{ "cells": [ { "cell_type": "markdown", "id": "title", "metadata": {}, "source": [ "# Bidirectional Delta-Neutral Funding Rate Carry\n", "**QTS Final Project — Exploratory Analysis**\n", "\n", "Universe: BTCUSDT · ETHUSDT · SOLUSDT · BNBUSDT · XRPUSDT · DOGEUSDT · AVAXUSDT \n", "Period: Sep 2020 – Feb 2026 | 8-hour rebalance | Binance USDT-M perps" ] }, { "cell_type": "code", "execution_count": 67, "id": "imports", "metadata": {}, "outputs": [], "source": [ "import sys, warnings\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import matplotlib.ticker as mtick\n", "import matplotlib.dates as mdates\n", "import seaborn as sns\n", "from scipy import stats\n", "\n", "warnings.filterwarnings('ignore')\n", "sys.path.insert(0, '.') # so 'import strategy' works from the repo root\n", "from strategy import (\n", " run_backtest, funding_zscore, oi_filter, macro_gate,\n", " compute_positions, compute_pnl, compute_metrics,\n", " UNIVERSE, DEFAULTS, PERIODS_PER_YEAR,\n", ")\n", "\n", "plt.rcParams.update({\n", " 'figure.dpi': 120,\n", " 'axes.spines.top': False,\n", " 'axes.spines.right': False,\n", " 'axes.grid': True,\n", " 'grid.alpha': 0.35,\n", " 'font.size': 10,\n", "})\n", "COLORS = plt.rcParams['axes.prop_cycle'].by_key()['color']" ] }, { "cell_type": "code", "execution_count": 68, "id": "load-data", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Panel shape : (101115, 11)\n", "Date range : 2020-01-01 → 2026-02-24\n", "Symbols : ['ADAUSDT', 'ARBUSDT', 'ATOMUSDT', 'AVAXUSDT', 'BNBUSDT', 'BTCUSDT', 'DOGEUSDT', 'DOTUSDT', 'ETHUSDT', 'LINKUSDT', 'LTCUSDT', 'POLUSDT', 'SOLUSDT', 'UNIUSDT', 'XRPUSDT']\n", "Null counts :\n", "funding_rate 12681\n", "perp_open 12726\n", "perp_high 12726\n", "perp_low 12726\n", "perp_close 12726\n", "perp_volume 12726\n", "spot_close 11620\n", "open_interest 26811\n", "vix_close 45\n", "spy_close 3600\n", "rfr_daily_decimal 0\n", "dtype: int64\n" ] } ], "source": [ "# ── Load master panel ─────────────────────────────────────────────────────────\n", "panel = pd.read_parquet('data/processed/master_panel.parquet')\n", "\n", "# Forward-fill VIX nulls (holidays / Jan 1 gaps)\n", "vix_wide = panel['vix_close'].unstack('symbol')\n", "vix_ffilled = vix_wide.ffill()\n", "panel = panel.copy()\n", "panel['vix_close'] = vix_ffilled.stack().reindex(panel.index)\n", "\n", "print(f'Panel shape : {panel.shape}')\n", "print(f'Date range : {panel.index.get_level_values(\"datetime\").min().date()} '\n", " f'→ {panel.index.get_level_values(\"datetime\").max().date()}')\n", "print(f'Symbols : {sorted(panel.index.get_level_values(\"symbol\").unique().tolist())}')\n", "print(f'Null counts :\\n{panel.isnull().sum()}')" ] }, { "cell_type": "code", "execution_count": 69, "id": "baseline-run", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Baseline metrics:\n", " cagr 0.0018\n", " ann_vol 0.0138\n", " sharpe -5.722\n", " sortino -13.93\n", " max_drawdown 0.1778\n", " hit_rate 0.0973\n", " avg_win 0.000711\n", " avg_loss -0.000338\n", " profit_factor 1.026\n", " n_periods 6741\n", " n_years 6.16\n" ] } ], "source": [ "# ── Run baseline backtest (no OBI — data not yet fetched) ────────────────────\n", "BASE = run_backtest(panel, use_obi=False)\n", "\n", "print('Baseline metrics:')\n", "for k, v in BASE['metrics'].items():\n", " print(f' {k:<20} {v}')" ] }, { "cell_type": "markdown", "id": "a1-header", "metadata": {}, "source": [ "---\n", "## Analysis 1 — Basic Performance\n", "Gross (no transaction costs) vs net (taker fees + RFR credit). \n", "Monthly heatmap, P&L decomposition, and break-even cost estimate." ] }, { "cell_type": "code", "execution_count": 70, "id": "a1-gross-vs-net", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
CAGRAnn VolSharpeSortinoMax DDHit RateProf Factor
Scenario
Gross13.0%1.4%2.7516.250.3%20.2%95.31
Net0.2%1.4%-5.72-13.9317.8%9.7%1.03
\n", "
" ], "text/plain": [ " CAGR Ann Vol Sharpe Sortino Max DD Hit Rate Prof Factor\n", "Scenario \n", "Gross 13.0% 1.4% 2.75 16.25 0.3% 20.2% 95.31\n", "Net 0.2% 1.4% -5.72 -13.93 17.8% 9.7% 1.03" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "GROSS = run_backtest(panel, use_obi=False, taker_fee=0.0)\n", "NET = BASE # taker_fee = 0.0004 (4 bps)\n", "\n", "fig, axes = plt.subplots(2, 1, figsize=(13, 7), sharex=True,\n", " gridspec_kw={'height_ratios': [3, 1]})\n", "\n", "ax = axes[0]\n", "ax.plot(GROSS['cum_returns'].index, GROSS['cum_returns'].values * 100,\n", " label='Gross (no costs)', lw=1.5, color=COLORS[0])\n", "ax.plot(NET['cum_returns'].index, NET['cum_returns'].values * 100,\n", " label='Net (4 bps taker)', lw=1.5, color=COLORS[1])\n", "ax.set_ylabel('Cumulative Return (%)')\n", "ax.set_title('Strategy Cumulative Return — Gross vs Net')\n", "ax.legend()\n", "ax.yaxis.set_major_formatter(mtick.PercentFormatter())\n", "\n", "# Drawdown\n", "ax2 = axes[1]\n", "cum = (1 + NET['pnl']['total_pnl'].fillna(0)).cumprod()\n", "dd = (cum.cummax() - cum) / cum.cummax() * 100\n", "ax2.fill_between(dd.index, 0, -dd.values, alpha=0.5, color=COLORS[3], label='Drawdown')\n", "ax2.set_ylabel('Drawdown (%)')\n", "ax2.yaxis.set_major_formatter(mtick.PercentFormatter())\n", "ax2.legend()\n", "\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "# Metrics table\n", "rows = []\n", "for label, res in [('Gross', GROSS), ('Net', NET)]:\n", " m = res['metrics']\n", " rows.append({\n", " 'Scenario': label,\n", " 'CAGR': f\"{m['cagr']:.1%}\",\n", " 'Ann Vol': f\"{m['ann_vol']:.1%}\",\n", " 'Sharpe': f\"{m['sharpe']:.2f}\",\n", " 'Sortino': f\"{m['sortino']:.2f}\",\n", " 'Max DD': f\"{m['max_drawdown']:.1%}\",\n", " 'Hit Rate': f\"{m['hit_rate']:.1%}\",\n", " 'Prof Factor': f\"{m['profit_factor']:.2f}\",\n", "})\n", "display(pd.DataFrame(rows).set_index('Scenario'))" ] }, { "cell_type": "code", "execution_count": 71, "id": "a1-monthly-heatmap", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# ── Monthly returns heatmap ───────────────────────────────────────────────────\n", "pnl_net = NET['pnl']['total_pnl'].fillna(0)\n", "pnl_net.index = pd.to_datetime(pnl_net.index)\n", "\n", "# Compound within each calendar month\n", "monthly = pnl_net.resample('ME').apply(lambda x: (1 + x).prod() - 1) * 100\n", "pivot = monthly.copy()\n", "pivot = pd.DataFrame({\n", " 'year': pivot.index.year,\n", " 'month': pivot.index.month,\n", " 'ret': pivot.values,\n", "})\n", "heat = pivot.pivot(index='year', columns='month', values='ret')\n", "heat.columns = ['Jan','Feb','Mar','Apr','May','Jun',\n", " 'Jul','Aug','Sep','Oct','Nov','Dec'][:len(heat.columns)]\n", "\n", "fig, ax = plt.subplots(figsize=(14, 5))\n", "sns.heatmap(heat, annot=True, fmt='.1f', center=0,\n", " cmap='RdYlGn', linewidths=0.5, ax=ax,\n", " cbar_kws={'label': 'Return (%)'})\n", "ax.set_title('Monthly Returns (%) — Net Strategy')\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 72, "id": "a1-pnl-decomp", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Average turnover per period : 0.2755\n", "Break-even taker fee : 3.4 bps (current: 4 bps)\n" ] } ], "source": [ "# ── P&L decomposition & break-even cost ──────────────────────────────────────\n", "pnl = NET['pnl'].fillna(0)\n", "\n", "# Annualised contribution of each component\n", "components = {\n", " 'Funding PnL': pnl['funding_pnl'],\n", " 'Fee drag': pnl['fee_pnl'],\n", " 'RFR credit': pnl['rfr_pnl'],\n", "}\n", "ann_contrib = {k: v.sum() / NET['metrics']['n_years'] * 100 for k, v in components.items()}\n", "\n", "fig, axes = plt.subplots(1, 2, figsize=(13, 5))\n", "\n", "# Stacked area\n", "ax = axes[0]\n", "cum_fund = (1 + pnl['funding_pnl']).cumprod() - 1\n", "cum_fee = (1 + pnl['total_pnl']).cumprod() - 1 - cum_fund\n", "ax.plot(pnl.index, cum_fund.values * 100, label='Funding P&L', color=COLORS[0])\n", "ax.fill_between(pnl.index, (cum_fund + cum_fee).values * 100,\n", " cum_fund.values * 100, alpha=0.4, color=COLORS[3], label='Fee drag')\n", "ax.yaxis.set_major_formatter(mtick.PercentFormatter())\n", "ax.set_title('P&L Attribution')\n", "ax.legend()\n", "\n", "# Bar: annualised contribution\n", "ax2 = axes[1]\n", "bars = ax2.bar(ann_contrib.keys(), ann_contrib.values(),\n", " color=[COLORS[0], COLORS[3], COLORS[2]])\n", "ax2.axhline(0, color='black', lw=0.8)\n", "ax2.set_ylabel('Annualised Contribution (%)')\n", "ax2.set_title('Annual P&L Components')\n", "for bar, v in zip(bars, ann_contrib.values()):\n", " ax2.text(bar.get_x() + bar.get_width()/2, v + (0.05 if v >= 0 else -0.2),\n", " f'{v:.2f}%', ha='center', va='bottom', fontsize=9)\n", "\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "# Break-even taker fee\n", "avg_turnover = pnl['fee_pnl'].abs().sum() / (DEFAULTS['taker_fee'] + 1e-12) / len(pnl)\n", "gross_per_period = pnl['funding_pnl'].mean()\n", "be_fee = gross_per_period / avg_turnover if avg_turnover > 0 else np.nan\n", "print(f'Average turnover per period : {avg_turnover:.4f}')\n", "print(f'Break-even taker fee : {be_fee*10000:.1f} bps (current: 4 bps)')" ] }, { "cell_type": "markdown", "id": "a2-header", "metadata": {}, "source": [ "---\n", "## Analysis 2 — Three-Signal Comparison\n", "| Signal | Description |\n", "|--------|-------------|\n", "| **A** — z-score | `(rate − rolling_mean) / rolling_std` ← baseline |\n", "| **B** — level | `rate / rolling_std` (no mean subtraction: bets on absolute level) |\n", "| **C** — momentum | `EMA₉(Δrate) / rolling_std` (bets on direction of change) |" ] }, { "cell_type": "code", "execution_count": 73, "id": "a2-signal-fns", "metadata": {}, "outputs": [], "source": [ "def signal_b(funding: pd.DataFrame, lookback: int = 270) -> pd.DataFrame:\n", " \"\"\"Raw level: funding / rolling_std — no mean subtraction.\"\"\"\n", " min_obs = max(lookback // 2, 2)\n", " std = funding.rolling(lookback, min_periods=min_obs).std()\n", " return funding / std.replace(0, np.nan)\n", "\n", "def signal_c(funding: pd.DataFrame, lookback: int = 270, span: int = 9) -> pd.DataFrame:\n", " \"\"\"Momentum: EMA(span, Δrate) / rolling_std.\"\"\"\n", " min_obs = max(lookback // 2, 2)\n", " diff = funding.diff()\n", " ema_diff = diff.ewm(span=span, min_periods=2).mean()\n", " std = funding.rolling(lookback, min_periods=min_obs).std()\n", " return ema_diff / std.replace(0, np.nan)\n", "\n", "def run_with_zscore(panel, zscore_df, z_entry=1.5, **kwargs):\n", " \"\"\"Run backtest using a custom zscore DataFrame instead of the default signal.\"\"\"\n", " params = {**DEFAULTS, 'use_obi': False, 'z_entry': z_entry, **kwargs}\n", " universe = params['universe'] or UNIVERSE\n", " p = panel[panel.index.get_level_values('symbol').isin(universe)]\n", " funding = p['funding_rate'].unstack('symbol')\n", " oi = p['open_interest'].unstack('symbol')\n", " vix = p['vix_close'].unstack('symbol').bfill(axis=1).iloc[:, 0]\n", " spy = p['spy_close'].unstack('symbol').bfill(axis=1).iloc[:, 0]\n", " rfr = p['rfr_daily_decimal'].unstack('symbol').bfill(axis=1).iloc[:, 0]\n", " oi_mask = oi_filter(oi, params['oi_lookback'], params['oi_min_ratio'])\n", " risk_on = macro_gate(vix, spy, params['vix_gate'],\n", " params['spy_dd_window'], params['spy_dd_gate'])\n", " positions = compute_positions(zscore_df.reindex_like(funding),\n", " oi_mask, risk_on, z_entry)\n", " pnl_df = compute_pnl(positions, funding, rfr, params['taker_fee'])\n", " valid = pnl_df['total_pnl'].dropna()\n", " metrics = compute_metrics(valid, rfr)\n", " cum = (1 + pnl_df['total_pnl'].fillna(0)).cumprod() - 1\n", " return {'metrics': metrics, 'pnl': pnl_df, 'cum_returns': cum,\n", " 'positions': positions}" ] }, { "cell_type": "code", "execution_count": 74, "id": "a2-run", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
