je3FsVUd7r91lQKi0tDWazGTExai25jVjev3+/x2NEaZ/Irho6dKjMflq5ciUWLVokz+PJ4sWLkZmZiVtvvbXUa3n55ZcxY8YMt/V//vmnzNwqja08kIi8h/cVUeXx/iHyDd5bFdcmVIfjuRq8aJyA2/1+RyH85foMJUxOTyvR6I6j2LFjB3LP1Hzz8H6nTiCkyFqi998y+VgdPxMaxYwAYxYGHp1t3/f4wtdwovGFaGjC808gwJSD1PBz6vS9Y8vSS0pOwtKlS2v6cogqZXktvLcqIj8/v2aDUpXx9ttvy3K/+Ph4mfkkAlOi9K+kcr/PPvsMl112GWJjY0s9r8jWEtlUzplScXFxGDFiBMLDw0uM6okvwSWXXAK9Xk1BJqKq4X1FVHm8f4h8g/dW5UV3OYubPt+CbUonbDN2sq/fr7TCQ8bJCEceLtVtxjnduuKi/j1Q03TffgXku5blje6ggebYOmiSNgEREcguMCLIX4cexm3o1vsmoHlPNCS6zy6WU/P1U+r0vbN/kxqIahwVJdvBeI1tZMlSqnSIqspYi++tirBVqNVYUKpx48bQ6XRITk52WS+WRS8oT0S/KJH9VFhYiPT0dBlsevLJJ2V/qeJOnDiBFStWyEyqsgQEBMhHceIDLutDLs8+RFQxvK+IKo/3D5Fv8N6quHM7NHVZfvbyrriiZyz6v7gCx5Tm6K5Rs6O0GvX9rXEF6W7BBO3RlcCZHXJ9Wp4B887G4yLtdvRoEQFt4jagVT80KNb3R1uBz6s23ju2TCkNFO9em2iU330ccO5k752TqA7dWxVR3mv3WaNzf39/9O3bV5bg2YiRN8Ty4MGDSz1W9JVq0aIFTCYTFi5ciDFjxrjt88UXX6Bp06YYPXq0T66fiIiIiIhKptVq8M2dA+3L/n5aNAkLcAsMtDv8JWqDXIMJJzMKYLZluwgWk322wGDGN6bhjm1KLWnQTqVLO6wGi36+X13++AKM1m2Qs4ovPsM9ZSdFEFEtGX1PlMx98skn+Oqrr7Bv3z45ml5eXp4syRNuueUWl0boGzdulJlPR48exZo1a3DppZfKQNaUKa7po2KdCEpNnDgRfn61qgKRiIiIiKjBOLd9tNu6Fo3U0fgUa1AqKm1rxU669HHgvx/hVRYzjqbm4XieHh+2+8CxPmm3fdZPp0EWQpCgNEWhyQIUlq/0pF47exTITUGtdXQ1sPAOx2cpPjOnoKPWW0Epswk4/q86b2GwksibfBrRGT9+PFJTU/Hss88iKSkJvXr1wrJly+zNzxMSEuSIfDaibG/atGkyKBUaGirrf+fOnYtGjRq5nFeU7Yljb7/9dl9ePhERERERlcJ5BOwiEchxYrH++7cCp8yk8ji5SX10vxZeY1ZHgYrQ5OGNVSfQof9EXJT8Bfx1Tv9Gr4gRBPV4yngn+uS9idgwzy1H6pzcVKDgrMtIg+W2QE0mwN2rUSstf9Z12ejaWFlr8dLoZSILK9XzYF1EVDU+TzOaPHmyfHjy999/uywPGzYMe/fuLfOcokG54px2S0RERERENaptY3VUa4v1v9PNlSnKEBkpvqCoAbNDSgs5vWdzU/zinyN7Rwkmi4LUXLUJejZCsCcvDLHFAhx11oJbAUNuuQJLBSYzzGYFoSLjKNDzgFC1hqfvysE/XBaDzTneeS4GpIjqZvkeERERERHVbz/ffx7G94vDhZ3Vxucvje0up01C1H//LvHfkvf+DKTscyyLsqhP1dHfvM5axrXQPNS6Qs3wyio0Iim7EHsTXUv1si2BOJ3kOmBTnSUCUuV0KDkXR9PyULD+U8BY6Niw8zsg8yRqFbPBMW/LatviOmq73uKlwGJsL++ch4jcMChFRERERESV1jOuEV69toe9lO/C+KY4/OJluDi+iWOnE+tcDxKRqjWzgJ/ucawzFvjuIq19gGx9ruyXlZ6PlBw1Q8pZgeKPxVuOoF4pq9Ik3fF6jSYTcNqpF9jmz4DvbwJ+mAhs+kQNJlqzz2qMU5N6hDQpYR8vVdcEhMlTHUnLQ3qeUzCMiKqMXcKJiIiIiMir/HRaNbAhYh25BkQvfw64c7ljB0/Nor3V/8cD4y61cXo4Ss6cSVPUUj6hCP4IgO+up9rs+NYxb8gDAkJL3vdHp369IsC403rsqDeAZucApzarzb5Fhtv2edAFRaFjQTQ0pxoDcf0BP3/URFBKNKX/fnMSLossQuPQAJw86/iMm5iTvPNcx9Ygu9CIvCKTfLi39yeiymKmFBERERERed0/B9Tyt0KTWS21KnLq75NxzP0As1G2RD+TVSjL6rzJvGuhnAbAkeWywtzXPv+q6XrcY3wEw7uoAzIZ4YdIjZf6EdWkjXMc8zmlBGg2zHFPMIobIHtt5TftBeiDgLZDgQunArf8DFzxNpR2FyAy7zC0f0wFvh4DrJgOHFrh+jn7ksWMfKMZB5NzoIMFSVmFSM4uRFaBER+ZrpC7DCpcI4ZuLztLrAyKUyN/MTojEXkPg1JEREREROR1WqVYYOnLyx3BgcwT7geYilBoNCMtt0iW1XmFCMR8NAyp6enq0yIUx18ZLee3KJ3su222xMuR9x4boa47V7sbHTWnUR+YFQVGEWVaeAewa4HnnXZ+6zJGomLIhdGsYMMZE4a+7jo4FbQ62WPJMvA+bGr3MMxjPwF6Xg9knwFWPa8GqBZOApY+7tPXteVYKg6nqP2yemiPymDR7sIY3GF4HEssAx07fncj8O0NwNq3gBPrXXtllea/H4F9v8pZEfgSAS8hRpOhBrqEbXPdAnpEVDEs3yMiIiIiIq/bg/buK81GtcxLo/OwzSADKF514l85UawhlzUWtQn7Vb1ikbxrj303EZASWkQG4Ye7BwNfAIF6HbDobuDqj1CXHUjKkRlPXZuHw+/AUqDHOI/72UZNFPyPrkS+xSQzxtJyDTCaLdDrPOQziDK/qHZATGeg70QgNwU4vhb4921HyaB/iE9e17bjqRjktDzZ+BD0Fg3UfDuVyawAOYlA3EAgYSOwZzGg8wdiewOtBgGtBgPhzT0/wbp31WnHEfYsKUGWdWafAhq1AjZ/qq4c5NQbjYgqhJlSRERERETkdSb44RnjbcVWWpuZh8Ygs8CIfIsjOJVXUICjqXlyfrulg3cuwtoAOzRADTrpRJYPgEvP8RyI8Ndp0aZxsHx+GaRJ3e/IiqmjREBKkIGVRnEl7ide7vumq+S8+Bw0R/+GHmrfpu82JaBIlGGWJbQpcM7VaoBKPrl7E3lvUcxOjc6tRHaXMxlYFM59ALjhW+C6r4EBk9T+ZevfB769Hvj+ZmD9B2pjdxE0LW63Wvrp4p/XvfdCiBo4ZkoREREREZHXiSCHaBgu5BnMCPHXqSPsBUbgaEoWcmVD6nz0sO7/48bD6C0SpqCD1qWYrAqCouREax10b1w/NSgjAizFR+KzBaXCA/XIQTAstpHb8lKAsGaoi2TZnpXMFju6GjDkA/7BbvvK/lEIsO8rGnqHa9Sg0jM/78Gryw5gWOcmGNE1Bhd0borg0n5JxpzjPkKel2mVcgTJbIKj1ayuyNbqo8d1ahaXCEQlbAAOrwB2fQ/og4GW/dQMKg+jQs41X4KbdcuhtOgHjci8IqIqY6YUERERERF5XW6RCceVGOy3tMLUxGHqysRdcvLzut1u+7c//Yuc7rG0RiNNLpCn9oGqEsViHwFwlmkc9iZmy+XecZEed9dqNQjw08Kg6NVm30LaQdRVoum3jT3h64vL1EBLbqq6/NM9MiD1R1Io1lqswSQAqbmOLKf+bSKRZzBhya5EPPTdDvR9fjkmfrkFa5I0SMzy0KPJVp7paZRFL9FZs7iEt0zXetzHbPsQRaP24kRZoWjePmwKcNNC4JpPgV43AvlnXTKhFFGSCOAewyNYYL4AmUooTGYz8PsUr78mooaImVJEREREROQThQjAFNPd6Ko5rq7460Wg0wgMPPU57IlKIlqi1SLIojatTkc4emiOAvOuBu5eXbULEFlOMlPLhCLosfNkplxuFR1sL02zGW/NotJoNNis7YlLlK0yX0uz7j01eCGcPSYzvRCsZmDVdmcy1SyfT02jMVW/E+Gwjoz3+aUu+x1OzcVK8/lQPOQsXNevJV67tifSc4uwcn8K/tyTjDWHUrHuyFkZGvrxjX9wTotwXNKlGUZ0i0F8szBotNbzVCSbqYLEiHs2f1lEjp078bmLbDG9yJIqjdjeuKP66HMzUJgFrHlTZpYZ9i6Vu5igBtpyEQTN1i8d6XdEVCXMlCIiIiIiIq/rHBNmnxdlYfuTctRysu8mIAWNHDuK/j4iq0ffFP9Z2sGsODVBNxmqdA1Ff8zAoVQ12FWkqH2lbNpHqqWFwktju+PVa22FhMBmY2sZkBINvhHTTV0p+g0tuBWYO7b8I7jVEkXww89nInA23/P7aTBZ0FWrBg5fMN7k0o/pxoGt5TQ6NADX9YvDpxP7YcezI/Dhjb0woIkFkcF67D6djbdWHMRlb6/B+a/9hVkrDiMlpwgWkVHkI7pSAl53DW1nn9+XmI07vtyMuRtO4FRGOUd1DIzAr03uRnaRyd58P0CjvnctNan2Pl0Z+Uak5xnqfN8xoprETCkiIiIiIvK68zo0xoFkNTPnuNIcBrMFZ3MNiNGeQpLSEu00iY7so6bx0ClGGOAHk/O/mx/7B+g4vOJPnrRb9gyyPb8gMqU6Ng21L7eP9odIHPrSNBJjIoPcmrQLIpDWZWhPdWy+lTMcOxjzAX0g6g4NTigxOJWxB1HBjmCcs1/M58rpdqWjnJpEQE4EY/zc8xiC/HUY3qUpDMcsGDFyGHadycXyvclYvi8ZJ9Lz8WdmGobrC7Fy83HcMFINavmqp9Q7pqvl9J5h7WXfsgcu7ohtCRnABse+IsNLPATxHbgovqnsi9WvTaTHUQVFz7EHvtuBX/zz0DpK7b/lHCwtMJjl+3LSGuTS5WSjUYRToJWIyo2ZUkRERERE5HVTLu3sts5ibWAeE+L4ga/8dLfsbxRkyIBRBqWcM6UcTaYr5Of73Xr+iKDUhIGt7MsnUjLkNBWNEBrg9JzF/HsgSe3afmyN03X5blQ5XxDv+vfmC/Gw8X73je2G4UbD09irtJGL4jMQbNlAnoJSzvx0WgxsF41pl3fF3/+7AH88PBRm68/MA4lZ3n8xtudV1M9gs0X9nj15WbwMSAl7TmdhrGGmfd9LuzXDuL4t0SQsAIdScvHRP0dxwycb0Gfmctz3zVb8sOUkUnIc2W9ypEIAC8zDcEI25AfOoLF9uwhGiX5VIrNPyE/Y4bPXSVTfMShFREREREReJ8q/erSMsC/PMN5iD3C0iQqExdpUyhDbH/jmWrQ0nYAROuRDzUCSIZFCtTF5ZTlnwYigVPNGjoyognw12CCCYMH+7gUkNxumyumJ1Exg40euG0WmVB0iRhq0QIujSiyMjbu4bDMNvB+5cB2Nb6LhCfu8fxlBKWeiH1fnZmE4t41aujk2cBt8IvUgIgtOytlC6wiPzkTASIziaHNJ1xi8Pq4nNk69GL89MASPXdIJvVs1Qq7BhKX/JWHKj7sw4MWVuOLdtZj15wFsOKI22TeoOXJIVKLt57rb8CgeMd6HNQM+xD5FDXIGHVvum9dJ1ACwfI+IiIiIiHyid1wj7DqlZsscVZoj32CGrIYqzESOEowcBMM/zx/xADLzDWitScZJpancXzYZDwyv0vOLgIrsCyV7SvljRNcY+za91iJSt2BUdAjxEJTKQiiylBDEnf7d0ZS94yXAoeXAme1AdHvUFbYAoPD7juO4oqU6L9Y+tvSMfZsIIorPKwPq+y5GmmtWgaCUTZtGeuA00CzFKbvMmxZNQo+cIiTLwJH7ZxcSoK4TwaMi+OP5UH/76IrntIiQD5FVdTbPgH8OpuKvAylYfTAV/53Okg8bg6Ke56yiBtnuu6A9Pvgb8NdpcduC47hAq2ZPFelCfPM6iRoAZkoREREREZFP/G9kZzx6SSd7nyYRBBB06QcRocmTgafY5NX2crFWmhR76dfu01mu/aUqwWJtUi2M7tVSZvLY+GnUbSKDKLiE8j2RRdVY4whS5PeYqGZwrXsXdYl4jTZtNEn24Muu01n4eYcjKPXpLf3s8/cZH8Yk42MI0JVc2lgS28B0OrMXGsIX5QIfDQOS96jLTk3FRfabGDFwwT2DXQ65uIsafDyitMAppUmJfbSiQvxxVe8WePv63tg67RIsvHcwJl/YAV2bq0G5btbm7+J5pl/RFeOsIzSKxvDCaktPOc0JKxagFKWe+WJ0QiIqC4NSRERERETkE2GBejx4cUdZtpeLQKyznIOTGQUuZWXODiktEKhzrDuepJZRVYhT0EI0pLYLdG1ErRNpUqLUC1qEWjNrbO6/UA0yRGsc5YNn+jyCgW9skMEc2XMo61TtCDyIgM3a2aXuotWW72df03BH83YRzBFZRgF6baWDUlC8MCpdxjF1uvg+dZq0Sz21oiAA6siN/dtEuRzi5/QdEhoFu4686IlOq0Hf1lEykLr0ofNxXb+WiECe3CZKAb/bfBIRQa7nEQExkYVmNDqNamg2AX9OU0dpJKIyMShFREREREQ+Nf3KbvIH/Cum65GRb3AJStnK6/7SDMRTxjtxiWaTfbtpzTvAtrnA3l+Ao6uBMzvU0fpEMMjiFHByVpiJAqMZedaAlOgNNcnwGPwDAlx222Npbe8XJPpfORvQNtq1L1VwNM5dqLf3L0rJKQK+myB7YdUKe34qdfMOjaPpvCjJK40Yxc6ZKFWrKMXP2hdMpJWd2qoG8MRnVxk/T3Zdtma7OXLgylY8mFQet57bFkssA+W8CD2JkRjDA91LBbVQ0HL3HMeK/DTXHZL3yh5YROQZe0oREREREZFPXd2nBaYu+k92MRKZJeKHvKCBgtOZBYgM9sdRUzQUXSAC4AhaGUwm4L8FQFG2NcJRTEAYEBihZkHJaQSQmyxHWEtQmuJX88VqbyiRKOXnGnjaaOqAa8wzEBbi2uRbaBrmCGAF6XVQ8tWMLdGIXSgyWQNiJQXGaplCTQimX9EZ03/dixWWPrhW949cP9V4p32fhfeeK6cPD++IOauP2NeLPkwVdTZULdmUoaMljzo23K2Wanr0/c1ASBPg8lmet4fHqlOdGhi0fR1EuZ3broF6tI4Oxol0tSF98Uy48ugaG46tls4oQAA+NF2Ju4a2kyMNepJTaET44RVAaDPg14cc301h8b1lv3aiBoxBKSIiIiIi8qkAp4CQ6G+khRrMET2khN1nsvC7eQAsWgUfGS/Dw34LHQdP/EUtyTPkAIVZxR7ZrsuZCUDqPnmYyLrKhqMBdZC/a1DKaBZRDT/7iIDOOsWEqYEMRfxPwWl7yaHGbVS/apFxAjj6F9D31vLtn3Ua+O5G+6JWo8Gt57WV/ZN6zVTwp7mfHOXQ9v4cf2W0fd/iWWOVcSpT7SWVmW9Ek1DXDDUXuxcB/74N3PGn+tmJR0nMaqme+MwNZou9r1OnZtbgTzG/TB6CnjP+lPMlBZPK0i4uFuNPPivnx/ZuIaexEYE4k+XaKys9z4AWK593PbgoBzDU4lEaV8wAWvYH4kfV9JVQA8egFBERERER+dxF8U2xan+KWx8pGwP0ojM50jQR7htFTyRbJlQZzBYF1zz1C4zFfuqI9Z54CjCJ/kLzJw0EPhZZMCaXbdssHTFcewLVavVrQPJuoMf1gN7R96lEZx2ZTmeVcHvTlkay4bcGSXCUJ865qa/b4Y+P7IzX/zhQ6cv9cesppGivw//wQ+k77l+iTj8bUfZJ81LlxLJ0iiylk/PQIKRYsNHGlh0lMt0qK8ipn5Yte27V/y6QQTGRjdXmSev1l+SLyzyvz0tX+22FNkGNObJKfTAoRTWMPaWIiIiIiMjnRImebUS70uxS2uF103g5H+ahh09Z8g0mt4CU8MeeJI/7F2+K7SlYNd040R6YEEEpMYqgGC2w2vhZR48TZYzloXG8x39besogW0laNApyW3d9f3WUuaut2UGVEQZHQ/sSiWwiT0Rt3v6lMjvKaFFw4mw+8o1mmTFncmpkP9N4i1sGnI14zbumj8C2Zy6p9GvYlpDp9v0VmWQiICWM69sSs03XwK/Y+3u62YWlfz/mXV09/cjEe1XgeA0eeSqLJapGDEoREREREZHP9YxTs5xsmVJidDebOw3/c9pTgzWWHnjfNAZLotRgUEXY+ggV1znGc5mXvoSR6URQapm5v5wXpW62DKIgjdrzSjRTr7a4lK1JeLEeViaTGcfS85CaW+S6v8bxmtZYukNnbQ7uiaeXHx0agKMvjcKs8b0qfcm/WwaUHQApKciWvAdY/arsJ3bybD6yCow4nJILfDkaSdlq6dwi8/nYpnRCsH/JgUsRPCopaFUethLBknprXdEzFqssfRDi1LNqe7+X8djGEOxNLGcAsST//aiWYVbFH1OBr8cAR/5yrEs7DBz/t+zAIFE1YVCKiIiIiIh87sYBrTC6e3NYFPXHvcgwSVYi5XwK1Ondw9rZ9//DMgBvHG+HZbuTsOnYWRxOyUF6blGJZXg2aw4VG/3M6rkru1VoZDYx6pwOalCiEHp8MKGP7B0kSsaEY2l5WOc5+cr7RKmXOuOyete2DbK8MLFYjyMRlJKZRdYg4MB2USWeunW0o++Ws8o0OLcRJXOid9iVhhfkKIgia6hQBHiKN4Y3FbtuG0OeffpvgTpKomTMR3aBWk75pflSOQ2uQtCpqmzZdO/lXmBf9922VGywdMUhpSXQtKt83UVOwS0XCRvVURxFb7Ti/bPWvevSF6xSEjao0xXTgY+GqUHBhXcAfzzl2KfgbNWeg6iK2FOKiIiIiIh8TjSbvmlQa5j3q8EOUWI3yeicIQVMvawLPlp91GXdPfO2uiyLpB8RSIoK9kdkiL8sq4oK0cupWP5l5xmX/Y+9PEpmNBUvYVt472C88cdBvHJNd4/Xq/fTQKdRgwkm+GFwu2hkFxjRVePoJ5Vn9oOiKNCUkonkFY1aqU3A7cEpVYf1U3Dc0/5aP+QVOXphvXx1jxJPXZWeSyURGWUzf9urZr2lBCJWowYK/RMzEN/SqY9S/OXAvl9lqO1kRr7M6JIFg6usTcM1jpEabcT7/YLxJvuyL4NSQzo0xtrDnoOcgr+1Sf5+SyskZa9B41B/rDqWKz4wHLHEQlFMOJisZiJ5/AT+nQ1knwF+uBm45WfH+hS1Wb/XWVz7o0mivE+NCRPVCAaliIiIiIioWohSKkWjlpoV7/sUX8Ioaud3bCxHj8vIN8heThl5Bjmqm3ggzZpR40FYgB8+ndhPBow8tY3q2zoK3941qMTj/bRaZCqhcr5IUcvAxvZpgUt/GoG+2oOyLK6T5hTyDWaX8i1fyDFYUJRnQPSxNdD0uqHM/Y9lFiHHmj0lMqWcs8HeGt8Tj3y/E/1aR+K9G/uU2m+qsm4f0tYalII9ICVsP57mEpTak5yPgNQ8tIoKUj9Psb/ZCI2tpCxhIwKt3xcbEaLapHTxOLKjt717Q2/M23ACtw1p63G7LRYp+qSl5BTKRwFsvdO0MBrK6KslAlJC8b5PAer3DjrPWXyVZiqyv4fJ2YXyOx3BTCmqYQxKERERERFRtRBZLYVQS7gMiutPkf+N6GxvvH060/Fj/rkruqJDU9eAVZHJLIMYtiDV2XzrNM+I/UnZsgfR7PG90DS8HCPVlUCU731jHo69ltZIRSME+GllgOuY0hxXGl7EBN0KdNEkwGT2fWOpNQdT0VJTAN1f7yKy6xjAP7jU/V9ddhD3WefzFXXUOJuxvVtiTM8WMqDi8wyvYnQWo9onKTxWRnR+35GAETqTfTQ9wfLJxY4eWGkH0VGT5dhWgfJLbxCZdw9c3LHE7YUGs1vz/gKo77cZOmzfux/ubeTlIJNQoJTc68vWeyuiZeUv3uwhKyonUb1GoxkpOWqAqsfen4H2F3nYN1ktHxz7EdC4Q+Wvg6gMDEoREREREVG1EKViti5CxmKj8IkfysJDF3fElIW77OtbRbn3PBLZMTHh4lH5oFNZdDqNzOayZeUUD+CI3lKic5LzaHC+EmR918TIgpFfXAbcvVoui8CGJyaTGpD43HQZkhHl1X5RVXHh5ruBff7AoHuBntdDrzF5DNiIyxPlh7Ym5mIEwQu0O2Xj8ZsMUz2W0NWENo1D3IJSIhgltNCkIQiOLC/zyS3Q+emBXx7E7jNqoK17iwhrh7ISglLFe3BVRMYx9VStz4PmhLWx+cI71dM69WXLObYFYeI7fPYIENkW0FlDBKe3qOV+KXsYlCKfYqNzIiIiIiKqFoF6HfZY2ngs37swvqmcXtc/DpufHl7jQYdQp5K8QR4ahYtAhBaWMhuve0O0Rm2EXd5nCrAGe9ZaPPfLqg7j+rpn+dgDMEn/yUkATEhXwl32sSgKUnOKcDQtD6cy1JEUTYofphrvxE2nrkI2rKVtAJ6/6hzUpNhGQXjgog7QOH0yA9qo35UQe/hVpVnymAxIOROln54pyC0ywWBUSxorJXGnzDi84Z9IZBU6ziMar4tz/2I+Fzst7VEogsEb56gBq08vBk6sV3fcNled6j03wifyFgaliIiIiIio+npKWUMT4cGOwqZfJp/nEgRqEhaA7+8aJJuR1wae+i5ZFHV0PrMtq8WHDiuy/bdbqaAoU7TLTbXP+sNkz0ZrE116qZ+vvHate2tve4BRjC4H4FztbvhZyzltxNuZaX1dtqkZWuxR2mKLEm/f78MJfXDzIKeR+WrIo5d0QhjU4JktuPr+jX2Qby3jcw62FScy305lFsjsMGcr9yXKoNw/B5KA/34EvroC2PgRkFdy03U3foFytMgTlhicSM/HrtNZ8nlE4/VxZ+/Gp+bR+NdiDeod+tNx3LIngcMr7aV+EFlWGR7b6RN5BYNSRERERERUbeV7exU1kHDTkI64e1g7TBjYSpYxFTewXbRsRl4b6LTuP5tEoESMzlcdPaVMiloSFqi3XodR7bllaw4undpsnw20ZkoZ4CcDfDVBlDuufvwC/GnuZ19nLzc8uRFI2S9nIzSOZvWiV5cI3sjsHSee3uHLujdHbSBeZ68Bw7DB0hU3GZ5CaIAOo3s0dwmyFn8N6yzd5DQxq1D2RbOV89m8vFQdfa+pJhNY9y5QmA3sWQzMHw/8/SpwVi3NK41BpwYjsxGMheahcj4t17VpvB4mNSBWkOF68MqZjvkjq4BFd5frvSCqDAaliIiIiIio2jKOvjFfjNsMU6D302PqZV3w4tju1d5wu6L8PGVKQeO78r3fnwS+GGVf1GnUIE1ukTVY890EHE7JdT3G31FmlZyZYy+R9MXoeuWl12nxnnksrjS8IJfPRjsCVNj9o8djPCWeKcV+tn51+wDUJqHBgXjJNAHZCLH3wfLTKB4zpSwD78ErphtLPZ+2eBjOLwCYsAAYMEkNPi64Ffj9CeDMds9vGIC8ggL7d2CpWX2/TNbvaooSKaeZCIXJXI6eaKZCeyCUqM4Fpd5//320adMGgYGBGDhwIDZt2lTivkajETNnzkT79u3l/j179sSyZcvc9jt9+jRuuukmREdHIygoCN27d8eWLVt8/EqIiIiIiKiqRIAhHRFILZa1URuJTC7h9vPa2tdtevpiXN27BRqFBlkbnTsFBb65Dtj0SdWfOGE9YHBkEOUqQfZyL/ls+ek4nuoalCowKYAhX5bxdW4cIMskRd8rjedW2tXCT2d7bg2OKLFQzEZHqdqh5XKEwxXmvi7HTDwz1mMA0NnAtrUjg845+GaTY+3fVDwWaIsdGU1qYPGgElfi+R7q6vjsJVMREBAqm8Pjhm+BC58CclOAXx8GfrpHLbcr1hQ9MyffXsKZikiXTKki+MupKN9zKQEtNvDAkbQ85Nuy1kRZH1FdC0p9//33ePTRR/Hcc89h27ZtMsg0cuRIpKSkeNx/2rRp+Oijj/Duu+9i7969uOeeezB27Fhs377dvk9GRgbOO+886PV6/P7773K/N998E5GR6o1GRERERES137YTxUqGaqEnL43HzudGYEjHxvZ1TcMCMWt8L4QE+stMKZdeQbnJwPZ5Xr8Ok1NT+P9Oq6VeFsU1wyUpIwdY+jjwzbXo3CTQ2khegycuc/Rhqm56p7JHMSpd7pH1slQtOUcNjohXsF+JwwLzMGy3qCO8iYBleRrm19aglOjdJOQUuAZdRbBKBHrO+TFMLk8x3lXi+fomLXBd0fkyx7xOD3QaCVz7OTDqdTVDTpTbfTcB2L3QntG0Ys8pGcwrnmXmzAItNpk6yM/BaFGghKu9y4Qng2fIERBPnrX2yzqzAzAZyveGEFWAa6Grl82aNQuTJk3CbbfdJpfnzJmDJUuW4PPPP8eTT7pHWufOnYunn34ao0apqar33nsvVqxYIYNO8+apf7i/+uqriIuLwxdffGE/rm1bx79ceFJUVCQfNtnZ2fbMLPHwxLa+pO1EVHG8r4gqj/cPkW/w3qo57RoH14n3PdivhO+HRivLrAoLDfbtOmuAylzF1+V8Hs3+JeivVfsv2eQ36QmzUf1984lpNCb5LYFSlAeLdVQ7jbkQRsUP0y+PR7dmIT55n8t17yiO7J1OmpP2+eTsQjQJ9YeiKAiEAXPNI+zbTiuN8Y+lB/prDyAI6mtsoc8VUS1p9WPn17rvzTGnrLUnR3ZUf2daf2qrZZ6K7B8lONa7BoucX5PzaH4i6Gk+7zGxg/sTN+utPtIPQfvfAmj+fRfY/DmU+CthyUmWwcyWjQJxKtN1JEBnoufUoeQcFJksQOJetIoKRnigH34+WIg7/CHLU+2B158nw3zl+5V+n6hh/b1kLOf1+ywoZTAYsHXrVkydOtW+TqvVYvjw4Vi/3jrMZDEicCTK9pyJ8ry1a9fal3/55ReZbTVu3DisXr0aLVq0wH333SeDXyV5+eWXMWPGDLf1f/75J4KDSx+NYvny5aVuJ6KK431FVHm8f4h8g/dWdVJ/gpw+dRJLl55AXZWbp2aQ7F/xNY41Vsv8hmWpWTKrly6t0rlt50n6bBKaZYmqEUct2DGlOQJOnsS2s1sg8lpEHyMhYO2ryNap2VN+GTtk2dbBfXuwNH03aureUdsVef7JmZ2VBbNFI0sgnRmgxxum8QhHLkbqtuBm3XKEK9mYNUht3r5j3V/Ygdrlx22O17j+7xVy+q5pLIZpd2KH0gFv69+T60RGWEmWLlkiuqbL+V5OCRVL87rgjVf/QL8mFgxsosC/xCSxXgiIboOWGevRbO1nGJyjZjWdzRGZU+4lnM/0NuH57X7IUMLUgJRVwtl85IR1kvM3GaZinv/LSM/Mgl6cImtjlb/b1HD+XsrPd4xKWSNBqbS0NJjNZsTExLisF8v797tG+m1EsElkVw0dOlT2lVq5ciUWLVokz2Nz9OhRfPjhh7Is8KmnnsLmzZvx4IMPwt/fHxMnTvR4XhEYE/s7Z0qJbKsRI0YgPDy8xKie+BJccsklslSQiKqO9xVR5fH+IfIN3lvV76H16vDz7du2wahRNVdaVlUHThwH0oDR+T/Cf9TfsmmQLvFNuc1W+VFZtvOE4ygQEQHkqZUeQpGiR/NmMbgwJBdIUEfYE9k4RwtDcV6sGnzomXkYZzUG9O/TC6N6NK/Re+fRjernXZzJT/TJKsQaSw/7Or1OA6N1NMNshGKzpbMMSiX7Ncfto6v2nvrSRvNezN90yuWzF9/znyzny/ktls7opz2AbKXkhIjLRlwMjV5N0Dh78CVkGYqQpERhcuoVMqh0PFeHlcl6TBgQh5sGxiE6tKRRFW8EinKQ9+5I2S/qiVFd8dyv+3BIaYGOmtNyj/hmYbjl6sF4fvuf6KhRr1u41fAEvvR/FfemX2v/DG42TMVcvIxzYsO98t2mhvP3Ura1Qq1Gy/cq6u2335YZT/Hx8XIEDhGYEqV/otzPxmKxoF+/fnjppZfkcu/evbF7925ZGlhSUCogIEA+ihMfcFkfcnn2IaKK4X1FVHm8f4h8g/dW9XlrfE98tPooJl/csU6/51p7HyEN9IpRHSFNZLpo/aCt4utKzC6S2Suto4PdclwK4Y+T+zYiPnwnRDjBomhlmVah4getRs14sRV/BQf6+/w9LuveeeeG3njwW0eP4J/MQ7DW0h1vZn0ol9Oceki9e0Mf3DNvq325QFF/wxmLCmr1d2XGmO64pGtzDGwXBb3e/Sf266br8JDfIqy09JHLL449B0//5JrBdiI5FR3bqhl3RfpwzDX3wgLzBfbt53WIxr+H0/He30fxydrjuKZvS9w5pC3aNQl1vyB9FP5odhe0R1aiRbjaJP8x4334xf9pOX9Oiwj7+3mO9ric7ra0xVmE40rDiy6nykIo1li6o7smQX4Xq/rdpobz95K+nNfus0bnjRs3hk6nQ3Jysst6sdysWTOPxzRp0gSLFy9GXl4eTpw4ITOqQkND0a6denMKzZs3R9euXV2O69KlCxISEnz0SoiIiIiIyFvG9m6JZQ8PlQ3D6zK9Rg39KCIElJMIi8mIE2fzkZKnlplVhRiZMLvQCKNa/+aiCHrZ58fPGhRrrkmHP4yI0WRACYqUo9vZegAF+Pl8sPUyXdkzFlumDbf3UlpiHoRDSkvcb3wQM403u+wrMniKB+BsTdJrM9Ho/ML4pgj295zzUYBAvGK6EblQM6UmDGzttk9Q8jbgoJpVVlhQIHuCOfvmzkFY+uD5cuRH8fnP35iAi2etxl1fb8GW42fdzrc7sB9eMN0sr+35Md3kuseNd+Mh42Q8PrKzXBbrn7A2XP/AfGWJr88MLY6lFRsRkMhLfPanlCin69u3ryzBc85yEsuDBw8u9VjRV0r0ijKZTFi4cCHGjBlj3yZG3jtw4IDL/gcPHkTr1u43NhERERERkU9/SIn4z7F/cOa3F2W51LGzJTeV9oYCa6DGlkIlRgC02ZpowBsnO8NkLYHzrwVBKdsofCKwIdimJ5UYbFHiMahdlH2/kAA/DOnQ2CVL533TVfjEVH9KxlpGqplLHZq6ZjhFb5kN/PUiMvIMyCkotAfxnHWNDZcjP/4z5ULcNbQdQvz98OfeZFw7Zz2u/uBfLNudKANWgi2gKb4D8c3V0rsDSivZkywiSM1guX5AK+xTWsvsqFNK0xKvWfT9yi2qerCVyBOf/ikl+jh98skn+Oqrr7Bv3z45mp7IgrKNxnfLLbe4NELfuHGj7CEl+katWbMGl156qQxkTZkyxb7PI488gg0bNsjyvcOHD2P+/Pn4+OOPcf/99/vypRAREREREdnZqvdkCGDrl4g4tcrrzyHOnVngOoKVyZZB4xigzR7Q8c87gw/MY/BzQU88b7wZAX61I8PITyfGk1OjaKL/lTORgfP5rf3wwlXnoElYAEZ0c+1J/Ielvz3DqD5Y+pDaZ2rS+W2x0DzUvt4aS0JGnsiFM8Hk9FP9mj4tXc4R2ygIT43qgnVTL8JTo+LRLDwQ2xIycc+8bbj4zb8xd8MJmWkniEwpf3upKezrbNNAveeQwGvXOnp9na9VR3UUmYBE3ubTnlLjx49Hamoqnn32WSQlJaFXr15YtmyZvfm5KLkTI/LZFBYWYtq0aTIoJcr2RBO1uXPnolGjRvZ9+vfvj59++kkGs2bOnIm2bdti9uzZmDBhgi9fChERERERkZ1Go/6OKTCYERbgVzxGVHkmddQ04X3lOgw/+xkKECCbZIsSPVumkWIt0QsK0Iv0I+Q5ZbK8Y7661pTvCTqtBkFQR5SzFMuLSM4uwkXxjkDU+P5xaBTsj3kbTmDTMfeytLqid6tG2J6Q6bY+PFDNUgrU63BGibavt32efqYc+yiENlMuVcvtPJ3rrqHtceu5bfHbrjP4+J+j2J+Ug2cWO/pViUwprXVUP+fPwyZIr0Oh0b1MdFzflpjy4y6XdUfzg8D6JPI2nzc6nzx5snx48vfff7ssDxs2DHv37i3znJdffrl8EBERERER1YR9ybk4D0BSdqHM8DGa1B/2IsulSrZ/bc8o2ny6AMP9gDXm7vjefCHaaJLQX6uOZJ5qDsbv5u7YEHQuxhf8JtcdV1x795aUBVPdbJk5QvGytG7WUd1sRHaX6EN1RY/muOqDddh50j2wUxfMu2MgDqXkoshoxviPN7htFwFDURZXPFMqavkjEK84U1HL+4Z1aoKY8NL7r4nA09V9WmJs7xZYcyhNBqfWHk6T27ILjLigc5MSj83Id83EE8ID/eTAYzufG4GeM/7ESnMfXKzbhjzU7T5wVDvVjj+liIiIiIiI6pC/89vilNIEzxlvRUa+QQ68J/iJtKXKSjsM7JhvXzQr6s81LRSkohE2K/FQrD/h9mdq8aH5Spj81B5FgghaOfPX1Y7yPefMnHy4jopua7pdnAiKRIdY+2fVQaKcsldcIwxsF42r+7SQ667oGWvf7qd1DUrZekHpck7LaRrC8dglnfD5rf3L/ZziPRvaqQnm3TnQvi4iWC/XP3hxxzKPP/rSKPz2wBDsmj5SPTZIj90zRmKBeZhcTlYc/b+IvIVBKSIiIiIiogoy6iNwn/FhbFc64tmQZ6t+QosZ+Oc1KI3UAqnF5iEwWUedEx2Z7LtZezIVWRuen0gvuc9PQC3JlBIeNd6L901jcG77xlgz5UL7ehG4KYkoLasPZo45B2+O64lXru5uX9csIhAbLF2QrETKZdFIXPQPs33Sbdt2wAMXd3QJ6FWECC6J5+vTSj3/w9agVLFKPhdarQbntIhwWRca4IczaIytlk4w1vJREKlu8nn5HhERERERUX2j12lg60H+21ELrgsJRyMUYLelDRwtoitg1w9A2iEYLn8PV249Llf10ByRU63GPShVqDiyiN42XY2H/Ba5nTIssPb83DustJSPV3vFIi4qGHtmjJSBGNE/qiTX9m2JJf8lYnT35qjLRGDnmr6uzcpF8CcdEZhk/B9aalLRPvsMHsv/wT46n1ZftVI5cX7nAJMIOO2aPgJ+xYJcm566GM/+vAfTr+xW5jmdg6NE3lJ7QudERERERER11D15d8meTpUaKS7zJLDlc6DHdSiM7GRfbbZnprgHpbprj9rXrbb0lNNVlt4Y3qWpfX2wf+0JSnkqbyurV9KF8U2x+vEL8Pb1vVCfiTJQ22doNKmfdfER87xBNEYv/p1oGh6IOTf3lZlbRDWh9v4pRUREREREVEuJPj3O8hGIVKURtE59gsrFYgH+eR0IaQL0vQ2Z2Y7R92zlUqKnlNMzu53CBD9ca5gu9999fW+s2p+Czs3CUBvZGnqXV+voENRXojyxwOjoQSZK5C7FCTmvryUjJzqrXCEh2a2YASTuAG7+qaavpFZhUIqIiIiIiKiCPPXmEVlMFW50vu8XIHEncPlbgD4QEz//y76pR6soIFEEpSzo1zoSW05koJUmWW4rgl5O46KCcPJsAQzWZZGB5NxQu7YRo+ndMKBVTV9GrfwOPW+6GRsytsrvUUZWIWoblu9V0ZFVNX0FtVLtC78SERERERHVcud1aOy2zlzRn1c5ycDGj4AuVwAt+mDj0XQcd2pcHgCTnOYpQfj2rkHYMm04BvqrZXufmkZh5phusol2XWIbZY4Ak9n1vbBAiz8s/bHc0g/H0vJQW3RtHg6FeVLkIwxKERERERERVdBLY7vLoNDi+89zWquBrrzle4oCrHkT8A8BBt6DQqMZTy76z2WXXJ06Mt1qSw/odVo0Dg2whwaSlCjZAHxwu2jUJQ8NV0eBI2BQ+5I/u6GdmqC2+Or2ATIopWNcyjvEvU92LN8jIiIiIiKqoIggPW4Z3EbOH31pFNo9tRRmaMrfU+rwCuDkRmDkS0BAKN76fZ/MjukV1wjdW0Tg/I6NMX9TAq40vOCxm4/GWqoXqLc1Q6/dNj89HMnZhWgZWYlG8PXU2+N74aftpzHzt71u2yZf1AG1RZOwAFm4p/NUs1oWQz5QmAWE1+0RFL3KbAT8Sh51sqFhphQREREREVEVaLUaTBjYSpZflSsolX8WWPcO0OFioM152HUqE5/8c1SOuPb6tT3w/FXnYES3ZtDKIIDnQIB4ngBrM+yOTUNR24nAxjktImr6MmqVyBB/3D6kLY69PAqPj+zssi06pHYFLSqdJLX0ceDb66uWVXT8X3VAgPrCXFTTV1CrMChFRERERERURS+O7Q5otNBpy/Hzfd276vTcB2AwWTDlx11yVLoHLuqAjjGOUfPUoJSrIpP641yUU9lGAPztwSFoHR2MN8b19NrroeojPsfbz2vrsq7WZcDJ71olAkPJu6v2vD/dA/zxFLDlM9RpOclIzC6UPeMUk2OETWJQioiIiIiIyGu/28tsF3N8rToK17kPAUGR+Gj1EexPykF8szDcc0F7l11Li285j4QW4KfD6scvxLV9W1b1JVANCfLXyR5lNrYsuNpCqUy2VNphx3xlMp1ObQVS96vzuSmoVin7gY+GAYm7vHO+pP+QmlOE7EIjzqRleeec9QR7ShEREREREXmBVv5sLyUqVZQDrJkFtBosS/cOJefg3VWHZXbV69f2lM3MnWXmG31/0VRriB5l/VpHwWi22LPgaotKXc2u7x3zZgOgDazY8Usedcwf+hO46GlUm53z1ekvDwB3r676+UyFjnkL72tntSv8SkREREREVEeJOEIY8qD89TLgqURnwxzAWACc/xjMCjBl4S4YzBZMOr8durd077cUEayXU9FrqrhTSu0ZnY28p2tsOHrGqaMu1iZKWQHXsnoniaBUhY6t4cBNQWbVzyH+DDizQ51v1Mq+Oi8/v+rnrkcYlCIiIiIiIvJSUCpOkwocXCbLddxKkfb/Bgy6Fwhtgi/XHcf2hEy0bRyCh4d39Hi+567oiit7xmLJg0Ps62aZxuGY0hwpiPT1yyGqWq6ULkB2oTKLmtaKBqVMTgGtsBoYuS84yulaKnHtqQeBRXcCvz4E7PsV5vwM++ZlO0948ULrPpbvEREREREReUEoCh39d5zLdUR21Jo3gOY9gfjLkZCejzf+OCA3vXpNjxKbWreMDMY7N/R2Wfe3pZd8EFU3TQUTpaD1k9/1PIMJnb++Gn7hMYBGB2h1agTXPu881coBA2zN2cT/nw7thti8VN9l1Ih+V4oZ0KmZiW6BsM8uAW7+yTVQJY8zA9mngbNHgbPHrNOjQPYZQHHqofXPGzCbHctms9lXr6ROYlCKiIiIiIjIC/w1Jth/SVus88Lmz4C8NOCy16BoNJj60y4UGM24eVBrDGhb7IcuUS2klKuLf7FjtDrZ2FvIt2gR3ulSNVgjgjkiCOQ8LwNDYtmkTsW6jpdgxMrmaHciAVOCs9BePL8vem2tnSWzmey9owqzgVQ1aGy3aBIwdIoj8CQemQmODLCgSCCqLRA3EIhqp86n7LOPtFlgcASiusWGe/811GEMShEREREREXmt746V+EEqfqCePQLs/hEYcDfQKA4/bE7Av4fTERsRiCcui6/JyyXyqZWHc9DUOr976Mc4t3unCh3/x54kHDJvRWvtaZltJYNVIpvK20RAShCj7Z37gFzOSz6Co6l5aNM4GGEBfmpQ+fcpgD5YDTg1iQc6X6bOR7Z1z6ISmna1B6VOnHX0kbJUZiTCeoxBKSIiIiIiIi/QyQ46Vju/BbJOAlmngMadgR7XITm7EC8s2Sc3v3R1d4SKH7tEdYAabnXKlBLlagUZQIs+JR7zz5EMjNH54VrDc/hY597IvzQpOYW4e+5WOW+yFe6JLCpR5udL1iDSkdRcOT2WloceLazXfsN3QFiz8mdrif0unwX85jSKoKjmdSrlk3JTgRNrgW5j0RCx0TkREREREZEXaK1BqaTsQpgsCnB8LZBxHBg2BYpGi6d/2o2cQhOu7tMCF3S25ZAQ1X5uhXurXgB+e6TUY/xgQarSCAq0KDJVrI/S+iPp9nkz1EDU4Y1L4HXlLUkUpX3hzStUPlhoNOOwvjNw9SfQO42gaSjeU+qba4G1s4FTW9AQMShFRERERETkBfHKUTlNyy3CmcwCx4bo9vhtVyJW7EtG41B/PDO6a5Wf69Vrulf5HETl1VVzHL01hxwr0g+XfoCiQA+TPcupyFixkrV5Gxwj1EUhW06bbX0TWPYUMO9aeI0YhKAM+RfNrNApFUVBSnYhxs1Zj+GzVmPqmiJEBjuaqBtLei+WPYmGiPmiREREREREXiCzo6xEI3Np0H04m2fA9F/2yMUZV56DyBD/Sj/HsofPx5bjGbiuX1zVL5ionCKQ554tJYj+SGLEvOJ2fofRug04pqij2D22YCe+3nACOg3gp9XKQ9SpBn5aDXTiodFAp1OnuUWObKLzdbsd5z3xrzo1G11Hy6us7fMcI2YOeVjNWHJypeFF4LNcrHg0Fx2ahrodnlVgxMHkHBxIyrFPDyTnIDNfbfAufLspATf4F9mXzbaeUmmHgX0/O04mXlMDxKAUERERERGRr6qCul2FmT/uQXqeASO7xWBU92ZVOm98s3D5IKpOy5RB6Kwcg1t+3vE1QLth7gcc/VtOLE7N/3eezKzUc68KvQKd8j5wDYoteQy48h1UWdoBJGYVIiPfgLjglggTsSFFgVajwSzj1fbdRMbTbw8MsQedbEEocawnLRoF4bRTtuQTxrswRPsfrtCtd/zhsPCOql9/PcCgFBERERERkZcZzBbZYervQxlYvOMMwgP98PyYc6DxxZD2RD4m+kJpbGEhg2MkOSx/FrhjOeBXLPtPq4YagmCQ084xYXh/Qm+ZTWi2PsS8pdjUeZtep8F5HRrjse93AAeL9bVK3Aks+R8gspsiWqoDCpxYD/QYV7EXFtwYqblqFtPAjxLwTxMDUnKKYFEUrLK4NnG//N21bodHhfjL19a5mfroFCMeoQgL1OPTNUftAxvsU1oj3Rwug1KivA+FakkiMShFRERERETkE3cVPog9i9WyvWmXd0XT8MCaviSiSlGggcY2uuThFSgyWWRGUbBep47CFxbjeoBWJ5t7x5rTZNDmx3sHy0BNZfj5aZGlhLh3Wz+1GVgzSx3hbvlzap+rbldVqKwvN0ntjTXO8ByK4I+b027Gq/qPscHi3vetY9NQ9G0dKQNPtiBU49CAEs995/nt7EEpZ72TfgC+etslgJ1TaEJUm+5OeWUNB4NSREREREREPrArsQApCMT5HRtjXN+WNX05RJVm0Wihs5WdaXU4np4vR9SLbxYGf42HnlJanewTJVqrfXJLv0oHpASTWcG/lnPQKn+bzDh0s/h+R+P1gkwgtInnE53ZAfz6EDDwHiD7NNB9HIoS98pNIiBly2iSfaSKeeCiDnhsROcKX/sPdw/GI9/vkKV8tphadMExQO8IUO9PypG9t1riLPqi4eHoe0RERERERD5gsOYAvDS2O8v2qE4rNIkCPmumlEYnA1K2LB+ROeVG62dvneQnuptXwZL/EmWmlmgqLoI7R9Ocmq6f3gokOzVCN3nu8SQd/UudbpwD7PsV+OEWOI1NUKrKBKSEAW2j8O+TF8l5nfX98/SUp5TGSM7IQkPEoBQREREREZEPGKBmh8RFBdf0pRBVidnaUypLjCrn1D9KBp5EkKeY1H1r7IGrqgalBDGSnyAGDMgtMiFr4GOedzQVFbtwE3BmO7BhDrB/qdvuiVmOZuSeiBH3Vj3moZF7JWiLhaPyjWYsDrsBNxmmIlGJhj84+h4RERERERFV0V5La3TVnkA+AnHZOVUbbY+oNhCZSiKoIjOjgiLt60X2UlhAsbDCrh9cRqXTa72fCzN2RTj+EkPlFZd2AAgMV/tNJWxQM6kMeeo1t78IOLisxHNe3qM5ftuV6LJuxaPeCUj5+2mhNbsGpbqfmgLzKZ2cL4IeAQxKERERERERUVW9YLoJzTRn5fzVfdhLiuq+qNBAaPMtclS61Fx1RD0LtDibZ0BUl2FwyQVc/759VgRbqpop9ekt/YDvXNcdS8vDcUM+YsIDEKQX5YQWmUEVtfo1tVm4KJdt2g3oMR5oNQiI7giI4FhQIyAvFTi8Up7nkNIC75rGyvlWxTIa594xAN6ydsqF+OK3v4H9av1eQc9bYD6mBqSEKOQgQpMHJTMBCGmOhoTle0RERERERF6Ui2AcVlqiWXggLulabFQyorpIo5WZUtqkHUj+4RG56n7Dg7JB97qTxUrmnPxsPk+OwlcVF3dpihSlkX05W1GDRyvy2+NQSq6cP5CcI/tNicCUzIi6eTFw1ftA34lAk85qQEoYdC9w8bPAjT/AMn4+HjPeh+NKc9mU/dZz27g875AOjeEtYuTN+Gahcj41twgbl3zlsj1emyCnxiT30frqO58Hpd5//320adMGgYGBGDhwIDZt2lTivkajETNnzkT79u3l/j179sSyZa7pddOnT5dNAp0f8fHxvn4ZREREREREFXJN3xY1fQlEXqFo1J5SoRtnw2LIl+uM8EOuEgSTyeS0o2uJ2gLzMPhpq5YpJX7zTzXdJbOa3jFdjVuMU+X6V0034DbDFEzVPIArDS/IdfkGM9D/TjUjqphV+5Nx7ssr8fLSfXh5zVnM3pxn3/bdXYNk4Ojwi5fhuSu6YtZ1Pb0+OMHpXMd7c0aJctn2oelKOTVoHKPyNRQ+Ld/7/vvv8eijj2LOnDkyIDV79myMHDkSBw4cQNOmTd32nzZtGubNm4dPPvlEBpr++OMPjB07FuvWrUPv3r3t+3Xr1g0rVjg6/Pv5sQqRiIiIiIhqF41aSERUD2jl6HHFYk6yAfrx1GzHCosjQPWR6QoUwV9mIVWVJbgJHsu7z2WdCIqlIwLfHnWsk9cXHuvxHLd/uUW9rn+cDrASJYCCn06L285rC19YfMSCIdb5b8zDXbYlKGp8JGDVM0A7tbSwofBpptSsWbMwadIk3HbbbejatasMTgUHB+Pzzz/3uP/cuXPx1FNPYdSoUWjXrh3uvfdeOf/mm2+67CeCUM2aNbM/Gjf2XlodERERERGRN3g50YKo5mjVTCmRMWWThRD00h7Gudrdjv1MRfYx5pZYBsqpNzKOxKh7ZbnR8DR+7fqGy42nKAr2JWbjw7+PlHpsoN73nY0OJufKzDLhiOIInA3r1ASBgWpJosVSLOrXAPgsxchgMGDr1q2YOlVNrRO0Wi2GDx+O9evXezymqKhIlu05CwoKwtq1a13WHTp0CLGxsXLfwYMH4+WXX0arVq1KvBZxXvGwyc7OtpcLiocntvUlbSeiiuN9RVR5vH+IfIP3FvlSqL+23n63eO80MBotdBoLdFlq7yNBZEHZ2L4HSnYK0rIKbAe5bPOmR4d3wKwVh916uZ0whONsTj7WHz2L1QfTsPpQGpKzS+55ZWMwmKrluxyqUd8bM9TMrB/uGoDecY0w/pNNQBJkI3lzPbm3ynv9PgtKpaWlwWw2IybGtbGfWN6/X7ScdydK+0R21dChQ2VfqZUrV2LRokXyPDaiDPDLL79E586dkZiYiBkzZuD888/H7t27ERbmaUxIyKCV2K+4P//8U2ZulWb58uXlfMVEVF68r4gqj/cPkW/w3iJvsBX9xIUoyDIAYWl7sXTpXtRnvHcahvz8ApkplZOTgwCdBkWOn+jS0qVL5VR7eiNa5xrwo3mo27aqcQ1dtM7b7zGcMW/jSflw1jRQQZdIBV0bKfhwn2PEO2cHtvyDQz7PbPTDdONETPZbDCN0eHOgCYn/rUPif8D+MzpZx5aamYvt1nuqrt9b+flq77Gy1KpmTG+//bYs9xP9pESKnwhMidI/53K/yy67zD7fo0cPGaRq3bo1fvjhB9xxxx0ezyuytURvK+dMqbi4OIwYMQLh4eElRvXEl+CSSy6BXq/36uskaqh4XxFVHu8fIt/gvUXetG/rc3L6wrh+GNwuyuuNkmsT3jsNy+HDu6HNUgD/IBQVFGKM4Xk0Cw8ACiEbmY/q2xqI6YZdqw1A0lL8YL7AfqxoyVNVD63/02VZnLP4OmfDOjXGBZ0aY2jHxmgV5UhE6XswFSaLgnf/OoI9Z3LwythuGNktBqEBvg+NiOvdpnTC7cYpcvnKyx3vi3wt/kCmAfKeqg/3lq1CrSw+e+dFnyedTofk5GSX9WJZ9IHypEmTJli8eDEKCwuRnp4uS/SefPJJ2V+qJI0aNUKnTp1w+LBr6p6zgIAA+ShOfMBlfcjl2YeIKob3FVHl8f4h8g3eW+RNogeuv7+jtKk+473TMARqTPCHEYlZ1jI9WBuCW3ty65c8BNy9Gn4as70JuTBhYCuvfD9Es3Sztd/S+H5x8pzTr+iK6b96zkT86na1n1Vxw7upvZwu7d5C9puqzsBxv9aR2HIiw75c/H3ZYumM0KAAdLGur+v3Vnmv3WfdvMQfwn379pUleDYWi0Uuiz5QpRG9olq0aCGHlly4cCHGjBlT4r65ubk4cuQImjdv7tXrJyIiIiIiqoz6mx9FDVW44sh6mWm8WU4XbTstp86tuRXr6HtiVD7hhavO8crzH3zhMiy8d7CcvnptD7nu1vPa4vgro+Vj38xL7ftOOr98o+dVdybjy1d3L3Hbq9d0hwk65BUUoqHxaYt5UTL3ySef4KuvvsK+ffvkaHp5eXmyJE+45ZZbXBqhb9y4UfaQOnr0KNasWYNLL71UBrKmTFHT24T//e9/WL16NY4fP45169Zh7NixMiPrhhtu8OVLISIiIiIiKh9GpaieUTSOXkwGqBkwjYLVqchgkoGpXx5ARPIm614a3D2sndcCPyJTqm/rKPj7eQ5hBPnrcMvg1rIMb8ql8aiNOsY4emDfOcQ1cJaWa5BBKT8Ua9bVAPi0cHL8+PFITU3Fs88+i6SkJPTq1QvLli2zNz9PSEiQI/LZiLK9adOmyaBUaGiorBOdO3euLNGzOXXqlAxAifI+Ue43ZMgQbNiwQc4TERERERHVNA2jUlTfaBy/20XwRLi6TwsYTutlWV+ewYTQxF0IzzMgx7rfxfGug5752swx58hHXVA8uBbir0M2tNAxKOV9kydPlg9P/v77b5flYcOGYe/e0ken+O6777x6fURERERERN5Uj/ubUwOldfpO2/pFXdwlBkd+VYMrirWGLzW3yL5f52aOzCByVfy9CQ7ww1nFD+fojkO7dhaA2pntVefK94iIiIiIiIiobjNr9S6ZUlEh/mgcGoATFjUbKrtAbYDuZ62EEuVpEUF1t0m3r2x6+mJ8MKEPruihNly3adkoCCZreEZzYAkaEgaliIiIiIiIvIiJUlTfpBU42pmL4MmfjwyV85kIldMhGc8Ad/0Nfz/129+/bVQNXWnt1jQsEKO6N4fWOfUMwOD20TBbyyIbGgaliIiIiIiIvKi6R/Ui8rWvMtQR7wSzopNZUsI7prF4yTQBCrSy2bmtjK+khuRU8p8ZQVpzgwxo85tCRERERETkRYxJUX2TjRD7/IT+ze3zuQjGBktXOT/k1b+QZS3j89cx1FBRl2i3qKMYNjD8phARERERERFRuZgCIj2uP51ZYA9QmS0NMbzinWC2gobF56PvERERERERNSRMlKL66EnjJOQhEFcFRJS4z0umG6GBgnnFeiZR2b7UXY2bLAtxJrMQcCSj1XsMShEREREREXkRy/eoPtqrtClHvygRktJAy5ugwv7Vn4f0AgUbM7vgWTMaDJbvEREREREReRV/kFP9Jcr0imsTHeyyrGOmVIX56TRYaekr+3QVmNBgMChFRERERETkBZst8XLKJBGqb3q0dJTs7TmdZZ+/Y0hbOf34ln44/spo+3r2Oa+4E+n59vlCZkoRERERERFRRTxvugljDM8zT4rqnTfH9bTP5xY50nieubwrDrxwKTrFhLnsz/K9qgnTo8FgTykiIiIiIiKvUPvpaPiDnOqZ8CBHlKRlpGupXoCfzm3/0ACGGqoihEEpIiIiIiIiIiIgOsTfPv/29b1K3O+9G3tjf2IOOhbLnCIqCYNSREREREREXsQ8Kapv/HRal55RJbm8Rywu71Etl1TvvH19Lzz03Q70jhP9u9LRUDAoRURERERE5EWs3iOiihrTqwWu7BkLk8mEpUuXoqFgo3MiIiIiIiIvCtK799ghIiqLpgFGtJkpRURERERE5AXsp0NEVDEMShEREREREXkB++kQEVUMy/eIiIiIiIiIiKjaMShFRERERERERETVjkEpIiIiIiIiIiKqdgxKERERERERERFRtWNQioiIiIiIiIiIqh2DUkREREREREREVO0YlCIiIiIiIiIiomrHoBQREREREREREVU7BqWIiIiIiIiIiKjaMShFRERERERERETVjkEpIiIiIiIiIiKqdgxKERERERERERFRtWNQioiIiIiIiIiIqh2DUkREREREREREVO380AApiiKn2dnZJe5jNBqRn58v99Hr9dV4dUT1F+8rosrj/UPkG7y3iCqH9w6Rbxjryb1li7fY4i8laZBBqZycHDmNi4ur6UshIiIiIiIiIqq38ZeIiIgSt2uUssJW9ZDFYsGZM2cQFhYGjUZTYlRPBK1OnjyJ8PBwn19T//79sXnzZp8/D9V9dfm7Ut33VUNWl78nVL33D78r1NC/J/y7ybvq83eFvHfv8HtC5dUQvyvZ9eTvJRFqEgGp2NhYaLUld45qkJlS4g1p2bJlufYVX4Lq+CLodLo6/YWj6lMfvivVdV81ZPXhe0LVc//wu0Ll0RC+J/y7yTsawneFqn7v8HtC5dWQvyvh9eDvpdIypGzY6LyWuP/++2v6EqiO4HeFyoPfEyovfleoPPg9ofLid4XKg98TKi9+V+q/Blm+V96UORHVy8rKqvPRSaLagvcVUeXx/iHyDd5bRJXDe4fIN7Ib2L3FTKkSBAQE4LnnnpNTIvIO3ldElcf7h8g3eG8RVQ7vHSLfCGhg9xYzpYiIiIiIiIiIqNoxU4qIiIiIiIiIiKodg1JERERERERERFTtGJQiIiIiIiIiIqJqx6AUERERERERERFVOwaliIiIiIiIiIio2jEoRURERERERERE1Y5BKSIiIiIiIiIiqnYMShERERERERERUbVjUIqIiIiIiIiIiKodg1JERERERERERFTtGJQiIiIiIiIiIqJqx6AUERERERERERFVOwaliIiIiIiIiIio2jEoRURERERERERE1Y5BKSIiIqI6TqPRYPr06TV9GUREREQVwqAUERERNWhffvmlDOrYHoGBgYiNjcXIkSPxzjvvICcnp6YvkYiIiKhe8qvpCyAiIiKqDWbOnIm2bdvCaDQiKSkJf//9Nx5++GHMmjULv/zyC3r06FHTl0hERERUrzAoRURERATgsssuQ79+/ezLU6dOxapVq3D55ZfjyiuvxL59+xAUFOTx2Ly8PISEhFTj1RIRERHVfSzfIyIiIirBRRddhGeeeQYnTpzAvHnz5Lpbb70VoaGhOHLkCEaNGoWwsDBMmDBBbluzZg3GjRuHVq1aISAgAHFxcXjkkUdQUFBgP6fIuhJlgrt27bKvW7hwoVx39dVXuzx/ly5dMH78ePtyUVGRPF+TJk3k84pg2alTpzxe+/bt22WgLTw8XF7vxRdfjA0bNti3Z2ZmQqfTyRJFm7S0NGi1WkRHR0NRFPv6e++9F82aNbMvX3DBBTjnnHOwd+9eXHjhhQgODkaLFi3w2muvVfq9JiIiooaHQSkiIiKiUtx8881y+ueff9rXmUwm2XOqadOmeOONN3DNNdfI9QsWLEB+fr4M4rz77rtyHzG95ZZb7McOGTJEBqD++ecf+zoRzBLBoLVr19rXpaamYv/+/Rg6dKh93Z133onZs2djxIgReOWVV6DX6zF69Gi3a96zZw/OP/987Ny5E1OmTJGBtWPHjslg0saNG+U+jRo1koEl5+sQzy+u7ezZszLg5Hx94nzOMjIycOmll6Jnz5548803ER8fjyeeeAK///57Fd5tIiIiakhYvkdERERUipYtWyIiIkJmRjlnLImMqJdfftll31dffdWlxO+uu+5Chw4d8NRTTyEhIUFmUEVFRaFr164y0DN58mS5n5gXgS0R1BKBKBHgsQWobMEgEWAS2Vr33Xcf3n//fbnu/vvvl1lazllXwrRp02RvLHGOdu3ayXUiMNa5c2cZpFq9erX93D/++KP9OHEdImgmrkHMd+vWzR6gEq/F2ZkzZ/D111/bg3Z33HEHWrdujc8++0xmaBERERGVhZlSRERERGUQ5W/FR+ET2VDFOQekRJ8pUQ537rnnylI4UU5nI4JBIugjiPOKgJMI+jRu3Ni+Xkxt2UzC0qVL5fTBBx90eU7RjN2Z2WyWWV1XXXWVPSAlNG/eHDfeeKMMVGVnZ9uvIzk5GQcOHLA/p8jMcr4+sb+4/uKZUuI9uemmm+zL/v7+GDBgAI4ePVrOd5WIiIgaOgaliIiIiMqQm5srezjZ+Pn5yQyq4kQ2lOg5JbKhRNBG9H4aNmyY3JaVlWXfTwR4EhMTcfjwYaxbt06WzA0ePNglGCSm5513nizrE0RfKzHfvn17l+cU2U/ORNmfKCEsvt7Wo8piseDkyZP267A9lwiiicCZWCcCU87XIfpSiTI9Z+L1i+t2FhkZKcv6iIiIiMqD5XtEREREpRCNxEVASZTh2Ygm5rZgkXOG0iWXXCLL3URvJVGCJ0bkO336tAxUiWCQjSiRE0Q/J5FZ1KdPH7mvCAiJxuMiCCYCRC+++KJPX1tsbCzatm0rr6NNmzYyI0oEx0Qw7aGHHpKBMNd9hq0AAJ/cSURBVBGUEtlexV+vaJLuiXODdCIiIqLSMChFREREVIq5c+fKqWhaXpr//vsPBw8exFdffeXS2Hz58uVu+4reUuIhAj4iKGXLWBIZSo8++qjsLSWCXM5NzkW/JhHYEr2tnLOgbKV3NiKgJEbDK75eEL2iRHBJjApoI55bBKVEcKpXr14yI0xkRYk+WsuWLcO2bdswY8aMcr5bREREROXH8j0iIiKiEqxatQrPP/+8DNiIhuKlsWUOOWcKifm3337b4/4iGCTOv2nTJntQyhYUEiPrif5Uffv2te9vax4uMqmcidH4il+HGJ3v559/xvHjx+3rRe+o+fPnyywtUY7nfB1iv++//95+HSJwJbKjZs2aJRumF+8nRUREROQNzJQiIiIiAvD777/LTCKTySQDOCJgJLKcRIbSL7/8gsDAwFKPF+V6ot/T//73P1myJwI/CxcuLLHHkgj0fPPNN7Ivk62cTwSURDDojz/+wAUXXCCbh9uIgNUNN9yADz74QJYTiv1Wrlwp+1IV98ILL8hrF+cVo/WJHlgfffSRHDXwtddec7sOQWRWvfTSS/b1IktLvCeiVLF///4VfDeJiIiIysagFBERERGAZ599Vk5FIEg0Ku/evbvMQrrttttcmpyXRK/X49dff5Wj47388ssyiDV27FhMnjzZrUm4czBIBLOio6Nd1ouglKfspM8//1yW54lg1uLFi3HRRRdhyZIlLuV4Qrdu3WRp4NSpU+W1iLK/gQMHYt68eXLqTJQCNm3aFCkpKfbgmPP1iRH1RGCKiIiIyNs0CrtREhERERERERFRNWNPKSIiIiIiIiIiqnYMShERERERERERUbVjUIqIiIiIiIiIiKodg1JERERERERERFTtGJQiIiIiIiIiIqJqx6AUERERERERERFVOz80QBaLBWfOnEFYWBg0Gk1NXw4RERERERERUb2hKApycnIQGxsLrbbkfKgGGZQSAam4uLiavgwiIiIiIiIionrr5MmTaNmyZYnbG2RQSmRI2d6c8PBwj/sYjUb8+eefGDFiBPR6fTVfIVH9xPuKqPJ4/xD5Bu8tosrhvUPkG8Z6cm9lZ2fLZCBb/KUkDTIoZSvZEwGp0oJSwcHBcntd/iIQ1Sa8r4gqj/cPkW/w3iKqHN47RL5hrGf3Vlktk9jonIiIiIiIiIiIqh2DUkREREREREREVD+DUu+//z7atGmDwMBADBw4EJs2bSp1/wULFiA+Pl7u3717dyxdutSti/uzzz6L5s2bIygoCMOHD8ehQ4d8/CqIiIiIiIiIiKjOBKW+//57PProo3juueewbds29OzZEyNHjkRKSorH/detW4cbbrgBd9xxB7Zv346rrrpKPnbv3m3f57XXXsM777yDOXPmYOPGjQgJCZHnLCwsREOkGI01fQlERERERERERBXi80bns2bNwqRJk3DbbbfJZRFIWrJkCT7//HM8+eSTbvu//fbbuPTSS/H444/L5eeffx7Lly/He++9J48VWVKzZ8/GtGnTMGbMGLnP119/jZiYGCxevBjXX3+92zmLiorkw7kLvK2BmHh4Yltf0vbaoOjQIZy8+ho53/qPZTAeP460t2bDsH8/Wsydi9M33+yyf9t/10JXQmP36mBMSoJGp0P2jwtx9oMPXLZFTroTGZ98al9udOtENH7ssWq/xqyFC5E6fYac18fFwXjypMv28OvGIfuHBR6Pbb9rp5ymvzUbmV98IefbbdwAbXBwmc+rmM040qu3fbnDf7sqfO2W3FwcHXyufC+jH3wQtVFduK+IBHNmJmCxQBcVVWPXIP6+s2Rk2K+B9w+Rb/DeIqoc3jtEvmGsJ/dWea9fo4j/6vURg8Egu8b/+OOPMtvJZuLEicjMzMTPP//sdkyrVq1kZtXDDz9sXyeyrETAaefOnTh69Cjat28vs6h69epl32fYsGFyWQS1ips+fTpmzFADDc7mz58vr6+u0uXmov3zL5R7/4xzByPVGsirDhEbN8ppdp8+iFm4COHbt1fo+IOvvoJqZTaj01NPV/rwlNGj0XTJEpd1Cffcg8K2bco8Vp+airZvvGlfzo3vDEOTJrAEBMISGABLQIDTvPM69QGdDq1nz0ZAYpI8/uArL4thDir9WogaNLMZbV99Tf4Ze+S5Z6GIe6y8LBZA650k5MZLlyJq9T9IHD8eOX0cQWsiIiIiotouPz8fN954I7KysuRIgjWSKZWWlgaz2SyzmJyJ5f3793s8JikpyeP+Yr1tu21dSfsUN3XqVBnocs6UiouLw4gRI0p8c0RUT2RoXXLJJbV6GMbDFQhKRa5bj77vvAOthx9YsgRQq5WZTN5gzsnBsSfUTLiYRT9V6hyjRo1CdTFnZ+PkddfBVIVzFA9ICQO6dEHoRReWeWzRgYNwzskK3X8AEI9y0gQGQnEqX+3y2mto+d130DdvXuIxismEzK++RtCgQQjs1hXVoa7cV9QwZXz+ucx0bPLMNKRmZcl1F3bqXO77w5SaioSrr0HYqFFoMtU9E7iiDlv/DG3+/fcYPOlOKFFRvH+IfIB/NxFVDu8dIt8w1pN7y1ahVuPle7VBQECAfBQnPuCyPuTy7FOXZH36KZpas9BEklzG3LkI7NIFZ6Y+BV1kJNou+KFK5xfBrcRnnkXW4sXl2r/R9eOR+d33HrdV5n1P/+wzpH/+Bfxbt4Y2MACawKBSpoHQBAZAGxQkXz9MnkNSnTasR9ZvS5D8gnsAsNnMGUh69rkSryfpoYfQ9ufFCOzcudTrNnlIaoq+8w6Yc3Nhyc2TpXmWvDyY81yXFWtZqnNASjCfzcCJESMR/98uaEp4H7NX/YX02bPty/F790DjpQyPstS3+4rqvrPz58uAlJDqFOzXGorK/V3N+vlnWDIzkTV/PmKffcar15ezcCEi77tPzvP+IfIN3ltElcN7h8g39HX83irvtfs0KNW4cWPodDokJye7rBfLzZo183iMWF/a/rapWCdG33Pex7mcjwD/du3QfukSJL3wIjLmzZPrMhf8KINSRUeP4uio0S77G0+dwpknnkDsq69W+kdd8szny71/h39WQ9+0KZpPn25fl/LGG0j/9DN7n6WKZG6J7KyU19+Q8wXp6ais4r2ktBERiLppAgzHjiHjm2/kurhPP0Vw/34y6yx02AU4PGxYiec7NuYqhF54IYL69EbjSZNKLvlx0nnrFmhDQsq8VsVggDkvD5a8fBk0y/37b5ftIkDY5NFH5PtcXNZPrhls+7t2Q5f9+8p8TqL6RgTTS/qzSwSAPTGcOgV9s2bQ+Dn9Nap1/Hklgv4aL5bQmjMyvHYuIiIiIqLawqdBKX9/f/Tt2xcrV66095SyWCxyefLkyR6PGTx4sNzu3FNKpK6J9ULbtm1lYErsYwtCibQwMQrfvffei4Ymft9eHOjbD0p+vlyOvusuNHnkYZcfQwEdOrgEMfbFdynxfFk//wK/5s0ROmSI+FUlf1hBdB2TrcfEvOK+XrEg69ffkP3rrx7PqWvcGB1EI/YzZ3D0iivt6z0FSqLvudcelDp+w41o/dWXMCUnI2/9ejS69lrAz6/EH3qZ3zsyrmKmTYMuIhyWggIohUWwFBbKbCJ1WgBLYZHLNG/devux7f/8A6aUFFhycmTGle35mj0zTT6K08c0lcGcxOnTS8z6yv3rL/kI6NgRYRdc4L6D2eyyWJ6AlKDx94efvz8QGYm4OR/CnJuHg/362beLjDXxaPXlFwgZNAims2dx6Nzz5LYID/3FREmfy49sIi8qOnYMKa+9Lv+MCuzUyb7ecOo0zjz+OKJuuxXhI0ZU+3VlLlxU4jZPQancf/7BybvulvOtvvgcIda/n3RRkfZ9DMeOI6BdW69do1LQMEeXJSIiIqL6zee/PkUvJ9HYvF+/fhgwYIAcOS8vL88+Gt8tt9yCFi1a4OWXX5bLDz30kGxa/uabb2L06NH47rvvsGXLFnz88cdyuwgQiIDVCy+8gI4dO8og1TPPPIPY2FiXZuoNhXg/Om/cgIKdOxHUu7fHzKJG469DkjUbSQRaypI+5yP58JYOq1ZC6+8vAzI2zV/03AtLF+oIxhTu2oUDvfvYl5NmzJTTkrJ5RBaYjchsqgq96FlWrG9ZWUTGV9PHHoMxMRFKkQHHx41z2+fUPfei847tsnTQmcgKs2n84AOVvm7x/nVY/TcOD3MNfCXcqt5vxUuNiivcfwBB53Sr9PMTOcvbsAGW/AKEWfuqHb1M7RMnArTO93HSs8+iYPt2nN6+HYZHHoG+ZQuEXXyx233iCyLAbvvzUWjy6KNInTXLJQOzuDTr30dCwm23I2riLYiZOhW6sDD7+tR33kHL2W9V6dqcszZF3zsiIiIiovrG50Gp8ePHIzU1Fc8++6xsRC6ym5YtW2ZvVJ6QkACtUx+bc889V46KN23aNDz11FMy8CRG3jvnnHPs+0yZMkUGtu666y45it+QIUPkOQOr4QdMbSR6BgU7Zce4bddoED1pEtI/+cRtm8iWKR6cED+EZG8hkSFke2g11owhp3W2h6KgqFjj+tg334BfVBSCBwxwCZS1W7pUNgMOGTigxOstq09TSYypqXIaOvxi1BTxo9T2w7Td70uR/OJLyFu71mWfA716uwXWbEEpTVAQGlcx408E1MT7f+ax/5Vr/2bTp9t/lCdOnYp2v/5SpecnsgV7bMFQW6mus/QvvpT93CKvH4/CA46m/qlvqYGc6HvvQdOHHvL5dZoSE+3z0XffLQPaZ7/6CmZrCbDo4ebG7Fpue/arr1GwcxcCu3e3r/NzypqqCGNyMk4//AgirrrKJUvLnJlZqfMREREREdVm1VKnI0r1SirX+7tYDxxh3Lhx8lESERyZOXOmfFD5FG923fqbebKULfS882SGVdILL6Dle+96Li0rB9G7KHPBArT+dj6CuncvsQRMlLOUVdLSaNw4+Ldpg4RbJpb7+dPmzLGXMEaOH4/aIKBtW7R89x2cfvxx5K5YWeJ+OX/9Zf8B7N+ypVf60AT37VvufQO7dpFlkaLRe9GhQ8j991/5vSCqEqc+aeL7XTwolWLtXeecpeQs/cM5ssRP/Nklej6J0lLFYJ2ajOqIoWJebDNap2JEyYULZdlt4X//yaB466+/KvUyRXagENCxA5o+opaNd1j+J1LeeBMZ8+fDkuueKSX6yxVXsGOHfNhkzP8WRUePofWXX6AiUt+aLbPGxMOZ2ToaIBERERFRfcLmMQ1EwZ7d9nmRReMctBCZChFjr5JNuyur+fMz5cMbRFAmZMAA2ez7zFNPI3To+TKj4vSjj4kW/m77ix+jqbPfti8HOZX81TRx3XHvvYezX3+N5JfUElWbtI8/cSkTkirQ2L00ogGzJyITRPxwzt+40b4u8JxzZEBSlBYKJ++4kw3PqcqcS1JFsEiyZlaW1+lHHq3Uc4uAlJC/aROMSUkl3g/5W7filHVEO/g5/mzRBgdD16iRnBcjYDoTr6W8WUv5GzbIPm/akOByB5vzt2zxuJ6ZUkRERERUHzEo1UAU7thpnxcBn+KqEpDyFdHsu+Xb6hDtouRPEtkQxUa1OtCnb4l9qWqLqFtugSU/XwbP9LGxcp1bQEr84C30XjPjJo89itQ3Z6HV558h5NxzHc9hsciR9oTY11+XpZp+0Y299rxEki0QJQPH1nlRFlysqX9Zgnr1ktlSGr2fDEpr/MS8mPq5TvV+soyuONHov/E993g894kJN9nni/fb01j/TMxauAjNn1PLiU0ZGThx8832fZo++YTMbjw1ueQ+cHLgAZ0O2tBQ6EJDoQ0PV6ey1DcU2tAwaMNCZdmvmBejoHpiPnvWHmwjIiIiIqovGJRqIKLuvEMGKGyj4dU5ThlE+7t0laMOisDUqYceVst46gBbdpoYhVBkgHliOH7ca8/XeNIkRN9+u1vzexGE6rxzBwzHTyCgk9p83i86ymUfbw9nT/WLCGyaRAaSNcDqcR/n4JPZJEvZSgpIhY0YgaKDB92+/20WLEBQd0c/wbJETZyII6NGuwR3tSGh5To27mPXwR0sBfn2EUttjo6+XAaHbMQ9EjZ8OFrPn48TN95Y8snNZliysuQDp0+jImKeegrJL70k50/dOAF4xTXjkoiIiIioLmNQqoFw7udSF4MNxQMrIpvgyCUjPP64ra00gUH2+axFi6rnOUsoBxSZcYGdO9mXdVGuQSnjiROyr5dgKSiQPccir79e9gurzxiMKx/RD0pkJcW++oocLMHT+2g8k+hS8pZsHWHVWYt330H4JZfYlw8OOR/mtDT7QAGiL1tFiCBZ/A61F9Ppx/6H7CVLAIvZ4/Vl/bTYZV1Au3Yuy8F9+yEdH0HfsqVcFqNqOgek5HmsAfGgXj09Xk/87v9kUEuM4CcyseQ0N9c6L6bZ1mkOzLlin1w5MqFfkyZoNmM6QgYNgiUvzx6UEjROGWhERERERHUdg1INRPioUcjbvBkhgwejTioWXPEUkBKjdYnMoNpKG+heIhl++eUIGXIeEp+c6tWeUhWlLTZyZf7WbXIURlNaGg4Pu8BextR5+zbZJ6s+SvvkE5z98iu0mf+NbJRNJbOVyZ154kkEdOyIwK5d7dvyNm5CwsSJbsEbMUJo3po1Luv1zZq7LAe0aYN8a1Cq+HeysoM7qI3QjS6DPeQsX47Ep56yLwf37+92vCitU0+gyKDa4QsvcttHsaj9seRopc7HRkSoZYeitNDPT/aognXE2bKIDDPx0Pr7q8vFglAdpz2Dw9OekU3cxUAK4rmIiIiIiOoq1/+SpnpL/CCLfeEFRIwejbqo+I++4lp9+aUcPl70ZalLWrzxOhpddRXar1guA1TtFv9Uc9fytqNZfOLTT+PwJZfg+PU3uOxzoBY1kfc2Ud4qRolLfv31mr6UWkOM0Hn0yjFI/eADnLz3PlkuazjlWn6W8e23LsvFA1K28xiOHnFbr2/ZwmW52XPP2udLGsGzvDTWoE7mjwuxv3sPHL1qrH2bsdhrEP2ditNFRqr7nj6NQ9bAbHEio6k4MXBAh9V/o+WHH1TuukX/Keu1y+sID/e4n2jifvyGUkoGiYiIiIjqAGZKUd1Qwg/UJo88gug77yixTK02Kd5/p9OG9fZ50SxZBKhqUvjIEXD+qW5yKr+qz0RWSs6ffzpW2JpyN3CFe/fi2NXXyHnR78km548/XPbLXPAjmj//PA707SdLzTxRigxuwSzbYAbORNZV9KQ7YcnL9xjwqQhbZpStT1XR/v2ObTrXIHfkBPfgjp9TZpMIVrqdPzBQ3jPu6wOqnOVVXNtffsaxK93LJA1Hj3r1eYiIiIiIqhuDUlT3MqX8/NDkgQcQdvFFCOjQAXWF+AHecc0/OPv11wg8p7t9yPnapNG4a2WQob6yFBXJfmQB7dvbewvt73ZOyQ26GzBbQKo89sV3KXX7mccfl0Gc4pxL6myaPvYYvMGWKeUsf+tWOeCAKd21N1Toeee57espsCTKOg0nTqD1/G8Q3Mdz1mDIIO+XSAd2cvR/IyIiIiKqTxiUorrBKRMq9uWXEHHFFaiLRPaHt350+0LkTTe5BaX827eXzafNWVkI7NEDdVnC7XegYOtWRE+ahPRPPvG8k8VS3ZfVIDiPiGfjy6bynoJSJybchPi9e5D+8cf2dZETJpR4jsCePVC4c5ecDx91GWLffLPEa279zTwU7NyFqNtuha/p27WDkVlSRERERFQPsKcU1QnOPwQ1/u4Nw8k7tCHW5s5O2nz3LaLvvlvOB7RVR+Srq0RASigxICUada9bh4bOmJTkcX375X/K/mclsWf/ldIPynZ8yLm+HXTBUxaWsL9rN5fMwKaP/6/Ec7T57jvEffyRvAdazJpVahBNZGBF336bz0dvTLnyCoRdcbl9mZl9RERERFSXMVOK6oyQoeejcO8+hJx3bk1fSr3lF6U2d3bu8SOax2v81Ew1xVR3fwCbc3PLva/h1CnZ56uhynUaJa/Tls3QhboGK9uvWCGGnnMbBbPDqpUyq1EEhESPKaWgwO3c4n3tsn8ffM1TplRxIUPOL7X/kwgwhQ4ditqg3W+/Im/ffhy0mKFJdAQNxZ+JQd1dS1CJiIiIiOoKBqWozoibM0cOj+48MhV5lxi6Xvz4tRQUwHAiAaEXXOBSPpm9ZAl0UVFo9vRTqGsSn3nGbV3zl19Go7FXqb2lunS1rzccO1bnglKFBw/CnJkp+2X5RUdX+jwi8ybpGccoeMUDUoK/ddS8+D27AZGp4+fnNkJm/PZtODHxVuRv3GhfF3H11aguxTOlgvr1RcEWNVPOTlFQV4j+edrWrYGlSxF+3Tikz54t1x8fN65agnxERERERL7A8j2qM8SPXgakqufHb1D37oi4fDR0oeroaM4Bh4y5c92CIUevuALZy1xHZatJpvR0+6hrNjm/L3NZDhk2VAakbBkx/m3b2reZM7Mq9bxihLnkl1+RwaHqZExOlqOzJdwyEYfOG1Klc5kzMuzzWg8BKWdi1EuRkVQ8IGXTYvZbLoGo3JUrUW00rmWHbebNc+uJFjJ4EOoikb1IRERERFQfMFOKiMpkSkt3WT5+w41yBDIRzLENVX/64YehvPkGIkaPRk2zBWba/PgjlMICBPXq5bZPxBVXuq5w6gUkRotLev55RN95J3RhodCGhkEbFiqDAWJerhPzISH2gIxiMODI8OFy/uxXX1Vb9orh5EmcvEvt+WWTuXAhGl1T/tHznB0acr59Pubpp6t0bX6RkYiaeAuyFi2Sy8GDfdtHyplozm+jb9ZMTtv+8D2MySlQDEXQRUZ6zAKra4IH1c3AGhERERGRwKAUEZVJjLznrGD7dpdyN5szj/2vxoNSohTP5vi115a8X6FrvyMRVHJmyc5G6qxZpT+ZRiOziUTAynQm0WWTMTER+ubN4Uvpn36KlDfedFuf+PS0SgWl0j/73GU54io14FgVGqem5xFODbp9LW/jJo+lfPqYpqgPYp59Bskzn0f+hg01fSlERERERJXG8j0iKpNoeF6dCv7bjZTZs2EpLKzwsYrRWK79/GJiSj0ubORIWXoWdslwmY0S2K0b9K1byZ5a9iCHosCSk+MWkBIOX3gRfF2y5ykgZZP00ksVPmfWzz/b55tOmeKVkeREiZ99vpSm4t4Wen7VyhhrO0t2jmM+L69Gr4WIiIiIqLKYKUVEZQq/7FLk/Pkn8v79t8x9Cw8cQGDnzlV6PtG8WUif8xGi77lbToXW38yTpXjOgY7iSvuB3vaXn5E0YyYs2VkIPd9RpiaIbCckJ9uXW76tNpIuKRtLKSqSASlzTi4suWKaI5877cM5KNq3z940vLRrrYqTd99T6vaMr+eqzdrFtVoUtam3fFjUbDKLp2WLPLbRDdcj+vbbvHKdusaN7fNKJYKMlRV9xx2yt1fYyEtRH4WcPwSp1mbnR664Ah1XrXIJWFpyc2XTeyIiIiKi2oxBKSIqky48HK0++xT74rs41kVGujTFtjk25iqv9lOyBaSEExNuQsRVVyF60p0l/uC25OW7LIvRBDMX/SSzvQI7dUKbb+Z5PK7Fm2/KaxdiX3+91GsSGUQi60cbGAi/Jk1ctoVdeCH2d1cbaqd/+hka330XvM2cnY2i/fvd1rd8712cmvyAfTn5pZcrdf7QId7LMnLu2+Tfpg2qi+j31exZxyiC9U1Qt272eZGpd+KWiYh97VU5GuKRUaNl0DSgc2e0XfyTVzLeiIiIiIh8gUEpIqowbUQEOq77FylvvIHQocPkuoSJE9WNVfwBbDx9utTtWYsXy4cQPHgQWn/xhZwX2T7pc+bAcCLBZX8xql7MlMfLfF6R3SWCaebc3Co1wHbuX5S/dQsA7wel8jdvdllu9vxMGA4fQejFFyN+z26kzJqFrF9+QXCfvur1iM9E/E+jVedFc3bxMYngmn2d3AH6pk3dssiqqt3SJTAlJTFzx4fyN23C4QsudFlXdOAACrbvQHCf3jV2XUREREREpWFQiojKTfRVKtyzBxFXXCGzL2IeV4M9isnk2EmUiylKpbIzLEVFSH3vfbf1zaY/h6TpM9zW569XmzxbDAYc6NHTbXvbnxdXuHzOmyOy5f2zRjaJ14aHezVb5dT9k+3znbZsgS40xLFRp5Ofi+2zqQ0C2rWTD6p+lgLXzEEiIiIiotqEjc6JqNziPv1Elgg1/d9jbiOs+TVrZl8WI/MZTp2GKSMDloICKBa1V1FpRCDrQM9eyPrpJ/s6WX70y8+IvP56xH3yScnHeQhICVXtbVWV0jGbgwMH4UDvPijYsUMui/ck5++/Zb+p4q8j7aOPcWz8eBy68CLkrFxZrudyCUhRg9LkkUfK3EeU8RERERER1VbMlCKicvOLjETElVd63BY350Mcu2qsffnI8OEu2zVBQbIPU1tFwYk5H0EnloOCZF8mTVAgcle4B2Ha/ayW6dlGU2s2YwaSnnvOZR8RAKttWn35pb1Zu63B9/EbbkSXfXuRcOttsqwq5umnEXXzTfZ98tasQepbb7lkQ5XVm0uMkEcNV9Rtt7p8Z0RTeXNamss+Gd99h7CLfDsSJBERERFRZTFTioi8Qt8yzmVZ4+/vsqwUFMCSkQF9ZiaMx46hcO9eFGzdKkf08xSQinlmmtu6yPHXIeTcwSVegzYszDEfEYGaEtjV0RDeTlFQuG+fDEgJyS++KEv75CaTCSfvurtc5z771Vf2eWNSorcumeogrb8/QoYNtS93WrsGUbfdBl2jRi4lpGKAgtw1a2voKomIiIiISsZMKSLyClFG1nHNP9AEBMjR+gRRoiayhCziUVAAQ04O1q5ciXP79IXWZISloBBKYYGcihHlUmfNQuhFFyH6tlsR3L+/x+fJW7fe4/q4zz5F6HnnIXPxYqS8/gbaLvwRNaWkPlbHxl7tsixK+0Q2VMGu/8p1XlHil/zyK/blqJscmVbUMIlm9nmr/7EvxzwxBU2nPI7Ep552KYU9OWkSmr/4IsJHXSZH6mt09VhE3nBDDV01EREREZGKQSki8hq/Jk3cgjOakBB7jyWN0YiigwcR1L8f9E6j1Nk0vmtSmc8Rfe89SP9wjsu6oD59ZEBKaHTVVfJR09p89y2OX1/2j/6sX3+FX9MY+7LIcjFnZkIXHe22ryXPtWm1f6tWXrpaqquibp0IxWxC2IWOkfdEU/3wUaNcglJC4tNPy4eQ9N9/COzaFUE9e6Lgv90IaN8O2uDgar9+IiIiImrYGJQiojqlyeTJ0MfGAmYLkqZPV9c99BBqm6BevdB5106kf/opgrp3x8lJd3nc78zjrn2hWn3+GY5dfQ3M6enIXbMGfjExCOzUSW6zZKvlfkKbH2suE4xqD21AAJrcd5/ben1zx8ADJTk+/nqX5ZDzz0fIwAEIiO+C0CFqkJeIiIiIyJcYlCKiOkVkX0Vam4gX7tkDU0oKgvv0Rm3t+WMLGHRYtRKnH/sfWrzxOvyaN8f+rt3cDxCZZQEB9kVbICv+v104fuMEFP7nKPMLOsfD8UROWXTie2ZKTET0pElIL2H0Smei2b54CPF7dpdYhkpERERE5C0MShFRndX8+ZmoK0R2V5tv59uX/du3h+HIEdedzGbAYnE7Nu2jj10CUkRlEQMNtF+6RC2h9fdH5E0TcHjYBeU+vnD/fgR1Y+CTiIiIiHyLo+8REdWA2Fdehq5xY5nFYtN28U+wFBa57Zv23nvVfHVUH2iDguyjYOpjYhBh7bXW5OGH3HqyuR/L/lJERERE5HsMShER1QDRZ6rT2jVo+tijcgQ+8QiMj4c2OKjMY8UoakSVCYTG79sLv2aOflNRt9+ONvO/QaeNGxDq1CwdinvGHhERERGRtzEoRURUiwS0b2+fDx40CGEjRrhsb/Xll2h0zdU1cGVUH4iR+fyiouzLwX3VLCldRATiPvwAushIuayIUlIiIiIiIh9jTykiolqm479rkfXzL4i4aowMICgWCzRa/hsCeYcYZQ8ajSztC7v4YteNtubmHnqbERERERF5G4NSRES1jF90NKJvv82+zIAUeTtbqsu+vZ632b5rDEoRERERUTXw6S+ds2fPYsKECQgPD0ejRo1wxx13IDc3t9RjCgsLcf/99yM6OhqhoaG45pprkJycbN++c+dO3HDDDYiLi0NQUBC6dOmCt99+25cvg4iIqGGwBqUUs2+DUnnr1mFffBekzJ7t0+chIiIiogYclBIBqT179mD58uX47bff8M8//+Cuu+4q9ZhHHnkEv/76KxYsWIDVq1fjzJkzuPpqR/+UrVu3omnTppg3b54899NPP42pU6fiPY5ORUREVCWOTCnf9pRKuP0OOU2f8xGKDh3y6XMRERERUQMs39u3bx+WLVuGzZs3o1+/fnLdu+++i1GjRuGNN95AbGys2zFZWVn47LPPMH/+fFx00UVy3RdffCGzoTZs2IBBgwbh9ttvdzmmXbt2WL9+PRYtWoTJkyd7vJaioiL5sMnOzpZTo9EoH57Y1pe0nYgqjvcVUe2+fxRrUMpoMMLPS89jOHECCZdfIedbfPkFTt/qKE0Vjl5xJTr8twuKosjSQqLqxr+biCqH9w6Rbxjryb1V3uvXKOK/An3g888/x2OPPYaMjAz7OpPJhMDAQJkFNXbsWLdjVq1ahYsvvlgeI8r9bFq3bo2HH35YZlF5ctNNN8myvx9//NHj9unTp2PGjBlu60XwKzg4uJKvkIiIqH5p+9LL0GdlIenaawENkN23r2yKXll+GRlo98qrFTrm4KuvVPr5iIiIiKh2yM/Px4033iiTj0RLp2rPlEpKSpJldi5P5ueHqKgoua2kY/z9/V0CUkJMTEyJx6xbtw7ff/89lixZUuK1iPK+Rx991CVTSvSkGjFiRIlvjojqibLDSy65BHq9vtTXSkTlw/uKqHbfP4efeFJOm1n/kafZgh/h37kz9HEtoY9rBX1cHPSt4uTULyYGGttofU6yf/4ZKdOeqfQ1dHriScR+9imCBwyowishKj/+3URUObx3iHzDWE/uLVuFWlkqHJR68skn8eqrr5ZZulcddu/ejTFjxuC5556TAaaSBAQEyEdx4gMu60Muzz5EVDG8r4jqzv1jOHBAPorTiOto2RL+rVpB36qVnGpDQ8sVkArq1xetPvoIB/qq5f3FnbnjTjR5+GE0vudur7wGovLg301ElcN7h8g39HX83irvtVc4KCVK8m699dZS9xF9npo1a4aUlBSX9aJ8T4zIJ7Z5ItYbDAZkZma6ZEuJ0feKH7N3715Z6icap0+bNq2iL4OIiIjK0Oa7b2HOyoLhRAIMCQkwnEyAUcyfPg3FaITh2DH5qIjY115FxJVXlrlf6uzZCOjUEWHWHpNEREREVP9UOCjVpEkT+SjL4MGDZXBJjJbXV/SksPaMslgsGDhwoMdjxH4imrZy5Upcc801ct2BAweQkJAgz2cjRt0TjdAnTpyIF198saIvgYiIiMohqFcvj+sVsxnGxCQYE07AkHBSBqyMJxOQs3yFx/2DBw1C5I03IKBDBwS0a2df3+qrr5AwcaKcj9+3F8evHYfCPXvs20/dd79czwboRERERPWTz3pKiRHzLr30UkyaNAlz5syRdZFidLzrr7/ePvLe6dOnZbbT119/jQEDBiAiIgJ33HGH7P8kek+Jfk8PPPCADEiJkfdsJXsiIDVy5Ei5n63XlE6nK1ewjIiIiDxr/MBkpL37npwPK6UsXvSS8m/ZQj5CznWsF2On5K1di4BOnWSG1bErx8j1zZ5+CgEdO7qdJ2TgAHTavEmW/YnAU+u5X+NAH/UfsmxOP/wIWr49u8xrV0wmFB08iIAuXdRrZCCLiIiIqNZTx372kW+++Qbx8fEy8DRq1CgMGTIEH3/8sX27CFSJTCjRld3mrbfewuWXXy4zpYYOHSrL9hYtWmTfLkbYS01Nxbx589C8eXP7o3///r58KURERPVek/vvt89H3nB9hY8XgaDQ88+HPiYGgZ06ocNfq9BmwQ8eA1I2urAwewBJ62FE3Jw//nBbJ4JfxQcPTv/scxy7+hocuWQE9nfpitw1ayp8/URERERUTzKlBJHtNH/+/BK3t2nTxu0/KgMDA/H+++/LhyfTp0+XDyIiIvK+juvXwXDsOIL79K7yufTNm8tHRcS+/hry1q1H1k8/2dcdPG8IzOnpcr7RuHHIXLBAznfZv8+eJZX61lty3njqlJyenHQX2q9YIbO5iIiIiKgBZkoRERFR3eIXGemVgFRlRVxxBWJffgnR995jX2cLSAm2gJSQ/tlnOHHTzdh/TneP50p88kmYMzNlD6zKKv6PZ0RERERURzKliIiIiCqjyYMPIv3DOaXuk/L6G6Vuz9+yBQcHqQOlaENCoA0Pl+WC2vAw6MIjrPNO68LCYcnNgV/z5ggfMQJZv/6KpOkz0GL2W7IskchXzLm5UAoL4de4cU1fChERUbViUIqIiIhqHdFnKva1V3FmyhNyufPWLTjQt1+lz2fJy5MPU2JiufY/7TQvSgFtpYJEvnDksstgTk2T8zHTpiHqpgk1fUlERETVgkEpIiIiqpUirrxSPmxinn0GyTOfd9tPGxYme1Gduudeuaxv0QIt330H+pYtoQ0MlFkoluxsmHNyYM7OhsVlKh5ZsIhpTjby/mGDdKpelvx8e0BKSH7hBQaliIiowWBQioiIiOqEqBtvlI998V1c1nfevElO43fthOHUaQS0a+uy3S8qSoy+Uq7nODl5MnJXrHRbn/Lmm2j62GNu6xWLBRotW3RS5RlOnKjpSyAiIqox/K8oIiIiqrPiPnL0ndL4+7sFpCoqeuJE+3z7Zb/b59M/+VTNtBKN0xUFeRs3yeDY/q7dcPK++6v0nNSwFR05WtOXQEREVGOYKUVERER1Sutv5uHEhJvkvH/bqgWhigvu3x+tvvgc/q1bQx8b67LtYP8BHo/JXbXKq9dA9UvG9z8g47vvEDfnQ+hjYty2G087dzAjIiJqWJgpRURERHWKcyBKExDg9fOHDB5sD0hFOWVOlcaQkOD166D6Iem551C0bx8OD7vA4/bUt96SUz9rwErfqlW1Xh8REVFNYlCKiIiI6hStUyBKGxTk0+eKmfokoibeUuZ+RUeOyLI+U1qaLPM7/eijSLjrLliKinx6feR9ojG+aIRfVceuuRb7e/V2WZe7Zq3Lcs6qv+zzpuRkOdWGhlT5uYmIiOoKlu8RERFRnaINCUHzF1+QTcZ14eE+f76o2+/A2a++VucnTsTZr75y2+fME0/KEf6KS3vvPY8N0ql2Et+pg/36y/nOO7bL0RsrI3/zZhTu2eO2/syUKei0fp2cL/hvN07dd5/7wSZzpZ6TiIioLmKmFBEREdU5ja65BpHjxlXLc+ljmqL98j/Rcs6HaHzvPS7bbFlUngJStgbpVIeYTPZZ45kzlT5N/o4dHtebMzLs88eLfX9jnnpKThULg1JERNRwMFOKiIiIqAz+cXHyUZxf06Y1cj3kPWc//BCdPvgQmRkZiL7hBvt6xSlAVVFilMaSKGYzYLG4rQ/s1lWdYaYUERE1IMyUIiIiIqqA+L170GzmDLRbugTho0cDfqX/G5/oNUW1S+G+fTjz9NNIfecdnP3gQ7ku7ZVXAREwslKMxkqfv2C7I1NKo9cj7LJL7cvJL76IosOH7ctRt98uSwU1Op36vE7XQEREVN8xU4qIiIioAjRaLSKvu86+3GX3f3JadOwYkl98CXlrXZtZF2zdiuB+/Sr8PBaDAVp/fy9cMRV3bOzVHtcf6NPXPm/JyanweUVj++Pjr0fR/v1yOe6TjxF6/vmyAX7O78vkuoz538qHTcyUx9UZnfqf5Yq58hlaREREdQ2DUkREREReENC2rQxCGI4cgb5FCxzo3Ueuz1z0kz0oZSkowKkHH0LIoEGIvuN2j+cp2LULx68bL+f927eHf6tW0IaGylHZdKFhjvkw63xIKHRhYl2ozMo5fOFF8tgOq1ZCHxuLhk70htIEBcEvMlIun50/v1zHpb77nvycykuMrJf0/PMwJiTY1/m3bi2nfo0bI3jAAORv2uRyTFDPnvZ5jZ+aKcXyPSIiakgYlCIiIiLyEo1Gg4AOHeR8UJ8+KNi2DVmLFsmHEDL0fOStWSMfEVePtQdKbERZly0gJYgAl3hUxuGLLkarL79EyKCBaKiy//wTpx98SM7H79ktS+SSZz7vtt/Ju+9C3Ecfu6wzp6eX6zmMSUlIfvkV5Pzxh9s2EZy0af31Vzgz9Slk/fSTXPZv2xatv3UKkGlZvkdERA0Pg1JEREREPhB95504dd99Luvy/lljnzccO+4WlDp6+RUuy6J3FTQaWHLzYMnNhSU3B2Y5zZPlZea8XFhyxLL1kZ/vcnzCrbei1eefyYbstmBZQ2ILSAmZCxciqHt3j/sVtGuH0FGjkLt0qX1d+KjLSj236Dl1du48pL73HhTxvut0iLrpJjR+YDIyf1gAfWxze58om9iXX5IPTxyZUizfIyKihoNBKSIiIiIfKCtDSRsUWOr2Vl99hZCBAyr0nCLLRvQvOjzsAvu6hNvvsDdoF/2wGoriGUdJzz5X6v6hI0e6BKVy/16NJg8+6HHf/K1bkTR9BooOHZLLQb16odn05xAYHy+Xo2+/rcLXa2907mFkPiIiovqq4fyXCREREVE10gYHo+UH76PR9ePR5LFH3bY7j+5WeOAA9sV3sS/rIiMR3L9fpQIb+pgYxO/a6batsmWAddXZuXPLtV/4eLVpfcj5Q1zWF+7dC2NKiss6U3q6LME7MeEmGZDSNWqE5i++gNbzv7EHpCrNOoojy/eIiKghYVCKiIiIyEfCLroIzadPR/Qdd6DF7Nnwi23uFpQS5XjHxlzlclzHdf9WKatJ42HUPtH7qKHIXrYMKa+8WuJ20UBeBA11ERFo8tRTcp1oEu/S4wnAmSeesAeKMr77DkcuG2XvCdVo3Di0+30pGl1zjVcy0OylfizfIyKiBoRBKSIiIiIfE0GL8EtHouOqVQjoqPZ2Ov2/x6EoCg726+++v0ZT5ecUgS1nptQ0+7xiMqFw/36flIoZT5+u0WwfEeQ7/fAjLus6b93isiyajnf4ZzU6/LXKJaAU3Lu3LHO0nysrCwW79+D4DTfKcj1LdjYCunRBm+++RfPnZ7r1BKsSW/mewSC/F0RERA0Bg1JERERE1ajo0GE5NSUmYn+Xrm7bY19/3SvP4xcVhS779yFi7Fj1+VJT7dtSZr2FY1eNRcb8b+EtIpAimokfvng49nc7p8YCK8VHzYucMAHakBA0mz5djojY/o9l8IuOhi40VGZLFeccpCrauw/Hx41D4a5d8hwxTz2Ftgt+kD2kvM4pQJj799/ePz8REVEtxKAUERERUS0QM20aou64HeGXj/bqef0aN5ZT0QDd5uznn8tp8gsvwJSRUanzipH+RB8s8RABqKQZM5D49DT79oLt21EbaAID5DTy+vFoM/8b+LduXeYxkTff7FhQFISPHi1L9aJuuRkaa+8nbxN9xGyKDqoN1ImIiOo7BqWIiIiIapg2PBxRN01AzOOPe6V0z5lfkyZyarI27S5espc6++1KnfdAn772eZHxlfnd9y7bMxf8CG/I27QJx64dh7wNG92ajueuWWPPyBJlbwmT7sLZr10bnGv89BV+zqaPOsr/RCPzFm++AX3TpvAlbYAaPBP827Tx6XMRERHVFr75px4iIiIiKpMoJ4t95WX4t2rls+fwb9tWTnP++MNlhD+bzO+/R/MZ0yt0zvL0ogrs1g1VJZqzJ9wyUc4n3Hor2i7+Cf5xcbIn1tExV8GcloZmM2Ygcvx12N+jp9wvr9g5zFmZFX5ebVCQLH2sbsEDBiB/0yYoJsfIjCURIwOKQJx/y5bVcm1ERES+wKAUERERUQ0I7NlDlpP5WlDv3mXuk/rBB2hy333lPqc5s+xAj1JYgKo6fMGFLsuiD1ZxGd9+i5RS+nCJ3lF1hb00sIxG8SIoeHjoMNkcvdPGDXXqNRIRETlj+R4RERFRNRIjt4VfcQVavvNutTyfLjQE8NAHSePvb59Pe+dd+4h5eevXw5islvqV5PSjj9nnO2/fhmbPz5Tz+thYhAw9X86bc3JRHYr274clt+Tn0kVFo87Qq5+TYjSVupv99ZrNMJ46VR1XRkRE5BPMlCIiIiKqRmLktha+GL2tFB1X/41D5w2Bf4f2aPPtt9CFhcleTM6j/+WsXInTDz5kX/ZUviaapR8aogadnEvdIseNQ1CPHtCFhyPr19+Q988a2Uy96SMPV/qaKzN6X/CgQYDJBP927WQZnOH4cYScOxh1hUZnDUqZyghKFRS4ZI+FnHce4j79xOv9yIiIiHyNQSkiIiKies4vOtotyFQ8gOEckCpJ8YCUs8DOndVpVzXQpRiNyP79d4RfdlmFrrVw/34ZaGn6xBP2dZ22bIY2MFD2UBKNz0/dc6/HY1t/+YV93nDqFMwZGQiMj/9/e/cB31TZPXD8dC8oG8reAi5AtoO9xPEiqCiooKCvCoqAAxRFHCCyXAgOhvqKAxd/ARFExQHKEEURkL33KqW7zf9zHkxI2rRNQ0bT/L6fT0juzU1yk9xDmpPznEcCbfieJauApFRyssPymZ9/luPvvCPlBgzw6v4BAOBpJKUAAACCVJnbb5cT7znOVmfftygk9Fynh9SNuSunKgw7N0udVVzrVrbL+4YNl5NffCFhcSUkNC7u7KmE9XKs6YXkuC7O1jfq8IQJ5jwkOtrWM0mTNiXbtzcJtrQtW2T7ddfn+dxMA/AAawJu6ylVQKWUJTU117rDL0yQsv37y7EZMySqQUMp2dGxHxcAAEURSSkAAIAglfDE41Jx+DDZ3PSyXNed+vxzibvySsk+c0YSFyyQo69Pd7g+rHx5Kf/fe5wmVnTmvdQNG8zymeU/nNc+OkvAqMh69RyWwytUkEAX4mJPqb0POR8WeWbFCjny8ivmsj9mDwQAoLBISgEAAAQx7QmlCQzt4WRJSZHNlzUz6w88MTrP21R5cYKUuj7vKqVqr70q+x95VGKaNJbI2rVNY+6sM2dMgis7yXqedPb8zBnJOqOXkyXr6NFc9xVWqpTTx8g5/LDKpEkS8Kw9pQqYfS9j126n6/cMHOSV3QIAwFtISgEAAMAkeUJiY13bNjIq3+sjKleWmv9zPiywIKl//y2nFi6U4zNn5TlE0JnYli0k0FmH76Xv3nXe95Wdni6hdjMsAgBQFJ1rFOAFx48fl379+kl8fLyULl1aBg4cKEn5TNmrUlNTZfDgwVKuXDkpUaKE9O7dWw4dOuR022PHjkm1atXMH1EnT5700rMAAAAIHjXmzCl4Iy/O8qaN0isOHSrhlSpJRI0aUrrX2R5T+QoNLRYzz1mTUqc++VSOvPpanjMQhkTlnxRU2uQdAICgTkppQmrDhg2ydOlSWbBggfzwww9yzz25ew/YGzZsmHz55Zcyb948Wb58uezfv1969erldFtNcl166aVe2nsAAIDgY9+o3Kps/zvO9ij6N/ET09i7f3+FREZK/eXfS70lX5vLBan46CNSHNgnm45OmyaJCxbm2ubk51+IJS3N1tdLVX/zjVzbJf/yi1f3FQCAIj18b+PGjbJ48WJZvXq1NG/e3Kx79dVXpUePHjJp0iSpUqVKrtucOnVKZs6cKXPnzpWOHTuadbNnz5ZGjRrJL7/8Iq1bt7ZtO336dFMd9dRTT8lXX32V776kpaWZk1ViYqI5z8jIMCdnrOvzuh5A4RFXgPuIH/hTiRtuMMde7Z9+lOzTp0XKlSsSx2KdX1ZK6vo/JaZFc7f3pyjFliXasQLq1NeLJbZ7t3PXZ2TIgVGjbMuVJrwgUQ0amL5bVd97T/bdfrvtuqNvz5TYHj18tOcIRkUpdoDiJKOYxJar+++1pNTKlSvNkD1rQkp17txZQkND5ddff5Ubbshdir127Vqz47qdVcOGDaVGjRrm/qxJqb///lueeeYZcz/bt28vcF/Gjx8vY8eOzbV+yZIlEltA7wSt8gLgWcQV4D7iB75QsU1rKb3yF8mOiJAdjz0q/2zeLKInqz/+kCJlyZJiEVsV1v8pZeyWj234W9YtWmRbLrP8B7GfY3Dl779LmrU5vMUiCY0bS/y/7036li2yyO62gLcUhdgBiqOlAR5bycnJ/k1KHTx4UCpWrOj4YOHhUrZsWXNdXreJjIw0ySx7lSpVst1GK55uvfVWmThxoklWuZKUGjVqlAwfPtyhUqp69erStWtX0+/KGU2O6UHQpUsXiYiIcOk5A8gfcQW4j/iBL1muvloyduyQiFq15IJQr3Z78LuiFFt73n9fztX2i0QfOCBtDh+WzL37pMLoJ+Tg99+LfXfWdr16Sfi/Q/iMa66RrZecG1qpIxSAYIgdoDjJKCaxZR2h5vGk1MiRI2XChAkFDt3zFk0w6XC+2267zeXbREVFmVNO+gYX9Ca7sg2AwiGuAPcRP/CVyAYNJJgUhdiKa9Zc0tb/6bDu2OQp5rzMTTfpNxWH62IqV873/vz9fBAcikLsAMVRRIDHlqv7Xuik1IgRI2TAgAH5blOnTh1JSEiQw4cPO6zPzMw0M/Lpdc7o+vT0dNMryr5aSmffs97m22+/lT///FM++eQTs2ydlaR8+fLyxBNPOB2mBwAAABR1oTExeV6XefiQJH2zrMD7KH1LHzn54UfmcspfGyTm4os8uo8AAHhSoZNSFSpUMKeCtGnTxiSXtE9Us2bNbAml7OxsadUq96wuSrfTbNqyZcukd+/eZt3mzZtl9+7d5v7Up59+KikpKbbbaCP1u+66S3788UepW7duYZ8OAAAAUCRYsrPyvC5j716H5Rpz5jjdruKIEbakVOahgyIkpQAARZjXekrpELvu3bvL3XffLTNmzDDjIocMGSK33HKLbea9ffv2SadOneTdd9+Vli1bSqlSpWTgwIGm/5P2ntJ+Tw888IBJSFmbnOdMPB39t7mjPl7OXlQAAABAwMjKzvOqQ+PG2y5Xf2OGxLV2/iNvWMmSLlVeAQBQFHi1c+X7779vZs/TxJM2WrzyyivlzTfftF2viSqthLLvyj516lS59tprTaVU27ZtzbC9zz77zJu7CQAAAPifJe+klL0S7drle31047PNzrNTUz2yWwAABFyllNJqp7lz5+Z5fa1atWw9oayio6Nl2rRp5uSK9u3b57oPAAAAINBYsgv+mzbh6TEFbhMWF2fOs06cFEt2toQUcgbFjIMHZWv7DubyBatXOVRfAQDgScV7jl8AAAAgUGQXXCkVFh9f4DahJc4mkQ488YRsuvAiOfHxx5L044+StnWrZCWdKfD2uwcNsl3+p0VLSdmwocDbAABQ5CqlAAAAALimZKeOctxJA/O63yyVbZ27mMuhJQtOSqXv3eOwfPApx+qq0JIlJSIhQcKrVJaIhMoSUTlBwhMSJKJyFXM5fes2h+0PPfe81Pog79EPAAC4i6QUAAAAUATEtmgh0ZdeKqnr1zusDy9XznY5pknjAu8n7e+NDstx7dpK5oGDZlhedmKiZJ8+LWl62rLFpf3SRBUAAN5AUgoAAAAoImrMfFuOz54tR1+fblsXEh0t9X/6USyZmYXu71Tzf+9JbPPmtmUdvpd58IBkmCTVgbPJqgMHzl3et08sGRkO9xHx78zZAAB4GkkpAAAAoIjQpFOFBx90TEqFhEh4+fJu3V9M06aO918iTsLq1ZOoevWcbq8TCCWvWi2hcXFy9NVXJWn5cslKSnLrsQEAKAiNzgEAAIAiKqJ6dTduFGG7GBIWVqibagIsrlVLibn4Iolt3dqsyz6TXPh9AADABSSlAAAAgGKk2tQpZshf1ZememQ2wMQvv/TMjgEAkANJKQAAAKCIKd2njzkve/tthb5tyc6dpcHaNRLfvft57UPyqlW2y6eXLTuv+wIAwBmSUgAAAEARU+nRR6Tm+/+TMrcVPinlzrA9Z+Kuusp2+ficd877/gAAyImkFAAAAFDEaKPx2GbNJCTUf3+ul+51w7mFkBC/7QcAoPgiKQUAAAAgl5CoKKeXAQDwFJJSAAAAAPIdAnjmxx/NeeKiRbJ/5CjJTmZGPgDA+SMpBQAAAMCpEp072S6nbv5H9g0fIae++EJ2Dxzk1/0CABQPJKUAAAAAOJXwxBO2yzv+8x/b5ZR16/y0RwCA4oSkFAAAAACnwitVyvO6rNOnfbovAIDih6QUAAAAAKfym/3vnxYtfbovAIDih6QUAAAAAJdcsGaNS9tlHDwoW9q2k70PDROLxeL1/QIABCaSUgAAAADyVP2NGea83KCBElYiTkrfdKPtuh19+ji9zf6HH5HMw4fl9OLFkrRsmc/2FQAQWEhKAQAAAMhTiXbtpNGmjVLx4YfNcsIzz9iuS/1jvZxasFCykpLk8KRJsrFhI9lz3/2SbFdRlbZ9h1/2GwBQ9IX7ewcAAAAABI6QkBCH5f0PPywhUVFiSUszy0nffedwfVh8vE/3DwAQOKiUAgAAAFAocW2vcli2JqScCY2L88EeAeck/7ZO9o96XDKPH/f3rgAoAJVSAAAAAAql8tixsrVDR5e2tWRkeH1/AHu7+vY159mpKVJt6lR/7w6AfFApBQAAAKBQIipXlvDKlQMuKZWdkpLndakbN5qeWHuHPuTTfYL3pG/d6u9dAFAAklIAAAAACq3eN0u1wZRtOerCRlJp9Ohc21kyi0ZSShuxb256mST9/LPT64++Pt2cn/76a8lKTPTx3sEbLBmZ/t4FAAUgKQUAAACg0ELCwqThX3/alktcfrmUva1fka2UOvb2THO+Z+AgUxG1tWMnsVgsYklPl9TNm+X00qW2bXfddrsEI60WO7NihRQXlqwsf+8CgAKQlAIAAADgdmKqZJfOEhIdLfE9eph1pfv0cdjGkpYuRVHG/v1y8KkxsunSxrLjPz0drkv75x858to0CTY7buglu+8aKOl790kgsWRn2y5np6Z6JSFqycyUw5MnS9JPzivtALiHpBQAAAAAt1V95RW54NdfJPrCC81ypZGPSdVXXpaohg3N8pFCNpo++cknkrJ+vUf3MWOf8yTLyXnz8rzN0ddek2CiSRerjP1nX6/0vXsl88gRKYq0yu3Mr6tkc6vWsunCi0z1W8off8jmFi2dPqfzoYmug888K8feelv2DBrkkfsEcBZJKQAAAABuCwkJkdCoKNtyaEyMxHftKmmbNhX6vpJ/WycHRj8pO292rLY6X4cmvOjSdmX795fi5uibb8m+EQ8XmKDJOn3adjk7OVkyT5yQbZ27yLZrri2Sw+B0uOXu/v0l+9Qp27qdfW4RsauOyjp61COPtblJUzn58cceuS8AjkhKAQAAAPCqtC1bHJazks6Yypb9j420rdO+Trv69vXK44eVKmW73GjTxjxnDix75wCpOmWyFBfZ6elyZMoUSVy4UJK+/z7fbZNXrbZd3nvvfXLivf+dvY/ERNlyVVvZO2yYHHnlVTm1YKHpPZXfTIa+kPjVVwVuE56Q4JXH1j5kADwj3EP3AwAAAABObb/uerngl5USVrr02eVrrjHnp+bPlyoTXjCXD71w9tx+eJZWYXmi31DOYXoJo5+QvYOHOE1exbZpc+62GRkSEhEhgUornazSd+3Kc7tjc+bI4RcmOKw7+vrrtstZx4/L6a8Wy7laqrNqlykt+//v/ySqbl2JqlNHImvXkag6tSWsfHmPvHfnK/PgQVMBFhIVJaGRkW7dR/aZM7nv98RJiahU0QN7CICkFAAAAACv+6d1G6n9+WcS3aiRZB465JA0CgkNzd2UWoebnWdCSPtT6XDAnEp06JBrXakbe5uhhyF2yYt9jz4qVSdOlJDwwPzalHn4sO3y4YmT5PSSpVLrow9zbZczIWUv+tJLpfz990n69h2SvmO7pOn5tm2SdfKkRJw4Kck/rzAnZ+p8tUiiatcWbwgJcW3Qzz/aYyo0VCKqVpXImjUlslatc+e1a0lE5cqmYb89PSa1T5Wq/Pzzue4zTavtKlaQTY3O9lFruOGvXPcBwDWB+b8rAAAAgCKtyosTZP+jjzmsOzxpstSY+bbDuqxTpyS8TBmT5LCXnZYuYeeZlMqZkAqvVMmcaxIsJDZWLMnJZrnqq69IfJezVUX2yQWtDjrWoIGUv/deKQ60EbhW/oTGxTlUpOWn0siREntZU5H27R3Wpx4+LMvnfiDNEipJ1q7dkr59u6Tt2CEZe/eK/Dsb3sGxz0jNObO982RCHZNSpW++WVL/+ktKdu0iGYcOyckP7JJv2dmSsWePOZ356SeH22klXESNGg4JK0vmuQTpgSeeyPXQe/57r8Mwz+Rff5W4yy/37PMDggRJKQAAAAAeV+r663Mlpc78/LM516SIdVhUyrrfpWTHDpK+dZvDtlvbt5cLVq/y6DCwanYz6lkTUiqiQoU8b3PkpZdtSanM48e1RMck0QLV5mbNJb5HD0nfuVNS//67wO3DSpZwvr5MGUmtXUtK9eghEXbJw+y0NNncuIm5HNusmXhNjuOi8jNjbZd1pjx75R98QOJatJC0nTslY9cu23n6rt2mP5RWfumpMPYNH3FuIZQqKaDINTo/fvy49OvXT+Lj46V06dIycOBASUpKyvc2qampMnjwYClXrpyUKFFCevfuLYfsSnut5syZI5deeqlER0dLxYoVzW0AAAAAFC11l3wtcVdd5bBOG5zb9+lJ3bDBabVOdlKSHHvbsarKVel790ra1q0O66IvuURiLrnY6fZhZcsWeJ9Hpk2TLZdfIVvaXC7Ja9ZIIEtctMhpQqrWvNwzzIWWcJ6UyovOxKhVS2cXvNhX6t9qLFV+iGN/sPjrrnVYjmvVSmJbtJAyN90kFR9+WKq/9prU+fJLabDuN6m37BupPvNtqfTUk1Lmjtslrl1biahZw+lD1nj3Hafrc1b5ASgCSSlNSG3YsEGWLl0qCxYskB9++EHuueeefG8zbNgw+fLLL2XevHmyfPly2b9/v/Tq1cthmylTpsgTTzwhI0eONPf/zTffSLdu3bz1NAAAAAC4KbJGDanx1puSMPZcFUtORzXZ0/pcc3F7RyZPKfRjaoJLG3xvv/Y6h/XRF5/tEeRMRLVqDsuVn38uVxLn6Kvnqqz23F/0fxS3ZGU5LIeVK5fv9uFVKkvMJZdIuRzf2QqblDr74GcTRuk7doo3ZBw8KNl2lW7l7/1vruMuv/fXSodqaq+pEldcIWX79pWExx+XGm+8IfW+/lpqf/ZprsqwmIucH0PH3nrrPJ4NENy8Mnxv48aNsnjxYlm9erU0b97crHv11VelR48eMmnSJKlSpUqu25w6dUpmzpwpc+fOlY4dO5p1s2fPlkaNGskvv/wirVu3lhMnTsjo0aNN4qpTp06222rVVH7S0tLMySoxMdGcZ2RkmJMz1vV5XQ+g8IgrwH3ED+AdxJZvlOh1g8iYMXler32l8lLY9ybr1Nm/9Z3NmJbXfWVqAscuiRPTtavIE6OdD9XSIp3ERElPSzO9qfzN2ig+Jx1GZ6/aB3Mlcd4ncsJJAqXCmKek5HXXmdenzAND5Nibb9quy4qMlGwnr1t+sXPys8/NeeKCBVJx/Dg3n9m/zyM5WRI//0JKdO0i4RUqSNaJE7Kj/blG9RWeeFwytdLOfj/i46XiuOfl8ONn+0FZSpUq9HEUVr++iPYX+/e4qDRponktYlq1lJRfVzlsq9V+9veftmWLSXaFxsa6+7QRxDKKyeeSq/vvlaTUypUrzZA9a0JKde7cWUJDQ+XXX3+VG264Iddt1q5da3Zat7Nq2LCh1KhRw9yfJqW06io7O1v27dtnklWnT5+Wyy+/XCZPnizVq1fPc3/Gjx8vY538OrNkyRKJLeA/Cn1MAJ5FXAHuI34A7yC2vK9S8+ZSyo1hb9+9+qpYIiIkOyJSLJF6HiGWiEjJjow4mzTIIW7jJqnq5H5Orlghvy1aZFu+4N/z7LAwWWS33irm3v9K9Rlv5Llf2xo3kcPXXycnr7hC/CU0JVVqTp0qyRfUl0M33uhwXVhSktS1W166bp1Ivbq2522196475R/9TrRs2bnbPvG41H1+nKSXLStfLV5c6Ni5wC7Bt/S99ySzRAkJS06RzDKlC/0cL3hspDk/+sIL8s+EF6Tq2zPlXJt2kd/37pUzTt4/PTbib75JsqKj5Z+vvy704+Z8HssPHhSLPo5+l/3Pf8z9V37vPSn51wZzvfUYitu4UarOOTvMT/c3TAsiQkIkq2RJt/YBwWtpgH8uJdtVM+YnxFLQdAtuGDdunLzzzjuyefNmh/Xa/0mTQ/fdd1+u22iF1J133ulQ0aRatmwpHTp0kAkTJsgLL7wgTz31lNSpU0defvllKVWqlKmc2rt3r6xfv14i7aZvLahSSpNYR48eNT2vnNEEmR4EXbp0cWjcB8B9xBXgPuIH8A5iy3dMhUvHTiKZmXluU7JnTzn9xReu32l4uIRGR0tIdLSExsSY8/QtW5xuWmPhAodhXXvvvEtS16yRUn36SIXRuWdYS9u4Ufbc3Me2HFGrpsS1aycn33nXYbu6a9dISB7fQzxFexalb9kqMS3O/eivdIa5o+POViLV+3P9ue1PJcqOK6+0LZceOFDKPzTUXN56ieMok5qLFklE9dzD2/RrYn5N5vOLnR3t2kuWNoXPodpHH0r0hRfaltO37zAz12kPqP333meGClae/rrtcbUJ+bZm556zPsec+191zmyJ8VJDdfvHsn99rZK++UYODhtuWw6JiRFLSoptufaPP8iOq9qay3XX/SYh4UVnnjGdhTCiSlWJrFPb37uCYvq5pHmX8uXLm1FxeeVdVKGiQvs4aXKooKF73qJVUvoGvfLKK9JVS2pF5IMPPpCEhAT57rvv8uwtFRUVZU456Rtc0JvsyjYACoe4AtxH/ADeQWx5X0TFilLj7bdk94A7nV4fWaeOVHthvGx0kpTSoVDZqanmC7+e25pcZ2aahuiSlCSOHZTOqvTkaCnTt6+5nDPBUuP1aXJmxQop0aGDhDp577Oioh2Wa82da5IkOZNScvy4ROQzasMT9j00TFLWrpWqUyabmfOsQrPPPWv74/dgjqGSCSOG24b4VXhoqJlRUFV64gmJPc+khLPYqbPgS9MUPqfkRYukZOPGtuWtWnGkVVD/JtZUyImTEl6xgqRv3y7hlSo53D40LT3XfUZVrOS12K39f/Pl0LPPSYVhDzl9jBC7hv3KPiGlrAkpFZaRIWExMeby4SlTJX3Hdqn26qvibdnp6RKaI2masmGDHLjvfnP5gjWrJcydvmHwuogA/1xydd8LlZQaMWKEDBgwIN9ttIpJk0SHDx92WJ+ZmWlm5NPrnNH16fqf/MmTZuiflc6+Z71N5cqVzfmFdtn1ChUqmOzb7t27C/NUAAAAAPiYNovOS8VHHzHnVV95WfY9eLaqR9X/6UcJL1/eoYLHkpFhS1BZz7NTUsSSmmqqijR5pMmbkHy+FIXFx0t89+55Xh9evlyufXdWOaSP5W2akFLH35/rkJTKPOT4ncsqyW4onrLvOVX+3ntNM3Nv9sMKL1tWQqKixJJjFExe/b4ctjl2VE4vXSqHnntOSv3neofr/rFrD2MV5cVKn+gLLpCa7+VIQtop0a6dy/eVnZJqjjk9dq09u07Nny8h0TFSsmMHh2M16/Rp+adFSylz++2S8MTjbu//lvYdJPPgQXO50uOPS5nb+smJ996TQ+NfsG1zfNZsqfDgA24/BnC+CpWU0gSQngrSpk0bk1zSPlHN/i2l/Pbbb02lU6tWrZzeRrfTTNqyZcukd+/eZp0O/9Nkk96fuuLf8dq6vtq/MyhookuH4dWsWbMwTwUAAACAj4WVdp6U0mom6xf8+K5dpcS63+TojDckJDLCISGlNDFkhstFRkpYqVJe29dwu9nqdPa2vIay+SIpZZVh90O8RX/0nz3b5eF29nzRoL3Whx/IjhscZ1KPzTH80JmsxESTkFKn5v9fnttpZV3Nd+aIP2nj9bpfL5Zt3c4lN0vdcINE1qxhq0azyj6TpKlXhwb0+//tl6UabTo34kgTUkoTSO4mpTJPnLAlpNShceNMotA+IWW2O+I8sQn4ilf+N9Im5N27d5e7775bVq1aJT///LMMGTJEbrnlFtvMe9qsXBuZ6/VK+0MNHDhQhg8fbobiaUJLe0xpQkqbnKsLLrhA/vOf/8jQoUNlxYoV8tdff0n//v3N/WjfKQAAAABFV7hdo2sdNlfzg7lSY85sSXjqSYeEivaHqjjsIakweLD4k7V6Jbbl2SSBCq9ydvSGVc5qIG/KPHJEDk+ebC4n5mju7ayHkwrPY6SKt0U3amSGv9k7Oe8TOfLKK5K2fXuet8treKe9mCZNpO6ihSYp5G+RNWtK6T7neo+FhIeZarSc0rZuNYmiwwW0w/GUMz/8kGtdzmGd1vdEabLMvt100vLlsqVtOzn93Xde3lMEO6+lyN9//32TLOrUqZP06NFDrrzySnnTbmpR7Q2lFU/2HdmnTp0q1157ramUatu2rRm299lnnznc77vvvmuqra655hpp166dqa5avHhxQI+1BAAAAIKBfUPwlD/+kNimTSXu3x+gi6Jan34i5e4eJJVGPmZbV3fxYqn60ksSUbOGrWePLx17623JOHRIMnO0S0m0m2GupF2v3aoTXxR/0eSivZTff5ejr0+X7T2ucUiAFFbNue9LUZK8erXtcmges7vrkNQtbS63JYFy0so3q/jrr7NdTtuyRU588IEkr1tXqGPt4NhnXN52a6fOsrlxE9nU6EI5NHGiSX7u+e+95hjbe9/9ku3iLGqAO7zW/r9s2bJmRr281KpVK9d/RNHR0TJt2jRzyot2bZ85c6Y5AQAAAAhM9rOwFVXaUyh6xAiHddo0Or57Nzk6Y4ZZtqRnePxxNWGXeey46TXkzMlPPpHs0zoc7JwjU6ZKWWtT97CztQcVH3lYYlu0EH8JK1kyz+sOvzixUPcVGhcn2WfOSMM/1/tk+GFhaFN2q4qPnUtgFob2kQr/t+daaPS5ZN726653SOpGX3KJxF7WVGKaXiYxTZvYbpOTNZGkQ1yzTp3K97Ez9u2zXT4+c5Y52dt9511S88MPXB4eChRG0YpmAAAAAMVaheHDJbRUKYfqo0AUEnW26suSfnb4njZb39nnFjOz2vnS+9l7//2SvmuXWKwzDdo5+upr2lzLYZ3OQpi8dq2c/PQzyfo3YRVW1rFZu6+FlS4tEf+2b8nJvh+WVdQFF+R5Xw3WrjF9l/JrXu8vdRd/Zc6rvDjB7YRZ8i+/mHMt3Dj58ce5rtdG+9q/TJvea7WcHh9aebXt6h6y/4kn5OSnn0ra9h22wo+4tleZ8wrDhuW6r9K39DGvZVSDBi4nSfcMutut5wX4rVIKAAAAAHIqf8/dUm7QwCJX7VJYoRFnk1JZJ89WoSQuXGi+vOup4vDciQB3nF72relF5IyzZM+ufrc5LIeVLCH+Vu/bZZK+d69s69ylwG2rT39dtmrTcLuhbIEgslYth0bl+SnRuZNUf+012diwkcP60JLx5jz1zz+d3q7+ip8lfedOSfltnSSv+82ca4VW+o4d5nTq089syauYpk3lzA8/nl0uFS+VXxgvB0aOst2XtedV5WefkZ03n+uHlZ8zP/8se4cNk2pTzz/pCtgL7E8CAAAAAAEn0BNSKnXLFnN+4PHHzYxxqZs3e+R+7SujDr/4opzK0WPX6tDzzxd4X9ZEh7+FRkXle32dRYuk5ty5ElG1qtT5v/kSd3kbkSJYEVUYcVde6XR9tZfPzspXdsAAh/VZJ0+a8+zklFy3qfrqK2boXFTt2lK6dy+p8txzptF7/ZUrpNrrr0u5u++WmObNzOx6WSdOSNK33zoM44uqU8fh/kJLnB1WqUMB80sm5nT6q8Xn1QsMcIZKKQAAAAAopGy7Pj07b7rZ5aFQBfHkbH6hsY6Nxv0lJDo6z+vK3ftfiapT27asCZQas2aJJStLtrbvYJpuB6Lqr08zFWLaV2vLVW3NulK9e0lIWJi5HJ5QyWH7o9OnS8pvv0mJjh0d1lebMV1Ktm/v9DG0n5T2HbP2HtPhfal//y3Jv60zCU0VVb9+ruRTaMzZ9yNnj6gyfW+VE3M/kCqTJ5lKvAZ//C5Hpr4kx+fMObeRJqXoLQUPIikFAAAAAOdBez/pyRO00sVTtPKoKAi1S0qV7NJZKj/7rBwa/4KEV6wgFYYOdXobTd5UGj1a9g0dKvHXnZuNLlBoU3JrhVLD9X+YRJE2KLcq06ePHH5hgm05fds2c8pOSzXLMU2aSK0PPyj0Y+rt9BTf42pJ371bYi691Fynwws18aVVUtbEmLWi68xPP0nC2LFSps/NkvDUUw4Vbtr7LVdSCvAgklIAAAAAUATo7HK7+jsO6yqsKpMmyf6HH5aSV3eX8LJlpSjI2ZxcG6BXmfBCgbcr2bWLaSIeUa2aBDJNFsW1buWwLjTGeRWbtTeUzsZ3PiISEszJXvn77su1XY233yrcHZOUgocF/mBuAAAAAPAxHYqVF3f67ujMaTv69JGMPXts6+yTMVWnTpHSN90oITmSGeWHDHHcr2uvMVUxRbUhdci/DeJd2jYkxDQRDwkPvloKbV5elJJqNk5mgwTOB0kpAAAAACikhNGjpdq016Te8u9zX1nI2eMSv14iO2+6SdK3bjPNqlXZ/v0dkjHxV19thr3ZD72q98NyKT/4fgkE5R98QMLKl3epQipY1HjnHZN0c6YovU51v1pku0ydlPvSduwwwzjhiKQUAAAAABSSDr8q2amTRFSqZCqTqkw821haWVxMSul2h16caPom6dC92BYtpN43S6Xhxr+l0qiRkp2eu+l5dlKS7bIOz9NqoupvvWmWY5qe61lU1FS4/3654Kcfcw3lC2ZxrVqa4YkXrFktNd971+G62GbNpKgILVXq3ALD99y2/eoesqtvX8nYt8/fu1KkkJQCAAAAgPNUsls322VLRkaB2+uscrvvvEuOz5pllsvedZfUmD1LwitUsM2KFiL5z3JmraQqcdVV0vCvP6XWB3PP81nAH8JKlDAJSX3/Van/XC/hlStL0WF3HJKUOm/Ja9b4exeKFJJSAAAAAHCe7IfaFVQplfzbb7KjV29JXr1aQuPipOrLL0ulRx/J1TspYezTpodUpccfL9TjIzDFtWlztupuwgRbYrIocNiVQvaU2jd8hGy75lrJdHNWyYyDB2X3PfdIxqFDEsjS9+61XT7x0cd+3ZeihqQUAAAAAJynkNBQET2ZSqnMPBugH3/3Xdl1R39TKRVZr67UmjdP4rt1dbq9VkA1WLtGyt5xu1f3HcjXv8d1YSuljs6YIYmLFkn6tm2SvGp1oR/2yKuvydb2HeTMDz/K1nbtxZcSly6VjQ0bycnPPvfI/e0ZOKhIDs0sCkhKAQAAAIAHS0oOjB5tKjzsac+o/SNGyKFx400j9PgePaT2Rx9JVJ3a+d+lfUIA8HOpVGFG7x156WXb5eyk04V6yFNfLpCj06blmqHSV/Y98KA5P+BClWJe0rZvl+Pv/U+yks5I+q5dzmczhFDjCQAAAACekJVlzs78+KPse2iY1PrwA9uX070PPmhm15PwcKn06KNS5vbbzmuIVumbbvTYbgP5cjhO3espdeCJ0XJy3idn7ys09Oyxb60uDNHV/14ODTGXk5Yvz3UfKX/8UWAS1x0ZBw5I+s6dZvikM1oxVfODuRLTpImZaCDr2DHJPH5cMo8elSxzfkyyjh8z55nHj0nWseOSeeyYZCcmmtsfev55h/vLOn12Pc4iKQUAAAAAHpby+++mj0zqXxtMtUV2crKEV6woVV+aKrGXXeb2/dZZtFBSfv9DSt3Q06P7C+TFIXn6b08pi56HhBQqsaoxcT5CozxfYaRDard26Ghb1gkHnE1UsOvWvqbCyZKefv4PmpmVax8sqalmRs9gRFIKAAAAALxgW+cutsuxLVtK1SmTJbx8+fO6z6g6dcwJ8Bn7xNO/4/d2Dxwo6dt3SJ35X0hY6dIF3kWZvn0l7orLzyaz9D6yLZrZOrusl7UCK1uXz57rdSERERLbuo3sf/RRSf71Vzn5ySdnq5VSUiSqbl2PPLWkZcsclq2zYTpjTUiFxsZKWPnyEl62rISVKyfh5cpJWLmyEl62nISXLydhel6urBmyt3fwkNz3Y3FsFr/poovNc6748AgpN+hc76lgQVIKAAAAALyo7MC7pOKwYcyQh4BPSmlCKDQ+XpJX/mKWE7/6Ssrcemuum5z6v/+zXa79xecS3bCh2w+vCSl1ZsVK2dqxk7msQ2M1QXW+Dox+0qXttIKqbL++Ela2rMsVTVH16kmdRYvkyEsvyeklS85dYZJwIic+/FAOT5xkqz47PGlyUCal6JoHAAAAAF5U6ZFHSEghcIWF2S5mnz5t+i9ZHRz7jOmtlNP+Rx+zXdbKIk/becu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|
||
"text/plain": [
|
||
"<Figure size 1200x900 with 3 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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EUxFWlcUk4zGRY83T5/0Vva4YeldziMhnFcP2Yl4qgOYm5nSqe2y94oorapWJuUaWtriPml+QvshxuTyU2nEZWJaO0RMmTMi99mOhic8TAEWv1Bguvf/+++epMmpa0jH3P//5T/6M/r3vfS//kFyXz8LQMHpKQRMWfwhj/pA4/epXv8rzisQKHzF5YnmixuiuvDTEvv/73//W2hbj9uOPf03Tpk2rXFfT+++/nyffBWhu4hfzusfWGPpWFsM5YnLz+pS3R5kvKvYVKzwt7rjcUHFMDo7LwLJ2jI4fDaKH/u9///t03HHHVYbU1RXzRkW5+kYoxKmuOObWnAi9pvjhOMKxWJUv5hOsj8/C0DB6SkEzsuGGG+ZuykXYYost8qTmNfXp0yf/cZ4+fXplW8ybEt2fo25lManjrFmz8j4AljUxlPrll19Ot91220LXjRgxIs9rEj8mfBH33XdfPt7WXGmvvuNyQ73wwgt5ifKNNtroC9ULoKmJHqUxdC96NsXcThEmxSTlNcX8pzHU7rP8YBDH3Fhtr27P2OghFSutxtyrMfyvvmGD8Tk4Pg/7LAxLpqcUNEEx6WJ0BT7ooIPyHFIxweKTTz6Zzj333LT33ntXyn344Ye15nIqz+cUIVFZrAhSV/lLScyREl2f665oEnOiRFfoIUOG5F/lV1555XxdjLmP8Cm6OEdd4r5jTqtYrSRuVxaTOsZqJFYbAZbVUCqWDo9Vm2I1u1glL77wXHrppXnIdVxXc+W9xR1rQyxoEcfTKBe9T++66640fPjwvMT5AQccULlNHJdjqfK6yvuOCX9j9am4HKuh1vyxII7LMd+gFVGB5q58zAzxOfWSSy7Jx7/y4hPRW+qss87K857G0LzyZObRa+m73/1ug+8nekLFfmMxn5gEvWYgFUP9Yh6pmiv+1Rw18Nhjj+XjfPygCyxBCWhyZs2aVTr55JNLW265Zalz586ljh07ltZbb73SKaecUvrkk09ymZ49e8bPNgudfvrTn+brX3vttXqvj9Mbb7xRuvrqq+u9bp111qnUo3fv3qVRo0bVqtvrr79e2nPPPUsdOnQorbbaaqXjjz++NHfu3Fpldt9999Lw4cMLea4AqmnQoEGlvffee6Ht999/fz5G/ve//82X47h33nnnlTbaaKNS27ZtS506dSr179+/9PDDD9e63ZKOtXF/5W2tW7curb766qV+/fqVrrrqqtL8+fNr7eu9994rtW/fvvTSSy/V2l7f/uNvRE3xN+TPf/5z1Z4ngMZQ85gZp5VWWqm0zTbblP7yl79UysybN6900UUXlTbZZJP8GXqttdYq7bvvvvmzcX123nnn0tFHH13vdd///vfzZ/IlHdPrfq0+7LDDKp/JgcVrEf8sKbgClk+jR4/Ok6nHsI+GrmgSvybFpJGx8lR94/YB+PzimBy9sn772982+DaxKuvxxx+fV5aqb94UAOoXx80Yjh1D8equyroo7777blpvvfXyKIea8wIC9TOnFLBIAwYMSIcddljuqtxQb7/9dvrDH/4gkAJYCn75y1/mYSMLFixo8G1iLsKY90QgBfDZxDQa55xzTnrttdcafJvXX389XXbZZQIpaCA9pQAAAAAonJ5SAAAAABROKAUAAABA4YRSAAAAABROKAUAAABA4YRSAAAAABROKAUAAABA4YRSAAAAABROKAUAAABA4YRSAAAAABROKAUAAABA4YRSAAAAABROKAUAAABA4YRSAAAAABROKAUAAABA4YRSAAAAABROKAUAAABA4YRSAAAAABROKAUAAABA4YRSAAAAABROKAUAAABA4YRSAAAAABROKAUAAABA4YRSAAAAABROKAUAAABA4YRSAAAAABROKAUAAABA4YRSAAAAABROKAUAAABA4YRSAAAAABROKAUAAABA4YRSAAAAABROKAUAAABA4YRSAAAAABROKAUAAABA4YRSAAAAABROKAUAAABA4YRSAAAAABROKAUAAABA4YRSAAAAABROKAUAAABA4YRSAAAAABROKAUAAABA4YRSAAAAABROKAUAAABA4YRSAAAAABROKAUAAABA4YRSAAAAABROKAUAAABA4YRSAAAAABROKAUAAABA4YRSAAAAABROKAUAAABA4YRSAAAAABROKAUAAABA4YRSAAAAABROKAUAAABA4YRSAAAAABROKAUAAABA4YRSAAAAABROKAUAAABA4YRSAAAAABROKAUAAABA4YRSAAAAABROKAUAAABA4YRSAAAAABROKAUAAABA4YRSAAAAABROKAUAAABA4YRSAAAAABROKAUAAABA4YRSAAAAABROKAUAAABA4YRSAABV0KJFi3T66adXLl9zzTV52+uvv77U7/snP/lJ+vKXv1y5HPcZ933++eenIsTjjvtrLG+88UZq3759euSRR1JTEq/Jt771rULu66677korrrhieueddwq5PwCoBqEUACzBxIkT0//8z/+knj175i++X/rSl9Juu+2WLr744lrlzjrrrPT3v/99qdTh0UcfzV/8P/jgg7Sse/HFF/NjLSLMaWo++eST/NjHjRuXmpqmXLdhw4albbfdNn39619Py6s99tgjrbvuumn48OGNXRUAaDChFAAsIQzaeuut03PPPZcOPfTQdMkll6RDDjkktWzZMl144YWFhlJDhw5dbkKpeKzNPZTaf//906effprDzM8S/MRj/6zBz+9///s0efLktDQtrm6nnHJKfqyNIXoGXXvttenwww9Py7uf/vSn6be//W368MMPG7sqANAgrRtWDACWT2eeeWbq3LlzeuKJJ1KXLl1qXTd9+vTPvd+PP/44rbDCCml5MG/evLRgwYLUtm3bRq1H0c95q1at8qmIx9SmTZvUmFq3bp1PjeFPf/pTvu+99tqr8PuOdj1nzpzcg7KxzJo1K7+3IigfOHBgOuqoo9LNN9+cDjrooEarEwA0lJ5SALAYr776atpoo40WCqRC165dK/+P+XQiIIgeG/H/OMU8PzXn24keQPvtt19aeeWV0w477JCve/7553O5r3zlK/mLbffu3fOXyffee6+y77j9CSeckP/fq1evyv5r9iSKL+ZbbbVV6tChQ1pllVXSD37wgzzPTl2XXnppvq8o17t37/TQQw+lvn375lP46KOPcshx9NFHL3TbN998M4csixseVHMuowsuuCCts846qV27dvmxh5deeikPhYw6xuONXmj/+Mc/as3D9L3vfS//f5dddqk81nLvnLrzNtWcu6f8fJf3E2UfeOCB9LOf/Sy/VmuttVa+Lh7rxhtvnOsU99GxY8c8JPPcc89NDTF79ux07LHHptVXXz2ttNJK6dvf/nZ+buqqb06pJ598MvXv3z+tttpq+TWI17McHkS52GeIHknlx15+vPH4Ys6gaJPf/OY3833/6Ec/qndOqZpGjhyZe2vF/e28887phRdeqHV9zde/ppr7XFLd6ptTKsLIM844o9IGYl//+7//m5+/+uZdevjhh3ObjHYRbfQPf/hDA16NlHsnxtC9eG7qPq54nZ966qm0/fbbV57vUaNGLbSPqNNpp52Wh79FXXv06JFOPPHEheoaj/HII49M1113XT4uRNmYy2lJ7r777rT55pvnx7bhhhumv/3tb7Wuf//999MvfvGLtMkmm+TH0alTp7TnnnvmHpo1xfsg6nDDDTfk3mnRbqP9zpw5M18f7XzTTTdNt956a4OeOwBobHpKAcBixJf58ePH5y/y8QV3Uf74xz/mYX3xpfqwww7L2+LLeE0Rtnz1q1/Nw/xKpVLeds8996R///vf6cADD8yB1KRJk9Lvfve7fP7YY4/lL6Df/e5307/+9a/05z//OQcMEWiEckgQvbl+9atfpe9///u5DjGcKea72mmnndIzzzxTCdQuv/zy/IV6xx13zKFKBA377LNPDsnKgU18If7Od76TbrzxxvSb3/ymVk+fuP+odzkIWZyrr7469+CI5yK+uEcIFY8p5vyJL9Inn3xyDr9uuummXIe//vWv+X6jzj//+c/TRRddlAOMDTbYIO+vfP5ZRSAVz9Opp56aQ8Oy//73v3kOnnhu43n7y1/+kk466aQcCkQYsDjxHEcIGAFjhB333XdfGjBgwBLrEj3rdt9991yfePzxusRrUA4oYnu8RkcccUR+LqJuIUKGmkFPhFoRakbwF4HE4kSwE0O5Bg8enF+PGHL6jW98I8+T1q1bt9RQDalbfc9ThLQRQh5//PHp8ccfz4HmP//5z3TLLbfUKvvKK6/kcgcffHAaNGhQuuqqq3IoFkFrhD+LMnfu3NyLMepVn3idI8CL1/iHP/xhbm9RNnoWlcPA6O0UwWKEYtFeo63F8xPvtXjf1R2SG6937CfeS/FeXFQYWPbyyy+nfffdNw8vjMcW7404FkSYFXPThTgGxP3E9gjOpk2blofhRYgY4emaa65Za58R9sVjiCArgrOavRDjOVtaw4gBoOpKAMAi3X333aVWrVrlU58+fUonnnhiacyYMaU5c+YsVHaFFVYoDRo0aKHtp512WiRQpR/+8IcLXffJJ58stO3Pf/5zLv/ggw9Wtp133nl522uvvVar7Ouvv57rduaZZ9baPnHixFLr1q0r22fPnl1addVVS9tss01p7ty5lXLXXHNN3u/OO+9c2RaPL7bdeeedtfa56aab1ipXn6hf3LZTp06l6dOn17pu1113LW2yySalWbNmVbYtWLCgtP3225e++tWvVrbdfPPNeR/333//QvuP7fF81tWzZ89az/3VV1+dy+6www6lefPm1SobjyGu+8Mf/lDZFs9P9+7dSwMHDlzs43v22WfzbX/2s5/V2r7ffvstVLdyHcqv2S233JIvP/HEE4vc/zvvvLPIxxiPL647+eST670unoO6r0OHDh1Kb775ZmX7448/nrcfe+yxtZ6P+l7XuvtcXN3Kbbzu83TIIYfUKveLX/wib7/vvvsq2+I+6rb3aDvt2rUrHX/88aXFeeWVV/JtL7744oWuK7/OI0aMqPU6b7755qWuXbtW3sN//OMfSy1btiw99NBDtW4/atSofPtHHnmksi0uR9lJkyYttl51H9tf//rXyrYZM2aU1lhjjdIWW2xR2Rbvifnz59e6bbyG8RwMGzassi3eE7G/r3zlK/UeO8JZZ52Vy0ybNq1BdQSAxmT4HgAsRvRkiJ5S0ZMihtLEEK/oqRK9fWoOO2uI+iZijiFFZdGT5d13303bbbddvvz0008vcZ/RyyZ6ekRPkLht+RS9rqJX1v33318ZNhZDAmOy9ppz/0Svp+gpVVO/fv1yz4wYolQWPcViqOGPf/zjBj3WmNum3JOrPDwpephEPaPnTrmeUad4PqM3yX/+859UbfF465vXKXqE1Xws0dMkerlFj5XFueOOO/J59Oaq6ZhjjlliXco91m6//fbcw+fzWlSvoPpEL7Roq2XxGGOoW/lxLC3l/R933HG1tkePqTB69Oha22NIW/TgK4u2s9566y3x9SgPc63bhsuircfk3zVf57gcvdZiWF+I+Zeid9T6669f6z0UPcpC+T1UFr2Xor4NFe+l6F1WFkPzDjjggNyLcerUqXlb9CaMOaHC/Pnz8+OKNhrPQX3HgehxVfPYUVP5uYjHAABNnVAKAJZgm222yeFPDAWaMGFCGjJkSA5WYrhRea6khohhOXVFWBPzN8VQqviSGV/Gy+VmzJixxH1GmBMdOCKAitvWPMUwqfJk7P/3f/+Xz2POnLpf2usOP4ovxxFWxRCgWHEtREAV8+GU53v6rI81hmdFPWOYYd16xlw+X3Ti+IbWoyyGK9adAym+zMdrvDjxPMbzU3doZoQHSxJhRoR1MSdTDPvae++981CuuvMWLU68XuWhlg0R7aKur33ta0t9ZcPy81S3vUVYGuFcuT2Wrb322gvtoyGvR1l5OGx9gVDdye3j8YfycxDvoRhaWrddlsvVbZeLalOLEs9B3bZWtw4RLMdwwXi9IqCK9hF1iCC4vuPA4upQfi7q3icANEXmlAKABopeFhFQxSm+VMY8UNHLohyqLEl9PRui59Cjjz6aJzKPiZCjd0R8QY35juJ8SaJMfPm88847F9kj6POInhznnXdeDqZiLp7rr78+T0YdKxF+nsdafiwxB070jKpP3QDjs4jeJQ2pR9miVsVbVLhRDfE6xdxVMVfYbbfdlsaMGZPnNRoxYkTe1pDXqmaPmmrWq77Hvajn9LPuuyE+7+ux6qqr5vOGhlf1ibYZc4nFHGr1iUnPG9KmvoiYZy4C22gPMV9UzMEWr3P0wKvvOLC4OpSfi/LccwDQlAmlAOBziFXjwttvv13Z9ll7JsSXx7Fjx+aeMzERd1n03KhrUfuOHjvxxT16TpR7XyxqwvZyj6VYca7mxNnRW6PuhNUxqfsWW2yRe0hFz5wpU6bkydM/r1hNLbRp0yYPD1ycxT2P0Xvmgw8+qLVtzpw5tV6HpSmexwgJYgW8mr2jJk+e3OB9xPDMOMUE9RH2Ra+0WE0tJgavdu+W+tpSTN5ds3dcPKf1DZOr25vps9St/DzF/decpD4m8I7Xr9wev6joYRUBzWuvvVbv9W+99Vae4L5mb6l4/KH8HMR7KIbm7rrrrkuld1G5l2DNfdetQ4SV8b688sora902nqvPGi7Fc1HuaQUATZ3hewCwGDGfTH29Ncpz5tQMJuKLb93ApCG9Q+ru/4ILLliobPlLdd39xyposZ8IturuJy6X59yJEC16lfz+97/PQVRZhE6L6mWy//7756Xsoz5x2yWtSrc4sVR9375984pi9QVIsWLgkh5rOUB48MEHa22L1Qqr0aunIcrPQawOuKTXrK54nuu+RtE7LpSH8JVX0/ss7Whxoqdbzbm6YvhprIJX87WM5/Sll16q9RpESPPII4/U2tdnqVuseFff81LujdSQ1QobIkLOaNsxZ1p9oq1Hm6sZYMblCGxilbpyb8V4juK9Udenn35aa9XGzyOCsZqrDc6cOTOvihivfQxnDPEerts2ohfm55lnLebK6tOnzxeqMwAURU8pAFiMo446Ks+rFBMVx0TI8aU2htvdeOONuZdDDOEriy+59957b/7iHXPZRO+lmFR6UWLC45122ilPnh4TX8eE1BEC1dfro/wF+pe//GX6wQ9+kL+M77XXXjlQ+PWvf53nuYoeTzGx9UorrZT3EV+EY4n7GDIXQw9PP/30/HhiAuf4Ih7lr7nmmryP+nqI7LfffunEE0/M+4nJteM+v4hLL7007bDDDnmoVExAHr2noudMTCT/5ptv5iAkxJf1+JJ+zjnn5Pl0Ysha1DmCrehNFBPGx9xMMQl93CaGwRU1VCnqFsMZL7vssly37bffPvd2i94wS3Lttdfm20Vbiuc85iWLICTaQTnEiV4/MYl2tK/o+RbDuKLXWpw+jxgSGc95vH4RfJUDxnhdy2LIWLTZGFZ58MEH5zmURo0alTbaaKMcoJR9lrptttlmeTLuCAwjxIr5tCIQi+cg2mjN3npfVMzNFe+LqGs8lzXF+zDaUbT1qHPU/dlnn831KrfnCF9vuumm3K4ihP7617+eQ84I6mJ7tK9yz8jPI+43ntcnnngizx131VVX5XYf84mVxdDYYcOG5eNJtKmJEyfmwLjcw7Ch4rWLeagGDx78uesLAIVq1LX/AKCJu/POO0sHHXRQaf311y+tuOKKpbZt25bWXXfd0lFHHbXQkusvvfRSaaeddip16NAhL8k+aNCgvP20007Ll995552F9v/mm2+WvvOd75S6dOlS6ty5c+l73/te6a233srl43Y1nXHGGaUvfelLeUn6uD6WjC+LJed32GGH0gorrJBPUd/BgweXJk+eXGsfF110UV6mPpaa7927d17ufquttirtscce9T7+b37zm/m+Hn300QY9X1GnKH/eeefVe/2rr75aOuCAA0rdu3cvtWnTJj+eb33rW6W//OUvtcr9/ve/z8vet2rVKu/v/vvvz9vnz59fOumkk0qrrbZaqWPHjqX+/fuXXnnllfyYys93uPrqq/PtnnjiiYXqsPPOO5c22mijhbbH7WM/S/Lpp5+Wfv7zn5dWXXXV/FzvtddepTfeeGOh16xch/Lr9PTTT5d++MMfltZee+38/Hft2jU/9ieffLLW/uO5jtck2lrNfUb94v7qU7fuNV+HESNGlHr06JHvc8cddyw999xzC93+T3/6U36+4z4333zz0pgxY+p9PhZVt3Ibr2nu3LmloUOHlnr16pVf66jDkCFDSrNmzapVLu5jwIAB9b5OcVqSeB+2bt269Mc//rHe1zme3z59+pTat2+f7+uSSy5ZaB9z5swpnXPOObl8PE8rr7xyfpxR/xkzZlTKxWOM91VDlR9bPJ+bbrpp3ne8N2+++eZa5eI5Of7440trrLFGPn58/etfL40fP36h5yDeB1GHurcvu/zyy/P7YubMmQ2uIwA0phbxT7ExGADQVMS8PzGUKYYB1jd8KXr1RK+NhvQEgsYSPZFinqaHHnqosi2Gi7777rvphRdeSMuLmAcuHnes5AcAzYE5pQBgOTFr1qyF5q2JuW3ef//9/EW2rpj7afTo0Xl4EzRlsQJmDI+rOw/W8uSuu+7KE8vHUF4AaC70lAKA5cS4cePSsccem773ve/leYWefvrpvNpXrI4WkyPHvFMh5qOKL/dXXHFF/qIfK82VJ2SG5mJ57CkFAM2Nic4BYDkRE7P36NEjrxwXvaNiouoDDjggnX322ZVAKjzwwAN5wuW11147T0wtkAIAYGnQUwoAAACAZW9Oqfj1NZaZPuaYY2rNaRFL1cbQgRVXXDEv6xxL49Y0ZcqUNGDAgNSxY8e8BPQJJ5yQ5s2bt9AwhC233DIvFR1LHsey1gAAAAAs56FUzEPx29/+Nm266aa1tsd8Frfddlu6+eab8xCBt956K6/6UzZ//vwcSM2ZMyc9+uijeehABE6nnnpqpUzMdxFldtlll/Tss8/m0OuQQw5JY8aMWZoPCQAAAICmPHzvo48+yr2YLrvssvTrX/86bb755umCCy5IM2bMyEtPX3/99el//ud/ctmXXnopT7I6fvz4tN1226U777wzfetb38phVbdu3XKZUaNGpZNOOim98847ed6L+H+sCFRz8sof/OAH6YMPPsirjzR0Gey4j5VWWin35gIAAABYHpRKpfThhx+mNddcM7VsudQH0hU70XkMz4ueTP369cuhVFms7jN37ty8vWz99dfPk6mWQ6k432STTSqBVOjfv3864ogj0qRJk9IWW2yRy9TcR7lMzWGCSxKBVEz4CgAAALA8euONN9Jaa6217IRSN9xwQ15mOobv1TV16tTc06lLly61tkcAFdeVy9QMpMrXl69bXJmZM2emTz/9NHXo0GGh+549e3Y+lZU7icVQwOgt1VxEqHf//ffnoYtt2rRp7OqwjNCuqDZtimrTplgatCuqTZui2rQplla7itFnMQ1SY+YhrZdGwnb00Uene+65J7Vv3z41JcOHD09Dhw5daHv0uooJ1ZuTqO/jjz/e2NVgGaNdUW3aFNWmTbE0aFdUmzZFtWlTLA3lHKQxpzOqeigVw/OmT5+e55OqOXH5gw8+mC655JI8EXlMYB5zP9XsLRWr73Xv3j3/P84nTJhQa7/l1flqlqm7Yl9c7tSpU729pMKQIUPScccdV7kcvapi+N7uu++eb9ecEs0I/XbbbTdJOVWjXVFt2hTVpk2xNGhXVJs2RbVpUyytdnXrrbemxlb1UGrXXXdNEydOrLXtwAMPzPNGxeTkEQLFG2ns2LFp4MCB+frJkyenKVOmpD59+uTLcX7mmWfmcKtr1655W7wJIzjacMMNK2XuuOOOWvcTZcr7qE+7du3yqa6oT3N8czfXetO0aVdUmzZFtWlTLA3aFdWmTVFt2hTLoqqHUjEWceONN661bYUVVkirrrpqZfvBBx+ceyytssoqOWg66qijcpgUk5yH6LkU4dP++++fzj333Dx/1CmnnJInTy+HSocffnjueXXiiSemgw46KN13333ppptuymMiAQAAAGjaltrqe4szcuTIvNxg9JSKicdj1bzLLruscn2rVq3S7bffnlfbi7AqQq1BgwalYcOGVcr06tUrB1DHHntsuvDCC/NM8VdccUXeFwAAAABNWyGh1Lhx42pdjgnQL7300nxalJ49ey40PK+uvn37pmeeeaZq9QQAAABgGe4pBQAAX1TvM+/9wvto27KUTtgwpV3OH5ceHrJbVeoFADRMywaWAwAAAICqEUoBAAAAUDihFAAAAACFE0oBAAAAUDihFAAAAACFE0oBAAAAUDihFAAAAACFE0oBAAAAUDihFAAAAACFE0oBAAAAUDihFAAAAACFE0oBAAAAUDihFAAAAACFE0oBAAAAUDihFAAAAACFE0oBAAAAUDihFAAAAACFE0oBAAAAUDihFAAAAACFE0oBAAAAUDihFAAAAACFa138XQIAQNPT+8x7q7avCb/sV7V9AcCySk8pAAAAAAonlAIAAACgcEIpAAAAAAonlAIAAACgcEIpAAAAAAonlAIAAACg+YdSl19+edp0001Tp06d8qlPnz7pzjvvrFw/a9asNHjw4LTqqqumFVdcMQ0cODBNmzat1j6mTJmSBgwYkDp27Ji6du2aTjjhhDRv3rxaZcaNG5e23HLL1K5du7Tuuuuma665ptoPBQAAAIDmEkqttdZa6eyzz05PPfVUevLJJ9M3vvGNtPfee6dJkybl64899th02223pZtvvjk98MAD6a233krf/e53K7efP39+DqTmzJmTHn300XTttdfmwOnUU0+tlHnttddymV122SU9++yz6ZhjjkmHHHJIGjNmTLUfDgAAAABLQetq73CvvfaqdfnMM8/Mvacee+yxHFhdeeWV6frrr89hVbj66qvTBhtskK/fbrvt0t13351efPHFdO+996Zu3bqlzTffPJ1xxhnppJNOSqeffnpq27ZtGjVqVOrVq1caMWJE3kfc/uGHH04jR45M/fv3r/ZDAgAAAKA5zSkVvZ5uuOGG9PHHH+dhfNF7au7cualfv36VMuuvv35ae+210/jx4/PlON9kk01yIFUWQdPMmTMrva2iTM19lMuU9wEAAADActZTKkycODGHUDF/VMwbdcstt6QNN9wwD7WLnk5dunSpVT4CqKlTp+b/x3nNQKp8ffm6xZWJ4OrTTz9NHTp0qLdes2fPzqeyKB8iKItTc1Gua3OqM02fdkW1aVNUmzZFXW1blqq2j2rsqybtdPnlWEW1aVMsDU2lPS2VUGq99dbLAdSMGTPSX/7ylzRo0KA8f1RjGz58eBo6dOhC22PIYEyq3tzcc889jV0FlkHaFdWmTVFt2hRlJ2xYvX0dvf6n1dtZSumOO+6o6v5ofhyrqDZtimXRUgmlojdUrIgXttpqq/TEE0+kCy+8MO277755AvMPPvigVm+pWH2ve/fu+f9xPmHChFr7K6/OV7NM3RX74nKs9reoXlJhyJAh6bjjjqvVU6pHjx5p9913z7dtTolmHJB222231KZNm8auDssI7Ypq06aoNm2KunY5f9wX3kf0kIpA6sKXOqQ5C1qkarn/F32rti+aF8cqqk2bYmm1q1tvvTUtk6FUXQsWLMjD5iKgijfR2LFj08CBA/N1kydPTlOmTMnD/UKcx+To06dPT127ds3b4g0YoVEMASyXqfvrU5Qp72NR2rVrl091RZ2a45u7udabpk27otq0KapNm6KsmiFS7Kua+9NGcayi2rQplkVVD6WiN9Kee+6ZJy//8MMP80p748aNS2PGjEmdO3dOBx98cO6ttMoqq+Sg6aijjsphUqy8F6LXUoRP+++/fzr33HPz/FGnnHJKGjx4cCVQOvzww9Mll1ySTjzxxHTQQQel++67L910001p9OjR1X44AAAAADSHUCp6OB1wwAHp7bffziHUpptumgOp6GoYRo4cmVq2bJl7SkXvqVg177LLLqvcvlWrVun2229PRxxxRA6rVlhhhTwn1bBhwyplevXqlQOoY489Ng8LXGuttdIVV1yR9wUAAADAchhKXXnllYu9vn379unSSy/Np0Xp2bPnEieH7Nu3b3rmmWc+dz0BAAAAaDwtG/G+AQAAAFhOCaUAAAAAKJxQCgAAAIDCCaUAAAAAKJxQCgAAAIDCCaUAAAAAKJxQCgAAAIDCCaUAAAAAKJxQCgAAAIDCCaUAAAAAKJxQCgAAAIDCCaUAAAAAKJxQCgAAAIDCCaUAAAAAKJxQCgAAAIDCCaUAAAAAKJxQCgAAAIDCCaUAAAAAKJxQCgAAAIDCCaUAAAAAKJxQCgAAAIDCCaUAAAAAKJxQCgAAAIDCCaUAAAAAKJxQCgAAAIDCCaUAAAAAKJxQCgAAAIDCCaUAAAAAKJxQCgAAAIDmH0oNHz48bbPNNmmllVZKXbt2Tfvss0+aPHlyrTKzZs1KgwcPTquuumpaccUV08CBA9O0adNqlZkyZUoaMGBA6tixY97PCSeckObNm1erzLhx49KWW26Z2rVrl9Zdd910zTXXVPvhAAAAANAcQqkHHnggB06PPfZYuueee9LcuXPT7rvvnj7++ONKmWOPPTbddttt6eabb87l33rrrfTd7363cv38+fNzIDVnzpz06KOPpmuvvTYHTqeeemqlzGuvvZbL7LLLLunZZ59NxxxzTDrkkEPSmDFjqv2QAAAAAKiy1tXe4V133VXrcoRJ0dPpqaeeSjvttFOaMWNGuvLKK9P111+fvvGNb+QyV199ddpggw1ykLXddtulu+++O7344ovp3nvvTd26dUubb755OuOMM9JJJ52UTj/99NS2bds0atSo1KtXrzRixIi8j7j9ww8/nEaOHJn69+9f7YcFAAAAQFMOpeqKECqsssoq+TzCqeg91a9fv0qZ9ddfP6299tpp/PjxOZSK80022SQHUmURNB1xxBFp0qRJaYsttshlau6jXCZ6TC3K7Nmz86ls5syZ+TzqE6fmolzX5lRnmj7timrTpqg2bYq62rYsVW0f1dhXTdrp8suximrTplgamkp7Wqqh1IIFC3JI9PWvfz1tvPHGedvUqVNzT6cuXbrUKhsBVFxXLlMzkCpfX75ucWUiaPr0009Thw4d6p3vaujQoQttj55ZMXdVcxPDI6HatCuqTZui2rQpyk7YsHr7Onr9T6u3s5TSHXfcUdX90fw4VlFt2hTLoqUaSsXcUi+88EIeVtcUDBkyJB133HGVyxFg9ejRI8951alTp9ScEs04IO22226pTZs2jV0dlhHaFdWmTVFt2hR17XL+uC+8j+ghFYHUhS91SHMWtEjVcv8v+lZtXzQvjlVUmzbF0mpXt956a1pmQ6kjjzwy3X777enBBx9Ma621VmV79+7d8wTmH3zwQa3eUrH6XlxXLjNhwoRa+yuvzlezTN0V++JyhEv19ZIKsUpfnOqKN3ZzfHM313rTtGlXVJs2RbVpU5RVM0SKfVVzf9oojlVUmzbFsqjqq++VSqUcSN1yyy3pvvvuy5OR17TVVlvlN9LYsWMr2yZPnpymTJmS+vTpky/H+cSJE9P06dMrZSIZjsBpww03rJSpuY9ymfI+AAAAAGi6Wi+NIXuxsl50A1tppZUqc0B17tw592CK84MPPjgPo4vJzyNoOuqoo3KYFJOchxhOF+HT/vvvn84999y8j1NOOSXvu9zT6fDDD0+XXHJJOvHEE9NBBx2UA7CbbropjR49utoPCQAAAICm3lPq8ssvzyvu9e3bN62xxhqV04033lgpM3LkyPStb30rDRw4MO200055KN7f/va3yvWtWrXKQ//iPMKqH//4x+mAAw5Iw4YNq5SJHlgRQEXvqM022yyNGDEiXXHFFXkFPgAAAACWs55SMXxvSdq3b58uvfTSfFqUnj17LnHVkgi+nnnmmc9VTwAAAACWoZ5SAAAAALAkQikAAAAACieUAgAAAKBwQikAAAAACieUAgAAAKBwQikAAAAACieUAgAAAKBwQikAAAAACieUAgAAAKBwQikAAAAACieUAgAAAKBwQikAAAAACieUAgAAAKBwQikAAAAACieUAgAAAKBwQikAAAAACieUAgAAAKBwQikAAAAACieUAgAAAKBwQikAAAAACieUAgAAAKBwQikAAAAACieUAgAAAKBwQikAAAAACieUAgAAAKBwQikAAAAACieUAgAAAKBwQikAAAAAmn8o9eCDD6a99torrbnmmqlFixbp73//e63rS6VSOvXUU9Maa6yROnTokPr165defvnlWmXef//99KMf/Sh16tQpdenSJR188MHpo48+qlXm+eefTzvuuGNq37596tGjRzr33HOr/VAAAAAAaC6h1Mcff5w222yzdOmll9Z7fYRHF110URo1alR6/PHH0worrJD69++fZs2aVSkTgdSkSZPSPffck26//fYcdB122GGV62fOnJl233331LNnz/TUU0+l8847L51++unpd7/7XbUfDgAAAABLQetq73DPPffMp/pEL6kLLrggnXLKKWnvvffO2/7whz+kbt265R5VP/jBD9I///nPdNddd6Unnngibb311rnMxRdfnL75zW+m888/P/fAuu6669KcOXPSVVddldq2bZs22mij9Oyzz6bf/OY3tcIrAACajt5n3tvYVQAAltc5pV577bU0derUPGSvrHPnzmnbbbdN48ePz5fjPIbslQOpEOVbtmyZe1aVy+y00045kCqL3laTJ09O//3vf4t8SAAAAAA0hZ5SixOBVIieUTXF5fJ1cd61a9da17du3Tqtssoqtcr06tVroX2Ur1t55ZXrvf/Zs2fnU81hgGHu3Ln51FyU69qc6kzTp11RbdoU1aZNNX9tW5ZSU61TteumnS6/HKuoNm2KpaGptKdCQ6nGNnz48DR06NCFtt99992pY8eOqbmJObeg2rQrqk2botq0qebrhA1Tk3X0+p9WdX933HFHVfdH8+NYRbVpUyyLCg2lunfvns+nTZuWV98ri8ubb755pcz06dNr3W7evHl5Rb7y7eM8blNT+XK5TH2GDBmSjjvuuFo9pWLlvpg0PVb6a06JZhyQdtttt9SmTZvGrg7LCO2KatOmqDZtqvnb5fxxqamJHlIRSF34Uoc0Z0GLqu33/l/0rdq+aF4cq6g2bYql1a5uvfXWtFyFUjHkLkKjsWPHVkKoCIZirqgjjjgiX+7Tp0/64IMP8qp6W221Vd523333pQULFuS5p8plfvnLX+YnsfymjDfpeuutt8ihe6Fdu3b5VFfsozm+uZtrvWnatCuqTZui2rSp5quaoc/SqFs166eN4lhFtWlTLIuqPtH5Rx99lFfCi1N5cvP4/5QpU1KLFi3SMccck37961+nf/zjH2nixInpgAMOyCvq7bPPPrn8BhtskPbYY4906KGHpgkTJqRHHnkkHXnkkXllvigX9ttvvzzJ+cEHH5wmTZqUbrzxxnThhRfW6gUFAAAAQNNV9Z5STz75ZNpll10ql8tB0aBBg9I111yTTjzxxPTxxx+nww47LPeI2mGHHdJdd92V2rdvX7nNddddl4OoXXfdNa+6N3DgwHTRRRfVWrEv5oEaPHhw7k212mqrpVNPPTXvEwAAAIDlMJTq27dvKpUWvXpJ9JYaNmxYPi1KrLR3/fXXL/Z+Nt100/TQQw99oboCAAAA0DiWq9X3AACgCL3PvLeq+5vwy35V3R8ALJNzSgEAAADAkgilAAAAACicUAoAAACAwgmlAAAAACicUAoAAACAwgmlAAAAACicUAoAAACAwgmlAAAAACicUAoAAACAwgmlAAAAACicUAoAAACAwgmlAAAAACicUAoAAACAwgmlAAAAACicUAoAAACAwgmlAAAAACicUAoAAACAwgmlAAAAACicUAoAAACAwrUu/i4BAGgOep95b2NXAQBYhukpBQAAAEDhhFIAAAAAFE4oBQAAAEDhzCkFAADL2fxeE37Zr6r7A4DPQ08pAAAAAAonlAIAAACgcEIpAAAAAAonlAIAAACgcM1+ovNLL700nXfeeWnq1Klps802SxdffHHq3bt3Y1cLAKDZT4YNALA0NetQ6sYbb0zHHXdcGjVqVNp2223TBRdckPr3758mT56cunbt2tjVAwCAJslqfgA0Bc06lPrNb36TDj300HTggQfmyxFOjR49Ol111VXp5JNPbuzqAQAslp5NAMDyrNmGUnPmzElPPfVUGjJkSGVby5YtU79+/dL48ePrvc3s2bPzqWzGjBn5/P33309z585NzUXU9ZNPPknvvfdeatOmTWNXh2WEdkW1aVMsi21qwEUPVXV/JvdsfC1bltInn8xKLecsSC0XtGjs6jRb253296rub/TPd0zNVVM4VrFs0aZYmu0qlEql1FiabSj17rvvpvnz56du3brV2h6XX3rppXpvM3z48DR06NCFtvfq1Wup1RMAgKatulEj1bDasMauAcDy48MPP0ydO3dulPtutqHU5xG9qmIOqrIFCxbkXlKrrrpqatGi+fwyNnPmzNSjR4/0xhtvpE6dOjV2dVhGaFdUmzZFtWlTLA3aFdWmTVFt2hRLs129+OKLac0110yNpdmGUquttlpq1apVmjZtWq3tcbl79+713qZdu3b5VFOXLl1ScxUHJAclqk27otq0KapNm2Jp0K6oNm2KatOmWBq+9KUv5amQGkuzncqgbdu2aauttkpjx46t1fMpLvfp06dR6wYAAADAMtpTKsRQvEGDBqWtt9469e7dO11wwQXp448/rqzGBwAAAEDT1KxDqX333Te988476dRTT01Tp05Nm2++ebrrrrsWmvx8WRNDEE877bSFhiLCF6FdUW3aFNWmTbE0aFdUmzZFtWlTLMvtqkWpMdf+AwAAAGC51GznlAIAAACg+RJKAQAAAFA4oRQAAAAAhRNKAQAAAFA4oVQjeP/999OPfvSj1KlTp9SlS5d08MEHp48++mixt5k1a1YaPHhwWnXVVdOKK66YBg4cmKZNm1arzM9//vO01VZb5dnzYyXC+jz//PNpxx13TO3bt089evRI55577kJlbr755rT++uvnMptsskm64447vuAjprm2qSlTpqQBAwakjh07pq5du6YTTjghzZs3r3L9T37yk9SiRYuFThtttFGlzOmnn77Q9dG+aPoaq12NGzeu3nYVq6zWdOmll6Yvf/nL+Vi17bbbpgkTJlT5GWBZaVN/+9vf0m677ZZWX331fN99+vRJY8aMqbUPx6rm47O+95f0uSbW/ImVnNdYY43UoUOH1K9fv/Tyyy9/5rbbkM9YNE1Ft6nXX389t6FevXrl69dZZ528AtacOXNqlanvb+Fjjz22FJ4BloXjVNxf3fZy9tln1yrjONW8XVpwu1rUZ/I4PfHEE9U7VsXqexRrjz32KG222Walxx57rPTQQw+V1l133dIPf/jDxd7m8MMPL/Xo0aM0duzY0pNPPlnabrvtSttvv32tMkcddVTpkksuKe2///55/3XNmDGj1K1bt9KPfvSj0gsvvFD685//XOrQoUPpt7/9baXMI488UmrVqlXp3HPPLb344oulU045pdSmTZvSxIkTq/gM0Bza1Lx580obb7xxqV+/fqVnnnmmdMcdd5RWW2210pAhQyplPvjgg9Lbb79dOb3xxhulVVZZpXTaaadVysT/N9poo1rl3nnnnaX0TLAstKv7778/VoUtTZ48uVa7mT9/fqXMDTfcUGrbtm3pqquuKk2aNKl06KGHlrp06VKaNm3aUno2aM5t6uijjy6dc845pQkTJpT+9a9/5evib9vTTz9dKeNY1Tx81vd+Qz7XnH322aXOnTuX/v73v5eee+650re//e1Sr169Sp9++mmD225DPmPRNDVGm7rzzjtLP/nJT0pjxowpvfrqq6Vbb7211LVr19Lxxx9f2cdrr72W/xbee++9tY5Lc+bMKeBZoTkep3r27FkaNmxYrfby0UcfVa53nGrebmiEdjV79uxa7SlOhxxySC6zYMGCqh2rhFIFiwYRL9oTTzxR2RZ/mFq0aFH6z3/+U+9t4ot/NKCbb765su2f//xn3s/48eMXKh8frOsLpS677LLSyiuvnBtX2UknnVRab731Kpe///3vlwYMGFDrdttuu23ppz/96ed4tDTnNhVf7Fq2bFmaOnVqpczll19e6tSpU602VNMtt9yS7/f1119fYnukaWvMdlUOpf773/8usn69e/cuDR48uHI5Aqs111yzNHz48C/4yFkejlVhww03LA0dOrRy2bGqefis7/0lfa6JD9Xdu3cvnXfeebXaXbt27fIXtoa23YZ8xqJpaow2VZ/44hhf9MrKX/QibKd5aaw2FaHUyJEjF1kvx6nmrXcTOFZF0LT66qvn8LOaxyrD9wo2fvz43O176623rmyLbnItW7ZMjz/+eL23eeqpp9LcuXNzubLohrf22mvn/X2W+95pp51S27ZtK9v69++fJk+enP773/9WytS8n3KZz3I/LBttKs6jm2e3bt1qtYWZM2emSZMm1bvfK6+8Mu+zZ8+etbZHN9A111wzfeUrX8nDH2KoDU1bU2hXMQw5uhPHsKtHHnmksj2GN8R91byfqFdcdqxquppCmypbsGBB+vDDD9Mqq6xSa7tjVdP2ed77S/pc89prr+WhwTXLdO7cOQ+LqNnGltR2G/IZi6ansdpUfWbMmLHQMSl8+9vfzsOSd9hhh/SPf/zjcz1Olp82FcP1Yrj7Fltskc4777xaQ9kdp5qvOU3kWBXHoPfeey8deOCBVT1WCaUKFi98vFg1tW7dOv8RqjtfSs3bxMEjPhDVFB/AF3WbRe2n5of28j7K1y2uzGe5H5aNNtWQ9lLTW2+9le688850yCGH1NoeB7Zrrrkm3XXXXenyyy/PB8AYyx5fCGm6GrNdRRA1atSo9Ne//jWfYs6Dvn37pqeffjpf/+6776b58+c7VjUzTeVYFc4///w8H9D3v//9yjbHqqbv87z3l/S5pny+pDJLarufpx2y/Lapul555ZV08cUXp5/+9KeVbTGH3ogRI/KcMKNHj85f9PbZZx/BVBPXmG0q5he+4YYb0v3335/b0llnnZVOPPHEJd5PzfugaXq3iRyrogNCBFtrrbVWVY9VrRtcksU6+eST0znnnLPYMv/85z8Lqw/NX3NrU9dee23+4hgHoZr23HPPyv833XTT/MUvelLddNNNeZJPitUc2tV6662XT2Xbb799evXVV9PIkSPTH//4x0atG82zTdV0/fXXp6FDh6Zbb721VtDgWAU0hv/85z9pjz32SN/73vfSoYceWtm+2mqrpeOOO65yeZtttsk/AEbvl+iRAHXVbC/xdyx+1Ilwavjw4XkhLPgi3nzzzbxITHwuqqkaxyqhVJUcf/zxeSWyxYnhAN27d0/Tp0+vtT26VcaqLnFdfWJ7dNn74IMPav1aHKsPLeo2i9pP3RWLypfL+1lUmc9yPywbbSrO667oULe9lMX8dFdddVXaf//9a3UJrk/c39e+9rX8qyDFa07tqqbevXunhx9+uPLHr1WrVo5VTURzalPxC3L05oxf8+p2aa/Lsarp+Tzv/SV9rimfx7bopVmzTHkl44a03YZ8xqLpaaw2VRZf3HbZZZf848vvfve7JdY3wvJ77rnnMzxClrc2Vbe9xLEqVkeLH/scp5qv1ZpAu7r66qvz0NCGBE2f9Vhl+F6VxDLTMc/F4k7xZT2WoY4P1zEmtOy+++7L81vEi1efrbbaKrVp0yaNHTu2si3G/sZcF7G/hoqyDz74YJ6foywaSxykVl555UqZmvdTLvNZ7odlo03F+cSJE2t9EI+2EMthb7jhhrX298ADD+Qvbg3pTRBDZqLXS82DH8VpTu2qpmeffbbSZqJ+cV817yfqFZcdq4rXXNrUn//85zwHQpwPGDBgiY/Lsarp+Tzv/SV9runVq1f+YF6zTMxHFnNF1WxjS2q7DfmMRdPTWG2q3EMqhqbH/ceXvZgfZklq/i2kaWrMNlVfe4l2Ve4V7DjVfLVt5HYVHRDiOHXAAQfkz2VVP1Z97inS+dxiWeEtttii9Pjjj5cefvjh0le/+tVaywq/+eabeRWEuL7mkthrr7126b777stLYvfp0yefanr55ZfzrPcxo/7Xvva1/P84lVdYiNn0YxnQ/fffPy8DGstKduzYsdYyoLF0ZOvWrUvnn39+XuEoViOqu3Qky0ebKi+zvvvuu5eeffbZ0l133ZVXW6i5zHrZj3/847yaQ31ieeNx48bllRmifcWy7bFc+/Tp06v+PLBstKtYOSaWpo1jWhx7jj766Ly6Wiw1WxbHr1gd5JprrskrYx122GF5WdyaK7DR9DRWm7ruuuvy37ZLL7201nLF8XexzLGqeVjSez8+45x88smf6XNNLIkd+7j11ltLzz//fGnvvfdeaKn1JbXdhnzGomlqjDYVx7p11123tOuuu+b/1zwulUV9rr/++nwfcTrzzDPz38JYDp6mrTHa1KOPPpo/P8XfwVdffbX0pz/9Kf8tPOCAAyr7cJxq3m5opL9/IT6DR3QU+6mrGscqoVQjeO+99/IHmRVXXDEvWX3ggQeWPvzww4WWVYxl0cuiYfzsZz/Ly3jGweM73/lOrT9cYeedd863q3uK/ZU999xzpR122CE36C996Uu5IdZ100035VCrbdu2pY022qg0evTopfZc0LTb1Ouvv17ac889Sx06dMhfzuJL29y5c2uViT9wcf3vfve7euu27777ltZYY43cnqLNxeVXXnml6s8By067Ouecc0rrrLNOqX379qVVVlml1Ldv3xxI1HXxxRfnsCLaViyT+9hjjy2154Lm3aYW9fdx0KBBlTKOVc3H4t778VrXfF0b8rkmlsX+1a9+lb+sxeejCAomT578mdpuQz9j0TQV3aauvvrqeo9JNfsLxBe9DTbYIB/3os1FvW6++eal+jzQfNvUU089lX8g7ty5c/78FG3nrLPOKs2aNavWfhynmreLG+HvX4i/f9tvv329darGsapF/NPwflUAAAAA8MWZUwoAAACAwgmlAAAAACicUAoAAACAwgmlAAAAACicUAoAAACAwgmlAAAAACicUAoAAACAwgmlAAAAACicUAoAAACAwgmlAAAAACicUAoAAACAwgmlAAAAAEhF+38hFw/kiMILgwAAAABJRU5ErkJggg==",
|
||
"text/plain": [
|
||
"<Figure size 1200x900 with 3 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"\n",
|
||
"================ dqn_EURUSD_M15.zip | DQN ================\n",
|
||
"bars 9956.000000\n",
|
||
"Sharpe -11.667301\n",
|
||
"Sortino -12.971816\n",
|
||
"CAGR -0.578343\n",
|
||
"Calmar -1.977823\n",
|
||
"MaxDD -0.292414\n",
|
||
"WinRate 0.465448\n",
|
||
"ProfitFactor 0.783297\n",
|
||
"Exposure 0.983126\n",
|
||
"Trades 1050.000000\n",
|
||
"AvgHoldBars 666.864403\n",
|
||
"dtype: float64\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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nNW8elmNSsnixbLjscmn3xOOSeeyxYk1Pd0vzij6HuC3fY/YssebkSOG338q+Dz6UsvXrpc2E+0zaHZpeeonkvv2O7HjooTq3n9SqddD2xVNQyZadLX1WLHd78mKLm2+WXc884xzX2l/dpn4pKZ07S2VhoRRMnWpqg2WddJKkdOgQtPQBAAAAAKAISCWg5LZtpcmll8jet952dniuQ0BcglEq75NPzFBT+oD+JrBVsmCBc1rmkMFizco++NkPPjSDK30yYOPzzvP65DptSrf3f/8Ta1p69RPqNNCly1qsYrEefC8WfdEn1+l7i3lfPH++7Hnlv851bb7+hjp3t9eiX8Wammre54webQZvml5ysWkSuemv10nlnj3S5KKLpMklF5uAnwaxto+/T7JHjpSMgUdLOGhQqmL3brE1aWI6tE/p2EG23HKrc/7vo8fU+syOhx+RHt/PDltwEAAAAACQGAhIJajWd90lTc6/QPZOmlRdI0gDOSaYYzlQe+nAuBl09MD0A/NK1/4u5Rs3iSU1VfYvXSpVRUU+t1cy/2AgyqFozly3cUtysthrBLi2T7jf1CDKHnaS23RdbvtDD7n1jxRqvZcsNmmsb420zpMm1phok9Ru3aTTO9UBwXByDSxljxkj7WxJsuWmm3x+Ztvd90j7fz3vVtutYtcu2b9ylaT17iW2Zs2C1jm61kijo3UAAAAAiH8EpBJYatcu0vrufwRtfZX5+bLm5OFSVVAgKV27SvaokVL43UwpXb7cbbm2Tz0peR99LEXff18r4FORm2sCVdvHj3cGufQJdj1/+lFsjRqZgEXxT/Nk4+WX19p+5vHHVzc3tFeJvepA00NtXmjXp9JVj7u+37+susN3feKgNmNcPXiI+/Hp08eZ9o5vvF7vYFS008BPzqiRkvLpJ7Lu1INPBnQ0S1x9/AnmfeF338mKvoeZ920eekiS27aRjVdc6Vw2uVNH6f7VVw1Kiz5BcMWhfd2maafv2s9Wer9+knPqHyXzmGNMIC8Yqvbvl/JNm8SakSFVpaWS2rVrUNYLAAAAAPAPASkEjXak3evneW7TWt50k5Rt3iy/Dx9hxtu//JJkn3iiNDrlFMn/8kspXrDQ1LxpfM7ZZn5S06bS6A+nmGHdOefK/iVLzPRVg47xul3tA6vT228FpUnbzmeekbTevX02xYs3aT17mn2vKiszTTCtmZlmesbAgVI8z/18bvtH7QBm+YaNpn+qZtdcYzrJlxo17CqrKiV70SLJr6yUJK1l5TK/Mm+f7HjgQY/pcnT6XrJokRkcOr7+mmQOru6Y3x9lGzfK1jvHScnChV6X6TF3jiQ1aeL3OuGdNqN11qjU81haKoXffifZI4abpqIAAAAAoAhIIeRS2rc3zdO0eV/6YdU1bVTOmDFm8Maallbnuju+9qpbZ+IN1dLD0/AShTUlRUSHA9o8cL9p0pn7pn/Bvj2vvOJ1Xht9ot//Ta5XerST+5p9iimtnaUBNEetPO18Pbm1947hfx85qs5t5b7+hrS85W/1Sl880xpkGjxyrRVYvmWL5E2ZIqk9ekjW0KEem1ZqTbd155wj1tQ06TRpollmZb8jzLxGp50qTa+8Uiq2b5fM446T7Q8+KPv+967zsy3/fqs0u/rqMO0hAAAAgEgjIIWwyBgwoN6faT1hgmx/4H7TZKti+w7TdCztkD7S5NJLJa3PIZLcqmVI0opqKZ06Satx48yT9ioLCiRnxAjTd1fJr79KSvfupkZRydJlsv7s6tptqb16mcCQXRxPZDQPZRR7VaXs2rlLmjdvLlYTxHA8wVGk5JdfxF5aahbNOvlkaf/Pp8XiEhRr+9BDUrlvn2z681/Mdh1cnxjoq58vDVjVpJ3pNz73PCn4Zkb1kyI1mPaf/wQckHI8jdJbx/uxRo/3qmN810DTwFKr229z/1xhkRT/OFdKf1vu7GdMm+865H3yqRm82fnkU7L7P69Im4cerPF0zwNNb7Wpreu4eSJo9bSyDRskqXUrsVhtktymtQmY+buvW8fdZZ6Ymdq7t5SuWGGmd5/xtSS3a+fXOgAAAAAEhoAUorqPq06vvx7pZCQ87bvJQYM92kTSIb3voc7aSt6Ul5fLr1OmSL+xYyU5gH64TMfw7/5PSlevlrV/PNXnsisOO9znfNe05owe5QxIOYJcGlQzzcqSkqprCOl7x2uSviaJJckmYq2eprWzNFCqtNZPu38+Lbbsg0+OjDX6tM0Nl1xa53K5r71mmtnuffttE6TcN/n9WstsveMO2b+4usmtv6ry82XLDTdKQ3Wa+I5peutofupJ4ezZsumaa53jjmCU0id3tvz73w+mq7hYdj71tAnOZh13bIPTBwAAAICAFIAYobWyXGkT0I6v/lc2XHyJX5/3FDjTDva33now8FC6cmXA6dNO+lcdPVA6vvWmZPTvL/b9+30GRBzKt283wS19Tevb16+nDNrLyqSyqMh0xK99d7W89RZpqH0ffyzb7hzncxlbi+ZSuWu3eb92zFifyxbP/dHjdG2+q7WP9OmMVXl5UvjDD27b1XlJrVq5P9lTa5/puNWlfzIzTaRsze9SvnWr2zY2XHSxeU07/HDp8n8Hn8RZ+P0PJohWOHOmz7SXrl9fvQ8LF8qGCy9yTt87cWKdAVgAAAAA/iEgBSAmaHBCgwH2iorq4MSBDrJ1mjYPczwV0CybkmKCNqrV3XdL04sPBhVcaef6W2+73Tx1MeePf5RGp50mUlUp9opKsVdWiFTqa2X1q3Na1cF5FZVStn695H3+udiLi806N156mXP9TS68UFr94y7ZfNNNUvj1jOppF10kTS+9RGxNm5oAlitPadUnT+oTIbUGVtm6dbJ27Cm1+u7Sodmf/yQtbrrJr4CWq9K1us7awaXeS5eYBw640mZyK/ocIvXV9bNPTe22ppdd5tZ819qihTQ+/XQzNIRpvqfN/h57XHLfeMM5ff/ixV6bdzpq37V79lnJHDRQCr79VvI+/kQKvvrKnCtvn9NmoPoAB1cVu3dL7ltvS/nmzabvs6xj61eLqmLPHtNs1JqTI0WzZps81/7ZZ2g2CAAAgLhGQApATKkZJFFJLVpI72VLpTIvzzSZc+1Hqi59flvW4DS1uX+C7H7lFdn11NNu07VTeB3cpk2caAZPdjz4oBm0WWTWsGEmSFG5d6+zto8GWLzZ8/K/zaCBroN9eB14dXlvrzGuzeRctbrrLhMw8xUULP7lF7EkJZtmtTVrgWlfUvvenyw7H33MjLd7/jnTEXooaxY5gnBaa64+un45xfl0xWxtjnfCCbLi0K98fmbVwEGmnys9P47Prj7ueOf8/ClTTDNPfSiDyYfJSeZVj1f1qzb7dExLEktKshTNmVtrO2tOHi7tX3xR0o4/rl77BAAAAMQKAlIA4oLWmErSYEyENL/mGvN0uR0PPxyUvpx0cOUajErp2tXUqtFO/ms2javMzQ1om1qrrPu330hSs2Z1Lptx5JFe59myMk1NKO2kPK1PHxPoCZekptUBItXl449k78RJsm/y5Fq1ohpfcL60uOGGWh3Rax7q+sXnJu0aFExu21ayR400td9W9j9Ys2vbP+526+C9lspKqSoqavD+7HjsUel0/OcNXg8AAAAQjQhIAUCQaM0i19pFxQsWmD6u2j39lGQOHiyVhYWmWVij006V/C++MDVjOrz0opm+ZuiJfm2jyycfS1qvXh6bkpn+qBxN9lyb7nl7r50w6Y2gebNazdAawtSkWlq/Ds2DQZtDlixaJDljx5pOzds8cL8Z6iO1WzdzTlxZMjOl5W23yc4nnvDYwbtDyzvuMNuWinLT2bs2Lz346nhfPU90mmN+eYUkt21japLpEwMd/VaVb9goa487XpKvuVqKZs+W1BYtJO2QQ5zNVQEAAIBYRkAKAEJEOzfvs/w3t9o5La6/zrxv/uc/m0Fps7deixdJxc6dktK+vekTyV5SItaMDBO02Hz9DeZpfs1vvMFjMMqsOycnqEGlWKRN4No97d5sMliaXnmFpHTpLCmdOpnzuPrY2k3pml1xeYO3ozXUei//zdlXl3b83uXJp2SbyzJ0rA4AAIB4QEAKAKKANSXFBKMcNYwsGRnV75OSpMPLL0U4ddBzkj1smFtQyLXj89b1rIlV57ZGjJCC6dM9zi+aN08yB7p3iA8AAADEGvcONAAAgF8anXmmedUn9TU555ygrrv9889J4/PPM+93jR0jrZ/5p3OePslRn+wHAAAAxDJqSAEAEAB92l7ru/9hmlaGZP333SfN//EPWTVlimSdfLKkdO4sZevX13qyn4M2J+w8+f8SvukmAAAAYgM1pAAACLBpXaiCUZ50/XKKz/naIfqqgYNMJ/kAAABAtCMgBQBAjATAtPP7uqwacLTp32rnU09Lxd69UlVaKvs+/EhKV68OSzoBAAAAf9BkDwCAGOr8XjtUz/viC0nt2lXS+lR3rK5Bp5X9jnBbds8rr5jBVdPLLpWmV10l+xcvlqRWrSW5fTvz1EANdgEAAADhREAKAIAY0+iUU9zGramp0uuXhbLyyKN8fi73zbfM4EmvX38Ra1paUNMJAAAAeENACgCAOGBNT5eeP/0oVcXFktSsmdgrKiT3zTdl38cfiy2nkexfssTn54t/ni9Zxx8XtvQCAAAgsdGHFAAAccLWqJEkt2kjlpQU0+F687/8Rbp/9ZV0fu9d5zItbrlFei9eJO1f+JfkjB3rnF5VWBChVAMAACARUUMKAIA4Z7FaTd9TrrJPPtkMJYsWSfmWLbLlb7eYIWv4yaZGlSU1RawpqWJJTTUBLjNu3jumJVePp6ZK8bx5pimgNSdHUnt0lxY33ChlGzdISocOkn7EEVK2YaPsfOopKZwxw2y72/RpZh4AAAASFwEpAAASmAajXBV+XR00CkTl7t1SvHu3bJj7o8/lfh8xstY0DYQ1vfgSyRh4tAmgAQAAIL4RkAIAIIFlDhkiRXPmOMeb/elPYs3MFHtpqdjLysReVmqe4mcvLaueVl7mNl5VVCSlq1c3OB0aCHMEw5pedaW0uu22Bq8TAAAA0YuAFAAACazja69K0Y8/St7nn0vru+9u8JP2Nt9wgxRM/1qaXHiBZB57rBR8841kHNVfMo87TpKaNJb9v/0m68+/wLl82uGHy/7Fi93Wkfvqa2ZwDZq1f+lF00QQAAAA8YGAFAAACS7zmGPMEAztn3/ebVz7qXKlfUrV7M+qfPt22X7fBCn87juP69QaXCv7HSFtH39MGp16qnO6Pklw78SJkt5/gKR271bdt5XFEpT9AAAAQGgRkAIAABGV3Lq1dHj5JfO+av9+2fnU01JVUiyVe3Kl8Ntvncttvf0OKZr7o+R99JHXdWWdfLLkjB4lluTkg0NSkvO9mPED01MOLqO1r7SporJXVYlYLAS3AAAAQoiAFAAAiBraZLD1P+5yjlfm58uqgYOc476CUUqf5Od4ml9DJLVqJZ0mTpSU9u0avC4AAADURkAKAABELVtOjmnit+2ee2Xf5Mnu81o0l8pdu10m2EQqKyVzyGCxl1eIvbzcfaio8DguOtRQsWOH/D58uNu0jm+9KRsvvcy8TzvkEOny4Qeh2m0AAIC4R0AKAABEvVZ3/8MZkOr0ztuSMWBA0NZtt9sl97XXZM8bb4gtI1PKNmzwuJwjGKW0c/adzzwjLW++2X1dlZVi0cAYAAAAfCIgBQAAop728dRr8SKp2Lkr6M3otK+oZlddZQaHghkzZPN11/v83J6X/22Gmhqddaa0feihoKYRAAAg3lgjnQAAAAB/WFNSwtankz4dUJsK9v5tmXnt9vV0Mz2t3+HSfdZMn5/N++BDKfrxx7CkEwAAIFZRQwoAAMALi7X6b3cp7dubwJRDr0W/yv6lS2Xf5Pcl7+OPa31u4+VXOJ/61/axx6R09Sop+eVXaXrZpR6b9OV98olsveNO8z571CjTubs+6U90+1Z94p/V5/uSX3+Vyrw8qczNlaZXXinNrrjcPLHQlp0dwqMDAAAQOAJSAAAAATQhzOjf3wxtH33E9EOlTf/yp34lW1z6ldIn/q1y6e/KmpUpTc4917yvKimRzTffLEUzZ7mtu+CrrxqUtl1PP20G1f7FFyV72EkNWh8AAEAoEJACAABoIA1GqZzRoyRj7hzTSXruOxPFXlLittz2e8dLwddfi1RUSNGcuR7X1fjccyWlUycRe5XYq+za6/qB91UiOl5VJXb7wfc6r2zzFimYOrXWurb+/e/S44fvxZqeboJmeR9+aNYdzE7hAQAAAkFACgAAIIiSmjSRlrfeaobihb+Y2krF8+c75xfNmu3xc70WzBdrZmYDtvxP82/+V9Nk90svSemKFVJVXCwrjzyq1pKdJk2SjKOObMC2AAAAGoZOzQEAAEJEgz6d3nnbDE5Wq6T27Gn6etInB3b55GPpvWxpA4NRB+WMGildP/5I2j72qNdlNlx4oWy+4YbqWlcAAAARQA0pAACAENMmcl2nfCFJLVrU6mg8rVevkGyz0WmnSdZJJ8n+Zctk4xVXijUnRzKOPFIKZ1Y/JbBg+tey4pBDpcuHH0jpmjVStmmTNP/LX5wduQMAAIQSASkAAIAwSO3aNezbtOXkSObgwW5PCFw54GipKix0jq878yzn+93P/8v5PnvMaCme+6OkH3GEZA4+RppceqmzrywAAICGIiAFAACQQHr+PE/K1q6V8s2bZfv9D0j5li0elyv4srqT9MLvvjNDcrt2kj18eJhTCwAA4hV1sgEAABKI1nJK7dZNsoYOle4zvpZOE9+RLh99KKk9evj8XOEPP5jXqrIy2b9ypVv/U7tf/rcs791H9n38ccjTDwAA4gM1pAAAABJYRv/+5rXrZ59K7ptvSsXu3ZIzdqykdO0q1tRU2ff++7Lt7ntk3//eNYOT9jVVo1P0bXeOM4EufdJgQ+x49DHJfeMN896SliYd//uKeXpgwVdfSYu//U0an3F6g9YPAAASLCCVm5srN9xwg3z22WditVrlrLPOkmeffVaysrK8fuY///mPTJo0SRYuXCgFBQWyd+9eady4cTiTDQAAkBCaXnZZrWkpXbp4XtjLE/pWDx4itmbNqjtHt9lqv9qsIlabiM0qFserxSolv/7qcX32/ftlw8WXOMe3jRsnOx5+WHrOnSOWJP62CgBArArrXfyiiy6Sbdu2yfTp06W8vFyuuOIKufbaa03AyZvi4mIZPXq0GcaNGxfO5AIAACS89COPrDWt4xuvS+W+PMmfMkUKpk0zTw9seuWVsvOxx8z8yj17QpqmqoICWXfGmaZWFwAAiE1hC0gtX75cpk6dKj///LMMGDDATHv++edl7Nix8uSTT0rbtm09fu7mm282r9999124kgoAAIADtGaTPqXPbrdLxbZtktSmjfNpezmjR7ktm3PKWCldvVqSmjcXqawUe2WVSNWBV3uV2CsrTc0qT6+67h0PP+JcV4/vZ1evR0TKNmwQa1aWVObny9oxY8003c62e+6VVuPulJIlS8VeVirbH3hQ2j76iGQcdVRYjxEAAIjigNTcuXNNUztHMEoNHz7cNN376aef5IwzzgjatkpLS83gkJ+fb161VpYOnjime5sPIDCULSBwlB9EnRYtpKKiwvv8Jk0kdeDAgFeffcEFUlVaKhabTexJSc68b2nbVuzabVVOjnSa9pVsGFkdCNs3ebIZXG248CLptniRM2jmCWULCBzlBwiN8jgqW/7uQ9gCUtu3b5eWLVu6bzwpSZo2bWrmBdMjjzwiEyZMqDV92rRpkpGR4fOz2pwQQPBRtoDAUX4Ad02HD5fmX3/tdf7vh/eT7eecLQVHHGECW95QtoDAUX6A0JgeB2VLu14KS0DqzjvvlMcO9Bfgq7leOGlfU7fccotbDakOHTrIyJEjJScnx2sET0/8iBEjJDk5OYypBeIbZQsIHOUH8Mw+ZoxsOuNMKfv9d8k55xxpfPFFUrpqley47XbnMq0nv28GW/Pm0vyOO2THbbeZ6dmnnipN7xsf8bJlr6iQnePHS+HXMyR77Fhpfucd5qmGQLTj3gSERnkclS1HK7WQB6RuvfVWufzyy30u07VrV2ndurXs3LnTbbpW+dYn7+m8YEpNTTVDTXpS6zqx/iwDoP4oW0DgKD9AbV0+eF/sZWViO/DHxsxevSTryCPl9+Ej3Jar3L3bGYxSBZ9+Ki3vGx+yslW6dp0kt24lK4/qb8Z7/jhXbB6eEL3z2Wel4NPPzPv899+XtC5dpNlVVwY1LUAocW8CQiM5DsqWv+lvcECqRYsWZqjL4MGDZd++fbJgwQLp37/6Bv3NN99IVVWVDBo0qKHJAAAAQAKxpqWJ6OAipX17ST2kj5T+tlyaXnap5L75lsfP/n5Uf+kpImvuuFNSe/SQ1hPua3BH6PaqKtn55FOS+9prbtNXHTNYei//za1Pq+IFC2TPf191W65869YGbR8AgFgTtj6k+vTpI6NHj5ZrrrlGXn75ZVMd7frrr5fzzz/f+YS9LVu2yMknnyxvvfWWDDzQIab2L6XDmjVrzPiSJUskOztbOnbsaPqfAgAAABy6fvih833LO+80T++zpKeLvaxc1gwdWmt5fVqfdoSuml5xhbS642CzP08qCwqkbP366mFd9Wvp+nUmCObNij6HSPsXXxBrerpsvMK9FlTmCcdL0Sx9omCzAPYWAIDYFbaAlJo4caIJQmnQSZ+ud9ZZZ8lzzz3nnK9BqpUrV7p1gKXBK9cOyk844QTz+vrrr9fZVBAAAACJS2slJR/4w6fq8snHsu600837yowMsdXodDX39dfN0GvxIinfuNEZeCp1CT5V7tnjc5vJ7dtLcuvWkj1qlOx46CHn9M1/va7Wsjmn/lGSWrQwAanKPP/62wAAIF6ENSClNZomTZrkdX7nzp3FbteH+h503333mQEAAABoiLRevaTXgvlSISJffv21jB07Vqo2bZa1Y8e6Lbfy8H4+16NBpJTOnSWlS5fq186dxdYoR8o2bJSc0aPEeuCpzk0uOF9W9D2s1uebXHSRZA07STKHDJEtf6t+EE/uG29IqzvvCOr+AgAQzcIakAIAAAAiyZqZKZbycud4atcu0ubhh2XbXXe5L5eV5RJ06uQMPKV06iy2rEyP68440E+qgyUpSfqsqG7KV6W1sWw2saSkuPUnldqzhxRMnWre6x9mXecBABDPCEgBAAAgoTU643RJP6yvCTiVb9kilowMUwsqmMEhR62pmppeepnsfu55895eUmK2DQBAIrBGOgEAAABAJGngSZ+2Z0lONkGp5JYtw1ZTyZp5MAC18ij3GlYAAMQzAlIAAABAhNQMfC3v3UfsZWURSw8AAOFCQAoAAACIIltuuz3SSQAAIOQISAEAAABRpOSXXyKdBAAAQo6AFAAAABBBHV75j9t4xc6dUvTTPI/L6pP4AACIBwSkAAAAgAjKOv546b1sqXR+713ntB0PPlhrubING2T1sceZfqZKli4LcyoBAAguAlIAAABAhFlsNknv1885Xrp6tQk8rT3zTKnYu9dM+33UaKnMzTXv1599tplfWVAQsTQDANAQBKQAAACAKNHl00/cxkt/Wy6brv2TCT55surogWZexYFAFQAAsYKAFAAAABAl0nr2lPT+/d2m7V+ypM7PrR5yrOx992CTPwAAoh0BKQAAACCKdJ74jnSd8oV0njy51jxbi+bS65eF0mPOD9L+xRfc5m2/b4KUrV8fxpQCABA4AlIAAABAlEnt2lXSD+sr2SNGOKd1evst6Tl7tljT0yWpaVPJHjZMus/8zu1zv48eE/A29Ql+uW++KbnvTJTKwqIGpR8AgLok1bkEAAAAgIho//xzPucnt2olnf43STZccKFz2uYbbpCkNm1EKirFXqlDhUh5xcH3FRVir3C8rxS7Ga+QkoUL3Z7y13PeT2LLyQnp/gEAEhcBKQAAACCGZRx5pPRetlRWHNrXjBdM/zoo6101cJD0WbHcrQaVxWIJyroBACAgBQAAAMQ4i83mNt7s2mvFkpQkkmQTiy1JLPqq4wfei03Hk6un62etNimY9pXYmjSVvRMnOteTP3WqZJ98sqw762wpXbXKTGt65ZXS8ra/E5wCADQIASkAAAAgDnT+4H0pmT9fmlxyiVis9e8qNmf0KPOadeKJsumaa8z7LTf/rdZyua+9ZobuM2dKcquWQUg5ACAR0ak5AAAAEAfSDz1Uml52WUDBKFdZxx8nbR59pM7l1gwdKtvvf6BB2wIAJC5qSAEAAABw0/j006VswwbZ89LL0ujMM6XJhRdKet9DpXzHThOIctg7aZIktWhuOlHXzwAA4C9qSAEAAACopeVNN5lOzds+/JAJRiltotd7+W9uy+169jnZduc4Wd67j+RPnx6h1AIAYg0BKQAAAAB+087MNVDV8Y3Xa83bcsONYq+sjEi6AACxhYAUAAAAgHrLPOYY6fH9bOk0aaLYmjVzTl9xaF9Zd+55BKYAAD4RkAIAAAAQkKTmzSXjqKOk5w/fu03fv3ixFM2ZE7F0AQCiHwEpAAAAAA3WY84PbuOVefkRSwsAIPoRkAIAAADQYElNm0rP+fOd4/s+eF+qSkqk4JtvxV5eHtG0AQCiT1KkEwAAAAAgPtiyMiXz+OOlaPZsKZ77o6w88ijnvN7LlorFZoto+gAA0YMaUgAAAACCptmVV3icrp2dVxUXhz09AIDoREAKAAAAQNBkDh4sTS680Ly3tWjuNm/tH0+VqrIyKV64UCrz3fuYstvtYq+qCmtaAQCRQ0AKAAAAQFC1vvce6bNiufScPVt6L13inF6+ZYusPLyfbLjwIlk1cJDsfOop57xt99wjq4cca5YBAMQ/AlIAAAAAQsaSlCRdv5zicd6eV/4ry3v3MUPe+x9I5b59subk4ZL7zsSwpxMAEF50ag4AAAAgpFK7dJFW4+6UHY886tfyOx58UHY89pi246ueUNerBz1mz5KkFi0amHIAQKhQQwoAAABAyDW97DK38Z7zf5aMY47x/oHycpGKiuqhsrJ60D6mdNBAlI9glFp9/Amm5tXvf/iDeS3fuTNYuwIACAJqSAEAAAAIi16LfjXN9JpdcblYMzOl0xuvm87M1f6lyyS1R3expKRIxa5dLp+ymP/NO4vzTa3X8i1bZf0559TaZtma383rmhOGmldrdrZ0mviOpPXsGcI9BQDUhYAUAAAAgLCwpqZKi+uvc5vmCDKlH9bXOS25Vat6rzupaVPp+fM8saSmyvZ7x0vexx97XK6qoEDWnXqatLr3Hml64GmAAIDwo8keAAAAgLhgy84Wa0qKtH30Eek27Svn9Pb/el6SWrd2W3bH/Q+Ypnxbbrtdin/5xdm5etGPP0Yg5QCQeKghBQAAACDupHTsKH1WLHeOZw8fLvaqKllxyKFuy+V/9pkZHDZefoV0fu9dSe/XL6zpBYBEQw0pAAAAAAnBYrVK6/sn1Lnc+vPOl6qSkrCkCQASFTWkAAAAACSMJueea4aq/fvFXlYmeZ98aoJP2tH6xiuulOL5881yuW+/I00uOF+sWVkHO1MHAAQNNaQAAAAAJBxrWprYcnKk6SUXS/NrrxFLcrJ0eudtSWrbxszf9fTTsurogbKizyGycsDRUrJ4caSTDABxhYAUAAAAABzQ6vY7ak2rKiyU9eeeJ5tvvCkiaQKAeERACgAAAAAOyB410vk+a/jJktqrl3O8YPp0KV6wQPK/mhah1AFA/KAPKQAAAAA4QPuL6v3bMtO/lDbrU/tXrpR1p50uYrfLhosuNtMKxo6Vdk8/FeHUAkDsooYUAAAAANR4Gp8jGKXSXGpJOeRPmSKVhYXmffm2bVKxd29Y0wgAsY6AFAAAAADUoeuUL2pNWzXgaNl47bWy5qRhsnrwkIikCwBiFQEpAAAAAKhDateu0mfFcum9bKm0ffwx5/SiWbOd7+12e4RSBwCxh4AUAAAAAPjJYrNJo1NPlVb33F17ZkVFJJIEADGJgBQAAAAA1FPTiy4ynZ+3uPlm5zTtCL2hdjz6mCzv3ccMxfPnN3h9ABCtCEgBAAAAQICdnze75mrneFUDA1LaUXruG284xzdcfIlsf/AhKZx9sFkgAMSLsAekcnNz5aKLLpKcnBxp3LixXHXVVVJ44OkU3pa/4YYbpFevXpKeni4dO3aUG2+8UfLy8sKabgAAAADw1IRPrNU/q+zl5QGvR/uf2nLLrbWm733nHdl0zbUNWjcARKOwB6Q0GLVs2TKZPn26fP755zJr1iy59tprvS6/detWMzz55JOydOlSeeONN2Tq1KkmkAUAAAAAkWZJSTGv9rLygAJR5Vu3Sv6nnzqntf/X87WWW3HY4VLw9dcNTCkARI+kcG5s+fLlJpj0888/y4ABA8y0559/XsaOHWsCTm3btq31mb59+8oHH3zgHO/WrZs89NBDcvHFF0tFRYUkJdXehdLSUjM45Ofnm9fy8nIzeOKY7m0+gMBQtoDAUX6A0KBsIdjs+/eb1/3btomlVUuvy1Xu2yelq1dL2eo1Uqava9aYoapGi5G0oUOl4xefy8ZT/uA2ffP1N0i3xYvEYrFIpFB+gNAoj6Oy5e8+hDUgNXfuXNNMzxGMUsOHDxer1So//fSTnHHGGX6tR5vraZM/T8Eo9cgjj8iECRNqTZ82bZpkZGT4XLfW3AIQfJQtIHCUHyA0KFsIlp4HXrdccol53X7WmVLapo2kbt8hqdu3S8qO6tekggKPn7dbrVKZkSFJhYWy/eyzZNWUKWZ6y8HHSOO5P7otO/Xjj8WemiqRRvkBQmN6HJSt4uLi6AtIbd++XVq2dP+LgQaVmjZtaub5Y/fu3fLAAw/4bOY3btw4ueWWW9xqSHXo0EFGjhxpAlneInh64keMGCHJycl+7xMA3yhbQOAoP0BoULYQbGvuuNNtvPUHH3pdNqldO0np0V1Se/SQFB26d5eUzp3FciAvdnddeOxY81Ly6yJnsGtIZaU0OjDdG3tlpdgrKsQagsAV5QcIjfI4KluOVmphCUjdeeed8thjj9XZXC8YO3XKKafIIYccIvfdd5/X5VJTU81Qk57Uuk6sP8sAqD/KFhA4yg8QGpQtBEvXL6fI2jG1g0QZxxxjAk+pPXtIWs+ektKtu9iyMuu9/uSjB8iWA+93TbjfDN2+ni6Vu3fLhsuvkE5vvy3ph/V1Ngtcdcxg877d889JzogRDdw7L2mi/AAhkRwHZcvf9AclIHXrrbfK5Zdf7nOZrl27SuvWrWXnzp1u07UfKH2Sns7zpaCgQEaPHi3Z2dny0UcfxfwJAgAAABAfUrt0kXb/fFq2jb9P2j/zT8kYMMDZ0XmwZBx9tBT//LNz/PfhBwNN6885R9L69pX9S5e6fWbLDTdK1sIFUvzLL5LatavYy8okpVOnoKYLAAIVlIBUixYtzFCXwYMHy759+2TBggXSv39/M+2bb76RqqoqGTRokM+aUaNGjTK1nj799FNJS0sLRrIBAAAAIChyxowxQ6h0evst2fHII5L75lse59cMRjmsPKr6d5eDBs58pbNk2TJJbttWkpo0aWCKAcA3q4RRnz59TC2na665RubNmyc//PCDXH/99XL++ec7n7C3ZcsW6d27t5nvCEZp309FRUXy6quvmnHtb0qHysrKcCYfAAAAACKm1bhx0mnSxAatY8vfbpHi+fNr9Tm1vHcfM6w/62xZPXiI2O32BqYWAKKoU3M1ceJEE4Q6+eSTzdP1zjrrLHnuuefcOvJauXKls1f2hQsXmifwqe7d3br4k3Xr1knnzp3DvAcAAAAAEBkZRx3l1nyv5/yfxZpZ3S/V/mW/Se7rr0urcXdK3qefyZ5XXpHM44+TnJEjJfediVL8Y/UT+zZcfIk0Pu88saanS+HMmVK2bl2t7ex+6SXJHDxYLBaLiMugXa6kbt5stlWRnHRwvga2KiqlMi9PMgcfIxabLazHBUDsCXtASp+oN2nSJK/zNcDkGo0/8cQTic4DAAAAwAHtnntWNl5+heSMGS22rCzn9PS+h0q7p54075tdeYUZHLKHD5e1p58hpStWmPF9773ncxu7n3veDJ5oL1Sbn/+X1882ufACaX3vvfXeLwCJJewBKQAAAABA4LR/p66ffFzvz3WeNFG23Tte8j//3OP87t99K7bGjWXnU09L4ayZIpVVIo7KAXa76H9SZZeSkhJJd/Trq/MPLFOxa5d53Tvpf2bo+PprppaVVjAwNakAwAUBKQAAAABIANaMDGn35BNmUFVlZVKZmyvlW7aIWKySfODJ563/cZeIDh5oFytTpkyRsWPH1nryeeEPP8imq652jm+84krn+z4rlodorwDEqrB2ag4AAAAAiA7WlBQThMro318yjjqywevLOvZYU8vKk3XnnSd5n31mOk7ffMONUllQICVLlkj+tGlmfmVhoeR98YWpZaWdrJetX28CZgDiFzWkAAAAAABBoQEurQ21/oILpeSXX5zT9y9aLFsX3W7eF0yfbgaHLV7W1fjcc6XN/RNCnmYAkUENKQAAAABAUHX+3yRpccstDVrHvv/7P1OTSmtMAYg/1JACAAAAAARd82uvMUPF3r2y4ZJLJLl1G2n7xOOyevCQWstmDRsm+5culYqdO92mrzp6oNt4ozPOkJQuXWTX009L6wfuN/1ilfy6SFJ79pDU7t1lzyv/lbTevaTFjTeGfP8ANAwBKQAAAABASJ8K2M3lyX5dPvnYNOdrfM45Yi8vF6mqMoElB30q34o+h3hcV95HHznfb7/nXo/LFH7zjVhSUqX5n/8UUHpz33pbdjz8sGky2HrCfTwhEAgRAlIAAAAAgLBJ69XLDMpis9WarwGgto8/Jltvv8OMJ7VpIxXbttVrG7ueeUZKli4Ra2qa2MtKTQfpdjOUi7209MD76uHgvDKx79/v1mRQh9YTJkj28JOldPUayTxmUIP3H0A1AlIAAAAAgKjS6NRTzeBaa2r3Cy/K7n/9yzmtzaOPSGrXrpLau7fkf/6FbLvrLrd1FH49Iyhp2T5+vBlcpfboIe2e+aekdusWlG0AiYiAFAAAAAAgqmmtqRbXXydNL71E9r77njQ6Zawkt2vnnN/4zDMkrU9v2fPfV01TvZIlS6Vi926xpCSLNTVVLCkpBwZ9n2ze156eIiUL5kvZhg3S7JprZOWRR3lNT+nq1bL2lD+YZn2txt0plrQ0k0btgN1TrS8AtRGQAgAAAADEBFtOjuko3ZO0Pn2k3VNPOmswBSKl/cEgV58Vy2Xvu+/K9vsmmPGOb7wuGy+/wm15R7M+V5nHHy/tn39OLKmpUrFzlyQ1b0aQCvCAgBQAAAAAAB40Of98ST/8cLFmZUlKx44mSFVVUuKz9lTR7Nmy8ogj3aYltWwp1uxsaXXXOLGmZ0jGUe7zgUREQAoAAAAAAC/SDnF/4p81Pd0EprRJ4OrjjjfTml55pWkKuOflf3tcR8XOnSI7d8qmq652Tkvv31/SDj1Esk8eLqndukpS8+Yh3hMguhCQAgAAAACgnjSApIEpV1lDh8qGCy50nzb8ZI8drJcsWGCGvW+97ZzW5cMPxJrTyK3poL+043d9gqCypqXV+/NAuBGQAgAAAAAgCDKOPNIEqbbf/4CULFoknd5+S6wZGWZe/vTpsuWmm0Wqqrx+ft2ZZznfJ7VuLY3POVvs+0ulqrj44FBy8L29yHV6iXPdTS68UBqfd56sO+00M970iiuk5e23mY7XgWhBQAoAAAAAgCBqfe89tabljBghOb8tk+W9+zintXvmn1K+dZvsfPzxWstXbN8uu5//V0Db3ztpkhkccl9/3QyWjAyxFxebJob6NELtJB6IFAJSAAAAAACESbevpsqWW/8ujU47TXJGjzbTml15haw7+xzZv3Spc7nMoSdIsnaGnpFhAknaGbq+dw6ZB17T053L7F+8WDZff4PXbWswSuW+9poZOk2aZDpYryotFUtKCjWoEFYEpAAAAAAACJOUTp2ky/uTa033NK2+kocPl+7fzJDy7dulYscOKVm0WKpK98u+/73rcfkNF7r3dyUakLLbnaONzj5L2tx/v1is1ganDaiJgBQAAAAAAHEiuW1bM6icMWPMa5vx492W2fHY46YJXy0uwSiV9/4HktS4sbT8+99DmWQkKMKcAAAAAAAkkFZ33C49f/rRbVr2mOrmgzXt+e+rUlVWFqaUIZFQQwoAAAAAgARja9TIPBHQlf2JJ0RsNqkqLJSyDRtl/dlnm+lFs2ZJ9vDhEUop4hUBKQAAAAAAIJak6hCBLTtb0vseenB6cnIEU4V4RZM9AAAAAABQS1q/w81rxa5dkU4K4hABKQAAAAAAUEvF1m3mtXzr1kgnBXGIgBQAAAAAAKgltXdv87r7xZdk77vvRjo5iDMEpAAAAAAAQC22Jo2d77ffN0GW9+4jW279u6z946nmffn27RFNH2IbASkAAAAAAFBLy5tuqjUt/4svpHT1avN+zYknid1uj0DKEA8ISAEAAAAAgFqS27WTXr8slE6TJklKp04el1nR5xBTW6rwhx/Cnj7ENgJSAAAAAADAI2t6umQcdaR0+2qqtLzt716X23TV1VI0d25Y04bYRkAKAAAAAADUqdlVV0mfFcvN0HrCBGl55x1iychwzi+aNy+i6UNsISAFAAAAAADqpcl550qzyy+X3gsXSItbbzHT9rz0smm+t/qEoZFOHmIAASkAAAAAABCwRqec4jZesXOn7Hj8CaksLJKq0lKp2r//4FBScnAoLj44FBU5BzpKTwxJkU4AAAAAAACIXclt20rbp56Urbce7GMq97XXzBCorJNPlpQOHaT59deLLSszSClFNKGGFAAAAAAAaHAtqd7LlkrmcccFZX2FM2ZI7htvyKoBA0wtK8QfakgBAAAAAIAGs9hs0uHFF2TDJZdKVVmZdHjpRbFmZVfPs7guaPH6vmjOHNnx0MNSvmWLc/LKfkdIo7POlLYPPWSa85WtWWOa/GnTwMq8fMl9+23p9M7bYsvKCst+IjgISAEAAAAAgKCwpKRI5/feDfjz2cOGmcFeWSkrDu3rnJ73wYdm8GbVgKPF1qiRWFJTq4eUFLGkpoglKVn2L17s8TMtbr5Jmv/5zwGnFQ1DQAoAAAAAAERdbaveSxbLisMO9/szlXl59drGrmeeNYOtSROp3LvXOb3TxHfMtJSOHcWSFFjYxF5RUf3GZhOLW/UwOBCQAgAAAAAAUceSnCx9ViyXwpkzZdOfqmsyZQ4ZLDmnnippvXtLwTffSPmGDdL8hhtE7Haxl5WJXZ/qV1oq9rJysZeVmvHdr7witsys6if4VVTI/mXL3LbjGoxSGy662D0dKSkiSUkmSKaDx/dJNhFb9fua688ZO1Yan32WZA4ZErJjFYsISAEAAAAAgKiVNXSoCUzVpEEpf2QPH15rWtmmTbLxssulfOtWaXTaaSLJSZL3/gceP6+BLtFglwQmf8oUM2in7yaIBYOAFAAAAAAASCgpHTpI929muE1rfc89svbUU6V8w0Zpfd94STu0ryS1ailSWWn6tJKKCvNqr6gUqXS8r6ieX6HLVL/XztYLpn8tWSedJNvvu8+5/qrCQtPPFaoRkAIAAAAAAAnPmpoq3b/6Kijranz22eY19403pGz9evNeA1UEpA6yurwHAAAAAABAkHSb+qWk9a1+WuC+jz6OdHKiCgEpAAAAAACAEElu08a85r72mizv3ccEpipyc6WqrEz2ffiRlK5bJ4mIJnsAAAAAAAAh0vics6Vg+nTn+LZx49zmW7OzpcusmZJoqCEFAAAAAAAQIlknnCCdJk30Or+qoEBKl9d+imC8IyAFAAAAAAAQQhlHHSV9ViyX3r8tk05vvyUd/vNvt/mbL7xIshYvkURCQAoAAAAAACAMLFarZBx9tKk1pQGqVuPudM5rO3Gi2KuqJFEQkAIAAAAAAIiAJhdd5Hy/8a9/NQGrRBH2Pc3NzZWLLrpIcnJypHHjxnLVVVdJYWGhz8/86U9/km7dukl6erq0aNFCTjvtNFmxYkXY0gwAAAAAABBslqQkU1Oq+5LFsr9TR0kkYQ9IaTBq2bJlMn36dPn8889l1qxZcu211/r8TP/+/eX111+X5cuXy1dffSV2u11GjhwplZWVYUs3AAAAAAAAgiNJwkgDSlOnTpWff/5ZBgwYYKY9//zzMnbsWHnyySelbdu2Hj/nGrDq3LmzPPjgg9KvXz9Zv369qTlVU2lpqRkc8vPzzWt5ebkZPHFM9zYfQGAoW0DgKD9AaFC2gMBRfoDQKI+jsuXvPljsWt0oTF577TW59dZbZe/evc5pFRUVkpaWJpMnT5YzzjijznUUFRXJ3XffLZ988olptpeSklJrmfvuu08mTJhQa/qkSZMkIyMjCHsCAAAAAACAmoqLi+XCCy+UvLw8011TVNSQ2r59u7Rs2dI9AUlJ0rRpUzPPlxdffFFuv/12E5Dq1auXafLnKRilxo0bJ7fccotbDakOHTqYZn7eDoZG8HSdI0aMkOTk5ID2D0BtlC0gcJQfIDQoW0DgKD9AaJTHUdlytFKrS1ACUnfeeac89thjdTbXa2jfU3pitm3bZpr3nXvuufLDDz+Y2lU1paammqEmPal1nVh/lgFQf5QtIHCUHyA0KFtA4Cg/QGgkx0HZ8jf9QQlIaTO8yy+/3OcyXbt2ldatW8vOnTvdpmuTPX3yns7zpVGjRmbo0aOHHHPMMdKkSRP56KOP5IILLqgzfY5Wib6idBqN1Gplukysn3wgmlC2gMBRfoDQoGwBgaP8AKFRHkdlyxF7qauHqKAEpFq0aGGGugwePFj27dsnCxYsME/OU998841UVVXJoEGD/N6e7pQOrh2X+1JQUGBetdkeAAAAAAAAQktjMVqxKCo6NVdjxoyRHTt2yMsvv2wigFdccYV54p52OK62bNkiJ598srz11lsycOBAWbt2rbz33num/ycNem3evFkeffRR01xPmwHW7JPKEw14bd26VbKzs8VisXhcxtHP1KZNm3x2uhVMRx99tHniIBDP+SQSZStRxXpeQfjKD3kFiZ5XuDcFV7zmEwS//JBX4K9EzCv5cXRv0jCTBqPatm0rVqs1Ojo1VxMnTpTrr7/eBJ00YWeddZY899xzzvkapFq5cqWpqqa0j6jZs2fLM888Y57O16pVKznhhBNkzpw5fgWjlG6nffv2fi2rJz5cJ99ms8V8RkPoxUs+CWfZSlTxklcQ+vJDXoG/4j2vcG8KjnjPJwhe+SGvwF+JnFdy4uTe5KtmVMQCUvpEPUdtKE86d+7s1s5QI2pTpkyReHTddddFOgmIAeQT+Iu8An+RV+Av8gr8QT6Bv8gr8Bd5JTGEvcleNFeP0wheXl5eXEQjgWhB2QICR/kBQoOyBQSO8gOERn4Cli3vjfkSTGpqqowfP968AggeyhYQOMoPEBqULSBwlB8gNFITsGxRQwoAAAAAAABhRQ0pAAAAAAAAhBUBKQAAAAAAAIQVASkAAAAAAACEFQEpAAAAAAAAhBUBKQAAAAAAAIQVASkAAAAAAACEFQEpAAAAAAAAhBUBKQAAAAAAAIQVASkAAAAAAACEFQEpAAAAAAAAhBUBKQAAAAAAAIQVASkAAAAAAACEFQEpAAAAAAAAhBUBKQAAAAAAAIQVASkAAAAAAACEFQEpAABigMVikfvuu8+vZTt37iyXX365RMrjjz8uvXv3lqqqKokV3333nTnG77//fqSTEnM0r2meQ2yZOnWqZGVlya5duyKdFABAgiIgBQBAPb3xxhsmeOEY0tLSpGfPnnL99dfLjh07wpKGOXPmmADVvn37JJrk5+fLY489JnfccYdYrXV/zXjppZfknHPOkY4dO5pjGYpA2meffSZDhw6Vli1bSkZGhnTt2lXOPfdc84M8UiZNmiTPPPNMg9ej5//aa6+VFi1aSGZmppx00kmycOHCoKRx/fr1bvncdTjmmGOCso2HH35YPv74Y4mEadOmyVVXXSV9+/YVm80W9KCa4zoxf/58iUajR4+W7t27yyOPPBLppAAAElRSpBMAAECsuv/++6VLly6yf/9++f77701wZcqUKbJ06VIT+AimkpISSUpKcgtITZgwwQRwGjdu7LbsypUr/QoGhcJrr70mFRUVcsEFF/i1vAavCgoKZODAgbJt27agp+fJJ5+U2267zQSkxo0bZ87LmjVr5Ouvv5Z3333X/CiPVEBK88nNN98c8Dq0Btopp5wiixYtMvvYvHlzefHFF+XEE0+UBQsWSI8ePYKSVj2XY8eOdZumAbBgBaTOPvtsOf300yUS5+C9996To446Stq2bSuJ6E9/+pP8/e9/N9eS7OzsSCcHAJBgCEgBABCgMWPGyIABA8z7q6++Wpo1ayZPP/20fPLJJ34HZPyltbD8lZqaKpHy+uuvy6mnnup3emfOnOmsHaXNh4JJA2MPPPCAjBgxwtSGqWnnzp0SbkVFRaYmUzBo80INTE6ePNkEdZTW/NLaeuPHjzcBl2DQgM3FF18ssUJrdmmg+NtvvzXBOV/BsFdeeUWSk5PlD3/4gwkQJpqzzjpLbrjhBpOHrrzyykgnBwCQYGiyBwBAkAwbNsy8rlu3zi0g0q1bNxMk0iZBd911l5SWlrp9Tpv0jBo1ytRwSU9PNz+ma/44dO1DSl+1RozSZR3NqPSHuLc+pNauXWuaxjVt2tTUEtImV1988YXHfpT+7//+Tx566CFp3769CSydfPLJplZRXXS/Fy9eLMOHD/f7mHXq1MlsMxR2795tmhAee+yxHudrEz5PtY782Xf9Ad+/f39zvvS8acBmy5YtbsvoOdAg2++//25qGGkNlIsuusgESfTYb9iwwXnuAmkupgGpVq1ayZlnnulWc0mDUhoUrZnPwklrpg0ZMsQEafUY6bGq2T+X7rcG6N58803ncQhn32daK0qDUZH2yy+/mOB2Tk6OyS+a53788UePzf9++OEHueWWW5xNNM8444xafUBpHtZrhO6flnVtxvnbb795vC5oGTj88MNNfgEAINyoIQUAQJBo4EHpj3BHrSn9sa21V2699Vb56aefTH8ty5cvl48++shZS2fkyJHmB+add95pmt9pYOnDDz/0uh0NQKxatUr+97//yT//+U8TEPHVjEr7tdLgQHFxsdx4440mfZourcmkQQL9Uevq0UcfNU3+tClPXl6e6aRcAymafl+0to6jRk2waXBFm/b5w3E89Me2BkO0DymtBaLBuLr4s+8aHLjiiivk6KOPNudTj++zzz5rggUaXHBtQqlBSQ02HnfccSZIowGC1q1bm3Vv3rzZnD8VSO0w3ZYe65rNM7X543/+8x+TRw477DAzbe/evVJZWVnnOjV9NZubar7R4J6rRo0a+Qzm6PHQ/KXHrqyszDSP1IDo559/bpoZqrffftuUEU2v9oOlNHgbbTTAk5ub69eydR2XmpYtWybHH3+8CUbdfvvt5rP//ve/TdBSaw8OGjTIbXnNx02aNDE14PQ6of2Qad912vTQQZumar794x//aPKeNunUV21a7IkGCyPVjxcAIMHZAQBAvbz++ut2vYV+/fXX9l27dtk3bdpkf/fdd+3NmjWzp6en2zdv3mz/9ddfzTJXX32122f//ve/m+nffPONGf/oo4/M+M8//+xzm7rM+PHjneNPPPGEmbZu3bpay3bq1Ml+2WWXOcdvvvlms+zs2bOd0woKCuxdunSxd+7c2V5ZWWmmffvtt2a5Pn362EtLS53LPvvss2b6kiVLfKbx7rvvNsvpugORmZnplm5Px9yfwdW9995rpum6x4wZY3/ooYfsCxYsqLV+f/e9rKzM3rJlS3vfvn3tJSUlzuU+//xzs5xuz0H3RafdeeedtbZ3yimnmPPUELpPV155Za3pX3zxhdnu1KlTndN0W/4cO9c8pnnL23J6vFz3s+a+FBcXu43rcdNjNmzYML/PeaAc6XZNY118nQ9fx8HXcXHkWV9l+/TTT7enpKTYf//9d+e0rVu32rOzs+0nnHBCrXUNHz7cXlVV5Zz+t7/9zW6z2ez79u0z49u3b7cnJSWZ9bq67777zOc9HeuHH37YzNuxY4ffxwsAgGCghhQAAAGq2TRNm59NnDhR2rVrJ2+99ZaZps1rXGlNKa0po022tCmNozaN1hzp169fSJoQaUfrWgtFa+k4aI0crZWitSm0OY8+acxBa/+kpKQ4x7UGh6PZn+tyNe3Zs8d0vB7svqCU1vCYPn16vT+nnTX37t3bdPb91VdfyZdffin/+Mc/5MgjjzTnqk+fPm7L17Xv2rxSa7VpkyjXfrK01o9uR8+rbtPVX/7yFwkF7ejeU39hjnTpfAfdV9dxb/QJhDVpPtHaTa40r/qiNdMcHLWz9Fhqrb5gKywsdKv9o9tTWgvNtWaXli2twVRfWqPN37xX13FxpcdE+zbTDt1dj3ubNm3kwgsvNP1baZNTrT3lei5cm7jqMdVadtr8U5vezZgxw9TK++tf/1qrZpWjyW9NWuNK6bHy1IwVAIBQISAFAECAXnjhBdOBtOWymUUAAFSeSURBVAZhtC+fXr16OZtP6Q9Efa+PVa/541aDUDpf6dPftGNhDWLoD0ttqqM/UPUHabA6J9dt1Wz6oxzBGJ3vGmjSTsY9/WB1/NCvL+3jxrW5mAas6hu00h/pOgRCO5jXQX/ca9M7bXKnHX5rkybtyNo1sFTXvjvOm57rmjQgpU9bdKV5Q/ujCgUN+njqJ8oRnHENCnnrR8sf+rS++vQL5giwPvjgg/Lrr7+6pTEU/YVpkzVtglpTzSf3aVnTftLqS/NHffff33KhzSE95SUtm9pUcNOmTXLooYfWO3/WvO5oc1XHsjVVV8AMzbkBAMAXAlIAAARIax05nrLnTV0/8nS+9uOknRhrX0dai0c7NH/qqafMtFDUNqqLzWbz+cPVG+2bSmtnaF9Pro+Q176WHD+UlfZ/4622hjdau0drvPhDg36eaE0TfeKeDlpbRoMYGqDSQEVD990bDSrW7OMpWDRAt23btlrTHdO0U2tvQUFvAgkW1jR79mzTf9QJJ5xgaqZpOvV46xMYg/XkP1fa95LrUwC1Ty8d15qIrjWWvAVk6qLHrWbH4d5o4Me1hl2wBTt/ugazHH2vAQAQLgSkAAAIAW2+pzUcVq9e7dYsTH8s79u3z8x3pU+900Gf8KY/2rUzaO0IWjt99qQ+tRl0WytXrqw1fcWKFc75waA1hBxP29PmQ96ai3lqFlYX7bRZm9P5w58f5xpI1ICUp4COL45jpcfT8VRFB53m77EMRm2UI444wgR/NJ+5Br00yKYdk2vtPW9BQW8CCRbW9MEHH5haRRpcda3lpwGpUByHQw45xAwOjqdNamfdWuOwobSWkj7N0h/ffvut39vUhxDoefJWNvWcdujQoV5pdeQ/fTKka5q1Oa23Go5aXjUY5e2hCAAAhAoBKQAAQmDs2LFy1113madg6VOzHJ5++mnz6njSmP5I1CZ8rj/MNdCgPDXHctBHvisNbvmTFk3H3LlzZfDgwWZaUVGReRKbPgre9cd8QzjWrf0suQakGtJcrCF9SGlzKH3CmCNdrrQvKeWpuVRdgSztZ+fll182NdkcARddnz498d577/VrPXr+/K3x5Y0+vVFr1+kTGfW9ox+gyZMnm+aIrsGghvQhFUgtHs3PrjWyNEjk6Uluehz8ycORFKo+pPQ46RM2P/nkE3N8tCw6gtYalNY+31z7j/LHySefbJqJvvTSS6YmoMO//vUvr59ZsGCBxzICAECoEZACACAE9IfpZZddZoI++oNbm4XNmzfP1MrRvm20Q3Ol49qs6YwzzjCPvNfmbtqZsf4Q1UCSN1r7Q2kH3eeff75pEqVBCEegytWdd95pOpMeM2aM3HjjjaZZkW5Xa0ZobZZgNSnTYIb2RfX111+bYI0/tJmiBo1UeXm5LF682PQ9pLTZlyOwFUgfUhqQGjJkiKl5Nnr0aFPbRM+FBka0ZpGeB+3cvD70OD/22GOmtpaeU+2bSgMIzz77rAko/O1vf/NrPXr+tNaXdnqvtZe0mZyeP6U1bGbOnFlnTS8NQum+aVq0Y3qt5aJ5SQNBNTtWD0ZQ0F8abNXAqx5z7QtNO4HX/ta0XyM9vzWPg+YXXV6bGGqtHkd/ZxrUCrTfJ39oWj799FNnjSINEDrynpZfx/loaB9Sr732mkydOrXW9JtuuslsT4NdGnzSjsg1mKQBbA1GP/744/XelvZlp+vVJr9afvQcaPnSgKnmj5o10vTc6HG47rrrAt4/AAACFpRn9QEAkED8eZy7Ki8vt0+YMMHepUsXe3Jysr1Dhw72cePG2ffv3+9cZuHChfYLLrjA3rFjR3tqaqq9ZcuW9j/84Q/2+fPnu61Ltzd+/Hi3aQ888IC9Xbt2dqvVaubr4+mVPr6+5uPd9bHyZ599tr1x48b2tLQ0+8CBA+2ff/652zL6yHpdz+TJkz0+9l73uy5PP/20PSsry15cXGz3h6ZT1+1p8Gd7dR3/V155xX766aebY6LHNyMjw37kkUfan3jiCXtpaWnA+/7ee++Z9eg6mzZtar/ooovsmzdvrrVvmZmZHtNWWFhov/DCC8350PVr+hz69+9vb926tV/7mJuba7/qqqvszZo1M/s2dOjQOvOlvxz7rsfKF91P1/SrV1991d6jRw9zfHr37m2On+bfml89V6xYYT/hhBPs6enpZp4j3xYUFJjx888/P+B06zn1pxx7GmqWn0D4Wr8OmzZtcl4DRo0aZcqNnsOTTjrJPmfOHI/rqnluHfnWdV8rKirs99xzj8lDelyHDRtmX758uckjf/7zn90+/9JLL5lt5ufnN3h/AQCoL4v+E3g4CwAA4CCtZaI1pbR2x1VXXRXp5MQcrSGnNdi0iWUi11qZMmWK/OEPfzC1ew477LBIJyfmac1A7dRda2RprUoHrSGoNfL0CZ8AAIRbaB77AgAAElKjRo3MU8+eeOIJ09k26mfWrFnSrl07ueaaaySRaefg2hSVYFT9eeorTAOcyrXDdW1GqA9dGDduXFjTBwCAAzWkAAAAgDjxxhtvmEH7oNO+yb7//nvTh5x2oK5PPgQAIFrQqTkAAAAQJ/RBANo5ujabzc/Pd3Z07uiwHQCAaEENKQAAAAAAAIQVfUgBAAAAAAAgrBKiyZ52qrp161bJzs4Wi8US6eQAAAAAAADEJW2Ip08Obtu2rVit1sQOSGkwqkOHDpFOBgAAAAAAQELYtGmTtG/fPrEDUlozynEwcnJyPC5TXl4u06ZNM08gSU5ODnMKgfhF2QICR/kBQoOyBQSO8gOERnkclS19qIZWCnLEYmI6IDVr1ix54oknZMGCBbJt2zb56KOP5PTTT/f7845mehqM8hWQysjIMPNj/eQD0YSyBQSO8gOEBmULCBzlBwiN8jgsW3V1mRQTnZoXFRVJv3795IUXXoh0UgAAAAAAANBAMVFDasyYMWaAyOeLt8oPa3ZL33aN5NNft0qPVlny4OmHyYINe+XKN36W1jlp0q5JuhzTtams211sPtO1eaZ8t2qn/LBmj3RrkSm/7yoy0//Yr63M/X23nN2/g3RqlhFwmhZu2CuTF2yWgV2aSrPMFNm6r0QOaZsjS7bkSadmmdKteaZ8vnib5O8vl4uP6STNs1Ll5Zm/y2lHtDXpfebr1dK1RaaceVR129KKyiq555NlkpFik7Rkmwzr3VJ6tMyStbuK5IiOjc0yRaUV8uAXy6V5VorcOrJXUI6tbvflmWvlzKPaSdvG6WZaeWWVTPjsN6msspvxvw3vKS1zUt0+t6ugVJ6evkouGNhRDm/fyEwrLa+UF777XYb1ailVdrt0bp4p63cXyVGdmkjB/nL5ddM+GdKtudiswe1kX7c7f8NeGdS1mSQdWPe63UXyn1lr5doTusq8dblyUq+WtfZhb3GZ/LY136TJWxB77u97ZGfBfpNvlm/LF6vFIgs37pWjOzeVnq28V8WsrKyUJTssUjB/s9hsNq/L/bh2jzkeejx7tMw2edtB83fL7FR58bvfZXDXZtIkM1ly0pKle8ssmTRvoxzbrbm8/eMG+fPQbs68nFtUJiu2F0j3Flny6aItcsWxXWod7zU7C80+6Do7NA28DHiyeW+xvPDt73LBwA7SrnG6/LopT3YV7JdD2zWSQ9vmyKSfNsohbXJMnvBG892M5TtkQ26xWceoQ1vX2gfNX5o9Hee7ofaXV8oDn/8mg7o0k1OPaOs2L7+kXN6cs96UVb3OuLLbReau3SO9W2dL08yUWuvdnrdfJv5UfY4yUw/eegr3V8jsNbtNWda8FCyb9Jg1STf51HHN0HOdYrPKx79ulQdO71vrmM1evUu27C2R847u6FYOtFzd99lv5v0Dpx0qSbbqv+Ws3F5g1r8tr0S+XLpd7j/tUEk+MC9Q+4rLZfWOAjm6S9N6lR8t5x/9ssVcs24b1cu53+q7lTtNudJy2qNVtrm2Oug1oXFGspnvq/z7q6yiSsZ/uszkbb0PDOjUROwu87Sc671Cr+2+LN6cJ/+bt1FuHt7D5Ce9/mgZ0HVpuXfQ87poc570bZtjrnPXndRd0l32r74WbdonG/YUy3E9mpvt6nVEz/MxXZuZ656uu0vzTGd+2ry3xMwffkgrOa57c7OOVTsKJDs1SfL3V8gbc9bL8T2ayyC9P2ZVX3f1WP/f/E3ms1peLhvS2ZwHXW+LbPdrc7Dofny5dJucN6CDWK0W+WltrrlfFeyvMNfOVjlpclKvFuZac+yBfLB0S57Zl/V7iuXEni3MfV7vj1cd10WWbcmXXzbtky7NM+ThKSvMNs7p397kPz3v2WmB/VX3mxU7pbSiynyPGNqzhfNc/7wuVz78ZYtJs+YNNeKQVjL9tx3SKidVbjy5h/y+s8jcX3Udep/SfdA8r+dn5qpd5t63dGuepCZZzfHWvDS67cGypeVcrw26Xk/XsEAt3rxPmmSkmGP59fKdctfY3s7jo/c2/b7RplGa27VLy8rOglJTludvyJW35m6QXzbuM3npp3W5cli7Rub7VnKSVYZ0ayZz1uyRRZv3mWvauUd3kGSrVVbvLJD7Tj1UMlKS6tUB7avfrzPfr9SJvVqY+47Sa7/eUy8a1NGU4Z35pWabWpb1vGh+0Wv76z+sN9/vbhjWQ56bsVo6Ns2Qnq2zzbn6bNFWOeXwNnLWUe3kxJ4t5ZNFW2R3QZn069BYUpKscuv//Sq9W+fIyENbmWuprrd9k8DvzcVlFfLsjNVyymFt5PddhVJeaZdkm0X2FJaZ76XD+7SU43u0MNvPKymXb1fsNPdUzYMrtuXLm3M3mHytef/CQR3Ndah9k3TzHUXvj/+cvsrkLXX9Sd1ldN/W8svGveY46HnV60Yg30Uf/2qluZ6pu0/pY+6Nev/U7/792jeWf3y8xOTtv57YTSb+tFH+PrKX2321pKxSnpmxypRz/b6p34v0O6qey3/P/F3e/XmTPHH24XJo20amvOr303d+3CBrdxeZdQ7o3NSU5bs+XGLKSX8P31N83Zt0+1ruGmUkm/d6vdRz2TQrVUYe0sp5/ddyrt+f9djp92RX+p1U84ceQ/3uofnoyI5N3L4f6W8iLVd639brwuNnH27S7ih3s1btkiuP61KvMuBKy+HXy3fInsJSWbmjwHwv0uN/xweLpU3jNFM+/z1zrbRtnCbpKUlme7sLS01Z1d9hZx7Z3nxnG96nlTkWrvQ+8Nbc9TKmbxvzXUWvSb9u2muutxcP6iT/+GiJWf+Yw9pIoPT34iNfLpfS8irzvU2vG8d2b2Zqq+j2Xv1+rSln+jtxaK8W0r9T9bHT6+hh900z7/W+8PCZh8m4D5fIER0am3QP6NxEzjiy+jeb7u/zM1bLLSN6mX3Uz2o5OaFnC3Oe9Xr2z69XyV1j+5jff/Wl39OHPz3TbPucAe3lx7W5cu6A9qbcBpPmt3d+2iBXH9fFXHsHdm4q36/ZbcpHIOmuScuTfp//YOEWWbI5T/59SX9z3XG99j43Y418tWy7XHdiF/O9PpFY7HoEYogWorqa7JWWlpqhZvvF3bt3+2yyN336dBkxYkRUV4/rcU/1BcLVK5ccKde8/UtE0gMAAIDoc1i7HPnwz8f4vbwGV64O0/fJ5847XG58b7HPZTo3y5DpNx8X8DaOe2Km7Mg/+HvAm1/uHib3fbZcPlm0TYLp/T8Nkn4H/lDpr+m/7ZS//u/Xem9r9QMjne/PevlHWbwl36/PLbpnmPR74Bu3aXNuHyr//X69vDZngwTbnaN7ylXHdq71m8Y1/TXnOcy/6yRplF79G+3TRdvk1veX1Fpm3rgTzR8E+tz3tRkf0rWpvHnFgIDSqkHwOz5cJg114cD2MuGPh3jdv1MOay1fLNnu8bOf/nWw9Gnju/8dbzwdw5cvPEIObZcjxz8xq9a8H+8Yav5w4ulzno6zBtprnsO7Pl4mkxdsketP7Co3ndzd5zkOdB/U3DuGBiVQ5G07Fw3sIBPnbZLstCRZ+I9hDV7/k9NWy79nr6tV9hzB0nnrc+WiV+c7513dq1JuOW94VMck/KExmObNm0teXp7XGEzM1JCqr0ceeUQmTJhQa7p2EKZtMn3RoFR0q33K/jt1QYNbXx7WpCqgz+WVWWRjUXBqZqRY7dKrkV2W7LXWmdaaywSafleu63Ssz1Naam7LdZk+jaskyeL5c54EI93B3gdPadpYaJG8cu/nuVmqXdpmBB7b9pTG1ul2aZFml9X5Ftlf6X8eO6Rxldi8nAPXfau0i/y2z/d+N4S/eaB7jl3SbZ6PXV37sLvUItuKLSErB41T7NIh0+5XPqkrD3mbHy1ledd+i2wvsfidxtIqkVV5dZetYKS9LiWVImvyPR/HNfkWKalRfupzbagvT+v0dG33tZ0Ku8hyl7JZU3ayXTpn2YO+D7/nW6TY5Vh5uteovk2qZKmH6RlJes0S2VDo+Xrl67g3NO2+6JHylF5f9Hq+1eXaUl+B7Ien7xOHalnzkL+DydN5aZVul5ZpDf977ZZii+SWWjxuc2WeRcqqLG5p0LKqZTZYlmzJlylTpvi9/Jeb9Bi4H+usZLsU+rj/B+qrORr48l2bUWuL1Cf9Ne3I9+9nzmdfTpMvl2hagrufk76aI1va1C8fzdmhaah/LU/X47R4i/8/7z6Zoj/E3ZefPGWGvLY0KeDveL6ucT8tWiFt8qprHLtut/Z5rr0Pn345XZodqEz4ybraeVW9/8XX5jrs+PyctbkB56EftgR2LmpatmajTJmy3uv+eQtGqS+//V7WNQ70WlT7GE6csVAGt6ryfHy/miGtTOX3uvPPp19+LS1qLKvHefKC6vGXZv4uPUpX1XGOA9sHs/2pM6R1UBs2uG9Hg1FKaxE35BrkMGl+7evLp1OmSc6ByriztrnntcLyWIhJ1K24uLq1Vl3iMiA1btw4ueWWW2rVkNLe6mO9htRNc2tHitt3aC8/7draoPV+eMvogD731bIdcv27iyQY7hjTRy49pqPPyPyZR7aVx87s67bMwM5NZOJVRzd4+67rdBwPT2mpeaxcl3n/ppGm2rm3ffjT8V2cEXJtqvHhdYMbnO5g7sPIQ1rKCxccUWt5rbb+4JSV5r02d9Dq7K7euHqI2Z9Ay9b4z36TSfM2u01750/Hm2rmb/+4Ue7/orpJiD8+uHmkaVJV135rteKjHvrW47xg8OcvTOo/Vx8vHbw0STj1hbmyfHuBc7xpZrJ8eMtJzvF3ftooEz6vPjbXHNdZbh/VM6jpvv+MfjKmb2uP82oer5veWyRTlu7wOM/XZ12nD+3RXP576VEN3odBj34ruUXlbtuqKz9oM5iLX6v+69QfD28tT59zuMc0Oj63PX+/x78wNjQfObZ1Wr828uTZh/lVfrQZzR9fmOsc1yYpjnTolyr9y7+nND7+1Sp55fuDX5JHH9pKnj+/X1DS7+rflwyQ47o385l/ajZbPPqRg2VTW1a6Vl9/9YpBcuSBqu7+XN/89fqcDfLwlyvd1uNYf69WWbJyR6F5//7No6T3+NpfFO865VDp1DRDLnn94F85PaWrZpq1Foj+8G5I2utqAuSoLaAObZsty7YevK7UNLRnc/nLCV3k/P/+HPA2A9kPbVp0zn/muU374OZRsi1vv5z09OyA0jHhj31kfI38X9N7N5xsypbreXn72uNME8qG8lbbRY+Pa35zHK9lW/Pl9Jd+lGAaO3as38uu+WaNTN1c3VTM4d4/HibvL9wi89bvDWq6evbsJV9sWhPU9PvzndmTYcOGySOLvxepCm5A+JBDDpGxgzvV6zP5P2+W99Y6Ajb+cz1O/u63Y9/vXeB+Lxs8ZIj8c+k8n9/xfN2bfH3/6dq1i4wd3atWOmueZ0/7cNJJJ5kmk2rBFytk1vaNtZY5/vjjzXX4tnkzvK7bX1u+Xyefblzt17LaNM/RvUdNrVu3lrFj3b9b+3uOBg4caO6fgfC0jU6dO8nxA9rL44sPfmdwOOGEoaZrF3/SduKJJ5rv6DXPoWPcarXK2LGjfJ7jQPehOq0nuDXfbyhf+9yQa5DDA0u+k4LyMrdpw4ef7KzltfvHjfLBevffOtEek/CHxmASNiCVmppqhpr0pNZ1Yv1ZJtpYLQ3/y2Gg+5yU1PC/HDjYrNY602H1sIw24wz2OfO1vrrmaZ8O3lhd+pcJRbprpqW+8zQveZrnq+8alZSU1KCypefV2zrr2ran7Tj6+PE0z7n+Su/zwik5yftxqflUCou45xnXY6N5K9j7YLN5P6+1yqHLOfQnL3hisQanTOhx8ictbvkhKcnndabm55JrZiA/tlcfNdPgq/y4pr1mOjyVH8c81+tR9TZDc03S+0TN9fraTlKSvUHXm0D3oeZ1yH09decpPdY2H/dEf8p5KI6/xVpVv6fdWCwe81R9BLIf3vJxUlJFwOnw5/7hqWz5c0/za/te8kPNe5tjWw097t625S+rtXZ6NZ115ZlA2Pzsby8c9+bqbYRiH2tf+/z5TCACPU6ePlczH/oqD/X93eTt/urPOlzT4el7o7e0BnpsbB7KQyDq+k5R3/tnQ9Pi7TpTn+ueP8c5WOfBk+Tk4Fyj/dtWMLZT+/qS5PL93+YhP8diTKImf9MfE0/ZAwAAQPwKRdADAABEt5ioIVVYWChr1hys1rtu3Tr59ddfpWnTptKxY8eIpg1INPxmAJDI1z1vl0AujQAAAHEYkJo/f75pN+zg6B/qsssukzfeeEMSXUw9JjEEEn3/wy0Uz+X0tc4YexAogAaixCNecG9LbLFwij2lsea0WNiPSKc1VspzjCQTCSYmAlLacVqsFPRI4NAA8SmminZMJbbh11F7rOywz1/EEhNiJJkBi8aaVZE45tF4HBJNvJc1AIgEWpf4Rh9SiBqJ1n9ENO6tP6cgwU5TyNXneIb72CfquY713Xbt1D0cn0s03spFvJSXRLsXwzeyQ2KK5fMey2mPF3yfQH0QkAIAAFGDGtEAAACJgYAUAACAD8TIQo9aDQAAJB4CUgAAAAAAAAgrAlKIffzlOq5PYbyfXvprAaK/zLsWU29llj4zQiO2a6fFdOKRsGffHpsP8YigWDlCnEtEIwJScYCLCxCfYqkvnVi/DtU3/bFyauIh2BsNxzqkaYjCOFYkjjkBvSgQDYUNUXHvi9XSGOvfRRCfYrU8hQsBqXjAtTcmUTEGAAAA0Yba22gQsg/qgYAUogb3vtg4B/wVO7jqdzTDe+wT9UzH/BfxQJMfJbsdjZU0/MoSUXL8GipOdgNBEuuXQwBAdCMgBQAAEGNBsnhD4AMAgMRDQAoAAAAAAABhRUAKMY8ODOO79kG810ygVgAQ/dd0/5ozI1Hyg78S+d6G2HowiauayY7R3QirWDlGsZJOJBYCUnGAawuASIv5Lzn1TL89Ln4Qx8peRF4oD1U0BrLIG4mJs554vBX1aLwu+YNLF6IRf3z2jYBUHOCLY2zi4gQAAIBoE8vfUWM57fGCU4D6ICCFqMHFK/L8eYIeN/rgqs9TC8N97BP1XMf6bsf4Q/aispqGX0324qTAxMluIEh4si4AIJQISAEAAPhARWQAAIDgIyAFAAAAAACAsCIghZjHX67jgfeTaI/zfEPzGARblGTtuEo/T9mLnGi5VgfCHqdPD0R8I2fGL84tohEBqTjAxQUAgNgUL31PAYif3xD0HQYED+XJNwJScSCW/3qYyLg4IZ7Kdiyl1RN7nD7d1Fc6Y2QXEAFkjcTENQEAEG4EpBA9+Ctx5NEsJezqczzDf+wT9GxbEvQpe1FyDY7VH8VRcviCIG52BEEQP/ka9RLD550/+EYe1w3UBwEpAAAAAAAAhBUBKQAAAAAAAIQVASnEvBht3QE/m+iErK+eaMk4VGtGnGbtQMXq08doohAasZkb/Lm3hTMliIRYPcc10x2r+4HaOJeIRgSkAAAAIoQ4FoBow3UJCB7+YOUbAak4QLA7NnFxQjzVFImltAbjr4ax8ldGX8mMkV1ABMRK/kZwxfp1HPUXK0+M9Vec7Q6QEAhIxYF4u5kgukXLk7jiBU+DAdzF6i2NsgwgXsTyV71YTnu84H6I+iAghajBpSvyOAfRLdxfshL1S12sf5EKNPWxvdcIlkQt9wAAIPwISAEAAMRhrS0AAIBoRkAKMY8mi7EvEqeQvjIQr2I9Z8d6+hFcsXyP93Wfid29Qrx/z6hZ5mJ1P+AJ5xLRh4AUAEQQzWOA+CingZZlrgEAok2sN10HogmlyTcCUnGAWHds4uKEusRSxYBYSqsn8foXYF/nJdbPWTgl2rGK1/IA3xItnyP+zjnXLiD2EJCKB1x7AQBxIpabaAFAPKDmJhqC/IP6ICCFqMHFK/IsfpwETlNwWaK4Cn2inutYvxZZEnS/QymRjk0C7SqC9L0AAIBAEZACAADwgUpbAAAAwUdACjGP3wmxz+eTiEJ0gvmBiXgV61mbsglXsZwd6MMtscXqObbHyX6gNs4lohEBKQCIIJpDAPHylL3AyjJPswIQbbgqAcHDd33fCEjFAZ4oEaO4OAFAwuNWAADBQQ0gIPYQkIoDXHyB+BRLRTuW0hqM62isXHd9JZM/ZkSHqMxL0ZgmhBynHQAQbgSkEDVothB5fp0BTlPknrIX5mOfqFWMY32vA37KXpDTkWji5fglaLGHF2SHxJSo938EB7kH9UFACgAAAAAAAGFFQAoxLyqbOyB4TyIKUSMCsg3iVaznba7piJf8QJPZxGaPkzIXq/uB+LqeIn4RkAKACKJWPJDYZZlrAIBow2UJQLgQkAIihJs9AAAAACBREZCKA1S/BOKTPYYKdwwl1aP6Jj9Wmtv4ykPRes5i5djGM85AYorWawJCJ97OeZztDpAQCEjFAb68I5yo2RVcPF0SiA+UZQBxg8sZGoCnNKI+CEghanDtijzOQXQL9+lJ1OwQ6+Ug0OTzBRKKwBpccVkAAIRSTAWkXnjhBencubOkpaXJoEGDZN68eZFOEqIA9cNin88nEYXoBMdSczigPmI9Z1M04S52M0QsNplF8MTqOa7Z8oLvS/GDVjWIRjETkHrvvffklltukfHjx8vChQulX79+MmrUKNm5c2ekkwYAgeOvz0BcoCYJgHjB5QwIHr4f+JYkMeLpp5+Wa665Rq644goz/vLLL8sXX3whr732mtx5552RTh5Qb1ycAAA0lUQoLdua5/eyv23Ll1hOvyqvtEt5ZZUc3blpyNKE0NCaWHuKyqR5VqrH+Xpe4Z9I1GqbtWqXRNqanQXSIitNGmUkS7TbXVgqKTarVNntUlGV2DXXYiIgVVZWJgsWLJBx48Y5p1mtVhk+fLjMnTu31vKlpaVmcMjPr77BlpeXm8ETx3Rv86NZVRAycaD7XVFRKcFSWVlZZzrSk621lrHbq4J+3nytr655Frv3iodpNovbzSKU+S2Qfaiq8nwsrS5VfDNTkyR/f4Xb/IqKigaVLd1uTY51VlbVL4/pZ+xVns+BaxrKK9z3IVJlv9Lsp39fKOw10qllxqGqMvjloKKy7vPq6RzWlQ5v8+1VwSkTrlXS/S0Hmt9cr6l1fa683D3/+LO9+nCURX/Kj2vaa6bDNY/Umlej3Hkr/w2l94ma6/V9PaioY33e82Vd6/Yl2ep9PdlpSXWu3ypVUunjnug93/tfdgJRUeNHXF0/VKr0nuohT9VHIPtR5SWveitr/vCU/z1to755rKHb13W77q9jW57KckOd8tz3Dfq85ulG6cH/uVDpZ3Ah0PSf07+d38tWH//g/yD053utp88EItD8WlZR+3M1r2OeykOgv5u83Wd02t2fLJP35m+Rf53fz+Nnhz01U1Y/MNK5Hk88/dYL9NjU9/unNw25t3q6f/rjkS9XekmL3et1pj7XPU/LXvrawa50Cktrz9ff8/X5A8zXy723gtL7Qs31f7tyl1z7zi/m/dJ7T5bUZJsEQ1Duyx7uu2OenR367UaYv/sQEwGp3bt3mwt0q1at3Kbr+IoVK2ot/8gjj8iECRNqTZ82bZpkZGT43Nb06dMlutU+Zdu3b29w68spU6YE9LlFe/TCEpwCv2TJEsneudjjPjZJsYt+H+q4f61MmbLWbZm8fXkBp9/dwXUeXF/ttNTe1sFlpk6dKknW2p9rlmqXjCSRpvtWOOft27svSOkO3j5s3bpVpkzZXGt5W/nBZUa0LJK38tzP+ezZs2VtpgRctjZvttbKw9999520SBdZsaV+eezLqVOlOu7ne78LXfap5rxgOLypVRbnWqV5ql12l7rfgP/QsVI+32gzgb7Z30zzuo7CQt3vg58tKSlxS+ey7QePzdq1WjbWBCHlB4/JgvkLpHSt603U+/HaufPgOfR8LL199uD0nbt2BuU8lJUePG7+loPlew8ey02bNsmUKRs8ptHxuV0lda8zMNXr3LJli0yZssmv8rOlyD0t+kPXkY7lW2uXH8e8Devdy13NbTYk/a60v8f8VXa/y1v197bqZfs3r5IFu92vDXPnzJFt2d63F+g5SKkQaZxik31lFrm4e/UxPLOzRX7ZY5UzW+yS4jyrtEp3rL/2dot/ny9L871frxzpsllsUmk/WK7zCwo85NfgqXQ5niovL9+5vS7ZdllXYKn1nWLeT9sadG8PZD9qpjPFapevpn4p24vdp9fH0qVL69yPg2Xr4DZmzpwpy9OlwX7d7Tk/6PFZ6XJvcxyvzTXKsj9GtquSaVvcy8hxrark+x3V03KS/Q+05JfX/rH4yy+/yKAsu0wL8k+GVatW+pXHLGKX7HpUdnDsw+QFW/z+zDfffCOVle7322BYuXKFTClcXq/PLN0R2Pdqb/fVusz87rtay//0009SUW51Ho85c+bIVuc1153ne5P37a9du06mTPm91nKa/vfmV48/8MmvXs+FYz/X17h/OWhaN2UG5/tdfb9/eqPXVF+/HXw5eP+sn9fmel6/fr+ZXaHfb2rPnzVrpqxM9y9tju/ovpatea/8YsqXYq1HEXt8kfcyOWvWLFlV4yf900sOLv/B519JY88V7byoaz8aprik/teX6VEfk6hbcbG5gcdHQKq+tCaV9jflWkOqQ4cOMnLkSMnJyfEawdMTP2LECElOjt5qfjfNrf3jVQNzS/Y2rJrk2LFjA/qcbdkOeW3VIgmGww87TMYOaO9xH/8+5lA5d0B757jrMo0aN5KxY49p8PZd1+k4Hp7SUvNYuS4zevRoSUmy1vrcHaccJmcc2da8v2dB9bzGTRrL2LGDGpzuYO5Du7btZOzYwzyu+7zTql9/XJsrb62e7zbv+OOPl96tswMuWzM/XCrzdm11m3biiSdKp2YZsuX7dfLpxtXirzGjR0uSrfY5qLnfWi38H/O/8zgvGFxX1+Me97ScPnSA/LNnizrX8ezq72Xn/oMX84z0dBk79gTneO5PG+X9ddVB+a5du8rYUT0bnG7X4zbg6AEyrFcLn/nL4ZPcX0QOXIc8HUtvn3Wd3rJFSxk79qgG78OExd+KHPirr7/lIGv1bnl5xULzvmPHDjJ27KEe0+j43IY9xfLgr7X/ct/QfOQsi+2qy6I/5WfF9gJ5fPHB2sI2m03Gjh1l3m//Yb18vGGVxzTO/2KFyPaNzuntD2wzGOl3NXDgQDmuezOf+aemU07xXn4GDxkiR3Zo7HV7DTkHZ59aY12u81zee9ruH08Za66P//rN/fpYM10rU9bIizP1DyvVcrKzZWtxYYPT7quG1C0/fu0cb9QoRzYXaRBM5JObh8vhD8xwW75N69YycGAHeXH5goC3Geh+/NHlvDus2VkojyyaE9D6+vbtK5PX+Q4IOMqW6zkdOnSodGlex19Z/FC5eJu8tXqJ27QLjm4vY8ceIhtnrpXPN65xO17LtubLE4t/rNc2Thp4mMyftkpyiw7+Jfr160cHlN7jHp8pOwoOtjBQRx11pIzp21oe+MX7H08C0bNnL/liU91/RPnh9hOlRbb/vyxrXi/8MWzYMHlk8fdafUSCqVev3jL2hC71+kz+z5vlvbW/1Xtb3u6rdRl64onywC/u9zJ9cNTb634VKamuSTNkyBA54sA118HXvcnX9rt27SJjR/eqtZym3zGelZUlO0qKfO7ngi9WyCyX+5eDpvXQtjlyy09fN/h6VN/vn960bt1axo49wm2av+fIcf+sL2/r19/Dxw/u6PadweGEE4ZKtxaZfqXN8R3d17Ku59SMjxkj1npEpF5aN1ekuPpeVTutJ0j3lllu017d9KNIYXWrqJOGDZM2jdL83lZd+9FQTyyfJbml++v1mRFRHpPwh6OVWlwEpJo3b26+YO/YscNtuo5rIa8pNTXVDDXpSa3rxPqzTLSxWBveN32g+5yUFJzaUUrPsbd0+Jqnj6gO9jnztb665iVXV5GqM/1abTWUeS2QfdAbRV1p0n2pKSkpqUFly2Kxel2n1Vq/PKaf0YCUt3kH1+/+xTOc5d7mx/EyalRtrplnXM+F1WYN+j4k+Sh3Nae7fsnwJy94YvEj/9X3sfX+lgO3Y2nxfSxNHkvyfPsM1jnQZumu6/JVfmqmRf+W6ljWU3l1zqtx76i5zWDR+0TN9TZkO3VdbyJ1D9ft2nzcEx3p0uPsrZyHIu0Wq/u1zlLH9jR9SbaGfT0M5n54K2v+8JT/a/JUtvy5pwW6fUc5s7rMc2wrkH3Vbbhe81zXV28efivabME5FrXX699316Tk0GzfVfX6g9+XWyD3ZX/yrCeBHqNkD3muOg0Wv76z1Pd3k7f7jL/r8Hod9VF2Az02tnp+//SmIfdWT/fPhtDrv7frTH2ue/5+7685Xp+AlK/mfckerguuvyU8zQ9UUNYTQF+RyTEYk6jJ3/THxFP2UlJSpH///jJjxgy39rg6Pnjw4IimDQAAAPAHfdgjFpBPEWnxlAUpT3FQQ0ppE7zLLrtMBgwYYKovPvPMM1JUVOR86h4Qa7g2AQB4yh4AAEhUMROQOu+882TXrl1y7733ms7hjjjiCNOBdM2OzhNRBJ7sCQAAACCGxdtviDjbHSAhxExASl1//fVmQE1cfoG4FENFO9a/1NY3+fY4OC/2WD9pcSIaz4M9ZnI4VLDOVhRmRSQgsiEUlYcTR0z0IYXE4OvCE+sXpVhJP01H4CpRs0Os73fAyY/x/UZw8nqs538EF/khMXHaAYQLASnEPP6SEvvH29df40P1F1v+Eox4RdaObtQ+qp9YPlrUUExssXqK7XGyH6iNU4loREAKAAAACAMLdU8QAyJaY56oCeKsdibXfd8ISAERQvM4AAD3AgAAkKgISMUBqtICAAAAqI94+wnBbyIg9hCQigNce4H4FEtlO5bSGowdiJX+X3z2zxbWlCCW8lIUJglhyEOcdkQD8iEUzdwSBwEpxMSFJ9YvSrHSIiNGkpmwwp2PYr3cxXt59SbQ5Cfq+YY78gFckRsSE+cdQLgQkELM4y+5cXC8fT2JKER/K+NJV4hX5Ozoxj0rcY5XJJ4gCzRU7bxJZo0XXHcQjQhIAQAAAGEQ6zUwkRgi+pA9oiaIs2tlPO1LKBCQAiKEaxMAgKfsAQCAREVACgAAAAAAAGFFQCoOULUViE+xVLZjKa3B6FMsVvbW12mJ8VMWN6Kx7ERfihCO8xWFWREhFn/Xn+jbHwSGusOJg4BUHODSCwAA6ovWggA84+IAIDwISCE27n2W2H5aWsw8RtuPZIbiePtaY8j+eBf92SbyPx5jJNsGX2LuOMGJ8Ij6S0+U5YNYuMcHVENRYgPXhfiqfRRImYvR3UCcXU8RvwhIAQAAAGFAfAexILJP2YvcthFF4igaHj97EhoEpIAIiaPrLAAgQDxlDwAAJCoCUgAAAAAAAAgrAlJxgKqtAAAAAOrDHmf9HPGbKH5QdzhxEJCKA1x7gfgUS2U7ltIajC+xsfKl1+cDA2L+rMWHaOz4OBrTBO+Cd7o47wCA8CIghVh/yF5M/DCMlS5C/HkaYCiOdyR+/MRAton40xpjJNsmbHkNtgTd7bCLpnuWp2tKtOWDaDpeQX3KXszsV7TliNgRO+e4drpdz3qM7gY84WQiChGQAgAAAMKATuwRC3jKHiItni6VXPd9IyAFJEhtFwBA9OGLKgAASFQEpAAAAAAAABBWBKTiAJ2PAgAAAKiPePsJEWe7k9CoO5w4CEgBQJSKpS+KsZTW4KQ/NnY4PjpVjm/R+Eel6EsRwpGHojArIgGRD4HEQkAKMdGPhq953LiCx5+uTOzhfjR9iE5wLOabcHc1k6h92yTmXsdXB6LRzB5F4R5P5zzayn0sXqv9urdFUT7wJcqyQ0yJjTPsOd2u/ZzGchmEO04lohEBKQAAAACAQSASkRZtfxxpiPjZk9AgIAVEClcnAEh48fSlGwAAoD4ISAEAAAAAACCsCEgBAAAAAICoQN3hxEFAKg7Q2SAQn2Kl01sVOykNTvpj5brrKw/FyC7EvWh8yh6ZI7YE63Rx2hORPa6uidF4OQXgGwGpOBBLP1pDIbH3Pj5+PEXi0fSJXm4AREgUXXpi4S/QsXyt9nW/5Idz/IvVc6z51hLtQXMEhHOJaERACjHxxTgWvjTHQ6e1sZHKxBXu85Oo+SFGimvQuT7mG4mLXABX5AcAkZCo38USEQEpIEK4zgIAYuUPFggOTjdiQSSvS9ThQdzhuu8TASkAAAAAAACEFQEpAAAAAAAAhBUBqThA/3QAAAAAYv03REPSRKfd8YN+LRMHAak4wLUXiE+xVLZj/UtgfdMfK3sbiSdYIvbLTiw/2S4h2eM3L8ayWC1HsZlq+INzi2hEQApRw1f/ib7mxcIXqFiJ8fvTh2UojravdYbq7MZAtol4J6OJ2vluov5VLlHPd7jZo/yaEm35IBav1ZG8twUbne4jVvIqgNhEQAqIEL7jAQD4wZ9YEjXgjdgSyctSrNYsQ5DF0aUyjnYlJAhIAQAAAAAAIKwISAEAAAAAACCsCEjFAaq2AgAAAKiPaPwF0aCn7AUzIYgomrklDgJScSCWO/wE4B1lO3zsCXlu4mInYl40PpgjCpMEH4J1ujjtwRWz5ShW0434zZOIawSk4oA9wZ+yFwtiJf1+dbZqD+8PslDdPGOx3IQ7GyVq57uxUl6DLVH3O5EDUJ5OOdkgXI/Zi5584Av5ITG53g9iJKsCiFEEpIAISdQf+wCAg3jKXmLhdCMWRPI7KvEvxNu1kvu8bwSkAAAAAAAAEFYxEZB66KGHZMiQIZKRkSGNGzeOdHIAAAAAAAAQ7wGpsrIyOeecc+Qvf/lLpJMCAAAAAABChK5NEkeSxIAJEyaY1zfeeMOv5UtLS83gkJ+fb17Ly8vN4Iljurf50WzeutwGryPQ/a6oqJRgqayo9JoOX/OsluCfN1/rq2uexW71K/12e1XI8ltOWlJA+1DlR5oqKitqT6uoaFDZslfZva6zsqp+eUw/Y6/yHGt3TUNFjfSEs+xX+jhe7uy1OkN2/Vxl5cFjU1UZ/Pyk57qu8+rcvss5rCsdXstyCM6Dv+VAy6hDVZXvY6nzKir8Oy6Bskj1ufan/GhZ8ZYO1zxSc57up6u69jtQep+oud6GbMfX9aah624Ic73ycU/0dtxdOzkPyfGvdN9eis3qc3talis85Jv6COZ+eMrf/vKU//1Ja115zF+ejqOjnFW65APHtgLZV91He417RaBpz0yxyb7icr/vAw3x5LRVfi1XUR6a7bsa9PCMkKz32Rmr5cXv1tTrM5Uevg/5o8c/pgT0uZH/nFVr2hVv/OyeJg95INDfTa/MXidvzFnvM/27Cg7+hvO2XHml5+N0/n9+lCT9YeBl3eE4FzV9uXR7wGm45NV5kmwLXmDm00Vb5Ysl2zzOG/70TL+3deKT39W5bM197nn3l/XqF8rbOVbDn55Va/uuyw9+5JugHbdAz52/++LJu2ttcm8MxiRq8vf6EBMBqfp65JFHnEEsV9OmTTPN/nyZPn26RLOT21plxtbgV2ybMiWwwrazpH7ZKDvZLgNb2D3uQ8XGX2XK1l9lUAur/LTLfX75gXkOR7ewys8HlhnVbG/A6Xc1vK1Vvj6QLsf6Tu9kkY832JzL9GlcVWtbWck2KSyvvuhN/2qqudge18oq3++oXleyxS4l6xbKlE3Vyw9ra5VvtlplSOauoKTblab3kw1WObV9qcu63c9Pms1ea7uDW1pl7k6r9KjcIFOmbPC5jdJKkRSrTcqqDl7of/t5tqw9eJjqXbb62kS+cElnTrJdfpnznSyziTQrrV8e+2pq9Tk4urlVft59MB8d38r93On3jGSrTcqrLNIjp/Z5Daajmlll4Z6Dadm5/GeZ4sd31FPbWOSlfQcP7B9b57ulM69AxGaxmX2p2Pm7TPFnpXUY2c4q07ZUp3XXbz/JlJUH5x3ZzCq/7LFKk5TaeeiYDJEfJElOauPtWFafwxHt3Oe7XtN6WbcH5Twc2cgqXxdZ5RCX8uq6X2pAc/d07K88mMbOpetkypR1znmnmXJVfR7+2LHSfK6iSiQrySZpSSK791eXhbEdquc1xMAWVlm42yKdKzbKlCkb/So/rmlXV/csd6ajcZn7vKOaHdzv7hXu87pX1F3+6zKinVWmuxxntXHJTzJllciF3Swy6XebXNy9fsfpku4WeXtN9fHPsNllzcI5sm3Jwe3N2GKRqgN/Se2aXTtvhsKY9hb5crNNTmxTJbO2WaR7o+rtFpSLpNtskpMisqPE4vH6026/+3E/reVeWbE9SQa1CM11qDreVb29MzpXSqv0PfKrxSontrHLl19+Wev6eohlk+St2hTQV0Sr2GVIq+CeAy1rdaXlDx0rZdY2q+QfuBerZKtdSjYu8fnZRil2Z9lyvU4vmjtTltdxT/NLuf7RzCbdc+ySkywyf7dV2pfotfp3aXng3nZE04PnvaRCJDPJJkUV/v+Qyv19kVza1SIvHUjw0NaB56MRLS3yhss9R+Wvni9T1ooc3tQqi3PD37Dix5kzxCWGGnM/ber7QzQat7N16Y8yZbnneZ7uTTW/O/uTVn/T789yFTUCSeE4B1f0rJTXV9Vvn/0V7PT7CrTVZ1t1LVtzfs3zUl8dMu2yqcgS8PajvQy7OqxJVdTHJPxRXFzs13IWezQ9f7gOWkPq5ptvln379tW7hlSHDh1k9+7dkpOT4zWCpyd+xIgRkpycLNEsr6Tc1IDZmrdfyiurJC3Z5vyr5/7ySklJspre/FNsFtE/jJaUV0p2WpIU7K+Q1CSrebVZLaZmkS7XOie1Qb3/F5VWyM6CUmmSkSJlmp4kq0mTbldfdZuOv3Y0z0ox29pTWCpJNqtJR2l5pWSmJjn3Q+n60pNtZn1ZqUlmHTXpX/E02Y3Sg3e+9haXSaO0ZLG6/HVFp+nFSCPtuo81aRHS9DbLTDH75Jo+PU96AdZz4qq0osrjPgVDcVmFZKQkuf21O7e4zKRd90XT6el81ydNZRVV5i9QxeWVkmy1SKrLuQu0bOn29Y8Zerw0fa5p0Xman/U4N89KNcuUVVSavJFbXC5NM5Kd8zRPOc5LWaXdfG5PUZmZ56nmgJ7btOTqMhMqjrToudDNuOb1umj5yD2Ql7Sc1KTlucpuD2o50Lybnmz1eF51e1mptnrnIT0GhaXV16JanyuvlPIquzmfwaLXmKY18nrpgXy7u7BUWuWkeczXmk5P+51fUi6VdrvbNUCvv1aLxRz//P0Vpmw1lG5fr52OMux3+SmvlJLyKo/XRN1vjUo4rqc1j4mes2BekzT/aB7ZVVgmjdOTJT3l4PEMdDv6OS3a+kW6ZvlxXPNyi8rMOQ8Xx75o3tDj6rhv6H1Yr0PJNqu59ni6h+lnS8oqzbEJ9vH3RI9bYWmFM2+43id03r6ScpN/XdPhKA96nc9ItsnuojLJTk0y43o90s/pvmnez99fLq1z0kyZ0Ht3sK+nul49Xrptfb+/vEo6NkmXHQWlkpFiq74vVGr+t0ixHtfk6mOq10xNp35P0eX0+5MjzfaqCpn/w0y3sqXXjay05KCeC8f9S+l9wNO9za1MllfXqioqqzRlVr+l6z5XVNqlXZN0c170O4XWsNLfd47rpl6bdTUNvY5q3tB06XY0v7iWN83Pmj7N2/p9Tsu4pk2vq/oZ3b6eG8d1Xpcz3xXKKs150Hyjy+iyeh/Xe6JeV7VpjpYZM2it9yq72W/dhq6jPnSdW/JKnJ/T8piaZHPetxz3TD2ezbJSTLlw0Ou57rd+J2iakWLyV8vsVFm/p1hSkizOPK/nUM+PqVFWUl0DwLEPWmb0WqDrTwqwhoYeM02H63dRPc56vnXbNotFisoqzLnR/fP0naL6eCebsqllUpdPslrNepXmIT0O1WmuXl7f66sj3XqeWmalul3Dnemp497k+E6n9N6k29dzovvhquZxch3XMm/ykPk9Yzfnx/XSoumuqKoy+6ll25GHHPN0X1OTG1aWHWnWvJtXUl3GNB16TdHjottp06j6+4TmJS0jmgf1+Or1UvOc7rsn1eVfv38e3Bf9DaJ5y7Efeo4CZX4jJtlMPtJy7dgfpWvX+7Pjmr/3QD52pq28SppkaP6pMMdfz4uOa97U76Su58GRB/Uc6f5oml1TredBtxvIbUG3q9eIzAPXeT3uBS5l1tPyeuwC2Zbj2qr7oMfFtSwEg6ZNj41eQxy/xR1sB64des0tKCmV2TNnyuljoz8mUReNwTRv3lzy8vK8xmAi+meEO++8Ux577DGfyyxfvlx69+5d73WnpqaaoSY9qXWdWH+WibTmB9LXuUX9vng3yap+bRXk9DROTpbGWem1pme6TGrb1P2Ytm7i+xi3q7G8Jy0aBf88tfSwTk/TamrfLMVr+lI95jMJmUYeVt4mNcXtVRqYJseyHopZwGXL1/Yd8zwd59YpKV7nOaa0ObCMp/XWzrmhEejPZD1mWRm1gycOTUOQmXyVLV/bqyspTb0chFBccz1dY5z5yEs58JWMZh5muk7KSKtHYaiDp+xad/lJliyv87xvyzEvmKfAkX86ejgmgW7H1+cc17xWjcN773akqWbecD1Prb2kSRdxvW2G+muHrj7NJd+73if0XesD81zT4XjvyFeO61CzGutunpIizb1/zwwKTYtuvua2Xa+NjvQ6sl26h31PPzAzK+NgUwLXslXXd5NA0+5Qs2h7Ou+OtGga6yNY9wJP3yG85ed23i7qEda1ZUqd34W9jbvqeCDf9G5be31NHa/ZEtWaZof2W463e5PrpPS0g8crVEJ9DVKNMn3Pb5KcLE08/B6q777XvM6FUs3re620eDiuvr6Thlr1b06Jeb5+i2emJklmcmzEJOrib/ojFpC69dZb5fLLL/e5TNeuXcOWHgAAAAAAAIRHxAJSLVq0MAMAAAAAAAASS3T1/OfFxo0bJTc317zq00R+/bW6c+vu3btLVlbd9fYc3WQ5nrbniVbd1o63dJlYrx4HRBPKFhA4yg8QGpQtIHCUHyA0yuOobDliL3V1WR4TnZpr074333yz1vRvv/1WTjzxxDo/v3nzZtOpOQAAAAAAAEJv06ZN0r59+9gOSDVUVVWVbN26VbKzs70++cXxJD49YL56gQ+mo48+Wn7++eewbAuxK9bzSSTKVqKK9byC8JUf8goSPa9wbwqueM0nCH75Ia/AX4mYV/Lj6N6kYaaCggJp27atWK3W2G6y11B6AHxF5VzpiQ/XybfZbDGf0RB68ZJPwlm2ElW85BWEvvyQV+CveM8r3JuCI97zCYJXfsgr8Fci55WcOLk3NWrUqM5lvIeqEHLXXXddpJOAGEA+gb/IK/AXeQX+Iq/AH+QT+Iu8An+RVxJDQjTZ87d6nEbw8vLy4iIaCUQLyhYQOMoPEBqULSBwlB8gNPITsGxRQ+qA1NRUGT9+vHkFEDyULSBwlB8gNChbQOAoP0BopCZg2aKGFAAAAAAAAMKKGlIAAAAAAAAIKwJSAAAAAAAACCsCUgAAAAAAAAgrAlIAAAAAAAAIKwJSAAAAAAAACCsCUgAahAd1AoGj/AAAog33JgDhEvcBqe3bt8v8+f/f3p1A2Vz/fxx/I5oZEtkrvyxpLClL6NgjkVJjKWUbnaJEJqY91RHRIqJFylaSIuRky4iSkolS1iSko0W2yNjd/3l9Ot/7G+n//898u8vM3OfjnDnu/c691/ee77y/y/v7/rw/q2znzp3RXhUgz9m3b5/9+eefweecwABZt3v3bvv999/t5MmT7jnxA4TGiRMn3L+nTp2K9qoAuc4ff/zhzu28YxLHJiA0vGOSd96HGEhI9e/f32rWrGl33HGH+3fx4sXRXiUgz7jnnnusXr161q5dO+vevbv98ssvli9fvmivFpAr9O3b1x2XrrnmGmvdurVt2bKF+AFCICUlxa677jr3OH/+PH2aC4SUEk/33nuvNWvWzNq0aWM9evSwgwcPumMTSSng3xk4cKB169bNPS5QoEC0VydHyZNH6iNHjtgtt9xiq1evtvnz59u7775rV111lT300EPRXjUg19NdMyWhvv76a5s4caJLRm3bts1dAKxbty7aqwfkePfdd5+tWLHC3nnnHUtNTbVjx45Zhw4d7NNPP432qgG51saNG91xaM6cOZaWlmZTp051y6mSAv5/X3zxhdWuXdtWrlxpw4YNczdKNMKkV69e7vckpAB/dL3UqlUre+utt1xO4sMPP3TLqZLK4wmp77//3tasWWOPPPKIq+BITEx0Capzzz3Xjh8/Hu3VA3I1xdbWrVvt5ZdftqZNm9rtt99u06dPd8moMWPGMDwW+F/ohD4jI8OWLVtmN954o7sLrYSuTk7OOusse/XVV+2HH36I9moCuTYhVa5cOZs0aZKrklLiV+d8VEkB/zddGM+ePduqV6/ukrlt27a1xx9/3AYPHmzp6emu/QlxBPjz5Zdf2gUXXGCTJ0+2Ll26uGOTVyVFovcveXLvorthmzdvtrPPPjtY0TFixAgrX768O1HJ3PMGQPao582PP/5ol19++WnLzjvvPFuyZIl9/PHHUV0/IKfSsAf1Xfvpp5+sTp06bpmqo+Lj4+3hhx+2tWvX2rx586K9mkCu4lVANW/e3FUcqiJeCSldQOuiOvNrAJxJF8YtWrSwu+66y4oUKRJcfvjwYXd8Ouecc7hwBnzSDUgdm5To1U38PXv22KhRo9zvODblkYTU8OHDbcCAATZu3Dh3Yi+6UL722mtd7yiVbxcvXtztTPWvTk66du3qylABZD++lOU///zzgyf68tprr7msf1xcnC1YsMAt4+QFsW7WrFl24MCB4HPFhOKnQoUKbrieeHedb7rpJqtUqZItXbrUJXgBZC22vBjSTZFq1aq5x7oBqSTvyJEjbceOHe41HJOAfz42iYboqeo981AiTbyha6eEhAR6HAI+r5vKlCnjeoZKrVq1LDk52Z555hnXn03J4FMkpXJvQuq7776zGjVq2LRp01wzZZ14aGf6+eefu9/PnDnTPvroI5fdHzRokGtormykenSsX7/e/QDIenxp/LOG611xxRXWr18/Gzp0qDVq1MgNhV20aJEr7VafNvVtE05eEKtUJVi1alXr1KlTMPGUmXpyzJgxww0v11A99T30Gp0vXLgweBIDIHux5dFJvlo1XHbZZa5aSjgmIdZlNX68WNE1U+PGjWlqDvjMS6gnm3jxU6xYMevcubOVKlUqOHQPuTghpWENuhD+6quv3E51w4YNbijE6NGj3WxFqtTQSb762dx2223uPcpAVqlSxfXwUBNmAFmPL00DrEaXGq6nGSxVyaFqw7fffttdWKsKUXfcVOWhclQgVvvYqBfU1Vdf7RJPTz31lDs5yXySryFFDRo0sLvvvts91/FKVDmloeY6sQGQ9dj6JyVLlrQnnnjCNTlX3zbRzRO1dABiTXbiRxWFuqHvNWP2jl/6DABZz0uoSle9QRU/J06ccK9VJa+Gxyp5pdflz5/fPvnkE/f6WJUrE1LaoKpwKl26dHDaxLJly9qjjz7qSrMnTJjglhUtWtQlntSAWbTBdTKi12qqbQDZjy8NzxM1ZNYFtTe9tkq8P/vsM3dHukSJElH9DkC0aNiQTuBV7aTehYqL559//rTXKPGkSTd09/m5554LDtHT3WvdNNFkHACyH1t/17JlS3c3WkMkrrzySktKSrL9+/dHbJ2B3Bo/Oj7puqlhw4buolk3UurWresanAPIfl5CFfGqlNKNR/WTUvWhbuw3btzYPd+1a5fFqlyZkNIGPXr0qMveq+rJG+usHhzaWao87ttvv3WzrWgGI5XM9e7d2zUSU5mq7g7o7jSA7MWXhutpxhXdNfOoOkrZf53kLF++3MWcUN6NWKReAarK1R0wVQ0OGTLEXnrpJfvmm2+Cr9GdMvU51HJdECi5q/i655573AWzmsoSP0D2Y+vvVCWvil1V9qqHx2+//Wb169eP6HoDuSl+vGOPJtnQRbX6hepGo3qHKn60DED28hLedZMXX0pi7d2718Vf1apVXaI3MTHRYlWuS0h5G1kNy9UXSjtMZSO9MjhtfGUjVZKtP5BXXnnFjdHU+zSETxfMzz77bDCDCSD78aVhsR69Tpl99ZeaO3euu4sm9OtArMrcQFkXAGpiqZN6L448ijM1l+3Tp49deOGF7qRFd9QUO8QP4D+2RENfNdnGzz//7I5lr7/+ursQB2JVVuLHO/ZoCJKOSfrRjcipU6cSP8C/vG5SDGpiteuvv94lsdatW2fjx4+P+djKF8iBt2F1J0sbUyfo2tCZk0fawF4T2DZt2ljBggUtLS3N7WC9nejFF19sPXr0OG0WsL9/DhCrQhFfGv7w2GOPuefK8GtYrKqngLwuK/Hj8eJGQx80Jf37779v7dq1c+9T3KipJYDQxpb6cKh/lPoebt++3c28DOR1oT42qT+oqnVvuOGGKH0jIGdQ0kjHlSZNmpzxOz/XTara3bRpk5sYCjm0QkrNJytWrOiGLoi3Q/UykNroeqwTDc3qpSZgatLn5dX0B1O4cOEzetiQjAJCF1/qReDRY5JRiAVZiR+dnGhYg3gnIzqJufXWW11MafZX9V0bM2aMHT9+PGrfBcirsaXJbXTnWQ1mSUYhFoT62KTXqrqQZBRimWY8VuWThqwuWbLktN/5vW7ScuUoSEbl8ISUykLV30nlbTNnznTLMmf6taNMSEhwU2Or74ZmUNHPnXfe6TL9GhN98OBB18gSwOmILyC88aM7ygsWLDijB5R6rGn2FW/GooEDB7o7aQBCH1tqGgvEilDHT+ZqKiAWqb+akkiaWVL9n3QtlJnf6ybaMeTwIXtqAqZxlf369XP/ZmRkuD5QytjrpF2ZR+00NdX88OHDXeNkb6O++OKLNmPGDDdzit6rWcBoWgn8F/EFRCZ+nn76aevWrVswfnRRoN4bustWp04dGzt2rNWuXTvaXwnIEYgtwD/iBwg99R9UfzVVCL777rtumSZvUtVt0aJFrVChQi7WNFnasmXLuG7KSwkp0apo5iGVvO3evdseeOABl2Hs37+/26lqNi91oPcaf3k7Yu+xxk+rZBXAmYgvIHLx49FJi5opx8fHu9leAZyO2AL8I36A0NKQbyVwlUhSclexpSopXQupH9T999/vJnBSZaJmyFOSSrhu8i8qNZnvvfeeFStWzGrUqGHlypU7rbRUPxqzeeWVV1qHDh1swoQJboYHTderMlJlJT3eRvces9EB4gvICfHjUSl3SkpKFL4JkLMQW4B/xA8QmdjSkO+ePXu6xv7Vq1d3M1K+8MILruH/xIkTLTU11caNG+eqnpR48nDd9C8EIujNN98MlC5dOlC/fv1AqVKlAo0aNQrMnj07+Pu9e/cGypYtGzh69Kh7PmDAgEBcXFwgPj4+sGrVqkiuKpDrEF+Af8QPEB7EFuAf8QNELrZmzpzpfqd4mjNnTmDIkCGBP/74I/ie9PT0QIsWLQJ9+/aN4prnPRFpaq7ZGjTricZYDhs2zDX50hSjlStXduVwKo2Tw4cPu4Zgs2bNch3tp0yZYldffbVddNFFwSZ8Xld7AH8hvgD/iB8gPIgtwD/iB4h8bI0fP96OHDniqgo1LO/ee+8NDsmTevXquXjSaxA6EUlIHTp0yH7//XdLTk52ZW/ayA0bNnRlcAcOHAhOfa0NPH36dOvRo4c1bdrUjXt+5plnrEKFCjZgwIDTutoD+AvxBfhH/ADhQWwB/hE/QHRiSwkrUd81zU6Z2Z49e9yseUpeIRf0kNIOUY2/1HFeXek7derkxjJrTKXX9Kt8+fLuj8Ib26zn06ZNc2MuvW70GtOZlJTkNr6X6WfKRMQ64gvwj/gBwoPYAvwjfoCcE1uZqSJq3759NmjQIBdTej9y8Cx7ytI/+OCDriGYNrhmbtC0iJ7MHei7du3qNvqkSZNcpl9TlGamVdMfjte0D4h1xBfgH/EDhAexBfhH/AA5K7Yyx48+Y+nSpTZjxgyXxNKkAZUqVYrad8qLQlohlZaW5ja6pkNUKduiRYusT58+bmN3797d4uLi3E5SO0uNfV63bp17rWTeoXp/BF42nx0qQHwB/wbxA4QHsQX4R/wAOS+2MsdPtWrVbPPmzW7WvWuuuSaK3yjvCklCysvGr1ixwkqUKGG9evVyO8nWrVu7Ejc13ytZsqS1b98+uKPU1Ikap9mgQYNgKd3YsWNt5MiR7ESBTIgvwD/iBwgPYgvwj/gBcnZsvfLKKzZq1ChXFaUf5PCm5t7G3LBhg8tAaqN7zfaGDh3qMpBz5syxX3/9NfiexYsXu7Ga5cqVs5SUFNdI7Mcff3TvC/EoQiBXI74A/4gfIDyILcA/4gfI2bG1Y8cOYisnV0ipBO6DDz5w4yfVld5roteyZUtLTU11ZaPexi9evLib+WHEiBG2adMmK1u2rNuwc+fOdaVxmgVCy5TFvOKKK0L9/YBch/gC/CN+gPAgtgD/iB8gPIitGKuQ+uWXX6xdu3bWrVs3V9o2ceJEN5YyPT3d/b5Zs2ZWtGhRGzx4sHvuZRRVKqcyuDVr1rjnhw8fdj+FCxe2l19+2f0BsNER64gvwD/iBwgPYgvwj/gBwoPYykMCWXTo0KFAcnJyoHPnzoGtW7cGl9evXz/Qs2dP9/jAgQOBoUOHBuLj4wM7duxwy06dOuX+bdasWeCOO+4Ivm/VqlVZ/a+BPI/4AvwjfoDwILYA/4gfIDyIrbwlyxVSCQkJbsrEnj17WsWKFe3EiRNuedu2bW3jxo0u63jOOedYly5drE6dOnbzzTe7cc0ax6kxmLt27bKkpKTg59WtWzc8GTYgFyK+AP+IHyA8iC3AP+IHCA9iK2/Jp6xUVl+ssZfeFKOaMjF//vzWtWtXV+KmjvWenTt3WvPmzd0fh0rePv/8c6tataqbLrFMmTLh+SZALkd8Af4RP0B4EFuAf8QPEB7EVowmpP5J48aN3VjM5ORk98cg+oPYsmWLrV692lauXGmXX365+z2A7CG+AP+IHyA8iC3AP+IHCA9iKwYTUlu3bnXd7OfNmxcsdTt27Jg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|
||
"text/plain": [
|
||
"<Figure size 1200x900 with 3 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1200x900 with 3 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"\n",
|
||
"Leaderboard (sorted by Sharpe, then Calmar):\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe tbody tr th {\n",
|
||
" vertical-align: top;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe thead th {\n",
|
||
" text-align: right;\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>model</th>\n",
|
||
" <th>algo</th>\n",
|
||
" <th>Sharpe</th>\n",
|
||
" <th>Sortino</th>\n",
|
||
" <th>CAGR</th>\n",
|
||
" <th>Calmar</th>\n",
|
||
" <th>MaxDD</th>\n",
|
||
" <th>WinRate</th>\n",
|
||
" <th>ProfitFactor</th>\n",
|
||
" <th>Exposure</th>\n",
|
||
" <th>Trades</th>\n",
|
||
" <th>AvgHoldBars</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>ppo_EURUSD_M15.zip</td>\n",
|
||
" <td>ppo</td>\n",
|
||
" <td>0.896809</td>\n",
|
||
" <td>1.245242</td>\n",
|
||
" <td>0.065507</td>\n",
|
||
" <td>1.755408</td>\n",
|
||
" <td>-0.037317</td>\n",
|
||
" <td>0.476195</td>\n",
|
||
" <td>1.018795</td>\n",
|
||
" <td>0.995078</td>\n",
|
||
" <td>238</td>\n",
|
||
" <td>847.694255</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>a2c_EURUSD_M15.zip</td>\n",
|
||
" <td>a2c</td>\n",
|
||
" <td>-1.843478</td>\n",
|
||
" <td>-2.168042</td>\n",
|
||
" <td>-0.128641</td>\n",
|
||
" <td>-1.649887</td>\n",
|
||
" <td>-0.077969</td>\n",
|
||
" <td>0.498393</td>\n",
|
||
" <td>0.962365</td>\n",
|
||
" <td>0.999196</td>\n",
|
||
" <td>14</td>\n",
|
||
" <td>2746.865810</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>dqn_EURUSD_M15.zip</td>\n",
|
||
" <td>dqn</td>\n",
|
||
" <td>-11.667301</td>\n",
|
||
" <td>-12.971816</td>\n",
|
||
" <td>-0.578343</td>\n",
|
||
" <td>-1.977823</td>\n",
|
||
" <td>-0.292414</td>\n",
|
||
" <td>0.465448</td>\n",
|
||
" <td>0.783297</td>\n",
|
||
" <td>0.983126</td>\n",
|
||
" <td>1050</td>\n",
|
||
" <td>666.864403</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" model algo Sharpe Sortino CAGR Calmar \\\n",
|
||
"0 ppo_EURUSD_M15.zip ppo 0.896809 1.245242 0.065507 1.755408 \n",
|
||
"1 a2c_EURUSD_M15.zip a2c -1.843478 -2.168042 -0.128641 -1.649887 \n",
|
||
"2 dqn_EURUSD_M15.zip dqn -11.667301 -12.971816 -0.578343 -1.977823 \n",
|
||
"\n",
|
||
" MaxDD WinRate ProfitFactor Exposure Trades AvgHoldBars \n",
|
||
"0 -0.037317 0.476195 1.018795 0.995078 238 847.694255 \n",
|
||
"1 -0.077969 0.498393 0.962365 0.999196 14 2746.865810 \n",
|
||
"2 -0.292414 0.465448 0.783297 0.983126 1050 666.864403 "
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Saved metrics to: G:\\My Drive\\Bots DRL\\DRL\\DRL-MT5-Lab\\notebooks\\models\\metrics_EURUSD_M15.csv\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"# === Enriched evaluation & plots for ALL models (PPO/A2C/DQN) ===\n",
|
||
"from pathlib import Path\n",
|
||
"import numpy as np\n",
|
||
"import pandas as pd\n",
|
||
"import matplotlib.pyplot as plt\n",
|
||
"from collections import Counter\n",
|
||
"\n",
|
||
"# SB3 loaders (in case not imported above)\n",
|
||
"from stable_baselines3 import PPO, A2C, DQN\n",
|
||
"ALGO_MAP = {\"ppo\": PPO, \"a2c\": A2C, \"dqn\": DQN}\n",
|
||
"\n",
|
||
"# Fallback to single model if bundle not provided\n",
|
||
"def _infer_algo_from_name(p: Path) -> str:\n",
|
||
" name = p.stem.lower()\n",
|
||
" for k in ALGO_MAP:\n",
|
||
" if name.startswith(k + \"_\"):\n",
|
||
" return k\n",
|
||
" return \"ppo\"\n",
|
||
"\n",
|
||
"if 'MODEL_BUNDLE' not in globals():\n",
|
||
" if 'MODEL_PATH' in globals():\n",
|
||
" MODEL_BUNDLE = [(Path(MODEL_PATH), _infer_algo_from_name(Path(MODEL_PATH)))]\n",
|
||
" else:\n",
|
||
" raise RuntimeError(\"No models found: define MODEL_BUNDLE or MODEL_PATH first.\")\n",
|
||
"\n",
|
||
"def bars_per_day(tf: str) -> int:\n",
|
||
" tf = str(tf).upper()\n",
|
||
" if tf.startswith(\"M\"):\n",
|
||
" try:\n",
|
||
" m = int(tf[1:])\n",
|
||
" return int((24*60)/m)\n",
|
||
" except Exception:\n",
|
||
" return 96\n",
|
||
" if tf.startswith(\"H\"):\n",
|
||
" try:\n",
|
||
" h = int(tf[1:])\n",
|
||
" return int(24/h)\n",
|
||
" except Exception:\n",
|
||
" return 24\n",
|
||
" if tf in (\"D1\", \"1D\"):\n",
|
||
" return 1\n",
|
||
" return 96 # default ≈ M15\n",
|
||
"\n",
|
||
"def ann_factor(tf: str) -> float:\n",
|
||
" return np.sqrt(252 * bars_per_day(tf))\n",
|
||
"\n",
|
||
"def CAGR(eq: pd.Series) -> float:\n",
|
||
" if len(eq) < 2:\n",
|
||
" return np.nan\n",
|
||
" total = float(eq.iloc[-1]) / float(eq.iloc[0])\n",
|
||
" yrs = (eq.index[-1] - eq.index[0]).days / 365.25\n",
|
||
" return (total ** (1/max(yrs, 1e-9))) - 1.0\n",
|
||
"\n",
|
||
"def compute_metrics(equity: pd.Series, strat_rets: pd.Series, raw_rets: pd.Series, timeframe: str, positions: pd.Series, actions: pd.Series) -> dict:\n",
|
||
" ann = ann_factor(timeframe)\n",
|
||
" sharpe = float((strat_rets.mean() / (strat_rets.std() + 1e-12)) * ann)\n",
|
||
" downside = strat_rets[strat_rets < 0]\n",
|
||
" sortino = float((strat_rets.mean() / (downside.std() + 1e-12)) * ann)\n",
|
||
" cummax = equity.cummax()\n",
|
||
" dd = equity / cummax - 1.0\n",
|
||
" mdd = float(dd.min())\n",
|
||
" cagr = CAGR(equity)\n",
|
||
" calmar = float(cagr / (abs(mdd) + 1e-12))\n",
|
||
" win_rate = float((strat_rets > 0).mean())\n",
|
||
" pf = float(strat_rets[strat_rets > 0].sum() / (abs(strat_rets[strat_rets < 0].sum()) + 1e-12))\n",
|
||
" exposure = float((positions != 0).mean())\n",
|
||
" # trades = number of position changes (ignore first)\n",
|
||
" trades = int((positions.diff().fillna(0) != 0).sum())\n",
|
||
" avg_hold = float((positions != 0).astype(int).groupby((positions == 0).astype(int).cumsum()).transform('size').mean()) if trades > 0 else np.nan\n",
|
||
" return {\n",
|
||
" \"Sharpe\": sharpe,\n",
|
||
" \"Sortino\": sortino,\n",
|
||
" \"CAGR\": cagr,\n",
|
||
" \"Calmar\": calmar,\n",
|
||
" \"MaxDD\": mdd,\n",
|
||
" \"WinRate\": win_rate,\n",
|
||
" \"ProfitFactor\": pf,\n",
|
||
" \"Exposure\": exposure,\n",
|
||
" \"Trades\": trades,\n",
|
||
" \"AvgHoldBars\": avg_hold\n",
|
||
" }\n",
|
||
"\n",
|
||
"results = []\n",
|
||
"tf_str = TIMEFRAME if isinstance(TIMEFRAME, str) else \"M15\"\n",
|
||
"BPD = bars_per_day(tf_str)\n",
|
||
"\n",
|
||
"for model_path, algo in MODEL_BUNDLE:\n",
|
||
" algo = algo.lower()\n",
|
||
" if algo not in ALGO_MAP:\n",
|
||
" print(f\"Skipping {model_path.name}: unsupported algo '{algo}'\")\n",
|
||
" continue\n",
|
||
"\n",
|
||
" print(f\"\\n================ {model_path.name} | {algo.upper()} ================\")\n",
|
||
" model = ALGO_MAP[algo].load(Path(model_path).as_posix())\n",
|
||
"\n",
|
||
" env = TradingEnv(df_test, feature_cols)\n",
|
||
" obs, _ = env.reset()\n",
|
||
"\n",
|
||
" equity_vals = [1.0]\n",
|
||
" rewards = []\n",
|
||
" raw_rets = []\n",
|
||
" positions = []\n",
|
||
" actions = []\n",
|
||
"\n",
|
||
" while True:\n",
|
||
" action, _ = model.predict(obs, deterministic=True)\n",
|
||
" obs, reward, terminated, truncated, info = env.step(int(action))\n",
|
||
" equity_vals.append(equity_vals[-1] * (1.0 + reward))\n",
|
||
" rewards.append(float(reward))\n",
|
||
" raw_rets.append(float(info.get(\"ret\", 0.0)))\n",
|
||
" positions.append(int(info.get(\"position\", 0)))\n",
|
||
" actions.append(int(action))\n",
|
||
" if terminated or truncated:\n",
|
||
" break\n",
|
||
"\n",
|
||
" # Align per-step series with the time index\n",
|
||
" idx = df_test.index[1:1+len(rewards)]\n",
|
||
" strat_rets = pd.Series(rewards, index=idx, name=\"strategy_ret\")\n",
|
||
" equity = pd.Series(equity_vals[1:], index=idx, name=\"equity\")\n",
|
||
" pos_series = pd.Series(positions, index=idx, name=\"position\")\n",
|
||
" action_series = pd.Series(actions, index=idx, name=\"action\")\n",
|
||
" bh = pd.Series((1.0 + pd.Series(raw_rets, index=idx)).cumprod(), name=\"buy_hold\")\n",
|
||
"\n",
|
||
" # Metrics\n",
|
||
" m = compute_metrics(equity, strat_rets, pd.Series(raw_rets, index=idx), tf_str, pos_series, action_series)\n",
|
||
" summary = pd.Series({\n",
|
||
" \"bars\": len(strat_rets),\n",
|
||
" **{k: (round(v, 6) if isinstance(v, float) else v) for k, v in m.items()}\n",
|
||
" })\n",
|
||
" print(summary)\n",
|
||
"\n",
|
||
" # ====== Plots (2 figures per model) ======\n",
|
||
" # Fig 1: Equity vs Buy&Hold + Drawdown + Position\n",
|
||
" fig, axes = plt.subplots(3, 1, figsize=(12, 9), sharex=True, gridspec_kw={\"height_ratios\": [3, 1.5, 1]})\n",
|
||
" (equity.rename(\"strategy\")).plot(ax=axes[0], lw=1.4)\n",
|
||
" bh.plot(ax=axes[0], lw=1.0, alpha=0.8)\n",
|
||
" axes[0].set_title(f\"Equity vs Buy&Hold — {model_path.name} ({algo.upper()})\")\n",
|
||
" axes[0].legend()\n",
|
||
" axes[0].grid(True)\n",
|
||
"\n",
|
||
" dd = equity / equity.cummax() - 1.0\n",
|
||
" dd.plot(ax=axes[1], color=\"tab:red\")\n",
|
||
" axes[1].set_title(\"Drawdown\")\n",
|
||
" axes[1].grid(True)\n",
|
||
"\n",
|
||
" pos_series.plot(ax=axes[2], drawstyle=\"steps-post\")\n",
|
||
" axes[2].set_title(\"Position (-1=Short, 0=Flat, +1=Long)\")\n",
|
||
" axes[2].grid(True)\n",
|
||
"\n",
|
||
" plt.tight_layout()\n",
|
||
" plt.show()\n",
|
||
"\n",
|
||
" # Fig 2: Rolling Sharpe + Action distribution + Return histogram\n",
|
||
" fig, axes = plt.subplots(3, 1, figsize=(12, 9), gridspec_kw={\"height_ratios\": [2, 1.2, 1.2]})\n",
|
||
" roll_win = max(30, int(90 * BPD)) # ~90 days in bars (min 30)\n",
|
||
" rmean = strat_rets.rolling(roll_win).mean()\n",
|
||
" rstd = strat_rets.rolling(roll_win).std()\n",
|
||
" rsharpe = rmean / (rstd + 1e-12) * np.sqrt(252 * BPD)\n",
|
||
" rsharpe.plot(ax=axes[0])\n",
|
||
" axes[0].axhline(0, color=\"k\", lw=0.8)\n",
|
||
" axes[0].set_title(f\"Rolling Sharpe (window ≈ {roll_win} bars)\")\n",
|
||
" axes[0].grid(True)\n",
|
||
"\n",
|
||
" cnt = Counter(action_series.values) # 0=SELL, 1=HOLD, 2=BUY\n",
|
||
" axes[1].bar([\"SELL(0)\", \"HOLD(1)\", \"BUY(2)\"], [cnt.get(0,0), cnt.get(1,0), cnt.get(2,0)])\n",
|
||
" axes[1].set_title(\"Action distribution\")\n",
|
||
" axes[1].grid(True, axis=\"y\")\n",
|
||
"\n",
|
||
" axes[2].hist(strat_rets.values, bins=50, alpha=0.9)\n",
|
||
" axes[2].set_title(\"Strategy return distribution (per bar)\")\n",
|
||
" axes[2].grid(True)\n",
|
||
"\n",
|
||
" plt.tight_layout()\n",
|
||
" plt.show()\n",
|
||
"\n",
|
||
" # Collect to leaderboard\n",
|
||
" results.append({\n",
|
||
" \"model\": model_path.name,\n",
|
||
" \"algo\": algo,\n",
|
||
" **m\n",
|
||
" })\n",
|
||
"\n",
|
||
"# ===== Leaderboard across models =====\n",
|
||
"if results:\n",
|
||
" leaderboard = pd.DataFrame(results).sort_values([\"Sharpe\", \"Calmar\"], ascending=False)\n",
|
||
" print(\"\\nLeaderboard (sorted by Sharpe, then Calmar):\")\n",
|
||
" display(leaderboard)\n",
|
||
"\n",
|
||
" # Optional: save metrics table\n",
|
||
" out_csv = Path(\"models\") / f\"metrics_{SYMBOL}_{tf_str}.csv\"\n",
|
||
" leaderboard.to_csv(out_csv, index=False)\n",
|
||
" print(\"Saved metrics to:\", out_csv.resolve())\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 5,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"\n",
|
||
"=== ppo_EURUSD_M15.zip | PPO ===\n",
|
||
"Action counts:\n",
|
||
" action\n",
|
||
"Sell 9766\n",
|
||
"Buy 141\n",
|
||
"Hold 49\n",
|
||
"Name: count, dtype: int64\n",
|
||
"\n",
|
||
"=== a2c_EURUSD_M15.zip | A2C ===\n"
|
||
]
|
||
},
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"C:\\Users\\moham\\AppData\\Local\\Temp\\ipykernel_31600\\2918636110.py:57: FutureWarning: 'M' is deprecated and will be removed in a future version, please use 'ME' instead.\n",
|
||
" monthly = strat_rets.resample(\"M\").apply(lambda x: (1 + x).prod() - 1.0)\n"
|
||
]
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Action counts:\n",
|
||
" action\n",
|
||
"Buy 9948\n",
|
||
"Hold 8\n",
|
||
"Name: count, dtype: int64\n",
|
||
"\n",
|
||
"=== dqn_EURUSD_M15.zip | DQN ===\n"
|
||
]
|
||
},
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"C:\\Users\\moham\\AppData\\Local\\Temp\\ipykernel_31600\\2918636110.py:57: FutureWarning: 'M' is deprecated and will be removed in a future version, please use 'ME' instead.\n",
|
||
" monthly = strat_rets.resample(\"M\").apply(lambda x: (1 + x).prod() - 1.0)\n"
|
||
]
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Action counts:\n",
|
||
" action\n",
|
||
"Buy 6627\n",
|
||
"Sell 3161\n",
|
||
"Hold 168\n",
|
||
"Name: count, dtype: int64\n"
|
||
]
|
||
},
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"C:\\Users\\moham\\AppData\\Local\\Temp\\ipykernel_31600\\2918636110.py:57: FutureWarning: 'M' is deprecated and will be removed in a future version, please use 'ME' instead.\n",
|
||
" monthly = strat_rets.resample(\"M\").apply(lambda x: (1 + x).prod() - 1.0)\n",
|
||
"C:\\Users\\moham\\AppData\\Local\\Temp\\ipykernel_31600\\2918636110.py:64: UserWarning: Converting to PeriodArray/Index representation will drop timezone information.\n",
|
||
" monthly_df.index = monthly_df.index.to_period(\"M\")\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<style type=\"text/css\">\n",
|
||
"</style>\n",
|
||
"<table id=\"T_d3c84\">\n",
|
||
" <caption>Monthly compounded returns (last 12)</caption>\n",
|
||
" <thead>\n",
|
||
" <tr>\n",
|
||
" <th class=\"blank level0\" > </th>\n",
|
||
" <th id=\"T_d3c84_level0_col0\" class=\"col_heading level0 col0\" >ppo_EURUSD_M15</th>\n",
|
||
" <th id=\"T_d3c84_level0_col1\" class=\"col_heading level0 col1\" >a2c_EURUSD_M15</th>\n",
|
||
" <th id=\"T_d3c84_level0_col2\" class=\"col_heading level0 col2\" >dqn_EURUSD_M15</th>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th class=\"index_name level0\" >time</th>\n",
|
||
" <th class=\"blank col0\" > </th>\n",
|
||
" <th class=\"blank col1\" > </th>\n",
|
||
" <th class=\"blank col2\" > </th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th id=\"T_d3c84_level0_row0\" class=\"row_heading level0 row0\" >2024-08</th>\n",
|
||
" <td id=\"T_d3c84_row0_col0\" class=\"data row0 col0\" >-1.60%</td>\n",
|
||
" <td id=\"T_d3c84_row0_col1\" class=\"data row0 col1\" >1.09%</td>\n",
|
||
" <td id=\"T_d3c84_row0_col2\" class=\"data row0 col2\" >-2.82%</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th id=\"T_d3c84_level0_row1\" class=\"row_heading level0 row1\" >2024-09</th>\n",
|
||
" <td id=\"T_d3c84_row1_col0\" class=\"data row1 col0\" >-1.20%</td>\n",
|
||
" <td id=\"T_d3c84_row1_col1\" class=\"data row1 col1\" >0.70%</td>\n",
|
||
" <td id=\"T_d3c84_row1_col2\" class=\"data row1 col2\" >-1.49%</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th id=\"T_d3c84_level0_row2\" class=\"row_heading level0 row2\" >2024-10</th>\n",
|
||
" <td id=\"T_d3c84_row2_col0\" class=\"data row2 col0\" >1.37%</td>\n",
|
||
" <td id=\"T_d3c84_row2_col1\" class=\"data row2 col1\" >-2.30%</td>\n",
|
||
" <td id=\"T_d3c84_row2_col2\" class=\"data row2 col2\" >-6.79%</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th id=\"T_d3c84_level0_row3\" class=\"row_heading level0 row3\" >2024-11</th>\n",
|
||
" <td id=\"T_d3c84_row3_col0\" class=\"data row3 col0\" >2.29%</td>\n",
|
||
" <td id=\"T_d3c84_row3_col1\" class=\"data row3 col1\" >-2.81%</td>\n",
|
||
" <td id=\"T_d3c84_row3_col2\" class=\"data row3 col2\" >-11.74%</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th id=\"T_d3c84_level0_row4\" class=\"row_heading level0 row4\" >2024-12</th>\n",
|
||
" <td id=\"T_d3c84_row4_col0\" class=\"data row4 col0\" >1.74%</td>\n",
|
||
" <td id=\"T_d3c84_row4_col1\" class=\"data row4 col1\" >-2.09%</td>\n",
|
||
" <td id=\"T_d3c84_row4_col2\" class=\"data row4 col2\" >-10.10%</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n"
|
||
],
|
||
"text/plain": [
|
||
"<pandas.io.formats.style.Styler at 0x2e8742275b0>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Saved monthly returns to: G:\\My Drive\\Bots DRL\\DRL\\DRL-MT5-Lab\\notebooks\\models\\monthly_EURUSD_M15.csv\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"# --- Action distribution & monthly returns (for ALL models) ---\n",
|
||
"from pathlib import Path\n",
|
||
"import numpy as np\n",
|
||
"import pandas as pd\n",
|
||
"from stable_baselines3 import PPO, A2C, DQN\n",
|
||
"\n",
|
||
"ALGO_MAP = {\"ppo\": PPO, \"a2c\": A2C, \"dqn\": DQN}\n",
|
||
"\n",
|
||
"# Fallback if only single model provided\n",
|
||
"def _infer_algo_from_name(p: Path) -> str:\n",
|
||
" name = p.stem.lower()\n",
|
||
" for k in ALGO_MAP:\n",
|
||
" if name.startswith(k + \"_\"):\n",
|
||
" return k\n",
|
||
" return \"ppo\"\n",
|
||
"\n",
|
||
"if 'MODEL_BUNDLE' not in globals():\n",
|
||
" if 'MODEL_PATH' in globals():\n",
|
||
" MODEL_BUNDLE = [(Path(MODEL_PATH), _infer_algo_from_name(Path(MODEL_PATH)))]\n",
|
||
" else:\n",
|
||
" raise RuntimeError(\"No models found: define MODEL_BUNDLE or MODEL_PATH first.\")\n",
|
||
"\n",
|
||
"all_monthly = []\n",
|
||
"\n",
|
||
"for model_path, algo in MODEL_BUNDLE:\n",
|
||
" algo = algo.lower()\n",
|
||
" if algo not in ALGO_MAP:\n",
|
||
" print(f\"Skipping {model_path.name}: unsupported algo '{algo}'\")\n",
|
||
" continue\n",
|
||
"\n",
|
||
" print(f\"\\n=== {model_path.name} | {algo.upper()} ===\")\n",
|
||
" model = ALGO_MAP[algo].load(Path(model_path).as_posix())\n",
|
||
"\n",
|
||
" # Run once to get actions & returns\n",
|
||
" env = TradingEnv(df_test, feature_cols)\n",
|
||
" obs, _ = env.reset()\n",
|
||
" rewards, actions = [], []\n",
|
||
"\n",
|
||
" while True:\n",