CAGRAnn VolSharpeSortinoMax DDHit Rate
Signal
A — Z-score0.2%1.4%-5.72-13.9317.8%9.7%
B — Level2.2%1.4%-4.39-9.9915.2%17.4%
C — Momentum0.4%0.9%-9.05-39.100.3%0.1%
\n", "
" ], "text/plain": [ " CAGR Ann Vol Sharpe Sortino Max DD Hit Rate\n", "Signal \n", "A — Z-score 0.2% 1.4% -5.72 -13.93 17.8% 9.7%\n", "B — Level 2.2% 1.4% -4.39 -9.99 15.2% 17.4%\n", "C — Momentum 0.4% 0.9% -9.05 -39.10 0.3% 0.1%" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Build wide funding matrix for signal computation\n", "p7 = panel[panel.index.get_level_values('symbol').isin(UNIVERSE)]\n", "funding_wide = p7['funding_rate'].unstack('symbol')\n", "\n", "lb = DEFAULTS['z_lookback']\n", "ze = DEFAULTS['z_entry']\n", "\n", "z_a = funding_zscore(funding_wide, lb)\n", "z_b = signal_b(funding_wide, lb)\n", "z_c = signal_c(funding_wide, lb)\n", "\n", "res_a = run_with_zscore(panel, z_a, ze)\n", "res_b = run_with_zscore(panel, z_b, ze)\n", "res_c = run_with_zscore(panel, z_c, ze)\n", "\n", "# Comparison table\n", "rows = []\n", "for label, r in [('A — Z-score', res_a), ('B — Level', res_b), ('C — Momentum', res_c)]:\n", " m = r['metrics']\n", " rows.append({\n", " 'Signal': label,\n", " 'CAGR': f\"{m['cagr']:.1%}\",\n", " 'Ann Vol': f\"{m['ann_vol']:.1%}\",\n", " 'Sharpe': f\"{m['sharpe']:.2f}\",\n", " 'Sortino': f\"{m['sortino']:.2f}\",\n", " 'Max DD': f\"{m['max_drawdown']:.1%}\",\n", " 'Hit Rate': f\"{m['hit_rate']:.1%}\",\n", "})\n", "display(pd.DataFrame(rows).set_index('Signal'))" ] }, { "cell_type": "code", "execution_count": 75, "id": "a2-plot", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(13, 5))\n", "for label, r, c in [\n", " ('A — Z-score (baseline)', res_a, COLORS[0]),\n", " ('B — Level', res_b, COLORS[1]),\n", " ('C — Momentum', res_c, COLORS[2]),\n", "]:\n", " ax.plot(r['cum_returns'].index, r['cum_returns'].values * 100,\n", " label=label, lw=1.5, color=c)\n", "\n", "ax.yaxis.set_major_formatter(mtick.PercentFormatter())\n", "ax.set_title('Cumulative Return — Three Signal Variants')\n", "ax.set_ylabel('Cumulative Return (%)')\n", "ax.legend()\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "a3-header", "metadata": {}, "source": [ "---\n", "## Analysis 3 — Open Interest Filter\n", "Three OI filter variants:\n", "- **No filter** — trade always\n", "- **Binary** — flat when `OI < 0.5 × rolling_mean(270)`\n", "- **Tiered** — full weight when OI healthy, half weight when OI is 1.5–2× mean (unusual surge), flat when OI < 0.5× mean" ] }, { "cell_type": "code", "execution_count": 76, "id": "a3-run", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
CAGRAnn VolSharpeSortinoMax DD
OI Variant
No filter-0.0%1.3%-6.10-14.2717.8%
Binary gate0.2%1.4%-5.72-13.9317.8%
Tiered-0.4%1.2%-7.06-15.2419.6%
\n", "
" ], "text/plain": [ " CAGR Ann Vol Sharpe Sortino Max DD\n", "OI Variant \n", "No filter -0.0% 1.3% -6.10 -14.27 17.8%\n", "Binary gate 0.2% 1.4% -5.72 -13.93 17.8%\n", "Tiered -0.4% 1.2% -7.06 -15.24 19.6%" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def run_oi_variant(panel, variant: str):\n", " \"\"\"\n", " variant:\n", " 'none' — no OI filter (oi_min_ratio=0)\n", " 'binary' — standard binary gate (oi_min_ratio=0.5)\n", " 'tiered' — custom: full/half/flat depending on OI level\n", " \"\"\"\n", " p7 = panel[panel.index.get_level_values('symbol').isin(UNIVERSE)]\n", " funding = p7['funding_rate'].unstack('symbol')\n", " oi = p7['open_interest'].unstack('symbol')\n", " vix = p7['vix_close'].unstack('symbol').bfill(axis=1).iloc[:, 0]\n", " spy = p7['spy_close'].unstack('symbol').bfill(axis=1).iloc[:, 0]\n", " rfr = p7['rfr_daily_decimal'].unstack('symbol').bfill(axis=1).iloc[:, 0]\n", "\n", " zscore = funding_zscore(funding, DEFAULTS['z_lookback'])\n", " risk_on = macro_gate(vix, spy, DEFAULTS['vix_gate'],\n", " DEFAULTS['spy_dd_window'], DEFAULTS['spy_dd_gate'])\n", "\n", " lb, ze = DEFAULTS['oi_lookback'], DEFAULTS['z_entry']\n", " roll_mean = oi.rolling(lb, min_periods=lb//2).mean()\n", "\n", " if variant == 'none':\n", " oi_mask = pd.DataFrame(True, index=oi.index, columns=oi.columns)\n", " positions = compute_positions(zscore, oi_mask, risk_on, ze)\n", "\n", " elif variant == 'binary':\n", " oi_mask = oi_filter(oi, lb, 0.5)\n", " positions = compute_positions(zscore, oi_mask, risk_on, ze)\n", "\n", " elif variant == 'tiered':\n", " ratio = oi / roll_mean.replace(0, np.nan)\n", " # Raw signals\n", " raw = pd.DataFrame(0.0, index=zscore.index, columns=zscore.columns)\n", " raw[zscore > ze] = -1.0\n", " raw[zscore < -ze] = 1.0\n", " # Scale by OI ratio tier\n", " weight = pd.DataFrame(1.0, index=ratio.index, columns=ratio.columns)\n", " weight[ratio < 0.5] = 0.0 # too illiquid → flat\n", " weight[(ratio >= 1.5) & (ratio < 2.0)] = 0.5 # unusual surge → half\n", " weight[ratio >= 2.0] = 0.25 # extreme surge → quarter\n", " weight = weight.fillna(1.0)\n", " raw = raw * weight\n", " raw = raw.multiply(risk_on.reindex(raw.index).fillna(True).astype(float), axis=0)\n", " n_active = (raw != 0).sum(axis=1).replace(0, np.nan)\n", " positions = raw.divide(n_active, axis=0).fillna(0.0)\n", "\n", " pnl_df = compute_pnl(positions, funding, rfr, DEFAULTS['taker_fee'])\n", " valid = pnl_df['total_pnl'].dropna()\n", " metrics = compute_metrics(valid, rfr)\n", " cum = (1 + pnl_df['total_pnl'].fillna(0)).cumprod() - 1\n", " return {'metrics': metrics, 'pnl': pnl_df, 'cum_returns': cum}\n", "\n", "oi_none = run_oi_variant(panel, 'none')\n", "oi_binary = run_oi_variant(panel, 'binary')\n", "oi_tiered = run_oi_variant(panel, 'tiered')\n", "\n", "rows = []\n", "for label, r in [('No filter', oi_none), ('Binary gate', oi_binary), ('Tiered', oi_tiered)]:\n", " m = r['metrics']\n", " rows.append({'OI Variant': label,\n", " 'CAGR': f\"{m['cagr']:.1%}\", 'Ann Vol': f\"{m['ann_vol']:.1%}\",\n", " 'Sharpe': f\"{m['sharpe']:.2f}\", 'Sortino': f\"{m['sortino']:.2f}\",\n", " 'Max DD': f\"{m['max_drawdown']:.1%}\"})\n", "display(pd.DataFrame(rows).set_index('OI Variant'))" ] }, { "cell_type": "code", "execution_count": 77, "id": "a3-plot", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(13, 5))\n", "for label, r, c in [\n", " ('No OI filter', oi_none, COLORS[3]),\n", " ('Binary gate', oi_binary, COLORS[0]),\n", " ('Tiered weights', oi_tiered, COLORS[1]),\n", "]:\n", " ax.plot(r['cum_returns'].index, r['cum_returns'].values * 100,\n", " label=label, lw=1.5, color=c)\n", "ax.yaxis.set_major_formatter(mtick.PercentFormatter())\n", "ax.set_title('OI Filter Variants — Cumulative Return')\n", "ax.set_ylabel('Cumulative Return (%)')\n", "ax.legend()\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "a4-header", "metadata": {}, "source": [ "---\n", "## Analysis 4 — Macro Gating\n", "Ungated vs gated (VIX > 30 or SPY 5-day drawdown > 5%). \n", "Event study: cumulative P&L during the top 3 stress episodes." ] }, { "cell_type": "code", "execution_count": 78, "id": "a4-run", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
CAGRSharpeSortinoMax DDHit Rate
Scenario
Ungated0.1%-5.58-13.7919.1%10.3%
Gated0.2%-5.72-13.9317.8%9.7%
\n", "
" ], "text/plain": [ " CAGR Sharpe Sortino Max DD Hit Rate\n", "Scenario \n", "Ungated 0.1% -5.58 -13.79 19.1% 10.3%\n", "Gated 0.2% -5.72 -13.93 17.8% 9.7%" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "UNGATED = run_backtest(panel, use_obi=False,\n", " vix_gate=9999.0, spy_dd_gate=9999.0)\n", "GATED = NET # baseline has macro gate\n", "\n", "fig, axes = plt.subplots(2, 1, figsize=(13, 7), sharex=True,\n", " gridspec_kw={'height_ratios': [3, 1]})\n", "\n", "ax = axes[0]\n", "ax.plot(UNGATED['cum_returns'].index, UNGATED['cum_returns'].values * 100,\n", " label='Ungated', lw=1.5, color=COLORS[3], alpha=0.8)\n", "ax.plot(GATED['cum_returns'].index, GATED['cum_returns'].values * 100,\n", " label='Gated (VIX+SPY)', lw=1.5, color=COLORS[0])\n", "ax.yaxis.set_major_formatter(mtick.PercentFormatter())\n", "ax.set_title('Macro Gate — Cumulative Return')\n", "ax.legend()\n", "\n", "# VIX overlay\n", "ax_vix = ax.twinx()\n", "vix_series = panel['vix_close'].unstack('symbol').bfill(axis=1).iloc[:, 0]\n", "ax_vix.plot(vix_series.index, vix_series.values, color='grey', alpha=0.3, lw=0.8)\n", "ax_vix.axhline(30, color='grey', lw=0.6, ls='--')\n", "ax_vix.set_ylabel('VIX', color='grey')\n", "ax_vix.tick_params(axis='y', colors='grey')\n", "ax_vix.spines['right'].set_visible(True)\n", "\n", "# Flat periods\n", "ax2 = axes[1]\n", "risk_on = GATED['risk_on'].astype(int)\n", "ax2.fill_between(risk_on.index, 0, (1 - risk_on.values),\n", " color=COLORS[3], alpha=0.6, label='Flat (gated)')\n", "ax2.set_ylabel('Gated = 1')\n", "ax2.set_ylim(-0.1, 1.5)\n", "ax2.legend()\n", "\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "# Metrics