|
||
" action, _ = model.predict(obs, deterministic=True)\n",
|
||
" obs, reward, terminated, truncated, info = env.step(int(action))\n",
|
||
" rewards.append(float(reward))\n",
|
||
" actions.append(int(action))\n",
|
||
" if terminated or truncated:\n",
|
||
" break\n",
|
||
"\n",
|
||
" idx = df_test.index[1:1+len(rewards)]\n",
|
||
" strat_rets = pd.Series(rewards, index=idx, name=\"strategy_ret\")\n",
|
||
" action_series = pd.Series(actions, index=idx, name=\"action\")\n",
|
||
"\n",
|
||
" # Action distribution (0=Sell, 1=Hold, 2=Buy)\n",
|
||
" action_map = {0: \"Sell\", 1: \"Hold\", 2: \"Buy\"}\n",
|
||
" action_counts = action_series.map(action_map).value_counts()\n",
|
||
" print(\"Action counts:\\n\", action_counts)\n",
|
||
"\n",
|
||
" # Monthly compounded returns\n",
|
||
" monthly = strat_rets.resample(\"M\").apply(lambda x: (1 + x).prod() - 1.0)\n",
|
||
" monthly.name = model_path.stem # column label in merged table\n",
|
||
" all_monthly.append(monthly)\n",
|
||
"\n",
|
||
"# Merge monthly across models, show last 12 rows\n",
|
||
"if all_monthly:\n",
|
||
" monthly_df = pd.concat(all_monthly, axis=1)\n",
|
||
" monthly_df.index = monthly_df.index.to_period(\"M\")\n",
|
||
" try:\n",
|
||
" display(monthly_df.tail(12).style.format(\"{:.2%}\").set_caption(\"Monthly compounded returns (last 12)\"))\n",
|
||
" except Exception:\n",
|
||
" print(\"\\nMonthly compounded returns (last 12):\")\n",
|
||
" print(monthly_df.tail(12).applymap(lambda v: f\"{v:.2%}\"))\n",
|
||
"\n",
|
||
" # Optional: save to CSV\n",
|
||
" out_csv = Path(\"models\") / f\"monthly_{SYMBOL}_{TIMEFRAME}.csv\"\n",
|
||
" monthly_df.to_csv(out_csv, float_format=\"%.6f\")\n",
|
||
" print(\"Saved monthly returns to:\", out_csv.resolve())\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 7,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"\n",
|
||
"=== Building QuantStats report for ppo_EURUSD_M15.zip (PPO) ===\n",
|
||
"Saved QuantStats report to: G:\\My Drive\\Bots DRL\\DRL\\DRL-MT5-Lab\\notebooks\\reports\\qs_ppo_EURUSD_M15.html\n",
|
||
"\n",
|
||
"=== Building QuantStats report for a2c_EURUSD_M15.zip (A2C) ===\n",
|
||
"Saved QuantStats report to: G:\\My Drive\\Bots DRL\\DRL\\DRL-MT5-Lab\\notebooks\\reports\\qs_a2c_EURUSD_M15.html\n",
|
||
"\n",
|
||
"=== Building QuantStats report for dqn_EURUSD_M15.zip (DQN) ===\n",
|
||
"Saved QuantStats report to: G:\\My Drive\\Bots DRL\\DRL\\DRL-MT5-Lab\\notebooks\\reports\\qs_dqn_EURUSD_M15.html\n",
|
||
"Wrote report index: G:\\My Drive\\Bots DRL\\DRL\\DRL-MT5-Lab\\notebooks\\reports\\index.html\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"# === QuantStats HTML reports (daily) for ALL models — robust tz handling ===\n",
|
||
"from pathlib import Path\n",
|
||
"import numpy as np\n",
|
||
"import pandas as pd\n",
|
||
"from stable_baselines3 import PPO, A2C, DQN\n",
|
||
"\n",
|
||
"ALGO_MAP = {\"ppo\": PPO, \"a2c\": A2C, \"dqn\": DQN}\n",
|
||
"\n",
|
||
"def _infer_algo_from_name(p: Path) -> str:\n",
|
||
" name = p.stem.lower()\n",
|
||
" for k in ALGO_MAP:\n",
|
||
" if name.startswith(k + \"_\"):\n",
|
||
" return k\n",
|
||
" return \"ppo\"\n",
|
||
"\n",
|
||
"# Fallback to single model if bundle missing\n",
|
||
"if 'MODEL_BUNDLE' not in globals():\n",
|
||
" if 'MODEL_PATH' in globals():\n",
|
||
" MODEL_BUNDLE = [(Path(MODEL_PATH), _infer_algo_from_name(Path(MODEL_PATH)))]\n",
|
||
" else:\n",
|
||
" raise RuntimeError(\"No models found: define MODEL_BUNDLE or MODEL_PATH first.\")\n",
|
||
"\n",
|
||
"def _to_naive_index(s: pd.Series) -> pd.Series:\n",
|
||
" \"\"\"Ensure DatetimeIndex is tz-naive (drop tz).\"\"\"\n",
|
||
" s = s.copy()\n",
|
||
" if isinstance(s.index, pd.DatetimeIndex) and s.index.tz is not None:\n",
|
||
" # if you want to preserve absolute UTC moments, convert to UTC first, then drop tz\n",
|
||
" s.index = s.index.tz_convert(\"UTC\").tz_localize(None)\n",
|
||
" return s\n",
|
||
"\n",
|
||
"def _daily_compounded(returns_bar: pd.Series) -> pd.Series:\n",
|
||
" \"\"\"Compound intrabar returns to daily returns and drop NaNs.\"\"\"\n",
|
||
" s = _to_naive_index(returns_bar.sort_index())\n",
|
||
" return s.resample(\"1D\").apply(lambda x: (1 + x).prod() - 1.0).dropna()\n",
|
||
"\n",
|
||
"try:\n",
|
||
" import quantstats as qs\n",
|
||
" qs.extend_pandas()\n",
|
||
"except Exception as e:\n",
|
||
" print(\"QuantStats not available or failed to import:\", e)\n",
|
||
" print(\"Tip: pip install quantstats\")\n",
|
||
"else:\n",
|
||
" INCLUDE_BENCHMARK = True # set False if you want to skip benchmark to avoid alignment issues\n",
|
||
" out_dir = Path(\"reports\"); out_dir.mkdir(exist_ok=True)\n",
|
||
" links = []\n",
|
||
"\n",
|
||
" for model_path, algo in MODEL_BUNDLE:\n",
|
||
" algo = algo.lower()\n",
|
||
" if algo not in ALGO_MAP:\n",
|
||
" print(f\"Skipping {model_path.name}: unsupported algo '{algo}'\")\n",
|
||
" continue\n",
|
||
"\n",
|
||
" print(f\"\\n=== Building QuantStats report for {model_path.name} ({algo.upper()}) ===\")\n",
|
||
" model = ALGO_MAP[algo].load(model_path.as_posix())\n",
|
||
"\n",
|
||
" # Run evaluation pass to collect per-bar strategy returns and raw returns\n",
|
||
" env = TradingEnv(df_test, feature_cols)\n",
|
||
" obs, _ = env.reset()\n",
|
||
" rewards, raw_rets = [], []\n",
|
||
"\n",
|
||
" while True:\n",
|
||
" action, _ = model.predict(obs, deterministic=True)\n",
|
||
" obs, reward, terminated, truncated, info = env.step(int(action))\n",
|
||
" rewards.append(float(reward))\n",
|
||
" raw_rets.append(float(info.get(\"ret\", 0.0)))\n",
|
||
" if terminated or truncated:\n",
|
||
" break\n",
|
||
"\n",
|
||
" # Build indexed series\n",
|
||
" idx = df_test.index[1:1+len(rewards)]\n",
|
||
" strat_rets = pd.Series(rewards, index=idx, name=\"strategy_ret\")\n",
|
||
" bh_rets = pd.Series(raw_rets, index=idx, name=\"bh_ret\")\n",
|
||
"\n",
|
||
" # Make both tz-naive BEFORE resampling\n",
|
||
" strat_rets = _to_naive_index(strat_rets)\n",
|
||
" bh_rets = _to_naive_index(bh_rets)\n",
|
||
"\n",
|
||
" # Daily compounded\n",
|
||
" daily_strat = _daily_compounded(strat_rets)\n",
|
||
" daily_bh = _daily_compounded(bh_rets)\n",
|
||
"\n",
|
||
" # Align indexes (important when passing a benchmark)\n",
|
||
" if INCLUDE_BENCHMARK and len(daily_bh):\n",
|
||
" common = daily_strat.index.intersection(daily_bh.index)\n",
|
||
" daily_strat = daily_strat.reindex(common).dropna()\n",
|
||
" daily_bh = daily_bh.reindex(common).dropna()\n",
|
||
" benchmark = daily_bh if len(daily_bh) else None\n",
|
||
" else:\n",
|
||
" benchmark = None\n",
|
||
"\n",
|
||
" # Debug (you can comment these out later)\n",
|
||
" # print(\"strat tz:\", getattr(daily_strat.index, \"tz\", None), \"| bh tz:\", getattr(daily_bh.index, \"tz\", None))\n",
|
||
" # print(\"strat idx dtype:\", daily_strat.index.dtype, \"| bh idx dtype:\", daily_bh.index.dtype)\n",
|
||
"\n",
|
||
" out_html = out_dir / f\"qs_{model_path.stem}.html\"\n",
|
||
" title = f\"DRL-MT5 — {SYMBOL} {TIMEFRAME} — {model_path.stem}\"\n",
|
||
" try:\n",
|
||
" qs.reports.html(daily_strat, benchmark=benchmark, output=out_html.as_posix(), title=title)\n",
|
||
" print(\"Saved QuantStats report to:\", out_html.resolve())\n",
|
||
" links.append(out_html.name)\n",
|
||
" except Exception as e:\n",
|
||
" # As a fallback, try again without a benchmark if tz/type alignment still trips\n",
|
||
" print(f\"QuantStats with benchmark failed: {e}\")\n",
|
||
" try:\n",
|
||
" qs.reports.html(daily_strat, output=out_html.as_posix(), title=title)\n",
|
||
" print(\"Saved QuantStats report (no benchmark) to:\", out_html.resolve())\n",
|
||
" links.append(out_html.name)\n",
|
||
" except Exception as e2:\n",
|
||
" print(f\"QuantStats report failed for {model_path.name}:\", e2)\n",
|
||
"\n",
|
||
" # Index page with links\n",
|
||
" if links:\n",
|
||
" index_path = out_dir / \"index.html\"\n",
|
||
" html = \"<h2>QuantStats Reports</h2><ul>\" + \"\".join([f'<li><a href=\"{name}\">{name}</a></li>' for name in links]) + \"</ul>\"\n",
|
||
" index_path.write_text(html, encoding=\"utf-8\")\n",
|
||
" print(\"Wrote report index:\", index_path.resolve())\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 15,
|
||
"id": "fd539a1a",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"from plotly.subplots import make_subplots\n",
|
||
"import plotly.graph_objects as go\n",
|
||
"import numpy as np, pandas as pd\n",
|
||
"from pathlib import Path\n",
|
||
"\n",
|
||
"def _to_naive_index_any(x):\n",
|
||
" \"\"\"TZ-normalize Series/DataFrame.\"\"\"\n",
|
||
" if isinstance(x, (pd.Series, pd.DataFrame)):\n",
|
||
" idx = x.index\n",
|
||
" if isinstance(idx, pd.DatetimeIndex) and idx.tz is not None:\n",
|
||
" x = x.copy()\n",
|
||
" x.index = idx.tz_convert(\"UTC\").tz_localize(None)\n",
|
||
" return x\n",
|
||
"\n",
|
||
"def _align_on_common_index(series_list):\n",
|
||
" \"\"\"Return copies aligned on the intersection of all non-empty indices.\"\"\"\n",
|
||
" s_ok = [s for s in series_list if s is not None and len(s) > 0]\n",
|
||
" if not s_ok:\n",
|
||
" return series_list, pd.DatetimeIndex([])\n",
|
||
" common = s_ok[0].index\n",
|
||
" for s in s_ok[1:]:\n",
|
||
" common = common.intersection(s.index)\n",
|
||
" aligned = []\n",
|
||
" for s in series_list:\n",
|
||
" if s is None or len(s) == 0:\n",
|
||
" aligned.append(s)\n",
|
||
" else:\n",
|
||
" aligned.append(s.reindex(common))\n",
|
||
" return aligned, common\n",
|
||
"\n",
|
||
"def build_plotly_dashboard(df_with_close, pos_series, strat_rets, raw_rets,\n",
|
||
" model_name, algo, symbol, timeframe, out_dir=\"reports/plotly\"):\n",
|
||
" \"\"\"\n",
|
||
" Create interactive dashboard:\n",
|
||
" row1: Close + entries/exits\n",
|
||
" row2: Equity vs Buy&Hold\n",
|
||
" row3: Drawdown + Position (secondary axis)\n",
|
||
" \"\"\"\n",
|
||
" # 1) tz -> naive BEFORE any reindexing\n",
|
||
" pos_series = _to_naive_index_any(pos_series.sort_index())\n",
|
||
" strat_rets = _to_naive_index_any(strat_rets.sort_index())\n",
|
||
" raw_rets = _to_naive_index_any(raw_rets.sort_index())\n",
|
||
" df_with_close = _to_naive_index_any(df_with_close)\n",
|
||
"\n",
|
||
" # 2) align all on common index\n",
|
||
" (pos_series, strat_rets, raw_rets), idx = _align_on_common_index([pos_series, strat_rets, raw_rets])\n",
|
||
"\n",
|
||
" # Guard: if nothing overlaps, bail early with a friendly message\n",
|
||
" if len(idx) == 0:\n",
|
||
" print(f\"[plotly] No overlapping index after alignment for {model_name}. Skipping.\")\n",
|
||
" return None\n",
|
||
"\n",
|
||
" # Fill still-missing values conservatively\n",
|
||
" pos_series = pos_series.fillna(method=\"ffill\").fillna(0).astype(int)\n",
|
||
" strat_rets = strat_rets.fillna(0.0)\n",
|
||
" raw_rets = raw_rets.fillna(0.0)\n",
|
||
"\n",
|
||
" price = df_with_close[\"close\"].reindex(idx)\n",
|
||
"\n",
|
||
" # 3) equity/drawdown\n",
|
||
" equity = (1.0 + strat_rets).cumprod()\n",
|
||
" bh = (1.0 + raw_rets).cumprod()\n",
|
||
" dd = equity / equity.cummax() - 1.0\n",
|
||
"\n",
|
||
" # Entries/exits from position transitions\n",
|
||
" prev = pos_series.shift(1).fillna(0).astype(int)\n",
|
||
" cur = pos_series.astype(int)\n",
|
||
" long_entries = idx[(prev <= 0) & (cur == 1)]\n",
|
||
" short_entries = idx[(prev >= 0) & (cur == -1)]\n",
|
||
" long_exits = idx[(prev == 1) & (cur <= 0)]\n",
|
||
" short_exits = idx[(prev == -1) & (cur >= 0)]\n",
|
||
"\n",
|
||
" total_reward = float(strat_rets.sum())\n",
|
||
" total_profit = float(equity.iloc[-1] - 1.0) if len(equity) else 0.0\n",
|
||
"\n",
|
||
" fig = make_subplots(\n",
|
||
" rows=3, cols=1, shared_xaxes=True, vertical_spacing=0.06,\n",
|
||
" specs=[[{\"secondary_y\": False}], [{\"secondary_y\": False}], [{\"secondary_y\": True}]]\n",
|
||
" )\n",
|
||
"\n",
|
||
" # Row 1: price + markers\n",
|
||
" fig.add_trace(go.Scattergl(x=idx, y=price, mode=\"lines\", name=\"Close\", line=dict(width=1.2)), row=1, col=1)\n",
|
||
" if len(long_entries): fig.add_trace(go.Scattergl(x=long_entries, y=price.loc[long_entries], mode=\"markers\",\n",
|
||
" name=\"Long Entry\", marker=dict(color=\"green\", size=6, symbol=\"circle\")), row=1, col=1)\n",
|
||
" if len(short_entries): fig.add_trace(go.Scattergl(x=short_entries, y=price.loc[short_entries], mode=\"markers\",\n",
|
||
" name=\"Short Entry\", marker=dict(color=\"red\", size=6, symbol=\"circle\")), row=1, col=1)\n",
|
||
" if len(long_exits): fig.add_trace(go.Scattergl(x=long_exits, y=price.loc[long_exits], mode=\"markers\",\n",
|
||
" name=\"Long Exit\", marker=dict(color=\"green\", size=8, symbol=\"triangle-down\")), row=1, col=1)\n",
|
||
" if len(short_exits): fig.add_trace(go.Scattergl(x=short_exits, y=price.loc[short_exits], mode=\"markers\",\n",
|
||
" name=\"Short Exit\", marker=dict(color=\"red\", size=8, symbol=\"triangle-up\")), row=1, col=1)\n",
|
||
"\n",
|
||
" # Row 2: equity vs buy&hold\n",
|
||
" fig.add_trace(go.Scattergl(x=idx, y=equity, mode=\"lines\", name=\"Strategy equity\", line=dict(width=1.4)), row=2, col=1)\n",
|
||
" if len(bh):\n",
|
||
" fig.add_trace(go.Scattergl(x=idx, y=bh, mode=\"lines\", name=\"Buy&Hold\", line=dict(width=1, dash=\"dot\")), row=2, col=1)\n",
|
||
"\n",
|
||
" # Row 3: drawdown + position\n",
|
||
" fig.add_trace(go.Scattergl(x=idx, y=dd, mode=\"lines\", name=\"Drawdown\", line=dict(color=\"red\")), row=3, col=1, secondary_y=False)\n",
|
||
" fig.add_trace(go.Scattergl(x=idx, y=pos_series, mode=\"lines\", name=\"Position (-1/0/+1)\",\n",
|
||
" line=dict(width=1), line_shape=\"hv\"), row=3, col=1, secondary_y=True)\n",
|
||
"\n",
|
||
" fig.update_yaxes(title_text=\"Price\", row=1, col=1)\n",
|
||
" fig.update_yaxes(title_text=\"Equity\", row=2, col=1)\n",
|
||
" fig.update_yaxes(title_text=\"Drawdown\", row=3, col=1, secondary_y=False, tickformat=\".1%\")\n",
|
||
" fig.update_yaxes(title_text=\"Pos\", row=3, col=1, secondary_y=True, range=[-1.2, 1.2], tickvals=[-1,0,1])\n",
|
||
"\n",
|
||
" fig.update_layout(\n",
|
||
" title=f\"{symbol} {timeframe} — {model_name} ({algo.upper()})<br>\"\n",
|
||
" f\"Total Reward: {total_reward:.6f} • Total Profit: {total_profit:.6f}\",\n",
|
||
" hovermode=\"x unified\",\n",
|
||
" legend=dict(orientation=\"h\", yanchor=\"bottom\", y=1.02, xanchor=\"right\", x=1),\n",
|
||
" xaxis=dict(rangeslider=dict(visible=True))\n",
|
||
" )\n",
|
||
"\n",
|
||
" out_dir = Path(out_dir); out_dir.mkdir(parents=True, exist_ok=True)\n",
|
||
" out_html = out_dir / f\"plotly_{Path(model_name).stem}.html\"\n",
|
||
" fig.write_html(out_html.as_posix(), include_plotlyjs=\"cdn\", auto_open=False)\n",
|
||
" return out_html\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 16,
|
||
"id": "d55f4970",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"C:\\Users\\moham\\AppData\\Local\\Temp\\ipykernel_15772\\1367230339.py:54: FutureWarning: Series.fillna with 'method' is deprecated and will raise in a future version. Use obj.ffill() or obj.bfill() instead.\n",
|
||
" pos_series = pos_series.fillna(method=\"ffill\").fillna(0).astype(int)\n"
|
||
]
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Saved: G:\\My Drive\\Github\\Deep-Reinforcement-Learning-MT5-Bot\\notebooks\\reports\\plotly\\plotly_ppo_EURUSD_M15.html\n"
|
||
]
|
||
},
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"C:\\Users\\moham\\AppData\\Local\\Temp\\ipykernel_15772\\1367230339.py:54: FutureWarning:\n",
|
||
"\n",
|
||
"Series.fillna with 'method' is deprecated and will raise in a future version. Use obj.ffill() or obj.bfill() instead.\n",
|
||
"\n"
|
||
]
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Saved: G:\\My Drive\\Github\\Deep-Reinforcement-Learning-MT5-Bot\\notebooks\\reports\\plotly\\plotly_a2c_EURUSD_M15.html\n"
|
||
]
|
||
},
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"C:\\Users\\moham\\AppData\\Local\\Temp\\ipykernel_15772\\1367230339.py:54: FutureWarning:\n",
|
||
"\n",
|
||
"Series.fillna with 'method' is deprecated and will raise in a future version. Use obj.ffill() or obj.bfill() instead.\n",
|
||
"\n"
|
||
]
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Saved: G:\\My Drive\\Github\\Deep-Reinforcement-Learning-MT5-Bot\\notebooks\\reports\\plotly\\plotly_dqn_EURUSD_M15.html\n",
|
||
"Index: G:\\My Drive\\Github\\Deep-Reinforcement-Learning-MT5-Bot\\notebooks\\reports\\plotly\\index.html\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"links = []\n",
|
||
"for p, algo in MODEL_BUNDLE:\n",
|
||
" pos_series, strat_rets, raw_rets, model_name_str, algo_used = run_model_collect_series_with_raw(p, algo)\n",
|
||
" out_path = build_plotly_dashboard(df_test, pos_series, strat_rets, raw_rets,\n",
|
||
" model_name_str, algo_used, SYMBOL, TIMEFRAME)\n",
|
||
" if out_path:\n",
|
||
" print(\"Saved:\", out_path.resolve())\n",
|
||
" links.append(out_path.name)\n",
|
||
"\n",
|
||
"# optional index page\n",
|
||
"if links:\n",
|
||
" idx_path = Path(\"reports/plotly/index.html\")\n",
|
||
" idx_path.parent.mkdir(parents=True, exist_ok=True)\n",
|
||
" idx_html = \"<h2>Interactive Model Dashboards</h2><ul>\" + \"\".join(\n",
|
||
" f'<li><a href=\"{name}\">{name}</a></li>' for name in links\n",
|
||
" ) + \"</ul>\"\n",
|
||
" idx_path.write_text(idx_html, encoding=\"utf-8\")\n",
|
||
" print(\"Index:\", idx_path.resolve())\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 8,
|
||
"id": "e95d96c5",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"from pathlib import Path\n",
|
||
"import numpy as np, pandas as pd, matplotlib.pyplot as plt\n",
|
||
"\n",
|
||
"def plot_trades_on_price_from_series(df_with_close, pos_series, rewards, model_name, algo, save_png=False):\n",
|
||
" L = len(pos_series)\n",
|
||
" rewards = np.asarray(rewards, dtype=float)[:L]\n",
|
||
" idx = pos_series.index\n",
|
||
"\n",
|
||
" price = df_with_close[\"close\"].reindex(idx)\n",
|
||
" prev = pos_series.shift(1).fillna(0).astype(int)\n",
|
||
" cur = pos_series.astype(int)\n",
|
||
"\n",
|
||
" long_entries = idx[(prev <= 0) & (cur == 1)]\n",
|
||
" short_entries = idx[(prev >= 0) & (cur == -1)]\n",
|
||
" long_exits = idx[(prev == 1) & (cur <= 0)]\n",
|
||
" short_exits = idx[(prev == -1) & (cur >= 0)]\n",
|
||
"\n",
|
||
" total_reward = float(rewards.sum())\n",
|
||
" rewards_s = pd.Series(rewards, index=idx[:len(rewards)])\n",
|
||
" total_profit = float((1.0 + rewards_s).prod() - 1.0)\n",
|
||
"\n",
|
||
" plt.figure(figsize=(16, 6))\n",
|
||
" plt.plot(price.index, price.values, linewidth=1.2, label=\"Close\")\n",
|
||
" plt.scatter(long_entries, price.loc[long_entries], s=22, c=\"green\", marker=\"o\", label=\"Long Entry\")\n",
|
||
" plt.scatter(short_entries, price.loc[short_entries], s=22, c=\"red\", marker=\"o\", label=\"Short Entry\")\n",
|
||
" plt.scatter(long_exits, price.loc[long_exits], s=36, c=\"green\", marker=\"v\", label=\"Long Exit\")\n",
|
||
" plt.scatter(short_exits, price.loc[short_exits], s=36, c=\"red\", marker=\"^\", label=\"Short Exit\")\n",
|
||
" plt.title(f\"Total Reward: {total_reward:.6f} ~ Total Profit: {total_profit:.6f} \"\n",
|
||
" f\"({model_name} | {algo.upper()})\")\n",
|
||
" plt.legend(loc=\"best\"); plt.grid(True); plt.tight_layout()\n",
|
||
"\n",
|
||
" if save_png:\n",
|
||
" out = Path(\"reports\") / f\"trades_{Path(model_name).stem}.png\"\n",
|
||
" out.parent.mkdir(exist_ok=True)\n",
|
||
" plt.savefig(out, dpi=140)\n",
|
||
" print(\"Saved trades plot:\", out.resolve())\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 9,
|
||
"id": "751e808b",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"from pathlib import Path\n",
|
||
"from stable_baselines3 import PPO, A2C, DQN\n",
|
||
"\n",
|
||
"ALGO_MAP = {\"ppo\": PPO, \"a2c\": A2C, \"dqn\": DQN}\n",
|
||
"\n",
|
||
"def _infer_algo_from_name(p: Path) -> str:\n",
|
||
" name = p.stem.lower()\n",
|
||
" for k in ALGO_MAP:\n",
|
||
" if name.startswith(k + \"_\"):\n",
|
||
" return k\n",
|
||
" return \"ppo\"\n",
|
||
"\n",
|
||
"def run_model_collect_series(model_path, algo=\"auto\"):\n",
|
||
" p = Path(model_path)\n",
|
||
" if algo == \"auto\":\n",
|
||
" algo = _infer_algo_from_name(p)\n",
|
||
" model = ALGO_MAP[algo].load(p.as_posix())\n",
|
||
"\n",
|
||
" env = TradingEnv(df_test, feature_cols)\n",
|
||
" obs, _ = env.reset()\n",
|
||
" rewards, positions = [], []\n",
|
||
"\n",
|
||
" while True:\n",
|
||
" action, _ = model.predict(obs, deterministic=True)\n",
|
||
" obs, reward, terminated, truncated, info = env.step(int(action))\n",
|
||
" rewards.append(float(reward))\n",
|
||
" positions.append(int(info.get(\"position\", 0)))\n",
|
||
" if terminated or truncated:\n",
|
||
" break\n",
|
||
"\n",
|
||
" idx = df_test.index[1:1+len(rewards)]\n",
|
||
" pos_series = pd.Series(positions, index=idx, name=\"position\")\n",
|
||
" return pos_series, rewards, p.name, algo\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 10,
|
||
"id": "2d2c10bb",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Saved trades plot: G:\\My Drive\\Github\\Deep-Reinforcement-Learning-MT5-Bot\\notebooks\\reports\\trades_ppo_EURUSD_M15.png\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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hhhvUfif7m2b37t1mb29v86hRozwqP+Vqv5QyQ/J6c1t+SkrJyPbKRbZn2LBh6vnHjx+vlpHtkPvyOV+6dMnu8Z6+JndlebRSM56WnyrJ3xMpn3f//febv/vuO/OSJUvMkydPVqVhKlWqZD516pR1uXfffVc9h+zv7du3Ny9YsECVCZLjmHzPzp0753If0PZ9X19f86OPPprlvqzt702bNjVHREQ4labxlJTCke+pI+1zHTRokN10OR7KdNlHNNp279ixwzpNjrHyHt5xxx3WaVLuSF7b8ePHrdPkvQgODlbH9JyQ/d72eGF7kWNNXstPff3112o/ku1buXKluX79+uq3w7acWW7KT/3xxx+qBJpcpIza888/b161apW1FFFOSmy99957av1yfPWU7fshfyvI77BIT083V6tWzTx9+nTr8cKx/FRWr8vW+++/bx43bpza7+W35KmnnjLr9Xr1u37t2jVzTsh3sXz58uaePXtaSzNp2yd/b9i+Lttjnvb3hLx/ss9lVworp+WnsjvmavuGlLHTlpPyd1JOUZYbOHCg3d9x8llmRY7d8hvpSMpd9e3bN9ttJiIiKo3YKJyIiKiEkrPq5Ww/OXPalpSjkjIFUlpCSoJkxba0j5xpKGcLy9nFcgahNKkcOXJkrrbttttucypbIc1vJQtASJaFlLyRM3rljGnbs6blrHE5s1LOQK1Zs6Y6s1fOYpezGSUTRTIyZBk5811uS3aJnBktY2u2mRq2r01KNMjZux07dlTLyVngUpbKlmR0OL6/wvH9lbOR5YxWR56WuJDtkDPZHWkN1LM6y1ibl5vHS9aKlA6S98W2QalWbkrObpfpUupCSLaKfE7SvFbOHJezbW3PEJWSF/K+ypnecra/rMOWvNdy0cgZ7XLWesuWLfHCCy9g5cqV1nmybinJ0qFDB3V2upx9LtsiWTvyGWd3FrpkF8m+JPuBvA7ZT+TMVylzI+V/5MxYOcNczgiX8jm5cf78eXWWvZxhLhkOGnk9UgZE21+yY7tfSjNp+d5JaSdpvCv3c9OsWbJltEwQIccF+e5KA2xb8pnaLpdfryknSvL3RLIWbBsry/4pxyIp3SRlgKSMm9C+C3ImvOybWrNkae4r+7gcz1599VW7dctzybFbzvaW0l1SsspdyTaNHN/lLH1pKC7Nn3NDMiqyyj4YO3as3X1pZP3JJ5+ofUP2E428LjkzXiPHV/kOSjNqrUyX7KfynskZ/Jrq1aurckfS+Fp+f9ydre6KZHg5vo9Cmsrn1YMPPmh3X743kjVgW84sN+R7JeXTJPNFvvNyW7IKZP1z5sxRx0lPaftVdllH7sj7Lvu6HG8lc0Su3ZWeygnHY6wcdyRDSjIuZN+RzExPyO+LZKPI/vnDDz941Gjc9m8erSyafD/kN0oyUvOLp8dcybyyXU62SbI9v/76a7vPzvb31RWZL98PR/LeSHYSERFRWcSgBhERUQkl/TCkZrTjf4alvIs2PzsysCeDK1KWRoIItgOOMsCaWzJoJ6VjZB3yn3cpH2U7wHjs2DH1XFJ+RC6uSDkcLaghZHBbgiISkJCBLBkokFJR2jwZDGvVqpX18VLGaMqUKapHR0xMjN26HV+bDAhqAReNvH/S00H6D9iSAfO8kMFSV/X1tTr1WfWQ0Obl9PEyqCgDOjIAKsEu2W8c1ysDSFrZJI3cl+CDvOe2NfflvdYCVzJwKUEeuZZAmO1n4EgCZrKclDyRbZKBIBm4lXVJwEFKI2lkmgQ63nrrLaeBIkcySCSDkNL/RN6HtWvXqiCaDBZqA0nyvFJyJbe075Orz1++czJAKe+hlFDLipQKkaCdDGY6lnjLbVBDG9yV1ymljmR7XNXslwBPQbymglAcvyeudO7cWb3/Mmjq+PwDBw60DjwLKbcnn4EEAh3dcMMN1ttSqkdKAEkJNsc6+hr5Xkgg4JVXXlFloQoq0OQYIJDjoRwXHfsuuQokyG+A7ONa7wC57W5fk2CkBHRc9Q1xR4KdjgH03LDtCaOR3w757ZEAlZRD/PHHH9Xrzo/1S2BEjoESuJJSXLJ+KVUnQV8JMkrQ2BNa8Cy7AXF3tB5SP/30k3pe2S45Rud3Ty0hwRIJ2sn3xNOgxsMPP6xKxcn3xZOyTvL52AbMtH1Q5Pdr8vSYKyd0yPdUlpOAqnxPbMtoaZ9ddoEpme+q/JZ8d13tv0RERGUBgxpERERlmJx1KwENyT6QM21lQFX+gywDe656KXhKzsrU6tnLmbky8CeDGpJtIYN82rqfffZZdaazKzK4ImRgUQYCJTAiAwTyn3jZVglqyBmhMjArQQ3JCtAGnWRwUs6IlUwDyTyQOuEyMCuBGxkodHxtEnDJ7YBVTsmZybIdjuSsee31uiNn08u2ast6+ngZHJJ63NKzQppUO5LHSG1vV826hWNQyJEEC+QsVRn4yyqoIaSHhAzmyWC5BEfkc5WzhKUnjC0Z/JGBIk/qhUswxXYgUPZf2U/kLFk5i1XWZdtEvqjIAJ1kosj+KK9X3gtp0ixnvcugZm6/c54O7ha3pusl7XvijnyOcmzTaOt2/D5p36nsvk+yT8gZ+5K9IYFnx89N+s/IcU2y1KSfTV7IYHF222OrpA2gykCyBLdcDf7KNAlyadk7tlq0aGH9TslvmARkZP+Q3zL5vG3Xn1XWj7aMu89Za2Yvg+/Sf0h6QXnaA0Lry6H9VuaUfEfk2C2ZQZLNpjXiLijyvslvsickQ1CyMyQ4bRvwKy48PebK3x1ZLaedhCI9gNyRv3EkS8NVsEu+u/mRmURERFQSsVE4ERFRCSUNR6VRs+MZfjKQq83PbiBKzgIePXq0ahosZ4lKIEAGbWJjY/NtO+VsfMkGkW2dPXu2mqadTSnNaeU//K4utmefyhmzEriQiwxwyDwZPJcgjGQSyKC2bSbB3r17ceTIEfW6ZPBPztKXdXpy5rVG3j8ZZJaBaFu2g5e5Idsv2+ZYSkJrlJvVAI4EXmSwzbHZtvZ4eV8dz9qVxvESuJJBc8dMDI1WNsZxEFk+M2FbPsMVGTSU98qT7B4ZPJNBPu0Mdq15rFaixpaUZsquBI9wNdgj+7wMGMm+kx8BDe375Orzl++cDHJpGQ3uvm9SikfeK8kekoa4cqa07JdFFWzIyWvKifwY+C6O35Os9mnb74i775P2ncru+yRkoFwG3R2P77/++ivGjBmjBqPzo7m8BNikWbc7jk3QJctOvusSYM5qOSGfn5zFLq9XLnLb3b4mn5ltsCA/93E5hjgex7XXIscd299KdyTAJAEQKTPmuH7JMHEV2NBeqyfr104CcBWIc0XLIJH3TBsYzw052UAy8WQ/y8/yTI5kX5ZsCU/2ffmdlxMe5GQLrUm4J2S/lO+i4z4oHPfX4kKCWXJZunSp22yNuXPnqusBAwbYTZf9Wva9vHz+REREJRmDGkRERCWUDIjKgIwWKNDIoJwMKko/AY0MTLoKVEjAwbH0iJQAcjXAnBdSWkiyN95//301MCRnK8u0zz//3OUgjlauRCMD0zIgImUytHJUMggm2RlyxrsMftv209Bqb9u+NrktZ396Snv/pBeDLXkNrsjAnJS8yo4Ej+T9/eKLL6zTZKBbBlSlpIXtwJ6sTwtS2T5++/btdgO2MngmPUqkPrpjiRop0SU9MbLqJXHPPfeo66+++spugEi2Sc561wZpZR+S99qR1IK3HZhz9RkKKbUiA/q9evWyZsZo5UEky8OWBKrkdUkfguKSOSAD6XJWs+13Sc6WlvrqtiWAtECA43fO1X4pgSB5n4v7a8oJd8ebkv49cbVPS5bNzp070adPH+s0KbEkQVcJQNjWu5f3VAYhJXhsW2bPkbx3P//8s3qNtiVnJKtJBp4lgCvZJPmRXSZZb/J5uyrVJRwDJ1qJONvfFyHl1OQ7q5HXKa9fvuuy38tFbss021JAEtSU8nUSTM9JPw1Padvp+Dtp+9ocX4srUnZLekNIloz0ntDId0SOifJbZkuOn59++qnKxpDsLI2UxnNV7kvrX+NJeUMJoEhmnGQ9vPTSS3kKIvbo0UOVMJP3J7+y2Vx9T+S9kOm23xNXxwP5e0D61sj+IN/LnLL9nOV9lvty8oTtZ1DcSKkzybiQzCvHv73k2CLlF5s3b672P1tSJk/+nrLtXUVERFSWsPwUERFRCSX12mVAQgY1ZJBIBtFk0EwGjeQMR9teEDIoLbWsJQCglXOSgUE580+an0rGg5ztLgNTspwn9atzSs6ElsFEGRSS/7zLgJIMXMgZ1VLWQ86elgEu2YYzZ86oAXCNFrCQQcnXX3/dOl0G96T2vZTRsG3gKmcfy+uXsz3lbGkZLJNBwpyUWZHBXjljWxqbysCzDBxI0185u9cVOVtSGj6vW7cuy/XK+y7vgzTLlgFNKR0ig8ryGdoGFcSoUaOwfv16u0GwJ554QtXolj4S8vpkwEY+Vyl1IzXLNXIWrzSA1so4SRkPWzKwqpXHkUwWGfSRjBoZhJV9Sc4clcbbMlin9UOR1yaN02XAWNYrZaTkrFqpDy8BDekFYBsokQwEed9kYFYGYGSAWs7Wtm3ALPumbIu8B3JWvgx8ysCWDJ7K42VfLi5kkE0GQGUg+KGHHlKDi7Kd8v2xLd2iBYHkuymD0PIZyfdVXpsMcsptydSQs63ls5T3x9MztIvqNeWEu+NNSf+eyL4sQTbZ1+X9kUF86RkkwQcJiDgGl7XMN/ms5Rgizy9BvMcff9y6nLz30s9HXq/sBzLAK4EbyeiQIK5tCRopSSUD2PL9kzJFtqRpt23jbk/Jd18GteX9k/3TkWRxyPPKYLQcm+X9kbP7HcvMyaCrlBKU44McL+S4KaZPn25dRnoQrF69Wr0n8vlILyM5vkhARet/kxNybHf8vIRkgUnJKO04LpktEtCWbBItoCTbIYEEmZddyTzb37CFCxeqwLZ2DNO+19LPZ9u2bWofkbJTEryV0nla/yfbko8yXxpgy++UHEOlZ4R81pJNICWo3L1GOV7IcVQ+ewmsyH4s+1ZeSGDM0xJm8reC7IdaWS0JsmmN2iXIomWkyLUc/+W3XbLy5HdEgtbyWThur+PxQPYfCX7Id9Ix0J3dPi7PJZmbkn0q3yf520CahMt305MMkaIi2SgSgJV9VD5fuS8NwLXji/w9Jlm1cgyzJfuw/J7aBkmJiIjKFDMRERGVCGPHjpURO7tp8fHx5v/973/mGjVqmH18fMwNGjQwv/XWW2aTyWS33KFDh8xdu3Y1+/v7q3WMHj1aTY+JiTE/8MAD5kqVKpmDgoLMvXv3VsuGhYVZlxFr165Vj5PrrHzzzTdque3btzvNS09PN9erV09djEajmnb8+HHzqFGjzNWqVVPbX7NmTfOAAQPMixcvdnp8lSpV1LovXrxonbZx40Y1rUuXLk7LHzhwwHzbbbep1yWv7+GHHzbv3r1bLS/bqZHXGRgY6PL1XL9+3fzkk0+aK1asqJYZOHCg+fTp02odU6dOtVtWpnXr1i3L98d2vc8++6x63QaDwdyuXTvzypUrnZaT9bn6c0224e677zaXK1dOvT55z44ePWq3jGyfPNbdxfGzlH3pqaeeUtvk6+trbtGihXn+/Pl2yxw7dkx9XnXr1lX7kp+fn7lZs2bquRISEuyW/eCDD8zt27c3V6hQwazX683Vq1c3jxgxwmk7RVJSknnGjBnmpk2bqvWWL19evab//vvPXFQuX77s8nNes2aNuVOnTmo75f2XfUL2NUevvPKK2p+9vb3VeiIjI9X0ZcuWmVu2bKneu/DwcPOsWbPMX3/9td0y2mfvyf4k39X+/ftnuYysV9YvxwZXPHlN2jFg0aJFLvczT443Jf178tJLL5lvuOEGtX/K8apOnTrmxx9/3HzhwgWX27969WrzzTffrD5r+R6MHDnSfP78ebtlZs+ebe7cubM6Rsn3pHLlyur937Bhg8v3393FcT/NCdkfH3roIZfvi+wH8h4GBwebQ0NDzePGjVOfiy1ZTn6f5Hghv0HyWbVu3drl78W///6rfmfk8wgICDD36NHDvHnz5hxvs+z37t4Lmef42yPHo1atWqnPQi5y+8MPP1TzPNnPNd27d1f7U2xsrHVacnKyedq0aebGjRur1y6/FfK5Ox4/xe+//25+8MEH1bLyHsixtn79+ubx48fb/bY5vkYvLy/1vHK8ld+yrVu3mnMjq9+77I4X2vcsu+/JmDFj1LFc9hn5nsjrmzhxojkuLs7puRyPB1k9h7aPa9vn6ndc/qbo1auX2reqVq2qHuP4Gbuife62x+C8HHO11yKfl6eWLl1q7tmzp/qeyX4k79szzzyjfotcuemmm9RvKhERUVnlJf8UdWCFiIiIiIiICp+cgT927FiVJRISEqKmSZaOZFnIWfPSWyUrkj0ij3dV4omoMNx///0qm0GyWXJDMkUk81Uyk4pr/w1bu3btQps2bVQ2R3FspE5ERFQY2FODiIiIiIiojJJyN3Xq1MmXxuNEVPCk/JmUoWNAg4iIyjL21CAiIiIiIiqjpK+CNAsvDmybcLsifXaknwnZk6bh0p/DHWnUXpz7SlDOOPYbISIiKosY1CAiIiIiIqIiV7169SznSxPob7/9ttC2p6S48847VbN3d6R5d1RUVKFuExEREVFBYk8NIiIiIiIiKnJr1qzJcn6NGjXQtGnTQtuekmLnzp2IiYnJMsOlU6dOhbpNRERERAWJQQ0iIiIiIiIiIiIiIioR2CiciIiIiIiIiIiIiIhKhFLTU8NkMuHcuXMIDg6Gl5dXUW8OERERERERERERERF5SIpKxcfHq7Kj3t7epT+oIQGN2rVrF/VmEBERERERERERERFRLp0+fRq1atUq/UENydDQXnC5cuWyXDYtLQ1//PEHevXqBR8fn0LaQiIi93hcIqLCwuMNERU3PC4RUWHh8YaIihMek5zFxcWpxAVtrL/UBzW0klMS0PAkqBEQEKCW4w5DRMUBj0tEVFh4vCGi4obHJSIqLDzeEFFxwmOSe9m1l2CjcCIiIiIiIiIiIiIiKhEY1CAiIiIiIiIiIiIiohKBQQ0iIiIiIiIiIiIiIioRSk1PDSIiIiIiIiIiIiIqGdLT01VfibJKXrter0dycrJ6L8oCHx8f6HS6PK+HQQ0iIiIiIiIiIiIiKhRmsxkXLlxAbGwsyvr7UK1aNZw+fTrbxtilSUhIiHrdeXnNDGoQERERERERERERUaHQAhpVqlRBQEBAmRrQt2UymZCQkICgoCB4e3uXiSBOUlISLl26pO5Xr1491+tiUIOIiIiIiIiIiIiICpyUWdICGhUrVkRZJkGN1NRU+Pn5lYmghvD391fXEtiQfSC3pajKxrtFREREREREREREREVK66EhGRpUNgVkfPZ56afCoAYRERERERERERERFZqyWnKKkC+fPYMaRERERERERERERERUIjCoQURERERERERERESUT5kIS5cuLerNKNUY1CAiIiIiIiIiIiIi8sCFCxcwfvx41K1bFwaDAbVr18bAgQPx559/FvWmlRn6ot4AIiIiIiIiIiIiIqLiLioqCp06dUJISAjeeusttGjRQjW8XrVqFcaOHYtDhw4V9SaWCczUICIiIiIiIiIiIiLKxhNPPKHKS23btg133XUXGjZsiGbNmmHChAn4559/XD5m7969uOWWW+Dv74+KFSvikUceQUJCgnX+unXr0L59ewQGBqpgiQRNTp48aZ3/66+/ok2bNvDz81PZIdOnT4fRaERZxqAGEREREREREREREVEWrl69ipUrV6qMDAlAOJKAhKPExET07t0boaGh2L59OxYtWoQ1a9Zg3Lhxar4EJ+68805069YNe/bswZYtW1TQQwIn4u+//8aoUaPw1FNP4cCBA/j888/x7bff4rXXXkNZxvJTRERERERERERERFRkxny3HSejkwr1OcMqBmDO6HYeL3/s2DGYzWY0btzY48d8//33SE5Oxty5c62BkNmzZ6seHDNnzlTzrl27hgEDBqBevXpqfpMmTayPl6yMSZMmYfTo0eq+ZGq88soreP755zF16lSUVQxqEBERERERERERERFlQQIaOXXw4EG0atXKLrNDykuZTCYcPnwYN9xwgwpYSDZHz549cdttt2Ho0KGoXr26Wnb37t3YtGmTXWZGenq6CoYkJSUhICAAZRGDGkRERERERERERERUZHKSMVFUGjRooMpC5Xcz8K+//lqVl5LSVj/99BMmT56M1atX4+abb1a9NyRbQ0pUOfLz80NZxZ4aRERERERERERERERZqFChgsqo+Pjjj1WvDEexsbFO06SUlGRb2C4vmRfe3t5o1KiRdVrr1q3xwgsvYPPmzWjevLkqWyWkQbhkdNSvX9/p4u1ddof2y+4rJyIiIiIiIiIiIiLykAQ0pPxT+/bt8fPPP+Po0aOqxNSHH36IDh06OC1/3333qYwKKTG1b98+rF27FuPHj8fIkSNRtWpVnDx5Ei+++KJqEC63//jjD7VOra/GlClTVD8OydbYv3+/eq4ff/xRZXOUZTkOamzYsEE1MqlRo4ZKt1m6dGmWy58/fx7Dhw9Hw4YNVfTo6aefdlrmyy+/RJcuXVQXeLlI7bBt27bldNOIiIiICkRsUiqmLduPa0lpKElOX03CluPRRb0ZREREREREpYI06v7333/Ro0cPPPPMMyqrQnph/Pnnn/j000+dlpeeF6tWrcLVq1fRrl073H333bj11ltVs3Dh7++vylndddddavz8kUcewdixY/Hoo4+q+ZIZsnz5chXskMdLSar33nsPYWFhKMty3FNDUmWkucmDDz7ospaXo5SUFFSuXFlFj+QNd2XdunW499570bFjRxW5mjVrFnr16qWiTzVr1szpJhIRERHlqy82nMC3m6NwOSEFHw9vg5Kiy5tr1fWx1/pCr2OCLhERERERUV5JE28JSmiBiewairdo0QJ//fWX03LSLLxKlSr45ZdfsiwlJYENuVAeghp9+/ZVF0+Fh4fjgw8+sDY9cWXBggV29+fMmaPSdyTCNWrUqJxuIhEREVG+Sks3qetT0UkoiVLTTQxqEBERERERUdkMahSGpKQkpKWlqeYrWWWAyEUTFxenruVxcsmKNj+75Ygod3adjkXFIF/UDg3I1/XGJxsRZNCp0nelDY9LRMWbziszuJHX72lyWjoiryShSfVgFJYF/0Th/g6W9GQeb4iouOFxiYgKC483REVPvn+SySBZCnIpy7SMDu39KCtMJpN6zbIv6HQ6u3meHp+LZVBj4sSJqmeH9NZwZ+bMmapBiiOpLya1yjyxevXqPG0nEbn21BbLoeWDDsZ8W+exOOCj/XrcFZ6OrtXt0/hKEx6XiIqPWbt1aFHBjH61TTh+SrIcvHEtLg4rVqzI03q/O+KNf6O98UwLI+oEoYBZjsevrTgM09n9qGbzJxKPN0RU3PC4RESFhccboqKj1+tRrVo1JCQkIDU1tag3p1iIj49HWZKamorr16+r3t1Go9Ep2aFEBjXeeOMN1cFd+mxIfw13XnjhBUyYMMEuU6N27dqqF0e5cuWyfA6J+MgPmDRx8fHxydftJyIJavyhrvv165erx6caU7Hi2AqkpGdmY330Y6i6/jlKh9Y3x8CgM6Bf/X7w1fuiNOBxiah42XQ8Gue27MS5JC/MfrQPfv9xN3D2IoKCgtCvX6c8rXvijjVybgoq1muFfjfWLJTjsWjc+iZ0rFeRxxsiKnZ4XCKiwsLjDVHRS05OxunTp9X/rbIa+y0LJFtBAhrBwcGlsipJVvuANEjv2rWr0z6gVWMqUUGNt99+WwU11qxZg5YtW2a5rMFgUBdH8qPk6Q9TTpYlIs/8eyrGeju3369NZzdh6C9DMyeYgTAst94d+etIdb129Fp0D++O0oTHJaLi4eCFROvtrzefwsr9F9VtH50uz99Rfx8dktNMSDPl/jiZG0lpZrvn4/GGiIobHpeIqLDweENUdNLT09UAvjTGzqo5dlmglZzS3o+ywtvbW71mV8diT4/NxSao8eabb+K1117DqlWr0LZt26LeHCLKpb1nrllvt3llNTrXr4Tq5f1Qrbyfuq5e3l9dVwwyQOftOgrduU5nRIREICo2CmaYMWIP8HfDzPne8EJ4aIRajoioIIKzs1Yest6f+Xvm7Zqh/nlev9aw22gq3FJ6166zdjQRERERERGVfDkOaki9s2PHjlnvR0ZGYteuXaqpd506dVRZqLNnz2Lu3LnWZWS+9tjLly+r+76+vmjatKmaPmvWLEyZMgXff/89wsPDceHCBTVd0pDkQkQlw/XUdExdtt96/2piKpbtPudyWb23F6qWswQ7VMAj47YEPeR6QttpGL/6AehMZkxbC9xqE9SQccDpXaZA7+3ZISzFmIJlh5dZylmZzai474SaHt28roTD1W0pZzWo0SAY9M4ZYERUutkdI6Q/1y5Jf7UPXvjozEhL95JDSJ7J8U+YCjmoEZPEoAYRERERERGVwaDGjh070KNHD+t9ra/F6NGj8e233+L8+fM4deqU3WNat25tvb1z504VvAgLC0NUVJSa9umnn6oGIXfffbfd46ZOnYpp06bl/FURUZG4npbuNO3QK31wMS4Z52KTcSHuOs5fS8aFa8nW65PRSdh5MrNkVaaKCDMvga8xBrc+WsluTkRsPfQ9HgRkHlqytOXMFgxdbClnNWI3MG+JZfqIO4AFrTKXK43lrIgoZ8cIEXY9s9ydRgIaIjXdkh6cF94ZwdRL8ckoTFcSMvsUEREREREREZWZoEb37t1VExN3JLDhKKvlhRbcIKKSzeTiu+7no0NYxUB1cSfFmI5LcSm4oIIf11WwY9/vy3H84kWYvCrhUFX7oIbJ730M23EVq+3joG6pclaBNRF39XbceCESwO9q+vS1wI/NAZPOCxEsZ0VUZjmWvMtKiovgbU6djb2urr/8OxIv9bdkrRaGpNS8bzsRERERERFRUSs7HUiIqMAZ0+0HA1c+3cWjxxn0OtSuEIB24RVw+w018Wi3euhZcS/+b+5MrPz2Gcz441OnxxxFBY+3S28Cpvx2HUGmfni/61gk6yxNh+rFAsP2SR9yM6Z0nuxxOSsiKl2lp5YcXIJeEbdZAhqmzD+NYvXfI063zG55TzI1Dl+IR9SVzEbjjlrVDlHXXRrYB2wLQjm/zONaWj5kmRAREREREREVNQY1iCjf2A6YvTu0FRpXK5frdXn36qPOl5bLqP9+w773hmDyn1/mbmUrVmDQP5llVxo/uwSb67RU656xFmhwBWjwT2avICIqe6WnPv/PcnwZti+zr841n++R4p3ZJFykpGUfGOj9/gZ0f3ud2/mVg3zV9fFLCShoPhlNyQWDGkRERERERLl3//33Y/DgwSiO2+Xl5eV06dOnj8frWLdunXpMbGwsSgIGNYgo39gOmNkOpOVG310J0JsBS+V5ICj1OvzT7OvBj/luh2crO3ECib4BdpNe7D1OrbtuLPDVr0DakQN52l4ici85LR3phdwUO6elp+R4oEsHntmSGdSQ+0m6DU7l8jwVPuk3VVLPkXZ8PHet4HtqSGZJp/oV1W0GNYiIiIiIiEqnPn36qF7Xtpcffvgh359H+mIXBwxqEFG+MdoMWuYpqGE0Qjd9BswZzXQ1d+9bY3d/zcGLnq0vLAwJBvueHlEValgzQTqfBvzrF15de6KyJD45DY1fXonnFu9GcSRl56Z0m6KOBffuA7y8q6npj279WZWns0ZWATSrUS7HjcI3H492fs48Bn1zQgIZvjpv+Oi8kGosnoElIiIiIiKi3DCajFh2eBne/+d9dS33i9L69evRvn17GAwGVK9eHZMmTYLRaLTrVf3kk0/i+eefR4UKFVCjRg288cYbdus4dOgQOnfuDD8/PzRt2hRr1qxRGRRLly7N8rkNBgOqVatmdwkNDbXOl3XMmTMHd9xxBwICAtCgQQMsW7bM2u+6R48e6rY8RpaV7A9tm8eNG4enn34alSpVQu/evfHggw9iwIABds+flpaGKlWq4KuvvkJhYFCDiPKN7VnABn0eDi8bNwKRkfByaDxuSDei/0H7s6Y9cu0aTlSoqW6+/OcX1smzuo1W45VyuTGofu63l6iMf++PX3ZfRulcrCUb4Zd/z6K4Km8or7Iypq8F7hrxtmXa9ThMXwdUi4Pdcc2T8lO2EpLTnKZJgKGwpKWbVZBZLszUICIiIiKi0uLA5QOo+0Fd3P7j7Xjmj2fUtdyX6UXh7Nmz6NevH9q1a4fdu3fj008/VQP8r776qt1y3333HQIDA7F161YV0HjzzTexevVqNS89PV2Vt5Kgg8z/4osv8NJLL+XbNk6fPh1Dhw7Fnj171Lbed999uHr1KmrXro2ff/5ZLXP48GGV5fHBBx/YbbOvry82bdqEzz77DGPGjMHKlSvVcprly5cjKSkJ99xzDwoDgxpElG8uxafkT6ZGhw7AwoXAvHlOl5l3trBbdO2hS1hzIIuMDYmIT5+ORF9/dVdvyhzU++zmIepaQie6Ga9YliWiHJm54hBufWc9dkRddTk/J+WaisrJaydVlkZ4bGawoe+RLagXYylP55PyPdo2uAqDXpfjTI1p/3cAfT/4G2abIK2Pd+H8+SUlv+Tio2dQg4iIiIiISg/JyOgzvw/OxZ9T901my/915L5ML4qMjU8++UQFB2bPno3GjRur4IQEEd555x2YbMaiWrZsialTp6pMiVGjRqF169b466+/1DwJbhw/fhxz585Fq1atVMbGa6+95tHzL1++HEFBQXaX119/3W4Zyb649957Ub9+fTUvISEB27Ztg06nU5kjQrItJMujfPny1sfJtkrwpVGjRurSsWNHdT1PxuoyfPPNNxgyZIh63sKgL5RnIaIy4Y0Vh/LnTGSDARhiCTg4ktbjz/x5FO+sPqLuP/DtdnX9zf3t0KNxFddZH1FRSL2hibpbL/q00yJqSyMjLct275777SYqg5bttmRgLN9zHm3DLX8E2UpMyQxqnLicoMrUNawajOKkXnAYBq0FLgRlpuZGxJyDbHmjaCAy+Hu823kYFm/KeaaGOHg+DnHJRpT391H3bSvrSdBB510wmRtaEMNSfsobSanFP8BERERERESUnRVHV+B0nPP4Tro5XU3//ejvGNhoYKFu08GDB9GhQwdVuknTqVMnFTg4c+YM6tSpYw1q2KpatSouXbpkzZKQwIgEFTRSzsoTPXr0UNkhtrRAhcb2uSVbpFy5ctbnzsqNN97oNE2yNSSTREppXbx4Eb///rs1OFMYmKlBRMq7fxzGjP/LW4pen+aZB105M7igjL+1gdM0Lbhha8hnmxG+MhHp8xcgtfstaprvgP5ob7Spcf/YY8C4ccCCBZYMESLKkSsJliZh326OcttTQ3PLO+vR670NqoH2oh3Of4AWlX47rqFuLBDrbzkT5emNC9S1TgIescDY4xXQt0FfS/mpbDJPbDMybCWlZp4pZLJZRpqoFxQtqCFBZvm7+rJNNh0REREREVFJdSLmBLy9XI87yfTjMcdRXPn4WE5200gQxDaTI7cCAwNVBobtxTGokdvnlnU7kiyTEydOYMuWLZg/fz4iIiLQpUsXFBYGNYhI+fCvY/h6U2Se1lG1nJ/1tpwZXJAe61Yvy0HFpf+dxfaoGHV/betbkXL7Heq2YeJzWPj2qMyFJYr90UfA8OGWDBEicmn5nnMY+tkWtyWMqpZz/f2JT3ad9vvc4j0oFoxG6KbPgNnLC1cDJBcMqJgYa52d7gW8tSkAehPgq/eGyWzfP8hRijFz3oSeDa39hTrM/EsFczYcuazWobmez0GNBVtPqud5dtFu1U9DSJZGrVD/fH8uIiIiIiKiolA3tK615JQjmV4v1P2YUUFp0qSJGuC3PdFNelAEBwejVq1aHq1DSjqdPn1aZT5otm93Pom3IEjPDK2vhycqVqyoSmxJ2alvv/0WDzzwAAoTy08RUb5JLcTa+Y2quajRt307DtVqiGFfbkVsUubZ4WPm7rDelkFJ0b1RZWw94boHABE5G/f9f+r66MUENK1hGfy31aNRlWwzFGxpg/25lWJMwbLDy5CS7j77wKAzYFCjQTDoswhYStm5yEhVhi46wJKpUfF6ZndwnRnQnTyjljPoLeWpUo0mt32DrtuUeJLX2LFeRaw9fNk6bdTX23Bnm5oFlqnx0pJ96nrxzjNoU8eyvbKtwX4+BZoVQkREREREVFj6NeiH2uVqqx4aUnJKo/PSoUZwDZVpX1CuXbuGXbt2OQ3wP/HEE3j//fcxfvx4jBs3TpWSkt4ZEyZMgLeHfRV79uyJevXqYfTo0aqHRXx8PCZPnqzm2Za1ciUlJQUXLlywm6bX61GpUiV4IiwsTD2H9OaQJuL+/v7Z9seQElQDBgxQgRDZ5sLEoAYR5RuplW9bJ74gVQh0HqRM6NwNo8Z/hlh9RbeP04IaQQa9Omv5ZHQiwio6p9ERkWu2pZNsHY2OxPw9e7AvSoc6F3YjYu9uXGzdBF9f7SrD6k7LN6nuHBjJiS1ntmDo4qGZE8xA23PAjhpaoxyLtaPXont4Fr1ypOzcwoXyFyCuRhuA80DKQ3fCXO3RzD8aJYurQwcYVhyxBjVcHIKUZJvgbvdGVVSvH9ughtpUm7dQmqwPaFkD7wxthfz24pK96jruehr89N4qqOGuPBYREREREVFJoffWY+WIlaopuPTQkJJTkqEhAQ2ZLvMLyrp161Rzb1sPPfQQ5syZgxUrVuC5555TTb6l9JNM14ISnpCG3UuXLlXBgnbt2qFu3bp46623MHDgQPj5ZVZHcWXlypWoXr26U+bHoUOZ/W+zUrNmTdXYfNKkSSrrQspLSQZGVm677Tb1nM2aNUONGvKf8cLDoAYR5RvbsTJ3ZzHnF63hrq3hw17DpSwCGrZlsXafsZSX6fP+3zj4Sp8C2kqi0sfdmPiGk5ux7Ox81Ez5AkAXRM2ehVbju+JagPN3Vew6HYvIK4mIqJS7oGLnOp0RERKBqNgomGHGiD3AvCXAkCEVsbphbyTqf0edCqFquSxJwGLIEHXz6h+HgfPH0HzUw/By0cxcyy6xLTHlKDmjkfij3eqiUbVgl0EE28CQrOvnf8/gwc7haFbDkimSFw2qBOHopQS7aX8cuIhbGlfJKJ1lto35EBERERERlUhNKzfFiadOqKbg0kNDSk5JhkZBBjRkkD+rgf5u3bph27ZtWQZEHC1YsEA17NY0btwYG6WigE0JKyE9MnK7XcLV/01jYzNLL4uXX35ZXbLbZk1iYiJiYmJU8KawMahBRPlGG6iT0iquytPkJ38faeFrb0/1htk+LtjPcthLz6g1zxrzRDmT7iaqEagPQZzZ33o/zVsHv/SquJbFunq+ux6r/tdVlWxKUhdj5u20dFxPNSIxJV19T2WeTNfmy3W15HeRknwB3uZA/N2wAl7tsQTb696BECPga4rA9C4NcvQH7Ud/HVPXFQIttUTdZXpl1Sxcm6cdo1ylCP+665zTtLjrrst05VRiivN6Kgb5ws/H25pJ4u98+CQiIiIiIipx5P97AxsNRGmyZMkSVfapQYMGOHbsGJ566il06tRJlaUqLkwmE65cuYJ33nkHISEhGDRoUKFvA4MaRJRvtKHO0R3CC/y56lYOzFOGx0fDW+OuT7egQ92sMzuIyH2WgW2ZuXq6GjhvzMzKaPDcr2h7Zj8uBlfNsmSdlF/KKQkYBPjq4GfUwUeadntXUNPntL/DukxAmg5DTgYB9lnBHgkJcB3UMOh11vJT7lyMS3HKVmtUNRiHL8Zn+Zx6Xf7kTyTa9PTQ3NWmFi7FJ1u33b+AM+mIiIiIiIgod6SPxsSJE3Hq1CnVD0NKPEnwoDg5deoUIiIiVAN0yRCR3h2FjUENIrJzLSkN5d2Ui/F0sNM7m+ZF+SG78laD9q/Csma90cPrKtaaLQOetmdN3xhWASEBPm77AxBR9imraRJQyOCXZEat5ACk25T53FGrWbbrG9ujHgJ89dZAhb+vXOttbusQ4KNHgCEjkKHXwdvb8j3e9+IY/LvqK3x108c4WSHMbr0tLibh6Lbf0XzwXdluw+X4FDy/eLf1vi5j/TktP3X8cgJGf21JNdbbrGPl013Q5pXViElKc7sNkn2SH5+Nq0yN8bfUx7Rl+9VtHvOIiIiIiIiKL+llIZfiLDw8vMj7NTKoQUR2ktKMKO+iqa8ntONZIcQ0svTO8ncx6OB69Dz8PXb2eB4ItQQ1KgXZd/YN8NHh1NUk/LbnPPq3tG+mRESu2SRn2GVqHPcKwRPb/fFRF/vly1+PxzV/5/4Umud6N871tpwIBe7bC7zTPTNwqdlbozuOhy5Bcw/WM/P3g9Zm3ln1+MgMargOQOw9c81lYESCqTdFVMTK/RfcrvvBb7ejWjk/1Az1R60Qf3Vd0+a6Rog//FyU3bMlwRbJfnEkz6+VDZNyXqF+rD9FREREREREJReDGkRk569Dl9CmTiiaVM95TwwtSlvYQY2a1y5h7sKX4W02IyIms1b9gKPR2H5XBWtdrD+f6Wb3ODkL/PjlRIz9/l80qNoVDV00BiYieyabQXNjRm8akWz2QZWkIHX7we1L8XW7wer2nMXT8didLyE6MDTft8W7Vx+YJ36FAYf+xoLW/Zzm63v19Wg9OpuDljQvdye7TI1vN0dlPrdDtsc7Q1th5VTXQQ1pKh55ORFnY6/jyMV4bIu86nI5Ccw6Bj1qhWbelibg2nZq27hxYg91/f3WU+q6x9vrcGRGT7evkYiIiIiIiKi4Y1CDiOxSxl5ask9dR87s57LBbVa0sc7CKD8FoxEDT+3E/9W5EfWjT6He1bNOi8hWpAaXB+Ls+2lopMSNJqsa+UTkulF4msn+e/Ny7/Hqus+RLZjy1xzr9N+/eRLtx82zX3ZAU7SoWT5P29J3VwJ0ZmDqmi8wZvtSLGnWA3fsX4sXe4/FgSp10Wd3CtAq+/XobcrZvXK7+5JZWk8Nx6CGBCM6vfGX3TSdQ4m8QINeNSC/mpjqtN4X+jaxu5+QYsTZmOs4G5ukrs/EXs+4b7nefTo2y9fTsV5FNKpWDiM7hKlgh7BN4Jj7zylUznINRERERERERMUXgxpEpAbQHF1OSEFSSrqq8960hmdZG6bCzNTYuBEDdvyughqD969zu9jIBW/jx4FTXM6TTA1Pe3QQkYVtHMO2/JQt/zRLU2pN5euxWLlqJvr0fsE67cFO4TkOnNoxGqGbPgNmLy/4mowqS2vCxgVqls5sgsnbW83H8PuAbJqW2WZVjOwQ7nY5g09GpkaafVDDMaDhuE5X09pHVHCbkRFk0KNRtWB1cUXKX52PTVZBjjMxmYGPX/61BHePXU7ANw+0d/s6/j4WjTsrup1NREREREREVKwxqEFEOHwh3mnahWvJGDR7k7od9UZ/j9ZjLsxMjQ4d0Ht4b+x8czgqXs9IxXCh2YFtmPycL/QN6jvNk6bDrhoeE5F7to2m3X1vWlw8bnffy2RG412b8Px4H7x5xNIsO08BDbFxIxAZqTKyHHmbTEj38gZOnLAs1727x9knWfHVue6pcWNYKHaejLGbpssiqBFeMQCf3NcGbV9dg9yQjJHwSoHqYuu1wS3w3OLdeKK78/Euv5uSExERERERERUVBjWICH8euuQ07XJ8il0NfW8XA3Tuylh5sGjeGQzACy+gYrNmQEqK9fkjYyIRERqROWBqMGDMoK6W5R342zTdZVCDKOdBjZjENOsAvpa1UVFngnnuXJffRd9K4cCRo/mzIR06AAsXWr//tnRRQUhP1Fvmy3LZCA2wL02XXaaGY7k6x4CG20yNjKCINPzW+nPkJ8k+mz28jct58jFoH52PrpAbHxERERERERHlIwY1iAhXbAIYmiMXE6y3319zBBN6Ncp2PVolmjyfge0pCVQMGWK9K89aNycPtxlUNLopo0NE7oMa9375j1MZqm6tasNr6ECX38ULyw8U2Pfflu677TAduex2vqOKgQbPntJNTw2X25BFpoYce3wLIKiRFXlurZG4lnFCRERERERE+UvGxJYsWYLBgwcX9aaUavxfLRFh0c4zTtNmrTxkvf3hX8fc1s63ZUZGTw2UDLavKI2Nwok8YswYGHfXjyfQ1/35ErHXLZkdBU1K4HlyzNJoyw6+oUaWy2mBiFwHNTIyJAwqU0OHt+5uieXjO6Mw2FbYKuyAChERERERUWlw+fJlPP7446hTpw4MBgOqVauG3r17Y9MmS/n2wgiYLF261KPlXF1+/PFHj5/r/vvvL9aBGWZqEBEaVwvGoQvxODCjt8q2aD51ldMys/86hqdua5DlekyF2VMjnwf5Tl5NQsei3BiiQjTmu+2qxNyv43I+oJ5dVpNtrxpPSjIVBAkoeBLTuJKQgsgriZj7T5S6/2DnCI+yu2zLT63af8Hlsq7adGjbpDUIH9K2NgrLnW1qYuGOM3aZGtEJKQgK8FKNyYmIiIiIiChrd911F1JTU/Hdd9+hbt26uHjxIv78809ER0cX6PPKc/r6+uboMd988w369OljNy0kJCSftwxIS0uDj49nJZ3zE0/VIyI1CFkl2IAAX73bwa0dJy2DcJ6UpSkxQQ2b2y/8srcIt4SocK05eAm7z1zL1WNtgxqtalv+IJrYp7F12iUX5ew0HvbjzjOtB5D0A8pKvw/+xpDPtuD01evqvt7b26PyU8lpmY22H523M9syXZq4QspUcWXaoGbW29JT43gccPOs9SqI/eO2U9aeSERERERERCWG0QgsWwa8/77lWu4XkNjYWPz999+YNWsWevTogbCwMLRv3x4vvPACBg0aZLfslStXcMcddyAgIAANGjTAMtk2G+vXr1eP9ff3R+PGjdU6jDbb3r17d4wbNw5PP/00KlWqpLJBwsPD1TxZr5eXl/W+OxLAkEwS24ufn5+a9+2336r5q1atQpMmTRAUFKQCIOfPn1fzp02bpgI3v/76qzXLY926dYiKilK3f/rpJ3Tr1k2t74svvkC5cuWwePFiu+eXjJLAwEDEx8ejIDCoQUSqJEyITaPcAS2rOy3z99Er2Q96WXtqoETgIB6VddkN+ou0dJPK6tCkmzKzFGqU91Pfd9vjR9Pq5dyu6+GuOel6k3taYDU9m++4YwBGKw/lTrCfJegbn2x0Cm54Qtua+ztm/cdnQfD3ycygOX38HD7cnxnAnvTLXuzJZZCLiIiIiIioSBw4ANStC9x+O/DMM5ZruS/TC4AM/MtFButTUtyfzCemT5+OoUOHYs+ePejXrx/uu+8+XL1qOVn47Nmzalq7du3w33//4Z133sHXX3+NV1991W4dElSQ7AwpbfXZZ59h+/bt1gyM8+fPW+/nVlJSEt5++23MmzcPGzZswKlTp/Dss8+qeXIt268FOuTSsWNmfZNJkybhqaeewsGDB3HnnXdi2LBhartsyf27774bwcHBKAgMahAREpKNCPbLHJScPbwNnrylvtNy66Xxbha0M5NLTlAj83a78NCi3BSigt3R5Y8dFwP8N8z4A4ku+mJoNh+7gqGfb0G719a47KkhvSWkJJNt/4gaIf5u11e/ShAKgxabyElfDU+yzMr7W46T1zIyLr7fesrtspWDDW6DSFpwpDDJ2TQz2ldUtyMvOgcwzl9LLvRtIiIiIiIiyhXJapDSSufOWe5rJ9/JfZleABkber1eZThIsEGyHDp16oQXX3xRBS5c9aO49957Ub9+fbz++utISEjAtm3b1LxPPvkEtWvXxuzZs1WWRv/+/VVmhAQ3TDYnEUqGx5tvvolGjRqpS+XKle0yMCpn3HdHnl8LxGgXCVzYlo2SYEnbtm3Rpk0blRkipbSELCtZJFrfELnYlr+SDBIJZkRERKB69eoYM2aMyvrQMj0uXbqEFStW4MEHH0RBYVCDiJCabrLWWNdM6NXIqdHtS0v2la6eGnYFqFyTQVEZ9M3p4ChRUUoxpmDR/kX4btd3WPB8X6B9eyyY2E/dn79nvnW5uGQjdp+Jdbue4XO24r9T9vNtvwspxnRVksm2V4aUNipq1vJTZjP2nb2Glfssf1g5qlsp0GXPjOyyHX7+9wz+PnoZM5Y7nwG07aVbMW1gU3Soawkg2NIyO/yz6DtSYIxGDP/fMHUzOsC5jupj812X0SIiIiIiIip2VqwATp8G0h2y5+W+TP/99wLrqXHu3DlVTkqyGKQkkwQEJNhhq2XLltbbUoJJyjPJQL+Q7IYOHTqoE880kgUhgY8zZyx9EMWNN96Yp2197733sGvXLrtLjRo1rPOlNFa9evWs9yU4oW1jdiQQYktKaTVr1kwFfMT8+fNVea6uXbuioLAzJFEpHtRcdngZUtIzUuLMZlTcH4noZhHWVAqDzoBBjQappre+LgbzljzREYNmb7LePxtrqTvvjnYieAmJaaBv8+pYsdfS5DcxxXUZmZbTViEx1TIv6o3+hbp9JZ0M4B6/nIBmNcoX9aaUOVvObMHQxUOhSweOzLFMu3nOSjTyWwmdV0NUx7vWZcvZZGnZsm2GbSvNNqiRZsnUOHIxwTrNJ5vAwNwH22dbFiqvdFr5KZMZAz7aqG7vntrLmmmhcdyO7MpPacESMfIry1k24vORN1p7a1QJ9sP9nVw3HNeOJVWDLXVMC9WKFdCdOln4z0tERERERJTfTpyQ/6BlZmjYkunHjxfYU0sfiZ49e6rLyy+/rLIUpk6dqrIzNI6NsyWAYZuF4QkJhuRFtWrVVKaIO6620dMy7a62Td6Hjz/+WJWmktJTDzzwgF3gJr8xqEFUygc1NSN2A/OWACPuABa0ylxu7ei1avDSxyFTQ7SsZX82r+3Z2KWhUfjAVjVwU90KGPXVNlx3UxtfG4SknBu74F/8eegSVj3dFY2qFUwNRXLtppo3wddcE0P3noWvqTLW1IvAbce3Ydg+4Ofmfm4bf9uKTUp1OT093WRffsrHWwWvNI5ZX466Nsw6RTY/aFlmtn8zvrhkLz4e3sZuOQkunIxOyjbAkx3t774gg2d/VmUX+CkQJ04U6B+UREREREREhUZ6Z7gLEsh0mwyEgta0aVPVZ8NT0pj7559/tgsgbN68WfWeqFWrVpaPlUBEumN2SgGRclM5ea4RI0bg+eefx4cffogDBw5g9OjRKEgsP0VUSnWu0xkRIRHwgpc6W3v6WqDec78iuvzb6r5MrxtaFx1rdVKDmu7Krnx9f2ZK2UNdXJ99rB2IteuSNG4mZ1UH+Oqc+grIawmf9FuRbVdpIAENcTI6sag3pcx5bskaVE/+HAOOtcbrPR7EmLunYFfVepi+Dgg0dvYoI2Pa/+13Od02CLL37DWcvnrdofxU0f9poWVUrD2cmTp7wUXPiGRj5h9o42+pj0APgxKOujSopDK59k3v7dHyLWqWL5o/+l2cdaNPz/9as0RERERERAWqXz+gdm1A51DaV+7L9L598/0po6Ojccstt6jSStJHIzIyEosWLVJ9L26XJuUeeuKJJ3D69GmMHz8ehw4dUr0npKfGhAkT4C1ZJlkIDw9XfS8uXLiAmJiYLJeNjY1Vy9leEhM9H5+R55LXefjwYVy5ckX14MhKaGio6rPx3HPPoVevXtkGaPKq6EceiKhA6L31mNJ5suobMeBoA9zy6HKke+twsGpjdba2TJf5JrPlMOCq/JS4pXFV6+3KQc6Nb/85EY2IF1bgr0MXrR0qSkqmhm1ZrUvxKSqI0eO9parnwDsbfnRa7p45v6qyXpQz7EZS+Jb/a/k+L245DCsad1G3B9//AXbVuAVBpn52y6bZZF7Y0kqzOdJ6amj9IYTeJpBRHHpqaOWnEmyClQ2rOmcL2b6G2hUCcv18ngZDwipaniMsD8+Va716Of/BD2Dclp/Udeta5Qp/m4iIiIiIiHJDrwdWrgS0HhFaMEDuy3SZn8+kefZNN92kelVIr4jmzZur8lMPP/ywavrtqZo1a6pAhjQOb926tQpmSEPtyZMnZ/tYaSa+evVq1WhcHpsVKf8kfTJsLx999JHH2ymvSxqUS/8MaUq+aVNmeXp3HnroIaSmphZog3ANy08RlWINth5F/WhgX6037abL2drbagK1N59A44Ursy0ZM2VAU9UQ1/YM7auJqXhr1SH8sO20uv/T9tOoHGwJehT9kGbOXIzLDFREXvTByCUj4Wuqj+p43265rcf0qqxX9/DuRbCVJVcBt08gG8Z0E8bM3WG9v712M7v5zwyYYL19k08StqYFINUmqBGXnIaW0/7I8jl2nPsPgXu24Ey0DJCXQ9em13E2/pT1T4rikKmhlZ/SGnuLOi4CCclpma/ddllPyWOkn4anlo/vrJqz2/bmKDSLFtk10etY1YTNF70x6MB6fNH+TpSLzfqsGyIiIiIiomKlaVNLbw1pCi49NKTklGRoFEBAQxgMBsycOVNdsuKqL4VkTdjq1q2bCmpIn424uDjVSNw2S0MakLsycOBAdclOdr0xpP+HbQ8QMXjwYLvHSSDjjz/+yNG6z549i4oVK+YocyW3in7kgYgKjPHIIXy9FDDq7OvEh8d6460/KuL88bPWaT5694Ns7SMq2J2hLV777aA1oCEOXYiHNrukZWo40qVXQYOrjdyW9aKc8bTRFOXdiSuJWHf4skfL6gP81fUD32y3Tpu4eE+2j1u0/2cV+Ju+9m11f8nROVh/8k/r/OIQ1NCOQUk2mRizVh5yWi4mMbNviLtsNUfvDs1sSrTosQ456hES7OeDmiGW971QGY3A1Kl2tQE7VjHh6IdDUDfmHHRmE0zHjlmWIyIiIiIiKikkgCGD/E8/bbkuoIAGZS0pKQnHjx/HG2+8gUcffVT14yhoRT/yQEQFxq9+Y3TOjDtY/daoI5664zu8ZLjLOq1ioHNpKcdBStsyNY49KKTZ7tqMHgolPagx4Gh5JAQ+rm4neW+2TvfyMquyXpQzDGkUnhSbzIPs7EjMzEzQGn3/vs91ySlbXmYDbjyrU9cWyShfcat1fjGIaVi34eD5OLvpl+Iy+2rI8Sze5jjmaeztzja1MPPOFmgbFormRdEbIzc2bgQiI+1epI/N5+RlNsOUnGJZjoiIiIiIiCgHpK9I48aNUa1aNbzwwgsoDMVg6IGICkrbwAZ2paCqxV9R10/ePslp2erl/dyuR59RI9+YnjkgVs3F8ue1RrwlLKax9cVb7e4/9F/mYG+M7gPr7VoFH2gulZioUXiW7znncnqFpGtO04ZUz/wT4LF5O7Fg60mPnqN8+hBUTP8AnU9ZjgHpXsno26AdihOtvNP3W6UslnPzenE9I4ujZa3y6FS/Im5rUsXj9d/bvg4WP94RJUaHDsDChcC8edZJvnKY++ILNS3OLwibwm+wLEdERERERESUA9LoXBqJSxNz6T1SGBjUICqtjEboXnkV/9Rubp3U8vxRt4tXKec+U8NsttRa331hn2qiLZdtp46ozAVXiqJcfF6U87Mvz6VDRXVdO/YC7tmfaJ2eYlPKhtyb8us+TP11n/W+NKWnwjH/H9eBiVQ/Axqfew2jEjdYpzVqWd96++ilBLy0JPMzy87hyuHod8wS1DAjGZ/s/BjFidYo3NELv+y13r6eavk+t6kTigVjbrZrdl7qGAzAkCHAiBHWSaESpL3nHrtp5kJIESYiIiIiIiLKq1L8P3iiMi6j3EiCr6U57sAD6/H6qtkeD+zb2n3pP3X925GVqpb+yF9G4sAZX5jNXjhveNpp+ZJWfsqxlv4Tgy2pcqdDqqmm6hqzLueNhMuai3HJmLvlJL7bkjm4btOKhQpYSIDrQelWDWrilZkfYPqHb0CvNdEOcB3IHNujnkfPtajl3erabE5GXW9L3x1R20VD7qJqFK6Z3L+Juu5XwQRMmAD8+iseyWio7q9SFsqObx5oh58fvcm2vYaVkV9WIiIiIiIiKgFYHJ6otOrQAeafFuL53X5AOjC4TxvE3TYBcF2dBoEG94eDjrVvArAOfqYW8DIH4o5DodgZbplnQpLT8iUspuE0AKp5ft23qBcDTPzzJcy69TX0bxtW6NtWXKUYU7Ds8DKkpKeo+lIV90ciulkEJv+QObitYaPwwnM29rq6/umRm1ExyKAG7H/cdgqjOoSjcrAliCHT4pON8LNtqmCjToUAvDygKV5ZfgADWlbHmC7hGPzxFufnKl9VXZsRh1GBnfG/53shwEdXLDIevBwOQu3MlvJbK656A++9h7iPP8fu/y1U02Sby5IejaqotOAzLnrCS4nBMvZ2EBERERERUQnEoAZRaWUw4Gq/Qbj67xp1t/rgfqhbYxjWRydi+Z7zeGvVYbvFtbO3XfHTW7I4fM31UC3lVewMb2CdpzN5l/hMDXee2LpY4kHod+QcZt0qvUU42idMJjNGf7sWv556A8m6fzFiNzBvCTD8Dj3QcGlRbx4BuKFOCAx6y/76TK9GdvMWPdYB32yMQu9m1Vw+tn6VINwYVgFNqgfjxrBQLNz7myrK5s6YnQlo2SU0y2yvoi4/FfjEo8CAqeq20csbRyvXsc7z15eO41V+SDOZ4J/FZ01ERERERERUHBT96ZREVGD2nYuz3o6oFKiuwyoGYmyPzFr6mqoeNAoXvubMgEb70/swZN8ZeKV941HmQ0kkw3u+ZpO6zcosmf0X/jmWjqqpM6BLB6avBa7rDdjsJqBhYqZGoYhJTLXe9s0iW6JxtXKYdXdL+LhZpn7lYHXdsV4lFRg5ExeV5fO+8Wc8GlwrXn9OOL4073NnrbfrP78Myxt3sd73P3KwMDetWEvO6DNCREREREREVJwVr1EIIspXo7/eZr2dVd34VwY3z/Isa3eDn99/PwnT1gMzVv8MA4zZLl9sGTO3XVMr9oL1thaiMZk44OfY+Hvw4aqY32YMmjzzs/vlGdMoFGnpluCbq/JL7tzSuIo1S8ug98bwm+qgfID9saB5pdp4+/9ex4qvxzs9/rajWxGcCjRNKYfixNshsOpjSsfD236x3v+m7e3W2wFXLhXqthVnw778p6g3gYiIiIiIiChbLD9FVEatmdAVX22Mwg/bTqFz/UpZLusqSNH4UqQ6gEjPifBYIH34GkyL7YMS21TdwT17Vltve2cEM8xnpSFJC5R1XtYwD7Aj4ivsiLCfH62bgYrpU6z3GdQoHCnGzKCGp76+v122y/TbehW6A5uRrHMOfPqnJasQl/evy4C33gb0xePPCsdyerWvXUTPo1vxZfs7nZb1rlqlELeseDtxObGoN4GIiIiIiIiKQPfu3XHDDTfg/fffR0lQwk6nJqLceLhLhIu6+cF4/Y7mOPZaX2tpKndclZN6ce3X6loGNGUotXLf7niudyM807MhSpwOHZwm3f/oAGDePHXxnj1bTTNVdd2DoKzZFhntdt7sX9/A7QczM4QEy08VblDj7htr5d9KjUboXpqsbupdZCr5G1MsIa7ISJfBwaJi29fn5d4NAJ0O7c/sx/PrvnVa1tycgUoiIiIiIiLK3v3334/BgwejOG6Xl5eX06VPH89PPv7ll1/wyiuvWO+Hh4cX6wBH8TilkoiKhBzgbPtl5ESXqP8s65BMDjPQZ3cCdKOce3WUCAYDyvnpEZecWYYqaNR98gap214JKcCra2DyZhxYvPzrfpfTj785CDCb0PIc8MvF+Xi/ywg1fdbKwxjYqgb8fNiAuCClZgQ1wioE5N9KJVBxwVKKTZfRW8ZWQGqy5cbUqS6Dg8UhU6PPie1AuiUgM/K/3/Bm9/vtlk3fug1oH17o20hEREREREQ5l2JMwbLDy5CSnuJ2GYPOgEGNBsGgN6Cs6NOnD775xr7nrcHg+euvUKECShKO0BGVAXk+Ud5FzwnbUIjZ2wu66TNcLldS/PPirdg7rRf+fr4HFj3Wwa4ngXbWN/MNsiaD3hK2qBMHjD+UWb7rSkIKFu04XaTbVtpdjk9Bvw//VrcNPvn40y6BioULVcaS17x5CPA2o74hM2PDv09Py/wXXlDBweJCZ1Myr+rrU60ByuDU62h/ep/dsmHzvijRxy4iIiIiIqKyZMuZLRi6eChGLhnp9iLzZbnCtn79erRv314FE6pXr45JkybBaPP/TSnx9OSTT+L5559XQYQaNWrgjTfesFvHoUOH0LlzZ/j5+aFp06ZYs2aNGqNaunRpls9tMBhQrVo1u0toaKiat27dOvj6+uLvvy3jBuLNN99ElSpVcPHiReu2Pf3009bbJ0+exP/+9z9r1kdxw0wNolJq39lr1ttVy/nlbWUOZWWWzJ1gd9/LZAZOnLAs1707SqIAX8vhMNjPB7UdznS3BjVYRsmtITY9SORd0gX4282PT+GgcUHacOSy9bavix44uSaBiiFDrHcPADh4Pg59P7D8IRTQuhVwawMUN7aZGvoTx+3mLfx+Eua17oea1y6hfHICbjx3qEQfu/LD2B718PFa+/eJiIiIiIioOOpcpzMiQiIQFRsFs4vTT73hjfDQcLVcYTp79iz69eunSkHNnTtXBScefvhhFZyYNm2adbnvvvsOEyZMwNatW7Fp0yY8+OCD6NGjB3r37o309HRV3qpOnTpqfnx8PJ555pk8b1v3jIDFyJEjsXv3bpw4cQIvv/wyFi1ahKpVq7osRdWqVSs88sgj6jUURwxqEJVS52KvW2+PuDks72drr1xjvVv51amAr8l58LMYlZ/JT14ZY8SmnPdhLjNm/f6h9bYaTj5zBtOb+GLqwVQ1zZheNgNCEghLTE1HkKFgf25tS3sFFvBz+ds8l79v8SwpZtcHSDJJUuzTkkeWkWOXp57r3VgFNZpUL1fUm0JERERERJQlvbce07tPx6ilo1zON8Gk5styhemTTz5B7dq1MXv2bJXZ0LhxY5w7dw4TJ07ElClT4J1R0rxly5aYKiWcAdSrVw8fffQR/vrrLxXUWL16NY4fP64yKyTTQrz22mvo2bNnts+/fPlyBAUF2U178cUX1UW8+uqrav0SqNi3bx9Gjx6NQYMGuVyXZJHodDoEBwdbt6O4YVCDqJSa+fuh/Bt4NBhwcEYf3PHJJhy6EI8KI4YCGZkNZYGWqXEmNkllwDSvWR5l1cp9lv4KtuaHx8Nr7nc4EROJiNAIS1qiwYDajZsCB3epZZJSnZtMlwULd5zGxJ/3qtv3tq+NmXe2LJDnsT07Jc+ZWdmwLW+163QsiiOdbWqsTaYJuVcr1N8uw4WIiIiIiKi4urfFvZi6bqpTtoaWpTGs+bBC36aDBw+iQwf7cuadOnVCQkICzpw5o7IvtKCGLcmUuHTpkrp9+PBhFRixDSRIOStP9OjRA59++qnbPhlSfmrBggXq+cPCwvDee++hJCs7o5JEZUy78FBEXknMt/VJYOTnxzsiJinVWqqprNB+jjYdi8aAjzYicma/YllPsDA8Nn+n07RmI++EV6Av6jpM9z5s+VEWyWllM6jx/dZT1ts/bDtdYEGN6zZBo4IOamhBPnHsUgKKI72ubH4/88Kg90aKsWx+T4mIiIiIqHRkaxRVlkZO+Pj42N2X8SVTPpQGCQwMRP369bNcZvPmzer66tWr6iKPKamK7ydMRHnSolYIFu44gwZV7FPP8kLK2hR0aZviyHYQV5y/lowaIfY9I8oyd42pbUsANa4WnKfnSDGmYNnhZUhJT3G/HToDBjUaBIO++DSsTiukslu2QaPwSvY9YQry+/DygKYojspqZlBeGPQ6JLD3DRERERERldBsjaLM0hBNmjTBzz//rMpQayfCSs8MKeFUq1Ytj9bRqFEjnD59WjXv1npdbN++PV+27/jx46rx95dffomffvpJlZ+SJuRaWSxHktkhPT6Kq7I3OklUCngywLv9jERbffH6nS0KddtKI8ekjPfXHMGbd7dyWu701SQs/e8sxt1Sv9RmcrSoWR57bZrQCz+9LtsSQHktgbblzBYMXTw02+XWjl6L7uHFp+HzgfNxdveTUo0Fkul0PSOo8d2D7dXgdEGyrVBUIdAXxVHc9bSi3oQSJ8hP77S/EhERERERlZRsjcLK0rh27Rp27bKU2tZUrFgRTzzxBN5//32MHz8e48aNU6WkpHeGNAV3FzhwJL0zpM+GBBzefPNN1Sh88uTJal5240wpKSm4cMG+ZLher0elSpVUcGLEiBGqb8cDDzyAPn36oEWLFnjnnXfw3HPPuVxfeHg4NmzYgGHDhsFgMKj1FCcMahCVwIDGzL9nYvqG6ZYJZqDtOWBHDZs6SQDKpd2FUDwAX51nB07yPFPDXU+Nuz/bjItxKWheqzx6NKqC0hgwi00Jdvrp8HZTh992el4zFjrX6YyIkAi7epm+pnpI9ToJeBnhDS+Eh0ao5YqL2CRLk3Rbc7ecxGPd6uV7n5PXV1h66FQtV/BZKrYZOD7FtMyT0VQ2G9Pnxa5Tlv4oP20/hXvaWWq9EhERERERlYRsjcjYSNQNrVsoWRrSxLt169Z20x566CHMmTMHK1asUEGCVq1aqX4WMl0LSnhCmnMvXboUY8aMQbt27VC3bl289dZbGDhwIPz8si41vXLlSlSvXt0p8+PQoUOq2fjJkydVM3Ehy33xxRe499570atXL7W9jmbMmIFHH31UBVkkYCIZKMUJgxpEJYycsW4NaAAYsQeYtwQYcQewwOYYFOwbChhl0JFBjbxyHLOvUd516SkJaIg0Y95rIRaV9SfX4/4fP0Jw+kBc9H0BQLpd0Kx68ofw8vLDgBa1sGqPyePB7+V7zqkmxINb18z9GRhdp2DUsgfU/fKpwxGSPlzdPuk3CCYvE6Z3mVJs6mYeuxTvMmPCq4D7nLjLmslPtmeHFNfjizEjiFatgPuLlCap6Zbv8/fbTjOoQUREREREJS5bozCyNL799lt1cadbt27Ytm1blgERR9K8u1y5ctb7jRs3xsaNG633pYSVyKpfxrfZbNeUKVPUxdadd96pghXutu3mm2/G7t27UVwVj9EfIsrxGesShdalA9PXAocqhWHaupP4sTmQ7u0FHSqgc61e+Oco4KsvnoOOJYljit+YuTvQr00SOjZ2zGYIVf9uPbsJ3RoNKFa9HTyl89KhctpEddvHXAf37I20C5p5wRdmpKJ+NV22QQ3bDJd1hy+rS/+W1XM9EH7vqfKYGgNElYc1oCH0pmDUuXYNw06XB+xPligS8/85iclL97mcF5OUlq+ZNJaEBMt+J9adXoLAiwXbW8Q+U6N4Hl+MGU3Wyvnzz5ycSkhm6S4iIiIiIio5RrQcgcaVGqNtjbYoDZYsWYKgoCA0aNAAx44dw1NPPYVOnTqpjAnKxP/tE5UwEnWe0m0KHvj1AQzb543ZnZ7GL81vUfPaX/wV+ytHI9T4oApoUP5wVV1pxb8B+HT/UIzaA8xtKQsBYbCk8X31lx+WbvsTOyf3Q0nTLbwbgFXqtj49ANPWAlf9y2H6ujj81CwQPuZaMMOI1tWlV8u/Hg9+a5pNXYW72tRE7QoBqGNzCQnIvjeDPvIkpq3zwoOD7FMevc0BmLY+DvqIKBQH7gIa4rP1xzGpb+N86y0SaOyOSnhW3U7zOo8Hlj1c4L1FbD/W4hrUaBNmCfT0byEpRpQTbBZOREREREQl7UTUdjXbobSQPhoTJ07EqVOnVB+L2267TfW+IHsMahCVQEE+QQhNAsw+L+CXhh2s08+F3o5Qh/GoiErSMJzywl0zpndXBeF/WxNw82lg3AD7PhvRCcWr1qCnbFM1qxhn4d7h0bgUXBHf//Aiwq8/jzS9ZGvo4avL/ufDtlG4JtVowg/bTjtNL+enR52KlgCHY8CjRoi/GjxPDw/D8L1m7KoKrG6SgHi/IPXYe/cF496955EeEY6CL76UNU9qTEZeScz199Kxt4i3OURNN+IqLhieLpTeIrYZOMW1p4b0tFn7bHeEVQgo6k0pMcZ0jsCcjZHWMnpERERERERU+EaNGqUulDUGNYhKoJXHV+KJbcD8mzIDGjk5W57yx/Eqj+FwpUUw+raHX9oOlEYS0BDD733dbrrJg8F7bxcn8UfO7Ieriak4dTVJXU5nXFtuX8f+cxfguGrZhSWwEWDQo2H/8YiIuWgNaIjQtD44F3gEe+oDA1C0ElPTs12mx9vrEPVG/1ytP92Ujv71+2L2jk/UfTMsA9DRPu/A5JWobver10ctV1C1RO2DGsUzU0MwoJszE/s2VkENrYTaiJvDinqTiIiIiIiIiFxiUIOoBPJON+HBXRLUKOotKduWN+2uLuK+fQn4ownKhFvTF8Nkzr5WpWNwYu6D7VXWS8Ugg7q0rpPZC0KTYkzHudhk+6BHtOX2sctmHGna2+kxS5r3giHlQ1SLL/zyU449LmITZMDfkj2hub1tKp655RZ0fXOjXUaHuwyg7MpPaQENcfcBP6xtCDyzKRmvSeUwQM2/q9mQAis/JQ3fS0JQg3LG9rOUEmoMahAREREREVFxxaAGUQn0yJFg1I0FKiXGIEXvi38+Ho224+bjuq9fUW9amfVHk7FF9tyOA+uuGHT51zy69i3VUN7fR90OMrj/GUm3dLG26tqwcrbrNuh16gx7V2fZL9u3BLVvGwF4VVMZJN0i/0XjZ35R82462ww+weEobI49LgYfigDCPkKNmKU4FzpYTft695e4o619AGfX6ViXQR2Pyk95VUBk+lX4pgMtLluCGsP2J+OtjkCaDojQVSzY8lN2QQ1mgpUlb686jKrl/TCSAQ8iIiIiIiIqQgxqEJU0RiNu/HwZpMhNqs4HLc4fQ2BaMqomXEVUBTbFLSibJt2iBvSW/HfWo+VDAiyD/gVt8/EriDfttRtYhxloew7YIbuDzZhzbptHP7R9Kb5qZxmgFy9eagh971BM7t8EA1q63+eMDkGNvOq/8xp0F+OlbRZw4aiaNmz3KvzYqjeSfWth0M5rQDMUKtseF97pZozYE4T/woC79p/HRxlxhUq6jhlBBksDdrH5eHSughpSUurlGsPw4NlP8MFvwNVgSyCzfEoy3l8JPDEQeLnmvQVWespRbrJNqGSYvOInVClvRIOTxxHdLEI+bMxea9ln72hdBUEG/6LeRCIiIiIiIiqjGNQgKmk2boRXZBSkUEiCrz+CUyx19O/etwZvd7VvJLR0bKci2sjSp2aIPyb0bOhxUKNioG+Bb9POkzEY/uVWdG1Yya559Ig9wLwlwIg7gAWtkLPm0UYjbrp0FFurNFB3u0T+i5f/moMDVSKwJawVvE3p8J3xKnDfSIzpUjfLVXnSd8NjRiN002fA7OUFL5v1jtq5XAU1LgZXUPMx/D5AX3g/bRI8mNJ5Mh5Y/hAGH66ODzuPV9PrX5Xgi0Xbmo3Ucr8/1QWv/XYQG49dUT0LDHpv9R5J8Cc93Yx0s1llt8h9U8a13NempZtMSDcBRyMbIiL5eeyq7Y2VjSyfqV9aMsb8B3x4k3ze5wrt9VPpNX+DpW9N1Kyp1mNJGJarac2n/oWtL96KquWYHUhERERERESFj0ENopKmQwdg4ULsjjHCdEKHQ01bYEGDPuhQsSbuNidjcaxlkOmFnvVxQ2372v6UN7UrBFhvv/LHJ6gRdxnNLx7HTWPnOi17/HIi1h2+hO6NqhTY9lyOT1bXG45cwSv3TMGoZQ9AZ/RGn+M3Ilm3C9PXpeHH5kC6zozpXaZ4dvb+xo0wpaRa7x6qbCnp9P7yd/Bqj4fwwrpvgPgrajl0zzrrw0+vy+tLtNsuREbaJp4oNeMuqesz5aoAG094tF35rcHWo6gfDfh4jcHJUEvmSkT0GUz74zVM6/US7kk6pKY1qV4OM+9sgS5vrsX5a8l49beDuXzG+oBPfaxslDklJDkBPiZgyY/Apv5HUNCWPNFRvQYq/S4EVURYwiBUSLHvn3LgfByDGkRERERERFQkGNQgKmkMBmDIEDw+808AyTiZHoz73vxdzboRwP1nr2FH1FXc3ymiqLe09EnOHMStmHQNtx7fjhi/YOu0ieu+weM7f0X4M0vV/Yfn7sDR1/oV2Ob4+2YewnsdC0J4jA/MfkvwUl+oS+SsARi+F9hUBxhyMgho7cFKO3RA2t9xgCUBCJeDKuDEB9MRERqBj6TU0ND3LPugBNey0bxmObzUrwleW3EQ4RUzA0J5CeYhxb5vSHkAun1m/HvjLcD9nTzarvxmPHIIXy8FZvSqZp1WO+4yWl46gXpXBsB052C7jJ/+LaujarAf+rWoBp23F/Te3vD2lqwPb3XfMs1ybXvfO+N60Sv3YPhrS6Ezm1R9MS+YVbBH8lcaXQX+DW9Y4K9ZSmd5sjtRyXfz2O/UdbDsbrbyt7ocERERERFRqSBlmpcsWYLBgzPHAkqaqKgoRERE4L///sMNN9yA4ohBDaISSMrRaGdJ925W1W5e85rl1YUKwGefyXn56qZ/muX9D0nOLDP0+Naf7RZPSy/YUT9fXeaZ0zft9Af8ltjN/+Smu/HwvxvR8/gFHA38Hc0H35X9Sg0GpJUPBRLj1N3QAB/UfXJKrn/IH+5aF8NvqgN9XhtKZwTzXEmf9BtOpOpw/fY74e+bj9khHvKr3xjtTwM+6UbrtNDkeNX3pvNpYHv9ptbpEpj4eHibPD3ffefLQ68CGiJzH9Pe4aEXct6rgyinpHwaERERERFRWXL58mVMmTIFv/32Gy5evIjQ0FC0atVKTevUqVOxCZh4uel/+cMPP2DYsGHZPk/t2rVx/vx5VKpUSd1ft24devTogZiYGISEFI+qMPwfKVEJ9PO/Z6y3Pxsh+RlUKB580HozsE9PHO7eEp/dCCze8Qr2xKwAHnsM+N//Cm1zzNn0rHir+/24/57PMXwfcDwH49xp0rghw+031EReBRr0MORnKSo3Ftt8LwpT28AGKqBwNaA8Wp07jKhZA9R0ecUy/cag+vn3ZMnJ0H83z+1J8jJd/813dllFRJ4a2raWx8tKnxciIiIiIqIiJ2Mj27dbrgvYXXfdpbIXvvvuOxw5cgTLli1D9+7dER0dXaDPm5qaWSbcU998840KTNhePM0e0el0qFatGvSF2LM0pxjUICqBzsZczzb6SgWgXDnrTb8XJqLhX7vQ9tdtuHH1FpT7/GPg00+Bd98ttM3ZHhXjcvqjNhkj6d46SIhC36uvx+s12mSYBBoKP/Mhp6qXt9T1rx3qX/hPLg3MX3lVNTCXUmSh1zMzd4RMl/myXL5lCxmNTr1FNGq6PJfKKiLKmZz8H8BocqxHRUREREREVATmzwfatwcWLCjQp4mNjcXff/+NWbNmqayFsLAwtG/fHi+88AIGDRpkt+yVK1dwxx13ICAgAA0aNFDBD1vr169Xj/X390fjxo3VOow24wYSKBk3bhyefvpplS3Ru3dvhIdbep7Ker28vKz33ZGMCglM2F78/CzjJw8++CBatmyJlIwS3xI0ad26NUaNGmUtPyXPsWvXLnVbXq+QzBSZfv/996OoMahBVALVsWlYTUXDR+etDuTtarYrssDSe2tcN4TuHPWf3f2OT8zFf394PgCZmm5SgYKRN4dhXA9Lua3ibGyP+tbPpNBlNDBP1vkixcdgV45MeMko8YmMBub5lS0k2UCSFfTYYzA/+igujbhTXWvT1HybrCIiT1UKNni8bEGX1yMiIiIiIsqWBAKmTrXcluv8OqHQhaCgIHVZunSpNRjgzvTp0zF06FDs2bMH/fr1w3333YerV6+qeWfPnlXT2rVrp7I+3nnnHXz99dd49dVX7dYh2SC+vr7YtGkTPvvsM2yXbBSbDIztGfdz48MPP0RiYiImTZqk7r/00ksqaDN79myXpah+/tly8uzhw4fVc3/wwQcoasU3h4SI3AoJ8CnqTSjzimQA3QPPbpiLLlG77KZJs+850cDAqGj8czIWj3ar57KU1ZWEVFQONqjyU9LQ+pXBzVES+GbU9k81FsGZ4xkNzK/GpwJHgApdOuBET0tjdWuwy8PG6h5nC9lkA8kzVMmfNRNhbJdwrFq6ESdCqqv7Gz99AJ/ePAQLWvezLjNj81xM6TjKLqOLiIiIiIioSPzwgzrRUJETCn/8ERgxokCeSkoxffvtt3j44YdVkKFNmzbo1q2b6lEhWQ+2JJPh3nvvVbdff/11FUTYtm0b+vTpg08++UQFCiSAIGMxNWrUUAEFCTBIbw5vb8sYh2R4vPnmm24zMLIjzy9lpGwdOHAAderUUcGZ+fPnq+0PDg7G+++/j7Vr16KcTYUSjayjQoUK6naVKlXYU4OIck87Q/a2JvZNwqnw+PkUv8Pngh9fwrgtC93Ov/2zfzDz90PYFmk5O8DWx2uPod1ra/DfqRg1WKkvpkEbV7wzgge/7jpb+E+e0cD8SKee6m5Q6xaqsbrXyJGWP6TkIg3OZTmiYi7on014fUXmGTfV46Px2h+fYNH8563Tqlw8ra5ZfoqIiIiIiIpFloZ2QqEEAwo4W0N6apw7d06Vk5IAhTTQluCGBDts2QY5AgMDVbDg0qVL6v7BgwfRoUMHu6ofHTt2REJCAs6cyewVeuONeeuh+95776nyUbYXCaBoZBueffZZvPLKK3jmmWfQuXNnlCQlZ9SKiKy0waQ7Wue9iTPlzLJxnTCxT2PUCnVfAmzIjZnNdqOuJBbSlgF1pz4HzJunLt+F2ZdBsrXx6GW7+/HJaXj7D0spq39PxaryU74lKKhxLtbSY2bprnNFtg1P/mAp+fV/u4tuG4jyLD0dvulp1rs6s+W3Jig1yTpNn56urpPTLNdERERERERFmqWhNQeUsTItW6MASV+Knj174uWXX8bmzZtVVsZUrQRWBh8f+worEsAw5fDEMAmG5EW1atVQv359u4tt42/ZHiltJZkYx44dQ0lTckatiMhKK/uh17FJeGFrWSsEj3d3Lt9k6/U7W1hvn7+WXODbNKpDGCb1bYzqD9xnzQ7o9vgwvHaH6/JRjkVjft6ZeSbAK8sPID7ZaD3RoSSQclmaf0+5bp5e0G6uW1FdP9urUZE8P1G+6NYNvq9n1nE1z52LEx9MR9DMzGmmiRPV9cSf9xbJJhIRERERETllaWgKIVvDUdOmTVV/Ck81adIEW7ZsUaWnNBIckTJQtWplniTrigRL0jNONMurt956C4cOHVJNy1euXKl6dbgjvT1Efj13fmBQg6gE0gZxfRjUKPb9Nib9siff128ymfHbnvPW+2M618VjLvpkNKwa7PLxbeqEWm8fu5SAaf93wGmZv49eQUlRKSiztNOkn/P//fbE6gMX1XWAwb5eJVGJYjDA0Ke39a6UUZNyajUeGI47W9fEFyNvRHL7m4t0E4mIiIiIiJyyNDQFmK0RHR2NW265RfWikAbgkZGRWLRokep7cfvtt3u8nieeeAKnT5/G+PHjVVBhxYoVmDZtGiZMmGDtp+FOeHg4/vzzT1y4cAExMVmf1Cl9OmQ524sWfJEG5dK/Y86cOejUqRPeffddPPXUUzgh750LYWFhKttk+fLluHz5siqVVdQY1CAqgbSeGsW1WTUB43rUV9cno5Pw47ZTuV5PijEFi/Yvwvw98zF/9zwsnf8q6r64AmO//1fN79wkGVsv/KaWc1S/clC267/t3fUo6UbcHGa9rff2RlxyGl5eug8xiam5Xue162k5Kh0mjdVF69rFo2EWUW55ezsHy3XeXnj3nhvQq1n2zeiIiIiIiIiKJEujgLM1pLn2TTfdpHpVdO3aFc2bN1clqKRxuDT99lTNmjVVIEMah7du3VoFMx588EFMnjw528e+8847WL16tWo0Lo/NygMPPIDq1avbXT766CMkJydjxIgRqmzWwIED1bKPPPIIevTogZEjR7rMxpBtnj59umpmXrVqVYwbNw5FLbOQFhGVuJ4aMoBLxZPtuOCkX/ZiWPs6uVrPljNbMHTxUHV7xG7gxY3hwIOZP5b/d/QHLIj6GWtHr0X38O52jw0N9FU9QAbN3mQ33WhyLEBVssmAq8ZH741P1h7HvH9O4kpCCj4dkbPGWtInQO/thYEfbcSpq0k48mpf+Oqz/561DQ/F2V3X4e/LTA0q2epWyrpu662Nq1hvj/v+X3w4rLXLQAgREREREVGB2LjRkqXhjpatIct1tx8nyQuDwYCZM2eqS1Zsy0rZZk3Y6tatmwpqSF+LuLg41UjcNktDGpC7IkEILRCR022wtX//fqdpv/76q11GiOM6JIAjl+KCQQ2iEiIhxYgzMUloVDXYJlODA0nFlePPR6rR5NHguKPOdTojIiQCp6MjMX0tsKGufZ8Ms1cS6obWVcu56wEiJy/Y/hZ9tv44ejatis3H3JeYer5PyewNsft0rLqIS/H22StfbjiBCoG+uMumkbstY7oJjV9eaTctMcUIX72ldmRW0jMCRQw0UkknKcVZCTRk/um4fM95dXnr7pYY0rZ2IWwdERERERGVeR06AAsXAinOFSusDAbLclRqMahBVEI0n7rKevuFvo3VtZ7lp4otabZtq+Hk3xHsp0fFQF+VQSHXFWxul/fT4XiMF2qeuYaq5QPUvABfHfTeekzpPBl/vvYQImKBW3o+ZrdenbkypnQeopZzZ9rAZpi6LDMKv/Okpe7i8Dlbs218XZLpHAZnX1txUF27C2pcSUh1GUyUzyg7ErQSPGGdSot6ld1nbLQNC8WOjOOIeG7xHnSoVxG1QgMKaeuIiIiIiKjMkoDFkCFFvRVUxBjUICrBjcKlTA4VT9XL+6nrAS2rq0bWUgrpamKqupyNuY69Z665KAOlwxeHMgMNktkhAQ9DUgAq+c9AxMQ2Ts8TkhSJBv/UApxnWWXXe+WhzhG4p11t+Pvo0OXNtZbnLmEBs5l3tsALv+y1m1alXGYDcU9cik92GdTwxB8ZjcKzO8udqCQ49EofeGexLzetUc4uqCE6z1qLqDf62wX6JJuQ3wkiIiIiIiLKbwxqEJVASamWpj1sFF58SaAgrGIgejWt6rLevNQmjEs2qmbW0YmpuHwtCev+2Yla9RrjWrJRTZMAiMy/cMmIA1WbOK2jUtx6PLnpb6SZss6qcLWbTFy8x3r75QFN3ZZTKimGtavtFNSQsjj9MQPRzSIyGoiFqunSVN2gdw54XHYoV6WVn8qOfE5EpYmfT956wxy7FI/b3t2A8bfUxzO9SmYpOyIiIiIiIiq+GNSgMuv7rafww7ZT+OWJjiUuOPDJuuPqWs+eGsWWlAbr07ya2/ly9nJ5fx91Ca8UiLS0IKREmtGvawR8fHwyFzQakVxtAAzR15Ci98WVgPL4tWl3jNn6My4Gm1AjHvj3Mfs+G450Lvo8/LTjtNuMh4/+PIqGVYNRkrg7G/yWUa/goUFGLGgFhGG5mvbXic3o27CH3XIpxnRM/78DTo/fdCwabcMrZPnc7685kqdtJyppnLPMMoO1Mk8CGuKjv46harXt2kxU3B9pE2QEDDoDBjUa5DLISEREREREpVt2zayp9DLnw2fPoAaVWS8usZzVfTI6CfWrBKE4u3DNuSxOSSwRRLnwww/wi76mbvoZU1Er7jLG/rNI3a8TB1wN8EKbh17KchXJaZbMHldev6OF3f1729dRl9LiVEh1TF93GqsaP2mdNu7b69j+UqrqW6KZ83ckTl1Ncnp8UmrWmRomkxlzt5zM560mKt7S0+3/AG0XHortUTEqi3Dm75beNZpRvzwGs1ciRuwG5i0BRtwBFWTUrB29Ft3DuxfWphMRERERURHTTuRMSkqCv79/UW8OFQH57IXdSb05xKAGEYp/ZPjmmX+6nM5MjVLOaASmTrWc1ewiii1TgkKqZNkkXLgarNfc2aYmSrOeYz7F41sWIdDUy6601vOL92DO6LYuG7tPH9QM166n4d3VR1AjJOs/sOb9w4AGlT3pDscjCWiIZlNXOS0bbOyJRO+lmL4WWB/RBhO2HMOPzeNg0nkhIjQCnet0LrTtJiIiIiKioqfT6RASEoJLly6p+wEBAWW2F5/JZEJqaiqSk5Ph7aLKRmnM0EhKSlKfvewDsi/kFoMaVCYV1xQ3qfW/7PAypKQ71va39AJwpC8DB7wybeNGIDLS7Wz5yfc9d9GyXHf3Zzpfz+jB4mjJEx3zXDu/OGlUNRiHL8Y7Tf+0wxCnaQfPx9ndl4bGGslU2XU61qNjxT8nou0eR1QWGNNN1tvtwytgW9RVt8t6Iwj37gOSfOti9NAZaHXuMIbtewYLWpkxpfPkbIOyRERERERU+lSrZinXrQU2yioZc7h+/brKWClLgZ2QkBDrPpBb/J8klUm2TZDd1QYvClvObMHQxUOdpmu9AC76TkHV1BkuB2KpFOrQAVi4EEhJsfvBi4yJVGc4qx88g8GyXBa6NqxszSgICfBBbFKauh3sl/s0v+Jo1f+6YvSz72C9vnG2y56NvY60dJO1n47Oppm7r95bK/mP7A4PVYIzewE81q1urredqCS5MSwUS3edwyuDm2PkzWGqDFvdF1e4XLa8cRjanb+MV27ppu7vrtEIf34BbKsJVNl0EkdrxqNBCevhQ0REREREeSPjGdWrV0eVKlWQlmYZoyiL5LVv2LABXbt2zVMpppJEXmdeMjQ0DGpQmWQ7UJlqzDzjtKhJGY6IkAhExUbBbFMWK9UrEl7wQZr3Qadm1FSKScBiiH2WgYy153TovGfTqlg6thPOxV5H5WADhny2RU0v51/6fgJG1YlByOq1ePGvr/DEHS9iZ62m1nmtzx7CfzUzAx5fbDiBsT3qq9tacEOjhTiyC3lWtylPFeKf2aODqDQbcXMYWtUOQYua5dV9b5ugoCvvdhsPv7TM3lC3PmIJ1D9+FsB7G3D89X52gUUiIiIiIiobZHA7Pwa4Syp57UajEX5+fmUmqJFfOCJKZZLJpqRMcQpqpJvS0b9+38yAhhlofb4yfM0R8DYHIx3X4W+4rmYNubEWggylb1CaCsYNtUPQr0V1tAuvYJ1WrpRlaojuwXXxwfJ3UDUpFj8veN5u3pL5z2J5eGaZHAnyOBratpa61tI+sys/lZZx/Pjm/nYoH1D63k8iV+T70bJWiF169OZJt2T5mGQfP7fzriam5uv2ERERERERUenGoAaVSVHRicUyqCHlp2bv+MR6v8XVmbga8o26rUN5dfr4Ia978c2jAXhrSKsi3FIqDUpTPw3FaITulVdhdlGHskp8tJre9K3p1mnl/X2sQQvtODCmiyUPRltFdu13UjN6C9SukHVDcaLSrkaIvyrdpplxezOPH/v1Jve9g4iIiIiIiIgcMahBZY40AL7rk83W+yk2DU/zw76z17Aj6iqOXUpQZ5/a9u/wqPyUVwXABOjSgbiAFtZ513Tz4GUC6nqXR5ewLvm6zUSlqbG6l00k4o+vnkDjS5FY/8Ujarr3iePWeZ+sO4775mzFyehEpGQENQwZg7KZ5afMHgU1HMtXEZVFWnCwajkD6ld0DvTN+2myy8clp6UX+LYRERERERFR6cHaNVTmDP54k939/MzUOH01CQM+2mg3Tc74ljI/oQE+CAnwRYVAX9WsOTTAV00LDZTrzGlPVX0AT5//EPfuTcPfDTPX0+/gT/i+FfBy7fug9+ZXl3Jvcv8mpXMQ3qGxumRh6GMi8XtoeXjdMseyjMGAFyrWxcw/Tqi7m49Ho9tb69AjbRfgcwN+O/QLygV74VKMDMj6ZdsoPM1oWcD2DHWisu69oTfAa/dup+ldona5XL5Lg0qFsFVERERERERUWnBklMq8f0/FoHezavmyLmk8LDrVr6h6GMQkpSEmMRUxSamITUrD+WvXceBcnPXsbtd6IAw9sD3Cvt7/jHXAltrA8Q4B+bKtVHZpJZZKe2N1d03V/Xb86TStyoGLQCtg/OqxMHnFw9dUH9XxPg6dj8P6I5fx1qpD+PGRDk59bFKMljPMS2WQiCiHfh3bCdujrqJj/UpIqHIzsH2ddd7csDic+GA6ml81Yl+y/fcouzJvRERERERERLYY1KAy7/P1J/BC3yb5sq55/5xU1+EVA/Fc78Yul5Gzx5NS062BDilRpd2W6/m7lsJw9DLqxIViS5ilb0alhBjUiwH6HwH2dTiUL9tKVFa1q9FGcjTspv3Uqre69k5PU4UZawbXgCkFWLrrnLqIdYcvYUDLGqpUzk/bT2Nw65pYsPVUqW26TpRTrWqHqIvQ+WU2Bn//nhvQtXVNdXt5xrTwSb9Z5zOoQURERERERDnBoAaVec1qp2L+7nmouD8S0c0irB2CDToDBjUaBIPekON1/q+nTd0oB15eXgg06NWlVqjz/GhzDB547W2ExQJxfsHYWqc5bj61F3I++NNbgbkTmuZ4e4gok5eX+wbpQ/enqjJvjwZ2xadX7OcZIk8ALarj47XH8NFfxzB12X7rPJafIrLnbfOV8PNx/n58el8bTF66D9GJqTAxqkFEREREREQ5wKAGlXn7T/ti1fRRmLcEGHEHsMCSHKGsHb0W3cO7e7QeycDQVArKeSBE8/LZBvCNtdwOTY5HnyNbrPMkW+Olc/VzvW4iAgJ9M3/6pqyeiRk9X7Den7HOhO01gbDkeKfH+T09Hpv234Tt1XqqfhtE5J4u4wQB4ariYt8W1ZFsTMf/ftoNhjSIiIiIiIgoJ3hqKZU5jaoGO00bu83SpHT6OkCXLrX4vVA3tC461+ns8XpT8qPhuNEI3xmvwmwzGGRLpst8WY6IcqdOxcy+NHfv+w8tzh9Vt5/c9L0KHH7zK7A58JrT4/ZUa4D6r32O1ccyy+YQkWs678zfsYtxyS6Xkd9awUQNIiIiIiIiygkGNajMkca+lYJ8UatiKsxIU9OGjfhWXcuA5pD9fghNfRTPtX8Zem/Pk5mkzr64t33t3G/cxo1AZCS83IzwqOknTliWI6Jce7xbCuYsmorA1CT839z/IWrWAEzY+L0q89b+DBDRvr/TYz6/6S5Uuu6NqtfbFsk2E5UkUmpR4+OmPFvmIoxqEBERERERkedYforKHMmoqBUagOe8/sLIC2dg8hmmpodPXI5+BzdgX+3WCE4PxhtLgTeW/oYlT3RE6zouml84kIbfjmen5liHDsDChUBKirWkVWRMJCJCIzIHiAwGy3JElGvPXoqD7sROp+nSbUNnBtoel++zv928OL8g9L//AyQZwgpxS4lKvi71LdmQjrTfNRNjGkRERERERJQDDGpQmZNqNKmmvsaDh/DQrgR8eXPmvBVNujotf8cnmxH1hvNZ245eWX5AXf+w7TReHdwidxsnAYshQ6x3Zbinbu7WRETuGI3QTZ+hyrm5yooye3vBPG8B0PUJp3mHqkQ4TWtdJ6TANpWoNAivFOhyunYKAMtPERERERERUU4wqEFlMlPDoPeGX/3G+N/H7+FI5c5YXy/v5WSqlbec1T2pT+N82EoiKjBamTc3s71MZhgvXrLeL5ecgKYXT+CfsJZOy857qD26NKhcgBtLVHIdmNEbSamW0oyueGdkaphZfoqIiIiIiIhygEENKlOk70VCihHl/H3Q1rsBdMYUfLd4mrX8lCt9m1fzaN0SKBEDW9XIxy0monznQZm3CLMfsN+y+B3712L6ms/R5dE5OB1ifzzw1bE1FZE7Ab56dXFHq6rI8lNERERERESUEzkejdmwYQMGDhyIGjVqqMGfpUuXZrn8+fPnMXz4cDRs2BDe3t54+umnXS63aNEiNG7cGH5+fmjRogVWrFiR000jytaZmOvqOizED7pXXlXlZzRD9/xhvV03+oz1tqdlMSRYIoL9GCskKta0Mm8jRqiL18iRqPvkFHWtTYu4dzBqx1myNdK9LD+VQ/esVtd1o0/jtqP/qNstqwUV4QshKtkyy08xqkFEREREREQFGNRITExEq1at8PHHH3u0fEpKCipXrozJkyerx7myefNm3HvvvXjooYfw33//YfDgweqyb9++nG4eUZZOX01S13Wiz1rKz9gMpIQmxalrGayc99PLuH3/OnXf5OFgy7XraapJuL+PtBomohJt/Xo0O39U3fQ3WjI6nvhnET5d8jr++Gos5vzyKqJmDYD/lo1FvKFEJZeWGUVERERERESUEzk+pbxv377q4qnw8HB88MEH6vbXX3/tchmZ36dPHzz33HPq/iuvvILVq1dj9uzZ+Oyzz3K6iURuXYxLVtfVWjd1Kj/T7fJZHE1KxdT+TVDzjnfxgcGAFbu8PKr0PfjjTdh1Olbd9vbmIA1RiZeejtdXfYzKiTF4atMPapLObELfI5udliOi3MksP8VMDSIiIiIiIvJcsaiTs2XLFkyYMMFuWu/evbMsbSUZIHLRxMVZzrJPS0tTl6xo87Nbjkqf6ARLUCM40IC0wYPt5rXLuAhtz/DavQbp6aYs9xWTyWwNaKjHcr+iXOBxqZjp1AnB383BFPmdGdUJqWYzTsaeRFhIWObZ5VLGqlMn+dCKemuJSuTxxpQRFDQa04t8W4ioaBWX4xIRlX483hBRccJjkjNP34tiEdS4cOECqlatajdN7st0d2bOnInp06c7Tf/jjz8QEBDg0fNKNgiVXpHxwPv79OhazYTBYSZIP99/T0rFNW/s2rYJZ/Zkvw5zug4XLl7MssdLkjHzqxQRbGY/GMoTHpeKEV9fy0VTrgUOOC6zZk0hbxRR6Tne7L0qAUIddu3eDd9zu4p0W4ioeCjq4xIRlR083hBRccJjUqakJEvrgBIR1MiNF154wS67QzI1ateujV69eqFcuXLZRnxkZ+nZsyd8fHwKYWupMG08tRH9v++P4JRH4I+e2HDBW11i/F6Gn7Eb/HEbnjw8BsvvW4jOdTpnua5JO9agcuUK6NevjdtlTkmfju2WuvpdmoWhX7/G+f6aqPTjcYmIytrxxu/wZcw5/B9atmyJfq1rFtl2EFHRKy7HJSIq/Xi8IaLihMckZ1o1phIR1KhWrRouXrxoN03uy3R3DAaDujiSHcDTnSAny1LJ0SWiCyoEVkDS9cvwt5kemvwKzBmFpaqWL6+W03tn/RXwljIzXl5Z7ifn4lKttwMM3Kcob3hcIqKycrzx0evUtZe3rlgc9y7FJWPU19vw9pBWaF6zfFFvDlGZVNTHJSIqO3i8IaLihMekTJ6+D1KLp8h16NABf/75p900iVLJdKLcSElJQsuLzjXYvGD5Yszo+nK2AQ21vJdXlg1MZQBk5FfbrPf1bBJORETkES9k/GYWkz7h326OwqEL8RjwkSX7koiIiIiIiIqnHGdqJCQk4NixY9b7kZGR2LVrFypUqIA6deqoslBnz57F3LlzrcvIfO2xly9fVvd9fX3RtGlTNf2pp55Ct27d8M4776B///748ccfsWPHDnzxxRf58yqpTFlxdAU67IpBm2gffFvZ9TLDTpcHWme/LknUyCKmgXPXLI3HNV0bunlCIiIicvqNFeZiEtUI8LVkjojEFCMCDcUioZmIiIiIiIjymqkhwYbWrVuri5C+FnJ7ypQp6v758+dx6tQpu8doy+/cuRPff/+9ut2vXz/r/I4dO6rpEsRo1aoVFi9ejKVLl6J58+Y53TwinIg5gXsOAgajpcFvQOp1p2X0J6I8WpdXNoMt0/9vv939YD8OgBAREXlCsiGFqXjENBDgm/kb/vYfh4t0W4iIiIiIiMi9HI/Adu/eHeYsTl3/9ttvnaZltbxmyJAh6kKUV/WCw9DuBPBZFUtQY+2Xj6JKwlVM7DMeJypUwdQ1XwNzPvBoXd7eXth0LBrhk35D1Bv97eYduhCH/07F2k1jUIOIiMgzWsFGD/5MLBRrD1+y3v5mUxTqhf3ndlmDzoBBjQbBoHfu70ZEREREREQFiyOwVOr023ENukQgRW/pn2EwpqqBkzdXfqTumytUAPr29WhdqlF4hqMX49GgarBlHWYznlm422n5YD829SEiIsrJb2xRlJ+S8lI6by/4+VhKTo3+ehv+PnrFbpmRv4zUUjbR9hywo4ZNJEaCIKPXont498LedCIiIiIiojKvWDQKJ8o3RiN002fA7OWFFJ0lU8PPmGqdLcMmXgEBHq/Otu33iSuJ1tvHLydi/7k4u2WlSXgQ628TERF5RDtvoLDLT+2IuopmU1eh8csr1f2Xl+7D+iOXnZbzhiULY8QeYPuXwH17tOleqBtaF53rdC7cDSciIiIiIiKFQQ0qXTZulO718DKbkeJjCWr4GtOss9X4yZkzluU8kO6iJsa162l48gf7khRSmurY6/3UWZ9ERESUPesvZiHWn/ptz3nc/dkW633JvJz3z0k3SxugSwemr7Xcm74O6r4JZkzvMgV6b57IQEREREREVBT4vzEqXTp0ABYuBFJSkHIyEL4JZnjN/Q4nYiIRERphaUpqMFiW80Ca0WS9fT01XV23mv5HgW0+ERFRWYtqFGaixtjv/7W7f+pqkttl61yrjk5RiZjcewb+q9EIf815FMP3RmNTHWDIySCgdSFsMBERERERETlhUINKFwlYZDScT/lqKwynYuE1ciTq5mJVKcYUJBuN1lGXp3/ahYvv3g7UnG63XOfGKWpZNgslIiLKRU+NQopqnIzOLCOpWfLfWevtbg0rIzTAB3vOXsOJy4kwG95B7aRF+KFRKzX/k5uGYOr6z7C5FnA08Hc0H3xX4Ww4ERERERER2WH5KSq1pOFnfIoEJXJny5ktSDfZl5MyHKhudz/a5yMsiLpLLUtERESe035h3119BPO2RCF80m/Ye+ZagT3fN5uinKa9v+ao9Xb9KkF4f1hrhFcMtE67UC7cenvejQNQLwYYvg84Hlpgm0lERERERETZYFCDSiVTPnQdddUAdFrPxzKfA0lI0K1SZa3YLJSIiChnVEnIjF5VL/+6X90eOHsjHp23Az9sO4Xz167naf3S/FsCJfd/sw0XriXj+OWELJe/pXEVdd20ejnrtLX12tktc13vCylMqe/VN0/bRkRERERERLnH8lNUKiUbLf0v8iK7BqCn/Yar00xnlB/MZqFEREQ55G2TDBls0FuzK1cfuIhV+y+q242qBqN7o8qqNFTb8Arw1bs+H0fKQC47vAwp6SlAejqwaxcmH75NzVt3+DJufW81EpPdn8vzzpBW6FS/krr9cNe6mL32mMvlxt4+CXWvnsWkXQmApSoVERERERERFTKOxFKplJTR1HvkzWEFsv4fv38O3UYZUTMeGFauZoE8BxERUWl2NjYzE0MLaLw9pBVua1JFlZCUYIRkW3y+4YS6BPrq0LF+JRXk6N6oCmqG+FsfL2Ughy4ear0/fLceaGgJagjbgMbLA5ri2KUElQ0iWtQsj7turGWdX97HC62vROK/ShFO2/xX/fb4C8Dot6eh9n33AXr+KU1ERERERFTY+D8xKpWSUixBjQCDLl/W1/hSJE5UqIlUvS8aXY7CzacP4v2VQHAaoH+1Yb48BxERUVmSmPFbrZGyT3dnBBcGtqqhLlJO8sD5OKw7fEkFOP46dEllcmg9MLo3tAQ42oV1RERIOKJiouBtAlL8p7h93htql8exS/HW+8vGdbJfYONGp4DGwgUTMfS+Wdb7l6/Go8K6vxF4W4+8vQlERERERESUYwxqUKmUmGo54zPAJ3928bCY8/jt26eQ5q2DX3oapGPHmH+BpGBfoC/rahMREeWUzqEalAQvHHl7e6F5zfLqMu6WBriWlIaNx65YgxxzNkaqi7+PDvV9p+Jy+iL0ObwT2+u2cfu8/j56VdZKVCvnZ+3tYdWhA7ByjfXu3SEpaD9zErAvc5E7R76Dyv8YsT0zGYSIiIiIiIgKCYMaVColZQQ1AvMpUyNF7wud2QRdurQHVa004GMGAnsOYOkJIiKiXPB2DCZ4oHyAD/q3rK4uZrMZB8/HY92RS6pU1Y7INFTEE9heN3P5dZ89hO6PfWW3Dl+9F0Z3DEfnBpVQp0Kg85MYDOjXohpW7L2g7r76zO2Ajw6z95zDuO//sy52OSE1x9tPREREREREeee+YyJRKeipEeCbh4BDcrL15oSN851mS7aG/tdldssRERFR7oIaj3Wrl6PHS4ZF0xrl8ET3+lj4aAfMDP0NT/79OobtXpX5HC4eV97fVz22fpVgt43Hezerpq67NqwMPx/LCRJ1KgQ4LXcpnn8DEBERERERFTYGNahU1+kO8M1DpsZnn1lvBqQ6D1qooRij0W45IiIi8oycHGCrd7OqeVpfYJ/bMH7LZry28iN0jNqtppVPTsCXi6fbLVc52JDtuga1qoHX72iBD4fdYJ3mKqhxLpZBDSIiIiIiosLGujlUqstP5Smo8eCDwOt/q5t+9wyB2ZSES4mX1P0qgVUsNbj9/S3LERERUY44/ka7ChrkRN9dCdBlREq+XjwNcX5BKJ+SiJ7Ht2PMtiWY0/4Oj9clv/HDb6pjNy0kwBfTBjbFtP87YJ127XpanraZiIiIiIiIco5BDSp1oq4kYsJCyxmagYY87OLlyllvGmbNhFewAXk7h5SIiIg0vZpWRavaIdh9Ojbvv9lGI3TTZ8Ds5QUvsxl+6WnwS4yxzn5o59IcBTXc6Vi/kt397zZHoWuDSs7NxomIiIiIiKjAsPwUlTqPL/jXets/L5kaNvx8+FUhIiLKT3qdN17q18R63+Cmv4VHNm4EIiNVQMOV6nHRuGvvGkxt7JuvfUD+OnQJr/12ME/rJCIiIiIiopxhpgaVOslpln4aIjAvjcJtGPT5ExwhIiKiTO3CQ62385Tt0KEDsHAhkJKi7prNZkTGRCIiNMK63ncMBmBQV+S3n3acxuQBTfN9vUREREREROQagxpU6nSoVxGRVxLz3lPDho+OZSWIiIjyW76VbZKAxZAhmesFUBf5z2gyOU2LT7b08SIiIiIiIqLCwaAGlToh/j7W23kNagQZ9EhIMbJWNhERUQGZPbw1Uo3OwYLiyJjuurxVbu08eRW/7jqHqQObQefNvzWIiIiIiIg8waAGlTpGU+aAQ56ajgLYNPEWJKbyDEwiIqKCMqBlDZQUTaqXw4CW1TGkbW2km0x48NsdanqKMT1XpSrv+nSLur79hpp4a9Uh1AwJwDtDW+X7dhMREREREZUm7H5MpU5auil/mo4CKB/ggxoh/vmwVURERFTSSTbF7OFt0K1hZVQO8rNOT0zJ7OeVG5IV+s+Jq/j53zP5sJVERERERESlG4MaVOpopSG2vXQry0YRERFRgbielhnIOHIhDti+XTqUOy137Xoa0m2ySF05H3vdevtiXHI+bykREREREVHpwqAG2fnwz6NYe/gSSkOmhkGXP03CiYiIiBxVCPS13k765DOgfXuEv7AC4ZN+w8zfD6rpu0/HotX0PzB56T6X69D6aHz01zHrtJte/7PAt52IiIiIiKgkY08Nslq44zTeXX1E3Y56oz9KqrSMTA29jlkaREREVDDqVwnCY83K47P91/DJRV/UqBRmnff5+hPw1Xnj8/XH1f0ftp1CrO8nKpMj7OhlnGxQGfDygsncV0IbOGuTqSGkcbpvHktoEhERERERlVb83xJZPb94D0qqx+fvRJOXV6rbWj1qBjWIiIiowBiN6PbBVHVzR61m6PPQx3azJfsiNeNEC/HZzs+Q8NXnmPTML7g8dwl+2VwNZrPrrNJL8SxBRURERERE5A4zNUjJrtZzcZBiTMGyw8twOT4VQf5meMOMivsjcalJBH7fV0Et8/7fiwFYGnvLGZJEREREBWLFClSOsmS4ZifN6zx06cDHv1vu76j3Nfwt1TLt1Ar1x5mY67gYl4JaoQG5/lspJT3F7TIGnQGDGg2CQW/I8fqJiIiIiIiKAwY1SHnxl70o7rac2YKRP01HtdRZiNHPxaADCzFlQ208PuZT6zKTVk/DTZXegslkYJNwIiIiKjgnTqBqwlW7SXfvXY0he9bgnvtm2U33MVfHHQcj0PJ/H6HpRUtJKlcG31ATs9cew7urD2PBmJtz9bfS0MVDMyeYgbbngB01ANj8WbR29Fp0D++e4/UTEREREREVBzyVnZSfdpwu9pkbnet0RnXfLup2kPEWTF8L9LQJaIjqvj3h4+3PLA0iIiIqWGFhCE5JQo/j29Xdt357D2+t+AA3ndnvcvHt9T5S1weq1nO7ygZVg9T1pmPRuPOTTZiwcBc++vMo/m/3Oew7ew0JKcZs/1aKCImAV0YEY8QeYPuXwH0ZFUZleoR/X+jSmuTuNROR1bFL8aj/4gpsOR6Ng+fjcD01vag3iYiIiKjMYKZGGbT20CVcTUzFXTfWwrWkNLyx8pDTMvHJaQgJ8EVxovfWo1ud7lh3APBBLST7RDgtY064DUaDGf6+3LWJiIioAF27pq6+WTzdada4zT9idsdhdtN6H96MVY06ZrnKauX8rLejopPw76lYp2UqBRkQUSkA4RUDEV4pEBGVAjNuByDAV48pnSfjgeUPqXJXcgKImL4O+LE5kK4zw3R1LEZ+tQNRb/TP7SsnIgALtp6C0WTGY/N34tr1NHRpUAnzHrqpqDeLiIiIqEzgyG9pZTSqWs9SGgF16wL9+gF6y8f9wLeWMwpva1oVLy3di+V7zjs9/IYZq7HiyS5oWqMcihPvU/GSp6Fu93vQcsajuGPfMixpPkjdlv9UBPv5FNk2EhERURn4O2vGDEBKXZqds1urJsQ4TaucaD+tVuwFNLt4HKsadbJOa10nFD2bVsXIm8PQtWFl9TdN1JVEREUnIlKuryQiMjoJRy4mYHuU83NULWdAhRQ/hCWOR0TMOcy7sQK+aXs7fvx+Eobv3YdNdYB0S+sxIson8j0Vfx+9AqPJqE7EIiIiIqKCxb+4SqMDB4A+fXAxJhET+z6J16c8hBoh/sDKlUDTptbFElOMqhmlrc71K2HjsSvq9oq957MMaqSlm9Bl1lqM7BCGsT3qF+ALAkwmMxZsO4W/Eqq7nN/ywnksaW65HZOUhpgky9mTRERERPlu40YgMtLt7PCYs04BjDi/QHV71u8fYGLfpzBuy0IM2/MHwicuty7nq/fGl6PaWu+X9/dBq9oh6uIoJjEVkdGWQIcW7JDrY9f8AX1vRFaGuog57Qaj1cUwbGj0uPXxKcZ0GPS6vL0PRGXYpYRop2kN3o3Ab6NXoWnlzP9zEREREVH+Y1CjNJ452KcPcO4c3u35BNbVbYtptz2Kz5e9gaP3PICG/22yLpqUasSu05llDZ7t1RBVgv2sQQ1vb9eNtn/ddRYNqwYjJMAHF+KS8daqwwUa1JD/dI9d8B/WHLzocv6QPatxx94/Mf22RwtsG4iIiIisOnQAFi4EUlJczpYOYJ1OpmNTvCVocCakmroEpiThnj2r0TFqN2rHXVLzep/YhlV126NJ9Zxlx4YG+qpLmzqhdtP/+eQl1H1uNk6H1sC2Ws0wq/sD2FWjEdY0sG88Hp2QajnphYhyTDIylh9ZAS/1bc/UZctZ9NH1wYmnTjBjg4iIiKgA8S+t0kZKTp22NP3+qVVvdZ3urcPXrfvjlVsfwYQvfrf2h3/1t4N2D+3WsAr+OZF5xtHh6N2Yv2eb3TKpUm1hoeU/z2smZF0XOr9MWbrfbUDjq8XTcWtGg85bjm3DX/Xbq9ud6lcslG0jIiKiMshgAIYMyXKRBZJpumoV6q7NbO4dkpygrrWAhnh/ySzsmb8UN91jPziaW23vfwEY/zoqn41D67OHVVDjSqB94ENcSUhhUIMoF1KMKZiydgqSUoyw5F9lmrrWjO+bncZLf76EGT1mwKA3FNFWEhEREZVuDGqUNtJDw9tb6jVZJ/kZU1RAQ7x7yhLQEOsOX7Z7qGRepKZnPm7B/i/xxeHVmQuY9ShvvBshGKHu/n54p3XWsUvxqF8lOE//OVh2eBlS0jPOeDSbUXF/JKKbRWD1ofIAnMsjbPlkNKrHZwZhtICGmNCzUa63hYiIiCg/eO/ZAyCzDM3Z8lWclvE3puCmU3sB9MmX59T/vATI+HPOC879PmyDGkSUc1vObMGbm99E67gpuGpp9WdVLwYYtg94U/cm+jboi+7h3YtqM4mIiIhKNQY1ShtpCp4R0DCkpSDFx4DAVPu+Ga4sGHMTalcIQKBvZvDAKyOjQ/4/3PYccLnCUrvHvPNb5n+Gb3t3A6Le6J+n/xwMXTzU+nwvrwcaxvbF+x0TcSX4Rng7nQcFlM8429GVykE8K4qIiIiK2KOPAq//bTfp0og7UTmwMrykybjw97csl19lSKdOtWtg3uhyFA5XDrcuMujUDiyr0xZX4lPz5zmJypjOdTqjhl8VVEsIhg5XcTmognVeOoDp64C1N1VRyxERERFRwWBQo7Tp1w+oXVv11Fj+3dPoOeZT+KVl/5/WTvUrqet72tXBtP87kDHV8p/tEXuAeUuA8IlZryPVaFINLnOjXY12qBJQBZeSLmHULmDGOnm+sWqeqzXOrJEI/6++xImYSESERqiBgcADZiSaLNtcI8QvV9tBRERElG/KOffJqDLv50JtYG4b0Nj1wTCcCqmGZaPb4jIzNYhyRXpl/JAyENN8ghB6PR6VEmNxsGpdNU+Xka3xY9rt7KlBREREVID4l1Zpo9cDK1eqZuGVLluagP9bs3GWD/nh4czGkf6+Onw/5iYMn7MVlZK8ke7XEH83fDfbgIZoOPn3XGdrbD+3XQU0dOnAWzYVr9wZNn6ICmRY/vtg8fSGE3hthaVPiF6Xu+AKERERUUGZM6pt4Tcw35d5M+TLT5Hk5QfsBd5adRiJKUY83yfrvxOJyIHRiC6f/B9ih/RA/atnkOYQvJBsjc6zlwGTPrH834yIiIiI8h3/yiqNmjZVvTV8/u93YCuwr1p9p0WkkXbVcn54486WTtkV3t6WbIc+R73xe9N3c/TUkVcSYTabYTLDem0ym5FuMqsqCHLbZDNfpsttGBsiJOUGdI7ywsaIEEwY8Izb5+jfsnpmyQYbjatbenr0b1E9R9tMREREVBiqlfcr9Abm7T/fgm2RV7HosQ5AeAVUNKYDe1eqeZ+sO86gBlFuMqIuXsI1/2CUvx6P677232tVzPfiRcty3dlTg4iIiKggMKhRWun18B3YH9j6u8vZX45qiwBf1x+/LiOo0eBqMFw9+vv/Z+8+4Juu8z+Ov5ukTXdp2ZuyN4qAIqA4QXF7OFHU03PdOf/Oc+HWc5x37nHuhec8QUCRIQoCsvcqe0Np6UqbpP/H75cmTbpLk3S9nvfI/dY3v3zbppH+Pr/P5/PJPbrssmfKfO5Jz8084ikn6XEt7yDd0aH0sdS9b6trSqHeei6wr4e/Ed2a67u/DlOv1qVLPQAAANSG//11uM5+eY65Hh0Z/kzSt8cP0h9b0jW4k6fuv91W3D/NcOP3N5r9Nzqu36ct3Zp7+nEY2buRMRrd/lbZLNE6uWfLsM8bqLOGDlXW3ffJFWHV2qZZap75vqTXlZK1QHec7sk6t951tydzCgAAACFBUKMBq6i/RXkBDYOl6I/Zfw2/vNSxh396Q933rdQTFxbo719Gmvvm33+KXIWF+mjeFrncxvM95zAyPnzrxtLc9t9XvH/G5hlq/t7nGri7UJnRcXrypD8HvO57X36j7EsuqPRr7t+uSaVjAAAAwqVfuyTfemQtlMdMjI7UST1alHv8zYWf6rKlGbr3G2nc+dLHAyRLYRO1z/tIXxXVrjrS8qJAfbJxX5aueW+B3r1qsDo3jy9/oN2u7Hvul56dpTZZuZrY66A65Elbkg5q4N4IWdu1k554gtJTAAAAIcS/tBq4+87oqad+WBOwb8WEURU+x5up4e/eGe/q6ZOuVucD25Vvt+riAaP19y+nm8cSYyIVHWnVXaOOvHxBcmITjZwxVQkFkjPC4gtqPDbtVfXes0kdMyV3ZtQRnx8AAKC21cWeX5HOJD0/LcNcf36q9FlfyV44IGCMw+kqleEBNDTP/LBGWw7k6MWf1uvflx5d4dj8Qs/vcr+caP1+qFCF0VKiI0KXHGzr6W9IQAMAACCk6t5fVgiqv5zg30pbuv3U7oq3V/yPbGuJfhUXL52q6+d/qWUvXqQTNy9WmwyXbBP/6ztuBDRq6szfD5oBDYOt0O3bf8XiyTpm5xoZbTcsM2aYjfkAAADqo8gybhypbaM2Jem9QVeq0z3fa1PTfrpsmdS04MaAMdkOo/Ux0LAZff8M1ir8mua7PL8T0TfeoL/3v9lcP6ppX9k2pnn6GwIAACCkCGo0cEZD7QsGtjXXf77zRN16ardKn2MpDPzD9a9zJ8r4t31ifk7RAIv08MO6fkQnndi9ec0n6XTK+vcHAnbNePMvWvDvccVfh3/DPQAAgHqoNspPleWO07r71g8l3KRXh15krl962VN6ZGaMLAosvZOVx00laPj2ZeWby2+W7Kx07E+r95rLqEibLrv8KXM9tfNgMjQAAADCpG78ZYWQevL8fpr5fyMrrg3rx7pkScB22wzPP9p93G5p0ybdF7dP718zpOYTNAIVu3cH7EpN36nmOYcCxz38MA33AABAvWWryi3gYXDLKd10zeqXzPUtye0Djt111gRZ3J6Lu14fztsc1vkBtWHptuK/PdxuT9ZGeZ4uKu9r9DA0+gMCAAAgvLiVpBEwykN1ahZX5fHWowZIv84z1//aPFeWDz8oPchuD16AwTjPxImSw+HZdrk059fP9Pr+Kbqx2WgNG3aJFBsrnXOO53UBAADqobqSqWFoWlCUgVtCXH6u+u5J07LWPXz73volTX8fQ0kdNB4n/GOG5txzcqXj1u4+LG/lXm/5KgAAAIQeQQ2UYokuDhx0O2WodJSnfFXIGIGKsWMDdg278krZdy7UoDaDjBpaoX19AACARhbU6NUsMEPj9HVzNa37UC1t3V0tsg/W2ryAcMpyOHXjR3/omQv7B+zfnp5b7nMK/YIXXy3eoWf+5HluJckdAAAACKK685cV6gz/RuHBaAJ+pL1ABrcdbC4BAAAaAmtdKVPjdGrwT4F9yt78+glzmRGToOyomFqaGBBo5c4MZeYVhOz8fR+eql/W79fxT/9cpfF5BS6l3jfZt337qd1lKfp7hZgGAABA+BDUQCl5zuJG4TG1FNQAAABoKKbcNkKvXT5QdcasWUrYtb3U7uM3LzWX+2OTA/bH223G7enSggWepZ/1ew7rtw37QzxhNEYZOQUa8685OvflX1VXHM5zBmyP7NFc3lAl5acAAADCh6AGKszUSImLqtW5AAAA1Hc9WyXqjH6tVWe4PDewPPzTGwG7e+z3NATPt0Wq956NeqOf1bxo63S7pY8+koYMkT7+OOA5p704W5e9/XsYJ4/GIivfE0BI259dZ7KqTnl+ZsB2fLTNVynXvywVAAAAQoueGiilW8sEv/X4Wp0LAAAAguzEE6WJE3VVnkN79uRpdKJDm16aoCYFvaR9niGpPTtq1J9O0uSvVymvwC3HPffJ6LqWcf9DejP5aN18Wg/1fmiq75TGBV3KhiKYbGEo19YqMVq7M/NK7Xe5C+V2F8riNwfjPZ5ZIlOjS3PP30rGW5+YBgAAQPgQ1ECFoupQQ0sAAAAEgd0ujR1rls2512+3a9pa6ecN5vq0zEhzXFLuYXN7b3aB9rTtpW96jtRHv2xW7v7AZuIZuQVqEkuGL4LH26silEqWjPrrSV318gzP70B2vlMJ0ZG+Y9n5xSV6SzJmSvkpAACA8CGogQpxxx0AAEDj4HQXX5QtcBWaDcWT/vuZ1G+MTrnuDbMsldd/VmcGPPf/vliqt8cPDut8UX85nA59t/Y7OVwOzw5XoRKUqM9XfGbUwjV3FeQbuUGxIe+RYSRjeN/6Fw1qr6XbD5nNw++YuFRvXTnINzYzt6DcTBIjAOP36wMAAIAQI6gBAAAAQLef1l2vztxortttFmnyZCXt22Vu+wc0yjJrXVHdKqAK5m6fq4v+e5Fv+6pVMTrvsk/109PX6/3eueY+S2ETtddHIZtDvtOt3AKXWiTYtfewJ7jSPiVGWw/mmOs/rtoTMH7Z9gzf+tKHT1eCvfhPacpPAQAAhBe1hQAAAAAo0q/saItEu7R+vRLzsqr03JaJ0SGcGRqa4R2GK7VJqiIUIatLun+29NueCO1MeEpWp9Xc3zGpY0jnsPOQJ3gytEtTc3n9iZ3NLPWYSGuZ42/46A9zeUL35kqKiQzot2E8j0bhAAAA4UNQAwAAAIDvwq6hX9skaft2NSnqqVGeAe2SfBd6gaqyWWx6aPgDKlShLl0hHYjtoc83WbWuWVedt66Zuf+OIbeHdA7b0z1BjUEdk7XxyTN17+ieZlmsHOch35iPln6oHz551FxG2TxBi06tt5vj/HlKWBHUAAAACBfKT6FMb1xxjNwUhgUAAGhU7h7VU22SYnThgFbSA9/IHpFSasyJmxZqVmdPr4F2TWK0dHsG/25EtXX7fb26HjCyNKJ0xrWP+/bfsDBay1pIqX+kSWoWmh4ekuavNxrbx2n1wd/16Yo5slvtiomM0bqDaxStPuaYbx+/U1/8d5/GnS9l9HxEMRqkx+ZfqOHdp+r0Lqf7zmVklvAbAAAAED4ENVCmUX1a1fYUAAAAEGZWS4TGH99JmjlT2rxZx1u26dr5X+v8lT9rzNX/Nsccs2ONL6gRf2i/rz8BUB3OdWv0n2+kNS2PD9jfMtumd76V9l+wXooeHJIeHkYEolf6OCnmEj03/14VLNxs7n7utOeUbZ2paLcnqPGXxUZQZZ+enyod1SNGTh0091sjAktU+TcbBwAAQOhRfgoAAABAoKFDpYkTFfn+e3pg/Aj1ufw8zdj9P93k2qx+l53tG7YtMsFcrthZ3EQZqMyujFyNj75W+xJGand8YDbQ8yPGafg2yd6pe0h6eBjGLZMuWeHpA+OOOCyLItQ5ubNuHnKzohMX+J732Cl3mMuWOVJybpwKI3LVPLa5Tux0YsD5LfTUAAAACCsyNQAAAAAEstulsWMDdqUa5akkLdh8UHp9rrnv2C7N9VtautbtyZLLXWhmegCVeXLyGnN5x9n/pxvmfRFwbGaXwUpLbqN+cZ2C2sNjwgkP6crvrjYbkw/fPlJPnXyeeSzClSeXrVATRjykaFu0jm81WEsPeJ63Nbm1bj7nbk3qdYLnPIUuDW41xDxfgAiJmAYAAED4ENQAAAAAUGWDOxXfWX/jyC568ad15nqWw6mkmEjVBWX1UCjJ6KFwTo9zZLfZwzo3GOkRnnJl/XetU3pMorn+l54uvbnGU9bpvCtf0Ncv/1M644GgveRFm+P1cLo0bItFT538f779F6/I09wO0tgt8dLR0qVfblCbggv1Q78vzePegIYhJv+gLv56nXSFSmVq0CgcAAAgfAhqAAAAAKiW7/82XNGRVkXZiqvZ1qWgxqwts0r1UBi0U1rYxnNXvdfUcYENnxF6Rpmm3D37zPU2mfvMoIbV7VLvJsVBgczoeN3V/0LfttGI3lLDLKD1C6bokRnSqtZXBuyfMMul39pJ6+N+UN/zLlS/fdK5vzv0Q7/S5/jyowcV0S2m1H5PTw2CGgAAAOFCTw0AAAAA1dK3bZK6togP2Dfhu5WqK0o2cjZ6KCx4S7p8WcXjEHqfzt+mn/a6zPXYYwdpz4DBirNFKCJCmtSluDfLora9fOv5rpo3ot+ULCUWnKDPjvpTwP4u6dJlK6SNyZ7tHsldFeOSRq39LWDcBcunq/e+7eqeUrrXR4TZU6PGUwQAAEAVEdQAAAAAcMRiozyBgWmr9qiuMBo5N49tZq4bPRQmzPDsnzDTs21oUUbDZ4TeO3M2+da/OmTX0lybMt2eP0u7XxXYx8XL4ax5UGPn4DN07xm3qHnWQU1/63rffiMWYZzddvoZktMp2++eRuEvff+cXv/qCXP96w/u0AuTXzSTfGy/zzfHlczUIKgBAAAQPgQ1AAAAAByxZy7sby4HdSy61T0Idmfk6beN+4/4+UYj56eTPeWnLl0hfdVvnG4+9x51TpcuWeEZ83TKxaUbPiNo1u4+rBd+XGeWm/JXWTP5W07pZi57tkrw7cuvYVAjPTtfH02PlMti1evfPKnOB3f4jhmziSyURi/NkmbNkvZ73nfRznyNXj9Xm585S0fv8vSNMe3b5xkXgJ4aAAAA4URQAwAAAMARO6t/a0VZLUosp5/Gqp2Z+nVD1QMUezPzdOFrv+myt37XY9+v0ndLd2p+2kFtO5gjh7MozaIKTpiyWq0OSw/NtOjl4y/RpJ4jlHrP93p4RoRaZ0ojflhV5XOheoxAxqh/zta/pq/XlgM5Aceslor/BL3jtO6KibRqze7Dvn3V+bmX5HS59bdPFml7gVWP/PSGjtmxxgxkvD/xIf309g2e+VoiZJ3wqJSfX7WTulylMzWOeIYAAACoLm5NAgAAAHDEjH4CTWIjlZ5T9gXhM//1i7lc+/ho2W0V97DIdjg15Mnpvu135qSVGpMSF6VWidFqlRStlonRap0UbW63TPKsG/sSo23ambFDn0+UkvKTAp5/2vX/0+efnqWdPbar6xF+zajYYUdxeSZXqUyN0uOHdk4xwlm+7dwCV9DKTz07da3mbDygyxb/oMuXTPHtPzFtkW89wl0obdokWa3SxImSw+ELzqSlpyk1OdV8n5vsdunEwLJllggyNQAAAMKJoAYAAACAGjECDfsOO/TGrI0a1aeVDuc51a9dYDDhg9+26LoTOld4noPZgYGRL28cqt0ZDu3KyNWezDztznRod0audmfmacP6rHIbSBt3+kcPfEA9m23TwdjAeRiO3W7VW5e21QlH9NWiPA6nQ1+u+lIT/9gqqZ+5779PXq3NJ6VIFotcbovW7D691J+hN53YWQfX7C3/vAVHFtT4dskOvTl7k45pn6RHjj5RuuK48gd7gxXGsogRxqj4HVs0LkIy4iIAAAAID4IaAAAAAGrEyI5Ys26fnvphjfkwPHZeX10yuL1vzBOTV1ca1MgrcYf+MR2NO/jLZtxFbwRBjACH0YPDWO7JyNOuovXNGw9pRcsuOhwdX+q58zr013FJnovuCJ652+fq8q8vV8fc7337xny6WL/8slE3nS01y/8/xblK/wlqt1VckupIyk+t3Jmhe75cppaJdr12xSBFJUYrVIxMDTqFAwAAhA9BDQAAAAA1MqBdkmat2xew78FvVmhHeq5vu22TmArPsWhrui549Tff9q/3nlzheKMcUNN4u/no06ZENobTqcJul0ibNys30q7VLVI1YOc6XXLZU1rYro+uvPgxpb31N+mu5yUbfxIFy/AOw9UpqZMKi3/sunf03/TYtH8rqmCjYl0jynxeZFk1qWpQfsoIdv3lgz/kdkuvjTtGLUIY0DCQqQEAABBeNAoHAAAAUCPtkmPL3P/lou2+9SuHdqzwHJe+OS9gu7IgSIXmzFHE5s1m+aDYAofZHNpW6FbbjOLAS0Ramly//GJmfCA4bBabHhx+f8C+Fa266vwrX9JzU20qlKdXRUmR1qJ+FX7lzPzlVyOoYTQG/+sni7TjUK4ePbePBnZIVqiZiRq0CgcAAAgbghoAAAAAaqRtctkBCKPPhldld7I7/QZcX0mZqkoNHiy1aFFq999nvONbf+CcO9Rlao6en7auZq+FAJYfiptx+0t0nVZuUMNo+u7vP1cNDtg2yotV1dM/rNFvGw9o3HEddMmQDgoHs1H4kfcyBwAAQDUR1AAAAABQI8mxxXfWf3LtsWWOcVeSEXFc55QyAxxHZMECaW/pxtMtstMV58gx1z/q5Slv9fKMDTV7LQRwrV8ne0Gejt+8NGD/w6ffrC4H0nzbQ1I9P+9RfVoqKSYyYGy/toHlxO7+clmVG4O/PSdNgzsl66Gz+ihcIqrw/gYAAEDwUEAWAAAAQI30bpOoBLtN15/YWcd3bVbmGFclgYoWCcV368fba/hnytCh0sSJkqN0ZkD2isBSWc3iA0sdoWYyOgyWwxmt3zoN0KZnzta1Fz6on7sOMY8N3rFPm5tK8we79dd9pX/uXlZLYDkqg1EmzOijUp4VOzJ093+XqVVitF65fKCiKmk+HvRG4QAAAAgbghoAAAAAamz5hFEVHq8sqJHlcJrL8UM76oYTu9RsMna7NHZs2cfunVSlfiA4MvaM7lKcZ92iQr36zVPq+X9fm9tf9Pe8R5LPGqUBP23Q/M0H1SGl7O//rLtGauHmdN35hSfj479/bNfYQe3LHHsgy6HrP/xDRrLEa+MGlhkoCX2jcDI1AAAAwoWgBgAAAICg+vDPQ/Tn9xYq3+UOCGo4nA59t/Y7OVylMyh+XOVp6Ny362pZLN2M+/VDMrc3rjjGvADulZFbEJLXaZTy8pS/dKV0fD/frmhX6e9vZKFbd4/uqb5tk3RW/zZyuzwBLX8dm8aZD29QY86G/WUGNTyNwRebjcGfvbC/jg5DY/CyMjUqC9oBAAAgeAhqAAAAAAiqEd2aa9WjozQ/7aAcTreufm+BXIWFmrVlli7670XFAwulQTulhW2kjvre3GUcnzpuqk7vcnpI5tYs3l5mhgiC4PXX1TKzqK5UOaxulzku8rbbdO5Rbc19xq7K+Ded9/fk5DWau+mArjiuoy4aXHYmR6gZ5bJcToIaAAAA4UJQAwAAAEDQ2awWs7/G1gOextxud6GsEYHZF5cvlYbvvFCFti7anyg5ItaY+0uOC6aBHZoEbGcT1AgKo+fFzgsvU/K2XHP7+ZzFKrz+eu3NDmzYvtA5R7rmgRo1o/f6atF2/efXNA3plKIHz+qt2mJkatS4uT0AAACqLHzd0wAAAAA0OpaivziM8jwndjpRzWI9jcStLumqZT319ElXa3/iCea+qMKuah7b3BwXKkaz6eWPeLJAUuKilJPvMgMuqJlzXv5Vw15ZoCmDR5vbsdf9WRFG5saHX/nG9GyVoOQXnpUSE6t83m9vHmYuu7dMKNUY/L6vlqt1Uvgbg5eZqcF7CAAAIGwIagAAAAAI6QVfg1F+ymax6ZkmnvJTly+T3jju6oCxeZbleib5YnNcKCVER2rz02N0Ss8W5nZ2PtkaNbV8R4a5/HbJTnPpH2T45uZh+vjaYzXlNk/wqjpiozxZOzl+PyNfY3Cj4tW4Y9Q8IbCkWLht2Jtl9vQAAABAeBDUAAAAABAy1ghPUMObDTFi6mq1PCz940dpQfs+AWMtjqc1YuqqsM0tzu4JnmQ7qtDUAdXiH9Q4qn0TDevqydA5kjJmhjdmbzJLXBW43Lr5k0VmEOGJ8/pqQPvAcmK1IbfA8/6hlBkAAEB4ENQAAAAAEDI5BVnmckbaLN34/Y36v6Z/6Olp0qdHXVJq7MQvsrUzY3vY5hZfFNSoS83Cc/Nduv/r5dqbmaf6LKooGFFTtqJMH8OKHZl6YtJqzdt0UOOHdtTYQbXTGLw8mXkFtT0FAACARoGgBgAAAICQ+WzlJ+Zy6+5O+njebjXZnamrlksvjhhXauzwbdLygW1rIVOjdFBjweaD+s+cNIXbW79s0ie/b9XwZ2aoPgtWjwtv+TKD0RT8vd82a0hqih6oxcbg5Xn31821PQUAAIBGIbTFagEAAAA0an8eeI1enzzLXE9xXqt///BNwPEJP76uh0+7wVw3Ll8PjQ8sSRVKcXZruT01xr4+11xedmwHRUd6xtWUw+nQd2u/k8Pl8OwoLFTTlWk60CfV6GBu7lq2O15SpPJdbtVnkUHK1PD21DB8vXiH2iRF69XLBwbt/MFUHH4BAABAKBHUAAAAABAysZHRAduJBTIbPHuNX/S9olwF6rZ/q7l99L8+l+59UbKF/k+VuKjKe2qk5+SrdVJMUF5v7va5uui/nkbpxjfhwVnSozOlcedLH/eXUgpuUGRhZ0XLk4XgchcGZCrUJ/YgZWo0iY3S3aN76Nkpa83t1684Rs3ia7cxeEkPntVbj32/Sn3bJtX2VAAAABqFund7CwAAAIAGo+RF+ReGX67Ue74314/bssxcXrp0qgbtWG2uR+zbJ83yZHbUZvkpr/Ts4PVJGNxmsFrEtjDXr1ziCWgYJsyUIl1NlOA6S9Hu4rJKs9btVX0xoF1SSMpPGa4b0dm33r9d7TcGL6ltE0/gzl3oH64DAABAqBDUAAAAABAylqKySl7/Gnapb31Ni05lP8lVfuZEuMpPeS3amh6011uwc4H25uyV1SWduWmo/tdzhLm/S7p03prS4+esP6D6ouTl/GAGNYxSU7PvOklLHz5ddfk9TkwDAAAgPCg/BQAAACBkKiqfdNTOdebF8CWDO+joW57w7LTbpRNPrDOZGg98s0Ktk6J1Sq+WNX694R2Gq5lidcbSXN1z5t/NffviknX6ut90+zzp0i6B41sl1Z0yS6X6gZSwLzsh4M/LYPe86NA0VnWVN6hBpgYAAEB4ENQAAAAAEDIVtYR4+8tHzebKhWedJY0bp3CLLwpqZJXoqZFXELj9x5b0oAQ1bBabzt/ZRHfOsWl2L8++R0/9i/k4bZ2nMbm/Nk2C08ujMsu3Z6hri3jF+DXlrrAfiKFQOmZnlFa27KM822K1zvu3opQakkyNus5S9KUaPVAAAAAQegQ1AAAAAIRMRBmlpL59/3bZ3E7ZCt3m9tEvfyHd/1JYmoP7Zx7M3DJVUoz+2LFcHy2b7zu2cbcxDyPzIPhZB7csi9FzJ15dav+P3YeW2heOi+Qb9mbp7JfnmOsvXDRAFwxsV2rMu7+macuBZLMfyL6cvWZ2zbhl0i/dv1LLAmlvxBOKKiwOaBiigpypUZdFUH4KAAAgrAhqAAAAAAidEk2/U3IyNGD3+oB9vubgp5wStmkZmQc3Tr5a7fWZpqyfqU82v6xBO6WFbaSW+c8qWsUNu0u0BTlyTqf6LN+lH08sHcAoS4Er9FfJD+Xk+9bvmLi0zKDGhP+tMpd7o/fJSK0xeoI8NNOi07p7jjfNv7nUcxpTUMNK+SkAAICwIqgBAAAAIHT8MjXaZuzV1P/cXOm4cDD6W3Ro0lKFu6UE12idufplvfeNRYNuekDp8cUBDcPujLzgvOhHHykiO8e3+a/vntUt59xd7nCX25PJEkpOd0HA9ktzPlb3rRt1oE+qXzQn2fz/jpFttKVghy5dIf1zxP/5nmNVk1LntVRUd6yB8fbUcBHUAAAACIvGc/sMAAAAgPDza/o99bhIxb/zpvThh4GPiRPD1hzcv7/Foyc+4Nu+fW6iZqcerfT4IaXGfrZgW81f0OmU7rsvYFff3Ru06oULdeucT3z7vvrwTt3TPTIsmRqTlu3SJW8uDNg37fUXdeoVj+qDF97R1V/eo/Ff/dV37IrsvrK6pUdmSJN6nRDSudUn3vjNkVQLW7LtkO77ajn9OAAAAKqBTA0AAAAAoWO3+1bjx4e/GXhFLtocrweL1i8YXxxYKMv+LIeaxRd/LdU2Z460e7fyLcV/grXMOqjYAodu//UTvTT8MnNf6rWXq2BYf2ndH3K6Qpup8fyPa0vtW9lugrrd5Vlv65DSbW/7jh29J0a3bJdWtRoR0nnVN96slMIjyNQ475VfPcuj2ujYzk2DPjcAAICGiEwNAAAAAI3S+gVT9Od5ZZd/+tvsGwO2f990sGYvNnSomZGS+5/3zM1Lm+Rp8VUjNe586dfrRvuGxdx1p2zRUea6M8R37zsKKg+aRCjWt34wyqb7fonS3869x7cvMS/Lt35e7i9qjHzlp2rw82pM5boAAABqiqAGAAAAgEZpU7J0/2xPE2x/z/zwkm6bt01/bzLNt+/mTxbVrESQkbEydqyyzr3A3Izt20vD3pisW/89X8e/MVkz/2+k3rziGEXHx8pm8fyZ5nCGNlNjx6HcSsek5BZnD8RmW7UnsX3A8WsXfONbP+1A6e9lY1CT8lNeVoIaAAAAVUZQAwAAAEBITbv9BP10R3h7ZlSF5fTR8r8Off6Kn7X0nxfromU/yggntDkjsG/EM1PW1Pg1cxxOcxkXZVVERIQGtx1sLjs1i9PpfVqZx2xWzwXupdsOKVw+/OSsMve7I0f51lus2qNIV3Fj8Z/eukHXLvhaH37+gDY+c7a6L9yoxsj4+R1p+Skvq3EOozH8++97lgAAACgXQQ0AAAAAIdW9ZYK6tohXXXPGkizZCqU/Lf/R3H5+0otKcmTLuEQdWSiNXpqlE7o3943/aN6WGr1eXoFLT0xeba7H2stvb9ipaZy53HvYoVBKbeZ5nbiIAg3fJk2Y9mqF4zPzInTv6Ft8210Pbjd7gozYvERWFarp1u3m/laJ0WpMvFkW7hoENRzOAm2+7Ezpqqu0+fIxcro9wS8AAACURlADAAAAQOPjdMo64VEVRkTouckvafMzZ8nil7dRaIkwjx/TLtG3LyffFXCKnHynCqrRzPvT+Vs1c+0+X6ZGeWKLjm1Pz1EoeYMPC7oeNAM54xdPNr8PxmP+y6Wbut9x1p1a3Lanuf7Az8UNxA2FEVJKQrQ+GTdAU28PzHBp6LyVo2rS1/2yD65Txsz15nq7z6eoz9MdtWpf4yznBQAAEPSgxuzZs3X22WerTZs2ZprtN98U11Atz8yZMzVw4EDZ7XZ17dpV773naY7n5XK59OCDDyo1NVUxMTHq0qWLHnvssRql7wIAAABAuebMkdLSFFHO3xwRRoOETZv06szySyr1fmiqxr4+t8ovmZ5TXLopNqr8TA3j76zmCXYVuEL791Ce06WWCXbFPvG4Gdzx1yS3uAF4WdwlxkcYU927V8fv36CkmEg1xkbh1c3UcDiLM3Gcudfp3Kv+JVeExcwemvjSTo198Xh9tuKzgHEAAACQyv+XdDmys7M1YMAAXXPNNbrgAk+Tu4qkpaVpzJgxuuGGG/Txxx9r+vTpuvbaa9W6dWuNGuWpz/rMM8/otdde0/vvv68+ffpo4cKFuvrqq5WUlKRbbilObwYAAACAoBg6VJo4UXJUcMHYbpfjj8BdHy39UPalW3XXqqPM7SXbDumLlV/onB7nyG6zl3uqlTsz9K/pnjvxDRm5xQGOsrRPjtGirYeUmVegxOjQBAnyCtyKduV7gjsljkW5nWa2Rk5kjDKj43TO+H8GHP941FX6y98uKN0M3fi+NjLe+E51b8qbu710QGzMVS9p8rt/U+/90gZLhi798lLNGD9DIzuNDNZ0AQAAGl9Q44wzzjAfVfX666+bGRjPP/+8ud2rVy/NmTNHL774oi+o8dtvv+ncc881gx+GTp066dNPP9X8+fOrOz0AAAAAqJxxAX7s2MrH/TEpYPP7x27UNUv7Shd6ghqGi/57UYUXnr9evF23f740YF+nZrEVvqyRqWHo/8g0bX7a83dSsDkKXIqOjw0I7hgX5tPS05SanKoWRVfrd0ZES8sDn3vDWUdJQzqEZF71tadGdctPDe8wXNLUgH1rWqRqb3xTtco6oJemSI+ck1A0DgAAAEcc1KiuuXPn6tRTTw3YZwQzbrvtNt/28ccfrzfffFPr1q1T9+7dtXTpUjPw8cILL5R7XofDYT68MjMzzWVBQYH5qIj3eGXjACBc+FwCEC583gDV8+R5vXT/N57m3oblHf6jiJUvBYzpldJLx7Y+ttzfq4kLtpXaN7hDUoW/h8O7NNXUlXuC+vuamVugy/+zUHeP6qYRXZspt8Cl+PgoFZx3XsC49kY5JL/tKCOrZPmMgDF/Orp10OZV3z+X3E5PrxWnyxmUr+GN48fqvl/e15VrpMOnD1ahq1AFrvr5vQHqmvr+eQOgYeEzqbSqfi9CHtTYvXu3WrZsGbDP2DaCELm5uWYPjXvvvdfc7tmzp6xWq9lj44knntDll19e7nmfeuopTZgwodT+adOmKTa24ruevH788ccj+IoAIHT4XAIQLnzeAFUTZzTI7ittyIzQd1utyo6K0w3n3SdvT/Gm9kI91OEpTZsyrdxzROZYSrUznD5tqq9sUVkiCor/XJs8eXJQvpb5eyO0ZrdV17y/SC8e59TuDKviCnMqPb8nAyHwT8dgzakhfC7tNvu527Ru3QZNzltXzWeX/pN80tAxOuqm0eZ69xB9r4HGrr5+3gBomPhMKpaTY/7DqvaDGlUxceJEs9/GJ598YvbUWLJkiZnJYTQjHz9+fJnPue+++3THHXf4to2gSPv27XX66acrMTGx0oiP8WY57bTTFBnZuJrYAaib+FwCEC583gDVN+/tCXpj/b8k+6fmtquwOBpxMC9DTXeu0bHXPlTu8299sHTAY8yYMyt93ceX/mT2vTh62MlqnRStmspfslMfb1xhrh8z/GQVzputAV3b6swz+1b63Dt+D/wazjyz8vk3ls+ltP3Zemrpr+rcpYvOPK1b1Z/ocOjWubNK7b5w9lc689nPzLhZhMVi3CnoKZcGQI398wZAw8JnUmneaky1HtRo1aqV9uzxpE17GdtG4MHI0jDcddddZrbGJZdcYm7369dPW7ZsMbMxygtq2O1281GS8Qao6pugOmMBIBz4XAIQLnzeAFXnXrtSr391WFdcFri/SW6mcm12udauqNbv08IHTq3SeCOgYTjhudlqkxStlknRapUYrVZlLFsmRis60lrx+ZzFjaw3H8wzl+2S46o0l1N7tdBPq/f6tkPx+VFfP5eivHO2WKo3/1dekVQ6CJJriVRkbq65/kfbnlr00n913d+vCtp8AdTfzxsADROfScWq+n0IeVBj6NChpdJljQiUsd8/rcRi3IHixyhD5XZXs9MaAAAAAARZdNeeGrJN6rp/qzY0K26O3W/Xes1JPVr2Tr3Lfe7bv2wK2O7SPE7N4qt3133PVgmKslm0Iz1XS7YdUmFxbCJAcmykGdwwghxGZoe57g1+JEXrTb+53Pb5Et9zqiIhmj+0y2MpqiPmLu8HU55rrpGe/KXU7u96DdRlS6TueXG6cNxz0mHpkrwCfgYAAABHGtTIysrShg0bfNtpaWlmuaiUlBR16NDBLAu1Y8cOffDBB+bxG264QS+//LLuvvtuXXPNNfr555/NclOTJk3ynePss882e2gYzzfKTy1evNhsEm6MBwAAAIDaNCium4zL1j+9c5O5vaJlF7XN2KvHT/6zCiMs6hPXtcznFRYW6vFJnibj3VrE68c7TqzW67579WBNW7lbT5zXTxaL58J5gcutfYcd2p2Zp90ZnseezDztMtYzPeu/bTygfGfFN4gdzM43l8t2ZFRpLtai1/d+LSjm7Y1S3ZjGBysPlrn/YEy2Ose1k2ZPlT5IM/cZTd0JagAAABxhUGPhwoU66aSTfNvevhZGmaj33ntPu3bt0tatW33HU1NTzQDG7bffrpdeeknt2rXT22+/rVGjRvnG/Pvf/9aDDz6om266SXv37jV7aVx//fV66KHy69ICAAAAQMg5nbI+9rgKIyIUUXTVuu+ejeYytsBTwin3Hy9q6jExyotwep5TWKjE5Zu1uLkR7PD0+0vbf1gOp0N2W9WzNE7q0cJ8+Iu0WtSmSYz5KI8RTDmUU2AGOowghxHs2J6eo1dmeObtb0y/1lWai80vqHFC9+ZV/hoaA2/Ax+WuXlTjoW9XltpXELFdbaPbyrYxTbIZf657ghp5+VQxAAAAOOKgxsiRI81/JJfHCGyU9Rwj+6I8CQkJ+uc//2k+AAAAAKDOmDPHSE83MzVKis33BDWGj5mgNi9eoFmpnv3jlkrNHbfrq36egIbB6Y7QrC2zdHqX00M+5YiICCXHRZmP3m2K59CxaZw6NY3TRW/M9e0b1DGl2pkafquoSfmpMrRJ6KC9mW5tTM9Tl+bFGTH5LleNzw0AANBQhLynBgAAAADUW0YvwIkTJYfD3DRu8EpLT1Nqcqri9sVIe6V8W5TmtrMo1jlMTq1TM8e5+rpvcXa7lzWi4kbeoXbRoPbm0m6zyFFUnirWbq12UOPmk8out9VYeb81QYhpaF+m5+dyyvOztPHJM337vT8vAAAAENQAAAAAgPLZ7dLYsb5N4/p156L1FvO3Sl8t96zrWVkLeprrX/cr+1QndqpeT41Q6dk6UUu3HfKVs6qKApfniv3Qzk3VJDYqpPOrb4zMmCMpP1WZng/+4FuvrEcKAABAY1K1f8ECAAAAAAL497WwOj0BjZJaZe72rdssdeOesi7N4qr9HO9F9Sgbf0KWl8VS3fJT0ZGWKgWSDAQ1AAAAivEvUgAAAAA4Ai0SK2/6/dHnj6iuefS8vrrjtO5a8tBpVX5OgYugRmXlp6qbqPHn4Z4mLJcO6eDb948/9S9zbH7R9x8AAAAENQAAAADgiHRuFq/+7ZLKPX71wm+VenC76pp4u023nNKtWmWkyNSovPzUjkO51SpB5U3s+MsJ3oJm0p+OaVfmWDI1AAAAivEvUgAAAAA4AsYF/m9vHlbmsc3PnKWHp7+l2m0NHjyrd2eay+3pubU9lTpbfmr2un269K15VX6eNwBi82vCbgRITunZotRYghoAAADFCGoAAAAAQA3v0q8Sp1P1VcvEaHPpd/0dRax+74H5aQerHdTwBkW8Xh03UH3bJgbso/wUAABAMYIaAAAAABBEo9b+VvaBOXNUXz11QT/ZbRb9/cxetT2VOifSGhiUuPfLZXJXoQyV0y+oMeW2EfrpjhPMbbvNqu//NiJgrINMDQAAAB+CGgAAAAAQRAdTm2vc+dKc60ZL772nk+ILdF3LAmnoUNVXXZrHa+3jZ2hQp5TankqdUzLT4rMF27Rm9+FqZWr0bJWori0Syh37wNcrgjBTAACAhsFW2xMAAAAAgIbE2vNY3XrnfA1qM8ioT6V3a3tCCHsJMqe74syKuRsP6Is/tpXqqVEeyk8BAAAUI1MDAAAAAIKgd2tPH4R2ybEa3HZw9fptoEEpcJVffurHVXvMhuJ5BZ5AhaUKQY0hZMgAAAD4kKkBAAAAAEFw3Qmp2nfYoXHHdaztqaCWeUtLleX5aWsDtiMt5d9r2Kt1ojbty9L29Jygzg8AAKA+I1MDAAAAAIJgV0ae/nJCF8VGce9YY+esoFxUyX4bMVHWMsete/wMTfrbcLNJ+M6MPC3cfDDo8wQAAKiPCGoAAAAAQBAc3T65tqeAOqKggkwNf+1TYso9FmWzBJSmWrkzMyhzAwAAqO+4hQgAAAAAamDB30/VlgPZGkTfAxRxFLiqNG7bwdyglLQCAABoTMjUAAAAAIAaaJ5gJ6CBAOv2BJaYCgZ3IUENAAAAA0ENAAAAAACC6Llp64J+ToIaAAAAHgQ1AAAAAACo4ywRxf01AAAAGjOCGgAAAAAAhEC/R6aq072Tyj3+15O6VvlcNr+m4QAAAI0ZQQ0AAAAAAELgcJ7TXObke5YlXXdC5yqfi+JTAAAAHgQ1AAAAAAAIIZe7OCQRZS3+Mzw6sup/kucVuIM+LwAAgPqIoAYAAAAAAGEIahQWFsr4X1kBjvLcM7qnuXxmypoQzhAAAKD+IKgBAAAAAEAYghpLth1Sgas4qBFRhebfo/u2CuncAAAA6huCGgAAAAAABFG83VZmUOO1mRt9+565sF+VzmW38Wc7AACAP/51BAAAAABAEDWNj9LujDzf9o5DueYyy1HcMPziwR2qdK4qJHMAAAA0KgQ1AAAAAAAIIqerUP9butO3/V3R+m8bD5jLe8/w9MmoilaJ0SGYIQAAQP1FUAMAAAAAgCDKd7k1a90+33bnZnHasDfLt33ZsVXL0vD23TiqfROCGwAAAEUIagAAAAAAEEROl1tzNuz3bUfZLPpx1R7fdkKJnhuVibRGyOl2B3WOAAAA9VX1/iUFAAAAAAAqVODyNAb3uufL5b71k3u2MLMvqsNmsZQ6JwAAQGNFpgYAAAAAAEFU4Co/q+Liwe2rfT6bNUIuN0ENAAAAA0ENAAAAAADCFNRIjI6s9vkirUamBuWnAAAADAQ1AAAAAAAIooqSKpJiqh/UsFmMnhpkagAAABgIagAAAAAAECaJMdVvbWk0GjfKTxkNyAEAABo7ghoAAAAAAIRIu+SYGmdqxEV5AiE5BS4F228b9yvb4Qz6eQEAAEKFoAYAAAAAACEy/c4TdXrvlr7tuKIARXVER3r+dM/LD25QY9HWdF321u/q8/DUoJ4XAAAglAhqAAAAAAAQJEb/C392m9Vs9O1lKXG8KrzPcRUGt6/G3sw83/q8yb9KQT4/AABAKBDUAAAAAAAgSPwDGNcMSzWXrZKia3ROa4QnqPGPqWt1wau/KliMXh1el8w+pLsffVlON6WoAABA3UZQAwAAAACAIIm0RpRav3pYpxqd01qUqfHVoh1atPWQ/tiSHpSm4TPWbwjYnpjbWd1eSNWqfatqfG4AAIBQqX4xTwAAAAAA4PPpdcfp0rfmlcrUmJd2sFRGxJEoWbLqwtd+U1yUVQM7JmtQxxQN7pSsozo0UWwV+3U4nA59veZrffhrQqljw3/brhGuEXplzCs6v+f5stvsNZo7AABAsBHUAAAAAACgBoZ2aaomsZE6lFMQENTwZlNEqPp9NMoqP+V180ldtGBzuuanHdQv6/d7xlgi1LdNogZ18gQ5jumYouYJZQck5m6fq0u/vFQd9X2pY4/MlD7te9A8PmP8DI3sNLJGcwcAAAg2ghoAAAAAAARJpK04AGEvytCIKgp0tEuOOaJz+sc0ujSP012jeprr+U63VuzM0MLNB80gh7Fcuj1D78xJM493ahrrC3IYy87N4hQREaHhHYYrJSZFyi39Wl3SpUtWSFOOa2qOAwAAqGsIagAAAAAAUEOn9mqp//6xXb1aJWrbQU+0IDrSai6TYiP1/d+GH3FQw11Y6Fv3zwQxyloN7JBsPv5yglRYWKiN+7KLgxxbDppzMh6GlLgoDeqYrMGdUjSm9V8121MdK4BL0oSZUuurL5PNwiUDAABQ9/AvFAAAAAAAauiJ8/vqquM76f6vl/v2+ffS6Ns26YjP7S6Oaej207qXO87IwujaIt58XDKkg7lv7+E8/bE53RfkmL5mr6at2iNpSKnndzmwTdaibI0np0dIZx/xlAEAAEKGoAYAAAAAADVkt1nNwMWGvVlBP7fbL6oRG+XJ/qiqFgnROqNfa/NhyHY4tWTzAf3zqY+1oFUPtTh8QHsTmprHnBbPuY1Xi/zoY+m55yUblw0AAEDdUnzbCAAAAAAAqJGnL+zvWz+qfZOgnNO//NTxXZrV6FxxdpuG7Vqtie/fqftm/EdffnSX5r88Tu0P7ZazqNyU2cLjwAFpzpyaTh0AACDoCGoAAAAAABAkLRLsvvW/ndwtKOd0uYvXrRa/ruFHauhQRXz6qa7fMFNbmuzVHacf0iF7uvbFWfWrUbUqJUX69FNzHAAAQF1DUAMAAAAAgCCx+QUdghKAKJGpERR2u3TJJdIvv+g4tdNvHaR9cU7lW206Vu3M/eZxYxwAAEAdQ1ADAAAAAIAgCVYgI6RBDa/evWXbmKYJR92uQrkUbY01t439AAAAdRVBDQAAAAAAgsRmCf6f2c6iRuHHdU4J+rmNRuDjxj+voe2GKMIaTWNwAABQ5xHUAAAAAAAgSGzW4GdqZOU5zWW8PVKhEBERoWZxTeR0+zXvAAAAqKMIagAAAAAAEIKeGsGSkVtgLpNiQhPU8GaYFLgKVRiqUlcAAABBQlADAAAAAIA63FPj1lO7KdIaoetP7KxQZ5i4ikpdAQAA1FUUywQAAAAAoA731BjYIVnrnzhToeTNBjH6d9isIX0pAACAGiFTAwAAAACAILGGoKdGOPyyfr+5nLRsV21PBQAAoEIENQAAAAAACBK7zfNndlTRsr55YvLq2p4CAABAhSg/BQAAAABAkDSLt+uFiwaoR6sE1UcHs/PNZuEREfUz4wQAADR8BDUAAAAAAAiiCwa2U30Tb7cpy+E01/dlOdQiIbq2pwQAAFCm+pkPCwAAAAAAgsbm1wvE7a7VqQAAAFSIoAYAAAAAAI3cq5cP9K07iWoAAIA6jKAGAAAAAACNXI+WxT1A8p0ENQAAQN1FUAMAAAAAgEbOZim+POAgqAEAAOowghoAAAAAADRyfjENghoAAKBOI6gBAAAAAEAjZ7UUNwp3FLhqdS4AAAAVIagBAAAAAEAjZ4koDmrku8jUAAAAdRdBDQAAAAAAGjlbQKYGQQ0AAFB3EdQAAAAAAKCRs1ktuveMnuY6PTUAAEBdZqvtCQAAAAAAgNrXuVmcufxly1ylK6fccXarXef0OEd2mz2MswMAAPAgqAEAAAAAAGSPtJrLd+eu0d5Ff/fsdEtjV7fUFz33SJ7Dpu8v/V5juo+ppZkCAIDGjPJTAAAAAABAWw9km8sY9wDfvv+bN0jzO7+jq1ecGzB2zf41YZ8fAACAgaAGAAAAAADQqL6tArajCqQURx9zfUfyqea2wRJh0c1Dbq6NKQIAABDUAAAAAAAAUouE6IDtl6ZIlkLP+trmqfrnFM/61YknKtoWOBYAACBcCGoAAAAAAIAAMY549dnfT68NHevbd+1iKTpfuvWTTbU6NwAA0LjRKBwAAAAAAJhaJ0VrV0aeWrg/01/PPRxwzOaWpnwkRUZl1Nr8AAAAyNQAAAAAAAAmu634MkFGTELAsX1xTXTCVmnP0T1rYWYAAAAeBDUAAAAAAIDJaoko95jTYpNxtL07LqxzAgAA8EdQAwAAAAAAmArdRZ3B/STlespQfXj0GBlHO34zQ8rLq4XZAQAAENQAAAAAAABF3IcOBWzf8usnvjJURtNwI1PD6nJLr79eSzMEAACNHUENAAAAAABgKkxMDNget3hyqTGuUadL11wTxlkBAAAUI6gBAAAAAABMbjMXw+OrD+9Ui+xD6rp/q2/frsSmsq7fIMXG1tIMAQBAY0dQAwAAAAAAmAr9emXYnfnm8u0vH/PtG3rj+9KmTdKcObUyPwAAAFttTwAAAAAAANQN3ds31fZ1+8112xOPS9FudTI2VvgNmjhRGjq0tqYIAAAaOTI1AAAAAACA6Z+XDfStx114njRunOfhb+xYyW6v9FwZuQVyuwtDMU0AANCIkakBAAAAAABMidGRWjlhlDYfyFa75OK+GUM7N9XcTQeqfJ6MnAINeHSaub7skdPN8wIAAAQDmRoAAAAAAMAnzm5TnzZJAfs+ue7Yap1jf7bDt/7A1/61qwAAAGqGoAYAAAAAAKhQRESEb/393zZXOj7KWny5Yceh3JDNCwAAND4ENQAAAAAAQJU9/N3KSsdYLcVBEAAAgGAiqAEAAAAAAKple3pOhcf924NHWglwAACA4CGoAQAAAAAAKnXpkPa+9eHPzAg45nYX6uaPF+nrxdvN7b2Zeb5jESKoAQAAgoegBgAAAAAAqNRj5/Ytc/93S3fqkf+t1KTlu3T750uVV+DS+a/+5jvuLvTP2wAAAKgZWw2fDwAAAAAAGoGSfTIO5xUoITpSt3y6OGD/oq3pAdvdWyaEZX4AAKBxIFMDAAAAAABUKiIiMKjR75FpZY47kJUfsB1n535KAAAQPAQ1AAAAAADAEXG63KX2/a1E5gblpwAAQDAR1AAAAAAAAEfE6KdRGZeboAYAAAgeghoAAAAAAOCI3DFxaaVjCGoAofPrhv26+t35cjhdtT0VAAgbghoAAAAAAKBKrh7WqdrPKaT8FBAyl7/9u2as3ad5mw7W9lQAIGwIagAAAAAAgCq5/bTu1X6Oi6AGEHL0rgHQmBDUAAAAAAAAVZIYHanhXZtV6zll9BIHEGRkRAFoTAhqAAAAAACAKouzW0vte/L8frpkcHv1bJVQ6pibnhpAyBE8BNCYENQAAAAAAABV9sT5/XR0hya+7etP7KzLju2gpy/srzZNYnz7Hz67d6MrP7V8e4Y63TtJ6/Ycru2poJGh/BSAxqTaQY3Zs2fr7LPPVps2bRQREaFvvvmm0ufMnDlTAwcOlN1uV9euXfXee++VGrNjxw6NGzdOTZs2VUxMjPr166eFCxdWd3oAAAAAACCEmsXb9dzYAb7tKGvxpYXHzuvrW4+32xpOpoZxwXjBAs+yAme/PMdc3vjRH2GaGKCG83sGAKEKamRnZ2vAgAF65ZVXqjQ+LS1NY8aM0UknnaQlS5botttu07XXXqupU6f6xqSnp2vYsGGKjIzUDz/8oFWrVun5559XcnJydacHAAAAAABCrEWCvcygRlu/TA1vUKO+Z2rM27RPnz/1iDRkiBY9d6ecbme5Yzs3jzOXQ1JTwjhDoP7/ngFAdXj+hVENZ5xxhvmoqtdff12pqalmkMLQq1cvzZkzRy+++KJGjRpl7nvmmWfUvn17vfvuu77nGc8BAAAAAAB1T0J0pJrERupQToGibGXfLxkfXRTUqKd3kDucDr264FW99G13I0yhiyUlPfWi2hS8pztPuEdtE9vKbrXrnB7nyG7zBHmSY6OM20H12YJtZp8Ro8IFEErGW8yIZ9TTXzMACE9Qo7rmzp2rU089NWCfEcwwMja8vvvuO3Pf2LFjNWvWLLVt21Y33XSTrrvuunLP63A4zIdXZmamuSwoKDAfFfEer2wcAIQLn0sAwoXPGwB1DZ9L9VdMpFWHVKDCQneZPz9bhOcqq9NV9vG67pfNv+jvP/1dLfSFuV0QE6MOedKZS/M0wTXBN27SZZM0vMNw39dqMC4yL916UH3aJNbS7NFYPm+sERFyFhYqv8DZoL4uoDFoiJ9JNVXV70XIgxq7d+9Wy5YtA/YZ20YQIjc31+yfsWnTJr322mu64447dP/992vBggW65ZZbFBUVpfHjx5d53qeeekoTJhT/I8Jr2rRpio2NrdLcfvzxxyP8qgAgNPhcAhAufN4AqGv4XKp/DmZZjfvEtWTFak3OWFXqUsPv8+YqQlbt3LVLkyfvUH30Sb9Pdds8z3q3W77Qk4OcGlogne932SFzRaYmr5hsrh9M93xPDLN+maMtCbUybTSiz5vCwqLfwyVLFLljcW1PB0Aj/0yqqZycnLoR1KgKt9utQYMG6cknnzS3jz76aK1YscIsXVVeUOO+++4zgyBeRpDEKGF1+umnKzExsdKIj/FmOe2008w+HgBQ2/hcAhAufN4AqGv4XKq/vtj3h+ZsOKATBvXXmce09e2/de40czl82DC9vGq+WrRopjPPPFr1jVF6avFLD0mpn/j23b/QcxllyLa/6fueu/Xmma/p4v6Xmfu2p+dq29xffGOdzbvrzJO71sLM0Zg+b+5Z+JNcBW717ddfZw4s/j0EUPc1xM+kmvJWY6r1oEarVq20Z8+egH3GthF4MLI0DK1bt1bv3r0Dxhi9N7788styz2u3281HScYboKpvguqMBYBw4HMJQLjweQOgruFzqf55e/xgTV25W2f1byOrpbh3xFn9W+v7ZbvUsVmCLJYIFSqiXv5sOyd10OnTpZnXlj42LK27lqSk6ZIdScrpI+U73TrpheKAhuHlmZt056he4ZtwI7DvsEN3TFxi9itpn1K1Kh319fPG6Ony3drv5HAVl14vyejpYonwpANFWCx1/msCUH8/k8Klqt+HkAc1hg4dqsmTPWmYXkYEytjvNWzYMK1duzZgzLp169SxY8dQTw8AAAAAAByB6Eirzj2q9J3hL158lCac00dN4+1mvX+X0WCiHjpzYYZ2OD03Y5b04gl/010z98nWZbP6P+LJTCnJ+LIvf3uePr72uBDPtPF4bupa/bJ+vx74ZoXev2aIGrK52+fqov9eVLzDLV25TPqgvyRL8e6u7m/My3s0CgfQmPh9DFZNVlaWWafPeBjS0tLM9a1bt/rKQl155ZW+8TfccIPZM+Puu+/WmjVr9Oqrr2rixIm6/fbbfWOM9Xnz5pnlpzZs2KBPPvlEb775pm6++ebgfJUAAAAAACAsIq0WM6BhMDI4XPXxaqvTKeuER7U/LrncIbM6j9UvTVJL7b90SHvf+q8bDoRsio2RN0DmlxjUYBnN51vFtfJtvzZJev8b6dVJgePynHnm0h3G4KHT5dYL09Zqb6bntQGgzgc1Fi5caPa8MB4Go6+Fsf7QQw+Z27t27fIFOAypqamaNGmSmZ0xYMAAPf/883r77bc1atQo35jBgwfr66+/1qeffqq+ffvqscce0z//+U9dfvnlwfkqAQAAAABA2BkBjfV7slTvzJlj3MWp50eMK3dIlNupK9YEFsA4sXtzszQSQsNdFCCzRDT8qIbNYtNTJz1urkcVSH8u6gF+7WLPtiFCEWY2lCGcscMvF23Xv37eoOs+WBi+FwWAmpSfGjlypAoriP6+9957ZT5n8eKiT99ynHXWWeYDAAAAAAA0DLkFLvOxbs9hdW/pqf1fLxglsydO1LDt0q+BbUJ9orp3k/ID9y3emq6IEhfc8wpcZqkuBC9To+T3uKG6aEu87sqW7pjbSt3uetvct+mZs/XPKYV65PQJinEfUyrgEw45+S5zuTODTA0A9SRTAwAAAAAAoDo278+u0fPX7j6sb5fsUNjY7dLYsZqb2MHc/PzPg/Vg9xnaHn2Fb8jP+fGlnnZMR0+5qjtO6+7b53C6wzLlxsB73b4xlJ8yzJj+tv4xRXpjmCegYeh8z//MbA3/gEa4y0/Zin4ARhkqAKgNBDUAAAAAAEBI2aw1uwp99stzdOtnS7Q/y6FwMppSG+Lj7Lrm6n9o7nVTKxz/4Fm9zeUVx3X07XMUeO5qR815L9z7l58yLqz/9ZNF+nFVOSk19dg7cQP1zKn/LbU/soxYQjgSNfKdbp3/6q+aVvS9dtbHfjkAGgSCGgAAAAAAIKSsFkuNL6Yachy1EyCIibSaJY8Gtx1c4bikmEhzmRwXpaM7NDHX8wq4m71kn5VvFu/w/Uyrw1tiyWhA77Vpf7a+X7arQfZ3WGQ5QblR0QH7Bm9bqbJCCRWVig+W935L0+Kth3zBPuNnCQC1gaAGAAAAAAAIKW8z42D1VAi3lLgo3/r//jq83HExUcW9M0Z0bWYu85xkavh799c03fb5Ej31w+pqP9d7EX3JtkO+fXsyG35fhy4HtvnWF7Tvo7J+m/aFIYvp68U7A7adLoIaAGoHQQ0AAAAAABBS/nfWV9dPfmWFwn1neGqzOHPZJLY4qGGPLP9SSrStOKhhL2oO7iBTI4A3ILFyR+YRl5/acShXGbkF5vr29Fw1SHnFwZpIl1P2AociXZ6vedgN/yk1/HCeM+RTGtOvVa318QAAfwQ1AAAAAABArQY1rvzPfPNR0pz1+3WtX1mhcAc1jLJTHVJiA/ZVVDbJ4vd1RhcFNcjUCGSUijLszKh+MML/55+b7yqVqXH6i7P0r+nrtW7P4bCUYwqp11/3rR62xyrama+xy34yt3cktSg1PK/o+xFKMVG2gG16agCoLYGfRgAAAAAAAEF20Rtz9eWNQ3VMx5Qyj89et6/M/Wt2B97NH+6ghnEnesmAjKOKvSCiizI68mgU7uNwFpdI2nkoRx8t+6jUGLvVrnN6nCO7zR6w32gIvs0vK8Nb0eyfP603lyO6NdPyHRl64cd15qNzsziN6ttKo/u0Uv92SWZPlHrlmmukJ38xVzMTUxRb6FLLnqnlDg9H1kSBi6wjAHUDQQ0AAAAAABByF742V5ufHlNq/+E8T0mdspQMKIQzqGHMa83uw6X2H93e0wC8MvaiUlSZuaEvC1RffLXiV996fuEBvfTyVVrYxohQBI6bMX6GRnYa6dt2OF3q8cCUgDElr+G/deUg8/0yP+2gpqzYrakrd+u1mRvNR5ukaDPAcWrPZqo3yQWJib7VwxGRSmmWpOThx0jfrixzeDi+ru+WBPbUAIDaQvkpAAAAAABQayq6GGspcXd9OBuFL95a3Iy6vBJT/h4+u3fA9pYD2ebyb58uCsHs6qf7PivOtEjJ3aMFb0mXLys+blGEOid31vAOgc3YP/l9a6lzOd2BWQNGua9Iq0XDujbTY+f11bz7TtGXNx6vv5zQWVZrhN79dbMuf2ehHlxo1QPfrtTMtXsrLCVW1xj9Wrwlzfy9dvlAc/nd0p0hzwpatSswc8oIFgFAbSBTAwAAAAAA1JpJRT0WyvKjX5Nwg6vEhexQ2paeU+6xe0b31DNT1pjrJ3ZvrnevGlwq2LHlgOf59SYzIMyy7D3N5YSZ0md9JZdVcqtQE0Y8JJsl8HLVhP+tKvV8I2vH2zejrIvrxs/jmI7J5uO+M3qaF+QnL9upL3/fqM8X7jAfCdE2ndKzhUb3baUTujdXbImeEXWJUc7MVuI9ZjSyN+bu9c6cNN18Utewzcn47hs/g3pX2gtAvVd3P60BAAAAAECD0uneSbrhxC669wzPBW3Dhr1Z5Y7v2DRWczYUb4ejpP+MNXu1cV+WHp+0usJ5eSXHRpaZvdGleXzI5tgQuC1Wdbrne9049wtdsuJ9fdpP6nRIumRbknR05c83mlR7G1Uf06nsXi1exkX3Pm2S1L15rLo71qnn4BM1fd1+TV2xW98s2Wk+jKCBEaAyggRDUpuqbZMY1SV5BW51ahZnrg/t3FQvX3a04uy2gICC0SD9nJfnmP1ETunVUif2aK7E6Mgjfk1vT5uerYpLYfnblZGnbQdz1aHo98HIfFm7+7D6tUs64tcEgKogqAEAAAAAAMLm9VkbA4Ia/g2Ojbvv/ftotC5xB37JkkOhcPV7Cyod4x/CiIkqXRLIcMmQ9nrxp3XmemZeQY0uLjdkrw0dq+lvvm9mazwyS7Klbg447s3GKMl4r3jLR0VZq1ddvXPzOPVo00Q3jeyqHYdyzeDGlJW7NW3VHk1d6ckOeuGiAbpgYDvVFWv3HNbADsn67C/HqW/bJMXbS1/Sm7Vunw7lFGjZ9gwzUGNkdgxJTTEDHEZGijcoUlWj/+lpVJ721JmlsjGaxdu1P8uhnRnFQY3jn/7Z3PfXk7rq/0b1qNHXCwAVoacGAAAAAAAIiV/uPqnSMU1iiy/2l+xxUPJCahirT/mc1b91qX3+84qJLPt+UaO/g1f/R6ZVmJHSmNkLHOqSLt3yu3TpciPFpUvA8QJXcVDj/jN7+n4ep78422wCboiyHfnlLSMj45rhqZp4/VDNv/9U336jB0dddFznpmUGNAxGQMPwybXH6onz+5oltf7Ykq7Hvl+lkc/N1CnPz9RTk1ebzdSd1Uh7WrkzU6tL9NMwgheGn9fsLbXv5Rl+6VUAEAJkagAAAAAAgJBonxKrnq0StGb34XLH+JdpcjhdAZkPTr8L2uFuFO5VVr8A/12x5WRqJEYHXnJZtv2QuragJFVJLbMOylXUWyO/RVPZzjgj4Hi+38X3lDi7MnI9F+79L57baxDU8Nc8wa4Hz+ptBgHOGdBG9ZG1KDvj+K7NdPmxHZWb79KvG/Zr+po9mr56r96Yvcl8GMHEk3q00Cm9WpjBj4oyiYxsqrNemhOwr3WyU7vSbXpz9iZ1aPdH0d5k8/97tnXJ4XTIbrOH9GsF0HgR1AAAAAAAACFT8oKzEeTw55+d4SiRqVGyMXg4G4V7HdOhSal9/mEOoxdDWWwlSiLlFhiX7lHS1uTWilCEEvIL5brlDskWeKlqf2ZemaXK/NUkU6Okfm09/SBs1vrZ/Lplgj3gvWcECU/t3dJ8uN2FWrEzQz+t3qvpq/fo68U7zIdRpurYzik6uWdLndqrhTo2DSxTleVwlnqdpdlPqYUeNNdfevkKLWwjtdUHsilFv+/5r+ZuT9TITiPD8BUDaIwoPwUAAAAAAEImOS6qwov7/nfiv/9bYMmfzDzPxdRbT+kWtkbh/tqnxGj88Z0qzN4oK5OjLE9W0Hi8UXAGXhhf+9x5vvVjb35fhZYIWd9+R468bH2x8gt9tOwjvb/kff37Hw/4xm06PEs7MneVOnV1e2pUxHsqo2dHfWRkm5THaGjfv10T3XFad026ZYTm3neyHj+vr0Z0a6YFmz1lqk78x0yd+sIsPTm5+P1qrI/s0dxcH5KarIjkN5Rnne87Pvdti4468IgZ0DA0sbfS8A7DQ/p1AmjcyNQAAAAAAAAhM+GcPnpi0mo9fE4fnfbCLG05kKNsh1NxRX0B/DM1Fm1ND3jue0VBjpSiwEh1+gAEwyk9W5ZdfuoIzhXMbIJ6aU5g+SK7qzjIsS8+RSubparvpk1a/c1bumjt7eb+pPyz1cRyvbn+1OSHdEXUIsW5xypZ40P2vbUU/bzLywqpLV/ddHyVxsVGVf1SX+ukGI07rqP5yMl3as76/WaJqulr9pplpbxW7MjUw2f31sy1+3TnaT20LuMCXfnd/3zHp3UfqvS4Qb7tY1oOkc3CJUcAodPI/4sKAAAAAABCyShl8+aVg8yGzDn5niyNWz5d7Dte4BeoGNLJc6d3yTvlvXef3/jxInW6d1KYZi7F2cvul+Ef5yis4sXv9KImzo3W0KGB2x9+qAExxYGNs67+l75//Uudt6SbOupBpeTfoCYuT0DDMHzrDl2yQsqyTi516mD11DDYLJ5zOetQpobxuzOwg6dfRWWOtGyWEQw5vU8rPfOn/pp//yn65uZh6t/OU4rLsPeww9ez46LN8UpNlxJy15r7bjrvvoBztcsMzM4CgGAjqAEAAAAAAMLKuBO8rD4aDr8Ax/4sz0XU8UM7BrW8UEWMDJKq3PVexYpT+tvJXcs9tmFvli5+Y26pklsNlr1EWaRx43Ti8b0Cdr2c28yzknusElxnBRyLzs81m4lHFGYr0loQukyNolMZ/SfqiupkjRj9MWrKKFN1VPsm+vbmYb59r83c6AvOrV8wRY/MkI7fuq3M5x/YX7pEGAAEE0ENAAAAAAAQdkbGxdrdhwPKTzldxRdv84p6b8RE2RRZ4qL13sPFzaODKW1/dsB2dGTZmRr+/cpHdPP0GihL79aJ5R4zslV+Tzuoh79baQY4GqOSl9/bp8SWOzYhP1dd0qVbfpeG2LaGLKhhZCLURv+WijSLL79PRklWb1QmCMoqvZaena9NydLlyyWXJb7UcZvLqfRyfm8AIFgIagAAAAAAgLB4YEzgnfmj/jk7oFH4O3PSSpWlirJGKLJESZ1/TV8f1HkZQYXDeQWlLo7HlHNx1ukX1RjQvkm5540t6hti6NSiwGx+7X2s2pXpO/bNqqlyOD2ZKY1JQnRgJsyPq/aUOzbaVSAjzGVka9zgCGy6HsxMHm+mg8s/clUL/MuavXr5wLBmavi7dnhqqSwOy+mjZczuYGxxeSrDmWt+kd2ZL2fTFkGdAwCURFADAAAAAACExdhj2pfaV+CXqWHIyPWUFiooytqwWS2lLlr7Z3fU1KGcfJ36wixd9Ma8UmV+oiPLvmzinVtlWiVG+9bX7tuoK76+Qld8dYWeeOfHgHEP/DxBc7fPVWNzxdCO5kXzkhfOvY7bskz//eguzXjzL+a2EWJKyJeGOewhbxTuquVG4blFmUoXDGxbYQaLYeb/jaxxT43yXDCwXcD2Wf1b64wlWbIVShnRgZkabTL3K9seqzW7ydQAEFoENQAAAAAAQFgkxUaW2uefqWGYtnK3tqfnaNKyXb6LtJElgho7DwWv/FRmrqePxupdmXr425XVytSo7K74jk1j1T4lpmjLc67Ll0m5MRcFjGsT30nDOwxXY+H9ttltVj1wVm+N7tuqzHHXz/9Kg3asVmr6Tt8+I9Rg+fY7ndyjuOxXtsMTAAhm+anDeYH9VcItN9/zNcVGVR4g6NQsTif3bBGSTA3/wF683aboiEJZJzyqwogIjVrnCcTdN+M/ap25T1f98Z1vbE5OaErEAYCBoAYAAAAAAAib60aklpl10TQuylx2aRGv4c/M0MszNpjbRpZGyTvxvdkcweB/R77R48JfdDkXlL29Pyq7K97oyTH7rpPUNMGpCNlkdUnDt5/sO+6I8ARRzulymWyWspuSN0TebAivQZ1S1KSMgNeItEWl9pnPTEvTf1JzfPt2ZeQGfW4fzN2i2rLlQLYOZOdX2Ky+pLiiUmdJMaW/jzXh31fGDHDMmWN+/yMKC3XHLx/p5zf/Ygaf5r52tdpl7vONzZ3T+DKPAIRP4/kvJgAAAAAAqHX92jUpM1Pj6mGd9Ny0dQG9BLx3npfM1AjmhVtvQ/KylJ+pURTUqEJTZqPZcorTogMum07ZeZKePvkO37HBWz7Ssg5Pqf++4jJVjUEZ/ad1KCcwUNXc5pbt3f9ozq+f6fX9U3Rjs9EaNuwSyWqV7HZp6FBpyk/m2MuP7Ri0uQW7fFN1HczO14n/mKmEoiBFec3qS5pwTh8lRtv0f6N6BHU+dr+AYmJ0pOf7PnGi5HCYFxU7l3zCCs+i4Oiq9wEBgOoiqAEAAAAAAMLGP2jRv12Svlq0w1eKyDBlxe5S/StK9tQY0D6wQXEwehdUdkHXn7MoEFPVC+Du3Ewl50Vqbes7ffvumvmeOhzK1986SI9ujtRFDqdZ3qcxMAI9lYqJkcaP17Arr5R950INajOoVDTk0XP7mO+XlomBPTZqwur3Gm53odkYO1SMgJoRtDP6xngdzPY0jD/scFa5/JQhJS5KT5zfL+hz9A+qJBvZVEZAaezY8p9w7yRzkW8JbsYIAPhrHP+1BAAAAAAAdYJ/Isay7Rm+9ciiAMHsdcUlbAxLth/SWQNaB+zLKeo3EAx5FZzLUU5Dcl8T8ypkahicNrfszsCL0zf//l+taFF8n/v01Xt07lFt1RhEVON9YgRABrcdXOaYK4d2Mh/B5B/EMLKIoi3WkAX3ej44RUM7N9WnfznOt3/N7sMB46oa1AgV/6CGETipzN9O7qp//7xBWfl5+mLlJDlcniCNYX+mRTsPWtW/kycrx26165we58huC15QCkDjQFADAAAAAACEzcgezdW2SYx2HArsg7Bw50LjEq4O7N4mRST79u/N2awp6zeax7wOZHn6DQTDG7M3lXusR8uEChuFewMxlbElJykrI9O3/ZffvzSXUa7ikkslqm7VKx/O26LJy3bpk+uOrVIWRsmeGmWr/W+IGdSoYvmn6vKWMJu76UDA/r9+srhKJdDCxds43dA+ufh3sDzeUnELdyzW+EkXBRzrmPu9uXzxj2vltHgysmaMn6GRnUYGedYAGjoahQMAAAAAgLBpEhulX+89WQM7BPbWeH/Ze+bSdrj4zu4M68f6cvs4/fn7qwPGZuYFr1H4rBKZIWsfH627RvXQixcP8JTbqShTo4pBjY37rDoQ5wnUxOTn6f6Z75rr0c78gK/pjJd+0XdLd6q+efCbFebF+fIyWwzbDhY39j6mY3HQqi57pahZfSh8+cf2Ko2LqeVMDX/tU2IqHRNVVLKtZUwvpTZJVUQZeTmJzgtlUYQ6J3fW8A7DQzJXAA0bmRoAAAAAACDsSl2sLUpVcNiKL5yOWf2pPu4vdWrSVYV+rTZmrt2ny9+ep+TYKDWNizKDD96lUSKnaZxdyXGR5vGSTcYrY/T2uPmkrhWOuXhwe/2wYpfZnLlSTk9vBK/hm4vvxLcWZXwYHvp2pbm85dPFOmdAG9VH7grSTf7Yku5bf+WyyptI92sbvL4p1eGfmfHGrE1qmRCt4d2amWXRjmrfRIM6pQTlde79anlAKaryMlz8e3zUts7N4ysd430LXP/hYj128UO68ruigKTfW8MZsUtuFerB4x/SPf9dqauHdVLfWvp5A6ifCGoAAAAAAICwK1lWx1J0NTQ9tvji5oSZ0md9pQu6j9GXgf3DtSAt3SwPVJnEaJuaxtvNYEdZQRCvMf1bq38VL6w2i7fr+7+NqNJYzZkTsDmr8yDfevPs4gv9DYG3pFJZ/K/NJ8WWbiLduVmcNu3PNtf/fenROrFHc9WGks3aH/1+VcD25qfHVHqOnHynej80VdeNSNXfx/SudLyR4VJemasKvqVh88jZvfXT6r06oVuzSsfmFhT3qGm1tIlS06XNSdLwHZdoa9HTo9191OzgV2qxvIm+XLtdk5fv0urHRofySwDQwBDUAAAAAAAAYVfyIu4JW+xa3q54+8a5X6hLunTL79Kw+Ex5ulAU+8fY/jqjb2sdysnXgex8pWd7lgfLeWw5kKMl2w7JVc5V4qpkDxyRoUOlKT/5NvNtkdKHH5rrZkhlheo04/uV73RXqQySq6gsV0lfLTIuXJeISpXw/S3DNWPNPsXarTqpRwvVprtH99CzU9ZW6zm/bdiv7YdyddGg9tqR7ukX89YvaVUKahilx8oPatR+VOOqYanmoyry/IIa162J1PnrTtbX/e/wBTQMUe4eenimEfUw3hPtAgIh9Znxu/L7pgMa2qVplXrLADhyBDUAAAAAAEDYlbyIezDh7IDtC1b+LFdRtsaWo8vuzWHU72+RGG0+qsIo85OZ69TBHCPQ4TAbjs9Yu1en92mlkLHbS+8bN654/d5Jqstu/Wyxvl+2S6sfHV1pYKO8TI07Ji6t9HVio2xmtkxd8JcRnasd1Ljs7d/NpRGQWbztULWeuzsjTy0SossMuNW3skxGloo/I6BRklVNNGx7K02N8mTmNBT/mr5eL01fryfO76vLj+1Y29MBGjQahQMAAAAAgFovPxVR4nqu3ZkvY0RCvtTbkVjq+fH26jdQNu6eNkofpTaL0zEdU8xgxlMX9A9rZsCrlwdmhDx8duV38tcmI6Bh2HGouNF3eaqSVXByz9rNwqgKWzX7sPgb/MRPuvu/y6r1nMe/X20u56cdLHXMeK82RKdc97bWdYqtcMzOQ7lmILK+WLjF8/Ob8L/AkmUAgo+gBgAAAAAACLuSd/1HugLv8HZZPMeNS5qWb7/T9zcN1fNjB/iO92vbRPXRmf0CsxHaJVd8YbeuOJhdUKOeGl4tEsrIXGnk1u45bC5L9ogZWUt9RWriztN6KCG67MIwa56/IGC7TXLbCst5Hf/0z3rku5Wqb4xybQBCi6AGAAAAAACo9fJTdlfxRfOrFn6nTuk7zXWzMn1amvpuWqYLjyluuhFprT8169+84phyj5X8OoyG5nVRVbIwyuup4e+a4VXrzdDQ7M9yqNO9k/Tyz+tLHStwuZXtcK5DnsoAAD4dSURBVGr8f+YH7H/7yuKm8vVFclyUvr5pWKn9y18cq2hnfsC+oW3K/734X1GG0Ptzt6guyHI49eyUNaXKawGoHQQ1AAAAAABArZaferdrnqI6tvdtb0h8U79dN1p67z1PU+2JEz0NtyX9eu/J+vbmYfWqEW/HpuWXEIosUerIUke/LncVsjCc7srvUI+2Vb9sWG1Y9sjpQT3fih0Z5vK5aevKDGpc8OpvAY3Kv7l5WI3KYNWmri3iS+3zBjTOXDPHty9q1uxyz9G3bemScxXJzXfpotfnmsGjUDACTq/O3KjBj/+kXzfsDzg2adkuvT5ro/zf/v4N0wEEX/38dAQAAAAAAPVaTGTxJYkTrrlAj//5RHP94sHtdeu/5+v4NyZL48d7mmqPHetruN22SYwGtK9fpafsNkuVgxpVyYioDeXFNPzvXC+r0XVJkba6GbQpKTE6UmlPnRmwr7yySkeiY9PismMFrkK1txRfjG+fHKuj6tl7vKS3xx3tW0/Iy1Kk23OR/5Vvn1bnA9vVPOug9J//lPv8pnH2gADBvV8u0/qiMl1l6fXQFM3ffFCDHv9JofDHlnRzmZ3v0uVv/66Hv13h6/dx8yeL9PQPa9QysXjOmbmVl2sDcOQIagAAAAAAgFotP2W1RKh/uyba/PQYPXNhfw1uO7heZWJUxu4XwCnJUuLLrEpgoDaUF2xZtyerWj01SgZx6rKS70F7OVkmVfmZTV2527fucDp02FH8fTMM/PRN3/rmnJn6YuUX5rj6qsfWNb71pLzir9X4jrbIOqgCq03uXcXfk4reb98t2anPFmzTaS/O1updmaoLjLJY/u99wzdLPCXzDLsz82phVkDjEbwQMwAAAAAAwBE2Cm8spbZK8r9uPqJbMy3Zekj1JahhlKQ675Vfq5epUY+CGlXNuDHKR5Xn6Rcu1JZuzfXD/LN9+x6b/Zj2ZneRTS18+54deZW53GO7VbdM22iuzxg/QyM7jVR9FDn4GGm2p9RUdMvmnjJy3mNp8XLm2lT48MNS6RYjpQJkDr/v7/PT1unt8XWj10hFP/dtB3PNQC2A0Ki//yUBAAAAAAANplF4QxZnL/+e0oEdktUqMVoPjOllZqxUJduhNrwyY0OpfVklmiZXZe4VleKqi+L8gm/lZdxU9HXfc+dXOvzuGwH7nvjlCVkjyn5PnL32gFQopTZJ1fAOw1VfRcZE+9Y3OKyeMnJFD1u7NiqwWOUccUK5z3f6BQwO5xWXcoq0lp3B1bNVgrkcP7SjwhnUKK/XzMGcwKboAIKrfv2XBAAAAAAANAiNqZGukZ3wxPl99eWNx5dZ4mje/afo2hGdZY2IkKuO9tRYsNnTU6Ai78xJa3CZGkYPBZ9yfjQuV/k/szOu/reenxq4r2PuV4pwpyg/onTT8Edm5sjqls7vdo5slvpbYKWiJufGMSMQlO90V+n7/uyUtZW+f4weKIZQ/PY4nGV/VhlfwzNTistsGboVNUlfu7vyMlkrd2Zowv9WNqrPQiBY6td/SQAAAAAAQINwOC/wLv+G7vJjO+qYjskVjrFYIsq987suuPu/SwMuwJa8Z/5/S4t7CpTFaPJuZKPUV5v2Z5tf/6x1+/TVou2+/QXu8i/Or2mRqhE3fl1ib5T5/60PBzaT7r1no3rvz9ctv0vDVtSN3hFHqryMCu8xo1TZp/O3ljtmTTm9M2zlnNf7vjKargfb+79t9q0P79osIFPjjdmbAsam53h+ph/NK/9r83rgmxV699fN5vsJQPXU35AvAAAAAACot07s3ry2p1Dn2Opw+SnDxIXbNXvdfjOzxFDVmUZZLTqhezO9PX6w6rtbPl2saav2mOvnH93WzLRxVnIhPd/mySIoqdMht+6e/U/dc+Zt5vbXH94pI2Q0Yaa05WjVazZL+fdRr9zpCVhMX7PXt++vX3yh43o4NGNFtKYvi6ngvBEVBjtcFQSYjpSlqPHNbad206VDOujYJ6eb25/O31ZqbKsku/ZneRq87zvsUPMEu1bsyFDXFvGlSu4tLuqfY2RoAageMjUAAAAAAEDYtU+Jre0p1DlGpoahLmdr7M7M860XVuH6sfG15LvcstsaRg8Vb0DDPyvA2zD6jL6tqnWuSFehLl7+k1795ilNf+t62V1OGd+lhHyptyNRDSVT46M/HxtwrKxsne//iNWVX11bYUDDP8BQXrAjFEHBXzfsN5fdWiQo2u99XDIzKcpmMb/Wvm09P7vBT/yk7ek5Ouvfc9TzwSl68JsVvrG5fuW1Kmo4DqBsBDUAAAAAAADqAO8d23W1r4ahZaLdt15YhVwNI6BRHxuEV4WzKCvAeyE9tVmcjtEfVX6+pejnfObaX9Xl4A7ffmOv5dvvJGf9LdFmZLB4De3StFTmTlks7soDOeX9aliLMkO8gaYZa/dq+uo9QQkQzljrKQ9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|