comparison\n", "rows = []\n", "for label, r in [('Ungated', UNGATED), ('Gated', GATED)]:\n", " m = r['metrics']\n", " rows.append({'Scenario': label,\n", " 'CAGR': f\"{m['cagr']:.1%}\", 'Sharpe': f\"{m['sharpe']:.2f}\",\n", " 'Sortino': f\"{m['sortino']:.2f}\", 'Max DD': f\"{m['max_drawdown']:.1%}\",\n", " 'Hit Rate': f\"{m['hit_rate']:.1%}\"})\n", "display(pd.DataFrame(rows).set_index('Scenario'))" ] }, { "cell_type": "code", "execution_count": 79, "id": "a4-event-study", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# ── Stress episode event study ────────────────────────────────────────────────\n", "EPISODES = {\n", " 'COVID crash (Mar 2020)': ('2020-02-20', '2020-04-30'),\n", " 'LUNA collapse (May 2022)': ('2022-05-01', '2022-06-30'),\n", " 'FTX collapse (Nov 2022)': ('2022-11-01', '2022-12-31'),\n", "}\n", "\n", "fig, axes = plt.subplots(1, len(EPISODES), figsize=(14, 4), sharey=False)\n", "\n", "for ax, (ep_name, (start, end)) in zip(axes, EPISODES.items()):\n", " for label, r, c in [\n", " ('Ungated', UNGATED, COLORS[3]),\n", " ('Gated', GATED, COLORS[0]),\n", " ]:\n", " ep = r['pnl']['total_pnl'].fillna(0)\n", " ep = ep[start:end]\n", " cum_ep = (1 + ep).cumprod() - 1\n", " ax.plot(cum_ep.index, cum_ep.values * 100, label=label, lw=1.5, color=c)\n", " ax.axhline(0, color='black', lw=0.5)\n", " ax.set_title(ep_name, fontsize=9)\n", " ax.yaxis.set_major_formatter(mtick.PercentFormatter())\n", " ax.tick_params(axis='x', rotation=30, labelsize=7)\n", "\n", "axes[0].legend(fontsize=8)\n", "fig.suptitle('Stress Episode Event Study — Ungated vs Gated', fontsize=11)\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "a5-header", "metadata": {}, "source": [ "---\n", "## Analysis 5 — Portfolio Risk\n", "- 1-day VaR (95%, 99%) and CVaR/ES using historical simulation\n", "- P&L component decomposition over time\n", "- Worst 5 drawdown events" ] }, { "cell_type": "code", "execution_count": 80, "id": "a5-var", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Historical simulation (daily P&L, 917 days):\n", " VaR 95% : -0.1139% (-0.11 bps per $1M = $-1,139)\n", " VaR 99% : -0.1430% (-0.14 bps per $1M = $-1,430)\n", " CVaR 95% : -0.1365% (Expected Shortfall beyond 95% VaR)\n", " CVaR 99% : -0.1769% (Expected Shortfall beyond 99% VaR)\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Return distribution moments:\n", " Skewness : 5.320 (negative = left tail)\n", " Excess Kurt: 40.554 (positive = fat tails)\n" ] } ], "source": [ "# Use 3 consecutive 8h periods = 1 calendar day\n", "pnl_all = NET['pnl']['total_pnl'].fillna(0)\n", "\n", "# Compound three 8h periods into daily P&L\n", "pnl_all.index = pd.to_datetime(pnl_all.index)\n", "daily_pnl = pnl_all.resample('D').apply(lambda x: (1 + x).prod() - 1)\n", "daily_pnl = daily_pnl[daily_pnl != 0] # drop non-trading days\n", "\n", "var_95 = np.percentile(daily_pnl, 5)\n", "var_99 = np.percentile(daily_pnl, 1)\n", "es_95 = daily_pnl[daily_pnl <= var_95].mean()\n", "es_99 = daily_pnl[daily_pnl <= var_99].mean()\n", "\n", "print(f'Historical simulation (daily P&L, {len(daily_pnl):,} days):')\n", "print(f' VaR 95% : {var_95:.4%} ({var_95*100:.2f} bps per $1M = ${var_95*1e6:,.0f})')\n", "print(f' VaR 99% : {var_99:.4%} ({var_99*100:.2f} bps per $1M = ${var_99*1e6:,.0f})')\n", "print(f' CVaR 95% : {es_95:.4%} (Expected Shortfall beyond 95% VaR)')\n", "print(f' CVaR 99% : {es_99:.4%} (Expected Shortfall beyond 99% VaR)')\n", "\n", "fig, axes = plt.subplots(1, 2, figsize=(13, 4))\n", "\n", "# P&L histogram\n", "ax = axes[0]\n", "ax.hist(daily_pnl * 100, bins=80, color=COLORS[0], alpha=0.7, edgecolor='none')\n", "ax.axvline(var_95 * 100, color='orange', lw=1.5, ls='--', label=f'VaR 95% ({var_95:.2%})')\n", "ax.axvline(var_99 * 100, color='red', lw=1.5, ls='--', label=f'VaR 99% ({var_99:.2%})')\n", "ax.set_xlabel('Daily Return (%)')\n", "ax.set_ylabel('Frequency')\n", "ax.set_title('Daily P&L Distribution')\n", "ax.legend(fontsize=8)\n", "\n", "# QQ plot\n", "ax2 = axes[1]\n", "stats.probplot(daily_pnl, dist='norm', plot=ax2)\n", "ax2.set_title('QQ Plot vs Normal')\n", "\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "# Higher moments\n", "print(f'\\nReturn distribution moments:')\n", "print(f' Skewness : {stats.skew(daily_pnl):.3f} (negative = left tail)')\n", "print(f' Excess Kurt: {stats.kurtosis(daily_pnl):.3f} (positive = fat tails)')" ] }, { "cell_type": "code", "execution_count": 81, "id": "a5-worst-events", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Worst 5 drawdown events:\n" ] }, { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
starttroughendmax_dd_pctduration_h
02021-09-07 16:00:00+00:002022-11-06 00:00:00+00:002023-03-22 00:00:00+00:005.37%13448h
12020-11-07 16:00:00+00:002020-11-21 08:00:00+00:002020-11-23 16:00:00+00:000.67%384h
22021-04-18 16:00:00+00:002021-07-26 16:00:00+00:002021-09-05 08:00:00+00:000.61%3352h
32021-02-07 16:00:00+00:002021-02-08 16:00:00+00:002021-02-09 16:00:00+00:000.46%48h
42020-12-02 16:00:00+00:002020-12-11 00:00:00+00:002020-12-11 08:00:00+00:000.32%208h
\n", "
" ], "text/plain": [ " start trough \\\n", "0 2021-09-07 16:00:00+00:00 2022-11-06 00:00:00+00:00 \n", "1 2020-11-07 16:00:00+00:00 2020-11-21 08:00:00+00:00 \n", "2 2021-04-18 16:00:00+00:00 2021-07-26 16:00:00+00:00 \n", "3 2021-02-07 16:00:00+00:00 2021-02-08 16:00:00+00:00 \n", "4 2020-12-02 16:00:00+00:00 2020-12-11 00:00:00+00:00 \n", "\n", " end max_dd_pct duration_h \n", "0 2023-03-22 00:00:00+00:00 5.37% 13448h \n", "1 2020-11-23 16:00:00+00:00 0.67% 384h \n", "2 2021-09-05 08:00:00+00:00 0.61% 3352h \n", "3 2021-02-09 16:00:00+00:00 0.46% 48h \n", "4 2020-12-11 08:00:00+00:00 0.32% 208h " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# ── Worst 5 drawdown events ───────────────────────────────────────────────────\n", "cum = (1 + pnl_all).cumprod()\n", "roll_max = cum.cummax()\n", "drawdown = (roll_max - cum) / roll_max\n", "\n", "# Find drawdown peaks (local maxima in the drawdown series)\n", "dd_df = drawdown.to_frame('dd')\n", "dd_df['in_dd'] = dd_df['dd'] > 0.001\n", "\n", "# Identify distinct drawdown periods by finding starts and ends\n", "events = []\n", "in_dd = False\n", "start = None\n", "peak_dd = 0\n", "peak_date = None\n", "\n", "for dt, row in dd_df.iterrows():\n", " if row['in_dd'] and not in_dd:\n", " in_dd = True\n", " start = dt\n", " peak_dd = row['dd']\n", " peak_date = dt\n", " elif row['in_dd'] and in_dd:\n", " if row['dd'] > peak_dd:\n", " peak_dd = row['dd']\n", " peak_date = dt\n", " elif not row['in_dd'] and in_dd:\n", " events.append({'start': start, 'trough': peak_date,\n", " 'end': dt, 'max_dd': peak_dd})\n", " in_dd = False\n", " peak_dd = 0\n", "\n", "events_df = pd.DataFrame(events).sort_values('max_dd', ascending=False).head(5)\n", "events_df['duration'] = (events_df['end'] - events_df['start']).dt.total_seconds() / 3600\n", "events_df['max_dd_pct'] = events_df['max_dd'].map('{:.2%}'.format)\n", "events_df['duration_h'] = events_df['duration'].map('{:.0f}h'.format)\n", "print('Worst 5 drawdown events:')\n", "display(events_df[['start', 'trough', 'end', 'max_dd_pct', 'duration_h']].reset_index(drop=True))" ] }, { "cell_type": "markdown", "id": "a6-header", "metadata": {}, "source": [ "---\n", "## Analysis 6 — Regime / Crisis Subperiod Analysis\n", "\n", "| Period | Label | Date Range |\n", "|--------|-------|------------|\n", "| Pre-COVID | Quiet bull | Jan 2020 – Feb 2020 |\n", "| COVID crash + recovery | Crisis | Mar 2020 – Dec 2020 |\n", "| 2021 Bull Run | Euphoria | Jan 2021 – Nov 2021 |\n", "| LUNA / FTX bear | Capitulation | Dec 2021 – Dec 2022 |\n", "| Post-FTX recovery | New cycle | Jan 2023 – Feb 2026 |" ] }, { "cell_type": "code", "execution_count": 82, "id": "a6-regimes", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
StartEndCAGRSharpeMax DDHit RateN Periods
Period
Pre-COVID2020-012020-02-0.2%-47.180.0%0.6%177
COVID crash/recover2020-032020-129.9%5.890.7%15.2%918
2021 Bull Run2021-012021-1113.3%5.391.2%14.3%1002
LUNA/FTX Bear2021-122022-12-0.2%-3.655.0%6.8%1188
Post-FTX Cycle2023-012026-02-5.5%-25.2417.8%8.4%3453
\n", "
" ], "text/plain": [ " Start End CAGR Sharpe Max DD Hit Rate \\\n", "Period \n", "Pre-COVID 2020-01 2020-02 -0.2% -47.18 0.0% 0.6% \n", "COVID crash/recover 2020-03 2020-12 9.9% 5.89 0.7% 15.2% \n", "2021 Bull Run 2021-01 2021-11 13.3% 5.39 1.2% 14.3% \n", "LUNA/FTX Bear 2021-12 2022-12 -0.2% -3.65 5.0% 6.8% \n", "Post-FTX Cycle 2023-01 2026-02 -5.5% -25.24 17.8% 8.4% \n", "\n", " N Periods \n", "Period \n", "Pre-COVID 177 \n", "COVID crash/recover 918 \n", "2021 Bull Run 1002 \n", "LUNA/FTX Bear 1188 \n", "Post-FTX Cycle 3453 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "REGIMES = [\n", " ('Pre-COVID', '2020-01-01', '2020-02-28'),\n", " ('COVID crash/recover','2020-03-01', '2020-12-31'),\n", " ('2021 Bull Run', '2021-01-01', '2021-11-30'),\n", " ('LUNA/FTX Bear', '2021-12-01', '2022-12-31'),\n", " ('Post-FTX Cycle', '2023-01-01', '2026-02-26'),\n", "]\n", "\n", "pnl_series = NET['pnl']['total_pnl'].fillna(0)\n", "rfr_series = panel['rfr_daily_decimal'].unstack('symbol').bfill(axis=1).iloc[:, 0]\n", "\n", "rows = []\n", "for name, start, end in REGIMES:\n", " seg = pnl_series[start:end]\n", " rfr_seg = rfr_series.reindex(seg.index).fillna(0)\n", " m = compute_metrics(seg, rfr_seg)\n", " rows.append({\n", " 'Period': name,\n", " 'Start': start[:7], 'End': end[:7],\n", " 'CAGR': f\"{m['cagr']:.1%}\",\n", " 'Sharpe': f\"{m['sharpe']:.2f}\" if not np.isnan(m['sharpe']) else 'n/a',\n", " 'Max DD': f\"{m['max_drawdown']:.1%}\",\n", " 'Hit Rate': f\"{m['hit_rate']:.1%}\",\n", " 'N Periods': m['n_periods'],\n", " })\n", "display(pd.DataFrame(rows).set_index('Period'))" ] }, { "cell_type": "code", "execution_count": 83, "id": "a6-plot", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "REGIME_COLORS = [COLORS[i % len(COLORS)] for i in range(len(REGIMES))]\n", "\n", "fig, ax = plt.subplots(figsize=(13, 5))\n", "cum_full = (1 + pnl_series).cumprod() - 1\n", "ax.plot(cum_full.index, cum_full.values * 100, color='black', lw=1.5, zorder=5)\n", "\n", "for (name, start, end), col in zip(REGIMES, REGIME_COLORS):\n", " ax.axvspan(pd.Timestamp(start), pd.Timestamp(end), alpha=0.12, color=col, label=name)\n", "\n", "ax.yaxis.set_major_formatter(mtick.PercentFormatter())\n", "ax.set_title('Cumulative Return by Market Regime')\n", "ax.set_ylabel('Cumulative Return (%)')\n", "ax.legend(fontsize=8, loc='upper left')\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "a7-header", "metadata": {}, "source": [ "---\n", "## Analysis 7 — Robustness\n", "Sensitivity to key hyperparameters: z-lookback, z_entry threshold, and universe size. \n", "Signal rank autocorrelation to confirm persistence." ] }, { "cell_type": "code", "execution_count": 84, "id": "a7-lookback", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# ── 7a: Lookback sensitivity ──────────────────────────────────────────────────\n", "lookbacks = [180, 270, 360, 540]\n", "lb_results = {}\n", "for lb in lookbacks:\n", " r = run_backtest(panel, use_obi=False, z_lookback=lb, oi_lookback=lb)\n", " lb_results[lb] = r\n", "\n", "fig, axes = plt.subplots(1, 2, figsize=(13, 4))\n", "\n", "ax = axes[0]\n", "for lb, r in lb_results.items():\n", " ax.plot(r['cum_returns'].index, r['cum_returns'].values * 100,\n", " label=f'{lb}p ({lb//3}d)', lw=1.2)\n", "ax.yaxis.set_major_formatter(mtick.PercentFormatter())\n", "ax.set_title('Lookback Sensitivity')\n", "ax.legend(fontsize=8)\n", "\n", "# Bar: Sharpe by lookback\n", "ax2 = axes[1]\n", "sharpes = [lb_results[lb]['metrics']['sharpe'] for lb in lookbacks]\n", "ax2.bar([f'{lb}p' for lb in lookbacks], sharpes, color=COLORS[:len(lookbacks)])\n", "ax2.axhline(0, color='black', lw=0.5)\n", "ax2.set_ylabel('Sharpe Ratio')\n", "ax2.set_title('Sharpe by Lookback')\n", "for i, (bar, v) in enumerate(zip(ax2.patches, sharpes)):\n", " ax2.text(bar.get_x() + bar.get_width()/2, v + 0.01,\n", " f'{v:.2f}', ha='center', fontsize=9)\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 85, "id": "a7-z-entry", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
SharpeCAGRMax DD
z_entry
1.00-10.236-7.4151.97
1.25-9.019-4.6642.15
1.50-7.549-2.4432.33
1.75-6.107-0.5822.94
2.00-5.7220.1817.78
2.50-5.6920.8412.58
\n", "
" ], "text/plain": [ " Sharpe CAGR Max DD\n", "z_entry \n", "1.00 -10.236 -7.41 51.97\n", "1.25 -9.019 -4.66 42.15\n", "1.50 -7.549 -2.44 32.33\n", "1.75 -6.107 -0.58 22.94\n", "2.00 -5.722 0.18 17.78\n", "2.50 -5.692 0.84 12.58" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# ── 7b: z_entry threshold sensitivity ────────────────────────────────────────\n", "z_entries = [1.0, 1.25, 1.5, 1.75, 2.0, 2.5]\n", "ze_results = {}\n", "for ze in z_entries:\n", " r = run_backtest(panel, use_obi=False, z_entry=ze)\n", " ze_results[ze] = r\n", "\n", "fig, axes = plt.subplots(1, 2, figsize=(13, 4))\n", "\n", "ax = axes[0]\n", "for ze, r in ze_results.items():\n", " ax.plot(r['cum_returns'].index, r['cum_returns'].values * 100,\n", " label=f'z={ze}', lw=1.2)\n", "ax.yaxis.set_major_formatter(mtick.PercentFormatter())\n", "ax.set_title('z_entry Sensitivity')\n", "ax.legend(fontsize=8)\n", "\n", "ax2 = axes[1]\n", "metric_df = pd.DataFrame({\n", " 'z_entry': z_entries,\n", " 'Sharpe': [ze_results[ze]['metrics']['sharpe'] for ze in z_entries],\n", " 'CAGR': [ze_results[ze]['metrics']['cagr']*100 for ze in z_entries],\n", " 'Max DD': [ze_results[ze]['metrics']['max_drawdown']*100 for ze in z_entries],\n", "})\n", "ax2.plot(metric_df['z_entry'], metric_df['Sharpe'], 'o-', color=COLORS[0], label='Sharpe')\n", "ax2_r = ax2.twinx()\n", "ax2_r.plot(metric_df['z_entry'], metric_df['Max DD'], 's--', color=COLORS[3], label='Max DD (%)')\n", "ax2.set_xlabel('z_entry threshold')\n", "ax2.set_ylabel('Sharpe', color=COLORS[0])\n", "ax2_r.set_ylabel('Max Drawdown (%)', color=COLORS[3])\n", "ax2.set_title('Sharpe & Max DD vs z_entry')\n", "lines1, labels1 = ax2.get_legend_handles_labels()\n", "lines2, labels2 = ax2_r.get_legend_handles_labels()\n", "ax2.legend(lines1 + lines2, labels1 + labels2, fontsize=8)\n", "\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "display(metric_df.set_index('z_entry').round(3))" ] }, { "cell_type": "code", "execution_count": 86, "id": "a7-universe", "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABgsAAAHUCAYAAAAEBhgrAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjgsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvwVt1zgAAAAlwSFlzAAASdAAAEnQB3mYfeAABAABJREFUeJzs3Xd4FFXbwOHfbE/vjQAJvUrvCgSQLq8iFiyIXUD9BLFgpakvvjZs2AUURbEiKCAtqPRIr6ElIUB679nd+f7YZCFkUwkkIc99XVxkZ87MOTOTMjPPOc9RVFVVEUIIIYQQQgghhBBCCCFEg6Wp7QYIIYQQQgghhBBCCCGEEKJ2SbBACCGEEEIIIYQQQgghhGjgJFgghBBCCCGEEEIIIYQQQjRwEiwQQgghhBBCCCGEEEIIIRo4CRYIIYQQQgghhBBCCCGEEA2cBAuEEEIIIYQQQgghhBBCiAZOggVCCCGEEEIIIYQQQgghRAMnwQIhhBBCCCGEEEIIIYQQooGTYIEQQgghhBBCCCGEEEII0cBJsEAIIYQQQgghhBBCCCGEaOAkWCCEEEIIIYQQQgghhBBCNHASLBBCiDKEhYWhKEptN6PekvNXc6pzLhctWoSiKCxatOiS6lYUhbCwsEvahxBCCCHE1aa+3+uGh4ejKAqzZs0qtS4iIoKhQ4fi6+uLoih06dIFgHvvvRdFUYiKirqibS1PaGgooaGhtd2MS5aRkcH//d//ERoaik6nQ1EU9uzZA0BhYSEzZ86kVatWGI1GFEXh119/rdX2CiGuXhIsEELUG8U3tOW9uIyKikJRlKvihrGuOXv2LNOmTaN9+/Y4Ozvj5ORE06ZNGThwIC+88AInTpyo7SaW64cffmDEiBH4+/uj1+vx8fGhffv23H333SxevLi2m1dl5T3gXW6zZs1CURTCw8OveN1CCCGEEDVFUZQS/4xGI35+fnTr1o0HH3yQVatWYbFYaruZV1RGRgajR49mx44djB8/npkzZzJp0qRaa099DMqEhoaW+t66+N/FHXqeeeYZ3n//fa655hqee+45Zs6cSWBgIABvvfUWc+bMoVGjRjz11FPMnDmTtm3bXvbjqI/nXghx6XS13QAhhKirvvrqK3Jycmq7GXXCgQMHGDhwICkpKVxzzTVMnDgRDw8PYmJiOHDgAK+99hrNmjWjRYsW9m3q0vl7+OGH+eyzz3BycmL06NE0a9aM7OxsTp48yYoVKwgPD2fixIm13cwyVedcjh07lj59+hAUFHRJdR8+fBhnZ+dL2ocQQgghRF02c+ZMACwWC2lpaRw8eJCvv/6aL774gh49evDNN9/QunXrEtvUpXvd6ujVqxeHDx/G19e3xPIdO3aQkJDAq6++yvPPP19i3X//+19mzJhBcHDwlWxqudavX1/bTSjTE088gaenp8N1xaM1iq1cuZLWrVuzYsWKUmVXrlyJq6sra9euxWAwXIaWCiHEeRIsEEKIMjRt2rS2m1BnTJ06lZSUFGbNmmV/mLrQyZMnKSgoKLGsrpy/zZs389lnn9G4cWO2bt1K48aNS6wvLCys8z3kq3MuPTw88PDwuOS6r0SvJSGEEEKI2uRopGZ8fDyPP/44P/zwA9dffz0RERH4+/vb19eVe93qcnZ2dnifd/bsWQAaNWpUal1QUNAld0SpaRd2Vqprpk6dWukR72fPnmXAgAFlrvPx8ZFAgRDiipA0REKIBuHCtCk//vgjvXr1wtnZGW9vb8aPH8+ZM2dKbXPxsMulS5eiKApPPvmkwzry8/Px8vIiMDAQs9lcYt3SpUsZNGgQXl5emEwm2rVrxyuvvEJ+fn6p/RSnWoqLi+PBBx8kODgYrVZrH6oaHx/PU089RZs2bXBxccHT05M2bdpw7733cvLkyVL7W7NmDaNGjcLX1xej0UiLFi14+umnSUtLq/T527JlC2DrHeNI8+bNSz1sOBq2WtFw3Isf1FJSUnjuuedo164dTk5OeHh4MGTIEP78889Kt33z5s0AjBs3rlSgAECv1zN06FCH21bl3BXnS83JyeHpp5+madOmGI1GWrZsyeuvv46qqqW2+e233xgyZAhBQUEYjUYaNWrEwIEDWbBgQYlyF5/Le++9l0GDBgEwe/bsEuewOPBx8ZwFeXl5eHp64u/vX+r7s9ikSZNQFIXff//dvuzi1F+hoaHMnj0bgEGDBpWoG2D8+PEoisJff/3lsI4ff/wRRVF4/PHHHa4XQgghhKgLAgIC+O677wgLC+P06dO89tprJdbX92eFi1NaFqdzLR5te99995VKmVPenAU7duzg9ttvJzg4GKPRSFBQEMOGDWPZsmUlyi1atIhx48bRvHlznJyccHd359prr2XJkiUlyhW3Z9OmTfbjLv538b2poxfy+fn5zJs3j06dOuHs7Iy7uzv9+/cv1Z4L67r33nuJiopi/Pjx+Pr6YjKZ6NGjBytXriy1TU0p/j5SVZVNmzaVOMbi833q1Cmio6Pt6y4+3u3bt3PLLbcQGBiIwWCgSZMmPPLII/bAz8VSUlJ44YUX6NixI87Oznh4eNC5c2dmzJhBdnZ2pc+9EOLqJCMLhBANyoIFC/jtt9/4z3/+w8CBA9m+fTvff/89e/fuZc+ePRiNxjK3HTt2LB4eHnzzzTf873//Q6cr+St0+fLlpKWlMX369BLrHnjgAb788ksaN27MzTffjKenJ9u2beOll15i/fr1rF27ttS+UlJS6NOnD66urtx8881oNBoCAgLIycnh2muv5cSJEwwdOpQxY8agqirR0dEsX76cW265hebNm9v3M2fOHGbOnIm3tzc33HAD/v7+7Nu3jzfffJM//viDrVu34u7uXuF58/HxITY2lsjISHr16lXZ012Ko1EJAF9//TUnT54ske4mOjqasLAwoqKi6N+/PyNGjCA7O5uVK1cyYsQIPvnkEx566KFKtR0gMjKySm2tzrkrLCxk2LBhnD17lpEjR6LT6fj111+ZMWMGeXl5JY7/008/5ZFHHiEwMJAxY8bg6+tLQkIC+/btY+HChUyZMqXMtt10000ALF68mIEDB5Z6YHLEZDJx++238+mnn7Jq1SrGjBlTYn1+fj7Lli0jICCA4cOHl1n31KlT+fXXX9m0aRMTJ04sVd+UKVP4/vvv+eSTTxz2jvr0008BW2ooIYQQQoi6TKPR8OKLLxIeHs7SpUt55513yszhXh+fFS7k6enJzJkz2bNnD8uXL+fGG2+0p8q5OGXOxT777DMmT56MVqvlP//5D61atSIhIYGIiAgWLFjAbbfdZi87efJk2rdvz4ABAwgKCiI5OZk//viDCRMmcPToUebOnVuiPYsWLSI6OrrEfXRFvfULCgoYPnw4mzZtom3btjz66KPk5OTw448/cvvtt7Nnz55SwR+wPX/06tWL5s2bM2HCBFJSUvj++++58cYbWbdunb2zTk269957CQsLY/bs2YSEhHDvvffaj9HT05PQ0FDmz58P2O7DgRKpjRYuXMhDDz2E0WjkP//5D02aNOHYsWN8/vnnrFixgm3btpUYBXPq1CkGDRpEdHQ03bt3Z/LkyVitViIjI3nnnXeYNGnSJZ17IcRVQBVCiHpi48aNKqAOHDiwzDKnTp1SATUkJKTE8pkzZ6qA6ubmpu7bt6/EujvuuEMF1O+//77E8oEDB6oX/5p8+OGHVUBdsWJFqbpHjRqlAiX2v3DhQhVQx44dq+bk5Dhs0/z580ssB1RAnTBhglpYWFhi3W+//aYC6tSpU0vVn5+fr2ZkZNg/b9iwQQXUvn37qqmpqSXKFrfL0X4cmT59ugqoAQEB6qxZs9RNmzap6enp5W7j6Pw58uWXX6qA2qdPHzU3N7fE9oqiqEuXLi1RPjU1Ve3cubNqMpnUuLi4CvcfGxurenh4qIA6ZswY9ZtvvlEjIyNVq9Va5jbVOXchISEqoI4cObLEtY6Pj1c9PDxUDw8PtaCgwL68W7duqsFgUOPj40vVn5iYWOKzo3NZ/PMwc+ZMh8dQ3M6FCxfal23ZskUF1HHjxpUqv2zZMhVQn3zyyRLLHf3MFX/vbty40WHdHTp0UI1GY6njOHnypKooitqvXz+H2wkhhBBCXEnF993lycvLU3U6nQqoJ0+etC+v788KZd1LOrqHLDZx4kQVUE+dOmVfdvDgQVWn06leXl7qgQMHSm1z+vTpEp+PHz/usG2DBw9WdTqdGhsbW2JdRc8UISEhpZ79XnvtNft9+YXnKD4+3n7PvnnzZvvy4mdIQJ01a1aJfa1evdq+r8oqruOJJ55QZ86c6fDfhc89qur4nru8Y1RVVT169Kiq1+vVFi1alDpv69evVzUajXrTTTeVWN6vXz8VUF977bVS+0tMTCz1PCavDYVoeOSnXghRb9REsOCFF14otU3xi+Hp06eXWO7o5mjz5s0qoN5yyy0llp87d07VarVq165dSyzv0qWLqtPpSr1wVlVVNZvNqo+Pj9qzZ88Sy4EyXyIXPwA899xzpdZd7KabblIBhzftxW3z8/OrcD+qantIeuihh+wPSoCqKIrapk0b9YknnlBPnDhRapvK3FyuW7dO1ev1avPmzdWEhAT78j179jg8z8V+/fVXFVA//PDDSrV/w4YNaosWLextLw4cDR8+XP36669Vs9lconx1zl3xQ8GxY8dKlb/nnntUQN2/f799Wbdu3VRnZ2c1JSWlwvbXVLBAVVW1devWqsFgUJOTk0ssHz16tAqoe/fuLbG8OsGCDz74QAXUN998s8TyGTNmqIC6ePFixwcqhBBCCHEFVSZYoKqqGhAQoALq9u3b7cvq+7NCTQULHnvsMRVQ33777QrrLM9PP/3k8D6xOsGCli1bqoqiqIcPHy5V/vPPP1cB9b777rMvu/AZ8uLnAlVV1aZNm6o+Pj6VPpbi54Ly/l18zasTLJg6daoKqCtXrnS43U033aRqtVp7kCgiIkIF1C5duqgWi6XC45BggRANk6QhEkI0KD169Ci1rEmTJgCkpqZWuH2/fv1o3bo1K1asIDU1FS8vLwC++eYbLBaLfdgoQE5ODnv37sXX19c+dPRiRqORw4cPl1oeGhpaYgK1YgMHDiQ4OJh58+axa9cuRo0axbXXXkuXLl3QarUlym7duhW9Xs8PP/zADz/8UGpfBQUFJCYmkpycbE/VUxaj0cinn37K3LlzWb16Ndu3b2fXrl1ERETw7rvv8umnn7Js2TJuuOGGcvdzoUOHDjFu3DhcXV35448/8PPzK9F2gPT0dIcTziUmJgI4PHeODBo0iMjISDZv3symTZvYvXs3mzdvZs2aNaxZs4bFixezcuVKexqq6p47Dw8PWrZsWaq8o++xu+66i+nTp9OhQwduv/12Bg4cyLXXXlviPFwOEydO5IUXXuC7776zpzqKj49nzZo1dO3alU6dOl1yHffccw8zZszg008/Zfr06YAtRdOiRYvw8vIqMRRdCCGEEKKuU4vmniorBVGx+vSsUFO2bdsGwMiRIytVPiYmhtdff53169cTExNDbm5uifWO5pKriszMTI4fP05wcLDDCZwHDx4MwO7du0utK+s8NWnSxP58UhWnTp26rGl7itu0adMmdu7cWWp9QkICFouFyMhIunfvbr9Ww4cPR6ORKUyFEI5JsEAIUW8U39BYrdYyyxSvK+vm58L8jsWKc4BaLJZKtePCl62TJ08GbLnj9Xo9d9xxh71camoqqqqSmJhonxC2sgIDAx0ud3d3Z9u2bcycOZPffvuNNWvWAODr68uUKVN48cUX0ev1ACQnJ2M2myusOysrq8JgQbGAgAAmTpxon/gsJSWFZ599ls8//5z777+f2NhYDAZDhfuJi4tj1KhR5Obm8ueff9KmTZsS65OTkwFYu3Yta9euLbftlaXRaOjfvz/9+/cHbA99a9euZeLEiaxbt46PPvrInge0uufO0fcXOP4ee/LJJ/H19WXBggW89957zJ8/H0VRGDhwIG+88YbDwFZNuOeee3jppZdYvHixPVjwzTffYDab7df1Urm5uXH33Xfz8ccfs3HjRgYNGsTy5cuJi4tj6tSpmEymGqlHCCGEEOJyy8vLIyUlBaBSnTrqy7NCTUlLSwMgODi4wrInT56kV69epKam0r9/f4YNG4aHhwdarZaoqCgWL17scFLnqkhPTwcgKCjI4fri5cXtvlB59/LlPYPWluJnpjfeeKPccsXPTFW5VkKIhktCiUKIesPDwwM4f1PkSFJSElD2jV5NmDBhAhqNhsWLFwO2Xin79+9n1KhRJR4gitvbtWtXVFvatzL/Xay8XkuNGzfmiy++ICEhgQMHDvDee+/h4+PDnDlzmDNnTon6vby8Kqw7JCSk2ufC29ubTz75hKZNm5KYmMiBAwcq3CYnJ4cxY8YQHR3Nl19+ycCBA0uVKT537777brltX7hwYbXbrigKw4YN45VXXgFgw4YNJeq/3OcObC/ut23bRnJyMr///jsPPPAAf/31F8OHDychIeGS9l2Wxo0bM3jwYHbs2MGRI0eA8w+wd955Z43VU/xw/MknnwAysbEQQggh6qd//vkHs9lMQEBApXqJ15dnhZpS/NxVmREBb7/9NsnJyXzxxReEh4fz3nvvMXfuXGbNmsXw4cNrpD3F5zUuLs7h+nPnzpUoV58VH0N6enq53z/Fz1tVuVZCiIZLggVCiHqjTZs2GI1GIiMjywwYFA/F7Ny582VrR5MmTRg8eDDbt2/n6NGj9geBi3tlu7q60qFDBw4ePGjvjVSTFEWhQ4cOPP744/be97/++qt9fZ8+fUhNTeXgwYM1XveFNBoNLi4uAA4fZi5ktVq58847iYiIYM6cOdx1110Oy/Xp0weAv//+u2Yb64CbmxtQsu1X6twV8/T0ZNSoUXz22Wfce++9pKSkVHjsxUOkKzsi5kLFQ+AXL17Mnj172LdvHyNHjqx0CqTK1N2pUyeuvfZafvnlF7Zv3866desYMGAA7dq1q3J7hRBCCCFqg9Vq5dVXXwWodKeK+vKsUFOK79tXrVpVYdnjx48DMG7cuFLrNm3a5HCbqt7zurm50aJFC86cOcOxY8dKrd+4cSMA3bp1q9T+6rKqPjMVl1+zZk2lRkpcyvOGEKL+kmCBEKLeMJlMjB8/HrPZzNNPP13qxXRsbKx9COaF+UAvh+L9f/HFFyxduhQfHx+H+fqffPJJCgoKuP/++x0OdU1NTWXXrl2VrvfAgQNERUWVWh4fHw+As7Ozfdm0adMAeOihhzh79mypbbKzs+15Kysye/Zsh/UC/Pjjjxw5cgQvLy86duxY7n6efPJJli9fzsSJE3nppZfKLNejRw/69+/Pzz//zJdffumwzP79+yvV+3716tX8/PPPFBYWllqXlZVlzxE7YMAA+/KaPHfltctsNpdaXnxMF15LR4rTH8XExFS57ptvvhl3d3eWLFnCokWLgKr9zFS27smTJ1NQUMC4ceNQVZVJkyZVua1CCCGEELUhISGB8ePHEx4eTtOmTXn++ecrvW19eFaoKZMnT0an0zF37lwOHTpUan1sbKz96+KRGeHh4SXKrFmzhs8//9zh/qtzz3v//fejqipPP/10iRfdSUlJzJ07116mvnvsscfQ6/VMmzaNyMjIUusLCgpKBBK6d+9Ov3792LNnD6+//nqp8snJyeTl5dk/X8rzhhCi/pI5C4QQ9cpbb73Fzp07WbhwIVu3bmXo0KG4u7sTHR3N8uXLyczM5Nlnn3WY2qYmFb9snT9/PoWFhTz++OMO83/ef//9/PvvvyxYsIAWLVowfPhwmjZtSkpKCqdOneKvv/7ivvvu4+OPP65UvevWrePJJ5+kX79+tG3bFn9/f2JjY1m+fDkajYann37aXnbIkCHMmzeP5557jlatWjFq1CiaNWtGVlYW0dHRbNq0ieuuu47Vq1dXWO8777zDrFmz6Nq1Kz169MDPz4/09HR27drF1q1b0el0fPzxx/YJgh3ZsWMH7777LiaTieDgYIcTF4eFhREWFgbAt99+y+DBg3nggQd477336N27N56ensTGxrJv3z4OHDjA1q1bHU7udqEjR44wbdo0vLy86N+/P61atUKn0xEbG8vvv/9OWloavXv35rHHHrss564s48ePx2Qycd111xEaGoqqqvz999/s3LmT7t27c/3115e7fZs2bQgODua7777DYDDQtGlTFEVhwoQJFaZHcnJy4tZbb+WLL75gwYIF+Pj4MHr06Eq3fdCgQWg0Gp577jkOHDhgn7zvxRdfLFHu1ltvZdq0aZw5cwZfX19uvvnmStchhBBCCHGlFN+XWq1W0tLSOHjwIP/88w8FBQX06tWLb775Bl9f30rvrz48K9SU9u3bs2DBAiZNmkTXrl258cYbadWqFcnJyURERODm5mbvzT9lyhQWLlzIrbfeyrhx4wgODubAgQOsXr2a2267je+//77U/ocMGcIPP/zAzTffzKhRo3ByciIkJIQJEyaU2aannnqKVatWsXz5cjp37syoUaPIycnhhx9+ICEhgWeeeYbrrruuxs/FxebPn19metwLn3uqq23btnz55Zfcf//9dOjQgREjRtC6dWsKCwuJiYnh77//xs/Pz556FGDJkiWEhYXx/PPP89NPPxEWFoaqqhw7dow///yTI0eO2IM61Tn3QoirgCqEEPVMZmam+uqrr6o9evRQ3dzcVJ1OpwYEBKg33HCD+vvvvzvcZubMmSqgbty4sdS6U6dOqYA6ceLEEssHDhyolvdr8oEHHlABFVAjIiLKbfOKFSvU0aNHq35+fqper1cDAgLUnj17qi+88IJ6+PDhEmUBdeDAgQ73c+jQIXXatGlq9+7dVV9fX9VgMKghISHquHHj1M2bNzvc5u+//1ZvvfVWNSgoSNXr9aqvr6/auXNnddq0aerOnTvLbfeF+3j++efVa6+9Vm3SpIlqMBhUZ2dntXXr1uqDDz6o7tu3r9Q2F5+/jRs32s9XWf9mzpxZYh8ZGRnqq6++qnbr1k11cXFRTSaTGhoaqo4aNUr95JNP1KysrArbnpiYqH7xxRfq+PHj1Xbt2qmenp6qTqdTfX191bCwMPXDDz9U8/PzL/nchYSEqCEhIQ734+j776OPPlJvuukmtVmzZqqTk5Pq5eWldunSRX399dfVjIyMcs9lsR07dqiDBw9W3d3dVUVRStSxcOFCFVAXLlxY5rEVn/fHHnvM8clTy/5+/Prrr9XOnTurJpPJvh9Hpk6dqgLqU089VWYdQgghhBC14eJ7UYPBoPr4+KjdunVTH3zwQXXVqlWqxWJxuG19f1Yovje/+P67vHvIiRMnqoB66tSpUuu2bNmi3nzzzfZjCAoKUocPH67+8MMPJcpt3rxZHTRokOrp6am6urqq1157rfrLL7+U2R6z2aw+99xzarNmzVSdTlfq+Mu6B8/NzVVfffVVtUOHDqrJZLLX9e2335YqW9bzYLGKrvXFQkJCqvzcU951Le85Q1VVdd++ferEiRPVpk2bqgaDQfXy8lI7dOigPvzww+r69etLlU9KSlKfeeYZtXXr1qrRaFQ9PDzUzp07q88//7yanZ1tL1fRuRdCXJ0UVa0gwbQQQgghRDWFhYXx119/cfToUVq1alXbzRFCCCGEEEIIIUQZZM4CIYQQQlwWO3bsYNOmTQwfPlwCBUIIIYQQQgghRB0ncxYIIYQQokZ99NFHnDlzhoULF6LRaJg9e3ZtN0kIIYQQQgghhBAVkDREQgghhKhRoaGhxMbG0rx5c2bNmsWdd95Z200SQgghhBBCCCFEBSRYIIQQQgghhBBCCCGEEEI0cDUyZ8GGDRu4//77adu2LS4uLgQHB3PjjTfy77//lih37733oihKqX9t27atdF3r1q2jb9++ODs74+vry7333ktCQkKJMqmpqdxxxx14eXnRvHlzPv3001L72b59O05OThw+fLh6By2EEEIIIYQQQgghhBBCXCVqZM6Cjz76iOTkZJ544gnat29PYmIib731Fn369GHNmjUMHjzYXtbJyYkNGzaU2N7JyalS9WzatImRI0cyevRoli9fTkJCAs8++yxDhgwhIiICo9EIwPTp09m9ezdLliwhMjKSyZMn065dO/r37w+A2Wzm4Ycf5plnnqFdu3Y1cQqEEEIIIYQQ9cjnn3/OQw89hIuLC1lZWbXdHCGEEEIIIWpdjaQhSkhIwN/fv8SyrKwsWrZsSceOHVm3bh1gG1nw448/VvtmvFevXmRnZ7N37150OlucY8uWLVx77bUsWLCAyZMnAxAQEMD8+fO54447ABg2bBjdunVj3rx5AMybN49Fixaxd+9ee4BBCCGEEEII0TCcOXOGDh064OLiQnp6ugQLhBBCCCGEoIbSEF0cKABwdXWlffv2nD59uiaq4MyZM+zcuZMJEybYAwUA/fr1o3Xr1vzyyy/2ZXl5ebi4uJRoS15eHgAnT55k7ty5fPLJJxIoEEIIIYQQogGaNGkSAwYMYOjQobXdFCGEEEIIIeqMGgkWOJKens6uXbvo0KFDieW5ubkEBgai1Wpp3Lgxjz32GCkpKRXu78CBAwB06tSp1LpOnTrZ14MtgPDBBx+QkJDA5s2bWbNmDf369QNg8uTJjB8/noEDB17K4QG2oMTBgwftgQghhBBCCCFE3bZkyRI2bdrEggULLmk/8iwghBBCCCGuNjUyZ4Ejjz76KNnZ2bzwwgv2ZZ07d6Zz58507NgRsM1B8M4777B+/Xp27tyJq6trmftLTk4GwNvbu9Q6b29v+3qA+fPnM2bMGAICAgC4//77ufXWW1myZAl79uxh6dKlVT6ehIQEEhMTSyw7fvw4N910E7t37y4VFLncCgsLSUxMxM/PD71ef0XrFo7JNamb5LrUPXJN6h65JnWPXJO6p75fk/rY5sshISGBqVOnMm/ePBo3bnxJ+zpx4gQdO3bkwIEDtfIsEB8fT0BAgFzbBkKuecMi17vhkWvesMj1bnjq0zW/LMGCl156iW+++Yb333+f7t2725dPmzatRLmhQ4fStWtXbrnlFj777LNS6x1RFKXC5W3atOHIkSOcPHkST09PfH19SUlJ4cknn2T+/Pl4e3uzYMEC3nrrLdLT0xk+fDgffPABXl5eZda7YMECZs+e7XBdcnIy8fHxFba9JlksFtLT0wHQarVXtG7hmFyTukmuS90j16TukWtS98g1qXvq+zW51BfjV4spU6bQpk0b+1xnlVVWxyGwPfwVFhbWWBsro7CwEIvFcsXrFbVHrnnDIte74ZFr3rDI9W54avuaVyVAUePBgtmzZ/PKK6/w6quv8thjj1VYfuzYsbi4uLBt27Zyy/n4+ACUGEFQLCUlpdSIA41GQ8uWLe2fn3rqKbp27cqdd97J+vXrefbZZ9m4cSMtW7bktttuY+rUqSxevLjM+qdMmcKtt95aYlnxyAIfHx/7KIYrpfibq772brsayTWpm+S61D1yTeoeuSZ1j1yTukeuSd0SHh7OoEGDKlV29+7ddOnShZ9++okVK1awe/fuMjsglUU6DonaJte8YZHr3fDINW9Y5Ho3PLV9zavScahGgwWzZ89m1qxZzJo1i+eff77S26mqikZT/vQJxamL9u/fz6hRo0qs279/v329I+Hh4Xz//ffs378fgFWrVjFs2DB69OgBwGOPPcYDDzxQbv3+/v4OJ3IGW3SmNh4atVptrdUtHJNrUjfJdal75JrUPXJN6h65JnWPXJO6o02bNnz22WeVKtu0aVOysrJ49NFHefzxx2nUqBFpaWkAFBQUAJCWloZer8fFxcXhPqTjkKhtcs0bFrneDY9c84ZFrnfDU5+ueY0FC+bOncusWbN48cUXmTlzZqW3+/HHH8nJyaFPnz7llgsODqZXr14sWbKEp556yh6F2bZtG0ePHmXq1KkOt8vPz+eRRx5h5syZNG/eHLAFJ7Kzs+1lsrKyUFW10m0WQgghhBBC1J6goCAefPDBSpePiooiPj6et956i7feeqvUei8vL2688UZ+/fVXh9tLxyFRF8g1b1jkejc8cs0bFrneDU99ueY1Eix46623ePnllxkxYgSjR48ulVKoT58+REdHc+eddzJ+/HhatmyJoihs2rSJ+fPn06FDh1I3+zqdjoEDB7J+/Xr7stdff52hQ4dy6623MmXKFBISEpgxYwYdO3bkvvvuc9i2V199FZPJxJNPPmlfNnz4cN59913ee+89WrZsyZw5cxgxYkRNnAohhBBCiEpJTU0lPT0dq9Vaap3VaiUvL4+8vLwKR1+KK6MuXxNFUTAYDPj5+WEwGGq7OXVSYGAgGzduLLV83rx5bNq0iVWrVuHr61sLLRNCCCGEEKLuqJFgwYoVKwBYvXo1q1evLrVeVVXc3d0JCAjg7bffJj4+HovFQkhICP/3f//H888/X2rIr8ViwWKxlFgWFhbGH3/8wcsvv8yYMWNwdnbmhhtu4I033sBoNJaq9/Dhw7zxxhuEh4ej050/1GHDhvHGG2/w1ltvkZaWxrBhw5g/f34NnAkhhBBCiIqlpqYSFxeHRqNBp9OVyp+uKAomk6nKedXF5VOXr4nZbCYvL4+srCyCgoJwd3ev7SbVOSaTibCwsFLLFy1ahFardbhOCCGEEEKIhqZGggXh4eEVlvHy8uLnn3+u9D7LSgs0dOhQhg4dWql9tGvXjtzcXIfrpk2bxrRp0yrdHiGEEEKImpKeno5Go6FFixYlOjQUs1qtmM1mdDpdnevF3lDV9WuSnZ1NTEwMqampEiwQQgghhBBCVEvde9IRQgghhLjKWa1WdDqdw0CBENXh4uKCwWAoNTJXlG/RokVkZWXVdjOEEEIIIYSoEyRYIIQQQghRC+piOhtRv8n3lBBCCCGEEOJSSLBACCGEEEIIIYQQQgghhGjgJFgghBBCCCGEEEIIUQcUWqxsP5XCphNpbD+VQqHFWttNEkII0YBIsEAIIYQQQpQQGhpK48aNycvLsy+bNWsWDz74YKX38fvvv9OvXz88PDxo1KgRTz75JGaz+XI0t06qiXMYHh6ORqPB1dXV/m/dunWXo7lCCCFqWaHFynvrj9H3v+u5+8sIXlgVzd1fRtDvvxt4b/0xCRoIIYS4IiRYIIQQQgghSsnNzeWTTz6p9vYZGRnMmjWLuLg4du/ezebNm3nrrbdqsIV136WeQ4DmzZuTlZVl/3f99dfXUOuEEELUFYUWKw9/FcHbayNJzioosS4pK5+310byyNf/SsBACCHEZSfBAiGEEEIIUcr06dOZN28eubm51dr+jjvuYNiwYTg5OREQEMBdd93Ftm3bariVddulnkMhhBANw0fhJ9h4NBEA9aJ1xZ83HEng4/ATV7RdQgghGh5dbTdACCGEEELA3JWHiEu3paxRVRVVVVEUBUVRamT/gR4mXrqhfaXLDxgwgA0bNrBgwQKmT59eYp2np2eZ261cuZLrrruu1PKtW7fSoUOHStdfXfH/nUdhfHzN71hVsaoqhqBAAp97rlKb1MQ5PH36NP7+/ri7u3PnnXfy8ssvo9PJLbwQQlwtCi1WvtoahULpQMGFFOCrrVFMCmuBXiv9PoUQQlwe8qQhhBDiqpDy1ddkrl9PwPPPY2rTurabI8RVYc6cOYwdO5ZJkyaVWJ6Wllal/fz444/89ddfvP/++zXYuvrhUs5h27Zt2bt3L61btyYyMpLbbrsNJycnnqtksEIIIUTdF34kgaSLUg85ogKJWQV0n7uOIA8T3i4GvF0N+LgY8HYx4ONqPP910f+ezga0mprpdCCEEKJhkGCBEEKIq0L68uUAxM2dg8/9D6AxGXHu3RtFq63llglRORf2+rdarZjNZnQ6HRpN7fUe7NevH127duWDDz6o9j42btzIo48+yurVq/H19a3B1jkW8NyMy7LfC69JVVzKOQwMDCQwMBCwBQ5efvll/ve//0mwQAgh6ilVVYlJyWFnVCr/RqewMyqV4wlZVdpHRl4hGXmFlSqrKODlbAscXBhE8CkKLtiXuRaVcTagk1ELQgjRoEmwQAghxFVB6+uDJSkZNTePpA8/BMD/qem49O1byy0Ton6bM2cOo0eP5p577rEvc3V1LbP8qlWr6N+/PwDbt2/n9ttv58cff6Rr166Xva111aWcwwvVZuBICCFE1RVarBw6m0FEdCoRUbbgQFJW/iXtc1AbP3RaDSnZBaRkF5CclU9GntlhWVXFXq6yPJz09qCCbcSCAR8Xo/3r84EH2zKDTv42CSHE1USCBUIIIa4OqoqhWTO8774Lc0oKSR8uID8yUoIFQlyiXr160bt3bxYtWsTYsWMByMqquBfk/v37GTNmDF988QUDBgy43M2s06p7DsPDw2nRogVNmjTh+PHjzJ07l3Hjxl3u5gohhKimzLxCdsek2QMDe06nkVtocVjW2aClW1Mvujb1ZPHWKDJzzRXOWeDrauTTe3qUmrOgwGwlNaeA5KyiAEJ2/vlgQnYBKRcsT84uIC2n7JEJ6bmFpOcWcjIpu1LH7GbU2UcmnA8yGPG9OLBQlDLJpJdRv0IIUZdJsEAIIcRVQc3JRRMcjFOXLqhWKylfLiTv2LHabpYQV4U5c+bQvXv3Km3z9ttvk5yczB133GFf1r9/f1atWlXTzasXqnMO//33X+666y7S0tLw9/fnrrvu4tlnn71MLRRCCFFV59Jz2RllGzUQEZXKkbgMrGW88fd3M9KzmTc9QrzoGepN20A3e8ofvVbD22sjy61LBe7pG+JwcmODTkOAu4kAd1Ol2m22WEnNKSwdWCgKKtgDC0WfU3MKyjyuzHwzmflmopNzKlW3s0FbKrDgU2LuhaJlRZ+dDVoUReZdEEKIK0WCBUIIIeo9VVWx5uejcXIGQNFoMLZuRe7efZx9/gWCZs9C0etruZVC1B9RUVElPnfr1g1VLa+/Y2kLFy5k4cKFNdiq+qUmzuH06dOZPn16DbZKCCFEdVmsKpHxmbbAQHQqEVGpnEnLLbN8mwA3uod60TPUix4h3jT2cirzpffksBbsOZ3GhiMJKFBihEHx58Ft/ZkU1qJGjkWn1eDnZsTPzQi4VVjealVJyy0k5YIAQnJ2QcnRC0XrkrMLSM0uwFxGdCGnwEJOQS6xqWWfuwsZdZoL5lUwlggq+BQFGy6ce8HNqKt3wYVCi5Xtp1KIPpdGSI6e3i38HAaFhBDiSpBggRBCiHpPLSwEqxWNyWhf5n7DDeTu3Uf+0aPknzqFqXVr+7rc3ExWvfEYPmPGck27AXibvMvct1W1sjdxL539OqNR5KZdCCGEEKIhyC2wsOd0mn0i4l0xqWSWMTeAQaehS2NPeoR60SPUi25NvfB0NlS6Lr1WwycTuvNx+Am+2hpN4gXzGvi6GrmnbwiTwlrU2gtkjUaxpxRq6V9xeVVVycg120ctlAgsZBUFFi4ayVBgsTrcV77Zytn0PM6m51WqrQatBi8XfYnAgreLoSgtUsm5F3xcDLib9Gg0tRNcKLRY+Sj8BF9tjSIpq3heiWj8XI1M6BvC5Fq85kKIhkuCBUIIIeo9NTcXCypm3fk/a87duhHw4gvEv/IqqUuXEjRzpn3dkVVL8fhrPxkRh5h6zxLu6TkJF72Lw32fzjzNT8d+AuDj6z/Gy+R1eQ9GCCGEEEJccUlZ+UQUpxSKTuXAmfQye8d7OevpEWpLKdQj1JuOwe4YdZeWi1+v1fD4kFZMCmvB9hOJRJ9LJCTIr172MlcUBQ9nPR7Oepr7VVxeVVWy8s0O5lhwHFhIzs4nr9BxcKHAYiU+I5/4jMpNJK3VKHg5X5AWqWjEwoXzLFyYNsnT2YC2BoILhRYrD38VwcajiVy8t6SsfN5eG8me02l8MqF7vbv+Qoj6TYIFQggh6j1rXj67NWayd2/l2p1dadXTNqmxqW1bFJ2OvH37SV64CJ/77rWVL9rOOcfC+IVRLNR+gllf8U34tnPbGNls5GU6CiGEEEIIcSWoqsrJpGz7XAMR0amcKmdC32a+LnQPsaUU6h7iTQs