||
"text/plain": [
|
||
"<Figure size 1600x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# Uses MODEL_PATH / ALGO_SELECTED from your first block; falls back to auto if not set\n",
|
||
"try:\n",
|
||
" model_name = MODEL_PATH\n",
|
||
" algo_hint = ALGO_SELECTED if 'ALGO_SELECTED' in globals() else \"auto\"\n",
|
||
"except NameError:\n",
|
||
" # If you didn’t run the first block, hardcode a file here:\n",
|
||
" model_name = \"models/ppo_EURUSD_M15.zip\"\n",
|
||
" algo_hint = \"auto\"\n",
|
||
"\n",
|
||
"pos_series, rewards, model_name_str, algo_used = run_model_collect_series(model_name, algo_hint)\n",
|
||
"plot_trades_on_price_from_series(df_test, pos_series, rewards, model_name_str, algo_used, save_png=True)\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 11,
|
||
"id": "bb64e225",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Saved trades plot: G:\\My Drive\\Github\\Deep-Reinforcement-Learning-MT5-Bot\\notebooks\\reports\\trades_ppo_EURUSD_M15.png\n",
|
||
"Saved trades plot: G:\\My Drive\\Github\\Deep-Reinforcement-Learning-MT5-Bot\\notebooks\\reports\\trades_a2c_EURUSD_M15.png\n",
|
||
"Saved trades plot: G:\\My Drive\\Github\\Deep-Reinforcement-Learning-MT5-Bot\\notebooks\\reports\\trades_dqn_EURUSD_M15.png\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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||
"text/plain": [
|
||
"<Figure size 1600x600 with 1 Axes>"
|
||
]
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||
},
|
||
"metadata": {},
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||
"output_type": "display_data"
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||
},
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||
{
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||
"data": {
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"image/png": 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y5zZnzhztPO5t8eOPP+oMzPHny1kcXNfc2q5evaod5JXjs5OlwZFWrVqZfKx8Wf3H8+fD75E/Zw4I8MA0f77cxP3cuXMiIDZkyBCxTcmDNjzAww2B//e//4ltwloZPJxdxL0DzA2K8XviM5X1B6j4bG8elOfPw1I8sMvvXX4WvnzQmQeYpIHhyuLgA283/JnyYJ8UlOIa+LwP8jbEg3Z8pi5/3jzgqb8f8gAof7byvg+PPPKIeA4OxHGt9argYBjvhzw4yvsLZx0x3tbl+KxfDmZKPQYsfU88sMZBFw5C8nFEPvgmxxlIvH1x0IS3I3MZP1VRme2/Ko+Xb2u8nfCZ31JQgwf6ef/hDARu9M2D+XI8QCvvVcNBC97P+DOXD1Tydnj77bfTQw89JD57zm7h756zKqQBZX4s27Ztm04/DymDg4MixvY1DkYx/h456FTV4BFvQ0y/lwjjbB/58Za3EynYzsfNirK2+LPkbUTeQ4q3SX68tN0yDrpVduCZ93/OJNLHQUPOPKkO/o3jfYzXiX9XOGjF+5v+72plcR8NDkLxtsYBYA548u8DZxNyNldl8IkBrKrZI5yRMXXqVJHlyN8xBwC4IToH/aqDj3ccLOX3xMcO/g3nkwr4N59PtuDfCFP47xm+yL8H/ruA10me2WnutXn7kjIdOIjEjbq59wUHKa2F910+7vC+zfg3j4+D3Puioh5nvF9zzxnepiRS1oapvwVM4c+Ks794H5YHVAEAAGoiZGoAAAA4Of5PMQ9CcpNN/UEsHmDhwciKyAeh+OxrLjPBA/+cIcEDdFXF5Ul4EIkH+HhwhzMweCBPKm3Dg4wckOHSSlx2Qjpzll+fB5p4kE8aoOMBDi7Nwg0/pf/o8+AOz5cG8zh7g9+zPFND/t6ks5V54JGXM3bmNZ8Vrf/5Mv3P11STZ35eHoisKh4wMjboKpUZ0S+bpf9YZsnjOZjDjbw50MUBLA4u8efB3xdvO3JcqoMbJnOAyFr4rFUOmElZCubek6nmzvyezH0ejAdweDCXB+KljJQePXrQe++9JwaiuQwUlyXis/OrUpZFfpY9B0V4u5Bn2XBQggdqLSmTxfux9F55vXn/4EFuXrfq7IdcGoq/Vy7LxoOiPKjJ36V+NgWvq7xpsjXeU2XwuvH+I5WuqqzKbP9Vebz8sXzM4lJLfHY3D0q+8cYbYn/iYxeXj9LHZZj4DPmlS5eKQVM+FnITczm+zQEofk4ekOXvh685o+7XX3/VZoHw4C8PvnLJtiVLlmi3YQ5qc8DO2Hvk75Bfn7OtOGjAA+6WniWuT2r6bCwLQX68lYLaPPDNQVO+bQo3deftjQfu5Y3W+RjBA90cVNVX2Ywx/g75M9C/8GtWFwcceR/j4CvvrzxQzt+zPFuyKjgQyIF1Pk5zIPSrr74SwQV+Hd7mKhPYkcoa8W9tVfA2z9vWihUrxHPwtanSU5XBv8d8wgIHcDiQwAErbnzP3y8HUSqDTz7g3yrebuRlKE3hkxzkpZv495/3Iel331o4AMQnCkhZFdzYm7MmjJWgkuPMM/6MOYDI25NEyrSoTJaGfJ+tTok/AAAAV4FMDQAAACfHA1p8VqL+f265jIt0f0V4oILPCuZBOg4iyAdKzA1EVYQzG7gOOj8H133m8lHyAcMzZ86I1+La0Hwx9Z96PrNdClRwAEMqBcPZKTyQxGd1SvfxYGubNm20j+ezZvmMSA6m6NfK1n9vPJgh7yUgfX48oMvZLnLS2dJVwYOJPGAtx++DB5R5UNBY3wyp/IypMk3y+6r6eD5rnM+850E+7hnCnwUPnvDAEpcz0z/7vKp4oJ6DRJwBJPVYMIXX19TgK78nc+9H2ib4++czxvmMXy7jwWdlcxkkaZCIn4MHwzjwUVXSfqa/XXCQgs+OtWQ/ZDzozCV2+ExaqbyTqbPiLcUDd5yVwdsxDxhL/TH06b+Gtd6TtfHgvzwgwPsN7z/V3f4renxF2xqfId6lSxcxOK+Pj0tSDwo+W5v7Z/A1B6uk45X0/FKJGgkPanJgjs/W5sFQHpzngBIPMksl8vj75EwHDqjo1+RnvG1L2zcHTTj7hoOZnEFX1XJyxgbUOXuEg2i8rvqlC/l4ayy7gHuA8FnonJ2iH1TmABxvf8ayqyqLtxNjfUAqy9jnxd8lH2P4WMVZhxyk4fdf2Z4Sxp6fs4S4rBf3tuHAFgfPOCjJxzW+j8sjWkLaZyo7EC7hfYw/P952+b1ZIxPFFD6pgj9TDtrx68iDrabwPsJ/w/C1sR4kxvD+JMf7Dn+m1uwnxlkV/PcK73f8N488iMt/I/FvLB8f9PFJGJzVygEkPmFDvl9Ly1c2QCXts9YqIQkAAODMENQAAACoBfgsWB4M4LN5uUQKDzzxf3q5RIKxRrWW4vIGUn16PpuZB/14gI6zLfg/6NJz8xnHnJlhanCDceCGB105MML1vfk/57yuPNDCWQY8wMoD2HzWpzSQxIMhXO6HAwhcyooH9fgMaQ7ccDkP/fcmlWWyNS6pwWVr5LhpM78vHlCRyuDISfPMlfqQyuaYejwHLUyV3pFIgQv+zDiowQEjHqjj0lPSQI/UJJ2DRDyP18lUNoUxXFKGtwEefNIfPOJBGp7HZyJziR9+T/w9cnBLXoKK14nPGK+o9AkH1ThAID+rnAcB+fF8Ri8PYLdu3droQLC9cTkn3i55X+EgEr9fHszjgGN1Gg7zwJ0lg7kVDdo7C94muZSdhLMWeJup7vYvf7x+AI/nWVKuhR8nZZOZw1kYHNTjDAwpqMHbMvcY4rPz5aTtXh6U5cAU18bnUj08nzNB+PvjEk2cGVERHozmDBDOTqpsgFbqxcKvKw8C8zbKfTr4OMvloviz4OMCn/XOJZSM/ZZwpgQP9vJZ7JyF4GgVZfTwYL6x5tz8OUj7mFRGiYMcfJyXZ0RV9fkZ/ybz8Ywv/Hnxfs1n+lsa1JB6kEi/qVXBv9+cqcXBYc74kWfVWBtvP3yc5sF9Y4P+ctyPh/8O4M9CXn7SGfBxnfG+KS+hJuGsEj6ZQI7fN283XOKSg1hS6TCJFKDk37DKkI4hpkoEAgAA1CQIagAAADg5HtDjM4N5MFh+BqZU95zvl5g6O49LP0yYMEGcIS4/M5nruFuLNDjLgzxcy51LTEi1sLn8gyWDrpytwUENDm5ws2V+vzwgyEEYPvuez3qWD3byf/h50I7Pfpc3765Mo1T+/HgwTjpjWGLJwKUpvM766yCVyuD3xcEZfk15gIXPqOZBfh7QMoUzWjjIY6zBKg/68HNXhMvEMKn2PGe68EAID6Lq47OR+cJnoVry3BJ+Ts5C4DJQxgIefOH+DDy4Lz0vvyceLJTwbf6MKnpdY/0RGA+2cvkPa5H2M94u5DXeeXCKA1by7dvcfsiP5bOT5cvwme+OUJn3ZClrnCHM+zIHSPWDMdXd/uXbmjyAwb00OJBnyWAp7z/G+jbo42Aab7/ybDHeHvm4IDUKl78+039e/izl+yUHD/g5LflepEH1qmTiSQOqvA3Ia/pzHwJ+X5wVJ+9VxKXmjOFjGvf04cA3l88ylo3BGXK8HB8v5GWC7LHNy8sYSvj3RH+A2RgOGHEghzNQ+D1K2738+fUDZxzQSE1NFVk0FeH9kQO1xgJ4pnATbV4PDvRXFb8Xfm9cHoozbGyJ9yUO8FQUcObePxyk4/3Xkob0cpz5Ij/BgLNZ+DOV/9ZUB598wZkt/BqcDaiPS4hxYEoe1OB9mI9xXMKM9wtjQUr+O4CPEcuWLRO90ywNyvM+y39XmPs7AgAAoKZATw0AAAAnx//55jPZ9Zu+8oAKD2DIm65yloKxQAUHHPRLiXBzWn5ea+JyCzxYyH0UOGjCZyDzPD5j39jgDA9WyPEgE5+RzYMp0oAT/wedszP4zGAe+JIPREklK+Tvjad5EMBS0uen33TUVC8IDibxoL05PBjFA4/yi3R2Lg/OcO8QHtiWcP3rxYsXi3Ix8jPNOdCifwY/l6PhWuc8OCbhwREejJM3htb/bBkPpnKZMM5ckIIBXCaKAwzyi9RwmLMK+HZlSyNxBpD+c/JF2p55msv4sP79+4sz7Ln8ihzf5iCPvKG5I/F3yIES3k7k2xvX2ueBY/l68n5obDDZ2PbKA7pcysfZ35Ol+L0zY8chHtTl/aeieu88oCvfd+TBMUu3fz5W8GvJjzscIOAB+3nz5ukc+3hb42OpvNSOsf2Hgwrcp4UbY0v4fcrLiEnmz58vrqVMNsblpJh+Q3helgf8+VhpLkjBJfx4v5WXr+IMJ328Phw45GAQZ3hUFgdfeLvQDx4Z2355O+EsQGMleXj74ew0/r5MZQnx98nbg7Gm5pVtFG7pe+PfJf7M9cuQcT8UPkbKf1NN4e+LexPx++SBZwlnsvBnx9uUfuYKb3dcmk/+/Lz/c6aCsSAdZ6pZmmXDJQX/+ecfkXGnX3KpMnjwnNed+97w75E1GNuXuI8IB8c4wCMP7vNvq3TCBuP9lH9PONDKGQ+VyRiUPnP5/snvTf87qA4ux8Z/s3DQgo8f+hf+PjjoJwUupcxZ/huHy43p9z2S4xM4eBvg7BReZ338ffO+JcfHJz7OVbbJPAAAgCtCpgYAAICT44EFPguQm8Tyf545C4D/M8sDKVxOSt4LggdsOKuDAwBSOScePOa6zXwWJ/9Hlwe5eBCVl5PKjFgTl9XhwUVuPs3NT/nMSj7rms/45bIWPGDJg/q8Dnx2NA9uSKSABZ/lyhkCEm4Yzg3RecBf3qOBByj5/XN5Kx6M4hIWPPCh31vDHD77kwcJeYCBB+g4gMKDpPLa2Pq9TPjMyqo2C+eBDq4HzoMgXFqGy0Twa/PgjTwLRRogY/ISTq+88ooIgPA2weU4+MxTborNn6/8bFDuJyGVi+FtgZ+DgxU8gCYP+rRv315c5KTX48ERzqaQ4+2IS4FJ9fQ5s4Z7nzAut8NnKsvr++vjbVL+nDzYyWezTpw4UWw3XKaMM1m4pAf3D+CAhzPgs+i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|
||
"text/plain": [
|
||
"<Figure size 1600x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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OVJZBUxm00s5olkCF4xnrMgAm88gZlnJbzrDWAhyOgxGug/BaTXmpty8D9fLajgOV8rk51luXPhRS51rWSTvDXj5fyeKQAdSiJmepa/X4HUnjYiFnXeanNrucyaydkS2D1zJIow2ma2T9pYa/9HiQQZXcSCaQDLZL4KsgtJrh8rnm9hoyMCYDMFp2jEY7a197/45kWn7OQnUcSJV1kMF6dyQzQQbTrnagV7ZXLfim9YyRbVS2dwk6yvYv+1TDhg1VAMd1PxQStHLcXmX/lcEmCVZe7aCh7H+yH2o9NWTbl8Ey+U5c55MgmPb6+X1Psl1JQELOGJYeHe6CCkKCVXKckQBjy5Yt3b7/wpD9X7b5nLYVIduLY3ZFXiSzQQKakuXgmP0hy5DjjgRJHDMmtAFJ1zOnXcmAv2xrjj1NZFuX7dN1EFa2V9mHC7Kta7QBYQkUye+A9LiR47J8b3IGuASV3X1euZHjpuxLrn0PZHuRbat169Yq60Tbz+QMdDnuSpacRrYV2dYle0bbDiVgJkELd+S9y7prv0X33nuvGuiXIEpB+8LIb4aWMeRIgjEzZ85EYcigtOxrsn/JZ6+dWOD6+1pQ0j9BBuolECSfr/RIkcF/2fcK2hNF9uerzR6REwnkN0D6akgAU8ydO1cFFbTf76sl70OyKrSghgQG5bgnmU6S/eS4/biS44lcNPIdyN9D8lvp2kjdHdmWtSwF+X2X15d+KBLgdVxucXL9XrSTNXLaJxwfczyxQyN/68n+ovXWyGs/l/lde7URERFdK5ipQURE5IG0AWkZ9HAdhJZBzPycyeo4iCoDU3KWvwz8S4aEDCZcLWkYLINHMhghgzoyqClBGDnTUxuElICMnCUpg4PaGbPy+pIxIYNC2uCgBDXOnz+PgwcPqvsyoCiD/zJdK28iA4rynh0zNRzfm5yJK8uXQRKZz92ZzzLg6vr5CtfPVzsL1JUs17F0SkHJYKG7wSFtQNm1bFZO5HuXdZezmiVw4+4sZHlPMiDo2pjblQxQSnBLBncLOsAnA5byHeR1tqic+SvbimvgRXu/OX0m+fk8tPJJMmgmz5EggQzqSrNlGaCV7AQZJCzMWdASDJDMGAl+ad+VkECEnFWe30wLx+1Vzk6XAWjZnguzH8rAr3y2MlguJYPkbFwZbHXdhqWElOPrF9V7yi8pmSL7j2SHXI28thXHefJLgkoyYChlYRzLn8lxQjJV7rrrLnUckQF6+TzlM8vrdSQL5q+//lL7hGPJN3lOTgG3/G7r7hqna4PRkn0nJYJk3aV8lGxfWqC2IOT47C77QNteJHju+D5koNq1Cbccm2SQ1XGwX/bPnM6Ol0wAxyCYLF+yb6S5+9VsZxJUdL3kdEwvCBlAl31NMlVkv5UMRDkGFzaoIUF7yayRz0CyP+SEBclqk1KFMmhdEFrJsKvJWhKyDUmwWk5E0K5zKj1VEPJ3gJRKk+wDeW+SOSaZPLK9vfLKK/lejgSUJOtB3p9kezpm/uVEAhmOpGG24+9/SXD9XrTr3MrMaY/l9F1KOcH8ZmvI/izHmKLMziUiIvIUzNQgIiLyQNIPQ0rxuP7HV8q4aI/nRf4jK9kJMqAgQQTHHhVXU3dbIwNmcla6LOPLL79UZ3s7DjjKgIi8lpRAkos7MkgmWQdaoEICGFrZIclOkQEkKRWlPSZnWDqe2SiD1lOmTFHBFBnEc+T63mTQUgu4aOTzk9Ivcpazo4Kc7e3u7G8J6DiS9yHBKRlUdlfzXqvvnd/ST3K2q5CghfSokLNAZdBEq80tmRFScmzPnj25LkcGRCT4IWd8Op6pnp+BJTmjVwaEJcAi22hOZGBSAgyybo4Dx47vN6fPJK/PQ74/KR8mA61SP122ARnAlBJkWm11eU15fxLYuFrafuZuu5AAQH5LvSxZskRt1zKA6fieC1qT3pF8//LZyjLkOCEDpO4G+lzPvC+q91TU5Hjluu/KIHJe24ooSOm0N998Uw0Yy+CqlKRxJPuVbENSMk8rwySBYBl8lRJK7npNaPudDDRKpoFrAFXWTY4N7uRnW3dHe45k3jmuk5T8k+9bjgFXy/F3wnF7adCggdN0KdcnZ4G7ziufl+t2ndNxVY7LrvPKIOzVZMvJti8B98Jyt09KUEYCufJ9SZBUMuQK0hsit+XLb6mcSS/Lk+OqHCsk40frl5Lf96QFuvLTk8UdydiT/V8C0RKUk31Psn6Kg2SFSSBWgoD5JfuXfPYSdHX93c6J6zYrz5Pf/aLuK1aQ7yWvgIXjYzmV2NKyNSQzSo5V+dmfC/NbQ0RE5KkY1CAiIrpGyVmJEtCQM1WlPI6cVauVmZA69VdLzqTVStHImZcyQCFndEq2hQywacuWEg+SmeGODHwJGRSXgRsJjGhndMu6SjBASljJIJkENSQLQ+tHIYM/cua/BBCkjI4MxMiAlgRu5Oxh1/cmARfXXhbFQQYStaCDRsoCyfuSs5fdNUrWpuUWHMiJDNDIQJSUCdGCGtJzRQbf5IxnbeBG65EgtdtlcFVeS0q+yPclZapcB3hkQEWmyYCKawkUKSUjg27ymnkNeGn12V1LTwmtZIa8f9fyIzJNtrHcyMCnlNhxDFbJmcCybch0KTklg/yFrXlfFGT7lRrykoEkpU/kvcuAsOybjjXsC0ree34GPK9m0Lw0SGBA6xOjkeOBNLqVfbgo9h/JFpFjhgTDZJDUHdmXZD1kYF32IykLJFkx2gC0KwmmybYnmS7uyhzJ9y3bpQRyHQcpZV+Us9WvZt/XniNn9LuS13AN9OaH1ovlap57tXIqXecaWCkqeWX2yNnsjtlLjoPj2r4mJdpkvWUwWY73jmXZ5LkSfJP1dx1ElmkSFHG3fCHLlLJKcpHfQFm2HGfzG9TQAtnab+vVkN9x6Y8jA++SrVScv5ty3NcyNPMiGUhSclICkdKD5WqVxsC+6/ciZduEHF/k2OKOFtRzDRo6kjJcEgyTz0X+DsuJ7M9azx0iIqJrDYMaREREHkjqistZjK613aVuuPZ4Xv9Rl14VUnpGymRoZFBFG+QuClqjYRmAkVIuMtCj/UdcBm7zMyAj2RoS1JDghvwnX96vZGVIEEYaZUqJHikrpNm9e7cqCzN79mynZpsyuJhf8vlJ8EPqXDueRZzfQRZ3ZJ1d10HOdhXyvmRwW17TcaBIepLIgIO7wdL8kME5xzPYJXAhA+XuBsvlzHNZR8kWkEwXKUkmDX9dScBDLlLiw3GwRAImMhAv5aqkDEheZB0k8CJnj7vSBnOktI1jAENq7J86dSrPZq6SueOuT4Zsj0VZK13bz2S7cA3iyLT87IdS4ksGMqXkimNGk3yWpaEg76kkBwslAOpuH5b9RQZ6tRJQjmT/keNNfs5Ol9r6kt0jfQLyKs8kQVIZWNbIsVhrxO36+tIfSAa2pY+Ea0aS67bumBki9+V4kNPAZm6k7FpOPT5kH5JAb0FJOTt5jxKIdaRtD1I20HF7keOHzOuYQSfzyiCu66B+YY6rxbXtuwZTJaAhx8+8yvZpA8qS7SOBMcdmzrJ8yYKT3xXX4IJkMEpwKz/7lxYocRfIc0eWK8db+S2RkwwKE9SQDEh53eLuwyCZfO56oLiS33r5O0Z+i6S3S0HINuuYqSbfgexzcqJBSXD3vUg2mPxOyeebU7Nw+f2VgKpk4+VE66kmJyZI1ktOZB/VMnyJiIiuNeypQURE5IFk8Ev+QyyBAkfSxFcGixybqMoAnLtAhfzH2fWMVymtcrVlM3LSs2dPNTAtg90SNJEzhWWa/Gfb3aDMxYsXswU1JDNAztTWylHJQKZkZ0hDURk8c+ynoZ3d6/je5LbUI88v7fOTMiKOcuovIcEkCQTkRrICJIjjeNHOypXa69I7RJpra6QPiPSFkBIyjoPdMiDm2OxVBsncnT29adMmFeBxPFNYAhGuFznjVhsoke1HSLaOu3m1bU9uOw6USMkeKQcmg0qSQZMXKSMmdedzqskuWRQy8CrlMxy3RzlLWLbvwtaqLyry2cr2LGfgOwaPpPSWvD/HJt9a6SfXfVG2V3lPju9Ttnc5+9jT31N+aRk97o5Dsv/K/pPXAK1kNLjuPxrZHqTGv2NgQwampRyNa2N0d/uqBE1lm5dsGTn7vSBnoEsGluy3UlrKsYeE9lnJAKlkL+V0JrQEAiTbRLZtR3JfPrer+bwlECvBBAnUyHFE8+eff6qBedceNvkhQWjZNlyDRzJNBp9le3EsoyVZL67ftxw7JKgiAXXHYIHs555AGnLLYLF89q4ZfbKOcqzNT4NyKc8kDcglUClBYo32XNffbaEF0hyXL4Fu2T9caT0f8lMOUY4rUkpQtke5dhfszS8ZKJffQDlRIa9sufxy/b3X3p80DHfNunD97ZPSTRI0lFKVchJDQYOnrsFL+ftHFLQJ/dXI6XuRDDs5lkig1PWYIGQ/k+OabF9a9lROJKgm24+UK8uJnBQif0sRERFdi5ipQURE5IFkoFuyH+SMUBkAlQEsGbCSQSwpJ+VYU1rO2pX/IEsAQCvnJAPSUiZDzgaUgTgpeSD9DWS+vP6jfDW0skcy0CWlXWQwQc5MlDOspWSRnE0tg/qyDnIm/s6dO+3P1QIWMkgpzXY1MgApA60y4O/Y90EGw+X9S3krOVNZBgvkbPiClE2Rs6Ml20DKAUkdf/lPvzTclTM53ZEzHaU3w9U2C5dBWclYkLI2Uje9cuXK6rVl4MMxC0UbeBNaWSgZ2JGziiU4ofVNkGCGnOkv361j3xJ3ZSi0QTcZyJHX1T7DnM7mlu3HcTkS4JB+AlKCRT6HOXPmOM0vA6iuZXBk4Din0lOOgRIpyyRnRsuAs5zhLYOBcja9p5xZKgO9Ut5Dvjf5/mWbke1YAmgymP3EE09kO3teBrAk60CCGfK+ZNBa9k0ZwJMgj5Qhkv1DzuS+mt4BJfme8ksG9OUYI4FJyTqSQXzp9yIX2Ufl+5Szra+2Wbg0NZcz4+WzlP1e3oN8prLdPfnkk7nuq1LCTrYzLVgmgURHktmjZffIvNLYWOaXLCspZSaDjPK447FJMujkO5Zjjhz7XJury/FJy/SQz0bK5kjTYjlGyvNkMFv2I+nVIZ+VRo5F2sCrNH4Xsk/IILpctDJzQgKUsu/JcVYGQOW58pnI5+/a1yO/5Mxw+c2R8m3aIKx81tIPRl5DAjRyHJKzv+X441oeR471sr5yBroMWkugSn6DXMvYFQd5/67HJo3WjFyCeZKJIIPB8vsi37OsmwSu5s2bp45F8tubHxLclQCANGueP3++/XdFjl+yL0mWgBZckgwkGciXxxwzW2Q/lM9Jsoe0bVAGoSUALduFa5Nzx/cowSL5vZKAmwQC5Fgj21lh5SdoLX799Vf777gMrMuxTLYTIZ+r9n7kt1XKJEpwTH6v5P1JLy75TXPNvHD97ZPfRvm9lO9L/vbJaR/LiWynsi5y7JW/PeSzk2Ow43dQFAr6vch+KsFXOa5Jpo8W3JEgmbxP2c/k9zEvWraGBHzckW1LynTmlvFBRERUplmJiIio1D3yyCOSduA0LSEhwfrEE09Ya9asafXy8rI2aNDA+uabb1otFovTfAcOHLB2797d6ufnp5YxduxYNT02NtY6btw4a+XKla2BgYHWvn37qnnDw8Pt84iVK1eq58l1br766is13+bNm7M9ZjabrfXq1VMXk8mkph05csQ6ZswYa/Xq1dX616pVy3rzzTdbf/zxx2zPr1q1qlr2+fPn7dPWrl2rpnXr1i3b/Pv27bPedNNN6n3J+7v//vutO3fuVPPLemrkfQYEBLh9PykpKdbHHnvMWqlSJTXPLbfcYj158qRaxtSpU53mlWk9evSwFkZMTIz13nvvVa/n7++vlufus5TvRy6atLQ064QJE6wtW7a0BgcHq89SHpdlHTt2LM/Xlfci63/x4sU855X5ZFt09/ycLq7bjWwL8l23bds2z9f75ZdfrK1bt7b6+PhYa9eubX3hhRes6enp1tIi34frNiS+//57a5s2bdR6VqxY0Tpy5EjrqVOnnOaR7X78+PHWKlWqWHU6ndP+/MUXX6j9V57fuHFjtXztc3Xkum8W5Htype3XCxYscPt4ft5TTvu8rKPjNirWr19vbdeundXb29tpH5Jt1PG4dLVk37zjjjvUPiD7vRxLDh06lG0+131V+xxyujju67KP3nrrreqYJe8jMjLS+uyzz1qvXLni9Brae8rp4u69zpo1y9qoUSO1XDlOvvvuu9mO5bkt1/XzFsuXL7def/31Vl9fX/Udjh492nr27Nmr/ozl+Gs0Gq3ffvtttsc++eQT9XnI9tK+fXvrmjVr1Ofselw8fvy4ddCgQeoYJ8dmOXYtW7Ys27FCntesWbNsr+Nu28qLLCu378PVnDlz1Ocmx31tn4yKirKmpqa6/T7kd9edu+++22owGKyHDx92Ov69//771latWqnvRS5y+4MPPlCPOVq3bp3aj5s3b26tUKGCOrbXqVNHLVd+P3N7j7IPyDFl1KhR1j///NN6NfL72+DueCPfU06ft+Px8/nnn1fHeMf399BDD1nPnTuX529fbq/huI+57sfa+5K/E+SYERQUZA0NDbU++uij6nc/L9r3ntffRIX5XuR37r333lPHTNlXHN+X63aifTYDBw7MNl2OgbINujvWy7FLPm/X4wwREdG1Qif/lHZghYiIiIiIiEqXlMaRPgaSTVJUJGtGMg9XrlypShMSFadp06apLA8pfaVlJxaEZIpIxmJJbq+SHSUZZpLdIeXyrqbXjiMpLSiZd9LnLL/ZN0RERGUNe2oQERERERERpk6dqvqXaOWviKj4Sbk3KbcpQRjpTSOl8ApDysNJ6TgpB0pERHStYk8NIiIiIiIiQp06dZCamgpPIGfaS9+hnEjTb8eeJJTV4yElJSXXeaRnDHkW+U6OHj1aJMuSYAYDGkREdK1jUIOIiIiIiIg8SocOHXI9Y92xITxlkXJDOTWP1rACNREREZV17KlBREREREREHkVKYOWWcRAaGop27dqV6DqVBfv27cOZM2dyneemm24qsfUhIiIiKg4MahARERERERERERERUZnARuFERERERERERERERFQmXDM9NSwWi0qzDQoKgk6nK+3VISIiIiIiIiIiIiKifJKiUgkJCahZsyb0ev21H9SQgEZYWFhprwYREREREREREREREV2lkydPonbt2td+UEMyNLQ3HBwcnOu8GRkZ+PPPP9GnTx94eXmV0BoSEeWMxyUiKik83hCRp+FxiYhKCo83RORJeEzK7sqVKypxQRvrv+aDGlrJKQlo5Ceo4e/vr+bjBkNEnoDHJSIqKTzeEJGn4XGJiEoKjzdE5El4TMpZXu0l2CiciIiIiIiIiIiIiIjKBAY1iIiIiIiIiIiIiIioTGBQg4iIiIiIiIiIiIiIyoRrpqcGEREREREREREREZUNZrNZ9ZUor+S9G41GpKamqs+iPPDy8oLBYCj0chjUICIiIiIiIiIiIqISYbVace7cOcTFxaG8fw7Vq1fHyZMn82yMfS0JCQlR77sw75lBDSIiIiIiIiIiIiIqEVpAo2rVqvD39y9XA/qOLBYLEhMTERgYCL1eXy6COMnJybhw4YK6X6NGjateFoMaRERERERERERERFTspMySFtCoVKkSyjMJaqSnp8PX17dcBDWEn5+fupbAhmwDV1uKqnx8WkRERERERERERERUqrQeGpKhQeWTf+Z3X5h+KgxqEBEREREREREREVGJKa8lpwhF8t0zqEFERERERERERERERGUCgxpEREREREREREREREWUibBw4cLSXo1rGoMaRERERERERERERET5cO7cOYwfPx5169aFj48PwsLCcMstt2DFihWlvWrlhrG0V4CIiIiIiIiIiIiIyNNFR0ejS5cuCAkJwZtvvokWLVqohtd//PEHHnnkERw4cKC0V7FcYKYGEREREREREREREVEeHn74YVVeatOmTRgyZAgaNmyIZs2aYeLEifj333/dPmf37t244YYb4Ofnh0qVKuGBBx5AYmKi/fFVq1ahY8eOCAgIUMESCZocP37c/viiRYvQtm1b+Pr6quyQqKgomEwmlGcMahARERERERERERER5SImJgbLli1TGRkSgHAlAQlXSUlJ6Nu3L0JDQ7F582YsWLAAf/31Fx599FH1uAQnbr/9dvTo0QO7du3Chg0bVNBDAifin3/+wZgxYzBhwgTs27cPn332Gb7++mu88sorKM9YfoqIiIiIiIiIiIiISs19szfj+OXkEn3N8Er++Hxsh3zPf/jwYVitVjRu3Djfz/nuu++QmpqKb775xh4I+eijj1QPjhkzZqjH4uPjcfPNN6NevXrq8SZNmtifL1kZkyZNwtixY9V9ydR46aWX8Mwzz2Dq1KkorxjUICIiIiIiIiIiIiLKhQQ0Cmr//v1o1aqVU2aHlJeyWCw4ePAgWrdurQIWks3Ru3dv3HTTTRg6dChq1Kih5t25cyfWrVvnlJlhNptVMCQ5ORn+/v4ojxjUICIiIiIiIiIiIqJSU5CMidLSoEEDVRaqqJuBf/nll6q8lJS2+v777/HCCy9g+fLluP7661XvDcnWkBJVrnx9fVFesacGEREREREREREREVEuKlasqDIqPv74Y9Urw1VcXFy2aVJKSrItHOeXzAu9Xo9GjRrZp7Vp0waTJ0/G+vXr0bx5c1W2SkiDcMnoqF+/fraLXl9+h/bL7zsnIiIiIiIiIiIiIsonCWhI+aeOHTvip59+wqFDh1SJqQ8++ACdOnXKNv/IkSNVRoWUmNqzZw9WrlyJ8ePHY/To0ahWrRqOHz+O5557TjUIl9t//vmnWqbWV2PKlCmqH4dka+zdu1e91vz581U2R3lW4KDGmjVrVCOTmjVrqnSbhQsX5jr/2bNnMWLECDRs2FBFjx5//PFs8/zvf/9Dt27dVBd4uUjtsE2bNhV01YiIiIiKRVxyOqYt3ov45AyUJSdjkrHhyOXSXg0iIiIiIqJrgjTq3rZtG3r16oUnn3xSZVVIL4wVK1bg008/zTa/9Lz4448/EBMTgw4dOuCOO+7AjTfeqJqFCz8/P1XOasiQIWr8/IEHHsAjjzyC//u//1OPS2bIkiVLVLBDni8lqd59912Eh4ejPCtwTw1JlZHmJvfcc4/bWl6u0tLSUKVKFRU9kg/cnVWrVmH48OHo3Lmzily9/vrr6NOnj4o+1apVq6CrSERERFSkZq05iq/XR+NiQho+HtkWZUW3N1aq68Ov9IfRwARdIiIiIiKiwpIm3hKU0AITeTUUb9GiBf7+++9s80mz8KpVq+Lnn3/OtZSUBDbkQoUIavTv319d8isiIgLvv/++vemJO3PnznW6//nnn6v0HYlwjRkzpqCrSERERFQoaaY0/LTvJ2w4vQHppnScXxEC+HbHpu2b8X/Bn0Gv08OoN6JTWCcMaTIEPkYfeLJ0s4VBDSIiIiIiIiqfQY2SkJycjIyMDNV8JbcMELlorly5oq7leXLJjfZ4XvMR0dXZcTIOlQK9ERbqX6TLTUg1IdDHoErfXWt4XCLyLOtPrMd9i+5Ttw1m4JH/hmNHSyDoignfbf0WZoNtvi+2foEa/jXQtU7XfC87NcOMY5eS0aRGEErK3H+jcXcnW3oyjzdE5Gl4XCKiksLjDVHpk/1PMhkkS0Eu5ZmW0aF9HuWFxWJR71m2BYMh8z/XmfJ7fPbIoMazzz6renZIb42czJgxQzVIcSX1xaRWWX4sX768UOtJRO5N2GA7tLzfyVRkyzx8BfhwrxFDIszoXsM5je9awuMSkedobf0BLSpaMSDMgiWV9MBpIKV2OOa0muc035U9V7B0z9J8L3f2f3psu6zHky1MqBOIYmY7Hr+y9CAsp/eiusOfSDzeEJGn4XGJiEoKjzdEpcdoNKJ69epITExEenp6aa+OR0hISEB5kp6ejpSUFNW722QyZUt2KJNBjddee011cJc+G9JfIyeTJ0/GxIkTnTI1wsLCVC+O4ODgXF9DIj7yAyZNXLy8vIp0/YlIghp/qusBAwYU2TIbvGhb5k/RBrx2bx9ca3hcIvIs645cxpkNW3EmWYenXrkLSztPBBp0QuDJk2gy80m0ewAqW2PWgE9xV8sRBVr2s1v+knNTUMkYggH9OwHFmH2mHY9F4zbXoXO9SjzeEJHH4XGJiEoKjzdEpS81NRUnT55EYGBgrmO/5YFkK0hAIygo6JqsSpLbNiAN0rt3755tG9CqMZWpoMZbb72lghp//fUXWrZsmeu8Pj4+6uJKfpTy+8NUkHmJKH+2nYi13y6u/eta3m95XCLyDPvPJdlv/12nP/5o0End9jJloOHZFNy6C1gfBgw7XQHGdl756tGx+OBipJnToNdVAKBHxhtv4YetJphGDINBb4CPwQeDGg0qsv4cJovzGS8J6San4wuPN0TkaXhcIqKSwuMNUekxm81qAF8aY+fWHLs80EpOaZ9HeaHX69V7dncszu+x2WOCGm+88QZeeeUV/PHHH2jfvn1prw4RXaXdp+Ltt9u+tBxd61dGjQq+qF7BV13XqOCnrisF+sCgLz9RaCIqW8HZ15cdsN+f0ese++1a8RdgBhC1CthQGzBGRudrmRtObcDQH4eq27XTv4EBFWHS69H182Vo5LvM3qNj5diV6BnRs9DvYd/FfRg4uy+AmfZpjy5+CnVrTEGDkAaFXj4RERERERFRaSlwUEPqnR0+fNh+/9ixY9ixY4dq6l2nTh1VFur06dP45ptv7PPI49pzL168qO57e3ujadOmavrrr7+OKVOm4LvvvkNERATOnTunpksaklyIqGxISTdj6uK99vsxSelYvPOM23mNeh2qBduCHSrgkXlbgh5aAKRqkA+MBr29cZLGYrFCz4AIERWT5fvOZ5vmm5GKVC9fWHU6SPyhXiwQESc36uVrmdJIPCIkAtGx0fDLMCPdC7DoDGo5w/YAc1sCkaGRBWo4nluGRr85/dBrw2msdohfREab1fSDDx8s9GsQERERERERlZmgxpYtW9CrVy/7fa2vxdixY/H111/j7NmzOHHihNNz2rRpY7+9detWFbwIDw9HdLTt7MZPP/1UNQi54447nJ43depUTJs2reDviohKRUqGnL/s7MBL/XD+SirOxKXi3JUUnI1Pxbn4VPv18cvJ2Ho8q2SVI4lbVA3yxbkrqU7T95yJR2TlAAT5Ml2YiIrep6uOZJsmAQ2RbrAddyTUqtcbgN6987VMo96IwQ0G4YN/P0BIqhUXvIALgaH2rI/5zaEel/kKa+mhpTgTexJT/wZucAhqtD0Tgn9qnsTyI2yMSURERERERGVXgf/n3LNnz2xnTTuSwIar3OYXWnCDiMo2i5t93dfLgPBKAeqSkzSTGReupKngxZm4FKegx9krqdmCGoM+WodWtStg0aMFO6P5+V92o0mNYIy6PrxAzyMi0qQZvdW1yhUzm2Fevw6GG27M13O77UkANgI/t6mq7v+v4+14fuWXKlvjsY1Al8ArwIDCr+PR2KMYuVeHunHOx2Rviw9G7NXhWNwxRCCi8C9EREREREREVAo8pqcGEZV9JrPzANqyx7vl63k+RgPCKvqrizvfbIjGlEVZZa3ETofeHflhtlgxd6Mti+yOdrVVsIWIyN2xQjOhRgYOx57Db6lh9mmSqSGt3C76A4/1B8ZUicdAl2UcPJcAH6MeEZUDnBqFSzBh8j/AkWoHsbNmI3Q7ts32mgAmrwW+bXdMzVfYRuH1gsIx6G+rWm5waiKu+NpKeaYbjJi60op908JhuViolyAiIiIiIiIqNeWnrToRFbsMswz12bwztBUaVw8ukuWO6RSBPVF98cLAJk7T5+ya4/ayYO8CNTDoKDHNZL/d+MVlWH/4UpGsGxFdu2X0nphwG8zNnc//SDN6qT+eqiUDPlYdDiU5l9wUfd9bg55vrXKatvr4amw/sApVUoAqSdKMAzhSqba6lhBrlWRg24FVar7CGrAlHnXjbMv1Mmcd+0x6L5UV0nt7wYLCREREREREBNx999247bbb4InrpdPpsl369euX72WsWrVKPScuzvb/VU/HTA0iKpaghpehaGOmgT5G+Hk7Z1dMnH8QF31edjv/yrEr0TOip/1+QmqG0+PP/bIbq57O6g9ERMUnNcOsjgkGaZTj4ZLTs4IAYkDjSli2JXv5KQl9SNbD/uk5l3GKmPQb1k+6ATVD/GA0A1Erbc/zsthe40ywrQyVtjzprXE8e2uigjGZYIiarhqa66xWlZ3RJXoH1kW0RobBCKteB8NrrwMzZhTyhYiIiIiIiMhT9OvXD1999ZXTNB+fwlUBcEf6Ynt72/5fXJqYqUFERcbkULalqIMaWtkoR/6W67PNo4cOdUPromsd534bCanOA5XRl5Pz7PdDRIUnAUXJjnr6x51ZE2Xf27zZdu1hTsYkq+v/615XXQ/cmpXV0OzcYXujcAmxStZDf4fHhSkzYKFZe/iCuu5xymDPnjA6ZE9otOXJfIWydi1w7JgKaAgJZHibM+BlzlABDp0cp9nLjIiIiIiIrgHy/6/FBxfjvX/fU9eu/x8raatXr0bHjh1VMKFGjRqYNGkSTCaTU6/qxx57DM888wwqVqyImjVr4rXXXnNaxoEDB9C1a1f4+vqiadOm+Ouvv1QGxcKFC3N9bR8fH1SvXt3pEhoaan9clvH5559j8ODB8Pf3R4MGDbB48WJ7v+tevWwn/spzZF7J/tDW+dFHH8Xjjz+OypUro2/fvrjnnntw8803O71+RkYGqlatii+++AIlgZkaRFQsmRpST76oSe+NgS1r4LddZ3OcxwIr+kTchPl75gMWC+r+ug5Hb+mCPackOh2IQe3TsXiLLaL8+rKDmNS/cZGvJ1F52+9PxCSjXhVb3wZXZ+JS1fXP207jnaGt1R+Zu956Gm2ffQ/b3ngCLZ98A0a95/w5MuTTDeo6xN/bnvWAoR+qaT7mDKRlBjWEynqQx0eMBIxG7Lu4DwNn9wUw0z7P40uexbHUNggLroojQ2ug8pGzTiWhNJ+2A3wbNMa4Ls4B2YJK69AW295+ApbUFHU//Yo3EhqFQW/S4ULjulj3yoOAn/vvioiIiIiIqKyQ/3/1m9MPJ6+chF6nh8VqQVhwGJaNWoamVZqW+PqcPn0aAwYMUMGAb775RgUn7r//fhWcmDZtmn2+2bNnY+LEidi4cSPWrVunAgQSUJBggdlsVuWt6tSpox5PSEjAk08+WWTrGBUVhTfeeANvvvkmPvzwQ4wcORLHjx9HWFgYfvrpJwwZMgQHDx5EcHAw/Pz8nNb5oYceUusrLl++jO7du+Ps2bMqeCOWLFmC5ORk3HXXXSgJzNQgoiJzISGtWDM1xIzbWzjd9zW3h5+5o7qty4ypzNw+C6N/GY3E+8ai85RZSLhvLD7a+Ll67OudX9qfO3P1kWJZR6LyZMbSA7jx7dXYEh3j9vGENFtQQ7y+9nXUfK0qQma8p+5XmPGuuv/uhnez9cEpDRaHbLN+zavbsx4mrP0OD/67AD6mdKQbs4IaKuvh6FE1nwRr5A/q7htOOy3TO3U03v/NHyOX3IOoRmfR9whgdDl7SCpO9T8MdE+vIafXFOo9bLi4DZ0T3kXXjJnomj4LFuix2vofkpGCjdazanrvxI8L9RpERERERESlSfv/15mEM+q+BDSE3JfppZGx8cknn6jgwEcffYTGjRur4IQEEd5++21YLFknAbds2RJTp05VmRJjxoxBmzZt8Pfff6vHli9fjiNHjqigSKtWrVTGxiuvvJKv11+yZAkCAwOdLq+++qrTPBJwGT58OOrXr68eS0xMxKZNm2AwGFTmiJBsC8nyqFChgv15sq4SDGnUqJG6dO7cWV1/++239nmk9NWdd96pXrckeM6pkURU5r229ID9tpeheGrnB/t64cnAS3g7sbK6Xy3dFu0+7zUNqcYt8MsAUoyAtwm4d7vtOfdtB57rYxuI9PKOAZzbaxBRISzeaRvEX7LrLNpH2P4I0kig4n9bvgFgy4h6YfkHuOVgEOrGxar7Um6pz5ZYTMyYiJbVWuLGujeiNF1MzAqsRFYOADp1An74AU+k2aaPjQ5EWpIRcPjDTQUhOnXC0kNLcSb2JKb+DdzQwHm53ta60CEAw/ckqRJUjiFfs04Pg9WCiHjAcrmwDTWgSu9FhkQiOi4aVlXUCrBC/qA3QW/1USX6IkJy7gNCRERERETk6eT/X5Kh4cpsNavpvx/6Hbc0uqVE12n//v3o1KmTKt2k6dKliwocnDp1SmVfaEENR9WqVcOFC7ayxZIlIYERCSpopJxVfvTq1Quffvqp0zQtUKFxfO2AgACVkaG9dm7atWuXbdp9992HWbNmqVJa58+fx++//24PzpQEZmoQkfLOnwcx/dd9hVqGOrM5k1cxlJ/SjG+ZVRNQUy3DFtxIkdiFDnh/GTBi2OuIeHYJ9FY9bt9vC2okZcQjVb+72NaNqLy5lJiurr9en71Pw4ZTG/DtzgX2+7XSZmFbxCdqv1zQ/EZ7c2yDWTI6ElDaLme+l8dvapAVsLjzTmDUKHXxqVMbaXKAybyvLvK4jw+Oxh7FyL06RMa5X7aX2dfeKNzi8EduambjcckR0R84qEpeFYaU8orqPgVWWKGzn7tiUvcNCFUl+p7r/GyhXoOIiIiIiKg0yf+/pOSUOzL9SKznVubw8srK/hcSBHHM5LhaAQEBKgPD8eIa1Lja15Zlu5Isk6NHj2LDhg2YM2cOIiMj0a1bN5QUBjWISPng78P4ct2xQi2jWrCv/bZ3MZWfUgYMwAN7fs/++jImagW804HKqT2xOayZmv533fZoc9Z24LYiHRd8Jtuf4wklb4jKgiW7zmDozA1OvXMcVQv2cZs1UM3PfVbA0wOfsDfHHrEbiI4v/ebVMUm2oEalQPcloLyNUqfVuX+Qdhw5H3caU/+2IjkzSCEm/jMHPhm2Y0yNjNm44f+WYF1EG6egRoqX7bXUlPPnbSWvCmHuxuN48fsqCE+YAL1FO+6ZYNZdgM7qi7oxwJBTWWnEREREREREZU3d0Lr2klOuZHq90Holvk5NmjRRA/xWa1ZZY+lBERQUhNq1a+drGVLS6eTJkyrzQbN582aUBG9v2/9lpa9HflSqVEmV2JKyU19//TXGjRuHksSgBhEVmXRT4Uun5IdJDyxs5ly3Xny5EPCyhiMy5Ts8dfNT9un33zEFb/W0HVwH/JehzohO0W+BBanqTHIiytuj323HpugYHDqf6PbxXo2qus0aGFjvNrfza4P9ctR4fTlQP6j0SyJdTrKtU6WArMCEIx+jrZxTusn5j2c5jpya9ZYqLZVuzAqISA+Ozid2Oc075q6XsKZO1p9fZwK9cckPOPfCE6rUlSp5VQjP/7LHdsPYG37WTvaghkWXBB28EbVaB2P08UK9BhERERERUWka0GCAagpu0Nn+j6aR+zK9f4P+xfba8fHx2LFjh9NFAhEPP/ywuh4/frxqEr5o0SLVO0Oaguv1+RuC7927N+rVq4exY8di165dKijywgsvqMccy1q5k5aWhnPnzjldLl26hPwKDw9XryG9OS5evKjKZuVFSlBJE3EpvSXrXJIY1CCiImNyaLJrdrhdHLUT93qdyDa94WU/1Ep+DqnewTk+97l/MlSpG6suGXr4IiygbbGtJ9G1yOJw1omjDLNt+tLdZ3EuPtU++H/2UPY0VdHkoi0zTP4ErZEE9N8aD0/J1KiYU1DDS+82qNG15vV4ZbVRBWhSvbKe2/PoVkxe9VW25VRJyvpj9M5RMzFw7BPoWPFHmIYMLnSjcEeVMsaraz0CVZaa3uqNu3ZbgcjIInsNIiIiIiKikiYn0C0btQw1g2qq+1opKrkv0+Xx4rJq1SrV3NvxIg3Ba9WqhaVLl6rG29Lk+8EHH8S9995rD0rkhzTsXrhwoQoodOjQQQUNnn/+efWYr29WdRR3li1bhho1ajhdpNF4fsn6y/uYNGmS6vPx6KOP5vmcm266Sb1O3759UbOm7bsoKWwUTkRFxnGs06sYy09J7cQ+RxOx3dZjyW7ioFdgNdTK9bnVEzMwYhewoklDdf/mD9Zj/0v9im1dia41OcQ0kGYy4+jFRDw8d5u6H/3aQIz5ciO2Jrg/Fuyo2RjHQmsiMvYMrDodDFHTgREjAWPh/jQ5G5+CeZtOYvT14agS5HN15adyzNSwvZc0l6CGcf2/qBNj64WRmpmp8X///ohGl46rzDBXdeP02Jv5916alw/OV7gRFy8vLJJmdg2qBuLQBeczavzN1yPFsAnQGWANi4Cud2/gzz8L9TpERERERESlqWmVpjg64aj6f5T00JCSU5KhUZwBDSmzJJec9OjRQwU1cguIuJo7d65q2K1p3Lgx1jqUJZZsDSE9Mq52vYRjWSxNXJxzU8gXX3xRXfJaZ01SUhJiY2NV8KakMahBREV+BvftbWuhac2csyUKq15QOFr8m4Z7XYIau2rYAhW5CUpPxlvLgY4N9SpXLSWjZEpmEV0rzDlENVIzLEhOz9qfpO/EyZiUXJfV+95P8MeXjyDFyxfJ6b5I/mUVUho3U8tJzjAjJd2EpDSz2k+T001qeoo8pl1n2KYlpJpwMSEN93WNxOdrbRkgB85ewawx7Qv03j78+3CumRrSU0ML4Djp1Anmp5/CU7vewvEKtj4Wv9dPw96KgN7Nx/Vr057ZP4vowCJpZpeUlr3RuFkXh8C0dFiNQOrCX+FXyMARERERERGRJ5AARmFPDPM0v/zyCwIDA9GgQQMcPnwYEyZMQJcuXVRZKk9hsVhUaau3334bISEhGDRoUImvA/9XS0RFRhu7G9upeGvjD9gSD8vxU1f13Aqpiaoh75Tlb2B637fQqW6lIl8/ovJSfio53VZmSkTHnsLiA4cA2AKaDZ7/HXWqmHL9U8NkMOLG+z/LmrA1Ddhqy/TIjZ+XAf7eBvh5264loCG0gEZeJfCksffig4uRZrY9L0uo+ve3wwvg5+WDQY0GwcexR4abnhpqWYcXI63yWaQYgSOVbceUndVN+CfMNk/zmGgk5NAwXXPPVjOMRdBXJMkhsGSfZvgbXSr0xCbp+VG/AfwK/SpERERERERUHBISEvDss8/ixIkTqFy5sirxJMEDT3LixAlERkaqBuiSIWIshRPnGNQgIifxyRmo4G870/hqBzv1eTQvKhSTSZWp0Vudy7+4GrrzD/zQqi9uOLwJf9fvaJ+urdm4HQfwRt+UHPsDEFHeKatrT2yw395z4QDWrVqAaphun3biYt5/ZjzUsy4CfbxcAhVGp6CFv5cR/j62275GA/R652NM73dWZyu5FOCT82tLY++hPw6139dbQ1ApfQL80UHdH7totLpeOXYlekb0zLX8lOOybg+ohfgg7f1nBRdanXwUe2vPRax/hRzXKTTNF12lr0gzFOq7cZep8eeDT2DJVn9s2nCcxzwiIiIiIiIPNmbMGHXxZBEREW7LWZUkBjWIyImUc6mAqwtqaMez4oxpQOoKHjtmD0648/aSdzBo/2pMXPsdZl43xD69cmKs/bY8P1AHnIhJxm+7zmJgyxrFuNJE1w7HBIjranUCsELd9rbURY9Tfjjg0hvMqkuCzuq+WbhoGnm40OnCFzIzNRwt3nkGHwxv43b+rnW6IjIkEtFx0bDCitCMcfC32AIavumnoffTISI0Us3nKCuoYbZnaZyMO4kArwCkpiah79EG2JrZg1tntc1jMAMv/w3M6LUHfzTqkuN7uOeOqai+OR61ktejdqg/aoX6oVaIn/26ZogffL1smSI5kWCLyU2GSsfaHbF4y251W8p5hfrmvhwiIiIiIiIiT8agBhE5+fvABbStE4omNQreE0OL0hZrUKNTJ+CHH4C0NGCPbVItLzO+iUiE3mJG5PNPwnrpInRWaQp+GRZdVpPiFZ8/6LSoCrGxOGL1wyPfbUODat3RsFpQMa440bXB4jhobs0aHNcjAAMOB6qgxpDdC/FTi9vU9NYN12Lf3o7IMNpKO7kqij4SN7esgbkbTxSo7mpU9ykYs3icuq9zyPxK9a4FndmKB1rfm63BnGumhmRpjFlkO4Nm1B5gaZOb7fO2PWvGynBg+B4gIh5457d30SyHoIY0FT9WsRZOB1fBf6crYlN0VgDWUeVAHxXkqO0Q7KgdmnU7w2y1r6e2jmuf7aWuv8v8fHq9tQr/Te+d78+KiIiIiIiIyNMwqEFETiljz/9iixQcmzEAOolOyGNbtgDt2+cZrdDGOou1/JSPD3DnnermLfO249edZ1A/sjrq3dMRWLUKuHjRKYsj3ZiVdVIhLclpUf4pSUBI5nwO5WSIKH+NwjMszvvNO93Hq+u7dm3ARe/Psa4O8FTC0/Cd9xjuHP2t07wvrJiFSklH4DX65UKv09RbmuG+bnXxy7ZTGNy2Np77eTf2nb2S63OGn6iAqbFAdAWgXowJ5zKPBS/9+Qm2VwH2n3kHpq7POAU2tJ4aWsBAMjmq+ldF3BUr/mn4ldPybzloxrqaQNRKWyGqgIxUVEyOR4ybElSTx/UEDAbb8W3QTUiEAadjU3A6Llldn4pLybxvu955Mi7X99a5XiU0qh6M0Z3CVbBDOMaivvn3BKrk+akSEREREREReSYGNYgIiW5qsN/7yxNIN+lRa9UevP7pcrzxYEscGXA9ArwDMK3HNAT7Zs/ksJREpobL2dkS1LitTc3sWRy7dwNvvIHR25Zgfqu+bp/vl5HV5NjLkJXRQUQ5c4xjJKdnL/skfDNSMXUV8FYnIOHYEnQ7E4tlXzyCfvd+bJ/n3i2LVQDSXMg+EsLbqEdk5QBM7NNI3Tfodc4ZJW4Yjx3HtFXAPYOA606bsSgzqDFi+1Lc5g1M7XEZvx/63ak0lo9XZqZGhu1DkIBH74gbsXbryGzLr55kwZTVQF2H+IPRnHWs7XhiNzbVaWG7Ex4O9Mzq3REIoFH1IHVxR8pfnY1LVUGOU7FZgY+ft51Wjx++mIivxmX1EnL1z+HLuN3Wz5yIiIiIiIiozGFQg4hw8FxCtmlzd/6GGmnvAcE34nUsx5Dvd6FRlV0wG4A6Ferg8esfz/Yca0lkajjo26w6tr5wEyoF+mTL4lCBjfbt0SwtDS9cSoZRVulb5zPF/U8EA5knc2eYmalBlB+OjaY3nd7idp6W520lpZK8gcar98Oq06HxpeN4ZtXXeKPn3eox2SWteh0MUdOBESMBY9H9SSKNxB0zStyqWxcjdgM7qgG+yCqjJbeC0oHaidlLY3kbnHtqiIfOhSHu7D7sqdHUeR0sZgzbA4zvB7znMwiGO+6E8WAFIAOI8Dbjkz5haH8AWQHZApCMkYjKAeri6JXbWuDpH3fi4Z71c31+cnrW+hMRERERERGVNQxqEBFW7D+fbZrBmlX/3gId6sVa1QDd3FbAfW3vy7WMlb6EMjWEPaDhyiHA4X5tAb85W4E959RtBjWICh7UqB/SCsC/agDforcFBiol2VITZK7X/gJqqqpvtud4mzOclqWTbIqjR4G1a50yFQrLoAPMeWRqYMAApFethKhVl/HJdc6lquSZt+4H9gdFOE3XMjUcy9V1+vck9oR1z7Z4L4sZ9eKAu/YChgndgVGjYHxjJRCTDN+KIfAZ1h+Y9mfmgnM4jhWQn7cBH41o6/YxrZqgWjf5gIiIiIiIiIjKKNZbISqH0kxpWLB3AebsmoPZO2Zj48ol2ebxMdex336v6whVEz5qFWDMAFYeW+l2udoYourFUQZoTX+FKa8BUCLKFtQY9bktU0MLaIgeR7eqazkKSEDjj371bVlS336Lc0NHZy0oc5oqGVfATIW8qPJTuWRqqGPgwV+wdWQvlZVRJTne6XFZdwlI3LT5stN0154aMJmgX/G3+3WwmNVxs8tJWVg9Nc2YGfGVY4+UzCpJ2ms7ZpwQERERERFR0ZIxsYULF5b2alzz+L9aonJow6kNGPrjUIz+ZTTu/flubNM7l00RFczj7Lc/6DIc0OlRLxaY92P2kiwaa+bZ2GUjpKGdO26TwUbhRPliMltz7ccTkJFivy1z9th8CRg2TGUqxEU4lEUaNcp2kYyqIspU0EgJvNwyNeQYOPz7oaj1xY8q8GDODMrctjcrYCvTrVNfVIELjRaIsAc1JMPkfPZMN2GwWlQpK9U3JMBfTTNmZkj4eBlUgOTNO1piyfiuKAmOMZ6SDqgQERERERFdCy5evIiHHnoIderUgY+PD6pXr46+ffti3bp1HhUw0el0bi/z58/P92vdfffduO222+Cp+L9aonKoa52uiAiJUCOOw/cAjS8cU9P3vTME1x/K7Enh4qNOQ9X1zYeByIAwt/NYSrinRlEO8h2PSS7NVSEqUffN3oxbP1p7Vc/NK6vJPyOrebgcCXwvx9kG/12yBYqTLVMj92PgnTHVEZxeAdtqNcU3bQeq6fdsWZS1DCnndOKsfd0ds7vs5ac6dcIfs35y+xpW6FRg5MmbgGXVE9U0bZ02HYtR13e2D0PzWhVQEm5vWytbpsblxDS3gSkiIiIiIiLKbsiQIdi+fTtmz56N//77D4sXL0bPnj1x+bJzln9RS09PL/BzvvrqK5w9e9bpUhxBiowM5zLTJYVBDaJyyKg3YnCDQTBYgKiVMgiZiqoJl+GbkYZXVmadZe1oS21bNoevGVj16v3Yd3Fftnm0ci9lJqjhcHvyz7tLcU2IStZf+y9g5ynnkkvuytM5XjSrjq1Rj8t8rWoGqWnPrvrK/viFgFDnfaxCBaBDB9v9EqryJo3ChUWLIsgLb95sXwGzxYzqN92KTg99gDtHvYGTIdXV9FS9GWNuBUYNBmY/eSMy5s11Ko2llZ9KzchstO3jg/874j7LxKLTqcDI+SDgQKItcHwlpXT+2BPTBjWz35aeGkeuANe/vhrNp/6B+ZtO2HsiERERERERlRmSWb94MfDee7Zrh0z7ohYXF4d//vkHr7/+Onr16oXw8HB07NgRkydPxqBBg5zmvXTpEgYPHgx/f380aNBABT8crV69Wj3Xz88PjRs3VsswOay7BEoeffRRPP7446hcubLKBomIsPV8lOXqdDr7/ZyEhISoTBLHi6+vr3rs66+/Vo//8ccfaNKkCQIDA9GvXz8V+BDTpk1TgZtFixbZszxWrVqF6Ohodfv7779Hjx491PJmzZqF4OBg/Pjjj06vLxklAQEBSEhIQHFgo3CicqrbngRgI1A3DojzDURIaqKKckqJqT7/rcGfDZ0b3/4T2VYNUMpQ4aTFsWjZshuOPnkCAd4BWTPZe2qgTOAgXjGTz3fLFqB9+7KzUVzDJAix+OBipJklk8IWePhm5xw4Jk/4GHxQwbeCKk9nZzVAjyCEwRbY+GTzTCRtX4WVY1eipjkVu6wWdfzQNM3M/BJq0fHxtoBCz564v3tdfL9FmkwULy2warZaYbGYseutp9H22few7Y0n0PLJN1T5qfd2foZw4y1OzwtJtwUr5rYC5mIFwq9/AT0dSmMF+dr+bEpINTkHN3IgRxgJHH/zkC0zQzvi3N059z8+i4OfV1bfk5OxKfjleNafgJN+3o0mNYLRKiykxNeLiIiIiIjoquzbB/TrB5w8KWe2yVltQFgYsGwZ0DR7mfXCkoF/uchg/fXXX6/KT+UkKioKb7zxBt588018+OGHGDlyJI4fP46KFSvi9OnTGDBggCrvJMEFyfyQ4IUEOCSYoJGggpS60kpbyXOrVq2qMjD69esHgyHr/3hXIzk5GW+99Ra+/fZb6PV6jBo1Ck899RTmzp2rrvfv348rV66o19Ne/8yZM+r2pEmT8Pbbb6NNmzYqsLFz50413x133GFfvnY/KMh2MmRRY6YGUTlV77JFNf6WIiqJ3v4ISktS0+X+rF/ewGPr5mV7zurItuq6WjLQfH8M3v/3fbeZGmVl/NoxptEhIuvscio8k8WEbW9OBDp2xLa3nlT3yXN66Wien+eFMT/fr6bJRR436AyIDImEDjr4mluietrrCEvNytTQwYi6oXVVCae0CqHw0etguH2w/fGfGl/AxD6AuVIo8NprTo3A61cNLJHgzakrJ9TtN9a+hZqvVUXIjPfU/Qoz3lX3t5zegpqW7Ouit1jw5nLAaAZqW4LUe3RUwc9LXcdnZlx8t9H2Ou5USYq1Nxy/bu0xp8wRLThSkuRsmum32rI1jl3KXm7vbHxqia8TERERERHRVZGsBgloZA6yq4CGkPsyvRgyNoxGowpCSLBBshy6dOmC5557Drt27co2rwQshg8fjvr16+PVV19FYmIiNm3apB775JNPEBYWho8++khlaQwcOFAFMyRIYNHeB6AyPCQw0qhRI3WpUqWKUwZGlcz7OZHX1wIx2uXEiRNOZaNmzpyJ9u3bo23btiozZMWKFeoxmVeCLFrfELl4e3vbnytBmNtvvx2RkZGoUaMG7rvvPpX1oWV6XLhwAUuXLsU999yD4sJMDaJyyu/cZQRlluRLN3rB25zhFOm8b9NcfNxpqL2Brni+76NYN9N2QAq7Auy5uMepLM3eC35SoAoLD/yCasHeGNRoEHyMRdsAuCiZLFlnWV9IuuD0XjReOh/0rjsAFfz8VZ1+ypuUJhs4uy9WzDhlH0huoFuA38b+gaZViv5sCXKXiZGdlFyq6l8VF5Mv2qcZEAhvSwOkGXZDDx0iQiPRI6IHorpPwZjF41At/VU3S9IjqtsUVcYuzWKFj683jDcPBH7YqR5dE2HCqBuegOG3N+SvPpRG8OafE6sRiBvx4sopuPVgLfxXtTHqxm2wZaJticXTGU+jt6UOTqadQopPbftzfUzpKmg7fBegax6m3qO7bIeftp3CbW1qYvqS7GX4Nn00CksbdUWnE7uzmqV/+Tfwosme2eHnXbgzaq7WiI51MGXRXlxOyl6P9cE5WxH9mq23CBERERERkUdbutSWoeHKbLZN//134BbnzPyi6qkhQQgpQ/Xvv//i999/V4GHzz//XAUyNC1btrTflhJMUp5JBvqFZEB06tRJnXimVRDp3LmzCnycOnVKNSEX7dq1K9S6vvvuu7jpppucptWsWdN+W0pj1atXz35fghPaOuZFAiGOpJRWs2bNVMBHsjjmzJmjynN17+5cBaYoMahBVB6ZTKi6fL29nFS6ISuoIWR6cDrwy7dPYtBY2xnO4nSFqupahuVeXAM0ajkP8/ZkZXSEpt+HYNyGx/+YALPusipP0zOiJzxV3RrxwF7b7UOXTmD0zxPQ/gywRY7xmfGLsJQfoMcqdZsDfnmTjIx+c/qh14bTqJnojb1Va6HZhWPotuE0+hn64eiEo9kGiqloMzHsrMi2PQtvS0On51l1trP2LbDagxXDT1TAlFgjrLZym04qJxkw7GQFoA2QlmFRzbP/O59Vfuq9vm9hZOcuOaZsfXNPR1UWqrhIdkWg919ACmAw67E9/AM8GA7sfO8uBKYlqQy1+c2B6+ICkZyhxymHuKvRags6vPMn8F3jKjn26hCjv7CdZSM++/ll/N/tL6jbVZPicPe2JfbH5BkBp86rhuNJmeWtqgW5+WBLAAOzRERERER0TTh6NKvklCuZfuRIsb20lFvq3bu3urz44osqS2Hq1KlOQQ0vL1uWv0YCGI5ZGPkhwZDCqF69usoUyYm7dcxvmXZ36yafw8cff6yCGlJ6aty4cWqZxYXlp4jKo7VrUeFsjH2cU4IaXuas1Dxtestzh52eZsycR84xljOeh+9xf0iR52vlaTzZkzf0hK7qc0jXHZNCOxi1C9j8P2BkZuagnLmuh39pr2aZsvTQUpyJPYmpf1vx8K2TMHDch9hXORxTV1rV9N8P/V7aq3jNkv1NKxslAY0h+2uo7XnIvirwM3e0ZWIYqyA02XVA3QCdBaiSCJh3bldNwM1Hj+DpDcFuX2fAIQMu7fpX3U4zWeDjpceRi1lBjWbVGuf6h0v3hlXQq5EtQFocJCjTrkZrdXvI/qw/c57r+4j92DViNzBwZwpqJth6XWiCU21l+CqnAIP35P8PTmsFWy+KwLTsZZ2s8lFUrWpvli68jKXz51dx/kFJRERERERUYurWdR/QEDLdIQOhuDVt2hRJSbb/S+aHNObesGGDUwBh/fr1qvdE7dpZlQRyCkSYJRulBEi5qYK8lvTkkL4hH3zwAfbt24exY8cW6/oxqEFUjtR7bilu/egfzA88jlU3N1fTLNDBZDDCxyFTw9GXC7KaFN27eaH9tvx0TFslZ0I7dL/NDIdYYLaf8e3JZP2m93oCFl0q9FZf1dBXyJncBpNkafxa2qtY5hyNPYqRe3WqAf3f9TuqaadCqtsGkvfqcCS2+M6WKO+kvNTA+v1hhRUhGXdiS+T/sCaiDQKs96Bq+hQYLXXR2lINGd7OwcZ+h7zULnwxELj7+Psq22ND1TTsqvmA29dpfd6A56K/UFk5u0/H42RMCowOGQBehtL/06Jhkq3W5w3HswIJ54Iqq2s5ZL3+J9Bu2zmkGrNqgo5fPx8BGVl9JWqv3ZnvOqzddq5C9Os3Y897DpkymXTy4UoKrzRLz9SiVgV4CsfvjoiIiIiIqEwYMMDWFNy1Wbbcl+n9+xf5S16+fBk33HCDKq0kfTSOHTuGBQsWqPJTt956a76X8/DDD+PkyZMYP348Dhw4oHpPSE+NiRMnqobduYmIiFB9L86dO4fY2Nhc542Li1PzOV4KEnyR15L3efDgQVy6dEn14MhNaGio6rPx9NNPo0+fPnkGaAqr9EceiKjY7TwZh4hJv8FssWLnqSsYtfhu1Fm7Rw3uST8N4W1yLj+lueHoFqfGt44HDxmobn+2OcJTl6DFBamnZxscC4+12srTlAFDowPha64KAyrhhv9bguHDXlHva9ChiGzzTv45e/MnclYvKFxlaTjG8q06nbov2Rr1g7J/rlR05ac+2vKJul3BbDsj4sPOw7C6Xjd1u0ba+1ieXhVB5gFOz3tmvRGf/Ga7LdkcKsvqziexrJH7TKsMvQFzq1/Cov1ZWTdGh0CGl6H0B8mNCQnq2t8kfX5sGl46rq7lT94ayYBXUgpSHXr+hMWdc1qGLv4KsHp1vl4vYO43wLff5nzJbJYeXsmW+RVe0XMywB69wZaO3KaOLduEiIiIiIjI40n/xmXLpEmE7b4WDJD7Mr0Y+jtK8+zrrrtO9aqQXhHNmzdX5afuv/9+1fQ7v2rVqqUCGdI4vE2bNiqYIQ21X3jBVtI4N9JMfPny5arRuDw3N1L+SfpkOF4+/PDDfK+nvC9pUC79M6Qp+bp16/J8zr333ov09PRibRCu8ezTqImoSNwxc73z/ZhqqBt3Hklevmg28Uc1zbGnhuuQ5JS/ZmH6TQ/ApGVeBAUhZtAQPJEWiHOV+qlJnc70wU5zLM6FAM+uB4yR0SgLDm1eBugG2+9vCG+lBuDv22bEwy7j7/M2ncSM27OaPVF2A7bEwxDnPM0Knb3sT8TWeKBZaa3dtd0k/FzCOYSYfeGTMck+fXOY84ddOWNi1nOwGz5ogXSDEfdtBx7vB2QY/WA+8wHqT1mR42tZdQbctV+HzSekEXwdPNSzHs7Hp3pUpoYhKAhIBnwyspqm13EIWkimmaylY6aGn8O8dnmk2krj8M9GtwMaZu+/4c6S8V1xJdXk1JujtHSuZsH683oMalUTs9YcRbCvcz1VIiIiIiIij9a0qa23hjQFlx4aUnJKMjSKIaAhfHx8MGPGDHXJjbu+FJI14ahHjx4qqCF9Nq5cuaIaiTtmaaxaZevt6uqWW25Rl7zk1RtD+n849gARt912m9PzJJDx559/FmjZp0+fRqVKlQqUuXK1Sn/kgYiKXYbZ+YAzcNRLuHVYJYy6vZp92n8VTbh7EPBBR+DTdsCBu24EXn4Z5kqh+CfM1jxjcSM9zJUrAmvW4JU2t2N1PVtAQxyoGoH2Z2yHlNv3lWz9wsI4Gpp92pngqrgU2Kg0VqdsM5lgiJquMjMcafetep16PL8lfahgWRrDfx6OJF1V+FolaypvDS/bBuzH3RkFLwvw/jKgTtKEPJ8nmRqSdVPRaDsjpk5Ff6dAhicENfQ+tmBFqldWJsbrPcdlPZ55HeOf1Tfk03YZGDUY6rL/neds2RU9emRb9jtDW9lvL3iwk+oRkl9Bvl6oFZKVPVKaOle14NBLfVC3SiAM0rSuGJu3ExERERERFQsJYMgg/+OP266LKaBBuUtOTsaRI0fw2muv4f/+7/9UP47iVvojD0RU4oL3VsXO8NnYHvGxfVqLC/GY0wqY0B94swtQf8SjwPPPw3DuApr1G6Hmqd6yGwxnzwOtWyOxSlZARBwPrYmttW2DqZcCdTD17Y2yQN8nKzCjifGvgCl9HlK3W9XOOlPbA06u9mxr1wLHjkHnMjiqBTV0FqvtLAqZj4q8SXi1gGrwMuX/bPtzwU3stw9XrIV7t0uKQ5c8nyeBgjrxBjQ/aGuK7e9twMO9soKYHhDTgKF2LXW9r05jp+mnakfgiWGhKnDx3nUGJPoE2B+z6HWY2xJY3yMSDSZEAXfeKafiZFv27W1rY8btLdA+PBTNPag3RkF5OXxPsosyqEFERERERERXQ/qKNG7cGNWrV8fkyZNREjxg6IGISkr1YF91PeFQ9sh10wuXMEwSMnS2RtnGo5nlo4xG3Db4GXWzSYve9qh3qvV8tmWcDbadsXzn7Wb8fmw5yoL+OxKx8eMxTtNM+qxGU18FZKUI1g71nDr4HqlTJ9vZ7VofgUzW8eOz9Ragom96f1P4Dbj5SHe3j1dMjs827c7df9lvPzT4OfzQInuAz52Z19+Jm+9+H6k/LbKXYKpRwTOyDzR6L9txal6TG52m//PD39CNHo35zYEbjtkCFi3P/ofO0TvwwW8bYbAAgxsMUp9nboZ3rIMfH+qMsszboZ+elMRad/hyaa4OERERERERlVHTpk1TjcSlibn0HikJzMkhusZtPJo1UNWydgWc25dV+95R5cQYFczYWAsYLsENh/JR3gbb6JdJzrTPdCouGbD6ATqHkTHtdS5ZcST2CMpKuaSgNNsZ55rzQZXsjYMrvvwqcOcH6n5qRu719cs9Oav9zjsxZdGezL4stsbM1m7dgJaZzbuo2Dx0uhYeqNnR7WMWnQ4zf34FJ6rXwqudbXUzG13M6ntzqHI4nu/3aL5f62CVCCRvs3UX9/c2ekRzcEdSTsmdyYv24d2KCcBGoFqyLcjb9vQBTFsxS91+bCPQJfAK4NxL/ZoU6iYbWGqj6nL47IiIiIiIiIg8BTM1iK6xZsEL9i7AnF1z7JdfD9jOxm4Rno62jQ/m+NyQtCTVyPmrRUBK5RBbc6VMxswBS5NDb44jZwNVQOOX2Y9nW9Zzqy2oH+TSZduDyyX5mNKdJj98my1V7mRIdVu5pEwszpK381dS8c2G45i9wRbQEA6xMCpGnZZsQ0hKgtvHmp0/in6HNuCBf36E0WoLzvmZ0twHR1L+y9frfXqLrUSbv4/BaSA8rGLpZzQZXGrFvTDQVmprQIvqaBBjy0Z7YPDzTg3C5VOR6Q1jcE37alwH/PR/16mSU64cA9dEREREREREnoqZGkTXWLPgoT8OzZpgBWqnzoXkUqw4+yqW/L4F4Vji9rkB6SlqUO/6U8DahVHomVlmSgIlvx+W5/jjtz2HcB5f40x8orQbV4+HuGQ5iLpxVjTZGg80Q5kol2RISwNsvdCdPFMtWT0+p1kbjPpmOwa2qFEaa1mmXPfqCrdnf1MxM5mg370Hp9vbet18P/dZVEqOVwP281v3xZittv3e8sB98EtLRYJvAHxdgnmaiDV/4sV3BuKlPw7h5pY18GCPerj5w+x9UE6n286LqOhvO+V/17Q+8PcywOgBTTVcsw06RFRU10t3n8NHqUFIhD921mykpvln2LLX5DgZlA40TctqHn4t6tWoqkoLPrUr+2MSuPbKnnxHRERERERE5FEY1CC6xpoFR4ZEIjouGlZYoUcwDLA1sjXpLkMPHfRVp2OC5Qm8eynI6blGi1kN6kkgpFtcBadAyQNL7kUY5uFcnBE/rasJH2sD++NmXfYBTBlPlLJOGDHS3oPDk8slKZNspXQcPfyE7bHIuBR1bWSncMViseLx73dgSLva6NHQ1kdFJKTaPidXa0+sRYI+Q932MfhgUKNB8DFmb8BMhcw6unDBfrf12YPwMZvU7Sf/mWOfrp/3PRb4LMdX7Qeh738b3C6q/sVotNu5FE3uH4V24aGIT7Z9dzmp4GdrTh7sm/8m5SVdfirAJ2uk3rJ4Cf6rUsd+3y8zqCEk/KZftBh48y3PPnYVkwyLBX62XwIiIiIiIiIij1X+/sdOdA2T5rZR3adgzOJx6r63ub79MZPujAp0vNTt/zDyrufw7tAPnZ5bLcHWe8Oq1zkFJCRQElahFpA57ucY0Oh4cg/qxZzCpJVf4bVe47LWw2SylW2SgdaePVHWabGM8lyZRTJ2Fh9cjDRzGs7H6bF4ZwUs3nkGLw+PUVGsdBMw/YdQt8/9dPNMJG1fZb8/tcdUTO46mYGNotSpE2KnTAcyK0p5ZwY0sklIQOO+ffF65QzggfvdzlJ/6C3APfegc7AtY8FoyL2XTGiAm+YMpcw1WUTvEOSoP/QDjNtia3LuWH5KqLmOHbtmjl0FlZpu9qjgFBEREREREZE7DGoQXWOGn6iAqbFAdAWgWsZ0+3SdNQ2RscCwP8/YBu0cvPTHxwhOt5WR0snIvUNAQgIlgxoOwOLz2V/LK2USRg8G+tdPgp/OihSrbeDQa/bXtiwIKe9URtUO9cs2IGopx2WUHEubeVnCURMfq9sLX30af9e/BcHm23J5tvNZ81Gro9Azoqe6UBHx8UHG+AnAW/+ou+vu74eZl5bhocr90KXLMMCQefa97JeDBtmuAdzw9Was+e+i6qXgY9Sr7JsKg99wWnTFAG98OrItwisFYMAHtuVrbmpSFZ5I75JV5WXQ4/5ukfjfP7Zj31ftb7U/NrtVKiI6OnxOZfzYVRjD/vcv/n6S+yURERERERF5NgY1iK4xxmPHMW2VDvcMch6A11mBaat1MIzyVX0i/oqPxxeXfTEv1gddHx0F+IzImtllUC8spGa210nXHcN3rWy32/S+CSua3ojOr/1tmzBqFMq6u9qH2W9rJ3mX594QjqXN9A4n7m+J/ALBLifyX/CejqrpUxymZA0w66BDZGikWh4VrTR91k96l8+WwufMFrSv2T5rA3bjy7s75GvZ/VvUQGpG9owNP2/P/DPCtVScNC/v3bS6PajhqP/d09G5Z9dcP6fy4ujFpNJeBSIiIiIiIioFPXv2ROvWrfHee++hLPDM0QgiumrmiHCM2G3FjmrAz21s0+7f9DMuewHDd1thblAfhltvgxSmetVqxUsWa56NfRtVzio5pYn1+tJ+u2GlhqgZ4oen+zZS/RauBXd3iXCTqYFyy2wxo3/dvvhk20x0Od0MR2z9qLN5u34qHvxvE+C0SWUNFksJtKhuU1QGEBWtNJNFXd/RrrZqlN2hVv4CFvnlrqeMn1fpNwV3x7Hc1Is3N1XXHSMr4pl+jfDGsoNO80aG1M3WWJyIiIiIiIjI1d133424uDgsXLgQnrZes2fPzja9b9++WLZsWb6W8fPPP8PLK6sccUREBB5//HF18UQcVSK6xixtALQKAKJWZgU1ZKgzahVwJgDYVR+4OXNeGcgzGvIezBvQYAAewx9O01L129V17aDa6N+gv7r9SK+sHh5lTbCvEVdSs/oQBPpkHR61T6i8l5+SgIa0VzhS7WG38xz3HYRKcQ/hzeXA4wPnIMRky9gJzbgbSYY10CHDVgLtZAUgc9ukopOeGdQIr+hfLMs3uAlq+JeBTI1+zavbb4++PjxbUMNcnqOVREREREREZbjnZ058DD4Y1GhQuerl2a9fP3z11VdO03wyS0/nR8WKFVGWeOYplkR01Y4kHMen1wFBGXAq+ROUDnxyHXA4IbrAy3R7Vr0OqOhbEX+M/uOaOOv+3+duxO5pffDPM72w4MFOTmdua2d9l+ehTykXVcPsj+G7c56nhsUXXRvciFG7AK/07+3TDQhFoLk3pOWKBNeMRwu+DVLuLiak2ftd+BRT9oTsE/7eBtSvGmif5ued2avDwxgcss+qBWX9ERfk64WOEc5/qIVXKp4gEBERERERERVfz8/Rv4zO8SKPy3wlbfXq1ejYsaMKJtSoUQOTJk2CyWRyKvH02GOP4ZlnnlFBhJo1a+K1115zWsaBAwfQtWtX+Pr6omnTpvjrr7/U/8fzyg7x8fFB9erVnS6hoaHqsVWrVsHb2xv//JPVJ/ONN95A1apVcf78efu6aVkZcvv48eN44okn1Gt7YnUDBjWIrjFeFh3u3wLsqVrXPq1aYgykGv79W4H6QVllla7WWZ+JqBZQDaefPI2mVWylXco6OeNcBjyl9n4Hl0FPe1CjHGdqSODqwcCeKijhTr+Dy/Fg4A0wDrwFxoqV8eafzp+VweqPujHAsD0A6tUrmZUuR6TZt8Y7j3JyhbFvej98ODwrzcbfy+DxmRqu5fV+eLATXrq1Gb68uz1+eqgz2rvs7+XRI724TxIRERERUdnq+Skn8Lqjhx51Q+uWeC/P06dPY8CAAejQoQN27tyJTz/9FF988QVefvllp/mkTFRAQAA2btyoAhoSXFi+fLl6zGw247bbboO/v796fNasWXj++ecLvW49MwMWo0ePRnx8PLZv344XX3wRn3/+OapVq+a2FFXt2rUxffp0nD17Vl08DYMaRNcQk8WE/z6KQt044ExwFfv0UduXQoYe68UC/bfGF/p1zIjFW33egq/RF+WBLvNIabFV9ym3Jp+MUNuWO58s/ACTT0cARiOwYgVG7dUjzTLTYQ4jotboYKwVBvS3lSsrDyQQlpiWdVZGcfF1CC4EOJROKw5+Dq/lsZkabkplORrdKQI3NK6GduG2s1bKu6f7NlbXTWoEl/aqEBERERER5XnSZVTPKNWz0x0LLOrxkq4q8sknnyAsLAwfffQRGjdurIITUVFRePvtt2FxGFBq2bIlpk6digYNGmDMmDFo06YN/v77b/WYBDeOHDmCb775Bq1atVIZG6+88kq+Xn/JkiUIDAx0urz66qv2xyW4IpkbDzzwAEaNGoWxY8di0KBBbpclWSQGgwFBQUH2rA9Pw6AG0TXk9/2/YsLvseqwPqPXPfbpfiZbnUGLTgdD1HTAIfUtv/ZP74fG1YPU7ZXjlmBki5EoL7RMjVNxydhzuvBBoTLJZILXd/OxrEGnbA/Nmf88dLDCa+4827bVsiWMW7dj3IGsCEjDyz4YdrkmIA2qJPBRTvyw5SSaT/0DEZN+w+SfdxXb6zj+MVctuHiDjY7lrXaczCHKVcoMHpga6+lqh/q5bQZPRERERETkaYa3GO42W0PL0hjWfFiJr9P+/fvRqZNzOfMuXbogMTERp06dcgpqOJJMiQsXLqjbBw8eVIERxyCClLPKj169emHHjh1OlwcffND+uJSfmjt3Ln766Sekpqbi3XffRVnGoAbRNSRt9Qp1Jr0cPjuc2pvtcb2UTzp6FFi7tsDLljOypVTL2md7oVtER4+sp1dctHe67vBl3Pzh2vJZhkq2mZgYPHh79rTHZueP2j6jy5eztq2WLdHntR/s8ww45INdD98BU+OGKE++23jCfnveppPF9jop6VJgrmSCGlqQTxy+kAhPZDSUn+NTUfEx6pFmytqOiIiIiIiIylq2RmllaRSEl5eX030ZX3PM5LhaAQEBqF+/vtPFtfn3+vXr1XVMTIy6lGUMahBdQ/w6dcd5fzmIAy3OHlLTGlw6ru7L9O0zJgA//AB0yn62fX5IWZvaoeWvqa7jIK44G5+Kcke2mXnz3D60pXo6TKEVbI87bFunks7Ybze+GI0Kb7yPBu9EYt/FfSgvMswlEwBLzcgajI6o7F9i+8OLN3tmT51khyAP5Y+P0YDUjHJeY4+IiIiIiMpstkZpZmmIJk2aYMOGDU4nwq5bt06VcJL+FPnRqFEjnDx50t68W2zevLlI1u/IkSOq8ff//vc/XHfddar8VG7BFMnskB4fnopBDaJrRJopDZWWrUa1ZNuOnWGwRX5fXfaxui/TU60ZSBs8CPDxKe3VLVNck1Le++s/t/OdvJyED79ZBeu12HzDxwemoXfAxxqd7aEW59PR934/9bi2bUl/l+f+nmSfxy8jTfV06bbhNPrN6acev9b3xwV7F2Df2StO07/cNgdzdtku8rjMVxRSMoMas+/pqAani5NjhaKKAd7wRFdSMkp7FcqcQF8jTsQkl/ZqEBERERERXVW2RkllaUijbdcyTxKIePjhh9X1+PHjceDAASxatEj1zpg4cSL0+vwNwffu3Rv16tVTAYddu3apoMgLL7ygHsurYkpaWhrOnTvndLl06ZJ6TIIT0kejb9++GDduHL766iu1fOn3kZOIiAisWbNGNUDXluNJGNQgugbIwOjrq15B1Tc+gRZDTc8ManibbYN7Mr3qm5/g3+iCl54q71wzNZrXqpBtHhmkv/WtZXh7XxK+mDHjmhy0X/rfb7CYUrJNT/KxYrXPOfx+6PeseQ8txaWEc/b7GQaD2ganrrTiTOxJp3mv1u5T8R5bLmfDqQ0YtiCrr43miZ8XYvQvo9Vl6I9D1XyFtWzPOby69IC6XS3Yp0SbcHt5aJknk6UclogrpB0nbP1Rvt+cVTKNiIiIiIioLGRriJLK0li1apVq7u14kYbgtWrVwtKlS7Fp0ybV5Fv6Wdx77732oER+SHPuhQsXqj4cHTp0wH333Yfnn7eVAff1zb3U9LJly1CjRg2nizQaF9Js/Pjx4/jss8/UfXls1qxZat127tzpdnnTp09HdHS0CrJUqVIFnsZzC4wRUb7JwOjfc17CFIeevRkG2+7tZbYNrsu523KmfISMV9UvrTUtm1x759as4Od0f8e5Hej71Y3ws36j7nv/+Ctq6t7Gk92fRa3gWmqaj8EHgxoNgo/R87Nkft15Bl+vj8bse9rg98NLkGZOg9lixqlPXkP9jIeR7H0G/Q6ux2fX36HmrxcHjNirw5HYI/ZlHI09ij7HrNgRZru/pHF3GC0W3LZvVbZ5r8a7y//D+ytsJdaOvDrAaaDdE1T3bY06QY1hdalUVvuKFfsq2gJlEaGR6FrH9gdGYTw4Z6v9tm8xZ2m4nh3iZfDMcyNMmWW/qhdzf5FrSbrZlmH23aaTuKtDndJeHSIiIiIionxna4xZOKZEsjS+/vprdclJjx49VFAjt4CIK2neHRwcbL/fuHFjrHXohSvZGkJ6ZFztek2ZMkVdHN1+++0quyOndbv++utzDHh4AgY1iK4BVbxb4XSzOrjzjhPodUyHwf9VRIx/sD1T49N2wLo6QI8GN2HMdR1UgIPyzzXF775vtmDKzU1xT9dIlZHR59s+6Ls5Bv9k9sAOu2JCny2xmJSRVX5JrBy7Ej0jesLTjZ+3XV3/vHs9xv42VN02mIH/fgBW3OkNX1M62p6xZQYILQNj//QI+7R6QeGot9WM8ZlBjVX12qtLvwP/YOpKs9O8V0MLaIjY5HRUDvScYNGcf4/jhYV7AEzL9tjoXUHYUxGY28qKqG5TCv0Hl8UlI6FGiG8JZ2p4aFAjswRcsB//zCmoxFSW7iIiIiIiorJjVMtRaFy5MdrXbI9rwS+//ILAwEA0aNAAhw8fxoQJE9ClSxeVMUFZ+L99ojLMZLbgyQXbsWiHlPn5BH83WIQ2Fy6j08POZW/6HAHGDwDmGv5C+Ll/0aden1Jb57LIXRLA9CX7MPL6mpiycgpiEi4iaiVwQ2ZQY9ydUaiacAEG8z0wG6TOX9GdlV9c5csWH1xsz8gAKqvpx3+Yi8qVKyMmKR3D91xBpdQAHK1UG17mDHhnZgA5ZQFtjQea2aYN2BKP3Vey9xZp+cQCDNnzN2r/kY4l5jOoU9FfXUL8r743Q2KqyaOCGraAhnszr78TK2bNxqZaQOc98UCbwr3Wop2n7bflcyzufhqu+4OnBjXahoeq64Etapb2qpQ5iWnXXuk8IiIiIiK6tk9E7VCrA64VCQkJePbZZ3HixAk1JnPTTTfl2vuivGJQg6gMe3juNvy577z9fpDlVszq5DxPZOwZGKzAsD1ydjhg0DFPo6ByasbU7KOOOBK/C6P2AMHpzn02LgRVtX/mFhTNWfnFWb5M+jtoGRm1sUTd/kI/BL4xPRGGSrj1wHO44f5n1HRpQm9QwY8sVr0OhqjpwIiRtuVETYfemn1bSzd6Y17rfsAFqXNjywgRwb5G1KlkC3CEZQY6tEvNEL9sg+dBvkYkpNoGX+M8qCm01Zp3Lwc9auKLRWfw7cmpeH7kw4XaLi4npqvrKkE++PXRriXeY8ZTe2r0alQVK5/qifCK/qW9KmXGfV0j8fnaYzh/pWia1xMREREREVHBjRkzRl0od545wkZE+eIY0MiJwSpD6lCZBMta+KFHRI8SWbfyIP5iH/jo4tEotiPOBm7J9njUKmB+c6BOPDDsZIVCn5VfXCSDJCIkAtGx0Ri+B/YyWsKASur6qUGvOj3H4hLo0UkZpKNHAa3u47FjMFS1NetydOz1mxHjF4wTIdVx4q2PcbJ6OE7EJKvLyZgU7D1zDq5xAckMkMCGFuSoHepnD2iI7zYeR+uwEHiCpPS8G5f3emCW+hze6hynGqbf0uiWq349Hy9b4Oi9u1qjgr8XSj6o4ZmZGiKyckBpr0KZ8mz/xiqooZVQG3V9eLZMrpyUpZ5BREREREREVPYxqEFUDugymzn/dLKzx2YLlEUB5p4IQE98fh0QEZeY7XEpySTZGkEZwPxaP8KnXoZHDvzJNjG4wSB88O8HTmW0cvLxwhkw6RwGs7/91nbt4wN0ykwV+uEHWONMgEM/8G/CE6D79lsVJqnk44M2g7rZnuMgzWTGmbhUh0BHMk5ctt3edSoe649czrY+P2w5hTfuaAVPEO8ma2TUls/w6Mb1uP6R2U7TQ9NQ6IbpKem24I6fd8llYBnLQE8NKjjH71JKqGlBjdXHV9szuXLzx6g/WNqQiIiIiIiISgRHN4nKsMqB3kjLsGBt8wRc968OqV45NwmWk9+7L9gIzDIBRu76Re2Fvo9km2bOzNZo9CgwM2Uu8ONcj20W3m1PArARqBuX97z9D67H9lqN1O1AqwkYNSr7THfeCfPJOODjdfZJ3R8alueypSeEnGHv7ix7Ke0Ul5yhAhznrqSiR8MqaPziMvXYxqOXcV1dW1ZJaYpLtpWDurdrJL7IPOu9QYwJVRKdgzHbajTEi6v/w/6XC9cwPTkzM8S/BIMaer3nl5+iomPrs2MTkjEKJlxG4wu/Y4u0K9G5n4+IiIiIiIioOHFkk6gMSzdZ0KJ2BVRY/Suqp7dCdMWcm+KqsafERFt5oJ6eN6ju6dZNugFvLNuPRTvO5mv+kJQr9gbaXU8A/0QWbbNwrSTM/jNm1K5kgrexcCVhGsQAN62yBWJc3bt5Ib7ocJv9vh5WtDl9EC+s+B9uTj4OvDLQbaDMJCWpiri3SWiAt7poeRnDOoRh/uaTOHopySOCGlqmRnilrF4Om+q0xNjtvzvN9294Kzzy739OzdULE9QIcLcBlGK/GSr7/tp3Hg2rBcHb4G2fVsFkC0yu/+JPjLvVrHoGaRznIyIiIiIiIipODGoQlVFWiwWJqSbVMNncoztuf/cnvNPduZHQwm8m2m9bAGy/qzvaaeWBqEBqhfjhqT6N8x3U0Fvi1fUHHYENYUXfLFyae4/6fgpqpL+FFP0WXPCZ5na+/GaGNE0Ngt6WZIDrTuzGxjot1O1ux7bhxb8/x76qkdgQ3gr6zLOxJbBx35ZFtifkECiz5KNpdmGN6RShghrnr6SitEVfSsLkn3er2xX8svpbhCZfUde/f/koXrnhXqyNaIM5bQbAx5wBy7y1MNXqBDN0MFutMFusKhhkybyW+9o0s8UCs0XOiLfY5rFasXT3uRIvP0Xlw33f2PoERQ27hECdLxKtWftYg6cX4fs5YzC/eQzMBqCKIZj9moiIiIiIiKjEMKhBVAaZLCb89NpLsKAjDhw4jF+HGXHrrh9wIqQGfmzZW80zeeWXaH32P3VbhpYtOuDc5Mey9TCg/AurmHX2/WWvT2DWXUS6/ghqp36Tbd6YgDCsimyLgYe24ak+QN2Yom0WLhkfNf0bw5oO+Fna2yZagXZn9NhXrR3SDDsRUbF2/jJDTCboFy1W24mcd29x6JdxoEqEmv7e+q/xePWHYDr9Ktbd3w9dugwDDAbnPhoufI3FP9BeK9RPXZ+KTUFpe/m3fTh+OVndrlclEDNb++DBHWkYt3WxmtbkYjRm/P4huj30Jc4GV8HLN9xne+LyQ4V+bccgSkn45eHOOBtf+oEkKn73LnwSQabhCIVz/5Rkn0gM2xOjsjVeP9+S/ZqIiIiIiIioxPB/oERlzL6L+zBwdl9UPvMSEAgcNwfhvsUj8XE48Nbv7+PubUuwpVYTda2RgWqjFei3MxH2uj1UKBZdPFIMm6G3Btmn6TK+QnTwTwhPsX329w95EYfeGoyhe4E+RwBdROGaQruWnmpboym2ZvbA0FsDMWx3GtY1+AVVpQJSBvB853P5G2iUTIvoaHt5/AwJVmS6GFhRTa924hC+G9QaWxouRfua7aXuUJ6LbV4rGM8PaIJXlu5HhEM5pqIkg/kGvQ7bTsSitGkBDS2zp/ngbog2LAaav5Y13QoMPJmOal4WDAhOh8HHG8Ye3aGXa71evRe5SDNu7bZ2X+84XWe7lmQY+SpKugxUmzqhRRWfIw9XO9W5wb3GAp3qGfRXJNB3e0KJrxcREREREZEnkv+f//LLL7jttqwy3mVNdHQ0IiMjsX37drRu3RqeiEENojKWodFvTj/03HAWaxpUUdP6HlyPDHM8bt9vy8hofv6IuriSxwzTooARI9kovAhUCQjG8VQZ2MsazLs7/SBetbVUUDIMXqpHxasrgJoJwFbfOHQsgmDGjnM78OraV+FjboHq6KweC0udj3UNnOf/ftkRJKR9h0pBUnwsl34bnTrBPH8eJi5+BM0OxiDDIRDilx6PCSMq4p1BH8PQuTM6FCDTR37I7+9eFyOuqwNjMTaUlvJMRy8mISXdXKplmLwMWWeyS98P5c47neaROT4uwtdkSwsqLX6mdNUzaMGPQExLH+Tc0YmIiIiIiOjacPHiRUyZMgW//fYbzp8/j9DQULRq1UpN69Kli8cETHQ5DBbMmzcPw4bZeiXmJiwsDGfPnkXlypXV/VWrVqFXr16IjY1FSEgIPAFHNonKkKWHluJM7Elcd/omrMkcwP544au44gN45dG+QB3Ojh1jo/Aicm/b0Ziy/nf1wT43JA53Nrsd9d85gYNvAj0fyppPhtjrXAEu+QIbWoQUKqghfTSG/jjUfl9nz61w72BiFxz41YwTfrfaJliB9meALTL6qHPot+Hjg99a+WHj8hhMOAIsaJVVyqjfwdX4sF0MbmodgFuusnRZgE/J/NT8uO0URl8fjtISk5SOVmEhWPRI8f8hQ1QchravjR+2nMrXvCa9QfVq6noC2DiRvylERERERFRKpITBli1A+/xVlSiMIUOGID09HbNnz0bdunVVYGPFihW4fPlysb6uvKa3d+bJk/n01VdfoV+/fk7T8huQMBgMqF69OjyZc4FkIvJYcpb+z/t/xog9QLqxqn26DBdXTLM1AndHxTqCgoCHHwbmzs2x/wEVzKDG/bDx3o3qcn/7Efjn5HIkpl5B7QT330GyN1AvtF6hXlP6Y0SGRNqDGT6Wpm7nu3/jT/bbOhVWsRm1C9j8P9u1LEfrtyEZQBc+ewf/fgHUjQPM+qzn1ExIwYi9OhyJLZrSWcWhRgVfdR2W2V+jtMQmpyPUv2R7WxAV9f8F8kuCGvJHpByNvJLZX4WIiIiIiErJnDlAx462Ma9iFBcXh3/++Qevv/66yloIDw9Hx44dMXnyZAwaNMhp3kuXLmHw4MHw9/dHgwYNsHixrdemZvXq1eq5fn5+aNy4sVqGyWSyP96zZ088+uijePzxx1W2RN++fREREaEek+XqdDr7/ZxIAEMCE44XX1/b+Mk999yDli1bIi0tzR40adOmDcaMGWMvPyWvsWPHDnVb3q+QzBSZfvfdd6O0MahBVEbIWfpzts3GtJVA7bhz+d6Z1fB3QoKtDM6IEWwUXkS8jQZ0rN1RXeSAfjT2KN5fZutd4u47kGyN/lvjC/Wa0h8jqvsUWG2hKoSYRrmdr3v0dqf7tVK+QcW0cYhaabs/bRWQnBiL/y7/p3q01H87Ajd8tUY9JktONxhR48pFjN62BA9t+AFTV1pxPu60Cqx5okd61c9W/qmkSemrNJMFISXcsJuoKFUOyv/vQ4bBloElAfWID2cDDn+AExERERERlQj5f8jUqbbbcl2M/y8JDAxUl4ULF9qDATmJiorC0KFDsWvXLgwYMAAjR45ETEyMeuz06dNqWocOHVTPirfffhtffvklXn75ZadlSDaIZGesW7cOM2fOxObNm+0ZGGfPnrXfvxoffPABkpKSMGnSJHX/+eefV0Gbjz76yG0pqp9+sp08e/DgQfXa77//PkobgxpEZYScVf/Y0crqTPqKqe6bss7pHATz7K+Bb791vvzwAzM0ipjrAHp9v9q4d3tmZowbFmnsHDW90D+ww09UQGQsoMshNeepNd+gW/QOp2lGVESQZQgSfBvgs463qzr4Ty2NQ7cvu9kuG04jMh646B+iAjDSC6RGwiW8tHwmAk1pav6Ts97C6uOr4Ym8jbbvIt2UU75S8YtJTlfXFQMYNKSySwKEdasE2O+vfbI7hu37y2mel/78xJ6pIWTvq3Q2HuY1nnl8ICIiIiKia9i8ebZS6+LoUWD+/GJ7KaPRiK+//loFGyQLQnpoPPfccypw4UoyGYYPH4769evj1VdfRWJiIjZt2qQe++STT1SgQAIIkqUxcOBATJs2TQU3LJascQ3J8HjjjTfQqFEjdalSpYpTBkaVzPs5kdfXAjHa5cSJE+oxuT1nzhx8/PHHqh/Ie++9h2+//RbBwcFuS1FVrFhR3a5atap67QoVKqC0MahBVEYYLUDUKqjG01oj55sO/Wt/XKbfetwXBmkEPmqU80WyNJihUaR8vZwPn/3nbYGXJTMzxg291HWRH1jpaVIIxmPHMW2VDno30ZO585/Hoxt+yPG5t459FzN63YONtZth1E4gPilGXaL+Bj7qNBQdxs/B9hoN1WCl0Wxy2rZk2zPKDQ+kz6yZuWjH6VJbh//O2wKNgb5sVUVlV6CPEa8ObmG/X6NSIF7pEIIFc56xT6uSFKuuTZm/Q+LDDsCyKoXLRCMiIiIiIrqqLA2tj4ZeX+zZGtJT48yZM6qclPSrkAbabdu2VcEOR1LaSRMQEKCCBRcuXFD39+/fj06dOjk18+7cubMKfJw6ldXjsF27doVa13fffVeVj3K81KwpTVZtZB2eeuopvPTSS3jyySfRtautRHlZwaAGUVmxdi2CTl9SHRJMBtsZsoP3rnRqSB10+mKhB80pd4sf7YJn+zVG7VD/rIkmEwzff2/P0rhz13L7Q9EhNWCV3ymJoMsZBIXMmDFHhGPEbise25j9sboxWT9+s3+YkuMy1kW0RvUkYNgeYPgeoEqKH97ubqubuK1WY1V+yttictq2JFujx6msXhue5ExcirpeuONMqa3DY/NsJb9+3Vl660BUlJlPwmAxw/Dl1whIT7ZPM5pt0c1Ur6wmdXftBQ7HZ54dRUREREREVJJZGlpzQMlyKOZsDSF9KXr37o0XX3wR69evV1kZU7USWJm8vJxLU0sAwzELIz8kGFIY1atXV5kijhfJNtHI+khpK8nEOHz4MMoaBjWIyopOnRB71634JwyIyTwbPMnLjDG3AqMGA+vqABg7lmWmilnL2iF4qKdLw28JJEkTpcy7r/6RVYPwbFBl6OT39eJF+UUpdMbM0gbAmQDY+2OIMVuXYNLKr1Aj4bJ9Wo9j2/DKsuy1EIVVp7NlX6y0XRY0v9H+2Es3PoAE30DorFac94d9+1r1YD8Yunhm1D7DnPWHwbYTtrPIS9r1dSup66f6NCqV1ycqKt6OpfUyj21BaclOpfTEs/0n2KdVTQY6HMqah4iIiIiIqESzNDQlkK3hqmnTpqo/RX41adIEGzZsgFULxgAqOBIUFITatWvn+lwJlpgzTzQrrDfffBMHDhxQTcuXLVumenXkRHp7iKJ67aLAoAZRGWHyMuCpgHXofArwM9nOmK+cbFL1jjaEAdfJSfpDhrDMVGmQQJL0LcnsYeIlfU0yTbr75SLta3Ik4Tg+uU6HNXW72Kfdt/kXPLjJ1rRJc/SuvlhRx1Yr0VXb0wds2RdxgEVfG9N7P5htnn8i26JasjwO/FkP6Jxe+IBMcakcmLVek37KXsuyJCzfd15d+/t4ZjYLUX75OGRqqGPW3LmoOWYoBl/ci1k/vYRUL/fHgeusWWnMREREREREJZqloSnGbI3Lly/jhhtuUL0opI/GsWPHsGDBAtX34tZbb833ch5++GGcPHkS48ePV0GFpUuXqp4aEydOhF6CMrmIiIjAihUrcO7cOcTG5n5SpzT+lvkcL1rwRRqUSy+Nzz//XPUGeeeddzBhwgQclc/OjfDwcJVtsmTJEly8eFGVyiptDGoQlRFLDy3FnBqXVIkjKQ8kDBYTpq4Gpq4E0qtVBvr3L+3VLJ9ksF/6ljj0MXm0V3310PF0A+Y37F5kfU1q+4Zjfrtf8chtk9X9Bzb+hDrxtgF1jVWvQ8V/tiDDcDLXZcm2dNP9M3N9XDI53voTOHul9PpV5GXU9eH220a9HldSM/Diwj2ITbI1774a8SkZiL6U/zMtaoX4qes2YSFX/ZpEnkCvdzjTSY5ZI0bA8O67eHflTPQ+Ymts50qOOYZXXi3Rs6GIiIiIiKicyilLo5izNaS59nXXXad6VXTv3h3NmzdXJajuv/9+1fQ7v2rVqqUCGdI4vE2bNiqYcc899+CFF17I87nSTHz58uWq0bg8Nzfjxo1DjRo1nC4ffvghUlNTMWrUKFU265ZbblHzPvDAA+jVqxdGjx7tNhtD1jkqKgqTJk1CtWrV8Oijj6K0saMpURmQZkrDz/t/xl37AKMVMGc2aPU2m1Wvg4MVgWemdcHbMMOHu7VHcBwXnPTzbgzrKPXBCq/JRomGV7Tfr5h8Jds8OosVIWcu491lwJl/H8egse85PW7KjPzn1NTcvpzMbI6IeOC34bWRFTrwLAaHD9vLqMcnK4/g23+P41JiGj4dVbDGWqkZZhj1Otzy4VqciEnGfy/3d+oxkJP2EaE4vSMFft7M1KCyrW5lN3VbpQzVsWPqmHDj4azAxqODnsEHi9+E3mK1nQ0l8/XsWbIrTERERERE5Uvm/09ypGVrFPH/T3x8fDBjxgx1yY1jWSnHrAlHPXr0UEEN6Wtx5coV1UjcMUtDGpC7I0EILRBR0HVwtHfv3mzTFi1a5JQR4roMCeDIxVNw9JOoDNhwagPmbv0Bv+8MhwnHkZHZKNzLYlK9ERrFAINOLcIdpzagZwQHlDyB689HusmSr8HxXJlM2PzTCqDtnfZJgQ4NfKUhua5yFSmMCMumTaj8ySeofO4wdFYLrLqs15553R04GrgJqT4tc3ypZ1Z9bX8fcjH0H4iyYOfJOHUR566kYMHeBUgzp6n7a/f5oNrl82jQtYL9jA4fgw8GNRoEH6MPTGYLGr+4zGl5SWkmeBuzGiLnxCyDupmZIkRlmaQU51hiLy0NKuSxxzZ5SZPu6vJmrSTcWV3Hnk5ERERERFT8HP5/kiPJOuf/T65pDGpQ+SURxy1bgPbtc05Z8xBd63RFrYwFuC9zLHvyyi/VtdFitvVGiAXGH6ui5iPPkJDqnObY8IXfEeRrRKUAb4QGeKvrig63K/gacCRWh1qn4lGtgr96zN/b4DTAaP3nH0xzCGiIM8FV7LftDclr14Y+Kko1BJeG39P+moWpDn0zttZuik9+BK57/NUc1//6k7tty5TtzAr025kItEKZkpSRgKE/DrXfD09ZAiASXaNuxlyH97Jy7EoVDLyUmL1cVWKaSX1HrplTiw8utgdLxJEYGer1xne756rDiWOwhKgsqlclIHuJvUztP12PLcez6rc+fToAnUb1Qm0P7btDRERERETXEJf/n1D5xKAGlUsmiwm73nwKbSe9j22vP46WT70JY2ZJJ09ktDjfz8jsqWE02wbOJVtj+srM+XiiuEeoUcFXXd/csoZqZC2lkGKS0tXldGwKdp+Khynz7P4sBsw6sNF+TzI7tOCHXP45lJWVoWkydABwf2/nH3epf5hZKkZ4mTOyPa+awwkN925eiLt2/Qm/jDR0e/AL22tnblv2evlR04ERIwGjZ+4nM25vgck/2wIxmisZJxHkHYSE9AQYHEpCRq0C5jcHzAagin8VHI87rjI6IgN7ug1quMuccgyWZAVMgDELR2cLlhCVNQde6gd9LsH+pjWDnYIaouvrKxH9WmZGl9WK9E2b4dWhPXTMXiIiIiIiIqIi5pmjU0TFQDu7+mjsUby15jXsfcVWoqZW1HuoYfoaT3WfhLqhdT3z7GqpA+gg2cs2YO5lsY3USrZG0OmLrGfuQe7tGonwSgHo07Sac+PdTFKb8EqqSTWzvpyUjovxyVj171bUrtcY8akmNU0CINrjx9w0rb6lVU3cMtxNYyhJwcxMxdy/bhG+TInPNsuz/cbbb7/49+fZHjc7lKvSlYF6+cM6hGULapy7VAsJfgnq9vA9wD8NbdMls2nYHqhsjYvJF3H3orvV9Hd7Ls+2XCk/5UoyoiJDIhEdFw0rrNCbg50e10OHiNBIZk5RmeXrdXW9YR5a8hAsVgsq/n4Y84Inot28p1H5xkR4G7zRKawThjQZ4nm/r0RERERERFTmMKhB5cbq46vtZ1eP2Q781aAv5rXqh5/nPIX+m+IwKWOSeuyPUX+gT70+8ChSB3DZX/a7n3SyvY/JN5jgnwE8tBXo0mss6wV6EKNBj37Nq+f4uJSVquDnpS4RlQOQkRGItGNWDOgeCS8vrxybWEvGx6IdZ/B/3euq18grFbPB0Dtw+LnsTaS+b9XX7VNnLPsQH3a+Cw0vncia+NxzQOvWHr19ue0DIKxGGCwmRK0EbsgMasR5++G1v1IwvxlgNtpKbFX2q4Fv/knJluq07vBltI/IaswuJKsrqvsUjFk8Tt2/9cgIbAvLetwCK6K6TfHo7C+iwsieZWYzc8tMGMwG1A62NZjb6nsDTm2+WWVFfbT5I/zX4z9M7jqZgQ0iIiIiIsqzmTVdu6xF8N1zxIXKDYPOduaplKF5cznQcbztTPXjITXw5vJT+K6lrRyNNp8nOZfqfmdf0siEsHjgaxk/GjLENphN1/TZ07VD/fFIr/r5fo7R2xdhFeriZPZED+XVZR863R+26w8MP7MN+PwzQBrSyzY1aFCZ3ba8rDVw156TmNnpMfu0dhPmY/NHo/Hh71fw8C22RuhpV7oixpQ9SJScnj1TQww/UQFTY4Ez/jpsC7vZPt03HaiZCAw7WQFwk0RDdC0wm11+k7wOAxn1oYMvbjk6Dtsdgnx37AvA9y1sB6Co1VHIMGegSeXGqLT3GC43i7T3tGIfGiIiIiKi8kE7kTM5ORl+fn6lvTpUCuS7Fzmd1JsfDGpQudEjogd8DT4Yuj0NVR1bE+iAasnAiF3Agva+aj5Pc/2MFW6nW/QmRK3RwVirNtC/f4mvF5UNVZNq4GQOj92+52+n+/Zm4+HhHltqqiBqpn2K2kkLMK9NVvaVWW/AM/0fw6cLX8bj/YB0LynhltUUOWpQM8SnZOCd5f+hZoj7P7Cshw9j6ipgbcRALG+cNf2dP4CADMBa51DxvjGiUmR2PasmwxZorZP6o1NAQ7S+2Bs/mheqkwZ8zW3x2j8fYcSuK/j2F2DUYFsZOM1zXZ9D6+qtGdwgIiIiIrqGGQwGhISE4MKFC+q+v79/ztUXrnEWiwXp6elITU2Fvhz0I7RarSqgId+9bAOyLVwtBjWo3JBSMHcmReDN5QfVmdmuJHtD1zSiTJWMqRNrxrCYWsCyZR7bwJlKX9hlPbZWyj79l28mwtecofYH6c6y55XH0LpOB1tWhgeXmspJo2pBOHje1kPD0bw2tlJcjvZXjYSXBXhvGVS2hgVZGRnDO9bBjpNxuaZEzk/ZhJE7gfWRLbKet+N33LfNFhian7IFo4rofRF5GpPZYr/dMaIiNkXH5Div0Rqoetj80KIuqqVPR7ruIKJWPqkei1oFzG9uy5IUr659VV2vHLsSPSPKflCViIiIiIjcq17dVq5bC2yUVzLmkJKSojJWylNgJyQkxL4NXC2OglK58uZyncrSMDk0QTZllpuSbI3Xl+sA25iKR5p9T0eM/XKT/f6klvfD+ParDGhQzkwmDNi4EgsHtFN3Q1KuIM7P1tg6KM2WsiQ/m7IFtajdFhhVdofi/3iiO27+9DvsOV4hz3lPV6iGdL0B9203Y2JfIDTVDGtm1qO3Ua9VxEEOrQOwMDIdt3kB1ROzBnMf3PgTvKxAghfwS2Qqgxp0zWoXHoqFO87gpduaY/T14dg1+T4Msg52O+9HnYdh4pqLWFO/h2pZ421thLq2mCEqpFXAoP+C8UsTWy6ZHjpEhEaia52uJfl2iIiIiIiohMkAfo0aNVC1alVkZGSgvJL3vmbNGnTv3r1QpZjKEnmfhcnQ0HAklMoPkwlV9xxTNy0OQY10Y9ZBo5o8bjJ5XJCgcfUgpJssaB8e6jR9+MhXPG5dycOsXo0+u1dh4aUzOBNcBVUSY3HnqDfUQ8FpifbZrDodDFHTgREjy/Q2NapLIB49tRKxXl+g/pXnkObd1P5Ym9MHsL1WVq2o/3W8HY/8uwAvrAGOVjZhRaOs5WjnR+TUuqp5pcbwMy1G9SuX7NNCUhLU/L4moGWlrNclutaMuj4crcJC0KKWLYAYXRHA5Zznf6f7ePiaUpGe+dMb8ewSp8cNpkEwGy2wwIqoblPKVMYkERERERFdPRncLooB7rJK3rvJZIKvr2+5CWoUlWu/WBeRZvVq6NLS1E2LQ0pXuiHroKFLTVXzeZLTcSk4cC4Bscnp8Pc2oFZmjf8729VGkC8PeJQHsxSWAlqf/Q8DDq5Dh9P77A8Fp2Z1D9dJmaWjR4G1a1GW3dF8APwqfQ+LLg7RAc84PfbVgqfw25fj7fclyCNFdEbvAlqfs00b2r62utbSPnMqP/Xiz5dhtAImg23w9asF01AhLUkFQyRb4/lfchnhJSrjZP9oWTvEvp8YbuiNdZ/cnetz0o2+OT52+4Fg6C1A3Rhg2Mm8M62IiIiIiIiofOOpcFTuBndFdGhNt0EN1/lK29DPNmDTMVt5m9jkDDWAtPKpnvAy6MpVrT0qhB49gB9+ABITgS1bcHBfVtDC995xgDSiksyMtm2BwMAy2UvDkZzh/cfoP3Dj7BtxLukckJnF6m26jJA0IPhitH3eCqmJKghR5wpgCrSV5LqvW111re1ejjGNNFMaFh9cjIykBAz78iuVlaFleoXFZ0ZFMrM7jF9+Bbz/AeCb80Au0bWi34LtMCRcgrcpHelGbzVt+p+fYkqfh/L1/HpXboXOOhtRq3UwRmbto0RERERERETuMKhB5UePHtj83jP4318Lsa7By/bJqUYvmHTAiz2BIbc+g/YyCFwIe07HIzXDjBB/b1QM8EYFPy8Y9FcXgNACGuLJ3g3t9f6J8k2aft+Z2Sh73Dg0lFH6yUtt9z/7DNeiplWa4uTEk1i8fzGe/fN1JF0YirXzolSJLb1DlOKTTkOxo0YjvPLHh4j1su2jL6+ZhgC/ZCQkSmf1TsiwZDUQ33BqA4b+OBQTNgAjMmOf6ZllcrzMWfOpJUkZu5kzgccfL7H3TVQqTCYYvv8+M8hnC2hUS7iM+pdPZJv12+9fwOi7sn5/Nb5mbzy2ERi22wrUq1ciq01ERERERERlF4MaVH74+GDddTXw59l3nCZnGLxUGZnToTqsva4G2ssg8FU6GZOMmz90Lt8jZ3wH+3oh1N/LHugI8Zf73mpaaIBcO06z3fb1cq4p+OgN9a96vYg0kuHzwsAm8DJc28Exydi4vdntGNx0MA7++Blqv5bV++LFFbPw0o0PqNvrI1qh1/99jnFbFqn73+2dDbPuMrwtDVADnRAdK2eN2wKK0ry4ekB1fNHmHMLiAf8MYF8V28/o/KYZCLZVt1NubnUHwu65p2TfNFFpkJJ10dH2PjTi3SVvQ+emcluX6B1uF9Hl2HZcdwow1qwN9O9ffOtKRERERERE1wQGNajckNIx5+NOA2jgNH1bzca46dC/mLrSis/vP63m8zFeXWBj1pqj6rpL/UpoHRaiSkbFJqWrfhhxyRk4G5+CfWeuIN0slfxzJ/0zHLHcFBUVrcRSeSD7TeNB44AfKgGZPXXaJVmBY87z/drQVibKivTMKbYR2dS0ylj930W8+ccBzH+gE2b0ehnjltyHp/oBo3ZK6SrbmenP9TbBopMsDR0iQyNx/6PzADY7pvJAStZJibu0NCxKvoJvTxzGrqq7MGqXrf+TY5aGhFKbnzuMPdXrZ9tPg2TXe+klWzk8IiIiIiIiolzwf45UbkjpmFOz3gIa9nSa/tn1d2Dy6q9RLxY4OestTPfyRpPKjVFp7zFcbhapUi18DD4Y1GhQnsGOb/89rq4jKgXg6b6N3c4jjYeT0832QEeMQ9BDrm1BkAxcTEjDhqO2ZsOVA68+e4So3HMowbXv4j7c9sU4AFOcZrkU3FddW7UmHJlBjcU7zqqLWL7vDHx3H0BQqhd0+r54et1KDBo3QD2mMyepX1QrrHihy3MqU4SovO1frQCc2PsLmn0MwJIVvH/v17fQOXoHzvsDLzU+hta1KiJyb0X74/v6tsON3SYCgweXylsgIiIiIiKisoWjLlRudK15PequNqK7rZKM3YADtnJRUiI/ahXQqNmreG4tMH0VMOo24GAVYEtNYGrPqZjcdXK+sjieyOx/4Y6ckRrgY1SX2qG5L0cCHBuPXcb1daW+PxEVhsliQr85/dBhpxFbw93Po2VqSHDCVXT8f5h4/C1UMIxCiGkYBo170P7YsD0mzG1tu13nwBmgXTG9CSIPN2BLPAxxQJrBnNUzw5QGyT2slgxUrtkGutGj8enus3hh4R5cTkpHw4enAs2ql+p6ExERERERUdlxbRdVJ3JgXP8v6sRkNfPVLG3cVV3LgItka0xfaQtoiLf/BDb/Dxi5C4haHaWaBH+3+ztVospdBoamqDIrpN9Gv+Y1VC8OIiqcpYeW4kzsSTyxLtk+7cOFM5xn0tnOLpcyUq7a1GiOmvoKMFj8sz0mxwoZw62SCPS4kP1xonLTNDxqOqw6HQwOmRpmne3PTatepx6X+fq3qIEXbm5SiitLREREREREZRWDGlR+dOoE89NPIThFGv86u/OOyhg1GLhrCHD/9qzpclYpMjM4ZMBy8cHFGPnzSFXKylWaKe8+GURUeo7GHsXIvTp0PXnePq3Hse1ocfaQuh1n/M5hbueeNmLvmUTc0LAfmlzSSlQ5HytG7ALeXA4Y6+ecqUV0zTcNP3YMOqsVBmvWb+L5QFu2oc5iBY4etc3nEDx0OCeAiIiIiIiIKE8sP0Xlq+53jerwO+wN76RYpOnP4Ypffejghc31vsZxv5sxZjvgn+GLF3vfjafWfIsKaUnqqZLBMWwPMLclVBPgrnVs2R2OUjNspTaGdwwr8bdGRHmrFxSOQX9bVam5rxZMU0WmgtOTsfCbJxAdCjR6NGveav41AZeErM9WH8HHFcMxBe5rV0m2hlkPmPr25o8robw3DVfhij22yV6jRwKP35n1WyzzqXKM2hMZ1SAiIiIiIqL847gLlRvSIPjdXTOg93sLNeLP4+0lT6PDg6MQbBmmHg9PWQIvwxp0fqgN4v2C8G3bm9X0X76ZiFZn/1PZGvObA4MbDHLbBFgafguDPnvZGiLynFr/otfRLfbpBsfAZSugWkA1vNbrLTy34JzT86+kmvBKdAscq+i+GU6VFODX+gCOLcctjW4p3jdD5OFNw5VJv6mrbiMHApUD3PaYEpLAQURERERERJRfLD9F5apBsCkuBukGL3ibMtQgZrszzoOWfzXorgIajgaPeUftKDL/+I1Alz1X3L7GS0v2qet5m04W4zshosLW+ndHsjckcPlE+/E4NfEUagfVcTvfAe/sAY02pw/Yb3c7CRy9+F8RrjhR2RfhJqAhtL2R5aeIiIiIiIioIBjUoHLVIPjFVVakGb3hY85Qg5jv/fYPdKasM7ZzI9XBpYF4wxj3j1ev4KeuJ/VrXJSrTkRFXOvfHS1b423/wSoTy+TQ5DjY14jr61Z0+7xvv38Bv8x5yn4/JA3ocCirETlRebZvel9seeGmHB/XZwYZrSw/RURERERERAXA8lNUrhoE10z0QqKPP4JTE9UgZrNLaRi5bRq6XncnHrSOdfvc/gfX2SOAQelA07Rgt/P5GG0xwlta1SzGd0JEha31nyMfH+g6d1Y3IysH2icPblMLUbc2R7fX/8bJ2BSnp0jWl6vrrDwGEAl/b6O65ERLnGL5KSIiIiIiIirWTI01a9bglltuQc2aNVUt5IULF+Y6/9mzZzFixAg0bNgQer0ejz/+uNv5FixYgMaNG8PX1xctWrTA0qVLC7pqRLk2CJ76txUngquq++FxtrJTkq0xbjvQ4/PlGLrrT/v8dS9nlZByHGuR2/pFi1UpG1eJabZpQb6MFRJ5bK3/UaNyvsjjMp8KagQgrKIt+8qcmd0xtH2Yuq575TxuOvSvut3y3GGnl7HqdTC88qrbYwQR5VR+ilENIiIiIiIiKsagRlJSElq1aoWPP/44X/OnpaWhSpUqeOGFF9Tz3Fm/fj2GDx+Oe++9F9u3b8dtt92mLnv27Cno6hHl2CC4bhxwOqS6ul8nM6ihSs7EAX6X4hCabOuVIYOV334/BbfuXaXuW3R65wGYY8dspWxcxKdkwKAD/DIzNoiobGtWo4K69vOSIwXwcK/6+LS1D/6ceT8+//llRL9+M/xMzpkfOjnl/OhRt8cIInLfKJyIiIiIiIioIAp8Snn//v3VJb8iIiLw/vvvq9tffvml23nk8X79+uHpp59W91966SUsX74cH330EWbOnFnQVSTKsUHw+UBbXfzqCZfsD1t1gK5yFYz6bxUOV66DqX/NQq2Ei3h/yVtY2riLPVPDGhgI3UcfAf7+qpRNmikNiw8uRpo5DTOXBeJUjJeab97kgTCNGAaD3gAfgw8GNRoEH6Pt7G8iKjtevb0FqgT5YMJNDdV9g16H/oO7Ad/Pz7OMlSp3RUS5yio/xUwNIiIiIiIiyj+PqJOzYcMGTJw40Wla3759cy1tJRkgctFcuWI7yz4jI0NdcqM9ntd8dI2QM6bPnQN8fXE5KFRNCrKkI8PPVlpGSUxEdSRi5tI31V3tMWkqbDZ62e6bzUCtWkCPHuqx9cfXYuzPYyWVA1VTfrAvqsOc1Wjnvxpm28nd+G3Eb+hap2sJvmEqi3hc8jxB3jpMGdhIFZ6zfy96PXDbbflbAL9L8lCecryxyO+qOvfAXOrrQkSly1OOS0R07ePxhog8CY9J2eX3s/CIoMa5c+dQrVo1p2lyX6bnZMaMGYiKiso2/c8//4S/nEmfD5INQteuYwnAe3uM6F7dgtvmzoNBD2w7rgfOADtefxmnfPNehvVfA861bYulI+fZJiQlAQ79Xua1nIdkEzB5s+1+ZJAV+z+dhzkOy7iy5wqW7mGPGMofHpeIqLwcb3bHSKqGATt27oT3mR2lui5E5BlK+7hEROUHjzdE5El4TMqSnJyMMhPUuBqTJ092yu6QTI2wsDD06dMHwcHBeUZ8ZGPp3bs3vLxsJYPo2rL2xFrM+GoR/NAba87p1aXNmRfRMKYH0PwmPHbwPlh1Sfb5lw75BV32XslWUmYSQlDFZMaAhERbSZkBAwBvb/x97G8M/n4wDGbg76+rAsNsPWa6/fM7+r3yFY6HAO0eAG5udAu+ucMxxEHkHo9LRFTejje+By/i84Pb0bJlSwxoU6vU1oOISp+nHJeI6NrH4w0ReRIek7LTqjGViaBG9erVcf78eadpcl+m58THx0ddXMkGkN+NoCDzUtnSLbIb/Hx+BExZ07bXfAl7qtlSmNIyLsNstNXwjgyJRNfGN8LY1LY7OPbKMB8AzgQB37dUjwBHflHz7L+4HymWFIzZAaTqbCWthH9qEnxSUtAwBbh1F1DPO47bGBUIj0tEVF6ON15GW51Gnd7gEce9C1dSMebLTXjrzlZoXqtCaa8OUblU2sclIio/eLwhIk/CY1KW/H4OHhHU6NSpE1asWIHHH3/cPk2iVDKd6GoY9UbcVLc7/trtPD3DYNsxRuy24ts2tmnTu09V82s2nNqAoT8OVbfDTD9g1/kDeP+jKdhSU0ZespYlWRrPrg3FgPteznpdi60+uEUa3q8E4hvWKM63SUREVGbptB9VD+kT/vX6aBw4l4CbP1yL6NcGlvbqEBERERERUVEFNRITE3H48GH7/WPHjmHHjh2oWLEi6tSpo8pCnT59Gt988419Hnlce+7FixfVfW9vbzRt2lRNnzBhAnr06IG3334bAwcOxPz587FlyxbMmjWroKtHZNc41g9/5fDYm8uB71oCdeKBYScrAJkBDiFNvSV7IzouWoUnaiTosPl/wKjBwNxWtriGjL+M3AWke1dxWm73Y9vVtV4yQOIAS1pIcb5FIiKiMktnj2mUTlTDMTNT/Bcjzbb81O0vts6BjxfgY/DBoEaD4GPMnh1MREREREREZSSoIcGGXr162e9rfS3Gjh2Lr7/+GmfPnsWJEyecntOmTdaI8datW/Hdd98hPDwc0dEyaAx07txZTXvhhRfw3HPPoUGDBli4cCGaN29emPdG5VxGbDyAitBbUmDR2wYpNNWS/5+9+wCPovraAP7Olmx6oYQeUui9SyciUoKADaREECt2Rf9iBWJHBfQTFRULAoogUkSKSDUQSui9pNBLSCVts+177p1kN0sSagok7+959pmZO3dnZ5MQsnPmnAMM3wPcHQfogtSfwzwiayOi+3iMXDJabgcnq1ddItYBc5sBFi3gp/XCp/9cwlMPPOn0XC+jo0+HuESjWbwE+PQzQHdLJEURERHdMpTcqIa1jDI18mdmCl7mgagE9f/1//25Acku38v1taPWIjQwtGxOkoiIiIiIiAq47iutoaGhsNmK/vQpAhuXu9L8PIMHD5YPouJi9PYFMoC/f3wKjRKT8Hrf53Haxx9vrvlR7p+yEvAVN2eGhBR47pB4T0xIBjR6K3bUboXAcUsRP+keDN8LbAwAfkxriySPOOys1ajIoIa8VBMXB0RGin84Jf+GiYiIbiN5FR2v4c/EYsvGyHvByvvjcKFxAKq6V8XFzAR5I4KbpZ19irdlEFIxA4F+QTKDk4iIiIiIiG4dvH2cyi1jrQDg7CnUyMiRF04mrfjSaX+VbBH48ICuX78Czz26bQUmrgUmh9qQmpvkcahyHUxYfxJRtYDORzfi3qGfFnielzHTeWDCBNE0ppjfGRER0e1Pk5upUZLlpy7PxhDCdwPTl7riiQEWJLQwyTF/40S4Wds4zbPabIjoNt6p7xYRERERERGVPVH6n6hcMppFu27A1ZxT5BwXrUuh47F+wIi9ovG340LL8Uq1EJIMDNsHHPeohv3V6zk9R2cxwzMny759+KnBwBtvAAbW4SYiIiqqp0ZJlp/K65OV15RcawGG72uMpmP/wKb6C+V2ZeMYuFkdWRp5gpJd1L5bREREREREdEthUIPKLePZc3LpYlbvwiyMkpwMrF9fYFzTu6+8b9Sicf4nIsZSDB546pH3ncZFaapjn90LrU0NpAj1OvRhQIOIiOgq5adKsv6UxWpB/3r97Nkgz0V3wdP3OzItH9oHeFrvKfS5/9voCiUmpsTOjYiIiIiIiG4MgxpUbhktNhnQ0FytrIXFUmCo36506GyAKV/JiSy9q7wA0/al3xGjr3LFQ9o0CrQffAiYzTf+BoiIiCpAVKMk+4SL8lPTor+WL9L5OLCoxRtO+8dsr17kc9udrYEthlQM/34zGr+zAmdTHdmYREREREREVHZYJJjKjfzNQMWdmfEXMmCwVMHGsBawdu4IjaKRdbHb1GgDvVavPklkUvTo4XwgsxnaiHdhUxTk6HLnAXhpwKvodWxLgdd9fOvCAmOKqKURG8sm4URERFfrqVECUY207DRMXD8RGTkZ8IIBg3Yb8f666ujxlPO87XXutK/3iI2GX9Yl7KleD7GV62Dww5PRXp+IbTGJcv8362Lw7qBmxX+yREREREREdF0Y1KByI38zUFEju7ZmKWAAqkftQcO2e2DRqvPW9liL0MArBBpEICIuTt5AasoLfuT6o9ldTtv1z0/D6UrrEH4f8HSVvujSZSig1ToCJmwSTkREdMXyU1NWHYFGAd5ZvB9/PdcVzWvffB+Lb7d/i6mbp9r/JohYDfzUYWCBeZ93HWFfr5d4Cu+smYFHHxgvgxpCZrafff8vUccZ1CAiIiIiIroFMKhB5YZoBhroG4j45HgM3acgsoE6Lpp7D90HzGkBBPkFyXlXJAIR8+YBRiOwz3nXxLvH2NetyMS/gSsw8t5f0KhKI7Sr2c7R9ZSIiIiuSMn9PzM1yyQDGsKAaZHo07QaQhv6I7RhVdTwcbuhY7es1hKuljaolvMu/DKi4W77EjGVa1/xOT1jtsllkwuxWFOvg1zff9q5Umu2yQJXfe7NC0RERERERFQm2FODyg1RWuq++gOhtQJv/OdiHxcdMyLWQY6L/WLeFYkMi8GDgfDwK0476TocWkWLwU0Ho32t9vaLM0RERHR1Nvk/tMpdcfSgWnXgPN74cy86fbQGfaZuwEfLDmLTsYvIMVuv+dg9g3vKgIaQ7NEO/R/5HP8FtSly/uSlU9Dl+G65/kQhZSXzPDNnB95fegC2EmxuTkRERERERFfGoAaVK932XcILW4Bqma5y++EdS6HNzdYQ4132pRXL65xz+R+gmGGxWbAqZlWxHJOIiKiiOJBwAA/NcTS4yLSpNxyM7VsFO965G18Oa40H2tRGYkYOvt0Qi+EztqD1u//giV+iMWfLcZxOuXLTbqvV+U/cRA9HGal3Vn+HYbuW27ebnz2KB/avsW/7GDPQ+vShQo+75tAFzIiMw6lkNg0nIiIiIiIqKyw/ReVK/SSg1zrgopsa1HDPyXbK1jje+saOm6PEQW+rBQUuyFHiYdQelOMKFMQkxxTfGyAiIirnzFYz+s7ui4YxTXG0mmPcIzsGn+18Gs90j8WAljXlw2q14cDZNKw7fAHrjyTIoILI5BDq+XsitEFVWaqqfZAfDDpHWajHZqqlpArT6uwRHKscYN9esnA88MwzQLt2gF7tpbVznyMIIsx7qhOGfBtl305IN6KShws8DPxTmoiIiIiIqLTxkxiVK02yvaDJAU7l1uB2N6lBDXGZwysHaGL0vqHjmpWzOGt4UT2SYrKP22BDiF9IMZ09ERFR+bfs6DKcST6J1w42wmf5ghoZriFyfPnR5RjQcIAc02gUNKvlIx/P9ayP1EwTIo9dtAc5RNaEeLjptegcUln24RBBjv+OXizy9d1yjGiYEC/Xq1+6COXSJbXsZGioY9Lrf9tXH2xbGx2CKjkd4/6vN6GqlwHb3upVjF8ZIiIiIiIiuhYsP0Xlh9kMzeIlEFWuM13UTA2P3KCGIMbFfjHvmg5ndcyrm+EGjWiZkS+goYEGdbzroF/9fsX6NoiIiMqz2ORYjNivoFpGwR4Zw/dfOQPSx12P/i1q4NPBLbHlzbuw7IVueK1vQzSv7YN1RxJkw/Fun6y1z98w/bECx3CxmjByx1L89ctz2NBepGHMAzp1cpoT1ry6ff39e5vJ5bThzumeCZeM1/nOiYiIiIiIqDgwqEHlR2QkEB8PEXvI1OeVn3LUvJZtvOPi1HnXUOu7/pQg+3bE8pnQXXbtpZZ3LawIX3H1xuNERERkF+JVFxPW2IDLmm0/tXk+Jqy1oZ5X4DUdR1EUNKnpjWdC68nyUDvH341vRrTB0PZ1rvg8n6x0+Qdw87PxcAmsq2ZpGAxOc/o0VYMa3RtUhateLWsVUMm9wLEuXHLcPEFERERERESlg1djqVwwmo1Y6nMGVT99DtocM7bn+APZwM8tjTC2bIEG9TtCp3NBm8BO0F92N2ZRtb7vjDqN9fXVsQaJ2Xhorw3L7qiMES1H4K7AuxDWIIwBDSIiousUFp0KbQqwo7bzeN8jUQhJBgK3pwJNr/+43q569GteQz5OJFzCpvgU+GSn44c/IvDYgxPs86pmpsilzdsbSnuRqlHQwJY1kWG0OGVsFBbUOJOSDX8v9UYKIiIiIiIiKh3M1KByIepUFB5cMgI9Mqahq2k6lsX9J8e11iw8GrwHXS3foaNxGjZ2rFngbsyian3Lu0hzuZiNmLDOhpSMRPQK6oWBjQYyoEFERHS9zGZoI96FTVHgbnIu3xSQcg42jSL3X2upyKL8GJyFrdMeho8xA3fFbMPjWxcWmKOkpQGbNxeZBTL8jgD4urvYx8T6xAFNnOalZjnKUhIREREREVHpYFCDyoWuAV0R5BsEBQpczDVwpMYrcvzRndnQWkTpKQXBfsFy3rXW+g5Wb+SU3Mwmeffo1Wp9ExER0RWIEpBxcVBsNvQ+EoWWZw7bd3nkZEGx2oDY2GsqFXklrrDCPyPZvv34tkWFT7RYruu4netVcdqeuSketsvKaBEREREREVHJ4q3mVC6IrInxXd/G6KWPod6lN5CRWwkiJDkbQ/cBc1ra5P5rya4Qtb4HrrEh/2UOV7NRbota3wffvbZa30RERHQZUQJSNOY2GuUfoW9l6DAkTt1l+OlHtQGWyKi8SqnIq+rRw/46gigi9cApI5q5WYBZs3Jf0KDOuw4aRXbosltz6AI++Psg3r7HOYODiIiIiIiISg6DGlRu1N9yFPUSAb8cgz2o4ZaTjYh1wNZaQP3Nx4A2117rOz+D2QTRJvRman0TERFVeCKQIBpz52ovshzeWCbXlYfDS+x1hMkoGb9HnyyeoIb4WkRHA+3aifpXxXFqRERERERE5RLLT1G5YT5yCD8uArrH7bGPeZqyZSDih8WA6ciB66r1nZ/eqtb2Lq5a30RERKT2rridmK3WAmOXsm/+bwKz1Ywdn7wMdOiAHZ+OldtERERERERUOAY1qNxwCW6AricBn+xL9jH3nCyIyw9i3BDS6LpqfQuexky5zLvkUly1vomIiEg1bXhrTBnSErcDs+UG+meIvym2bVOXl9l+PAnPzd2AepODUfvdL+RYrYjPUX9KEA4kXMPNGERERERERBUQy09RueGSnimDDxaNKBSl8jBl2yN3+nQ1QHGttb6FjZYcZFhyHPW3UUy1vomIiEi6p0VN3C4a1/DGPS1qYHC7OrBYrXj052g5fik7CytilsJoUf9+yGOxWqCb8xtGfLYSc1/rjwHv/Q4PFw+5z2g24oFvouR6q3gPvDDwQ9RKu4DJyz5Ht8hT6GzujOn3TMd9je6DQWcog3dLRERERER0a2JQg8oHsxn1vvpVZmWYtI4fa4M5Ry7FeMi0OcD/JgM63TXX4PbJfRARERFpNQqmDW+DtOw0vLhUdOnoIMcfmj8Ky2PnF5xvAY7MUNfbf/836vkFYvVj6xHiF4KP/vtIjMp9o3e748VBLeS6CGp8ugr4tUUqhi0YhrWj1iI0MLQ03yYREREREdEtjeWn6JpLJNyqxJ2O62a9D58zSfIH2pybqbF1Wri9bJQY9z2TyLJRREREdNN+3PUjftuzwL695ujBQucN2wdUzvKARdHIHl93b01E39l9EXkiEhEbIuzzslyq2NfPe1ZCtUxg+B7ATeeGrgFdS/jdEBERERER3V4Y1CA70ZTy9Xe/xNqhT2PHZ6/c0k0qRSBj/v75mL1nNt5d/y76xEbgS/VmSZi0erk0mE1Ozzk5chDLRhEREdFNG9NuDGyaNPu2Bq5yWTdrqXz4mh6RWRqj9tRHy5d+x9u9n4YFwIR1NpxJPomfd/0MvVWBxipGgS87P2Q/1h3P/iKXIlujU9U20GmYWE1ERERERJQfgxokiWaU9T4cjrlZIRg9OAI+H029pZtURp2KwpA/huDhhQ/jw/8+ROuzQP8japkpU26mhi73QoFgUYDakXsAraPfBhEREdGNcNW5YlSbvkjVqSWnvM2DobfWte/3MT+IIYfC8cy9k+T2b636QfwFIrI1hu4DZu+djYf22qCzir9cgNM+1ZyOn6PRyWyNr//zLdX3RUREREREdDtgUKOCyp/pMHPXTHT7sRuQPsq+X3zo7rbpNPrM6nNLZmyIUgxBvkFQoCB8D9A68Q30H/2H/IFe0LyXnKPLd95aG6DExrH8FBERERWLKX2nIEuzQ667WpuipvErp/2bgociR+fiNCZut4hYB7jl+MPoOhE5OjW79HIXPP3kssGidbJvGBERERERETkwn72Cyst0yKM1a+CVb39eiYRfm53CkkNLcH+T+3GrBGN+jP4T+5M2wd+9Kk4kxmH8Og3ufrKL3L/fP8g+99GBZhnMqJIJfNr0RWg7dWH5KSIiIioWq2JWwaIkX9PcgOSzcpmXreFv+RFbAwrOq51yDqd8q+O8Z2XUTkuAkp4BrF8P3HVXcZ8+ERERERHRbYuZGhWUyHSo7lHdvt024Vmn/flLJKyJX4NbJbPkuUVTMWmRN9asuADL1q0YeLgO7n5yiX1ehos7mp47BkPOOfzaEpjVSjTfBP6skQLjfQMBg6FM3wcRERGVD38f/RsWJdFpLF27ConacQXmnvCrgQNVgxA4binCHvmiyGPee2CdXE7pFu4YtDjKaRIRERERERGDGhVSWnYaXlv1GhpVbiC3RSPL8759nOZYFI29RMLdde5EmbLZsO/vnzBk/hDM37VbDlXP6oltM4AdQd84TV0d0l6WcqieYYI2t1rD9HbAkMyZMjuFiIiIqLjYlCxkarbJ9Yv6qUjUf4HX1+8vdG7Yo1/K5YFqIUUer/7FE3K5MbAV7n/zd4ydtAhfog7+2n0G+06nIt1486Wo/juagE3HLt70cYgqumMXLqHem8sQFZOIg2fTkJXDACQRERFRaWH5qQronRVz8cP23cjQbYDG6oGeJx/BEef+lLhkcIdvdrrM1ji5aDnGntmI5v7NodcWXvvZoDVgYMOBMOiKNxNC9PPY+clYtH/jS7x3lx6TOyhyPLZybXnH4+W+7fggApPOwD0nG18uB54ZAGisQGClIJmdQkRERFQc+tfvjx92/oAEQ4R9TNwoMmwfoNfMxdedhzrND43ZhHUhna94TP9LjsyPeFc/7EjKAdbEOs2p4mlAUBV3BFb2QGAVDwRV8chdd4e7y9X/tH/4h63q8T/uf83vlYgKmrPlBMxWG8bM3o7ULBO61a+CWY/dUdanRURERFQhMKhRTolgwLKjyxCbFIM2p63ofN8L0OUGJBZvroUqGItMzRa0SXgWR6p1L/D8Vi/OxbIfn0fDhDjUmfoD/u85wCJqUgk2oN0ZILomADXGIK0dtRahgaHF9h4OJBxA/5l9sHrSKbn99moTtlerhJ11nO94FB6JXoKf2w2U66muHvAyZuDxncBLfYEcPRDRfQJ0Gv64ExERUfEY0HCALOV5LuOcfUwENIJTgRrpSQXm105NLtA/o/n5GCxvqPYFE9qeOYy7j0Th4eGh6P5gL3mhNP5iBuITMxAnlhczEJeYiSPn07EtvmA/j2reBhngCKjkigxbPBIvmbHlqDs6NN8EP++LOJEqMkGek3OfXfYs2tVoB08XzxK5MYWoohD/ToX/jjIDioiIiKi08CpvOSL6Tiw5vASxybH4ZOMnSM0Cmie+gCEzp2HMvLcQ8OybuJgp/thWS03prW6oluGPBG/HMbrG70RkYGu5vqxRFzRJiJPZGt1PKlgXYMPDewArgFmLgOH3abGhwQ9I1/0NF591OJ5yHLP3zC6WzI2MnAx0+7EbwrYkIThFvKaCOa36YmedfoXOr5uiNuAUkt195ENvBb5YAXzaBRh83BNQ3xYRERHRTRM3S6wetRp9ZvXBqUunZJZGxFr176TA5DMFAhjipgthkvUQxmka4Zm9S7HNaxGApfZ5+g/ew/chIcCAbnLbx02PlnV85eNyyRk5iEtUAx15wQ6xPHAmDVviRFDFJfcBrNuvQZb2NCqb1ICG8PXW7wDl6xK5MYWoIjBbbGV9CkREREQVFoMa5YjoGTHkjyH27So5zyPZox0m9noKr//7AZo1+AFG/QnUzQ1qvLPeFTM6N7LPf3XDL/BPT7YHNbJ0VowcpDba3ljbhq//BsZsB+Y2746DVU/ghW2XsKlBFfiaR+F45nw8svgRp/NZGb4SvUN631BwZvSi0UjNSJIXB7K0Ojw/6HX8W79jofMH71mFB/auRkSvp5zGxceMx3YCnkbgqMdyNLv3ges+FyIiIqKiNKnaBHEvxWH50eXI/ncFglPUIEG3+F3oEr9L9sYQTvlWlw8PYyYeuqcVOrfuhDrv94Fl9muYc2QT3K2d0bi6F5SXXr/m1/bzcJGPNgF+TuM2mw0XLmWh47cDkJTqBz/zaBisDeFudf47SmvzhUW5iCBflugkuhGi9BQRERERlQ0GNcoR8YG0mkc1nE8/L8tCeVjV4IVFo8X6kIGobn4SKVAzKYSj1R53en6P2O3YHNDCvl01w4jDvsAfTQEXE/D4DhHoMOD1sNfk/g3TH7PPbXdSLUUVXctRkiryRCR61O1x3dkaIjgz/+B8hIsSDinAuL5PFxnQ+OGPCNwVozbo7HlsK9bU6yDXxYUEcRoiW2P4PuCvkUCz6zoLIiIiomvL2BClqBDYG/APBYxG4PRp/PLpJLzSLgWLWv1ln+vrpge6dkUdg/q3UfioyQg6vg06awg6BlculvNRFAXVvN0x4e6HMXrRozKooYVz4EPQwhcWXMS9je5liU6iG5BtYmNwIiIiorKiKbNXpmInPpD2qttTBhVECYQ8rmYj3rvrSbnuaw63j68Paef0fNEYPEfr+FDrm5WGiHWA1gxE/ghYFR2+63CffX9cJRHBUP22qDa2zQBG7HYc770N78kAxY0EZyrrfOwlHDYHNC90XtTXo+wBDSEvoCGM/U8N3oj7pywKoOtdeNkqIiIiomIhAhWDBwPh4cC4cdCeu4C2Q19ymnLaqlfn5QtAdA3sUGwBjfx8DD6AUvSd5CJTQ6jl5fh7joiuv5cGEREREZU+BjXKmacT6iIoGRi+FzCYjHLMIyfrqs+bM/ct1Ek97zxXUWQ/jfdXA+3PAg3+twhTuzmCIqOGvGtf7/X4dLmc/I8aUBFZEsF+wTdUzkAEZxaY78emwH54fuBrSHL3KXSeT3Z6kceomqE2z5TZGjag7+6i5xIREREVO51OZmKUleOpx6FAQY4S7zSeoV0nlxqbmr3RoHKDMjk/ottdSmYOqnrdWP9AIiIiIro5DGqUMx2NVTBxLTBxHbB4pnp3oKsp56rP63JcTbF4aM8q+5hF0SCiO/Di1mt77RyNDtUygeF71AyJ8V3fvrFyBmYzun/zN97u8yz+btwdlwxqY838PlrxJdxzgzZ5RJ3qPDXTEuzrNo0CbcS78rhEREREpUVkYpQVcXOJDTa42ALtYyddhyJNt8ieqVHbqzb61Wc2K9GNSMkywc9dj8Y1vMv6VIiIiIgqHAY1yhltSH2M2Kv2oqiWkSLHdtRyNAMvzG+/vmFfdzMb8etvb8r179ppcKByAzR+dSkCxy296muLTA7h01VA/YtASNSRG3sTkZFQzl+44pShu1cWGHtp42/2dZ1NFK5SKaKJX2ysPC4RERFRWZkx0rn0Z0kKqx+GOt51nMasSjosUP8+9DOPwrDA39hPg+gGpWaa4OvmAlc9P1ITERERlTZ+iilveveGVqOF1WKB3qpmJuyrXq/ANNFIu9qlRHy84ku45M7Lo8kNCOzx1+B4lSnX9fJxfjVllsZ7azTYnrMXVc9dgtVmg8Vqg80Gua4+AFvueN66WIp9F90DMfYKQZT+Bzfk9SKHzWCAMm0acOAAGgW3AU4B/b1zgFmznJ8k6ld36nRd74WIiIioOFX3cS211xLBihXhK9Dv/1ZCMTXAOZfX5LhFUYMawrytqfjk/lI7JaJyQ3x2EZkaPu56ZOWwYTgRERFRaWNQo7zZvBmwWGQKjou56OZ13//5XoHyTXm0VjWocVesF6IdFQvsfp8zDg+NmFToc+988jun7amfb0BxeHvNDLQ8cwTtTx9wGle8vIBHHpF1q7sBWHIqRU0B1/KOKSIiIip7fz3XFQOmqdmipX1Hd5OqTbDrjSA8u3AKfjt2AH1C+mBlTMFs16JsPHYRRrMFPRtVK9HzJLrdpBvN8uYsXzc9xvVtiF5TNuDOhlXL+rSIiIiIKgwGNcobkY0wbx6QmYnZqz8rclpRAQ0hU68GNaIDRxTYN+Hfb3HHqf3YOu1hdHhOzYYQ6xaNBrNbhcmlxmaT2R7ne7RDrR79oFEUaBRAo1Ec63LpGBc1p7W522nZJny47JDT6z6+TS1tVcDFi2pZqdBQudmitu+1fZ2IiIiISkHz2j72dX0Z3HTh5+6GOcPfxMtneqNtjbbYfnY7Bn/pKPN5Md2IKp6OZsdGsxFzdi3Bu3+428e+abEdiU2DRJMQuW3QGjCw4UAYdGySTOVHTEI6Hv15G356pD2Cq3pecW6GUc3O8DDo4O+tZmD5e5VeJhYRERFRRcegRnkjyiwNHixXH/bxwoSNP0KrfdRpyr6p6v6i+Bgd/SjyvL72J3x852iEJJ6S2/4ZyfZ93tnpcLWY8L//nEs+2Q6thDLhWZlFcT3MFqs9qPHeP1+jyfnYQudZn3wSml69WFaKiIiIbgu6MsokFTePtK/VXgYs4lPixe0t9n0zdyxANV/H337HEo/h0zXrUBX/s4/1HPkeHhtoxpyWjmOuHbUWoYHqTSVEtzPx72LJ4SX4ca0OxxNd8OIfq/BQlwynOZcH8nLMalDDoNPIG7UEmyzCS0RERESlgUGNckwffwIfrPgT4/s7ghov/zcbnjlZcl382b24V23cO+ojuW2xWjD2r+cQq3WuC/vQ7pV4ausCDN+1HN45mQVeRwQ0CqMkJADr1wN33XXDH/jDdy2HIppxXMYmsj7+/Rf46qvrDpoQERERlQW9SEktQ1GnojDkjyGoC0fvsrf+/Rhu1tbwMQ/BOZc3YNTuRYDpd6fnZbi4I2JdGuY2A6xaBUF+Qega0LUM3gFRyf27qGp8B+64A1EnN+LctMmIrik+0BQM5JmtZuz67kMAnZG4bTUsdwbJ/aI/IBERERGVDjYeKM+CgxG+D7h/72q5uea7J/Hiprn23eJv9BY+DYHwcPmwhY/AL81taJDsnKnxXNQ8OffygMZTm/9Aj9joK5+D5cYa563t5oZtX4YXGtCQ5y4+NcTGqqWniIiIiG4DZVF+Kj8RiAjyDUKKbrZ9rLLpGRnQEKrnfATF5gYFHk7PS3dxQ0gyMHSfejf6+K5vy0bkROVB3r8LrU0tY+tpvRPbvgdG7FH3a6Ag2C9YzjuQcAD1pwRh38rDcp/Xhki0nNZErluL+NxCRERERMWPn0bKs549ZTDiw3++wgub5iIw5WyBKUEL1wLZ2YCrK5YdXYZu+zMweJ8VC1o75tRKddRdzu+N9T8X/rojRgB9+6qlsHr0uKFTD+rVBfj5O8BYdO8PeXyWniIiIqLbhE5btpkaIhAxvsd4jF48GjmaOPjnvAO9rY7THP+cCNiQAwUu9rFZbfrj9bU/ImIdsLUWUH/zMaBNGbwBKvdyzDlYdGQRjJaiPwMUd08X8e8iovt4vPO7o9G3FQoi1tlkdpJFa0NEt/FyvO/svrgz6jS+6zhabldPN6HrltOIrMegBhEREVFpYlCjPPv2WxnUcDXnFBrQEBSrVS3h9MoriE2OxdADQOV8PTWe2zQXmivUh02+uxt8g5vIWs2SmxswcSLg7V1svUGIiIiIyoOyztQQfAxq43KLklLofhuykKPEwWBraB/7vsP9eGvtjzJb44fFgEl7oNTOlyqWrWe2ylJQV1PcPV2GxHvinXzb3Z/6HpHfPo7he4GNAcDAOAPeuvgWziSfxIQ1QM/66ryDVQPx1jor+tUDdp7dCaO5SbEFW4iIiIioaAxqlGcNG17XvBCvuuh2BEj0dAQ16l884TTV2qcPNKJclWAwwG/gQDUAQURERES3fFDjeOpxKFBgxSWn8UxNFNytneBibQCrklToc0VR0a4ngW311HI7RMWtY+2OshSUaGhfWONtUQoqsBh7uqQbzXh69nY8emy9yMOwj5/yrS5/3iesBzbVBhZ4zsInLstkad+gfPHARc164tPlX8j1AwkHZX+O4gy2EBEREVHhGNQoz+6+G5g3T5ZwstlsiEuOk40d7VkVgghIiHkAwrYkQZsDpIjsjVwiyyOP+FihOXIEGDqUzbmJiIiIrpO2jBuFC6I3gLhYbFGSncYTDB+gbtZSaOEF95wsGPUFn6vNXbZwq4v5++eXaokgqhjySkGNXKKWd9Jbg2BWzsOmqL39rFBLQRVXT5dmE1bK5X/5Ahr5f95FdlJgCrA4vBpq2vzx1oZkBI1baJ/z8n+z5ecswU3jVmzBFiIiIiK6Ml6ZLs/ylXASH6GDrzTXbIb2rbflarbOUUPZzeT4sCo/hsfFqc25Q3kHEhEREdG1WPFSN8QlZOBWEFY/DHW86+BU2qkC+7I0u+FmbQmrxs9p3NOoXlAWbIoC27sTMWzUWVi04qJzHWhtfsjW5nZVLsESQVQxDDvhgwnJwHFvD9TM+RIm5TTOuD4FjVUNMAw96QPk6/9XkkS4QtzuZejTH78t1qBy1gKn/aGx26HLDWp0stUutmALEREREV1Z2efA061BBCrOnZOrWpsjU6NSZqrzvAkT2JybiIiI6Do0qu6Nfs1r4FYgLrquCF+BWl61kKT/1mmfSYlXl1o9mpyPwbd/vo/QmGiYNY6PDIrNBrcTZ3HPBR95w0tN4zeolvNhgRJBIiOEd63TjdDFHUfEOgWK4i639bZacmnVABHrFehi1Z/TkqS1Wuw3deltQN8dqej29V+464npTvM8czKh5JbJqnTsrLxRjIiIiIhKHm8lIZUIVOSWqpJ97/apw7o3H4GtUqBaskpkfrCHBhEREdFtrUnVJoh7KQ7/W/kaft44H6ENfWFJqI1LSY4+G0meFzCr2WYcrtoV2XpXDL9fB43NDLPGA8cr34+dVeYhIGup46Dium5uda3iLhFEFUxwMIbttWF8qAU2V3XInqWx1waEhBTbS1X3dsW5tOwC4xaNFlYo0IhibRpFZrTbzl9Amqun07yQpNNyqYibwoxGZrQTERERlRJ+0qACpaqk1/+Wi4YvvO3cg4OIiIiIbnsi4DCl72QMbxGNdjXbwWL7DPd8Ox2Hjqv7E7w6YUtLwC8nHd4WYF6zStDZKsPDEgovS3+425xvctHAE1akl0mJICpnwsKgq1UHr0WlY9KdcGRpbFCgq1Ub6Nev2F7Kmls6Ks9zm+ZiWuehcj3DxRVeOVlQrDbg7FlkDAsv8PyR9wJVMtUMJmuDhsxoJyIiIiolLD9FV8SABhEREVH5/Tuvfa32cimCHD2Detn3WayAp84TViVdbtcyfovqOZ/KgIbgbbnX6VghaS/LbI3SLBFE5ZROB6xYgfuTq9uHgpOAoUm15LjcX0wuZZuhyfdxZ8gj/dDNwyTXx46fA8yapT7mzUPaZ587PdcGM2a1AtpcEBkdgLVJE2a0ExEREZUSBjWIiIiIiAgv393Avm7QadC+dnuZfSEo0F/xuTZtGzy8O/ficzGXCKIKqEkTaLZus29GtH4Zupg4OV5ccsxWZJksqOLpCETUGT0MJ1x95PqqSy5AeLj6GDwYe5LUYIegZD+EE6732YMtik4LW179NSIiIiIqcQxqEBERERER9FrHRwN/b4PM4sgLalxNtUuJmLAemLAOsNWoXqwlgqgcEmWftm1Tl7k2nVdw//TNMIk0IRko09r3jRg1uVgzNIQzKVly2Smkslw+1SNYZi256R2vm9+Y2dvlsnv9yni31ZOi5pQ92KJoNLBdVsqKiIiIiEoOe2oQEREREZH9wu6362PRvJYP/N39UTv1ErI9ip4fmHgE8ZUboHvcToQkA17ZQN/ngZUaftAgB6PZiCWHl8BoMcJitUA35zeM+Gwl5vyvL8zDh+JUggt+j/UGkIazKdkIqOyuNp8vwZK4p5LVoEa7un6YMqSVvQyVaxFBDXcXLTJzLBh+RyD6NJ2MRmeGyX40UBT53Mv7cxARERFRyeFnDSrUtw+3hVU0xSMiIiKiCuO1Po1Q08cND7StjTXxp+GfbsKJy4IaPWKjsT64nVwPSTongxpWjQYW0aPAAKw3nMPyo8sxoOGAsnkTdMuJOhWFIX8MketaC3BkhjreccYKNDSsQW3Tn/a5oiSUUNKfROITM+TS39sVWo0iAy8LDizAiVTx+pXkvkf+eBlurtly3cOjAzJz/JFkW4McywMykymPAqXEz5eIiIiIHFh+igrVp2l19Gteo6xPg4iIiIhKkbi4O6pzIDwNOoTVD8OR+qdQM2khvvvjefuc1qcP2derZKp3u+do9RD3t4ekAMP3K4hJjimT86dbU9eArgj0DZSRimH7gOAUdVxk9/Q80blArwuhpDMfzqWqwYqASu72wMuIhSNwNOs3+5y5e1Yiesl0TI+ejpOpCTAjCSP+HIGPIj+SQZA8aqZGiZ4uEREREeXDoAYRERERERWg0+jwSIfR6Br7A3rHxGHtd0/imah5aHnuqH3OCZ/qcrmvmtoYXNzjPmGtDfW8AsvsvOnW/Fm6r/5AaK1AxFrglFdlBI5bigVNQtE7Rs2KyDNl1WG5LOlqTqKUlODrrncEXnwCka5bbp8TmD4W274HRuwBNDYP2BQ1iBexPkIGQfJoFIU9NYiIiIhKEYMaRERERERUqC417sCY7WqwIij5DF7b8As8jeqFXaHjyb1yeaRqXVgUjZqtkQz0255ahmdNt6KOe1PwVLSapTEp9FE59sqAV2HWeTnNW3s4AU8sfAuXsi+V2Lks3HkKP26Mk+vuLjp74OXdO991mpftUgPPDnwNkQ2WwsUWCJ2tuiw1FewXLIMgdkrJB2GIiIiIyIFBDSIiIiIiKlRYdKq8CJ2/dXL70wfs609v/sO+nu7iJpc2jQJtxLuA2Vyq50q3tsyUC3glSg2Q5Wl55giS3USDcODJRo49K7a0wJy980vkPCxWG17+fbdTA/A8w5oPQw3FGycMD9jH/m7c3fFcJQk22BARGiGDIPkzNdgonIiIiKj0MKhBREREREQFmc0yOGFTlAK7lv78Iv79fgxcrI7ARbqL2ptAEc0FYmOByMhSPV26tY3IrCcDZOIDaJbeIMdqXEqQQQ2t1YImvo6ggBae2HOkpX3bWowNKz5Z6egJI+i1GucyWRerQGNz9MvIL1H3DnyygQebPOg0rvbUYFCDiIiIqLQ4bi8hIiIiIiLKI4IScXGisk4Bzc4XbAQeMe5bfFc3Q90wGIBOnUr+HOn2YDZDv2Sp6BOO31r2wb/1O8ph95xsxFSuA4+cLCiKK5bNfhlh4VPlvl0nHSXMZu6eA31uQoVBa8DAhgNh0KmBkeuxZPcZfLs+9opz6nsF4oUtschw34SVDR1NzO/fuxrnDadwwB9YFbMKAxoOsO9TZE+N6z4dIiIiIrpBDGoQEREREVFBIigxbx5gLPyudclggPterWy6/M8lFyD8vtI8Q7qdAmTx8TJA9kP7e+3Dfza/K98kM+olnSr06Y8tHgObkuHouzFqLUIDQ6/rFA6cScNrf+xGVS8D5j7ZEXdNXl/ovKAHn8ToyWugs3yG//a3xZj738LCX8aixdkjOOUDNHgOiEmOKZCpwaAGERERUelhUIOIiIiIiAoS2RaDBxe522g2YsGBBWiUuR07DraCq/sZ3DUz/0VqQKtoUa9yPbSv2R6eLp7XfIf9udRsxF5MR+eQKsXyVj5beRhxFzMwbXhreVc9lbzD5y7h771n8XKv+lDyAmSLF8OotRb5HPGdeWHjr/i/LsORo8TBxRakjtv0sCmidJWCQL8g5ybd1yA5IwdPzoqW/TSmh7dBcBWPIufesycLWhnHy0Hfo1GIn3SPfV/dVGDwASDk4ZACZ87yU0RERESlh0ENIiIiIiK6blGnojBi4QiImkIBWIik7FM4HLsGI/cAv7RwdO9bF3MMP9k2IVu7+5rusL+Qlo0HvtmE0ylZeKxrEFrW8UV1b1fU8HGFv7cBBl3+tuVXZ7ZYMW3tMbn+9xtnEfthGDTi1noqMTabDX0+3yDX729dC4EiiCACZAYDvBYev+JzX478Fd91uB/QqwEN4b6DeixoClhFk+5u452adF/L9//533biVHIWPryvOdrWrSTHZz7aAbV8XYvsI6MUEqQQrcw/2KBFraC7C2ZqXPMZEREREdHNYlCDiIiIiIium7hbvq53XRxPOw4L0qC1eeObv4Ex24EBB4FJ3YDoWkBN45dyvqbG2KveYZ9hNKPDh6vt2z9ExhWYU8nDRQY5qvu4olpusENsV/NR18WYt6vOnpGRlJHj9PzgN5ch/uP+xfRVoMIyeH7fu0R0zJDbCw8tRlVvNTvDUtsEo77g5f9OJ/cCnRrLdfFdy9Y7Bxue2+qCJQ2BOmnA0JM+QOtrP59PVh5G5LGLGH5HgHzk6dGg6nX1kRFEOK1uogXYtBkIdQTnNAozNYiIiIhKE4MaRERERER03cTd8sObD8dHGz+CVRFBDV9Ydfcj3jcKDVPcsW1GjGyxEdlAnd/b/72r3mF/eQBiwdOdcC7ViLOpWTiflo1zaUacS83CubRsHDuajhxL4aWM3PRae4Dj8mMKJosVem1uKgkVewbPM39+iyp4WW6PW/UmTBo1O0Nr1qOB55wCz3lm2wIkDXlbrhcWGvDPdMGQ/UDvGEAJLNikviiLd53Gdxti0bauHyYOaHrdfWQsVgt2n9uNgxcPonGVxmhZvSW0bu7qvHxE/MzKmAYRERFRqWFQg4iIiIiIbsj40PH4ZOMkWJREuNja4ZPQR+VDeG/lV3hn/T/okxvUWLHbAxh25eNlm0SBH4e8UkFFlTgSAQsR4BA9OMTyfGo2zuatp2Vj35lUXMo2F3huVEwiuhd2pz7dNJGNU8WkBjQExaZDu9NAdE2gdeKLSPBWMzjyM5hNjvmFHDNbp8eH/wI104HtrinocA3nsf9MKsYt2INq3gZ8M6INXHSa6+4jIzIz2uQ+rkRkarBTOBEREVHpYVCDiIiIiIhuiKvOFQPP+WK971EA7Zz2vdPnWYzZ7G/frqlxXLguzI4Tybj/60327Y2v97zifFFeqrKnQT6a1vQpcl5mjhkHz6ahZW1fDP1uM6KPJ2Pkj1tZgqqEXJ6NUz/tefy45Et82jEGkQ26FfocvUUNPD0xAMgX37DL0bkg4BJw0RWIbOp11aCGCHY9+ct2WK3AN+Ft4e99We+MYsZMDSIiIqLSxZxrIiIiIiK6Ya9tAobuu1DovgXN7rKv9/Q+c8XjDPtus9N2LV+3Yjk/dxedzPjQaTWo5ed8TIvVJjM+qPiYrc6ZMemu9TDgkS/wwWod3ExqWafLaXOfs6Ax8Fdrd/hkpTrtz9HqZVmqTD2Qaky98utbrHju1x2y0fy7g5qiTYAfSppM1GCrcCIiIqJSw6AGERERERHdMJ1/TTy0t/CgRoKno3xUfPUrBynM+W51f6p7MErCW2FqM2rh7UV7EfLmMkz+50iJvFZFdCDhAOpPCSp03/p6d8PVXHhQo2Z6olw+cBB4MaYKZs6PcNp/zquKLEslsjXuKKR5fH4fLz+ETTGJCO8YgKEdHI3BS5JsFF54exciIiIiKgEMahARERER0Q1rjWqokplm3/71tzcLnefnWvmKx+kYXKnQAEdxEmWIPFxEpwRg9uYTcjlt7bESea2KmKHRd3ZfdI86DbecbHSO3+20/+0+z6LJBUdAosOJvXLZ5/Am+Bgz5PqEtcD/FiWg2Tnn78lrYS/Kpfip6PHjasBcsE9KXmPwGZFxaB/oh/H3XENj8GIiAi5WZvwQERERlRoGNYiIiIiI6MZkZ0O7bj0aJ8TBy5iBVzf8gs4n9hQ6NeR09hUP5e/l6HvgaSi51n8ZOc7NyKt4upTYa1Uky44uw5nkkxi5MwBZLq7YFNgSsZMGoOexrfY5NdMS5HLrtHC1ZpP4vmck2ffXTge8UrOgsxVMexAhA/EMj1MXgMjIAvv3nU7Fa3/sQXVvV3x1rY3Bi4lsFE5EREREpYZBDSIiIiIiujHTp8u75sUl3b2fP4TnouYVOdW2bn2Rd9gL6UZ136hOdTGmRwhKS20/91J7rfLEaDZi/v75mL1ntnzM2z8Pw/cBR/wdDeM1sOHrRR/Zt39v2Ucu/bIuoeVZtexXQMp5+36Z66AosCnA+m8fx+SlU+z7/mh2F2wieODvD7Rv73QuielGPDVrO0SyxDfhbZwCZKVBbRTOTA0iIiKi0sKgBhERERER3ZhHHwUefLDA8Kzf34aL2eQ0ZklNK/QOe8lmw6oD6sXtiEHN4JZbIqokfPtwW6ft1Czn86RrE3UqCkP+GIKHFz4sH3N3zcHEtUCWzuA0z9VS8Ourt1rw2vqZ+GLJp3g0erF9XOY72GxQbEDdlHN4YP8a+77IwNZQRODgwgVg27bLGoPvlI3B37+3GVqXQmPwwjI1RNN5IiIiIiodJZfXTURERERE5Zu3NzB7NnDffUBUFGwmExIyEtDVoyoOZPyDrdpKMCpajPboAMuge4FOnex3+S85vARGixEWqwW6Ob8B2uflvpm7ZkKr0cKgNWBgw4EwXHaR/GZV8TQUmiFC16drQFcE+QYhPiUeNtgwbB8QnAJUz236XRSt1WIPbAw6uF6uOxWbEkGysDBAr1e396mLhA5dgIdaAgaD/edI+HDZIUTFJuLhjnUxpH0dlAWtRoHFzKAGERERUWlhUIOIiIiIiG6cuMg8fLh8iDvt/fN90OgM4ERiJvDpWlgbN1Hn5rvLX9Qb8jE9gPviWgL1gMbnD+GxP1+FJTdRY+2otQgNDC3W020T4Ou0ncGgxg3RaXSI6D4eI5eMhtYCmaVx0quqLC0l5C8dlV/0l+FO29+0BZp16KVuzJwJDBxo/zmRXv9bLvyCA4ARbZye++eOU/hxYxw6BFbCO/c0QVkRmRol1dyeiIiIiApi+SkiIiIiIioxmtxPHPnL84i7/AN9A+FibQRfy2isrdddjh+tUg9DxZ35NsgsADGvuCmKgr0Te8v1Sh4uyMyxwMoL0jdk2AkfBCUD3Y4DLw2cim7P/IQVDUQoC3A3FWwM3+hCHPyy1aCHIHpkjE6ohTs+m6sO3Huvc0ADwOJnu8hlg2peBRqDv/HnXtTwKf3G4IVmavBniIiIiKjUMKhBREREREQlesFXsORrpCzu8r+v/kBUMo12mnvHyb2IWCdKFEHuF/NKgperHvEf98ddjdS8kowcZmvcCF3ccUxcp2BLLWBvjfpybHHT3Mwam0lt/A1g0S9jMWfuW1jxk1piLI/okeF64jSULVuKfA333P4qmfm+R/bG4KJXfXhbVPUq3hJl1+vYhXTZ04OIiIiISgeDGkREREREVGK0ihrUuDwbotu+SzDYmjqNfb3oY4QkAy9sAbrsSyvxc/MwqEGTDKPa56HMicCPaIKdLwB0K7ME1sXwvTaM2V5wn6fJpDb+BtDq7BF0Ob674KQ33wTmzQM6dCjyNXRa9SPrtxtiYbPZYLJY8eyvO2QQ4YN7m6FlHedyYmUhy6T+/LCUGREREVHpYE8NIiIiIiIq1UwNcdF+V3wdwNt5ro8xA+LysMjWON665M/NMzeocSs0Czdbzdjz2f/Q+K1v8OKbX2Biz2ao2b2zqJeFW9Wy+kAjb+DN/4A/L/t+Hfcy4ZcHDRjZahRctC5oU6MN9Nrc5t+CKDOV1z/DZCryNXS5Pz/CvtNpWLDjFDbHJmFUp7oY3K5sGoMXJS3bZA+UEREREVHJ4V9cRERERERU4kGN2ZtPIMV0DO3rpaLqZ99gZp3xhc8X5aFygCbGyyIeJZqpUTCosS0+CXtPpeLRrkElfh4HEg6g/8w+WP3RKXzfYSj+MdbGur8SMG3dI+j5zg8lVobrZsVcOo41HYCp/xTcVyPdhJ8aGzHD/B1gBtb2uLGm73k/P4JoCr5w52l0CKqEt8uwMXhRftoYjzfDGpf1aRARERGVeyw/RUREREREJcJoNuLPA3/Yt5dud8GaiNEI+3WrfSxi1fQCzxM5HZrFSwBzyWZQeBi0RfbUGDw9Cu8uPYDszVtLrhyUzQbzlij0+aU3um86jeAUwKxRzylHp0fIF7+g5sf+mBQ5CfP3z5dfz1tJiFddPL8VsBayr1qGGcP3QJagCvYLvuGm73k9NQQR0Kjp44qvR4isj1vvo+ytm1NDREREVL7cmrf8EBERERHRbS/qVBQeX/oYAuAIbHz6jxq0yDNqx1K4WEyof/GE88XhuDggMhIIvf67+6+Vh8vVe2ok9w7D2XdGosUrn9xUxoQISCw5vARGixqYsFgt0Myeg4cnr8Kdg4Dx64G37x6Dg/7B9ucEpmjQOzoZr5tel9trR91YtkNJCYtOhTal8H0GiwmfrgJ+bQFEdBt/w187X3cXvNa3IT5ZcVhuT3+4Lap4lm1j8Mu9c08TvLf0AJrV8inrUyEiIiKqEBjUICIiIiKiEiHuzg/wqQ1kO8Zmtx2B/+syTK53PL5HBjh6Hl2J/90NtOoSgLFh7wJardproVOnUi0/lRd4iE2OBdBMjiW7esPno6moafoZr3QfJ7MOBjYcCIPOcN0BniF/DLFvay3AkR/UdXHxXwNfzG5zj9Nz1ga1QcS6aMxtBlTxrnbD2Q4lwmyGNuJd+f0TQaiWZ45gd80G9t0iUFUtE3hpMzC0nQ9wEz1SnugWbA9qtKhd9o3BL1fL11UurbdJg3ciIiKi2x2DGkREREREVCLE3fmDGg7A4vOOsbyAhnDIP1BeEBcXv/VWoG6bnsCoUaV2fpeXn8ofeKiLpXK5o1YjhO+Ku+mMCRGQCPINQnxKPGyw4e74TthfXYfglP/k+7/gXvA5mwJboVdsNIbuA5RhPcuut4a4WB8dDbRr52hcLrJo4uLsJZdsl9VeEkEN4d21gK5PzE29vCg1teF/d8LHPV+j8VuIJvdrwpgGERERUem49QqREhERERFRuVHbp1aR+1qdOSKX4lrw1JVAw+TS7UpweaaGCDxU86gmsyjyvN3nWawKaY+IdWp2hdh/IxkTIiAR0X28DGhozQoO1nwLzw8ahx/bDsQZryowawsGLKqnJ8p+FR+sBp4+VxdlwWw1Y8enY4EOHbDjs1fktiSyaCZMsM+zKM4fLfUWdZ67WBhvvhdIQGV3+Ljd2kENZmoQERERlQ5mahARERERUYlpULl+kftmLHhXLsUlYe8coInRuxTPDPDMDWqk5/bUEIGHXnV7wjb3D2zMd9o7azXG3THbbjpjYtgJH0xIBtqf8sKWeurYu72elI+7j0QVmF8zLUHehVY3Daiz+TjwPErE3lOpqOfvCbfcptz5y3BN3jAJmz9NluP5y3DV8a4DS1gQ0lwmoJX1LNJOOwccnutnQr9jwPDTlaB/8UWUZ5rceI7FyqAGERERUWlgUIOIiIiIiEpM/wZheBErncYWz3wZOqsZOpvIQ1CJy8GaxUuATz8DdCX/MUVcuF93XJyXG7af3ovZe7bK+kHd/jsB/4ONnYIaIutAhD0+XA2cuvPGMyZ0cccRsRZY0ahgdGJVg4L9QyyK1vG1Wb1G9rEo7q/NsQvpGDAtUq5PGdIS97eprZbhmj8E7c4AfRKA9SED8Jt3Vby19kenMlx1s0SJriq44PIB/H0GOh3392Ym/N4cqNtjMkI9PFCeKSw/RURERFSqWH6KiIiIiIhKjM4Rt5AqZaai5bmjaHohzmlcXhaOi1N7NZQCceH+6WWj5fqKo+vw8MKHsXLiSDz15UbMbhN+2bnZIMILAWlAR5ExcaOCgzF8L7Ax6NoaoJtEw/S8r8358yXytblwKcO+Pnbebtz1c0/89sNYjNwDbPsemPwPENHrKXzf4X6YoNjLcMHm+ChZLfvZQo5sRrBvELp2d/5alkdalp8iIiIiKlUMahARERERUcnJdyG+VuoFbPj28aLnvvWW2quhFIi+GP4ePnLdy9JXXqj/5B8NHn1gPLbXbuI095xXlYIZEzeid29oNWqgQvi/JZ9ccbpFo4XFYAA+/hiYN69Evja7z+902vZbdgjfvr8TU5er2/6Zjn0mvQtCkiHLcFUxvWoft2l8Cx5YsSGi+4Sya25eBj01LAxqEBEREZUKBjWIiIiIiKjk5LsQP+3ib5jVPAvftIV8rGjjA9vjjwPPPQfMmQO88w4gLuKXAnGx/aOeEfbtwfu9cah6a6yp16HA3Lkt+xRPxsTmzYDF0YW82bljODDlAbwY+at97M9Zr2Dcup/kukmjg7ZmTeCVV4DBg4v9a/P3nrOYtCRfV3QA4ftqwqTR4r+gHojzq4mL7mrgR8jQu8kyXBPXAR6W7lc8dnASMPSk47nlmSa3v/2NtNTYdTIFb/y5l/04iIiIiK5D+b9thoiIiIiIyk6+C/Gt5q2E6fQ2WK1WHEo8hN4tR0LJ67JcBsJPVcLE3PWo+r8iquie5jhfqy6qPf+0LCF1wxkTnTohZ+48IDc5wj89Ce4mI17e+Cu+6DpcjgUlnZHBDMEssjrySnKFhqK4TV51uMDYSwMj8FK+7bfXzLCvZ+kNsgzXwWrdrnrsiPUKdEHxqAg0uVEN2w1katz71UZ12aom7giuXOznRkRERFQeMVODiIiIiIhKraFyh9od0DGgIx5p/Qg0ZRjQyGvc/cjm1wrdt2rG007b0UsjgXHjbi5jwmBA1oB75epDCXvhacouMMXNlA2dzeIIaowaVWIluYymyxqeFOKSi7t9PVPvimydC54fNM4+5p2dbl9/bOtM+/rQvTYgJAQVgb381E1kW+QFRoiIiIjo6hjUICIiIiKiiik4GG9vOFBgeNLyL1A/8SSWz3jSPvbs3N3FUiIoNVsNZHjGx8geHXnWffsEvlvwHlwtJuhyS1QZPbyAKVNKrCTX6ZSsq8457+XIHshwccOxynWc9j++bZF9/ZEdG+zrulp1gH79UBHcTPmpPFoGNYiIiIiuGctPERERERFRifrn5e72u9lvKWFhMLs4PhLdt28NJv77LXyMGXK7ceIZp+mTVhzCm2GNb/jlDiQcQNgPjwCYAI+cLLVHR67AlLPyIeisaiPy3ZXqAnv2lEjpqcsd/OweNH51aZH9RIRMvQFeOY7O4f9+PwY1LyWg9ZlD6BK/G6e81Ybq0ooVgE5XYTKQbrT8VB7trfjvg4iIiOgWVTH+yiQiIiIiojLToJoXblUubp54cO8q/NH8bkz+eyo0TvkTQPdTe7GhdnO5PnvzcdSvuw9Gi7HI4xm0BvQJ6YOVMSud5lksZsz84VX44XkkewLuOWrGxuog4HR1d/QO6Y1qHtXkBfJA2bkCuNCqfYmVnhKCqngg7mIGvCzZcLMA7/3zNd7p/UyR8xM8K2FKt4ft2/WSTsllt/hdculpUt9vdZ0FaNIEFUVeloX1JoIaZosV2LYNaNdOREmK8eyIiIiIyh8GNYiIiIiIqGJavx6alBR8tuwL+ShM27jd9qBGZo4FQ/4YYt+n2AywwQwoarmoPFP7TMXLK192DNiAd9YDD18agIhe7eSQhykL4lmBKUCf8EwsHPEoBjQcIPe5i4vjbyzDKY17iZWeEqp7u8qgxrZZz8vth3cukw/hgocvOjw322n+2HteKbSBeJ5KWWmY8/tbaGYwAxPDKkymRl7lKBGXuFEbZ30Hw7TvkfPqILR45RPocpvFExEREVEx9NTYsGEDBgwYgJo1a8q7iBYtctRQLcq6devQpk0bGAwG1KtXDz///LPTfovFgnfeeQdBQUFwc3NDSEgI3nvvvZtK3yUiIiIiIrqi3N4VV/J1x8FF7gvIXoDqxkn2bQ0UBPsFY0y7MQjyDYKSW2Bq5C7g3XVAspsjY0Vkaoh8jJBkYPh+BTHJMfZ94nNWVS8DTJbi/Txktpqx5PASfL75c7nMMplRzQC4nlfLXuXnm+VoAF4YaxHZBKIMlc/h/UBkJCqKvNJqN5OpMSWjOe4Z/X/w/PgL1J8SJEuVEREREVHhrvv2j4yMDLRs2RKPPvoo7r///qvOj4uLQ//+/TFmzBjMmTMHq1evxuOPP44aNWqgTx+1PuukSZPwzTffYObMmWjatCmio6MxevRo+Pj44IUXXrjeUyQiIiIiIrq6Hj2AefMAo1o2SdxUFZcchyC/IBlY2H9hP4wXLsuUsALD9ntjU71f5abB1khmYoj4hRU2RHQbL4MZ/ev1w7Tor6G1AJ+uAvb7B+H/ugy3HybV1VMuRVhlwlobDr4b6PQydfzcsONECtKyTfB21d/wWzSajTKAEZsci082foKk7CR5fjbYUDvnK/jD0Qg8PxerGVunhSNT74Y0Vw8MHPW50/45rfrhya0L7dvH72yDuo/mZqeI7JISLJt1q8mL71zvTXkiyHS5FwZ9ga5RL6Cvti9iX4xlxgYRERFRIa77L6R+/frJx7WaPn26zMCYPHmy3G7cuDEiIyMxdepUe1Bj06ZNGDRokAx+CIGBgfjtt9+wdevW6z09IiIiIiKiayMuvg92ZGKIa9PB+XY3FBed31zp9JSpKz3QJLExNtVzjI3YA8xpCdRIA4ae9EGkX5QMaOTt2xgYipcHvOp0nMBktQl5XrZG4PZUoKljv8jUEFpM/AfxH6ufk24koPHRfx8hYkOE07gIaAhWqxbnbBcx7H7gU8/7UNu1KmwzZkCxqnWU/DNSAKTgjFe+BuC5xmxZYF8XgZmqu48BQ4dWmJJThfXUuN7yU8uOilJfav+UPIf8gzDxn0r4relJLD+63F6SjIiIiIgcSvwvzqioKPTq1ctpTAQzXnrpJft2586d8d133+HIkSNo0KABdu/eLQMfU6ZMKfK4RqNRPvKkpaXJpclkko8rydt/tXlERKWFv5eIqLTw9w3R9RnUPg2Lt3nbt3/o9COmrHDuvzF+sxsWtwA+3AjYAo7jjj59UBuVkGLLwkeRwCu5N3Pl1/7CUZjc3OS6TaNA+XgSrIOH2IMCXUMqY+X+8zf173XTiU34JPITuGnU11Fs7vDNjkCGfhZydHuggSusmhSs71gDlV+YA9N/G4FZswocx8X5urv04JEN9vMX9FkmmP77D+jatcL9XrKa1TJmZov5ut5DXGKcaLdeYHxl08EYeeQXxCbG3rZfE6Jb1e3++4aIyhf+TiroWr8Wiu0mGleIlOyFCxfi3nvvLXKOCFKIUlJvvPGGfWzZsmUyKyMzM1P20LBarXjzzTfxySefQKvVyh4bH3zwgdNzLjdx4kRERDjfcST8+uuvcHd3v9G3RERERERE5OT4JeBYmoIlJ9Sr+1rFBotNvTu/ssGG8W2u3JtjQZwGG845tzP8vKPZXraoMJdMwNvRaoDji04FyxTdiK0XFMyJUd/D1I5mjN2sRYi3Dc83vXKKgchAGLvF+X644jqn8uBcJvDRbh361LIiLOD60jVejCp4n6G/qw1vtb56vxciIiKi8kbEC4YPH47U1FR4eztuLLrcLZEbPG/ePNlvQwQkRE+NXbt2yUwO0Yx81KhRhT5HBDzGjh3rlKlRp04d9O7d+4pvOC/is2rVKtx9993Q62+8Pi0RUXHh7yUiKi38fUN0fb7c8iUOznob8xvr4Ivf5FheQENQklLRZ9gTyHQBUl2Afat/Rc96d+OLaQ9j9McrUCULePGF+QWO23/4MBwe2AUN7xnlKIUVFga4uNjnvL/7X2SbrGjdpSdq+Lje0PnP3TcXTy19Sq67mrrDG8/L9Yd3P4cqmI69mWvxxKFZWD1yNRp5BwOLF4t0eyA2FsmXLiLlyF4EpQFjL3sPYcOGOb/Q33/fUJZGefi9FHcxAx/t3ojgkBCE3V3/mp+XM2e2CGEUGH9gw58I+2QuLNO/gXaYow8LEd282/33DRGVL/ydVFBeNaarKfGgRvXq1XH+vJo2nUdsi8CDyNIQ/ve//+H111/HUFGDFUDz5s1x/PhxfPTRR0UGNQwGg3xcTvwAXOsPwfXMJSIqDfy9RESlhb9viK5NYk4i2sVlocsxYGJf532+WWnI1BvgmpUF1yzgk15A9Yx4GM5sxOGNC1EjqfBjRn85AtqsLASv2Q797OVF9qEQAQ2h+2cbUNPHFdV8XFHd2xXVC1lW83aFq75gnahhLYfhpVUvISkrCVqbY7/FUlUujTiH1OwEhP4Siq/6f4X7hjwAw3D1Qnolqxndp9ZDi83HUSl9C5I877A/X5+VhW/aAnuqAf+X3QP6zp3FLxZUxN9LLnnnrNFc8/nvOhUNv7GPA08uKbAvS6OHNjsbxrdew86Od2PfuWw80T1/txciulm36+8bIiqf+DvJ4Vq/DiUe1OjUqZMsN5WfiECJ8fxpJRqNczq2KEMlylIRERERERGVlUpulbAqEJj3JzC73QkcqxJg39fi7FH8F9QaViiy+fYT24GDXoHQWYCP/lXnzGjvXKo3JPEkqmSmynX3hGQgMhIIDb3iOTSq7gUXnQank7Ow62QKiiog7Oeul8ENEeQQmR1y3dsVfWq9jD+OzIC3+X773Co5auNyq6LeDZeUnYRhC4ZhZfhK9A7pLcd0Gh3e6jkRI9NHo2p2Btzzva4ojtQ7FvAwATuf6IIOhdxwVlFocuuIWa+xsrPZasbE93thUXLhn3c3BLWBxmaD56kLGPbjTjk2tEMdeLnyYgcRERHRDQU10tPTcezYMft2XFycLBdVqVIlBAQEyLJQp0+fxi+//CL3jxkzBtOmTcNrr72GRx99FGvWrJHlpv4W6cm5BgwYIHtoiOeL8lM7d+6UTcLFfCIiIiIiorJSv1J9eMYD4hasf394Ro7tqxaCWqkX8H7Px2BTNMjWu8DdZERIMhC4PRXxnomomQGIS9zv93xcPc7F41j1w7NOx7YMfQjafDd7Xe6n0e3xz/5z+ODe5tBo1AvnJosVCZeMOJeWjXOp6uN8WjbOivU0dX1TTCJyzPkvmLdGTXzldGwtfOTSxepcLkmrOGd7DIn3xIRkoGmiBXtr5X5NLh6HmCXeb5V04OdWldABFVdeb5Rr7Va57Ogy/FMpFdPu6F/o/gvuGXj4PsDFw1FWefbuefBys8GgNWBgw4Ew6CpuEImIiIjouoMa0dHRuPPOO+3beX0tRJmon3/+GWfPnsWJEyfs+4OCgmQA4+WXX8YXX3yB2rVrY8aMGejTp499zpdffol33nkHzzzzDC5cuCB7aTz11FMYP378zb9DIiIiIiKiGxRWpyewSw1Q5HXSaHY+Ri7dTdlymal3lUENq6IgadwL6PikCXMCdfCwNbUf57hvDVmuaWNuosfjBwwInfGD2kujCHc29JeP/PRaDWr6uslHUWw2G1IyTTLQIYIcItjx++5V2BVTvcDcTG2kfd3H4IMegT2c9h/dtgIRa4C9taz2oEb3ODV7QHxNrBogxC8EFZk2N+BksV49qmE0G/HnwT/x4CHgs9CnC+yvlHEK5zxdMbul2EpD3Sx1/IVlr8CsUcs6T+gxAW90fYOBDSIiIqqwrjuoERoaKv9ILooIbBT2HJF9URQvLy98/vnn8kFERERERHSr0H03AyiiKq57jhrU6Pz0Tzgy+X5ZMqjquTQM2Qwsb/oyFja7yz43R+eC3jHA82GARw7ws9IP8PAokXNWFAV+Hi7y0aSmerf/4HajUPuDwUgxHUX1nEn2uUbNAfv61D5TZcmp/GL9gBF7gXdqiIJTKo1N/YKIS/l+RqDf9lTAEb+pcK6n/FTUqSjM3jETR9YCPRsU3O9u0sHFVhs6ay2YNafz7XGUnopYH4HQwFD5ICIiIqqISrynBhERERER0W1LlMQ9cQLWjAwcOLcPFw5shdVslrvOeWTbAxYvP+CLA+7N0fX4EVS1DMLMVo7s9jwhKcDQfUDPOEBp61eqb0MEKz7ofw8e/+txWGGEBupd/lao70GBgmHNhxV4nrbn3VDwAzT5+h0+GzXPvi6yU7QR7wLDRxTZ8Ly801xH+amuAV3xQmwVBKdcLHT/KV81m6aW8Vscdx1oH1dsevv3KcgvSB6HiIiIqKKqmH91EhERERERXQtvb2DKFNlTo1luk+flR5cjJjkG7gkhwEZ12r+tPsWl9Bo4XLPoQ4lr3u+tAeqkAdsfq1HqfSiquFeRS5MSD4OtoTqoqBkYotH5qphVGNBwgNNz+s7fKTMyzFq110an47vhm51u3y+yUxAbe00Nz8srkRlzreWndFYgYp3aaP1qArIX2Nf7HdVjSSP1+/R2lzcLZNQQERERVSTib3MiIiIiIiK6BuJisrjw/1LHl9CvYUf7uAhoFKZ2yjn7urj0HZQKXHIBolpVQmmLS4mTd/qbnMoa5Z2bIgM1TsxmaH//XQZjcrRqpoCLxWTfbRNvqGpV4LffgCs0PK8oPTWupfyUCP54nb4oG6275vZkKYqSr+TU09F6aHMjIQGHztzkGRMRERHd3hjUICIiIiIiugH+3ldv1Pzz/IlO2+Kyd7pL2TTXDvYLlnf6J+m/QYpuNk66Ds13XraC5ySyL+LjZTDGpFUzA1zMjqCGIt5MQgJQvfoVG55XlPJT15CooQZ/Ro3CvCZA1dTFcmjYruX23Z/+PbXQp3mY9Ri+B6iaDnQ9X3G/1kREREQCgxpEREREREQ3ILiKJ1rU9ily/+joxaiXdMppTFz/rnMpt7l2KQurH4Y63nWgKEak6ufCqqhlpDTQyPF+9fsVvAA/bx4waxZyOnaWQy7t2spt+0Psr8BZGvnLT51Oybp6CSoR/Ln/fgw8rGbHCE9uXWjf/eC+1YU+TWTKfLoK+OwfYKdr6f/sEBEREd1KGNQgIiIiIiK6AS46DRY/26XQffGT7sGE1d8Xus+W11w7t+F4aZbOWhG+ArW8azmNi20xXqBPg7gAP3gwEB6Og3pfOXTKx19u2x9ifwXO0shffmrDkQQM+37z1Z8QFgbXGrXR47jap0RndXTYEEe669jWQoMa1TKBgYeAH2ucLc7TJyIiIrrtMKhBRERERER0k3fpX9dz8jfXLmVNqjZB7IuxWPzQYrzc8WW5FNti/Eqqebs6lVoiB22+n4GtcUlXf4JOB8u7E2GwqB/HtfmCGsLXiz5Es3PHnMbyeprorcVzzkRERES3s8tuxSEiIiIiIqJrVki2RZ/DmwqdKq5HX3QHXr0beOHO19CujMo2iYyMgY0Gyse1+uj+5gj74j+8Fda4RM/tdmM0G7H48BIA7vaxB77/E4M6ZNoDQAatAQMbDoRBp2a0HEg4gPvOT8CD+v5yO8nVirZxz8KmWDByEDBtmRlLZ76EwHFLHa+jU4MaHmbgyUOepfsmiYiIiG4xDGoQERERERHdqEKyLbQ259vp74zZhnqJJ2WavH+mvLUfkXfUQLvbqGxTSFVPHH7/sp4bhKhTURi2YAjqwhGA2B5jwF+nXoVJE2cfWztqLUIDQ2G2mtF3dl/cue0MNDY1U6N6hgXuOccxuxXwyA7A29GL3e7t3s9iyN5/5XrbqXOB/02RGR9EREREFRHLTxEREREREd2oQrIt9vl7Y05TwKQAom30T39E4K21P8p9otDQhLU21PMKLIOTpeLWNaArgvyCCowrUPtlaKAg2C9YzhNZHW+tfgtnkk9i0MFmmN+8lzrHasHE9YCLCfhAjVsUkJObqSGPnZAArF9fUm+JiIiI6JbHoAYREREREdGNypdt0aSGl1weqHoedTv1ht6mNn7OT1zqDkkG+m1PLeUTpZIq5RXRfXzBHTY1i8IKGyK6jZfzRFbHJ5s+Qe+4Dhg78CNk69U+JTqrVf5MjF8P1BSZPIXocHKf84DFuQ8HERERUUXCfFUiIiIiIqJi8ET3YFxIM6JJLT906R0Om6KoTcEvY9Mo0Ea8CwwfwRJC5cCwEz54p5BMDY0VCEwBhp70AVqrWR01Xf2R7fqw01y91SIzeIbuA566T4+vazwOrVX9uamfk4gTel+cqhUCjBmj/ryI7KAePUrxHRIRERHdWvgXNBERERERUTE4m5qNZ0LrAetOAnGOfgqXU8QF69hYtR9HaGipniMVP13ccRF+cBpreFGLPf5AxHoFuqB4dZ5Gh9+MAzCysnO5KjezUS5DUoARrUdB+87XcvuI2QqdRkHwm8twRnFD9LgP0C6wUqm9LyIiIqJbFYMaRERERERExaB1HT91RdxJP28eYFQvVhdZtqqQfhx0GwoOBs45D/3fCh0W1weG7rUBISGyn8Zf+xeiz5fzgcfus8+rk+J4osjW6PrVEuCNb2RGhovOuVr0/jNpDGoQERERMahBRERERER0c7a91QvHEzMcF5xFwGLw4LI+LSotYWHAppVOQ0atHhHrgPNeGqS2q4sLp6IwbeowPHjR+aknfavb12Vr8fMXiszgseSWpCIiIiKq6NgonIiIiIiI6CZU9TLwDvqKrJC+KEeq1oVXDjCtvQ19596DjrU74lzzQAwpItb1TVvg5d6A6dWxRWbwWAvpz0JERERUETGoQURERERERFSMPus+UpaTeny7DWeST2JVzCq81XMC5jctOFfM6x2rNhVf+Ug3NdOnEAxqEBEREakY1CAiIiIiIiIqZqKcVEgyMHy/gpjkGAw74YOg5KLn+RiBY5fUpuKF0ShKyZ4wERER0W2CQQ0iIiIiIiKiEtD8xbnYUP8v1PMKhC7uOCLWOu9/btNcuRQ5GPccgZxXFJ2GQQ0iIiIigUENIiIiIiIiohJwydVTLntsSwWCgzF8r/P+J7YulEsRrqiSBfTbnlrksVh8ioiIiEjFoAYRERERERHRjTKbrzolI2I8PnXbgXQXwMVsso+7mo32dZtGgTbi3SKPl22yFtMJExEREd3eGNQgIiIiIiIiulGRkVed4nouCacnR8DbCNjyVZFysTgCGIrVBsTGFjjeuL6N5HLSikPFedZEREREty0GNYiIiIiIiIhuVKdOhY/PmmVffWSQBrOaA9trNoBJq7ePX3AHRg4CnnrIHZaZPwPz5hU4Xt9m1Uvu3ImIiIhuQwxqEBEREREREd0og6HAkKdBB4SH27eXNtLig7XAd3cMto9NWv4FqmUCVg0Q0/cOaEeOAgYPLnA8g44f24mIiIjy419HRERERERERMWosqcLzqVm27ddTVXx2E4g3cXdPvbQnlWwAIhYB4xPa1/ksZR85aqIiIiIiEENIiIiIiIiomJlttjw1+4z9u2+cT2gtwKbAlvK7dfX/iSXWgAhyUDXLSeLPFZ1b9dSOGMiIiKi2weDGkRERERERETFKMdixfojCfbtew6dxrFKte3bw3ctt6/bxAfz1WsAs6NpeH6KoqBVHV8GN4iIiIhyMahBREREREREVIzMFisij120b7tZTFhV/w77tldOpn1dVpc6fx6IjCzyeHqtArPVWnInTERERHQb0ZX1CRARERERERGVJ5mmnLxwhTSu34v29Z7Httr3iCyNLIMW7j/PBjp1KvJ4Oo0GJouYTURERETM1CAiIiIiIiIqRlkyqFG4h/b8Y18XwQ13owWoXh0wGIp8jk6rwGJlUIOIiIhIYFCDiIiIiIiIqBhpoC9yn3d2htN2QufWV8zSEPRakalRQuWnRFmrmTPVJREREdFtgEENIiIiIiIiolL6qO2TnW5fF7kXVbbuBWxXzsLQaURPjeLP1Mg2Z2PLoLbAI49g86B2cpuIiIjoVsegBhEREREREVEp8TamO5WfUsxmYPr0Kz7HRaeR5adEA/KblZadhrErx6Lf7H7wmeiGNst2yfG2y3bKbTEu9ot5RERERLciNgonIiIiIiIiKiG1U87hlG91+7aLKR3T2wCuFmCksSE0/cKARx8t9LkisDBx/UTsOl8fQADCZt+HDPNFeBu8EeATAI2igZveDRN7TIS3q/c1nc+Pu37E1M1T5fo3K4BttZuj5dmj8DBl4/MVwDP6FVgRs0Ie/6WOLxXTV4GIiIio+DCoQURERERERFRCVs8Yg+cHjsM/DdS+GVWysrGpDnBXPKDp0hWYMuWqAQi/nKfgjQCsifsPFiW5wLzrCUCMaTcGL698GS4moM25hhgS/pEcj5t0D57YDrzUB8hxAZYdXQY/Vz8MbTYUBl3RTcyJiIiIShvLTxEREREREREVExvMTtsGixl6q2NMAxsm/wOM2ANYwvpdNQCh04h7Ea1FfoQX+8W8a+Wqc4Wf3gdfrACSPCrZx5zWVRsAAJ7qSURBVLfUaSbvevz7V3V7VewqPLL4EUSdirrmYxMRERGVBgY1iIiIiIiIiIqJJl8A49Fti+Sy+qVEpzlVs4BUF2B5Q+1VAxB3Bd4FKGpQw9c0EtWMnzrN6RXUS867FkazEfP3z0efUwY8thPQm032fUOHf4ypXYbLDBI3ozpW3bM6ugZ0vaZjExEREZUWBjWIiIiIiIiIiolF4whqrAyx4Ju2wOjoxQXmTekCHLsUf9Xj9QzqCVtupoan5S64WhvDxdIIsKkf5+8MvPOaz01kXQz5Ywh6bL0AvRU4UC3Eaf8XXYfL5uVLflO3Pwx9LzdThIiIiOjWwaAGERERERER0U347YmOhZafiqvcDH1iAJ3FkREhWEQWx06gnlfgVY/dqGqjfOWnVDVyPkOd7LnwN76L+NONsenYRWTmOJe9KozIumjoXldmadgATO7+cIE5YlxkawQkAw23xF31mERERESljbdcEBEREREREd2ETiGV4auzIcUs8hwcwYU6qVoEpwAJ7s7zRdGpkGSgTnQy0PTKxw6rHwYvl5X5D4tU3e8wWJvA1doMy3ZqsGznFmg1CprV9Ea7wEpoH+iHtnUroaqXc4NvkXXxy4XO0FuPF/l64h0Ia2YCp0YduJ4vAxEREVGpYFCDiIiIiIiI6GbpXQCzCZ5GM7JyYwk1L5lkVoZLbqZG7ZRz9uli3PTOG3AZ8TCgK/qjuQhEDG8xHHM3p8htk3ISKfpZ8NB7YOWjW2DJqYno+CRsi0+Wy92nUvFDpJphEVjZ3R7kEMvgKh641L4lvm/9m8zIKIrYJ4IxifWaFM/XhoiIiKgYMahBREREREREdJPualwVC3acQZfjcfi3QXU55mbKkVkZPsYMLP3pBdROu2CfL8Y9Tp4HIiOB0NArHruyW2UAKfbyVlpFi3OvnoOni6ccaxPghye7AzabDTEJGY4gx/Ek/LH9lHwIldz1aHUwG7qA+1ApI+aq2RptPevd9NeFiIiIqLgxqEFERERERER0kzo3O4npu8fivNez9jG9xQRRkUprA5pdiLWPiw4ZoiTVyfdeRbtOna56bGu+tIoU/Rw80eYJe0AjP0VRUM/fUz6GdgiQYxcuZWN7fLIa5NgVi/V1WsOiaVfo64QknrSvi5fUvPseEH7lTBIiIiKi0sZG4UREREREREQ36WRaLB48FIuYynWcMh50NkfmQ/4P4tUygdZVmgEG574XhbHmi2q82vl5fBX21TWfl7+XK/o1r4HxA5pgidcx7P6/oZgz9y20P7lf3X8p0T7XrNE6nbsSF6dmkhARERHdQni7BREREREREdFNCvGqi4FrbNhT40u8NPA1Odbq7GGZ8XB5UEOwaRRoI94Fho+4aiaE1eYIakzoPQwaTWFHvAbBwfA0ZqHL8d3odHw3vu9wP8IORcJgycED4Z/BrHGcxz9BgGVUOPpdQyYJERERUWlipgYRERERERHRTQqLTpXNtaunJ9nHnt/0e6EBDUER2RexsdeUCWER9apyaW80oCFPMgxGH0/7xYCntv6JOmkX4J+RgqoZyTDly9RoeR6wPPjANWWSEBEREZUmZmoQERERERER3QyzWWZd2BQFOqvFPqy1qdEImwIoVaoCn34KaB2BAxkwuKaeGvmaatwkF08f2FLTCwRbdBYzzFrHJQJRHqvftmSgabG9NBEREVGxYFCDiIiIiIiI6GaIbIu4OBko0OYLauRRREwiIQGoWxcIDb3uwxdbUCMyEsrp04Xu0lstTpkagvbNt9gonIiIiG45/MuEiIiIiIiI6GaIbIt58wCjEbosLRCTOz5r1nVnZRTGnNsovGNwpeI5z/R0WJYshnbRYvsundXs1FNDOntWDdjcQCCGiIiIqKQwqEFERERERER0M0TAYvBguao7mwZ88Z86Hh5eLIdPzzbLpadBX2znqR0+HFiyRAZiBP1xD5jT9cUWiCEiIiIqKQxqEBERERERERUT3c008i5CapZJLn3cbjKoUUSAQ9DN2g7T/nOwjRgBRSn+90BERERUXDTFdiQiIiIiIiKiCk5bAkGNF3vVh16r4KkewSgpOq163pbcUldEREREtypmahAREREREREVE52m+O8dbBPgh6MfhKEk5WWDiP4dOud+4URERES3FGZqEBERERERERUTbW7Gw+3mv6MX5fLvPWfL+lSIiIiIrohBDSIiIiIiIqJiYtCpH7Ndcpe3mw+WHSzrUyAiIiK6IpafIiIiIiIiIiomVTwNmDKkJRpW98LtKCkjBzabjc3CiYiI6JbFoAYRERERERFRMbq/TW3cbjwNOqQbzXI9Id0Ify/Xsj4lIiIiokLdnvmwRERERERERFRsdPl6gVitZXoqRERERFfEoAYRERERERFRBff1iDb2dTOjGkRERHQLY1CDiIiIiIiIqIJrWM3RAyTHzKAGERER3boY1CAiIiIiIiKq4HQax+UBI4MaREREdAtjUIOIiIiIiIiogssX02BQg4iIiG5pDGoQERERERERVXBajaNRuNFkKdNzISIiIroSBjWIiIiIiIiIKjiN4ghq5FiYqUFERES3Ll1ZnwARERERERERlS1dvkyNdKMR8/fPh9FiLHK+QWvAwIYDYdAZSukMiYiIiFQMahARERERERFVcDqtBq/3a4SPlx/C3vOHMC5yyFWfs3bUWoQGhpbK+RERERHlYfkpIiIiIiIiIkJwFQ916dsAQb5BUODI3shPAwXBfsHoGtC1lM+QiIiIiEENIiIiIiIiIhIlpfRaufxzxxlEdB8PG2yAFRi8vxqQr3e4FTZEdBsPnYbFH4iIiKj0MahBRERERERERDiRmCGXm2ISERn5G7yygVc3t8PW4B8wet8gdZIN8MkGwuL0ZXuyREREVGExqEFERERERERE6FLP077+XdI/MGqBSsamcvu0Xy+4mABRkSrVFfjl6PwyPFMiIiKqyBjUICIiIiIiIiIsiZnttP3FCkBjU9cPVw3C5yvUdcUKjGkUXgZnSERERMSgBhEREREREREBGNNujH3dkOOJpheb45tOg+1jj++EzNboclqDPwLSMX//fBjNxjI6WyIiIqqo2NWLiIiIiIiIiOCqc4VOdwlmsxeqW+biuUGXnPbrrJDZGs8MsCJyySNybO2otQgNDC2jMyYiIqKKiJkaRERERERERCS5u7jY11PdvJz2JXj42rM1NFAQ7BeMrgFdy+AsiYiIqCJjUIOIiIiIiIiIVIqlyF1mjQ763GwNK2yI6DYeOg0LQBAREVHpYlCDiIiIiIiIiCSNTVtgzCdLLUM1q3V/iL7hIluj0QVg6EmfMjhDIiIiqugY1CAiIiIiIiIiyS3T5LT9wsZf7WWoRNNwBZDZGr8sAnSx8WV0lkRERFSRMahBRERERERERJLet7LTdvjOZQXmrAsAWp8BEBJSimdGREREpGJQg4iIiIiIiIgkm8ZxmWDawldQOSMF9S6esI+d9qyMtueAnOqVgX79yugsiYiIqCJjUIOIiIiIiIiIJJtompErKCUHosPGjAXv2ce6PDsTXjmA4YWxgI5NwomIiKj0MahBRERERERERFKDamr/DEFrs8plYMpZpzliVDNjBmA2l/r5ERERETGoQURERERERETS50Nb2dc9jZlFXkhQYuMQv3T2FY+VmmWC1Zov9YOIiIioGDCoQURERERERESSt6se+98Mxd+Ns1D7qymwzPwZLw6vhICk3U7zvrxDQa+j78BsLTxbIzXThJYR/yD4zWVIyzaV0tkTERFRRcCgBhERERERERHZeXh7oOmoB4HwcPx9hx++CknCT/Pfsu+3AAg7YkP8pVN4bdVrmL1nNubvnw+j2WifczHDsf72wn2l/h6IiIio/GJXLyIiIiIiIiIqVGxyLIbvA0JSHGOz29yDUTuWYug+YKp2KmAD2p0Bqr6+GqGJXkC7dnDROu6hPJ2SVTYnT0REROUSMzWIiIiIiIiIqFAhXnUxca2anZFnwt1j5HbEOkBrAcL3ANu+BzKfHA106IA548Kw8OAC+3xrbsNxIiIiouLATA0iIiIiIiIiKlRYdCq0+bI08pz1roqQ5AQM3wNMXKeO3b32hFx2nLECTQzbUQM/ye0s86VSPWciIiIq35ipQUREREREREQFmc3QRrwLm6LIzWG7Vth3dX36J5mt8ekqIDgVsELBSwPGYWGTUIQkA31j/OxzfV19y+T0iYiIqHxiUIOIiIiIiIiICoqMBOLioNhscvO9f7522q0FUC0TWNK4Oyb2egp/N+qGlwe8ikytHrsDptjn5T6diIiIqFiw/BQRERERERERFdSpEzBvHmA0whS9Ddv++D+n3UvrueGeY1l4YeBrTuO7ajVy2k7I2YO07KbwdvUuldMmIiKi8o2ZGkRERERERERUkMEADB4MhIdj4/MD0eUJ593PPTAfhSVhJLo7l5vaeT4KP+76sWTPlYiIiCoMBjWIiIiIiIiI6Io61u0CV6soOOXMohS8rPD8oHFO2wq0qOpRFUazsUTPkYiIiCoGBjWIiIiIiIiI6Ir+ifkHZqtoDe5sSZMeV32uYtUg/M9wfBT5EQMbREREdNMY1CAiIiIiIiKiK4pNjsVHqwuOj73nlas+t+Yl9dJDxPoIRJ2KKonTI6qwNh67iNE/bYXRXDDoSERUXjGoQURERERERERXFOJVFw/vAR6JXnzdz73gochlkG8QugZ0RblmswHbtqlLolIwYsYWrD2cgM2xSWV9KkREpYZBDSIiIiIiIiK6orDoVFTLAMb+N+e6n9v5pHrpYViTh6DT6FBema1m7Ph0LNChA3Z89orcJiotVgbSiKgCYVCDiIiIiIiIiIpmNkMb8S5sigLvnEx0jd95XU9vkKSBuxF4J7MdyqsDCQdQf0oQfD/6XG77fDRVbotxotJgY1CDiCoQBjWIiIiIiIiIqGiRkUBcHJTci6YexqwCUz5c8SWG7l6JRhfiCjmABj8tAlzjTqI8EhkZfWf3Rfeo0whOUcdCkoFuUaflODM2qDRYrGV9BkREpYdBDSIiIiIiIiIqWqdOwLx5wKxZsA4fhqanv0LNlEP23U9t/gPNTq/Em6u/RM20BPv4+H+/lcu9/hoMFNNDQlAeLTu6DGeST2LCGht2VQtB4LilOFglABPW2uT48qPLy/oUqQJg+SkiqkiuO6ixYcMGDBgwADVr1oSiKFi0aNFVn7Nu3Tq0adMGBoMB9erVw88//1xgzunTpxEeHo7KlSvDzc0NzZs3R3R09PWeHhEREREREREVJ4MBGDwYCA/Htq5BeHJ7Kj5cMdW+W2c1o1om4G0C3vvnG/u4lzEzd78W8HAD+vVDeXQk8QiG74PM0rj3kS/k2HP3viGzNYbtA37f/zvm758Po9lY1qdK5ZjVyqAGEVUc1x3UyMjIQMuWLfHVV19d0/y4uDj0798fd955J3bt2oWXXnoJjz/+OFauXGmfk5ycjC5dukCv12P58uU4cOAAJk+eDD8/v+s9PSIiIiIiIiIqIZubV4JFA7Q9m2QfczWbZFBDXFKtdcmRqeGZo5apCkzR4PALwwHd7dkkfFt8EnadzK0rVYic7ExMXAtYAAQnqiW2OpzcL7cnrgPm7pqDIX8MQdSpqFI8a6poLMzUIKIK5Lr/oujXr598XKvp06cjKChIBimExo0bIzIyElOnTkWfPn3k2KRJk1CnTh389NNP9ueJ5xARERERERHRrSPYLxhZeqByVhZ8s9KQ4uYNF4tJ7lMum+uZo2ZqWDUamD09cLsaPF0NRsR/3L/Q/a+eqA2X3JiHX9YluZzbsjc+XDlNZmuILI6NocHoGtC19E66PBMX70Vlj3btAOXyn7qKR3wJxJeEiRpEVJGU+G0SUVFR6NWrl9OYCGaIjI08S5YskWODBw/G+vXrUatWLTzzzDN44oknijyu0WiUjzxpaWlyaTKZ5ONK8vZfbR4RUWnh7yUiKi38fUNEtxr+Xrq99NyWAhe4wewGuJlzIK7l23RamNzcCszVadQLzmadHnVnzIbppY9vm2yNHHMOlh1bBqNFXHdQq0jM3jXbaY5Ba0BYUG+4TPoURnc3aGzivarvz6ZosDugCRolxOHtzcC2cW/DZrHBlBsAohsjmq7v//IdtBz/NXa/9yyaPvcudBpdhf59o1UUmG025JjM5ep9EVUE5fF30s261q+FYrPdeH6a6KmxcOFC3HvvvUXOadCgAUaPHo033njDPrZs2TJZkiozM1P2z3B1dZXjY8eOlYGNbdu24cUXX5RZHqNGjSr0uBMnTkRERESB8V9//RXu7u43+paIiIiIiIiI6Bq8tlULo0VB39oW9KvjuLTwYpR6kfmlZmZ8sU+L5pVseKyhFbcjccXkpc2Oi+YftjPjkgmoXsRlh8/2aHEyQw3mvNzMjECv0jpTqqjGbtbCYlMQXs+C9lWZrkFEtzcRLxg+fDhSU1Ph7e1d5Lxb4hYJq9WKdu3a4cMPP5TbrVu3xr59+64Y1BBBEhEEyZ+pIUpY9e7d+4pvOC/is2rVKtx9992yjwcRUVnj7yUiKi38fUNEtxr+XrqNREYC/R0lmOYPeguRdVuh+8/fIuzAWvv4iy/Ml8uu77yDaQ++B/9tO9D3RCI0kyYBLi64XTICWk9vjROpZ+GPX+3jb0arl1FWzXweU3qmoPtLUzAoxgVYvhzfxW3Ayc5f2+f++d+fCEqZj64nAPdBD0DffyDC6oXBRXd7fA1ute9Hy29aotvm05i+xHHh/qmBCiI71sLup3dfU8ZGefx9My76X1hMVjRr3gJhbWqV9ekQ0XUoj7+TblZeNaarKfGgRvXq1XH+/HmnMbEtAg8iS0OoUaMGmjRp4jRH9N5YsGBBkcc1GAzycTnxA3CtPwTXM5eIqDTw9xIRlRb+viGiWw1/L90GOnfGtvefRd13PkOVTGDG/AisbNAZ9xz6DxqbmokhchTuObgBSxt3R90LJ+W4qPVvWL4c+Pzz26b8lB563N/kXkza+E2h+7dVa4BXl69Ew5DReLj10/DvoMXvNRwBDeG474PYUOMXzBSXO4yzgT9nY+2otQgNDC2ld1F+LD+8HLFJR/HrBl88OmAsPlwxDTXTLuCtf4CGDY7i3/h/MaDhgHL1+8ZoNmLJ4SW5JdAKJ0qgaRQ1HUjRaG7590REt+/vpNJyrV+HEv9rolOnTrLcVH4iAiXG83Tp0gWHDx92mnPkyBHUrVu3pE+PiIiIiIiIiK6FwYA2lZtCq/b/hqvFhEEH1xeYNnXpZESsmo7KWWnQWq2wKhogNlbN9Ai9fS7oj89ohymWgr1ChDf7Po+f5yVg6L4dWJtTeANxKBq0SHwfe6q8DQ0UBPoFsVn4DYpNjsWI/Qrmt3wY/wW1wdt9nsHM+RPVRuz7FcQkx6C8WX98PYb8McQxYAPanVZXo0VCRm6P9HrWRfLyHhuFE1FForneJ6Snp2PXrl3yIcTFxcn1EydO2MtCjRw50j5/zJgxiI2NxWuvvYZDhw7h66+/xrx58/Dyyy/b54j1zZs3y/JTx44dk30xvvvuOzz77LPF8y6JiIiIiIiI6OaYzdBGvAubkns19TI2MVy1KvQ//oDK330Fy8yfoeg0sGg0iA3vD/Md7XE7cY0/hUGHfYvc/3XHwRhwtFWB8XTNCvt6qkcraC2AFTZEdBt/XU2tySHEqy4mrLHBrFEvY2ly28NaAExYa0M9r0CUN1pF69iwAe+sB7bNUB8j9jh2ZZuz5dJ64y1zr5vZYsWUfw7jQpr62kREt3xQIzo6Wva8EA9B9LUQ6+PHj5fbZ8+etQc4hKCgIPz9998yO6Nly5aYPHkyZsyYgT59+tjntG/fXjYc/+2339CsWTO89957+PzzzzFixIjieZdEREREREREdHNEpkVcHJQiLp4qYjghAahbFwf6tEG9C2/DarHiaJUA2P7+G/W/aoQDCQdw2wgOhkb7cJG7XaxmjOv/vvOgJRr9Dk5zGhq+BwhOAgYf9yypMy33wqJTEZwiAmdap6CG2BLZGv2iU4Bt29TO7uVEj8AeqOJWWa6P3AW8u86xL2ItZLBM0OYGGUszU2PBjlP4vzXH8MQv0aX3okRE+Vz3LQKhoaGwXeE/iZ9//rnQ5+zcufOKx73nnnvkg4iIiIiIiIhuQaKM9Lx5gLHoGv8mnQYLvU/i6R8fQP8tSdjQwBXn9K6waAPQddMJdLN0w1f9v8J9je6DQVewT+YtJSwMnSfPRVTdgtkYgovZVGDM1doIEeuAng0dY++v0WN9oAlHPZaj2b0PlOQZ3x7ENaXoaKBdO6CIrJ+iMoQsopSZDKBZHYfTKDCPfRHapDTs+ORltHjlk3KRESPewzi3u/F6+ly8uKU6AsfNkOOxkwYgJMWGZskRSPFoa59vLcWoRmaOGlE5k8pMDSIqG7f/b3kiIiIiIiIiKnkGAzB48BWnbIxfh4dm3invIp+4FujZQB2P9a2BietO4LdmSRi2YNh1N8w+fO4SDp1Lw6BWoplAKdHpsKX1XXL19znj0OLcMVwyuKPDc7Pk2Jp6HQo8peOJgzKjYOx/szGlW7gc88lxwfC9JswenIJmqHjyN7y2WC3QzfkNIz5biTn/6wvz8KHQarSy4fXAhgMLDXTlrF8DF5EhJC7c5wZB8jI1BMVqgyEpTa77fDgVlbO/xT1N7kX/Bv3xQOMHbv3gWRHMVjOqzvoTYyoD949SAxpC8Li/EDfpHqeARmmXn9JpFHsZKiKissCgBhEREREREREVC9EIu5JbJYRFJcmL+3lcrBZZJmjoPmBFx8rX3TB7wLRI5Jit6FKvCqp4ltJFarMZka7V5apnTibczEb5uJK31nwv2h/g4R1/24MaRp0LPIwZeFOzFiOs5nKRRXA9ok5F2Rtei2DXkdzr8x1nrEBD1xWw5LaOKCrQFVUbmDYYMJiBQzXUi+nba1gRfp+6f+QuDZY0fxWDDqzD3ce2YsDOTMyx/opf9/2KmqNqXlfw7Fay7Ogy/BvwIKID7i+wr7D8ltJI1BD/Bh/6LgqeBvVn2Mzu5ER0u/TUICIiIiIiIiIqjLhgP7rxcFmCKbfkv6S1WeW2GL+jahvM3TcX8/fPl3fxX5XNJi+mCpnG/EcthR4iudxM13CeACplpcsLzn7Zl9D69CE5lq1zkXeU3rUtCcuPLkdFIwJYgb6Bstn1sH1A3VQNFjUJRZ1UnQxyifEg36AiA11d6vfE9i5B+LWlguM+agTkhK8Vc1oC85sAtS/VxtLG3fHEA+NlQCmv30Q1j2rXHTwra+Lfg/h3MXvPbPlv5L96w5Hl4uo0p/3J/YU+90ql4ovLz5visPNECv47elFuWxjUIKIywqAGERERERERERWbj/6FzNLIvQFf0lot9qbOfn+twsMLH5Z374u7+K90YXfmrpmY81o/+74/DiyQ49ccELnZHiK5fINr29f/+vnFIp9isDjOqVu82ls0W69mlny6CohNOIKKGOi6r/5AaK1qwOGHdgPx0oBX8eGdo2WQS4yL/UVlsIjxiO7j5UV7v2z1MpbBqjYt+WIFkOhZyT5XBJRCUtSMoLsCQm+7rJi8rBbx72PBzt/s4yGJJ+3r2+o0LfS559IyS/z8Fu4847RttjCoQURl4/b67U5EREREREREty6zGfrZv8o75vOXyNFa1UyLvGyNec2AOlWCC72T/vJyRT+v6gD0Vfe9+c+bMOpOyfXr7ctx3QwGBFV2R1xiJiolXrC/J4OlYIPwPO45OY6nm9V1o1Yvl9UygfZHM4HbK3mgWHTbdwnYoga79tRQG60cqBYig1wvbAG6eKYBYc7PEUGrBQcWIOp0FLKPHcYT2wGriwb/1gd0Nn8Ycjzw2I4MzG9Rzel54vv0wb/A+hZFf59u9ayW+OR4/N9y4KO71XG9xQyDyQirRgOTVo8uY34s8NxjiaeBEu7a0r95dRw8q/YvKe0+HkRE+TFTg4iIiIiIiIiKr2RTUlKBmv+i/JRc5mZrdD4BRHQbb7+TfuSPW+Uj78JuXZ+68up035iWeLvvePtx+h3VyvGq7lVxLv1ciWZriEbNSDmPgOSzQHy8/T3l5AYpCvXk4/ZV19xzy87XqPoOW01URFVOJ8ssDXEJXJSKEs54VbEHuRokodDg1oiFIzBt6zT8lLAKE9YDFo3jMtZ761yhtwEX8mVq9H70K3zZeSiMhgC03RyH2zWrxcUMPKYm+kiiQb2rOQeD9/wrt0/7+Bd4rq+h4Fhxc9Pnz79iTw0iKjsMahARERERERFR8ZVs+u03mP18sL6OY3jIiEkYNLSRbO780IPAeQ9g6Ekf+/4NRxLkI+/CbvvqbWVZol7xgU6HfzpaI8cTMhMwbMGwQstXFYcDCQdQf0oQlAsXZUDmnAfw7GBPPDIASHArOqihWfUvbIoa/nA1qZka2XoXubRpFGg/+FBms1QkIjh0aOe/8DI5Z++c86oig1xeOUATo3eB5+UPbk1bBlRL1+CkjyMrY9hemwySfN51hNzuFrcDFzz9ZIP23o99jWcDn8akZQew+2RKqfSbKM6slikrRTaKYyzN4CGDGtXSE4t+oq3kv4/xa5aU7IsQEV0jlp8iIiIiIiIiouJhMMA85EH02fkyFk5Nddq1u+5nOO52j1yftVCBrn68XL+UXbBMUO/DZnjtBnyMaoZHnhrpGtkv4dcWQFClwstX3SyzxYTXPrwTnU+mY2O9IDlWPQNIM6fLqyg94g8X/eS4OPuFe4Mlx35BWlDEXe2xsWo2S2gJls26xSw/+Bd67U2X19xjK9Wyj1fJTJFL8R3OmP8rljzcGi4GdwxsOBAGnUEGt3rU7oq5F48jfI8O9V5b5HRcnU1xCpJ8/+f7snfL1jrNsKJBJ6ys3wnfbIiTj5o+rujTrDp6NaqCy5MLRLbPksNLYMzXD+VyBq3Bfl4lrW6SBd32qaXa8lxy9USlrDRoLZeKfF5JJU2kZafh+eXPY9G+P9D+5EdAFef9Ty99Gm56N0zsMRHergWDU0REJYFBDSIiIiIiIiIqNsuOLsN6wzlkqgkKTvQmoM4lYOheGxASUujFWHFH+Mmt/+Lzf4GFzZx3mjRaWa5objPn8lXFRbz2wrcfwNLPL2BJw9bYWE8dFxeYJ65VMw3U/ICCWgcewIZPn4PBDLSp0QbHL3oBCcDz976O/s1S7EGf/A3IKwLj+tUIyn37dz3xrX28dup5ewkRr9MJ+P7/HsH6IEevFPG9MC5ZiB93AvNbOJrF5zHlK0UliEwGocvx3eh8fDcidi/Ezg07sDImFcv3ncVPG+Plw1OnxWbzfvRrXhOdQ6o49XC5khLv4ZLLkJKOKtkFx8X7888sGHhpdeJD7Ap4E0t2n0Hrhvuh1xVvIOb7Hd/jlz2/IHw38F8D9d9sHrNyAdO3T5frAT4BeKnjSzf1WkRE14pBDSIiIiIiIiIqNrHJsRixX0H1jIIX/79YAXiYAV2tOkA/9UL133vOOs1ZfGgxNOmZ8M4BVtW/w2mfTaORPTme3A7c18YdaF28Jaf6z+yD1dPVRuSXXB2ljmQvkNwL88K4dT9hUuhoud4jNho/zY/AyPts6NFS3b+2x1ocj/IBEs7AKkIh4eGoqNw6dcd5969QNdN5fGfNRnKZ6gI8OQCIqgP4ufqhfc32Mnti/NrxSM/JxND9QMhrTxU4rlWjtYeXaqZdcNongk/KhfNoe/YI2oaF4o1+jXDgbBqW7TmDBVti8Hv0afnwctXhzkZVEWi4FyeyV8CqFIwmaKBBoF9giWQFFWA2o8nKHTKI5ty9Qi1nJjJRnMZyTmNxg02om3vaL/25BGn6+cUaiBElwLQWyJ4oPdUe7w42RZa90ml1GNNuzE29DhHR9WBQg4iIiIiIiIiKTYhXXQxcY3Mqn5NnUq+laHd8PhLur4RqB+bKu8kPn2/oNGd9zGq8Ha2u100+i8hAR+TComjlcV+JAqK7r0UPDC6WcxZZAX1n98WdUadxvFI7rKlXC+/f9YTTHFu+C+Z1U87Zx/2yLsnsDZFBMq8ZULtyEE6mnsThlF0A6ttL9OQnMkw61emEBxo/UColjcpS3z2Z0F4W0BAsGi0Cxy3F01HzYTDPRI4OyMlOxrYz2+T+TzZ9gm+OiSbzhR/XrNHigrt66b+p7hLOh98Hfw9/KKKniU6nZsTkZsWIsaY1fdCgqjsaGI+gUfseWH3kIlbuO4clu0RQ7XHUQjiyNTuQqd2EbM1+WDRqjxcrrIgIjSj2rKBCRUZCiY8vENDI680SlHxGrnc6vhtfLJ6ERI8sNM/3o+Viq4vq2VNg1pyGp3c8Wvo7BwWv16Fzadh16gJG7AWC8wX18uhQFTpbNTzeYiBcda7IMVtx+NwlNK/t6JdDRFQSGNQgIiIiIiIiomITFp0KbSEXQPNE1x2MBQfuAQ6o24+FrLDvs1htGJJQDf65F8FrXLro9FyzRqNmTSQDgeaaxVoy60zySUxYA/R8amKhc/L3b1DyNZ52Mxnt59T5BNCl2xCMXDQSWlsl1MYvcs7Wv37BjhqZTgeZtm0aao6qWSoljcqM2QxtxLuyeXr+r1l+33QajC1fzpR9UqrpfOwZEXX0VfHYzgTZc6MwohSZm1WtcebdtQeqDXnhmk8ruKoHGtb0xTOh9XA6JQvL957B+6v+gltOR7hbO8s5F/WTkaVZi8B0LYZqWqBUiCDMvHk48tfPqPzHMqddh6sGos2Zw5j76+todj4GnjlZ8M+C7DETmZtB4WppAy28YbA0gC0ZaP/+WnQIqoS7GlfDXY38EVhF7e9yrfp+/p8I4WH7CuceH0KV9GRc9PSDq7kqpkZXBgYBnT9eg4vpRjx3Zz282sc5WElEVJycCxASERERERERERXDRWzhv28eLXSai0lc31cQ7BeMJtXq2sfFnd6drI5gxeUXwq2KBv8GAv82coH2pZeLvWRWYXej33Nwg3O1HW9vzGzhOK/1dbMRfh/w0IPAeQ/gncz2qOtdFzaY7XMS/ebhvoO1nY7r7+4vSy2Va6IpumieXkRAQzCYjKiWCQzfAzySFiwzIsTjr6PtobeKQJbjftw31/5g/370fexrfNf+Abnuorvxy1u1fN3weLcQvHefL065jrSPe5kHwqoBItZYoQu7R/5slzjRc2XwYNSz+KByVuFTOp7cJwMaggg0iAyhPCKgIWiMb+K9YAu6N6iK7ceT8d7SAwj9bB3umrwOHy07iK1xSTBbigoXFXTWOxhHqgY6jYmAhnDPsfZw3XdIHUtXe35MW3vsOt84EdH1YVCDiIiIiIiIiErkInadtAtodCGuwLTx69WG270De+F89m77uDHbCO2HH9lLPYkSQ/mJ7R7HgUr3jQA8ru+u86KI/g3nU05jQhEls/JfkFdsgJKWhtbnHWMHq2ZjTku19NRbGxW4xp3E8GZDYUW603F6x9eXvQnyXMi8YC+1VG7lZh5g1ixYO3UsdEq19CS5nPIPMOJSkDpoNqPFsm0ySyNHp7fPrZSZilRXT/v2tM5D5dJwE0GNPMNO+KBuSgqStd/J7SzNBgQnAUP32ICTJ4Hly1EqzGZoVq8poh29s7wMofzET/GEdfvxcGYsfnykPXaN740ZI9thWIc6uJRtxrcbYjHk2yi0++BfvPz7LizdcwZp2aYrvo5Fo0G/R6c5jTU5HyOXUUEPwOLjA+T7d3Jnw6rX846JiK4by08RERERERERUfFexDYaseNUNIInfgEXs/MFUxHkGLYPmHAnMH3nd/AwH0MVjJX7jJs2q0GRfH0XLs/U0NuAVluPF9spR52KwqnvPis0S0Noe/ogvmkLhI54E42rNgb27kWLhesd54QcaKxAYAowdK8NCAnBW5dq4FOr853wXkYDhu4F5rRSG3QEGaqVTvPpspSbeSAu1FvHvgR0LzjlhF8N2Uy9SpYNlVK1jt4SFxLkz8FFd1+n739hbiZTI48u7jgi1il4YmCMTIGwaswyC0Invo0aDRCjXsQvlcDg+fNO5c6u5PJAnGJNxIg9FvlzKLi5aNGrSTX5sFpt2HcmFf8evIDVB89j4c7T8qHTKLgjuBJ6NqqGXo39Ubeyc8Aww8WtwOu+FPkrnnzgHbmunTkTP6dugLbJR7BYPLEnaTm+374bvq6+GNhwYLnvG0NEpY9BDSIiIiIiIiIq3ovYAFrONENrBCplpTlNydIbZABB9AIQGQ4KHHfijzuXiO9n/wL9M8/BlpaGNIN6cfXFyF/xRdfh8o5xcT+4Zt9+tRyQaAh9k7rW7Ijg9TpYYC7QoLlOyjmE71iKM5V1qPnsO4CLq3xd3YZ7882yqWWKNijQ1aoN9OuHuPFj8NguYEW+Vgwf3vko1ny3AnObAxYt0McSiLkz/4fKOw4hsU0joFUrGFzcy+VFYMuG9dAlJDqNHf7sXjR8dZFcv+PZmdj21UhkL/8bC3fMhOJpRctBndF08SZE125sf07T8zFY1OTOAsd30RZDIZLgYAzba8P4Oy2wGYDKGRr5MyqJAFVukKDUAoOxscBlWRiFufxnNjg5BdpadeTP4eU0GgUtavvKx9i7G+BsahZW5wY4NsYkYuOxRFmqqp6/J3o28rc/7/Xh/0PTM9HYX6Md7jixF49vW4i7j2217zcrGqzTjZIBDSEu6QyeXKr2plk7am357htDRGWCQQ0iIiIiIiIiKrHeGhH/TscHlscw4d/vcPfjX+O4X02k6V0RsTYbc5s5BzVWHDmG/S3c0CotTd6p/nO7gXI8LzAi+ivIO9jPn1fvaA+9+Yuluk2bEZBUeL+Eu45tlRdOAhLNgMgiEa+n00GZOBFYe94+T5YpSqoFrFgh98f6Af+3AmiQL6jhYjHZe0fMag1MN21Bq2lbEL4DCL9vBeacQLm9CLy8agq2X5alYbA4vuYJnpWwzz8YzS7E4vsvHsH6YMClOTAxezC+bTVKzml6ajw+6hKH2qm7RMis2DM1EBYGXa06eGKnDd91BO47pFGzNLRaoGbNQoMEJR0YxOt/24cnps4Hfv5ZPR/RKN1iwo79/yL7rz+dnl45Mwsth6dixObJsmfNlYJkNXzcEN6xrnxk5pgRefSiGuQ4dAHfbYi1zzthq4TnYufLoMbY/2bjjlP7nY7zT4NOWBfSzr6d92+6hmeN8p+NRERlgkENIiIiIiIiIiqZ3hoA6qacw3cLP5DDmbllbF4e+Bp+WPAuup4AdtR2XJpwdT+NZoMmAfNqwRITC+SWhPqtqXrL+tP3vSmX8W0z1Tvai0OnTrD871W8uuczXLysys7qoCyk9QY+bfUqtPleTwmoIyIreVuIaP0ydJM/sWeOaHr3hfa1H5yOlezuI5efrgJ+bQF89Tfw1A51nyhzJAI8HmYFJ5OPw1jbWC6yNUS/kiWHl2Dx0cVwcVSRsmt55jB212wo1+8Z/X+YtvhjxNd4HZVzVsOgA75tdZd97j8hpxGQAmz9ezfmOcc0iqWnhvzerViB/sOegOiqUS9JDR7YataEkhusKitVvTQY9dFPgOIoSrUxfh3ujP8VGArUzddU3NVsQYsjaXh99evXFSRzd9Ghd9Pq8iHKVO05nYrxi/fh/9u7D/Aoqi0O4P8tyaaQhBpCTaF3QUCqNEWaKCIdxd57xwIGURQLVsRnRVAQFJTeQw+995IAoZf0ni3vu3e2TbKBBFJ2w//3vrzduXN3d7LZHd67Z845e04nyf0mbUV5q7OY8/z9nrl3tOq5Kqd7I94LuLteP8zcNxMGnaFMZiARUelho3AiIiIiIiIiKrYG0ftHP4qRA0Q2gmP3yrptkeIFbKmuztToXLML9L7+8kr1y8+8KMduKx+HtWG5GhmLK9nFFe1FwWCArnoNtDqvwR8tfFS79lTNRKsLGuiq1VC9ntPaMp5u/TRGjPpctejde1eqLAv0/MaZeV5OZGs8uAPoerImhgybgKmt+slmz6LUUbLBggfnPST7fJQF4vcY/PdgzNz1B95dm3f/7bHbVdvfth8ib8uZesAryxHQEMyaDBk8qnRoPwJ89EWfqQHgQBXgvsFKlwqzVotz/kC9Z81yvDTptd7QOH/oRNm02p1QybcSvHN9NXRmkwySiab0Vf2vr2+LKFN1S63y+O/Zjvax79sr2SMJvgH2sbpX4lw+/o4YL4zYA/xv5494YO4D8jNQVj7TROQeGNQgIiIiIiIiouIpoTNyJBqMn4JlrQJl/wxnzV5ZgNHrQ1VBjbpJ1sCBxYLM7Tvl3ZYtuuCrXp+rHnsxJbNoj9faTyE0qYZquGJ6lr35tzPnHuDDbr1FveBsLb1l1gCNLzhK+Dj7djHw8t2vY3PtZhh751M4WrGmfSG6hjmgzJTsEb9HePlwDN8Hl43YtaJBSq4eJvlZ+/Bye/Do3ltqFHlQw2g2otf0Xrhln5KBY9JoUS0N6LDlrBwX+0tL5XKuA3hZWen4aol6TG822YNkd4Z2h157/RkmuQMpQoKvknEkJPkoPTRUr28yIkvvbf88a6CRZbDKymeaiNwDgxpEREREREREVGzEourQFiPlAudL635U7fu5w3fQmxxBjV/P6eTi8Y5PX0HOoMHWxwNNqjZUPe7rlUeL9BiPtbkdGaH18OxW9cJ1/6PZss9C7n4KRqeoRota5V2W3hIL9n45juBL21N77ff9zMCBqo5ASYqPv30herCh5Q0tRLsT8XuM6/AO3o8ClPwHtYCsNNX28vr5lxTrGNrWvsj+fI+6Rd4ofNHRRTibEIfnNimfAZNWJ495bJRFji8+uhglyWJxRHwmj2jl8nh77MnAY9YSZs5BDXHcH60Enj4fesPH8Vj72rkGHsHhysrfId5aUs2m76F18DFmy6CG7fNsgQVjOr1bZj7TROQeGNQgIiIiIiIiomKVbErDQzuBh7evyLOv2wn1Ymf1CWEoP+FL5FgXQb/YOBGz9s9Qzck2OqVK3KDE9Gzc8dUGDH7yO/ROrqra1ynZ397821mOKVeKgYvSW7vubYeQlCuOx+gcwZuJtz+oekiWzhviN/pgFRCkK4fZ+2fLfhRlwbClZ2WWhtKhQu2BnQvx2Ja58seVTO0enPd+HR8PVTc7CQ7wKfJMjZiEGIzYr0FoktmeqSGOWSzOD9+vwfGE4yhJGTlKGOi+VjVQq6Kfy+N9YxOgtwCrf3hcFdQQx107GWi36eQNH8d9bdSBEV0XA8qnW1xmalRLvoxUgx/WhbeSn2eRrVHvMlBv07EbPg4iImcMahARERERERFRsTqXGIePxIJ9rivzhQZXHIv9wi1HG8LbXAULGyrlauqdTsX3279RzTmbWHTlp5IzlCvzDyZkY9wzk1T7yn31JdC4cZ7H2DI19FqN69JbAwag3tYYhCacRe2Ec8pjtNbG0+LK+/ZKFopNurePXKAJTwKObl5UpnoQ6Hx8sSZU3VMFFhO+vxUwmIx4N+pn9Dqy0eVjU7VzEBhwGVmIyxPo6d4w2H4/LctVHkjh1AkIxdhVFsDaCDvF4C9vbdkadQPCUJIyspXfyc/bVTgIqOtbE23PKJ+nsMRz6H5siz2oIYhx7cpVshza9RDvtXjPl8UssI8Z9BYc+m+y7Asj3HVE+YyOjvoF1ZIv4aHt8+xzM70MMiD0839AzpED13UMRET5YVCDiIiIiIiIiIrVoB3ZCLYuhD6+ZY5qn9GawWDQZsjbF6JPo9PTv+LbDkPldu9jRmhN6m7ISRm5uiPfAJNTmZ/NJxJU+6L//ABTd03F9D3TVYvqRmumhl7nIqghrF8P/zMX4WPKwZr/PY6IK6eRo1OyPeY06W6f1iZuv7y97K+UsLJf3R4YXnZ6ENSvj45xwEanKkYWjQV9jyoL70LrMwdRPiM5z0MH7NuBS+mX8NB/D+UJ9PzyUBv7/XNJymfnRvTZliQzSrysAavfb+0nb23ZGr23J6HIic/e1q3KrZOTV9JwJS1b3vfzdl22qfeMbTJLw/YJ9M9W3oOgzFR5K8cvXFDKod1Ak/fXlr9oH0s3JuLDzBWIt7b4eGXddKz63xN4csscRH//MGomX7LPzdAb5Oe5UxxgqNvwqr8vEVFhMahBRERERERERMXHaMQD03fbN5udV5eiybaWmaoVooxXS1MHCkJSjeh9VH21ebrpcp5Aw/UeW+bylfnuvmXhRjw65yE8MPcB1aK60WwNaojFWVcLtG3aAMHBsGiUxWVx9Xy2To85Tbrh1X6v2KeJRWFb+SnbIo1YQP+u3OAy04Mgq2cPzO1YCT2dqjdpLBZZHsn5L53oG6h6XJXUeHyy0ix7sWiv0Wx6xG032DvC2tzdotFAb8mb9WHRauT+6816cPmS1t4xaNsWOz571d6IPD4tG10+XY2Bk5XsFR8vnevj/esve1BIiFzxA0bsXITX1v6ujFeoAMyYoZRDu4Em79A4AohmTRoGHgIqWr9yeosZEQlnXT5elFsTn2fxNz52YocMDv7xRm/5+/7xZm+XwUIiooJiUIOIiIiIiIiIis+aNTAkpNg3LU5L2c3PHcGcZj3k/Ra7TsnbRfU7qB6epfPCy5vUmRk7Ls3BV98+gMGzb6BM04EDQEQEMl57I98p4QnZstmxWCUWC7y2RfUs6+K2PiVJtSBtJ65Gv3gRGuuqs5cpRy7yvtLvVfuUN1b/BoNJuRp/TM+nkeqt9I3YUg3oVvFWlBXR57dicI8r+KG1Oqgxtsu1H1s9Feh0SmSwWBDZeUyeQM+4e5qgQ51KqBpoTR24Xtbm7uK4dE5N4M3Wz6pGBLFiYq476yG3A5cOoN4X4fCb+B2MGi2CJkyS22I8Pk1Z4E/JMuZffkocx4kTqqBQxYxkfLhsMgKyM5TxhAQgJEQph3YdxHsdefsYmOEIOJiRjMh8mr7nJoJ4ymOA9r8swxN/P4Q7Jy+VY3d8t1QVLJywfgIDG0RUKGUj7E9ERERERERE7smkXgIVV8Pb7KlW336/7oE4IBhYH95KNX9PtXrof2itaqzdaR8s/h14ZWSV6yvTJIISvXoBZ88is0aTfKdl6L1lOaiZTYEB9frLhV6x8Pz+yk8ADIbeZFIWpDWzsXDUUjSu0ljVLBxZWdjz3VhoLEZ7Tw2bZzb/jX3BEfbtlXXa4u6Da9DoMqCJjUVZIf4+NQJq4HziGfuYl9mCTzsAB4IBgxHoqMSzVETw6+u2QHRNIDweGBoXBLRUz3mwfZj8uWFOfy+tUQMcUoazp/4OH9vlwCI4cJ1ZD85EAKzX9F7oGn0GvR6bj/Ynd2PGzHfQWWzreuGbbur+Ii6DGk7Ha2OxWBCbEIvwCuHQiO9YERzvsFNBGJOYDYu1L3v9y0qJrqt5fuNMfNNhKLKtZeVs2UfvRwFphuqYF1oX/Q+uxfDdwDTrVz1yTSS6hnWVP0REBcGgBhEREREREREVny5dgLFjgchIudk1ZhtqJF3EmSBHo2fBz5qMkZNr8T8oMw1akzoTol5CkLwVV43rzddRh2LRIiAuTt794bb78p3W6NJJVMgEXtgMdCyXDGMvZUG67ok2iKkiFueNcsHWtiAd82KMkk0gFpQHDZLPETz+LfgZjThvvXJdeGLzP/LW4NQrRAR7xK8RkAP8FjsP/vvD0b9Bfxj0N5iFUAKmbTqJRXvO4c/Hb1MW1HPJykzD2+uA329TtnVmC+47BPzRArK81Lgo4JM7cj1IA9l345W7xKK3BvrwE8X3Czj9vZCaBYxfIe9mDx4CHx91I/sbtejoIpxNiMO7q3XoWQ+IDm1hb0b+Z5M4vDjTUapN8HVVfsr5eK3Eu+4IkRWNy3s3IzLKjDG9le3WZy5gyEDANwd4ayPQUGRVNWkC84YN0IrMJ5mVpHxXbUEN4Zs2wLPbgOYv/09utzh3BN8sOY8/WwAmnToLioioIFh+ioiIiIiIiIiKj1iAHT0appkz8OggA2Y0ScWGKY+g1ZmDqmlaiznPYuhL6//A26t/gU+uoEayoZy8DThzCfMjRxa+Lr8oJaRVlkTWRLRWlwb67F68vmYqJs3/DBUyU+SCs8jWqB/vWJDuHqMsNIteGbYFaTG++Ohi9esYjah4+gq21GqKy/4V5JBvdibeXv2r8tYYs51+J3/0fuhrPNPvdjxZcUOextilpgDNnd/7dx+iY64gy+go3SSIv8noFaPx9NJEPL6zqn281dmD8j3Vm4AntyHfq/9FwOj5zcCwvRaYwosgI+MaxPHOPzTPvv3sX/Nk3wfnnxvtARGTEIMR+zXYUVMpu+bcjHz4/rwBIV9XmRolQGSUvBP7M0bsdYw1vXgBBhOwLgyoGw/grbeAyZOhzciwZ2B5G5VA3dnAKvJWfD8G7wUCHR91TLltIIKygZG7lO1bglvAZC5IUSsiIgUzNYiIiIiIiIioeBkM0A0ZihY1zuKuu1+VC52+OeqF4RQvZdE8zdpbQthReQae7gPcdlq9fLG6TmuMGDIeFTKSod+ZhKnmudjTvjxuq90EFf29UcnfgAr+Xqjg5w0vnYvrOUNDAafeCc78TEY8u2m2fVssKQdkA42zArHCuiD91JZl2BTaEZErpqgWpI8nOHXDFtavh3dapmqo04mdjud2OgbRV0M4WPUNmDVrr9oYuziJBft5h+chy5QlF5r1f8zAiM+W4o/Xe8E4fCh0Wh0MOoPLLBJzrsDHjH0zMGn9Zzi7DdgY1sg+PvnfjxGUBQzbA7waLVuW5CEayot3Z9xq4Kw/sKcu0A/FSwSRHl0wCrWh/P3XHfTBf8d+R6Z2F3zMLZGtOYIs3UFEjYrKWyrJFvyxNYp3kbEi1AkIRf9VFnR/8gXHQ629J0RwrEc99XxdPs9T3EQAb3q1y/jBaSws/gzGxgAbagLZVStD37u3ox+JdY7Feuex+8fgxCf95PejqvorgLCEc/L2s2V6LGz6HBYemi/fe5afIqKCYlCDiIiIiIiIiErEs8crQme9Kj93UCMoS1naTvBTSksJZi3gnwn0OWbEZ44L26WtNZsgW69kdQSZgGnrszENjoCBTaCPHpXKGWSwQwQ5Konb0xpUajMAFTKS7PP6HlyL5uePuTxucWTa/+ah7kMT5YJ0hfQkLJj6kn2/LVvj4Lhc2QRicbuKcsW6jXNmSJW0BJevN2Qf0Ou9vI2xS4JYXBZZIoIoDXXkJ2W83U9L0MBniSwXJIztMhZ1K9a1PkrJQvlzz0z4eCsj4tjfXfkuRuwBgtOV5uA2QVlp8j37dDlQNV0Zi7hyGjGVasr73/z3CbrEbFfKcWUDH94OhKQUY/kpKxFECqsQArOy5i5VzHlCNUdX/YU8wSaR1bDr01fR+q2v5fb6CS9jZGIPPN45HO/0tfZZseqzLcn+HbDJ0nvDx5gtg2O5iR7lpUFklAw9qIHeYsH7y6dgRb3b0DV2hwxeBGQCf//8KB7U6/P098i44ANcUp6jz8jWGLB3Gx7fDXzVYajqu/vkljnYVrsN/M13wC+rE8tPEVGhMKhBRERERERERMXPaIQucpy8kltjAXxylfDJ8FJf9f909GwM2Q2c93ddnujTRV+i9+ENiPcNwLGaIdD+F4UrmSbEp2W7/Dl5JR274hJhkqvEXkD3R1XP9928ifkeurz4PDYWfWZug9bFsdiyNcK2JwHOfcfFlfuXrCu8VrZAjOBtVpfVsvloJVD9gXJ5GmOXBLmwXz4MJxJOYNg+IDRJiwy9F+okZGHoPuCP5kBIuRDZ3NkmFAvk7ZMLnoFZk2IfF0EREbiY06QbFjXoqHodeQV/uhIwEu/vgqkvIiqiNfxyMtEtZrt9nshgeHw7cDCg+MtPiUBM5O1j8Nw/v6GC8SGXc3qG3YGZ+2bas1VEdk7PX7rjy6lVEdPsDgzeuwJZP/wNDOmBH9fFqoMa9u+AOvsi2eAngxoWbd6sjNzZLyXFllEigk8P7VggfwSxnWIAKjZv57K/R+aig8ClGHn/QI338cCeLxD25iuq595ZvYFyx/rrauBzfb1x3Iw4t2yOuYL2dSq57C1DREWHQQ0iIiIiIiIiKn65ytTkDmr8duvdqu379q9CWJLSQNzVsm75zBQZFAhJS0DI4QRg63Jg5MirHoLFYkFyhhHxAwYhfv9hXPENQlSdNuh5VN274nDdCvigWQKertwLHTsOBXQ6QK+HdvRouSDtnHVgf26tRi5YY/gIOVeyXcXuWKMvkNrJAFZGAQMGoqSJhf0B9frj601fy0bsL9z9GhY2uh37Ph+IyNVZmNkUGNpoEP47tgAnEk/AovrrKGkc4m/s710O921OlVkar/R7Nd/Xs30e/HKy0Pfwhjz7tfkFjIrJsFNBeCNzDqB3HdSYsvN/8kdY8cAKPPTvQ+i2+QJe6/+zHOt2fBuuBDRQZXHYM25yfQdszgdURnBaIsy22k1OmtZwZC6VJFcZJfYAXmL+f4/0bHWgbnRvdUBDuOJfHifLh0Dn3EdjwQLg3nvhbuzl2IyZqLQ/FleahOcpLWYLcE2OOomvVh7FhwOaYsRtoaV2zEQ3AwY1iIiIiIiIiKj42Rb4o6Nh+nIStodcvdmyaKItlsvForgr5bIdO+TV/mPHAkOHOgIKLoirp4O8NQjaFY3wixflWM9jm/PMq5/ijRcnbUTr2u0cC5irVwMnTuRZkLY/t8gAEQ3IxcJ1167qq9i3L7TPmzy4Gcwpz0A7ebLcHrviB0Te8aTqueRF6927o7R03pcCbFYyZERAQzgfVAV1r5zGC5uBTuVS0erOMXhw3sOqx2msl9qLv0dGRiomrMj73N2PbSn08YhAUp6AUTHRx57ERyvNiLwr/zlaaBBaPgxLji3BucTTiFwFdK+v7Gvz/HTV3HmH5uG+xvcpG86lmvY55ox/+lPMikjFllQ9kKvKVnhlf5Q4p4ySAgfwrEz59KrJrcuTP+HX2e9fNahxNjED1YJ8SjXrwVaObeRuYNpcYOS9wOEqwLbqThE5QPZZ2XbSR96PnH+AQQ2iYsagBhEREREREREVP9sC/4AB0P39N6qnZiPWqd2Et0l9hbdJq1MFEBb89iIOVw7Fq/2UK7+bnXP0v5DzcgcU8iPmWAMa+dFcuIA2sVlAqNMR5OodkO/vKOZdRZ/m1YHFi+0LxjWTLuSZoxWZIX36oLTUiwfuWK2UGrKJ9w2CCacRuRo42RJoeCoIYxOAE4FOkyw6aC1AaCJw77kAVE9zlKKyCbb2EZlXD+h/tGDHIxfWC/r3vUGmsFA8sAdXDWqYYcGwxoPx0cZPMHIfEOFozZLHqhOrHEEN51JNbzkCXYctfnK1PPvIJeAXR9CnawN1P5YSk09GyVUDeFYdG8fjjy2p0KJcnscd+vw+NHx1jn1blamRKxiy8dhlDP9pM0a1D0XkPU1RWsp5l4OXSYPIKCW48/kypWzayAHAHy2UOb56X0zfMx2HLom+IFWQbTTj6flP2QOivl6+eL/L+wj0cf6yENGNYFCDiIiIiIiIiEqOuLJ7yRK0fP0bOBcb8jbl2O8/tG0ewhLOqh7W9MJx+WMLanjl7kchMjWuEVCwN+8ODr56YEPsF/Oc5eodUBj/e+BWPDFtu8sFY69cwZyK6UmAyQRs2lTsC/j5aZwZAG22eswssiWsjbsbZwVCG3sS76/WYHmEBevqOzI1TFrgg9VA/zizDIpY+4rbPbLtPzne/rT4ZSsCX3yhLGjv2CEzBPJ8Vlq1Ary8ChQwKgqL6gEtrpIcoTUDYYnAe+lt8KuhCiJXXXJZHs3GX2OQJYxSMoHW41eg1y3Z6NQ4zd5cXcjIycbP26fjg9mOMeGnBx1N5UvUDQTwetXvDG2VTsCl91TjeycNkn1DnOmdgxqh6syG+XuUbu1To0+WSlBD/M3mHpqLJ+Y9gSH7LAhO98XE2wfhuei/xF4Z3BOl2Ew6IMOYgZ93/ozgrHD4QglEpfz6gz3oIdQOqo2X2r1U4r8HUVnFoAYRERERERERlazGjeH/6svAMuVSfVGGZlKn4fbd769UehaodO0K87YteG3Vw7hYrjz+bAoMO+EP7Vujgfr1gf79lYXWaxHNu6+RqSH3i3lFFFQIreSf74KxV7IWOOXYrQ0IUPaXwAK+S0YjtP/NszfwtjFrHKWl8N9/mPJKV/hZLBi/CuhiDWroTTpUTAcqpQEBCWLhPi+fnCwZ6KiSIWpxfQ6MGqXseFhdyqq0HE85ifW3AXsmDUbzl2fl2W/WAj1jgPk15+PzK60QkbT0qs935scvEN3obiBLaRi+ZJc3fjh8n725upBlNOK9v5PgbQ103H+bF0a2bgu9rpQ6Z99AAE/0D7m/fhv8fUk9bgto9Dm0HosadsqbqVGzpmp+0xqFy2rIyDZh1C9bMHlkK1QuV4DzQAHKTg37Z5hsdi96y4waFIntNRtjaqt++N/cD9Hx5G4M3Qf80RzwM3eE3hyCaikaJFq/6u+s88LMpjky6CHek6daP3XDx0REDgxqEBEREREREVGJ8zV42e/fHrsDldIT0X/Ulxi6W71IfKFedVR9/1Ng4EBZlilo+ht4/uQkTAt9GdqREwvfY6GIykgVhkGvzXfB2Cs2HvjB0ajc7OMDDFI3TS9RIpPERe8QkakhiP/WxJ7AzG2/oVYd4P6DjgXkt9fpMKY7cM8woP9hYNB+YJ6jZ7b0ak8j+hwBHm7+ADBsGNxNnYBQ9N8G+GenI/aTfgh/0xF8KJeVCp03MKU18GPKVCT/FpQn+JPbR2v1qF69HdbHiu7vCg00yNGchZelunXbC0bNBXhbwuR25/BGuKVWeXiqexYcQ6+V4/DY/WPkdkBmKrysAYzv/vsYPapMQYrBT/2gjz5SAlzW73Mlf8fnKjPHhPfn7cejncJRr2qAy9dsNGaJvBXZMCc+7nvDv0On2p0Q4B2Ae7amyN4yIqAhpBn8MGLoh3hw+3y8v/oHma1RJXu03NcuLgpLGiqPr5RRDkP3JchsjUdaPAwfvY+j6bgp/3OPrem4QX/jgRmisoxBDSIiIiIiIiIqcT5ejsJEWosZzc8fw4lP+qnmiAXjchkmYPBg+2LnyFGfo+HZYWhdvbWjiXcJXYV+vQxe+V9xr831K5hEv4LS5Bz0EWWwDirDe/u0RafbXgZ0Omy+tBtbLn+GX/4DDlV2lA2697AO4zsDOV7AjpZVMW3OBbx1p/rpN9Y04s9/AHwwqGCZNSWsz7Yk6BJd7/PJycHwPUovhcHxIfC7fF6Om6xZLK7UvmIENm7C0viK9jGL/GSrH1Ml9SDS/G6T928NrQRPVjEgGIb4HfbtoMxU+33xcQ9OjUe8X6A9+0fK1aPD7NSgfN6us5i5NU7+LH6xMxpVK/7eFCK74pHGI/DCxClw1fr891vvxohdSzBiz0mssQYyljTsZt9/NqASIlcn4O/GwIi4Sqqm49cimo53DSud0nNEnqKU8tiIiIiIiIiI6Gbm6+0IauTbkFj0JDh9QVnstI1pNGhTo4289RS+TgGc3Jx/jc71KsNc2kENW9Bn5EhHaShxJfwL45XtkSMR3b4GBh0QvSU0uO/BL+xzRNeNL5cowagxd4yHLiQEY6PUTz9mjRGoFgL07g23YzRCFzlONnF3xWDKxqfLReNyoPfISOCVVyA6wUy5Nf+/r+mVl2WgaMaWOPtYeIJ4DvWSXJrfQ/L236ZZqFkhVxaDh2lkLI9yOY7SUrl7aYh+OEatXvU+H356sCo7yuj0PcgyOcIKny87gpLy9D9xMksjv8XTLJ0eE1a63ncmqCrqJACTFwCWo4fs2R/h5cNlpo4rWmgQUSFCziOiq2NQg4iIiIiIiIhKNVMjv2V8iyafpt0ext+Qf6GMVrUrICTQB+/2bQSdVqNazHUn360+pirR9MlyINnbVzUnR6vDYzuBhheBOluOo9cIoLfSNsWu95EcOW50xxUpWxN3pywB/6x0+32DMRtV04Ghe4E6O04Cn3wCr/LlsbNa/n9fbWISMFopT2QTuVqTb5ZRjddfAg4cgMey9mTRm0S4R3Gscu08DcLFZ8WodZwD9jeoqMrcMToFMlIyHc/lpXP9vjUMUcpSjWofWmS/R+3/oq7aBN6k1SEk1fXxxPsGygyPh3YDvnUb27M/Im8fY83UycsMCyI7j5HziOjq3PGfECIiIiIiIiIq40Sd/GtmalicmnZ7MC+dFh8OaIp/nu6QZ5/IONn0dg881jkCOo0GJqcFdXey9USCqkRTSFreRaVfWt8DLzMwdyZwemcU1hjOIzVXhalML6McX3x0MdyOrfTWtGk4eNetOFxJ6aGAXJ/Up7cBOUcOKCXRPvgAH67Mf3mtt6UlMGmSamx8j7+ht1RBliZv1kHAlYtAr15yUd0jWXuy2HpouKI3GWHU6ZGtc/TV2Ryqw/Q90zF7/2zZeyIt2/H4iUsOq75LrgT6KM9VZN+e9evhm5wu/+IiI8MVkW3ycVclw8am3uWT8vZwlTD5/RA/tyY7gn/DTgUpmTpmkbESjgrZjwMWL2jNQEQ8MDQuqKh+A6IyjaE/IiIiIiIiIipxKZlOi7bTppVY0+7SMuK2a19BrtVqSr/81FW88fdujOvbED6iRJNc4lcf6/zGXfD1/E/RIB5YWdkPI/ZrEJHomFMj6SLqJ5gxfL8GxxOOw+049VtJTtyPtku3q3bHVKqJdJ0XcryaYVu1LugiBp96Crqvvs/3KQ8Fh6P+q3NVY1letkiPIwNBaHzhOHxysoC4OGDxYuDuUmwYf4OBIa+MLMAp4eRw12ZosHqvvC8CHiLLYcYtvez7z/z+HSa2+M7eU+LQOdd9RfT5ZGqILCchx1RE35/27WF6+inovp+Cqbc6/g6dTuzE+rCWymvpdPjfbQNVD0vwUfp9TG/VF+OXfy+/IekfjMU/3atgT9JhNDt0Dj2PAz+0BiplPguDpSEytXuRod+EPkcBU9gxLtYSFQC/J0RERERERERU4rrUr+LYEP0bCHo3Lj8lzNp2Gmv3nsEmUaJJXhWfd4HZNnLHpUD0XmWBuN7e25iD22N34Kc5H8jtsVEWHBwXBnfW2r+eywyil/q/gWX12wMJwKsWCzR6PYwzZgB/O3pm5Jatd2QkOKuWYsZba7/EG31ekttzp72q7BClqY67YdCnEIEhvdEMvOvIxql/MlX20BClvfZXjZBjK+u2te9veakfZpkWoIbhKTw0JU10Gcn3O3K1YIfJ7Kqt93XQ6aBbslRp6W59zpfW/4Fhu5fitmd/l9t/tnAEZWxCUq/gcrkK8v4lv/Kokp6Ik4Fh+GXKC1gXbu0t0lrWmpIBDaHLCTOW1AW+vQ2o5Lcdo41ZMOhzpTgRkQrLTxERERERERFRiatV0bObIRcHkakhuHO2xvksCyAW8atUgTmfvhCiF0r9eRtkk2XRFFks6osm24LooiAaKPfengS3JRqGfzDeZcNwGdCwyslSMi1yIurK28YBFwv1MrWTLBi4dwUm/zsBK398EgaTNXtJlCALc++gz7U4976Y3toHGqdeJToXpam+6fgU2sUZYEnpd9XnFRk+thJVroIdRRYUtPVXAbAh7BY5VO/yKSWTxmpBY5mrY+dtzMb0v95F0/NK/5k2z0/H6cAq6Pfw1zgVMgcVs5+2z/1moSNoMfiAHjrrWxJ5fiaiT0cXze9AVIYxqEFERERERERE5AZETw3BXftqCFUDDUBICHDpUr7NrkUvFM3lyzIokG3tR2AwOkotWbQa6CLHuW/fCBcNw10xrt+gWkjvemt79L1F3Tz9avxyLDLI0+fwBtSJP6PemeTGQZ8CEL1ibNr37WjvVWJ66UVc9nP9d7/gr5RuuprVJ1Zj8N+D5cK/CGyIAIfoxXEuVXn/jl6JldtjlszEu4v/wl/78gZAClxGyxq8i6rTRg4l+gTIZvGuLNoxEb/8dR+ytakYuWOhffxkoCN4G2DqK2+9c4CzlR61jwdlGWTzeXnfEITzqeev75iJbiIMahARERERERERuQHb1eYmN87U6NYg2N43wfz9lDz7Lb9PA95+W94XQYEsvbe8721yBDU04veLiVGCB+7IqWH41eS0Vha71x29JG8PnEtGtXIh8n615Mt4d9VPV3281pJPM20REBjnxkGfQtL5+ii9SkaOhC40DD5G18GwR/aUV22f934zzxyR+RNRIQKdaneSgQ0R4HhgzgOIiVX6n2yK24qH5ryE31cHYPqacnj5j0v4bOVa5JjMhS+jZQ3ejdo+Xw51i9kGg9Pn2Nmkx+qg6UUgOB2y5JRNgDFX6TGLBo/u7ok/W/axD/3XuAuqZzwBnRFIykrCsH+GYc3JNYU7XqKbDHtqEBERERERERG5Ufkpdw5qZIleCda+CebULGD8CtV+0/Dh0IusjFtuAbKykJWjAQ4Dhm5dgBFtPaMBvFPD8Ek7T+Plv3bbd0VU9kfMZaXfQ4uP1yB6dHf8vD5Wbq8+fAn1qwbI+5XTEvDY1n/xZcfhSDW4LrWmzS8TxOIU9OnaFZ7q80EtUKNCrsyViAgE7T2Ni8rbpNL6rCNTw4w0GLE/zxw/0+2I7NwKJrMJ51POo4pfFdwVfQk+AJbXB/zNHeGf2dE+3xvB+DEqG4t2rsbjncMxpE1t+HqL/JiCZ2totitBiu0hJtydArQ8cwg7ayj9MFQrrBrRZwaqbI4n7ntXNa1C9r1Y1MSRpSGsiRBNNoAh+37Dn7dYy7RpCniMRDcpBjWIiIiIiIiIqFQsfrEz/L25NOEO5acuJGfi82WH8WavhqhULv8mxXN3nkHd4HJ4tltdmF0cpzh2vVNQIDshHfgkCt5NGgF9G8PT9GlWBUbvdGw8YsHczf6oGXwZMZcdC/Wj5y/ElTSxpK787TQWJSPA1o+jYnqSPaghekmYtI7F6r3BFqyvDXTqPALolavptDsHfQpo4K018w726QPL4t9czt/RsJ28/axONl7f/yCGHwbWNlDP0cIHg04C0RWiMWzOMNmLIjIK+Kh73mI0SfrZeKxDTYT5PoRf1sfi/fkH8PWqY3i4QxgebB+GID/XDdztRLP2N96AqWFfoFUtNL9gFv29MXDfyjxBja4bTqO8tWJUts7xvOcDKqvmNbvUGicruX65sWu88VezbFQMqIIuYep+HUSkxvJTRERERERERFQqGlULRO1KbBhuo9Pl3yg8Ic11Lf+i8uHCg5i17TQ+X37kmnM/XXpY3rqKvZjNLjI7xBq93jOvPLeVOPp21wtye/4RR78EYdGB3biUvUPebx9RCdrTSm8H21vzw9wP7XOdm0wLOosZ05oDz7VPwK9NcjC7pQFZQ5UyTTIoJAIbZY1eD3Ot2i53fde0t7y1xEQjMioL7692/RT7tyzAmeQz0Gq0GLYXsiG9q6buOrM/PshpKQNw69/sjnH3NIGvl05+xjt8vBIfLToog3kuidJfItB09izifZUMkqBsk1xI7X9AXRqq3ck9uHPKctiKiTWzNgp3pfPJuHz3/dp2FIbu9cJTmtug1zLYS3Q1DGoQEREREREREbkBa0wDxlz1/xftPYeWHyzHrG35L4jeqPRsZUk2/ewF19EKF2yZGn2aKX0knLNMkjJy5O+RbQ1qeOs9cwlK9G4ILx9uD1NooEO25qR9v5+5Hfz8Lsr7Y+5uDG3NGvK+JSxM6ckxeji8jAnK5Fzr7vWvmPFzS+C7y4vwyLxH7A2wyzqz19UzJIzlUzDCGqyIuKL+zIcmnMWiwIsYOXckNEYzIlcDF/2CsLKuU2kzq5opfvCJVR4vSk6J7IzVr3fFpCFKWaz/rY1B50+iMHrOHpywlhSzW7QIiIsDTCYsbHS79cCVz3K57Iw8xyR6adjCdqKnxsvrpqvmNDt3VN4eq+QI6ISkXFbNmXFLb9RNHoZ7o85f9f0hIgY1iIiIiIiIiIhKTZYxC7P3z8bUXVNxbKPSkHj2ByPk9vQ90+XPTxu3yPGl+4pzsVNZtDcvXYodn70Ko9kIyzWCG7aEEp1Wqwp0XE7NQovIZXh77l6nTA3PXIISV8xH3j4GFo3StDvQOADellDVnDZVlb4XIgugXf1geb9vlyYy4yL8+feQ7qUsgqd5q7OSArLMGLpPua91aoBd1l2rZUxArx7y0yh+Vvz0jGqfb04Wyrfrhoq+Fe1ZGg8NHufyeX6dPRuoU0c15qXTYkDLmljy4u346cHWaFojEDO2xKH756vx7J87sO9MkjJR9DRx+lwLOut3RGvPw1HYZq24vzUu+ol+IEBQZqpqTrUkJYNnU2hzefveyv9h4a9K9o+zVJ8K8L8cf/U3iIjYU4OIiIiIiIiIqLTLG4neAC/uewxo3gItZ6xBJ585MFkv/a6c/Rr80RUaFyV2isKBSwew4vhSAC1hgQZBEyahnmY2vuw1z+X8hiEBqjJZIYGOMkkZ2SacTlAW8UU5q4Gtanp0poYw7FQQxiSaYBGtM1zYctzX/jt2rlcFm0b3QFXre7Ls+DJkYzO8MAD1L53EkSqOgIiXKQeR64GZTQGTzoLIzmNuirJDrnqx2PRvUR29d+2GzjpFkyuAYNTqcPTHCRg1ZCiemzBZBhAOVFUHLoSmZ+ajfuo5oLdS0io3rVaDOxpXRY9GwdgSG4/Jq49j4Z5z8uf2+lXwTKUI3GY2q5Jr/LIz8PJdgFNLFSkqDHiuNzAppC280rfJsXLZ6ao5r22YhWUNHU3f7zmwBt6mnDzHNadJdzQ6fxm5WokQUS6e+y8KEREREREREZGHa1ezHbRQegNUylBKQNVI1uHtdcql6mJR1aCzrabnalhRBFkiM/fNRKefO6HSFWUR1qzRoE4C0GHjWbw4/axqfr1gf1XGhW1xWiwQ28zZcQYDv99o3842eXZPDUEfexJvbrj2ey+yAISQIB97AComIQa/zv4Ns/54E6/kKkl0qkI1+V4PFxkH8cDQuCDcDKoGKp/nrg2qoHKupvSRfRtA834kzPnE74xaPV5YFI/b/9woszTyW9i87+BZ/DuslezhcTXi73RbRCVMfaQtFr7QCf2aV8P6o5cwdL8O9z36NZbXb49bzh5C1ZQrsrxUy3PAjGbq5zheUYd2ZwCvP2fae3sEZKmDGj65SlZVTk+SZazE8zoza3X4oPowpacHEeWLQQ0iIiIiIiIiolIiruS39QbQWmv2rw9rgXGrgQd2KSV4skxKk/DErKItS7Pm5BoM+2cYktMT0OSiEqAQ/QM212iEWy/0yjO/QkAmalbwtQczckzKrZdTmZ4dp6z9I3L16vDkTI1TlfQYsle9yJyp2Z5nnrc1qOGsrm9N9I4xoc3p/eh1NBr/TH8NbeL2y31p3r6yufTYNZB/b33MCdwMpoy8Fa/cWR8/j2qDdhEVVfsq7NgC7YkT0OaTzJGt16NOItB24a6rhviG71qCRrVaFeq4mlQPwrfDW2HVq10xrG1t7A+OwOMD3sGu6g1xIaCS8rx7gRc2qx9XL95PBiURHw+N9bsRnOr4rj62ZS4MZlsbcWDioq/krQh/RP34BNrGWWuQOVu/vlDHTnSz8dx/UYiIiIiIiIiIPJy4kn/CSqU3gLdZKUczuveLyNHq8OlyyLJUviZlcba8oUKRvrbJutA6bB8QkO1YIh4y8lN83Vndy0DIMWciJTsZCRlJmL57GlYvmCzHD1wWK7qKIF91Rsbv0Sc8uqeG6C3S5cInSPNSL6HfcXhsnrn+hrzZKL1nbJOllGyJB7eeOYSALKUpdYtzR+XV/yJbY6h4C3P1fyirqgQY8EKPetBpNRh3T1ME+jhlU7RvD9PMGXh+cIC9P4WzTL0B8T5A9VTHoqYoC+Vs+9fD4WPKQctJf15XxkNYZX9MuK8Z1r/VA09WVGdcJHpDBiCdNbisxRl/YPvnrynN4V9+Gd7WQKQwtVVXvH6HI8hxx8UDsFg/EH45WZj151t5D6JNm0IfN9HNxDP/RSEiIiIiIiIiKgPqBITiwT2QV+wbjI4a+590eQhV04HhewCjRilRk25KLNLX9tZ5y6BJZBTsV5hfzbpT63A6OQ5nU87ip6/n4/Sfx+X4PwdnI0H/q7yflK1uZr7hmHLsXrri6QdS3BYdXYS45NPIFm+Uk49WAlVSL9m3qwX5QJ87U8NohO6vv3J1hQB8jMqCd4aXAUYNsKYWYK5WNd/+D2VZRX9vLHyhs2PAYIBuyFAMajIYwel5Fy7j/YJQMRM4eXsL+1i3GKWPxcbJD2Hmn2+hUkay3NYkJgJr1lz3sQX76TF6ypv2bVGaTVSXCsgGFjg1+dZZtJjcDljXoYZsDo+JE+FTubJ9/wXf2Zh2CzB+6d048cvDqHjhDDS5PhS7vxyiHti69bqPm+hmUPa7DxERERERERERuak+25KgUy7ch96pRM1PbQfg3aif8ekyoGWjTDl24MoWTN11HkObDoVBr+5FcL39PB7ap0NEokk0F7jmfI1FLDGbAYsXTlQZhd+qKOO+phZI06+V9zOzleeZOLA53vhnj/2x1tYaHplJM2K/BmFJ6qBG7WSgzoXXcKncVLndrEaQ6xJCJ06omk0LPjlZ8jZDb4DeAjS/CPR6UYOl2ptzoU6UNHuzV0N0a2j9QBmN6Dx5vgz0uerEEhtUFWF7Ttq3c7R66MwmVE+5LH9UTOq/W6HMmAHExuKjJd/ArNFCa7GgUqaSPdL0Ygwe2LEA01r1g29OBh7fDhwMCFMep9fD/OOPwLwzcjNdG630TImvASybDxw9CmRlIceUgx3ndshsoEyLDkhxvPSf5WJh3nMaBp0B/Rv0L5LvO1FZcjOeK4mIiIiIiIiISp+4kj9ynGwuLDIlLHmWv4GqGUBoogbngoCTSSfw0H9jEJsYi9GdRt/wQue2U5vwdpRJLh5n6byuOT80UYszQWYEZmuQ6e0Y97G0QCqUmjyXknwBpKJKoKHMZNL0XyX+Ng5fzZso37MPV17B9tE52HQ0DG/1aZj3we3bA7NmyQVsYcfpbZi7RPRTsAY1vAxygTzBF1hjOI/FRxfj7gZ342YjmnU/3dWp9Nb69dBcuOgyoCGk+ZTD5ZQsVB4yBJq77sKFvemwIAcbHu+Fjh2HAjrrIw0GoEuX6zsoUbZq7FgZ7Bu+e6lqly175M01U2XGxSvrp6N8JhC2PQloouyLaNfCHtQwa5IR2fJl6D+fqDQuv+UWOR51fBnumv6I8gCLF0LhyNQZsdA6DmDpyKXoWafn9f0eRGUUgxpERERERERERKVBXMkfG+silKFWJR0yqKG0DQci10Sia1hX+XMjOp0CdNaKViZtfkvIDk0uaXA20IJy2d6qoMbIHTPxdRvlivhD51PlbTmDeskp0FfvuZk0uap+VchIsffCCNuXhMEPKovUeYhF9UGD7JtrN13GyS3AEzs2YE6zPhiwP0oukIt+KsP3a3A8QSnnddMTwaA33oDp04l4zcVa/so6bTCp80i8u+onPDZ2LAJe/RWGK1no8MOiAmUcFSZL42rKZWdg3Iop8r5Fq5EBSgwfIQMXol/I0Q97Iz3biCPx69C6eus8x6bTOH/n8k9lUs8jIoE9NYiIiIiIiIiISoP1Sv4F7w7ByjDYmwfbJPgEYNjQD7GnWn25Lds6WICqfsHoVLvTDb+8rmMnzOgQiP+1BGokX7zmfF+jFqFJFmR6+anG611JRNcT6oP389bh14cdzY471XX0GPDETBpnWotZvZBdwGbUIuvj/Sig/cnd2PXVUAzZs0yOiz/r2CgL6trKF93sRDDoww+hq1kLrS5okKndrdq9tH57eft30x5AXByMO3bBR6+XGR9FwilLo6A0ZgsQE6MEKq28dFoE+XqjTY02Lo+tS1gXVPFTvhe6XPXZbC1cgv2qyHlEpMagBhERERERERFRabBdyX///bj9VN7dLV+cgehQR0PkO2LMEGkdnbNCoNcWQeaDwQB9pWAM2wfkOJWfqnfZ0a/AmegrEJxmRqpBHdTI0WpxzxGn1A1rpka3BsEY3Lomht9Wu+gWnEsjkyZXE3VbUMPVQva1sj5EVoa47r58Zqo9Q8eW9dFblC8ihSjTtGQJhsXXgG/6R6pdB6oqpapydMp3IMdkhleO0ny9KP/uyPV3z+Ptt4Fp0xw/otSYCFQWkPgOf1xhsLw/Yq/6tYZb29F8XHFI0XzXicoYfiuIiIiIiIiIiEpR7xnboBP9t69RiOqW8xbMrwOMP1qpSF5XNCjWnTiBgBzgQrmKcuzOI9F4ePt8DB+mLCT3PbQO6V4+iKrTRi7u61ws9Jq0euhzVc8J8FGCJBPvdwRlPE6unhjYp9xoxWK2v9ERmCrIQnau/im55S5fRAAaN4bp8CH0+3kI5sfl3V3v8imkeAMX/fXQZ6YX39/dFfF3799fub0Bty85iJAw4NPlQFuntixie0UdoPPiA8CjN/QSRGUSz5JERERERERERKVFLHb/9ZeqEXV+9BYzFv0B1L2zaMoULT44Hz0PGpHi7SuDFsL3/07A7upKuSth7Ir/4b/GXeX+2+L2YVHDjnmexy8nE6neokG4Q0V/deaGR8rVEwNvLZQ32p49gXAlCFRU/VNUWR9db6xXSlkSfX4rvr28EKF4Os++KmkJMGv8EVehPsqZLmH6zqkwePuhf4P+MOgNRfd3L0Znk87gr7+A4FwxmarpwF+zgbMNT6NuiRwJkWdhUIOIiIiIiIiIqLSIRewTJ+Rit613Q83E8zhdPsTldFGmStOzV5G8dPaq5Sgn2gfc8aAqcGIw5qhKLT269V80O39UBjWWNOhg3/fS+j9kSaqhu5dicruSWQR2B6L5c7Fd/V+I8kU3A9E7Jrx8GMwZefeleflizJ1KsCNVVwUPzOsn70eNikLXMM8IDO1rVQNPrzjicl+nOGDy8Bq4vcSPisj9MahBRERERERERFRarIvd5sWL0HbZFjk0cN8qfNVpeJ6pWou1QNXKlcBgpRb/jajuUwW7qtXH7636qsYNRkd/Ap3ZDC0saBen1F7Smh11pmonnsd9+6Pk/WynnhxlXYOQALe++r8sEf0kIoPuxXvn8u7L8PZBgo/6b1E+U4M2wS3hKW4r1wgaKN+h+/atwpym3eFt/f6J73q7ck1K+QiJ3BMbhRMRERERERERlRax2D1gALQLF6HNmQOInjwKL26Ygf1f3J9nqlmjUcpU/fILkJl5wy/dEjUx+q7noDebVOPeJnWmRu7Aio1ftuMYhu1ZiptFtSB1qS0qXoMvBbscTzKUw6bQ5vZtnQlI9LFg67/fwSMYjWj19Sz75sRFX6LhxVgEZqbZx1p9/ZecR0RqDGoQEREREREREZV2CaqLF+XdailXZGaEf04mTnzSDw9uX2CfZtLolEwNscg5ZcqNvabRiKlztuBg1Qg8ufkfPLVpNu44uknuci4/lTvgoYUjyOGf46gJVDNJOf6ybONb3bH0JRYDKmnHT+/F+KXf4Yc541XjG8McTeg/WvINOp0CwuOBThdurHl3iVmzBprLl1Wl3wKy1M01NJcuyXnkAUTAd+tW5ZaKHctPERERERERERGVdgmqn38GnnsOlowMVTNp3xxHNoRZq4W5Uydo27QBHnnkhl4ybtlaTGrcC2HxZ/Fc9Cz4qEpOOQIZulyZGhoXmRrmJ56AtnNn3BprwvY0Hcqq6uWZoVEazhhyMHLXYnl/5Y9PYk9IPbx892uqOQ0vxmB7CPD9YkA/3tHo3q2Z1AFDO00B55HbMJqN2PPZ62j15pfYMfFlNH91oiydRsWH7y4RERERERERUWmXoIqIAHIFNIQXNs7Escq1sbJuW1l+Snv8OBAVBeivf0nHYrHg3bN+yPTKwIetAuBz+8+OxdNXXsH2Co5Mjad6m/H9IsDHpKy1Opej8s/OkMeUtuhfLH2mG0Y2aYHtfym9N4iKhNGITr+utG/WiT8jf3IHNbxNJny8ErjznB/Quzc8QpcueZrHa2LKwZKlA6ZNc5wbxDxyWwcuHUDfqXdh5YTTcjtowiTU08zGwlFL0bhK49I+vDKLQQ0iIiIiIiIiInfI1hg7FoiMVA2LMlTjl30ngxomjRY4d04pV9W163W/1Pw957Dm2BXc16oGOg6+Rb2zTRu07X+vfTPLywxfk+ueGuLYxHbA6Yv4dtIwvP9+FLrUr4LO9Spf97ERqaxfD9/LCXmG//39Fdz74Beq7KKRe4AvJvZE5A0E/EqUq+bxP0QDF1OBkXeX1lFRITM0ek3vhW7RZxCeCJihQZ0ECzpHn0EvXS/EvBjDjI1iwneViIiIiIiIiMgdFjhHjwaaNFFduS1oczTAYcDcqxfwVE8lAHKdktJzMG7+AVTw88K7fV1cRdy4Mbx37wE+UK6O79fzGZjub4fXFr2ES2mXcS7QufxUBr6/FVgVDpxvFoZOtTuh6yNcaqIiJD7rs2bhzKUYfLzqA3w2Nw0GM3DLuSOqaSJ7w9sM3J0VCk/HjgyeY9HRRTibEIexq4B7HvgCZwOrYPN3D2BslAV/NonD4qOLcXcDBqiKA/+lISIiIiIiIiJy1yu3RVAjJQv4cAXM9RsA9zS9oZf4eMkhXE7Nwqf3N0dFf2+Xcyw6RxGshkl6WB4fAk3QFszc9DX6nnD0lSifkYyeMcDzfYAXG93DK5Kp2L4TNQB8bqgI73+esO9a9/0jGD7sI8SVD4G32Shb2N/6wzzglc9uqDxbacpdfo7cW0xCDEbs1yAi0YI91ZVeLqKrUJ0EYPh+DY4nHC/tQyyzPPMbTkRERERERER0k9BplaVOk/nGruHeeiIeM7acQvuISrj/1pr51ofv81tfAN/K7fIff4m6mtnonV4dT24HljRxZHfYFu+e2A5ofHYjq2cWDHrDDR0jkUtGI7zfHaMaqpV8EVH/ewJGnbK8qRX/FRN7w+XZSpvoeXM9soxZmHd4HrJM6kwvZwadAf0b9Of3tIjUCQhF/1UW5G7lLrZFtsbBcWGldGRlH4MaRERERERERERuzBrTwI3ENLKNZrw9Zy+89Vp8OKApNBpNvvXhu246i7X1lDERtLg9+ix+bHoGRzYCC5uJUIZ68e7VaKDBravR73Q0uoZ57mIyuTERqDh/Ps+w3mKG3pjtGBB9aW6gPFtpE1/L6/2aR5+OxuC/BzsGLEDrM8rdbSLVxfqVjxoVxe9pERBBpCrzViAiMe8+W8D34rzlyGrQm0GkYsCgBhERERERERGRG9NaoxrmG4hq/LDmOI5eTMUrd9ZHRJVy16wP36Oe0xXHqy3wyYFq8a5yWoJq8e6FQ4GypwZRcfbWcO43IzIaYhNiEV4hXAnSiVJV/fsrtx5KcwMFqMT3L7x8OE4knoAFFtk4fdpcZd/IAcCMFhqEVQi/ru9pcmYy3l/zPjJyMvKd4+vli/e7vI9An0DcDDadWI9aEyfLc6RzqFc0C9dCyd4I/nQyNg26D13q9ijFIy2bGNQgIiIiIiIiInJjOmtWhfk6y9LEXErFN1HHUDe4HJ7qUuea9eHrJFow88+3UCP5kj1oMX6VEuCwsTgtvorxyI0G6M22GkBExd9vRnwCI1D2XOfXXPa0ebfjaDy68AnoTEDkKse+yChgZlML2oTcirkH5xaqBJXISHh24bOYvm+6Y9AMPLgH+L25+jtfPaA6XuvwGm4GnU4BOhdZGqsjbkX3mG32c2fYKQB1S+MIyzb+U0NERERERERE5Ma01qCG6TpWO8XV7O/M3SfLT024r5ksP3W1+vBjrfXh28XtQ62kC8rriiuO09VXIzsT4wFnLiklgojoxspPXW9UA0DNg2fl7bB9QFiSBltqNpHlrOokAkP3AX8dnC1LVIlSVQUl5uYOaKycCkz9F5i8UD23eVUR5XAT4n3cuvX6o0TXoOvYCWs+eUZmwQwd6G8f/6yDkhkjftZ+8oycR0WPQQ0iIiIiIiIiIjemta7eXE/5qTk7ziA65gqGta2FNmEVrzq3z7YkWWIqd/DCtn2okmMsyaCxL9xtqA1g1CiP7mVA5A5ctLoplOCDJxGSomRp/ND2Pgwe8QlmN7tTBjZEtobeBFT1r1qoElRibliQo+H1D/OBTnF6mDRaPLYT8M5RxgO8A9A9vDvcgegPtOPTV4C2bbHjs1fldpEzGNCxwR3YWBv4p7EjqBEVno0ZzYDoWkCHhnd6dDk0d8agBhERERERERGRB2RqFDamEZ+WjfELD6ByOW+81avR1ScbjdBFjoMln1VVMd7gimM7Sw/8aV24u+00gIEDuXhHVARuJK/gVAUt/poFRCQBCxt1lmOHq4TKUl0iW2PIPuDO0O6yVFVBibnjuoyV90UA4+GdGtR//V/0fvgbeJmBL5co8z5P7Vio5y1qokzW7P2z8cn6T1D942CUn/ClHA+aMElui3GxX8wrKvrYk4hcrYEe1ZxHYdYCkWs00MecKLLXIjUGNYiIiIiIiIiI3Nj1Xrz94cKDSEjPwXv9GiPIz+vqk0XpqNhYaPIp1SLGcx+HRSzcrdVAX6MW0Lv3dR4lERVFo3BB27MXOsQpgZF9IUojh3JZ6fJWjH20Enj6fGihn3dgrC/CEoBvFgK9H/1Ojh2pEooca7ZGpVSgx7+7UZpEmSxRWuutlW/hrm0JMusM1r4WPbclyPHClt66pogIDNtrQdXsD+1DWrMXIuKBoXstQJ38exjRjWGjcCIiIiIiIiKiMnYF98Zjl/HPjtO4vX4V9G9R/doPEKWjZs0Csq5yFfOlS8AFx/KrXLiLrwEsWQLoucREVNqpGr13pcpycRtrN7OPGbVKATkRLqmdDNTcdBJ4vnDPG7XyJ4xbC4RktMWxyqLenGJnjUZoe3o/1v0KJFUvhhJPhSDKZInSWpeTL+DFTeVx56MfolbiBUyZMx6Rq82Y2RSoHFi40lvX1KePEtR1pvG2BntrMthbjPgvDhERERERERGRG9MUstB+Zo4J7/y7Dz5eWnx4b9OCPV6Ujho06Nrz3rJ1BtYgsuXL0H8+kQENoqJsFH69DxYl5N6PlI8f1+MJ+3C23pGlJfZpV66Scwvzvd3tm4KWWe3x+P3vqMZf6fsy1v3wGBpeAWY91QEtUXpE6as7QrtDM2MGDge3w9HKofJnbURr3HF8i2yUrhlWuNJb135RvRLU/T3WPhSc5sVgbwlg+SkiIiIiIiIiIg9gyac0VG7fRR1D7OU0vHRHfdSq6FcsxxJoCMSIUZ9z0Y7IXYgScidOyIyMU+VD7MPZOkdQQ4Y3L1xQ5hZCQHhDbKvZOM/46fIh8jnFz8CLlVHanj5fCx+uBDK8vO1jad4+MN1A6a1raqx+X/rX7g398dg841S0GNQgIiIiIiIiInJjGqcMjHu+24DlB+w1oPI4eiEFU9YcR8OQADzaKbzYjumdPgXMACGiYgleuiwh98cfwHPPQadXSk4Jhyp5448mgNnfDxg+XJkj5haU0YhnX/sLP7cdYB/qfmyL+phF0sKvU4HMTJSm9pviZImtwKwM+1iKwV+W5BLj7UTprSKw70wSTl5Js2/3auIIIrVoPZDB3hLAoAYRERERERERkQfYEhuP3XGJePz3bS73m80WvD13L4xmCz4e2BxeuqJf9hl+m1JP/+4W1Yr8uYludiJQeN3lp0QJORG0+OYbmL0N9uHqqV4ISwa0FSsB77yjzBFzC+rff6HNFaxoG7df3t56+oBy3OK/REmrKVNQaoxGWVpLef8c7+LChp3ylt66waBTv2/Wo8unq2E0meWY1ulUm20do+LFsBERERERERERkQdIzrz6Ytxf2+Kw9UQCRrUPxS21yhfLMXw0oBnev7sJvPW8TpaoqBVJ7pPRiDSjY1F/fqPb0evwBojlft3DL0M39XfovPTQ6zTQaTXQaZRbsa3XaqDViFstdLbtP2ZD7xOA3oc3YHGDjvI5zRoN/LPS4Z/tyIhAly7AI4+g1IiSWhcuyPcwx6lvRnRoC+ysVh8tzh2FxlZ6q2vXAj1lRrYJRy6k4ND5ZBw8p9zuP5ts31/3ncXo0TAYKw9dtI+ZzDfQ6Z0KjEENIiIiIiIiIiI3VpAqTxdTMjFh0UFUDTTgtbsaFOvxMKBBVHyut/qU3aJFgCy4pDDq9Hhy4HuO/b+5zvTKV4MHlR+rwMxUDNy/ClPa3Q+TVoe0kErwGToSushxQGAgiltyZjLeX/M+MnIykJltgEGfibBjl3AmrCKav3kn9InJ2HypnOoxAx78As/4XMIbTfxdlt4SWW6nEzJw8HwyDlmDF4fOp+DElTTV36OcQY9AHz1SnALMzgGNGyofRoXCoAYRERERERERkRvKMmZh3uF5yDRmAaig2jd9z3R5a9AZ0L9Bf3yw4KDM5Jh4f3ME+DgaAxORZwUwLddfgEoRE4NbT+dgu1Nj7y8WfA6TRguTTg/j4CEwd+sGo8kiswpMFuVWbsv7ZlnCTiz0G40mmH6fBlNqmgxghMefwZNb5sjn9DIZkaPVwfviFTQI+Rvzsp5AYxR/c+xfdv2CSZsmwcscgepZX6PJ2dmYMm0ORg4AnmgBwEeL8pXrIyhXYtvkzCp4Y1BfJGXk4HBsvD374vD5ZBw+n4K0bNFOXKHVAGGV/dGnaTXZn6hhtUB5W6O8r3yP6r2zON/jY0yjZDCoQURERERERETkhqJPR2Pw34Pl/VAsUO17YO4D9vtfdVuO+buzcEejqrjLqWEtEd2EIiJg2X7EvultzMF9+6Mc+z94FmgfVrDnWr0amPOpy116s0lmgXiZgUcXnkUv716IeTEGeqfST8XhqdZP4fXlr8NgrCO3j1e5G191yMIz21ZiZtNLCMn5CXpLsMvHthy3DAnpOaqxCn5eaFGrPBqGKIGLhtUCUC84AL7ejmwXZ1po8OvDbfDwr1td7mdMo2QwqEFERERERERE5IY61e6E8PLhOJF4Is++CtlPIdnrd9QuXxuzorXw99Zh3D1NZKNhIvJM4ttrEY2mxeX+1/td7tkTQdN3yrufLfwCvY5EO/bpdMCddxb8uUSpplmzgKwswGTCsag52LR9HvodBXQiqKHVQbTFHrLXgve6xmHx0cW4u8HdKE4+eh/cU7cf1uwNl9uZXj6Y1HkkgJEYuq8f1td3HdAQREBjQMsa9uyLRiEBqBJgKPR5s0OdIDSsYcKhM3kDH7vO78b0PZvtWXQGfSGaslOBsQgiEREREREREZEbElc8R94+xmU5mkBTPwTmjETH8uNkLfhXezZA9fK+pXKcRHTjjGYjkmMOyADCjs9eldu2Hg1zd57GxeTMgj3R7NkwarSykff9+1ahnHMzb5MJ+Pvvgh+UwQAMGgSMHAmMGoUFT3XD8voalM8CvMxGGdQQi8sRicDw/RocTziO4ibel9Y/Loa/uUeefZGr83+ciFtseacHJg25BU92qYMu9asgONDnugLBIotu48WfXO6bc3COzKQTWXZinnPT8Y8XH0JSrkwRuj4MahARERERERERualhp4IQnuB6X6CxM9Yf8kXzmkEY1aGA5WSIyO0cuHQA9b4Ih9exWFg0GgRNmCS3xfiJK+l4+a/d6PP1ums/kdEIjB0rgw2iPFQeWq3cL+ddhzoBoRi7ygLxzBZocKBqHVwoV1Fuj42yoG5A8Z+HFh1dhIZnslwfXz7nSiF2Ql8EB/gUWRZdpUr7ccH7LSTq/8i1VyNLVEVUiJDzbN79dx+mrDmOTp+sKpJjuNkxqEFERERERERE5IZNwmfvn42Zh/9Bz/wuftZUkAuLHw1oBp3obEtEHkdkHvSa3gu3R5+Bv7yIXyMX5ztHn5HjqaL0E4DLqdnXfrL164HYWBi1etdBDbNZNhKX865Dn21JMitDFF06VaGaHHup36ty+2zQLbhtczKKW0xCDGBxfb5L9PZDSWXRjevyHjJ1+5ChWanapzUDZlgQ2XmMqr/IPztOy9uUrOsLKJEae2oQEREREREREblxk3C0BkKdKsjk1rRGUIkdFxEVfebB2YQ4jF0FdH+yrRzL1mgxNsqMP5vEYe2JDQW/Lr19e2TOnIWsQ97Q52iBadNcl5QSvTIKy2iELnKczCTRiJ4fVskGfxyrWBMPDBmPOtvOY+WDRkBffEvOIluk2UXXGRdx1kCLTaJ+GvpGPIwpw7sX+XEMPlEOYxOANmdM2Kz0LJeaXtTgjD8w6GQ5oKXrx5rNFmgZiL4hDGoQEREREREREbltk/BYaF1ccG0T5Ju33wYReQ6ReTBivwYRiU6BAt8A1ElIkn0qTrUTV/jXLtiTGQxouFPJVqgheuyMLMKm3dYskNxL8UadHom+AfL+8cAQZV7XrigufTbH44vm99u3v1jwucxKeaH/G5jc3hoItqqU8TemjvwNem+vIj+Oo1uX4J01IogBDHEKatx+SoMreuCLgG9QKyIDlxJ9cG9jdXP2TKMJft5clr8RLD9FREREREREROS2TcKBYfvyn9e//amSPCwiKmLOfSqG7l4qx0RZOVufiuq+1e1zjSZzgZ/XS1fEmQAiu2PWLJn9kfPbL/bhhOAq2PfEPfbtMclnMH3PdFk+T5TRK1IiW+Sdd7E3pK59SGc2Izz+jLy/uEFH1fTIFSboly5HcYipAIh4U7NLqXK7+bkj8rZ8JpDiA7zttQaP//0Vvlrki26fqct9iabhdGMY1CAiIiIiIiIictMm4XWvAJFR+c+pG+RY8CQiz+Pcp8InRwkCmLVauS16a7Q5pCyaC58vVxbOC0KvK+JlX1G2atAgYORIbOgSjlTdCjl8Fml40jTHPu33jeXxwNwHZPk8UUavSIkskPPnkeHlKD+lgQXhCWfzTP3791EYshfAkYK/Z4Wh7dkL9eIBQ04Wjnx6L75Y8IUcN0Ejz9m3xQEVch52+dil+y8UyzHdTBjUICIiIiIiIiJyQ/rYk/j1X8gFT1f6H1iNEYeSSvqwiKioOPWpEHQWJRPDbN22aDX4ausl+/TvVx/HcWtmwLXoi7FngyiPF1BlvvI6luA8+4NyBiFM8yY61HRkTuw/m4S/tp4qkmyR2s0cmRrbg2NgRt6mQ63PXYGXSHVLzOcEeoN670qFt1kJRnmbjfa/HTRa1EkENv0M1L2iZJDkduJKWrEc082k0EGNtWvX4u6770b16tWh0Wjw77//XvMxq1evRqtWrWAwGFC3bl389ttv+c79+OOP5fO+9NJLhT00IiIiIiIiIqKyIzQUHePElb+ufbngM2S8+wb+2DG1eEq9EFHxsvWpsDbe1loXxk0aZclWY7Zgc3A91UP+2hpXoKc+dD4FxcVkNqFfvbvs2xqLuj9EeeMoWNI7Y99ZR0Ch79fr8eY/e5GQln3D2SJ12jWXm33anEODy6cRmA1s+fYBtDirZGVUTkuQpfvkuxqg9PsozmCUYPsbbghrIV+3+YszcapiB5cPr1XBt+iP6SZT6I4kaWlpaNGiBR555BHcd99915wfGxuLvn374qmnnsIff/yBlStX4rHHHkO1atVw112OD7+wdetW/PDDD2jeXPlgEhERERERERHdtAIDZVNecSWwK1oLEHD6In78+iGsCQeiRkWha1jxNeglIhRPn4osJSCpPe8LXAYsk74Ul/8rc3L11NEVYwZGQYmyUt9um4xqmsYyUyMke6LLebvP70Gr2j1w5IIjwHIlLRsV/L0L9DpbT8SjXnA5lPdzzN92Ih4TlxyW91tUrYw+R5Xx4LQE/DftFcRWqI6gzFRHQ/Pz51HkXDRNF2WwhD3V6qPLEz8i2adcnocN3LsC/zS7A5mnzwEIK/rjuokUOqjRu3dv+VNQU6ZMQXh4OD7//HO53ahRI6xfvx6TJk1SBTVSU1MxYsQI/Pjjjxg/fnxhD4uIiIiIiIiIqGzp1An44gtkf/iBy93f3wqsigA21wIiKkTIkjBE5EFsfSqstEsOAauPw9T/HqCyvzL41kLVQ7zcIKghzjXhmorIQA608Mt3XouQWzB352m8/Ndu+1h8ATM14uLTMWhKNOoGl0OT6oG4lJKF74a3wvAfN9vn3LkvEeVzPZ1zfw0RZtCIKkMTJwL6Qi+DFygYlTNrJt7IXojgNCWoIZyqUM3lwyKsDc0zf/kVGNCm6I7nJlSEf03XoqOjcccdd6jGRDAjd3mpZ599VmZ0iLkFCWpkZWXJH5vk5GR5m5OTI3+uxrb/WvOIiEoKz0tEVFJ4viEid8PzEtFVaLXAc89B89RTQOSqPLt7nPXFG/0AjQ6I7DgGFpMFOSZ+l/LD8w25PWv5qazs/Nc35+48g+e7Rbh+uLUEkk1xftYja43Cm0dN1hpPrqVnGlUBDSEtM7tAx3U5WemTcexiqvwRWn6wXDXH+6svkeN7jVJOIlNj3TolSFyU5+Z775V3Dx5ci1bLfBGa6IMf8pne9MJx7KtaB9XT4+X2UYMJ06ePBpq3QAAC8O+Bf9Gnfh946wuWwVKWFfQzW+xBjfPnz6Nq1aqqMbEtghAZGRnw9fXFzJkzsWPHDll+qqAmTJiAyMjIPOPLli2Dn1/+EUJny5ervwhERKWN5yUiKik83xCRu+F5iahgSzi1/S04laZcqX3w+xmYbtt9Glh0elHpHZ4H4fmG3FVMnOilocXqNWtwyM/18m1cQgYWLXL9XU83qufnN68oBFbsAm9z3qXlUfVMmHpUKZr3+kyx1qvOLNmwaQuSj1iu0bMD2H7lasX3FOvGR8KvIKvb4mL44nov2vZFYNu+OJoJYKfrKcP7huJQkgmJrZ4HdgDJ3e5FQAUzYG2P4n3CGytOrCie4/Mw6enp7hHUuJa4uDi8+OKL8h8UHx+fAj9u9OjReOWVV+zbIkhSq1Yt9OzZE4GBgdeM+IjXu/POO+Hl5XVDx09EVBR4XiKiksLzDRG5G56XiArmxehl8nbkoi/xUZeX5f27hg3DqfLA5hpAi14PotGYb0r5KN0bzzfk7o6vOo6lp4+jU+fOqF81QGZevBidNwjXp08fl49/5s9dAC5ec15RODjueQB35xkf8d5Q/DliGnJ0PjiXnrdUVrMvv0Kfo9HKRs2awD//AA0bIiE9G2uPXkHU4UtYd/QykjNlhOaq+huz4Z3hqOTjsryXeA+8iy8D4ovVE3Dfgx/DjBBglPoc/FL0DEQknEXvrzfJ7Su+gYh8/GdUW7oCc8v9iPktfPFL01/wftz72Pj4Rui1pb5UX+ps1ZiupdjfqZCQEFy4cEE1JrZF4EFkaWzfvh0XL15Eq1at7PtNJhPWrl2Lb7/9VpaY0unyRuUMBoP8yU38o1TQf5gKM5eIqCTwvEREJYXnGyJyNzwvERXM/bu34qMuyn2fjAzUzwDqnAcWDDaiOb9DBcLzDbkrL72yBqrR6uVn1Gx2ndGg0+mhzdVb46+tp7D84EX18xXj5/xEoBG4oh77YNlk1D+XgVX/ewqdn/7N5eNSNd7wysiQVauOJmRj5WtfYdW9D2P7qUTYft0WNYPQvWFV7IpLkEGO/PgNvh8aTen2GHnxdDX4nM/AsYp5yya9tPYP1XaAUfkFszQ6fLIgA/80VsZfbf8SfA3XKKN1k/Aq4Ge22IMa7du3z5PqJKLiYlzo0aMH9u7dq9r/8MMPo2HDhnjzzTddBjSIiIiIiIiIiG5GFTKSMWHJN7j1zEG5LZbIRBV+fc/epX1oRHSDbIEKs7U3hu02N6PZAm+noIbI6HjzH/X6ao3yxbtIru3ZC5ihHut5dJM8J1VNuZzv497p9Zz8qZF0EWeCguWYX1wC7mwcgh4Nq6JrwyoIDlCq+fy364wMajzVpQ6mrDmueh7RNLy0AxowGmEa8548B1tyHcuyn5/JM93HqHQ1n9OsB75YNAmdTopGIYBp7x7M9pmN/g36w6DPexE/FUFQIzU1FceOHbNvx8bGYteuXahYsSJq164ty0KdOXMGv//+u9z/1FNPyYyLN954A4888ghWrVqFWbNmYeHChXJ/QEAAmjZtqnoNf39/VKpUKc84EREREREREdHNTCybDdu9VLXtZQF67U4FWpTqoRHRDdJqcgc1lPF7bqmOQbfWwsifN8ttU64Mjiyj0mDc2Xv9rGkAxaT3LtG8O2/gRPwG3ldvmSFZNMBD2+ah+/GtuO3ZkTA80C/PnLubV0clfwM61KmEiMr+eOOfPYh6rStCAn3g6+0GF8KvXw//00qFIrNG9ENx8M3JWxZLZ20ELyR7+6FWsvJGPR33PTJOfoGoUVHoGta12A/7pgxqbNu2Dd26dbNv2/pajBo1Cr/99hvOnTuHU6dO2feHh4fLAMbLL7+Mr776CjVr1sRPP/2Eu+66q6h+ByIiIiIiIiKisst49dryFq0GushxwPARgJ412Yk8lc66Li5iFp8tPYz/rYuR23FJp3AiYz9aRfhhR4wBf+ydAR+nKj1mk7i6395ZXCpnKMZzgdGonHMGq3tIBGSl2c9JuTW8GItDweH27Q3fP+JoIZ7UN9/MlU71Ksv7g9vUkj9upX17bP70FTR45wuYcmVqGIxX6fUBINPLgLFrMrHtQUBjASIqRKBT7U7FfMBlR6E/3V27dpUpTfkRgQ1Xj9m5M5/27y6sXr26sIdFRERERERERFQ2rV9/1d0asQIaE6PM68qrfIk8PVNDZGJ8G+WolLPu5GbMPT8BFbOfRQB648n5z8CsSXE8zlIetTDdvn1beEWZ3VBsxLkmNhYLfnsRA0dMxLgVU9Ambj/8rNkJ4px08POBwJLF2FenBVr9+QOyP49Eo1f/sT+FKgTgpw7IeAyDATqTEeWzgXO5dvnkKKWm8pPu5YMa6Zn2rJXIzmPYKLwQ+E4REREREREREbkz0Zd0yQrl/rRprucYDMo8Iioz5ads/M0dcQUaWGCyjjhKL2mhQWhgHZiV9XHpryeL+VwgzjWzZqFpVhYOIx1o+WCeKb7inNSpA9qI27Vr4Hu1zIW1a4HRo+FxjEbU+3q67KnR4JJokOEQmJ0u+4tkBvpixqjWGDZ5HXxNwCvrpuOLziMRU7EGapxLlHPrXAGGxgXJ/hpUMAxqEBERERERERG5M7EoaDNyZGkeCREVI52tUXiunhmCRS6RK0ENjVNQwwwLXmj9Ir5cVMLnpEGDCjY3MxNYuVLefXfVTxjf/TGZ4aGyYoUyz0dpEO4x1q9H0Nl464YF7678EeN7PG7fLf6avskZ6JheSQY0BBHMEB4Z9D6Ofq28h98tAvRhJ0r++D2YuoMJEREREREREREREZWoLGMWdp1XyvcvPb5ctU+vMaFKmmg0HSS3vcw15a3WDETEA3ecCbDPnTSkBdzKlCn2vkCPbv0X+7+4H00vHFfPEfvFPE/Tvj1MzzyTpxF45bQE+5jp6adQ/z9HCcEcXd4cg3anAYSFFfvhliXM1CAiIiIiIiIiIiIqxYDGhHUT8NPOzaiE5zBh7ceoig/t+1M1h3DJHwjNUHrmVMx5Fmd1T8CsBSLXaJBW4zwApYn2VVohl45HHgFOnQIyMqAxm+Ev7icnA4GBQO3aohs44OurzPM0Oh10ixfDotFAY7HApFUyaC77V7A3TNfN/Re4fNn+EL9spzphVhpP7itSShjUICIiIiIiIiIiIiol0aejEbk2EuXQU273iNVin5KMIaXo56nma+AlszTCEoGhey342r8mYK2C1DAkEG5FBC+++AJlkrVhuq3peYX0ZNVu0TAd50XAycE/O6MED7DsYlCDiIiIiIiIiIiIqJR0qt0J4eXDcfGykmZx76EAVVAjXbdBNV9j0StZGms10NeoiSVZovxUKp68PQKNq7tZUKMsszZMR5bSBP0+CxB3KQM9A3KAadOUOSITRZShMubglaWv4KKLhukvD6uILzt35EJ9IfC9IiIiIiIiIiIiIioleq0eYzq9i+f+/UNup/oozaSF9kcH4mRzIDhVlDtSxnSoIHtpDI2vASxZgk7HgSMXUzGqA/sylKhcDdNFxsZL+UxdeHgevjsWj58WHEV0uDJm7R2OqbXicdepVbi7wd3Ff8xlBBuFExEREREREREREZWiepuPomqqkqnxbfsh9vHxUVnQmYBP1L3DMSBiAvTHYoC0NGTmKI24fbysUQ9yOzEJMRixX4NROzfK7R7HtthiVBh0SIPjCbmap9NVMahBREREREREREREVIqMRw7hiW1m5b5OKa7T8cQu1EkAHt4JaHM1AJ950YIFkSOBtm1xadkCOea1dAlgVAIc5F7qBIRi7CoLxF9YbzJCY1H+1sJbay2oG8Asm8JgUIOIiIiIiIiIiIioFPnUbYjGlx0L3cJniybJEkVvbQBWWksW2dSMt6Dl17Pk/XKnr8jbvz+4H9PvrIrpiz/B7P2zkeWifwOVjj7bkhCRqFQQ05uNMGodXSHCE4He25NK9fg8DYMaRERERERERERERKWotX89aJ2u3he8TEa5CC6yNT5dDrSJ22ffdz6oBYKyfOX9HGtmx+P9THigazwe2PIWBv89GNGno0v4tyCXjEboIsfBotHY/65GnaNUmEWrkfuZZVNwDGoQERERERERERERleai9wfjobWoa0yJxW9BhDqC04F3on5R7W/68mw82/8NLGh0u9wevlcJimjNQIR3VXSq3anEfgW6ivXrgdhYaKx/Xy+zCdlOmRoaswWIiVHmUYE43j0iIiIiIiIiIiIiKpVFb13dYNWwl9mouirdy5ST56ELrQEN4dNlwJ/NAZMOiNR0h95p4ZxKUfv2yJnxB3aciIbRbIQ5xYCEgBrYNOYRuVvcWvQaXAo6i37GLBj0htI+YrfHTzYRERERERERERFRaWnfHpg1C5ZLZuCUY1j/048wb1gH7f9+lNsWKOWL8lM1Axi5B1gXCgwNzNWEg0qPwYAN7aqj2+Fv5WYNtMFlkxf6ZxzGb7gTd+X8goysDGDet4iqUB1dw7qW9hG7PZafIiIiIiIiIiIiIiotBgMwaBD03dSL2V7DhkK7fIW9F4Pt9mo+WQaMiwL05SsW2+FS4YlSYOHlw6GBBhaYoEdFBGW9hNNpyn4tNIioEMGSYQXEoAYRERERERERERFRKTPoHc2jBc2GDapeDM5BjdnT38CzG/9yma0xdC+A+vVL4IipoEQpsMjbx8Ai/+NoCJ6SrfxNzbAgsvMYlgwrIAY1iIiIiIiIiIiIiEqZwUvrsizVjokvY1YjwKxx7G9z5gBeXzcNf854O8/zyNDInXeWwBFTYQw7FYTwBHHPEdTIMlsbu8cDQ+OCSvPwPAqDGkRERERERERERESlrHp5X5dlqda1r4GuJ4AGl04iOOUKPlyi9GYQOpza4/rJNm0q5qOlwtLHnkTkalF+yhHUyDEDZi0QuUYDfcyJUj0+T8KgBhEREREREREREVEpq1HeFxX9vfOMtzmajuAMwNeYhS2TR2HE7iX5PocoVGWsXAlo06aYj5YKLSICw/ZaYLA4SoPVLmdBWIIoGWYB6tQp1cPzJAxqEBEREREREREREbmBSi6CGreZQgr8eNGhQX/5Ckybmanhdvr0gb5GLdVQFR/g7Y0aZbx371I7NE/DoAYRERERERERERGRGzh6MVU9YDRC99EEVZNwZ0oLcYUZwAU/YMhAYEmVpOI9UCo8vR5Yos6y0WqAgQnVlXGxnwqE7xQRERERERERkaewWIB8FjeJyPON7t0QExYfwsMdw5SB9euB2FiZgeGKGJ80/zOUy06XV69XTQcMFg2Opp0qycOmgmrcGECsaki/aw/gm6ufCl0VgxpERERERERERG7MaHY0ld3x2ato/upE6LVc0iEqi57sUgcPdQyDQa9TBtq3B2bNArKyVPN2nN6Gmh98hcrpwIADq+3jJgBjoyw4OM4aFCG388nAZnjzn72OAWZoFBrfMSIiIiIiIiIiN3Xg0gH0nXoXgClyO2jCJNTTzMbCUUvRuIq44peIyhp7QENuGIBBg/LMaTHVCF163seKR9ZJAMK2JwFNivlA6boMaVNbJt01rOqPk7vWl/bheCT21CAiIiIiIiIictMMjV7Te+H26DP2MbFY2Tn6jBx3zuAgopuI6LMROS7/Phtajdwv5pF7Gtq2NppUDyztw/BYDGoQEREREREREbmhRUcX4WxCHMausuQpLSPGFx9dXKrHR0SlxNZnQ1zu74LGbAFiYpR5RGUQy08REREREREREbmhmIQYjNivQUSiJU9pmeH7NTiecLxUj4+ISkk+fTZURNkqMY+oDGJQg4iIiIiIiIjIDdUJCEX/VRaZnbFuyqPwy86Q42wETHSTy6fPBtHNgkENIiIiIiIiIiI31GdbEnSJyv1aSRfs42wETERENzP21CAiIiIiIiIicjdsBExEROQSgxpERERERERERO6GjYCJiIhcYvkpIiIiIiIiIiJ3w0bARERELjGoQURERERERETkbtgImIiIyCWWnyIiIiIiIiIiIiIiIo/AoAYREREREREREREREXkEBjWIiIiIiIiIiIiIiMgjMKhBREREREREREREREQegUENIiIiIiIiIiIiIiLyCAxqEBERERERERERERGRR2BQg4iIiIiIiIiIiIiIPAKDGkRERERERERERERE5BEY1CAiIiIiIiIiIiIiIo/AoAYREREREREREREREXkEBjWIiIiIiIiIiIiIiMgjMKhBREREREREREREREQegUENIiIiIiIiIiIiIiLyCAxqEBERERERERERERGRR2BQg4iIiIiIiIiIiIiIPAKDGkRERERERERERERE5BH0KCMsFou8TU5OvubcnJwcpKeny7leXl4lcHRERFfH8xIRlRSeb4jI3fC8REQlhecbInInPCflZVvbt631l/mgRkpKirytVatWaR8KERERERERERERERFd51p/UFBQvvs1lmuFPTyE2WzG2bNnERAQAI1Gc82Ijwh+xMXFITAwsMSOkYgoPzwvEVFJ4fmGiNwNz0tEVFJ4viEid8JzUl4iVCECGtWrV4dWqy37mRril6xZs2ahHiM+LPzAEJE74XmJiEoKzzdE5G54XiKiksLzDRG5E56T1K6WoWHDRuFEREREREREREREROQRGNQgIiIiIiIiIiIiIiKPcFMGNQwGA8aOHStviYjcAc9LRFRSeL4hInfD8xIRlRSeb4jInfCcdP3KTKNwIiIiIiIiIiIiIiIq227KTA0iIiIiIiIiIiIiIvI8DGoQEREREREREREREZFHYFCDiIiIiIiIiIiIiIg8AoMaRERERERERERERETkEdwmqDFhwgS0adMGAQEBCA4Oxr333ovDhw+r5mRmZuLZZ59FpUqVUK5cOQwcOBAXLlyw79+9ezeGDRuGWrVqwdfXF40aNcJXX32V72tu2LABer0et9xyyzWPT/RTHzNmDKpVqyaf+4477sDRo0dVc44cOYJ77rkHlStXRmBgIDp16oSoqKjrej+IqPSVhfPSjh07cOedd6J8+fLyGJ944gmkpqZe1/tBRDfv+WbOnDno2bOnfG2NRoNdu3blmXOt4yMiz1IWzkv/+9//0LVrV/n/zcScxMTEQr8PRFT8PP18Ex8fj+effx4NGjSQr127dm288MILSEpKuq73g4hunvPS6tWr5Xkl98/58+dveD3oww8/RIcOHeDn5yfXhMoatwlqrFmzRn4QNm3ahOXLlyMnJ0f+o5GWlmaf8/LLL2P+/PmYPXu2nH/27Fncd9999v3bt2+XH7Tp06dj//79eOeddzB69Gh8++23eV5P/A/aBx98ED169CjQ8U2cOBFff/01pkyZgs2bN8Pf3x933XWX/ADb9OvXD0ajEatWrZLH0qJFCzl2rQ8iEbknTz8viWMR/7DVrVtX7l+yZIk8hoceeqhI3h8iunnON+I4xMUan3zySb5zrnV8RORZysJ5KT09Hb169cLbb79d6N+fiEqOp59vxLGIn88++wz79u3Db7/9Jv+/16OPPnpd7wcR3XznJREwOXfunP1HPO5G16mzs7MxaNAgPP300yiTLG7q4sWLFnF4a9askduJiYkWLy8vy+zZs+1zDh48KOdER0fn+zzPPPOMpVu3bnnGhwwZYnn33XctY8eOtbRo0eKqx2I2my0hISGWTz/91D4mjsdgMFhmzJghty9duiSPZe3atfY5ycnJcmz58uWF/O2JyB152nnphx9+sAQHB1tMJpN9zp49e+TxHT16tJC/PRHdrOcbZ7GxsfI1d+7cqRq/3uMjIs/haeclZ1FRUXJOQkJCgZ+XiEqPJ59vbGbNmmXx9va25OTkFPj5iejmOy9dz/9GKch6kLNff/3VEhQUZClr3CZTIzdbml7FihXt0S0RFRNXHds0bNhQpvVFR0df9Xlsz2Hz66+/IiYmBmPHji3QscTGxspsC+fXDgoKwm233WZ/bZFqJFINf//9dxm1ExkbP/zwg4ys3XrrrYX87YnIHXnaeSkrKwve3t7Qah2nepGWKKxfv76AvzUR3eznm4K43uMjIs/haeclIvJcZeF8I15blL4TJa6IyPMV53lJEKXwRCkpUT5clMe70fWgm4Fbnl3NZjNeeukldOzYEU2bNpVj4o8lFudy1wCrWrVqvuWdNm7ciL/++gsLFy60j4n6Ym+99RbWrVtX4H9cbM8vXiu/1xb1zlasWCFrrIl6a2IRUQQ0RMphhQoVCvkOEJG78cTzUvfu3fHKK6/g008/xYsvvigDruJ1BJHOSETuyd3ONwVxPcdHRJ7DE89LROSZysL55vLly/jggw9kP0Mi8nzFeV4SgQxRQqp169bywtSffvpJ9gMTJaVatWp13etBNwO3zNQQNctEHcKZM2de93OIx4um3SL6LmqeCSaTCcOHD0dkZCTq16/v8nF//PGHbO5i+xH/2BWEaNAijlsEMsRjtmzZIgMcd999NxcPicoATzwvNWnSBFOnTsXnn38uG0OFhIQgPDxc/kPnnL1BRO7FE883RFS28bxERCXF0883ycnJ6Nu3Lxo3boz333//un8HIir75yVBVP158sknZZUf0dT7l19+kbeTJk2S+/m/g/LndpfCPPfcc1iwYAHWrl2LmjVr2sfFYpxocCIaOjlHwURXebHP2YEDB2TDJxEVf/fdd+3jKSkp2LZtG3bu3ClfxxZtEwEJEaVftmwZ+vfvL9N1bGrUqGEPSojXEhE059cW6UGCaA4ujjshIUGmGAqTJ0+WzWTEoqLt6mgi8jyeel4SxP9wFz9iXDSOElllX3zxBSIiIor8fSKisnm+KYjCHB8ReRZPPS8Rkefx9PONeI1evXrJ6h1z586Fl5fXdb0PRHRznJfy07ZtW3vJ8BtZDyrzLG5CNDl59tlnLdWrV7ccOXIkz35bA5a///7bPnbo0KE8DVj27dsnG+O+/vrreZ5DNMvdu3ev6ufpp5+2NGjQQN5PTU29agOWzz77zD6WlJSkasAyb948i1artaSkpKgeW79+fcuHH354ne8KEZUmTz8vufLzzz9b/Pz82CiTyM248/mmMI3Cr3V8ROQ5PP285IyNwoncW1k434j/L9auXTtLly5dLGlpaYV8B4joZjwv5eeOO+6wDBgw4KrHFlKI9aCy2ihc706pPH/++Sf+++8/GdW21QATjU5EY1tx++ijj8r68KKhisiGeP7559G+fXu0a9fOnsojasjfddddcp7tOXQ6HapUqSLLrdhqn9mIclE+Pj55xp2JK5tF7bTx48ejXr16snzLe++9h+rVq8sSU4I4DtE7Y9SoURgzZow85h9//FE2bxGph0TkeTz9vCR8++23MnVRpCmKzLHXX38dH3/8cZ66j0RUutz5fCPEx8fj1KlTOHv2rNw+fPiwvBVXIYmfghwfEXkWTz8vCeL1xM+xY8fk9t69e+XvIpp4umrSSUSlw9PPN6LklCgnk56ejunTp8tt8SOI1xbHQESepSTOS8KXX34p13NE+fDMzEzZU0NUAxLZYze6HnTq1Cn7+UuU4Nu1a5ccr1u3rlwj8ngWNyEOxdWPiCbZZGRkWJ555hlLhQoV5JXGImp17tw5+/6xY8e6fI7Q0NB8X1c8pkWLFtc8PhEFe++99yxVq1aVka8ePXpYDh8+rJqzdetWS8+ePS0VK1a0BAQEyCj9okWLrvs9IaLSVRbOSw888IA8J3l7e1uaN29u+f3336/7/SCim/d8I47D1XOLxxf0+IjIs5SF81J+r+/8OxBR6fP0840tG8zVj8juICLPU1LnpU8++cRSp04di4+Pj1y76dq1q2XVqlVFsh40atQol68vzlllgUb8V2kHVoiIiIiIiIiIiIiIiK5Fe80ZREREREREREREREREboBBDSIiIiIiIiIiIiIi8ggMahARERERERERERERkUdgUIOIiIiIiIiIiIiIiDwCgxpEREREREREREREROQRGNQgIiIiIiIiIiIiIiKPwKAGERERERERERERERF5BAY1iIiIiIiIiIiIiIjIIzCoQUREREREREREREREHoFBDSIiIiIiIiIiIiIi8ggMahARERERERERERERkUdgUIOIiIiIiIiIiIiIiOAJ/g+KfyjV7LVhygAAAABJRU5ErkJggg==",
|
||
"text/plain": [
|
||
"<Figure size 1600x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# Requires MODEL_BUNDLE from the earlier “collect models” block\n",
|
||
"for p, algo in MODEL_BUNDLE:\n",
|
||
" pos_series, rewards, model_name_str, algo_used = run_model_collect_series(p, algo)\n",
|
||
" plot_trades_on_price_from_series(df_test, pos_series, rewards, model_name_str, algo_used, save_png=True)\n"
|
||
]
|
||
}
|
||
],
|
||
"metadata": {
|
||
"kernelspec": {
|
||
"display_name": "drl",
|
||
"language": "python",
|
||
"name": "python3"
|
||
},
|
||
"language_info": {
|
||
"codemirror_mode": {
|
||
"name": "ipython",
|
||
"version": 3
|
||
},
|
||
"file_extension": ".py",
|
||
"mimetype": "text/x-python",
|
||
"name": "python",
|
||
"nbconvert_exporter": "python",
|
||
"pygments_lexer": "ipython3",
|
||
"version": "3.10.18"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 5
|
||
}
|