/l8uW6kav1dC7mTehzoUEBHg3iBfFiqLgZtLjZtIT4uO4A8/FcgrMFwUQSgcWipelZBWQXeB4ommLVSUpK5+krMoFFzQKeDpfOHlzcVokY8nAQvEEz84G+9wUF/oo/AQbjyYClJrYuvjzhiMJfBx+gseHtKpU24QQoiZIsEAIIUS9pxbkk24bW8COX38gJfY0OoORTkOG4//sM8S/+hoZK1dSEBNN0MyZ5Jttw5gDXINQVJVpKT0wd22HNdC3xH6XHV3GuexzaBUtFtXCooOLcNW70r9x/9o4TCGEEEIIUQ0FZiv7z6TbUwr9G51KSnaBw7I6jUKHYA96hthSCnUP8S7K7S/qEmeDDmdvHU28nStVPq/Q4nCOheLUSPbAQtH6slJOWVXs+6ksDyd9iZRIXs56ftt7rsLtFOCrrdG1moJKCNHwSLBACHHZqFYr5oIC9CZTbTdFXOXUvDww55JWYCUjE9QdWwBw9/enZY8+OHXtSu7u3eTt20/B6dMUZGUAoLt/PMbFy3H+Yyf8sROfhx8uMRFyG+sIzjXS4HbwNH+1s7Aybj0f7PmAZZHL7GW0ipbxbcfTJ6jPlT3oq1yBpYB10esY0WyEzBUhhBBCiCpJzylkV0wqO4tSCu09nUa+2XHaGjejjm4hXvaUQl2aeOJkuLSUQqLuMem1NPJ0opGnU6XKF5itpOZcOEoh3x4kSMoqGVhIyS4gLaewzH2l5xaSnlvIyXJGrziiAolZ+Ty5bA+dG3vaJ6X2dzPi52rC3an+TeYshKj7JFgghLhstvz4Lad2R3Dd+HsI7dyttpsjrmLWvDysKFicYNcgC75qNo02pOB/8gCtevYl8MUXSPvpJ1K/XcqZqdMw92+GAji1aIX/rFmkLfuevEOHSf7001L7dsGWtui6XyHwmZtZl7/Xvk5FJTojmnf+fYd23u2Y2Xem3LDXkCnrppBZmMniQ4tp49WmStsatAbu7XAvjd0aX6bWCSGEEKKuUFWV2NRcIqKLUgpFpRKZkInqeLoBgj2dSqQUahPoViM56MXVxaDTEOBuIsC9ch3fzBYrqTmF5QcWigIP59LzyMp3PHLBkRV7z7HCwUgEg1aDn5sRXzcjfq5GezDB74LP/m5GfF2NEgATQlSaBAuEEJfNqd0RAJzctVOCBeKyUvPyUBUNVh20DmjHucyz5OjN/LN1Bet9jjB30H/xGDOG1G+XYlWtGFf9TQHg5O6FU5M2mNq2Ie/QIVRzyZv21G+XUhAVZf/c+e+zDH3q9RJlFh9czB+n/uBwymGOpByhnU+7K3DEV5+IuAhyzDn0DOwJgJfJi8zCTADic+IrvR+raiWjIIO/z/zNHW3vuCxtFUIIIUTtMVusHInLJCIqhZ3RqfwblUpcRp7DsooCbQPdiwIDtpEDwZXsWS5EVeiKXtzbUla5lVt264lk7vhsW6X3rdWAxcHAmAKLlTNpuZxJy61wH25G3fnAwoXBhYuCDD4ujudYEEI0HBIsEKKeS4uPw9nDA4Op7t30uvv5k5GYgHcj6d0rLi9LXj5WRcHF2YPn+83Gqlr58PCTpB49ibL8GBMz7+a2jnfQKzSUM4d3UmCx5Rh1dvcBQNHrcercudR+na65hoKYGADOPjuD7K3byN62HZc+ve1lbm19K3+c+gOAn479xIs+L17uw62XYjNjSctPo6NvRwBiMmLwNnnjanAF4I2INxxut2TkEvRavcN1jlhVK/etvo9fj//KLa1uqdK2QgghhKh7svPN7Dmdxs6oFP6NTmVXdGqZk9Wa9Bq6NrHNNdAj1JuuTT1xN8m9gKhbeoR64etqIDmroNTkxhdSAF9XI5tnDCKnwEJiZr7tX1b++a8v+pySU+BwVE1mvpnMfHOFqZAUBbydDaVGKDj67OGkl1HVQlyFJFggRD2WnhDPyvnzALj7v/NrtzEOqFZb94eEqBMc/ntjiXWZKckEtmhF046lX9AKUVXmnCxUVDRGAwAaRcM9dz7H6s/eIyouEqd0K98d/Y7vBsGIDCtNT9m2c3L1LHe/isGAsWXLEssS3ngDQ/PmaFxd8Hv8cUwuLnx8/cdMWjeJ/Un7+fX4r/g5+ZW5Txe9C629WuOsr9xkbPXJ838/j0lnotBaSJ+gPoxuPtq+7oM9H3Aq/RT+zv4k5CTYl3fx64Kv0/mJpcOahNm/buberMov+zWKhlCPUI6kHOFo6lF7cEJUTWhoKGazmePHj2Mqmndm1qxZxMbG8vnnn1dqH2vWrOHJJ58kNjYWo9HIqFGj+OCDD3B1db2cTa8zauIcApw9e5bHH3+ctWvXotfrefjhh/nvf/97uZothBC1Lj4jz5ZOqCit0KFzGVisjl+p+roai+YasAUHOjRyl4lgRZ2n12q4p28ob6+NLLecCtzTNwSDTotBp8XT2UCrgPJHLRRarKRkF5QZTLjws6NUSKoKyUVzMRyJyyy3LoNWg6+rocxggl/R3Ap+bpIGSYj6RIIFQtRj6Qlx9q/zc3IwOtetl49We7DgJAlRJ0utj9z2D7fPmofeKBMgi0uTn2W7kdWajPZlHv4BDL77QdZ8/C7q3nPsHqyCorD6xkb4nc3l+uR25GZk4OrlXak6mv30I2m//Ermn39ScNL2/Xz6oYdtdY0dC562ckuPLK1wX/7O/rw/+P0qHGHdl1WQxYn0E/bPkamRrDy5EgVbb6PkvGQADBoDXiYvUvNSAdiTuMe+zU0tb6qR1EHj24xn1tZZfHfkO9r5tOP2Nrej08gtT1Xl5ubyySef8MQTT1Rr+86dO7N+/XoCAwPJzs5m0qRJzJo1izfffLOGW1p3Xeo5VFWVG2+8kTvuuIOvv/4aRVE4fvx4DbdSCCFqj9Wqcjwxq2iugRR2RqdwOqXslCot/FzoGepdNOeANyE+ztKzWdRLk8NasOd0GhuOJKBAiREGxZ8Ht/VnUliLKu1Xr638XAs5BWaSMgvOBxMcBBWSir4ucJAHqcBi5Wx6HmfTHacBu5BrURqk8kYqSBokIeoGeXIWoh7bvXql/eufXnvJNmawDO2vG0SX4aPLXH8p8rKziNm/h9Z9riuxPD87Gw+/APqMG19qm/CvPic/J5vDf4fT6foRl6VdjqScPUNuZgbBbSSv/NUkNzMDAI3JUGK5b5MQ3Hz8aJwMA/N7c6K9hRUnV9DCsxNZp7JYOX8e42f/r9L1eI69Cc+xN2HNz7fNf5CVRVZ4OOm//MI8IOuDF8ihoMztt5/bzuazm0nISUBV1avq4TYhN6HUMm/T+UCMl8mL65tez6CmgwBIyUshIz8DH6eiVFAouOhdaqQtLTxb4G3y5ljaMY6lHeMa32vo5NepRvbdkEyfPp158+bx8MMP4+RU9VR3gYGBJT4risLJk6UDx1ezSz2Hq1atwmQy8eSTT9qXXXPNNTXZRCGEuKLyCi3sP5POzijbqIF/o1NJzy10WFavVejU2LNo5IAtQODtYnBYVoj6Rq/V8MmE7nwcfoKvtkaTmJVvX+frauSeviFMCmtxWUfKOBt0NPXR0dSn/E6HqqqSkWsmMSuPhHJGLCRl5ZOc7TgNUla+max8M6ckDZIQdZ4EC4SoxzKTE+1fN2rdtsxyidGnOBC+ltysDPqOq9kJPy3mQn58xZajvTA/n/b9B4GiUJifh7kgH+/GTfALaVZquxuffpFls59j3/rV5GZm0HvsbTXarrL88b4tL7rByZn+d04kqGWbK1KvuLxyc2zBAt1Fc3coGg1h9zzIinf+y4l/t3N9lyncfcPdnPh3B1t3f4u5oIDTB/fRpEPVXiRrjEZ87rsXAENoKCmLFgHQMkmH0zVdy9yuq39XNp/dDEB6fjqeJs8q1VuXpeWllfg8r/88mnmU/tkv5m3yLhFMqEkGrYEPBn/AsbRjzNwyk5+P/UxH345oFOmlVBUDBgxgw4YNLFiwgOnTp5dY5+npWeZ2K1eu5LrrbMHj/fv3079/f9LT03F1dWX58uWXs8l1zqWew507dxIaGsrIkSPZuXMnnTp14oMPPqB9+/aXueVCCFEzUrIL+DfaNmogIjqV/bHpDnsoA3g46YsmIfaiR4g3nRp7YNJL6hJx9dJrNTw+pBWTwlqw/UQi0ecSCQnyo3cLvzqVTktRFDyc9Xg462npX34aJHNRGqSEctIfFY9WyLzENEh6rVLhSAU/VxO+bgacDXXn9Wehxcr2UylEn0sjJEdf5663EHXnp0UIUWVBrdpy7tiRCucrOB6xnW0/LeVExHZOROyg64gb6DBwyCXXr1qtrP30A/vn1HNn+PG1l2l37UD8m9mGS3oGBDnc1mByot9td7Fl2Tcc27GF5DOn6Trihsv68l69oItDQW4OMQf2SbDgKlGQY+uhonOQisvDP8D+9bovFpT6eTm8eVOVgwUXch8+zB4sMCcmlVvWoDVwX8f7WHhgIT8f/5l7O9x71bzA/u3EbwA82f1JfJ18yw0UXAlajZY2Xm3wMHhwOOUwf8X+VWI+hDpp9fOQcQawDT/XWq0omhr8/nAPhhGvVWmTOXPmMHbsWCZNmlRieVpaWqW2v+aaa0hLSyMuLo5PP/2UJk2aVKn+6vjnh2NkpeZXXLDKVKxWFTdvE/1va13prS7lHJ45c4bvvvuO3377jSFDhvDuu+8yduxYDh06hFYrL9CEEHWLqqpEJ+cQURQc2BmVwonEsnsRN/F2omeIN91DbSmFWvq5otFIL2HR8Oi1Gno38ybUuZCAAO96/eJYp9Xg727CvxJpkHILLCRl5Z8frVDFNEiFFrXKaZDscyyUMbeCj6vhsp3/QouVj8JP8NXWKJKyikejR+PnamRC3xAmX+aRJEJUlgQLhKjHrGZzpeYpaNmjN/6hzdm16jfiTxxj/4Y1RO/fg0ajQSn6p9Fo0Oh0dB1+A56BjSo1nO/Q3xtJOh1t/xy1dxcAe/78nbb9BgDgGdiozO2bd+2JZ0Aj/nj/DVLOnGbT119y28uvoblML0DMhefTw+gMRjIS4i9LPeLKK8i1PYjqnR2nsbl91jy+nzUDgHPHj1KQm2Nfl3DqBLlZmTi5lt9LpiyKwUDj998j9vH/oyA6usLy3f27s5CFrIlag6veldvaXJlRNZfb4ZTDALT1bouH0aOWW2OjKArTuk9j1tZZfHv4W9p4tSHI1XEAUzjWr18/unbtygcffFBx4XIEBgYyatQo7rrrLnbs2FFDrasfLuUcOjk50b9/f0aOHAnAU089xSuvvMLx48dp00aC3UKI2lVosXLwbIZt1EBUKhHRqSRlOQ7WahTo0MjDPtdAj1CvSuVUF0JcvZwMWpp4O9PEuxJpkPLMFU7YnJiZT3J2/iWlQQLwdjFUYsSCEU/nyqdBKrRYefirCDYeTeTiLZKy8nl7bSR7TqfxyYTuEjAQtU6CBULUYxazGa1OX6my7r5+hE14gMN/b+Tots3kZ2ehWq1YrVZUq5X8op7ZZ48eJrhNe0I6d0Wj0aLRaouCCVpMbm74BJ/vFRqzf0+Z9R3Z8petXj+/ctvl3SiYW158hf3r13B0698kx8Y4TFtUEwpybC+Im3ToRF5WJvGnjlOYl4feJA8q9V1BTg6qYsCa7epwLgC90cS1t09g8/dfs/6Lj+wja5p27EzMgb0c/jucbiPHVLt+XYBt9ELGypV433UniqHsfLp+zud/Jv6M/vOqCRYUqyuBgmLtfNrRzrsdh1MOMzV8Ko93fRytoqWzX2ec9XVrUvgLe/2rVisWsxlFp6vZ0QXVMGfOHEaPHs0999xjX+bq6lpm+VWrVtG/f/9Syy0WyxWZnPe6W1tdlv1arVbMZjM6XdVvn6t7Djt27Mj+/fur1V4hhKhpmXmF7IpJswcH9pxOI7fQ4rCsi0FL16bnUwp1aeqJq1FePwghqk5RFDyc9Hg46WnpX/b9ExSlQcopKDOYcOHnzLzSaZDAlj4tJbuAo/EVp0Hyda14bgU/NyOf/32KjUdtaaQvjmUUf95wJIGPw0/w+JDLcy8rRGXJX2sh6jGLuRBNJYMFxdr1H0S7/oMc7MvMob82sHftH5w5eogzRw853N4vpBnXjb8HF08vnNzd4QwMuOt+XL29+eP9N4tKKRT/yXPx8KqwTSYXV0I7d+Po1r+JPXLwkoMFOelp/DxvFi6eXoR07k5GZgaarj0wFfU6927UmPzsLBKjT/H97Bnc8uIrmFzKv+kQNcu8bx+WXr3Q+/rWyP4K8vMo1HuRfdiZjV8fYfA9pSewDu3Ulc3ffw3AwU3rAeg4aCgxB/Zy6K/1BDRvWe2Jr5ULRsNE3XEnitFYZllDSAifvPwxj6yfRGZBJlbVWu9TERVYbKN2+jXqV8stcez/uv0f83bMIzojmvd3vw/Af1r8h7va3VXLLasfevXqRe/evVm0aBFjx44FICsrq8Ltfv75Zzp37kzz5s05e/YsL7zwAoMHD77cza2TqnsOb775ZmbMmMG6desYNGgQ7733HoGBgbRs2fJyN1kIITiblsvOqBT+jU5lZ1QqR+MysDrosQsQ4G6kR6g3PYpGDrQNdEMnvWOFEFeYTqvB382Ev1vFHQLzCi0VjlQo/lxgdpwG6Vx6HucqkQapshZtjeKRgc0x6CTdpKg9EiwQoh6zmAvRVqOHoyNanY5rBg8jpFMXMpISbaMOLJai0QcWUs+e5fA/G0mMPsWuP5bj36wFsYcP4uLlTdOOtnzvg++bhGq14t+sOd/PmoHJ1a3SKYV8m4RgcHLmYPg6PPwCMLq4VvvFbcrZWACy01I5GL6WwsJCTv+7nWsGDQNskxs379aThOhTpJw5zfEdW+k4aGi16hIVs2RloTEY7L3tLWlp5H/8MWc//wKdjw+KwYD/U9MxNqt+kMhSkI8KaDQGkmKzWPbaTnQGDYMntMMzwNZ7XNFoaNa1J6d277Rv5+rtQ/NuPTm5aycbF31Cq179aN33OrzKSZ9VluB355P0/gdo3MpOZ5S7ezf5kZHoFy7l+uuuZ13MOn469hP9g/ujFA1IDXAJKHP7uiohJwEAP6fyRxLVFm+TN7P7zeZg0kGsqpWP931MRFyEBAuqYM6cOXTv3r1K28TExDBt2jSSkpLw9PRk5MiRvP7665ephXVfdc6hj48PP/74I1OmTCE2NpauXbvyyy+/yHwFQogaZ7GqHI3L5N/oFHZGpfJvdCpn0nLLLN8mwK1orgHbyIHGXk6VTschhBB1gUlfc2mQkor+T87KLzOoWhnJWQW0e3k1vq5GvF2M+LgY8HE14O1iKFpmuGCZbY4FN6NOfv+KGiXBAiHqMYvZjLGMHO3V5e7rj7uvf+kVXaHT0BH89OpLRO/fQ3RRCiLvRo3tRRq1bmv/+q7X3qnSHyxFo7Hnkd/ywzcA9LvtLpp27IJOX7XRE4rG9hKl3XWDCOnSjV1rVxN/5AAHwtcCoDcZcfH0Ytgj/8d3Lz9N/KkTEiy4TFSrlZiJ9wIQ+uMPKIpC1vr19vWKToc5Lo60777HqWvX88sNelz69kXj5FSpegrz81FUBZ1BT5P23hTkmok/lcG5E2n2YAHAtbfdhWq1ErX3XwD0BiO9x96G0dmVw/9s5NiOLRzbsYUW3Xvbt2nS/ho0Oh1O7u7lBhEMjRvT6PV55bYz9ftlpC1bRtb6DQy583+si1nHj5E/8nPkz1ix9VZZMnIJem3VvudrW2KubUhtgHPNBToy/viD5C++xKVfP0ydrqn8hqpK3sFD+D46Bc0F6aCcdE70COwBwPqY9exJ3ENybjI+Tj411uarSVRUVInP3bp1KzFJfGVMnTqVqVOn1lyj6pmaOIcAgwYN4vDhwzXUKiGEsMktsLDndFFKoehUdkWnkpnvOCWHQaehS2NPehRNRNytqRcezvXrXkUIIaqrKmmQLFaVlOyCEkGFf44l8eueM5Wuz2KF+Ix84jMczwFzMYNWg7eLLaDg42oLJhQHEmyBhZJBBlcJLogKSLBAiHrMajbX2MiCytAbjIx+4hly0tLsyy4MFlyoOn98eoy5mYgVP9s/b1n2DVuWfcPNM2bh7OFZ6f0U5tl6Qfk2DcHDP5C2g4ahVa2ci7S9bHHx9AZAp9fj2zSUpNNRWC2WyzaxckNiSUsj79AhnPv2RVEUrBek2TDHx6MPDERXNI+Fy/VD8H/kEWIeeJCciAhyIiJK7CvpwwU49+gBWi0eN96IqU3rsustKEBVTLj4muh7UwvMhRZ+eXMXyWdLT2B13fgJtB8wmMzkRBSNBq1GQ/fRN9J+wCA2f7+EuBORnPh3u738hV/f/d/51T01ALgOCiNt2TIAQo1BzOk3hw92f0BCboK9zLLIZfWux3t8jm2ycH9nB4HGSrJkZICqovWwzXmQ/MWXAGRv2UL2li1V3p+i1eD3f//ncF1H347sSdxD+OlwxrUeV+02CyGEEFdCocXK9lMpRJ9LIyRHT+8WflWeADMxM59/o21zDeyMTuXgmXTMZXR/9XLW21MK9Qj1pmOwO0ZJiSGEEBXSahT7PAXFgj2dqhQs+E/nRpj0GlKyC0jKKrDPoZBVRkC3wGIlLiOPuIzKpUMyaDX20Qo+rsai4ML5QIOPixFvVwO+Rf+7GLQSXGhgJFggRD1mKay5NESV5ebti5t3zeSZv1jbfgNo0b0XW374ltMH99mX/zxvFjdMnYFnQGCl9lOYb/sjqTfa8hRqtFo6DBpqDxYENGthL9uoVVuSYqI4c+QgTTp0qqlDabCOvvUmh47sp+nbGvzaX0Pg7bdTiIoWOPPEVDQuLuha2M6/qUMHFK2WRv97HXN8fIn9pCxaTEHsaXL27AazhZzt22m84EP0AY57rlsLCgFnDE62UQQ6vRbPAGfORqYRuSOOVj0DStzgeDcKxrtRcIl9OLm5M+SByZjzz/fg2P7rD/ZRCADJsTH4NG5a7fOj9/fH6847SP12KQXR0bRp25Y5185h0rpJ9jK/nfiNca3GYdJd+Ym3X9zyIvG58dzS+haH6wsthfx87Gc6+XXi4U4P42H0QFVV4rLiAPCOy8asSUbnU7q3vlpYiGo2lzlaJPbx/8OalWULEAE6X1/MSUn4P/0UmipMQm5JTyfxvffJ+XeXw8muAXoE9GDJ4SUsi1wmwQIhhBB1VqHFykfhJ/hqaxRJWQVFS6PxczUyoW8Ik8NaOAwaqKrKicRse0qhiKgUopJzyqynma8L3UNsKYW6h3jTws9FXgwJIUQN6RHqha+rgeSsglKTG19IAXxdjbx1W2eHv9vzCi2kZBeQnFVAcnY+yUWBhOTsApKz8m3BhewCUorW5RQ4noC+wGKt0lwLBp0GXxcD3q62QEKJNEgO0iQ5S3Ch3pNggRD1lKqqFBbko7sgzcbVQG80MfDu+wEI/+ozYg8fBGDT159z41MvOtwm5sBedAajPQ1SYdHLXv0FLxh9gpswZtoMTK7uJbYNbtuefetXczbyiAQLasCBuGgyFSv7FSsc2U37mfs5pLX1gBhicsOSno75X9vLd9Viu3nR+/uj9y/ZIz34rTftX5+bNYu8/QeInfIoxtZFows0Cl63345TJ9s1M5vNoAej0/lrHtTSk9S4HPasO01QS0/cvCt+4awoSonvm8btOpQIFhzd+jf9br20Xv+mDh1sx/XCiwS9Mhevdu3wNnmTkpdiL3Mk5Qhd/LtcUj1VZVWtnMo4haIofH3o63LLRsRHELE2gqZuTYnJjAFAsarkzfwfpxUNpk7X4NS5M5433WTfJuGd+eRs347nLeOwpKeTuXYdAAEvPI9iNNpHoeTu2WPfxti6Nc69e1f5ZjN12Q+Y4+IoiIpyOBdGoMv5wGNaXhqeJs8q7V8IIYS43AotVh7+KoKNRxO5+K9gUlY+b6+NZM/pND6Z0B2rqnLgTAYRUbbgwK6YVFKyCxzuV6dR6BDsQc+iUQPdQ7xK9IAVQghRs/RaDff0DeXttZHlllOBe/qGlDlyzKTX0sjTiUaelUvVm1dosQcSkouCDMWBhOSi0QoXrsstLCO4YLZyNj2Ps5UMLpj0GtvoBAeBBNvXJQMNzgZ5NV3XyBURop6yWsyoVqu99/zVaOCEB0k4dYK/vvmSzOQkEqJOOpyj4a9vFgLQMWwonYeNojCv5MiCYh7+pUcmeAc3ARTSE+NLrRNV5+HsRmZ6Gn7dupNy4gRHUdEqClpPTzyfeBZDXDxxr75GikbF7ewZPCuxz8CXXybhjTfJP3Ecc3ISWKxY0tKImz0HQ4vm+E6ejMUCqh5MzudvnDr0b4TRWcfuP2M4sSuBLtdXfURAyDVdSIu39Zo/sPFPTu7aSWCL1jTv1rPK+ypmbNPG/nXCG2/S9MsveKTTI/x3x395tMujfLjnQ/Ym7r3iwYJciy19V2PXxjzc6eEyy6Xlp/H1oa9JzE20BwoAnLMtaBTbjW3evv3k7dtP/uHDaFxtEz7nbLelc0r78acS+4t/9TX71y79r8O/BnLce91+G4nvvkfq0qUEPPWUfXLtYoqicE/7e/jq0FesPLmSu9vffcl1CiGEEDXpo/ATbDxqmxPo4p6oxZ83HEkg7I1wErPyKTBbHe7HzaijW4iXPaVQlyaeOBkkpZAQQlxJk8NasOd0GhuOJKBQ8vd68efBbf2ZFNbC8Q6qwaTXEuzpRHAlgws5BWb7aAVbCqT8C0YuFAUaLhjZkFfo+O9OXqGVM2m5nEnLrVS9TnptqfkWfMtMk2Ssl3/DaiKd4JUkwQIh6qmEUycBOHvsaC235PJRFIWA5i3pc/N4Ni35kj8/ea/c8gfC1+Lm60t+ji1PvaESqUsURcG3aQjpCRIsqAmF+fkoGi03PPMSR7f8zb+//2pft/KDN+kybDRBs2eyYd4sju3Zhvu5aLLTUhh49/34NAnBqejF8oUUjYaAZ58psSzlq6/J3LCBghMnSf78cyyqrc+dyfn8ZMaKohDc2ovdf8YQuSOeVj0CcPG09ZxTrSqRO+MJ6eiDyaXsCfoUjYYuw0YBtmAB2CbgTjkbS8uefSudGqvEPhWFgBdeIP7VV0Fv+zPcxb8L39/wPaqqsuTQEv449QfNPJqh1+jpEdgDvebyTyKYY7alJ+gW0I023m3KLdszsCeZBZnsit/F1nNbae7RnGtSXYDFJfcZ8W+Jz06dO+E9cSIAqd99T+GZM7iPHGFbqSg4d+9eI8fi1LkzALn/7iLx/ffxnz69VJlOfrZRKReO6BBCCCHqgkKLla+2RpV6oeTIxS9jgj2d7CmFeoR60zrADa1G0kEIIURt0ms1fDKhOx+Hn+CrrdEkZp1PfevrauSeviFMKiO13JXibNDh7K2jibdzxYU5H1xILkp9VDy/QsmRDOcDD/llBLVzCy1VCi44G7SVnm/Bx8WASV97wYXqphOsbRIsEKIe2rd+NfvWrQYgPzurgtL1X+N2Hel+w1gKckpPVgugKBoMzs5ErPiZHct/QlWtaDRanNzcMVscD6W7kIunF0kxUZecj76hyz19mviUBLSARqOl3XVhBLftQGF+Hif/3cHJXTuJ3r8Hc/uOaAIDUXQ6tDodqtVK+FefA3Dd7RMI7VLxC2PveybgNeFuYu6/n/wjRzErCihanE0le004uxto1y+Iw1vOsfOPKAbe0RpFUTh9JIW9608TfSCZYQ90qNTx3f3f+fy9dDHR+3ZzZPMmovft5ubnZlcrH6Nzt6649L+O7L//oSAqCkNoKGALJHT170p4bDgf7vkQgEmdJjGo6aAq11FVxcECF33p0TsX0ygaPIweDGo6yN625M8/J+OCMsHz30F3UXopjfF8moOLA0A1SevhQdArczn34ktkb9lK/s2nSqUjCnYNRoOGPYl7Lls7hBBCiOqIiEq94KVCxYa1D+CGzo3oEeJV6fQUQgghriy9VsPjQ1oxKawF208kEn0ukZAgvzrfy7wsVQkuqKpKToGlUvMtpGTZvi5rxFxOgYWcglxiUysXXHAxaCs934J3DQYXqpJOsK5dfwkWCFHHxZ88TsTKX2jXPwyD0Yn83Gx7oABg5GOle8xebRSNhnbXDqywXHZqKsmx0QD4N2uJotFAJYIF7r5+gC2d0dhnZ15aYxuw42v+AODCM158bn2Cm5CTkc7pg/swudnmjWjRow99br6Nb184/z28Y/mPuPsHotFq8fAPKPdFvKIouPYfQMbvv2MpChYYjaV74Hfo34hjEfEkRGWQlZqPm7cJi9nWTy8tPoeYQ8k0bV96Ql5Hrrt9At1H38S6zz4kIymBPWtW0vSaLvgEN6nU9hdy6tKF7L//4cz0p2jy+WfovLwAmNhhIn0a9SHPnMf8XfNZcXIFYU3CLvskUTkWW7DAVe9are2z/vobgMYfLUDj7ILWteKgw+VkatcO73vvJWXRInJ37SoVLNAoGpz1zmQXZpNrzsVJJy9XhBBC1A3puZUPFADc3C2YER2DLlNrhBBC1CS9VkPvZt6EOhcSEOBd514UXw6KouBi1OFi1NHUp3LBhewCS+n5Fi4YsWBPk1T0ucDiOLiQXWAhOyWX0ymVCy64GnUORyuUFWgw6hwHFyqbTvDj8BM8PqRVpdp2pUiwQIg6KDM5idjDB2jd51p2/bGc1HNn2LLsm1LlhjwwuVovKa9W3UffWK3tOoQN5fjObWSnpWExF6LVXf6UL1ej/HzbXBEhPfs4XB/YohWnD+7j7NFDAPg3b4lGo+Xu/85HtVr5ed4scjMz+OP9NwBw8/GjebeeKIpCs649cPH0KrVPU/t2tmABCig6dA7yF2q0Gq4Ja8zuP2PY+PVh/vNEVy58777t15M0auWJrhI9CBSNBmd3D3rffDtrP32fg5vWc3DTem6YOqPKKYlc+/cnc9Vq8o8fJ27mLLTeXmCxEjR3Dl39uwLwY+SPxGbFcir9FM09m1dp/1VVPLLAWV+5YacX0/n7U3DqVKnJqmuT+4jhpH7/HanfLsXYug1O13Qssf6mljex5PASTqSdoKNvxzL2IoQQQlxZHk6GigtdQnkhhBCiLlMUBVejDlejjhCfijuhqapKVv75tEjJFcy3kJJdQKHFcaK/rHwzWflmYlJyKtVWN6POHkwonm/Bw0nPkm3RFR8n8NXW6FpPQXUxCRYIUQckRJ3k35W/MGLKNBSNhs3LlpAUE1Ui33vXEWNwcnMn5sAeYg8fpNdNtxLUsvy84qJydHo9zbr25NBf68lKScHDP6C2m1QvFWRlAtA57HqH61v27IPVbGbnyl84l3uOxQcW0tszHoPGwKAmgxj60GNEH9gDKuzf+CeZyYnsXWsbrRC57R9umDYDw8Vphnr1AsCqKCiKDp3e8R/Yph182P1nDHnZZhKiMyjMs41/0Bu1FOZbOH0ohWad/Sp9rAHNWjD4vkkc27GF0wf3ceSfcPqMG1/p7QEUrZaguXOIvmcihWfOUHjmDABqYSGK3hawuqnlTXyw5wPm75qPq96VsCZhDA0ZellGGRRPcOymLz1vRGWYk5Iwtmtbk026ZIpej+e4W0hdsoSM33/H1L4divZ8UKi1V2sAIlMjJVgghBCizugR6oWvq4HkrIJy5yxQsOW67hFaukOFEEII0VAoioKbSY+bSU+ob+WCCxl55qI5FUrPt5BiDyycDzyYrY7/Imfmm8nMNxOdXLngQol2AIlZ+UREpdK3ReWyHVwJEiwQog4onrh3zSfv0XXEGFBtv4QCW7bB5OKCm48v7QcMRlEUmnfrSV52FiaX6qUKEY4Vp8s5fWi/BAuqKb8oWGDyddyzXKvT067/IP5e/h1mq5mU5Di+PvQ1ACoqw0OHc82gYQC06def7FTbxLN/f7uYjKQEfnl9Ns269ABsNwOt+1yHh38Apms6YjmwB1WrL3N0gNFJR68xzdix4hTh3xylXT/bUP2eo0PZ8vMJ9qw7TVALT0yulR9V0qh1W4JatuabF57keMQ2et44rsqjUhSDgYDnnyNu9hz7soxVq/D4z38A6OrflWYezcgsyORE+glOpJ9gddRqnurxFEEuQTUaNMg22+YEqcycBRez5uZizcysU6MKinmOvYmsjRvJ2bmTcy+8SKN5/7Wva+7RHJ2iIzI1shZbWDeFhoZiNps5fvw4pqLJ4mfNmkVsbCyff/55lfc3YsQI1q1bh9lsrumm1lk1cQ5fe+01XnvtNftns9mMXq8nMzPzsrRZCFE36LUa7ukbyttry//7pAL39A2pU70RhRBCiLpOURQ8nPR4OOlpVtngQq7ZPiqh1GTORUGHCwMMZcQWHKpq+sHLTYIFQtQBrt6+ZKUkkRQTxdpP3wds6U4GTXzQ4ctHCRTUPO+idE6xhw7QsYye8aJ8UWdiAHDyL7+Hvv4/ncn+/RypjbXM6DWDeTvmsejAIr469JW9jE7RMbDJQHoF9qLxzYPZ+8W3qLm5RG77x17m6Na/admjD52mTSXt2cnoLXq0hrIflkM6+LBjxSkADm85B4BXkAvuvk5kJOXy23t76HdzC/xD3TGYKvfnUdFo8PAPJD0hjqUvPc1dr71T5Rf4Tp06lficsvgr3EeORNHrcTW4Mq//PAD2JOzh/d3vcybrDNPCpzEydCT3dry3SnWVJ9dsG1lQnWCBOT4eAF0dDbT5PPwwcTNnkn/sGPknT2IIDUXRaNBr9TT3bM6RlCNYVSsaRV62XCg3N5dPPvmEJ5544pL28+uvv5KVlVVDrapfLvUcPv/88zz//PP2z5MnTyY3t3L5VoUQ9dvksBasPnCOQ+dKBwcVbIGCwW39mRTW4oq3TQghhGhIFEXBw1mPh7Oe5pVISLDleBJ3fr690vuva+kE5alYiDrAM9DWy7nHDWPt/wZNfEhy519B3o2C8QgIIi3+HKpahRCwAMBcWIC16GWg1rn8l82tm3XmeG8d9/d4hK7+Xbm9ze10DehKZ7/OdPbrTCffTuRZ8lgTtYa52+by+sF3WN0rjr2DFFzvug7Xu64jz0eP2WrheMQ2ju3YChYLikaP3sGcBcUUjUJQS48Sy/RGLf1va4W7ry290ZafT7Dms4Oc2pdk/5eZklfu8Qy46z7716nnzpZbtiye42+3tVFnC1LkHS3dk7CLfxfmD5rP6GajAVgVtYoVJ1bUyPfruexzbIjbAICroerByMKEBMA2b0Fd5NSxA76PPQrA2aef4cyT01GttgmwWnq2JNecS0JOQm02sU6aPn068+bNu6SX03l5ebz44ovMmzevBltWf9TEOSxWUFDAsmXLmDBhQg20rGH7559/GDVqFF5eXjg5OdGqVSvmzp1b280SogS9VoOpaMTkxf0QfF2NTB/amk8mdJdRBUIIIUQd07OZN76uBirqRqgAfnUwnaCMLBCiDrAUFqIzGGh77cAqb5v+229onJ1xu156w18qT/8A0uPPsfzNV7jp6Zdquzn1SkFaGgBuqlKqZ/2BpAP4OfkR4GLrdW5RbfMFmHS2tBw3t7q51P5OpJ3gZPpJe/mFBxZyuvAcS6N+sBVoo+LU2kTPf/Sc2LMDVQVFo0erK/+Buf9trflr6VHiTmUAoDdoMZh0DL2vPWePpbF9xUlyMwvYufKUfRtPfyeGPVh2PnsP/wBadO/NiX+3k54Qh3ej4HLb4IjnuHE4deqMolE4O+M5cvfswaljh1Ll3Axu3NPhHiJTIzmWdowlh5cQ6h5Ka+/WGLXGKtdbbNGhRfavnXROZRcsgzm+KFgQUDeDBWCbULrw9Gly9x+g4ORJ8vbtw6lLF/vxbojZwJ3t7qzlVtYtAwYMYMOGDSxYsIDp06eXWOfp6VnmditXruS6664DYN68eYwfP57GjRtfzqbWWTVxDov9/vvvODs7M2jQoMvR1Abj22+/ZcKECdx222189dVXuLq6cuLECc6erV6wV4jL5WhcJrti0gB4qH9zBrT0JvpcIiFBfvRu4SdBAiGEEKKOqu/pBCVYIEQtMxcWcu7YkWpvn7LYlrrFNSzM3itZVE9wuw5E799DVkoyCVEn8W0agkZTdk91cV5eUbCgUftrSiw3W83M3WbrrTmp0yS0Gi1HUmzf7zql7O/XFp4taOF5flh936C+JXp+/2/n/8goyOCkayb5sblQFCzQlZOGqNiAO9qQfDaLzOQ8FI0tsKHVa2jS3hu/pm6kxGXby+7+M4a0hFw2LjlCn5ua4+TqeHhg2+sG2oIF8XEV1u+IotFgatMa1WpF4+JC5urVOHXuhGIwYGzVCkVT8rjmXDuHv2P/ZsHeBbyy/RV8nXx5f/D71U6jcyD5AAATDvuRmvQVLv36Oi5otZL+2wqcunbBbcgQ+2TB5sREgDo5Z0ExRafD+557yNm5k/h5r5N//DhOXbrQK7AXPx37icTcxNpuIv/b+T/is+Ptn61WKxpNzd04BrgE8EzPZ6q0zZw5cxg7diyTJk0qsTyt6Ge+PFFRUSxbtoxdu3YRF1e9n43qCP/qMzKTk2t8v6qqoqoq7r5+DJr4UKW3u5RzeKGvv/6au+66q0a/JxqaM2fO8PDDD/PII4+wYMEC+3IJwIi66Nvt0fav7+4dQpC7nlDnQgICvOvcSwUhhBBClDQ5rAV7Tqex4UiCPX1gsbqeTrBG3ixu2LCBJUuWsGXLFk6fPo2npyc9evTg5Zdfpnv37iXK7tq1i2eeeYZt27ah0+kYPHgwb775Js2bN69UXevWreOll15i7969ODs7c8MNN/C///0P/wteUKSmpjJlyhRWr16Nl5cXM2bM4OGHHy6xn+3btxMWFsauXbto167dpZ8EIarpzJGD1d62OI0GQOo336CYyu4R7NyrJ8ZmzapdV0PQvGtPkmKiidz2D39+8h69bryF1n2uq3hDQUFaKgD5GndWf7Kf1r0C8WnsisUtF32+CYvOzMf7Pgawp82pSrobD6MHHsbzKYTeH/w+cdlxvB41nZy4HLSqEUVjQFdOGqIL+TRyxadR6fpNrnoatfS0f85Oy2f3nzEkxmSy4r29/OeJLphcSqcHK54g+0D4WjoPHVnq5X5lKRoNTp2uIXvrNuJmzQbAb9o0XK+7tkQ5jaKhX6N+JOclszthN5GpkcRlx9HItVGV67SqRb9HVJUO2+LIUFaSsXJludvk7NhB5urVmNq3J2PVavtyrY9Pleu/0kydOwNQEHMagBD3EFz0LpzJOlObzaqz+vXrR9euXfnggw+qvO20adOYO3eufXLfhupSzmGx1NRUfv/9d1555ZUabFnD8/nnn5Odnc2zzz5b200Rolw5BWZ+3m37uzSgtR9NfZwpLCys5VYJIYQQorL0Wg2fTOjOx+En+GprNIlZ+fZ1vq5G7ukbwqSwFnWyA0CNBAs++ugjkpOTeeKJJ2jfvj2JiYm89dZb9OnThzVr1jB48GAAjhw5QlhYGF26dGHZsmXk5eXx8ssv079/f/bs2YOfX/mzRGzatImRI0cyevRoli9fTkJCAs8++yxDhgwhIiICo9GWgmH69Ons3r2bJUuWEBkZyeTJk2nXrh39+/cHwGw28/DDD/PMM89IoEDUOp3e1lO5SYdOFZQsLe/wYfvX6b+tKLdsxooVBM9/B52vb5XraUi6jrgBD/8Adv72E8mxp2u7OfVGXnoaANEpBpLzjhJzNg6tosXQJYuOO0ah1+gZ8H9NUBQFs8VMXnoerT1bV7s+k85EqEcobTv3If3g32hR0Gh06PQ1+4e2WSdfYo+kkhhjm1ww7kQ6oZ1K/wxdOL/I0pefxs3H8d8zjVZLz/+Mwz+07AC59333YerUCTW/gJRFi8hY9UepYAGAXqvn5lY3E+gcSGRqJNPCp3Fb69sY13pclY4xNc8W6Anz6gvYJmHyvvfeMsvn7t9H7r+7KIiOoSA6psS66gZJriSNwYDG3Q1Lagpgm6yqqVtTDqcc5ljqMVp5taq1tl3Y699qtWI2m9HpdLXek3zOnDmMHj2ae+65x77M1bXsYN+qVavo378/4eHhbN26lUcffRSLxYLFYiEwMJD169fToUPpNFs1Jeyeyvf6r4oLr0lVVfccFvv+++/p2LEj7du3r3Ld4ry//voLb29vjhw5wo033siBAwfw9vbm5ptv5n//+x/u7u613UQhAFi59xyZeWYA7uzVtJZbI4QQQojq0Gs1PD6kFZPCWrD9RGK9SSdYI8GCDz/8sETPfoARI0bQsmVLXnvtNXuw4OWXX8ZoNLJy5Ur7zXj37t1p1aoVb775Jq+//nq59Tz99NO0bt2aH3/80f6g1qxZM6699lq+/PJLJk+eDNhyus6fP5/Ro0czevRoVq1axe+//25/6HrzzTfJz8/n+eefr4nDF+KSWMy2B4GmHTtXedu8A7ZRCab27fF5uOyXI8mff0HegQOcfmQSPo88jHOPHui8vavX4Kuc3miiTd/+RKz4mRP/bqfvLXfUdpPqhYIM2xwA6ZpELNZGxBiP4pruB1tt671MXoQWtsW3iStms5l9x06SG1CIwcdxWp/KatukE9v5G0UFBS3aSqQhqgqdQcugu9uSmZLHqo/3s2PlKXwau+LmXbqndNjEhwhf/FmZgQKrxUJ6Qhzrv/yY22f9t8wUVzofH9yHDQMg888/yT9ylIKYGAxNHb8saOvTFg0arFhZFrmM60OuLzEKoyLJebZ0LT5m28gk9zE34DHmhjLLe4y5AXNyMvknTpC+fDn5R46icXYm4IX68zdV5+1D3qHDWHNz0Tg50b9xfw6nHObFzS/y3ejvSs270dD16tWL3r17s2jRIsaOHQtAVtGE5uU5evQo1qIRcKdPn6Zv377s2bMH3wYYtK7uOSz29ddflwg0iOo5c+YMOTk53HrrrTz33HPMnz+fnTt3MnPmTA4cOMDff/9d5s9/QkICiYkl05UdP34cgMLCwive67uwsBCLxSK9za9SS7ZHARDgZmRASy/795hc84ZDrnfDI9e8YZHr3fB0a+xGE2Mefn5uYLVQaLVc0fr1+tIZEspSI8GCiwMFYOst1b59e06ftvXMNZvNrFy5knvuuadEr52QkBAGDRrEL7/8Um6w4MyZM+zcuZP//ve/JXp09evXj9atW/PLL7/YgwV5eXm4uLiUaEteXh4AJ0+eZO7cufzxxx/2kQhC1CarxRYs0Girnhs/bdkyAFz6X4ehSZMyy/lOmULShx+Sd/AgyZ98SvbWrXjdfjsoGhStBrRaFI0GjasrunqQRuRKULRaVLOZg5vW02HgkNpuTp2Xn2kLFpgMXuQpVm64twd50Vqi1uagQcGkM7FxyRHa9g0ktLM3hzclcXxzOnqjFnOBlR6jQvEJdsHd16lKL2r7B/fnhx6f0WKbEZ1bM7SXKTrv6nX+78Wqj/fTpk8gzTr54u57PvVX47YduPu/88vdz7rPPyTuxDFSz57Bp3HFPQXdR48m+bPPSPrwQ7SeXriPHoVTp5KjkLxN3nw89GOWH1/O76d+5+G1D/Pl8C9x0buUsdeSiueC8LLYjkVbTm/nYjofH3Q+Prj06lWpOuoaQ4vmFERF2eYtuOYaBjcZzKf7PgUgOiOaUI/Q2m1gHTRnzpxSqSUrcuH9YfF9WGBgYI22qz6pzjkE273rjh07+OWXXy5Dq+qv8PDwSs81sHv3brp06YLVaiUvL4+ZM2cyY8YMAMLCwjAYDEydOpX169dz/fXXO9zHggULmD17tsN1ycnJxMfHO1x3uVgsFtLT0wHQVuMeUtRdkYk57Iu13VeNbOtJSpItSCXXvGGR693wyDVvWOR6Nzy1fc0bN25c6bKXbTbU9PR0du3aZR9VcOLECXJzc+nUqXSqlU6dOrF27Vry8vLKzGt74MABe1lH22/evNn+uV+/fnzwwQf06dOHY8eOsWbNGhYuXAjA5MmTGT9+PAMHDrzkYxSiJlgttmiiVlv1H0dDaCgFUVG49OtXbjl9gD+BM18m7+BBUhZ/Rd6+/Zzbt99hWafu3fB9+OEqpStSrVZUsxmN4dJ6idcl/e+YyKavv2D36hXsXl1+iqdiIdd0of+d917ehtVRBVlZqCiYc71RXBR6B/VGaaRQ0MWMxWLl1N4kInfEc+54Oqp6fq4Nr0AXEmMyifgjCoBuw0No2b3yk+Q6653JDNCS1bwHgWrl50CoKkVRGPdsdzZ8dZjUczkc3RZHzMEUbnisU5WCG6GduxN34hhbf1zKDVMrzpnt0qc3aT//REF0DOrxE+REROB522143X5biXIeRg/ubn83O+N2kpCbwAe7P+DZXpXLyV084XSQahuNoKlEsKC+c+3fn6z1G4ibNZtmP/2Ioijc1e4uvjn8DUuPLOW53s/VdhNrXVRUVInP3bp1s883Uh2hoaGYi0bSNRQ1dQ6bN28uvc4caNOmDZ999lmlyjYtGpnl4+PDsWPHGD58eIn1I0eOZOrUqezatavMYMGUKVO49dZbSyw7fvw4N910Ez4+PgQEBFTjKKqv+HvCz8+vSj3FRN33wfZDAGgUuG9AawI8bcF8ueYNi1zvhkeuecMi17vhqU/X/LIFCx599FGys7N54YUXAFuPGwBvB6lPvL29UVWV1NRUgoKCHO6vou2L1wPMnz+fMWPG2G/a77//fm699VaWLFnCnj17WLp0aZWPR4Yei4pU95oU5OWhqipWhapfT1cXFGdnrEYj1kpsq2vXDq8n/o+8vfvAYgarimq1gNVKYewZcv75h5yIf4mJeAR9SFPQaFG0WvvIA8VoxPPuu9E1Di7xgjR92Q9k/PQTgfPfQV/Gz3Btqe51CWzVloETH+LEzm2VKp985jRR+3bT8fqRuHo1jBRPOdFRODUNQVEU8jIyMCsG8rGgWDX2l4KKDnQ6hVa9/EiNyyb2SCpWqwVUaN7Nh86Dm/DHggPk59jK/7s6CoOzBo1Wwa+pK5pKjBT4bMhnrIz5F+dCj8v+O3HAna3IzSxg87ITZKXms3dDDMFtPPEMcK7U9sHtO6L+pJIad7ZybXVxIejDDwHI+Pln0r9fRur335P6/fd4PXA/rkXpiorN7D2TKRun8G/8v5xIPkGwazDaMtIdFTuTcQajxoh7vs72u8hkuur/tmiaNbO/tC3Iy0PRarm+8fUsPbyU3Qm7+TXyV0Y3G31Z22C1WlEUxZ6m52Kqqtr/lVVGXFn14ZoUt8/Rz3BdfyipqqCgIB588MEqbdOpUye2bSv9d73490F584P4+/s7HE0NtnNbG+dXq9XWWt3i8sjKN7Ni7zkABrXxJ8Sv5Dwacs0bFrneDY9c84ZFrnfDU1+u+WUJFrz00kt88803vP/++6WGW5fXA7MyvTPLKnPh8jZt2nDkyBFOnjyJp6cnvr6+pKSk8OSTTzJ//ny8vb1ZsGABb731Funp6QwfPpwPPvgALy+vMuuVoceiItW9JikpyRQWFpKWnoGmit9HuWkZHNX3IH1nFD5NnSreAECjga5dHK7S33QjBYsXYz0XhyUzE9ViAYsVrFbUDNuxZUbsxDhpErqiUT5qRgY5338HQPy69eiHDa3SMVxul/Kzorh60HLQ8IoLAtqIbRz7ewO/vjGX3uPvxT3g6k61kb5vL1sXfkSQXyCtH5tGZloqFlXFquiJ8490+DvR4GWh0FxI8jlbAEcxFZCQmECPW/1RVZWdP50jJ72Qv5YdBUCjVfBv5oyiKAR3cMO1nPkNnApdsKrmK/a7OKSnC3v+yOLAP7Ec+CeWnjcH4eJVuZE1fi3bcvbwfmKjo9CbKvlzC3DttehCQsj/4kus8XEkfv89GZ6eaENCShQzF9oCL09vehqAZzo8Q2OXsoccRqVG4an1JCc5GYPZTHpBAVlX+G9abVB798K8eTPndu1CW9TreHyT8Sw+sZivDnxFR2NHTFrHox1rQvFoyrJ626uqiqVo5JnMoVA31IdroqoqeXl5Dn8XVmXo8dVq3LhxfPrpp6xatYquXbval//xxx8A9OnTp7aaJgQAy/ecIbvA9nvmrj4ysbEQQgghrrwaDxbMnj2bV155hVdffZXHHnvMvtynKA/6hSMAiqWkpKAoCp6enmXut6LtLx5xoNFoaNmypf3zU089RdeuXbnzzjtZv349zz77LBs3bqRly5bcdtttTJ06lcWLF5dZvww9FhWp7jVJdXFBr9fj5+eHbxW/j45ofEgzNCJ7YypjnwpB0dTAy4sXX3S4WC0oIPWrr8heuw51yRLMRttLNGt6Onqd7XgN0VH4X3AM+ZGRJLz0Mo0+/QStR+UnXK1JV+pnxWfoSBKPHCQ7LYX06BO06lT1Cavrk4zMNBQU4hLjSVn8KeakRFAUVL2BZj0c/0709/MnIMiXLT+dAMDNzZ2AgPO9NIfe60NCVCaocGjzOXLSC0iOKgAgOSqf4Y90wNnd8Qt5nSYJo7Puiv0uDggATw8vTu1N5mxkGmlRKs3bVq7upNBQEo8f4ezunfS66daKN7i44u7dOfPIJKxpaVjefgf/Dz8oMdfIlK5T+PTAp/bPb0e+zV1t7mJUs1GldpdrziVbzaajd0eczwA6HT5NmmC8wn/TakNuWBhJ23fglpyCW8+eAIwKGMU3Md8AMOfgHN4e8HaVJouuiry8PBRFKTEP04WKezrrdLo6+2K6oakP10RRFEwm0xW/L60vhg0bxpgxY5gzZw5Wq5U+ffoQERHB7NmzueGGG7juuutqu4miAVNVlW+2xQAQ7OnEwNaVT8sohBBCCFFTajRYMHv2bGbNmsWsWbN4/vnnS6xr0aIFTk5O7N9fOk/6/v37admyZZnzFQB07NjRXnbUqJIvPPbv329f70h4eDjff/+9ve5Vq1YxbNgwevToAcBjjz3GAw88UO6xydBjURnVuyYqiqJgMJmqfC3TC11skxQrCrGHbJPFlsW3qStOrpcwp4Bej/+kSSQrGgrPxNoXq/5+5B+3vfwtOHCQwj17cC568bZ77ucc9bqVPu98TqtXZ1S/7kt0JX5W9Ho9Y599maUvP01uetpV/3OpM5qg6F2ZOT7OltIKDapGy6CWA8o8/qbtfNnlGkNWuhlznlqinN5Tj1sXWzqf5p39sZhtaT42fRdJcmwWaz45hH+obTi+okD7axvh19QNAIvZisGku6LnvXFrH4JbevPDvAii96fQfXgoOkPFo1eCmrfigLKGU7t2cO2td1ar7uBX5pL63fdkb95M4gsvYmrfDv/p0wG4tsm1ZFuycdY7k2fOY8nhJXwb+S2dAjrRzKNZif3E5sTaRm64B6PkJoGiYPT0vOq/fwE0bdqQrChYYqJLHO+iEYuYsn4KueZcHg1/lPlh8wlyrfn0asXpTspKe1KcpkhRlHJTo4grp75cE41G0yB+hqvr+++/Z/bs2Xz66afMnj2bRo0aMW3aNGbOnFnbTRMN3N7YdA6ds01sPL5nE7Q10QlICCGEEKKKaixYMHfuXGbNmsWLL77o8GZbp9MxZswYfv75Z/73v//h5mZ7wRMTE8PGjRuZNm1aufsPDg6mV69eLFmyhKeeesqeTmTbtm0cPXqUqVOnOtwuPz+fRx55hJkzZ9K8eXPA1msjOzvbXiYrK+uSJu0T4lKoFtsLUa2u6g/2Ueam9tEEEauiyi3r6mVkyL3tMTpV/8deURR8Jz1SavnZY6ls+vxfehz/nMQFCwgpmlA80r0vWKyc0F9Dy4t+xtS8PBSdDuUqeqGhKAqunt6cjTyM1WpBU0Gu+PqsMD/f/rU1JwcAxdAGFAVPV/eyNgNg0IQ27Fh1jGZdyp5EW9Eo9hfvYXe14a+lkaQn5pAWn41qhcJ8C/GnMvBp7EqPkSEU5lsr9aK+pikaBQ8/J9ITc/n5zV3cOqNHhSN8ApqfH/UWdzySwJatq1yvvlEjfO6/D0t6OoWxsWRv2Yr5vhR03t446Zy4seWN9rIW1cLSI0uZ8fcMvh75NWuj1/LVoa/sE/oCNDK7Ubj2W/Q6fYOY4BhA4+GBYjSStWEjvlOm2HuKO+udeXPgmzy96WlyzDn8EPkD/9ft/2q8fkVRGtyEv+LyKk6TZDBcQseABsDJyYl58+Yxb9682m6KECV8sy0aAK1G4baeTWq5NUIIIYRoqGokWPDWW2/x8ssvM2LECEaPHl1q4rDi/J+zZ8+mZ8+e3HDDDcyYMYO8vDxefvllfH19mV7UI9LeMJ2OgQMHsn79evuy119/naFDh3LrrbcyZcoUEhISmDFjBh07duS+++5z2LZXX30Vk8nEk08+aV82fPhw3n33Xd577z1atmzJnDlzGDFiRE2cCiGqzGK2pcmpzESuF3NSs8lT3Ok6rCkml7Jfuh/Zdo7Uczn89u4e+tzYHP9Q90sKGlwoIzmXf344jtbDg2iv3rRI3Uz2jh249OqFkzWTHFwwHdtB1C0LHW4f+uMPVzSdQ/rvv5P919+4jx6FU7fuaF1danT/nkGNyEhK4Nj2rbTpe/WmM7AUpXdq36EzHo1DCApsyvd/5QO5uJvKDxY4uxtoF+Zb7kiYC2m1Ggbd3bbEsj3rYji1N4nk2Cz+XRWNalUrvb+a1m9cS1Z9bBu5lpaQg1dgxd9Tbfr25+jWv9m58hfGTH22WvVqPT0Jmj2LzHXrSProY/Ijj6Hr07tUuZta3sSvx38l15zLhFUT7MuLAwUA/r+d/7utcanZn4m6SlEU9MHBFJw8iSUlpUQqJ18nX+YPms/Dax9m89nN3NfxPtwMbjVav8FgIC8vj+zsbFwayDkXl4+qqiQkJGCxWDAajbXdHCFEFaXnFrJi31kAhrYLIMD98s2ZI4QQQghRnhp5W7hixQoAVq9ezerVq0utL+6137ZtW8LDw3n22We55ZZb0Ol0DB48mDfffBM/P78S21gsFvskcsXCwsL4448/ePnllxkzZgzOzs7ccMMNvPHGGw4fjA4fPswbb7xBeHh4iZzAw4YN44033uCtt94iLS2NYcOGMX/+/Es9DUJUi6WoZ2l1RhYYLdmYDa606lF+bmIPPye2/3aS1Lgctv5ygqCWHlwzsDGKRkGjVVAUWw9pvVGLwVT5Xwt5WYWs/uSA/bNLpw6waTM5EREYmjRBtaiggcxG13DG2KLEtukxybibkwjcuxenLl2qdNyXIuVLW9Ai8d330Hp40PTLL2p0/12H30DM/j0knDp+VQcLrBbb921Qx86EjruV3KwC0v76hXTvc7jqL3/P9C7XN6XzkCaseG8PSbFZAOgMtZMWxM3bRMvu/hz/N4H0xNxKBQt6/mccsYcPUJibc8n1G1u1AiDl669x6nQNGmfnUmU+G/oZd6+6u8x96P89iBnQN2uGUofTq9Q09xHDSVrwEfnHjpUIFgB4GD1o5dmKY2nHmLR2El+P+hqNUnPnxs/Pj6ysLGJiYjAYDKWCpqqqoqqqPe2NqH119ZoUjyiwWCw4OTnJfAVC1EO/7Iolr9A22vjO3jKxsRBCCCFqT40EC8LDwytdtnv37qxbt67CcmWlBRo6dChDhw6tVF3t2rUjNzfX4bpp06ZVmPpIiCuhoOhloaaMSS7LY7WoaCvRmdrd14nBE9tx7lgaB/46y7nj6Zw7nu6wbNP23nS5vikm14qDF7vWRJf4fDrLkyAnJ7LWbyBr/Qas7qPReniQ6+XLxT+JavN8Uk7HEvjGuzR+/imcOnSo+EAukWq1lvhsSXd8Di6Fm48vLp5enI08UuP7rkusRcHc4lRLuTm2tES5Lulor1D6JUVRaNrBh8gd8QC1koaoWItutmBBRlJepbcJaN6Sk7t2cu74UYJatql23fqmTdF6eGCOiyP+v/MImjundBmtnjcHvMlTfz1VYnmPgB481PFBUr58EIDAef+tdjsuB9VqvazBC2NLW0qo/OMncCkaBXmhF/q8wOPrHyezMJMfI3/ktja31VjdBoOBoKAgUlNTS3WOANt9UF5eHiaTqU69mG7I6uo1URQFg8GA0WgkICCgTs+nIIQoTVVVvt1hm9i4qbcz17UsO02jEEIIIcTlVqMTHAshqu7krp0AVc5vrxYWYlGVSqcv0mo1NG7rjauXibPH01CtKqpK0f8qGUl5nD2WRsyhFGIOpeDT2BWNAopWY/tfo6AzaukU1hgXT9tInsL88y+4fBq7khybRWzbGwne/R0WNBRonGjSpTE9biydk333nzFEJ6cQnd8C7csz8Z82DedePdFcxlzL1uxsUnUBZOm8adEjgIJ/wkn84EN8H51Soy9+fJuGEr1vNxlJCbj7Op4Yvb4rDrwoRdGqjKJ5YNxdrmy+e/8QN3uwQF+LwQJXb9vPxJGt5+g4MBhNJSYlbNyuIyd37WT9Fx8xZtpzePhXrzewoij4P/M05154kbxDh8os18S9CQuHL2Rf0j46+XYisyATb5M3SkYWKYCud+mX5bVp+y/LOLZjC07uHjTr0qPS2zVp3xG/kGYVFwT0TZqgmEzkHz/mcL2TzonXB7zOlPVT+OnYT9zY8kaM2ppL8eLu7o67u+O0XYWFhcTHxxMQECCT1dYRck2EEJdDRHQqkfG2UZJ39GpaqXsIIYQQQojLRYIFQtQRelPVXkAVxsVhRYsmL7viwhfwDHDGM6B0mhKA/Fwz2345QWZqHjnp+VgttkCC1aJiLrC9HD59KIX+t7cmqIUHxeN/xk7vhmpV+fWd3ZzVhHDNnHmcnvUaaDT4hHjh4lH62PqObUH8qXQSDHrSUgLo+s67GJsG0/idd6p0PFVhzczkoGt/dF6enE020cxwEjZuxLl7N1z69q2xenwaNyV6327S4s5d9cGC4mBVVlGwoLlf6BVtR1BLz/MfavHZWntB0O7HeRGYXBz/eVU0Gnrd0IyAZu406dCJ4LYdOHPkIKs+fJvbZ82rdtDK1LYtrgMHkLXpL3L378fpmmsclnPWO9MnqI/9a4D8pCQANIG1m7okLT4OVbXiFdgIgGM7tgKQm5HOob/Wl7dpCdH7dtF56Ciade1R4flUNBqMzZuTf/x4maMYfJzOpyd6Zdsr3NjCNnm0UWvE1eDKrvhdjG01tkZTFAkhhGg4vt1uG1Wg1yrc2qNxLbdGCCGEEA2dBAuEqGXO7h44e3hWaWRB5vr1JC34CNV9BGp2Zo21xeikY+CdjtOhFBZY2LU6mugDyWxffgK9UUt2egGeAc6lJpb9OzybkEdnY9gSh5uPk8P9aXUa+t/emr++A7PRxA5nH5rG7yAgPh79Zcq3bM7IsH2h0aJxdiGqzTj8979DTsS/NRos8Aqyvez865uF3PXq21dlDviLRxZk59gSTTk5XdmJNRVFoXFbL2KPpBIQWv7EypfbkInt2PbrCZzdHY+OMRdaSY3LYdPSo9w6oweKRmHghPv56bWZ5GdnsX/Dn3QaMrza9bsNH07Wpr/Iifi3zGCBI/nHbL3qFS+vatddGRlJCZgLCvBuZHsRYjEXlpirZeX8eQC4ettezusMBswF+Yx+4hl0+sqNONq3fjWndkew5Ydv8PAPwKdxxXmfja1aknfoEIVnz2Jo7PglzZx+c3h5y8tEpkbyRsQbDstcG3wtTjonPIwelWqrEEIIkZpdwO/7zwEwvEMgvq4yQbkQQgghapcEC4SoZebCQrRVSGdgycoiacFHAFjR4t653eVqWgl6g5ZeY5qBAplFedmNznpadD/fc37gnW3Y9O1RctILOLwlDgD/ULcy9+kf4s4Nj3bmj4/3UaBAVF4n2u3eh/eIys1LUha1oICEd9/FqVNnNMHBWFKSyU9LJ/eALUVL8QtuxWBAFxhI3tGanV/AP7Q5BpMTBXm5pCcm4BkQWKP7rwtUqy0FlaKUDBY4O5mueFv63dwS1aqi1PKwfZ9gV0Y/2rncMqs/PUBGUi7JZ7PxbeyKRqNlyP2T+eP9N9i3bhVHt2zi1pdeq1b9xRMdZ6xciXOPHjhd07FS2xWcjgVAExxcrXodWfLcVADu/u98+7I/P3mfvKxMGrVuR0ZSIlkpthEN7QcMwcn1fPoqvdFk/987uLF9pEFl9Ln5doJatmHLD99w5uihygULiuctOHaszGBBG+82vDXwLU6mnwQgPT+dJYeX2Ncvi1zGsshlAEzqNIlAl0CauDXB1WA7rsScRLxN3ldsPg8hhBD1w0+7Yikwy8TGQgghhKg7JFggRC0rzM4m58+1nI06h3P3ivNyW3Ny7F9rQ0LR+/uUU7pmKYpC7zHNy1wfEOrODY91ZvuKkyRG20Y8mFzKD4SYXPXc/FR3Dm+K4t+vEzgbvheP6/qicXKyv9Svqty9e0nYeRTnbTtRVAuF5kISdHryta7gPpKQJqBp7EP0gWRO+g2gyf5lFJ47hz4oqFr1XUyr09Nn3Hj++mYhK+fP467X3qlTk2HWhIJ8CzlaD+ISVIKA3DzbBMe1ESwAaj1QUFltegew8/cotv92ktFTOgHg3SgYo7Mz+Tk55OfkVHtSX0WjwalbN3J37SJu1iya/fRjpbYrjDuHYjSiNKr8S/nyXDi597cvTsfgZEt3lJdl+51w7vjREpONX5hiqFWvfvQeW/1JhLU6PaGdu7Hzt584sHEtHcOGoqng94jBPsnxcdwGDSqzXGO3xjR2Ox9MuMb3GhJzE4nNjCXHnENUehT7kvbx8b6P7WXCmoThbnDntxO/MbjJYB7p/Ei1j00IIcTVRVVVewqi5r4u9G1+5e7phRBCCCHKIsECIWqRarVizspEA+QfOUr+kaOV3tb73nvhsBs6fd1KcePsbmDQXW1Zv/gQvk3cKv2SPKitP6qqEhebh8vEewFo8tmnaL28qvyiPT1Lwx6361EMerwbuVBYUEBAbhTOMfsB8LimFR4BrkQfSOZcoT/O+mA8/vgDnwceqFI95R5Pq/PpnE7u2oG7rz9ejRqju0omxczOUbGi4eCBQroCuTm2YIGri+O0U8KmaQcfdv4eRU56fonl7a4bxJ4/fwfgxK6dtOzRu1r7D3j+OaJuuRWAlK++xm3IYPQVjBgwx8WjCwyskYBWzIG9/PXNQvtnn8Yh9q/dfPxo1bsvzbv2BCApJorE09H4NrGVUQCvRpc+ukGj1eLbNIRzx46SGH2KgOYtyy2v8/ND6+FBwfHjVaon1COUUI9QegbajkdVVcJPh5OWn8Z3R78DIPx0uL38htMbeKjTQzK3gRBCCAC2nkzmZJJtzqc7eze96jqWCCGEEKJ+kmCBELXIXFiAotWiVRXcR43ENSysUtspWi3a4MZY9u9GZ6ibaS2GTGxfpfIe/k7o3Zw5R0uSDE1wM6egPvQwrv2vw2/KFBRD5XKWA+Rl2FLi6Ly8Mbt7kp2ZS7TeD52zCa2HOyZXE8GtvRj+UAfWfHqAFH0jgo+fQFXVGntQ0xtNDL7vETYs/IStPy4FbCMznNw90Gh1jJgyFZOLawV7qbsUiuYsUDSciUwlL7cQABdnx5NnCxutTkOzzr6c2ptEXnahfeRNh4FDUDQadq9ewY5fltGiW8/qjS5QFJx79CAnIoL05ctJX74cl2uvxXfyJDROpQM5amEh5qQkTD26Y7nEY7OYC0sECm56+iX7/AOO+DYNxbdp6CXW6ljHsKGcO3aUtZ99wB1z30SrK/t2R1EUDC1bkPvvrksaYaQoCoOa2kYmjG01ljxzHmuj15ZIV7Tq1CpGNx9drf0LIYS4unxTNKrAoNMwrptMbCyEEEKIukG6twlRi8wFBaCCFjC2aYuxRYtK/TOEhpKXbXu1l52WX34l9YSiKGj8g9AHBVKoGEnRB7HbfTiJm/cSdcedWLKyKr0vS67tnHTt5cLIKR1pfa03aLVYWndF5+uHigqAh58zrt4msr2bkR8ZScK8eTV6TEGt2tJn3B10H3UjxqKX6DnpaWSlJHEusmbnSbjS7GlkFIXNPx4n+6gtyOLuWn8DIFeKZ4Dte+HI1nOoqu17UdFo6DBwCI3bdcRqtZAYE1Xt/bsNLzlJcvbmzcS9+qq9rgtlbdoEViu6oEtPQZSdmlric3mBgsvtwrkKTu2OqLC8c7duAMQ+9niNtcGkMzGk6RAA/p+9+46PqswaOP6709J77ySE3nuXoqBUsYCKa28Lrg3rurtiWXVdZcWG3VdXrKBYEETpgnQILQQIkJDee51y3z8uBLMJkIRJJuV8P59xJrfMPfHODJPn3OccD6PWu2VDygaKqoqotFTa7ThCCCHanpySKn45pPX3mtonBB+3hl8UI4QQQgjRnCRZIIQDbV/+FaqqogMUQ8NnCKTE5/PT4v0A5KeXNVN0Le/yu3qjc3XTkiIxMVQYPNnjeTmpTt3Ief31c+5XdeIE5rS0mp+ry7RkgcndCYDgLu70GX+2vElYV5+ax4FRnpi9QqjQuVMRtw/VerHXV5+lKAqxg4fRY8x4Zv3jBW584VWufuJpAOJ++QmbzX7HamlVlipUVcXiVIRXoAtWVUseeDhLsuBCQmO9ATi6I4v4zem11vUaqw0up19EMsllQH/C315M5CcfE/76a6DXU3U4gdING2q2sVVXY8nPJ/dtrb6+KbpTk493Rklebs3jkC7dL/r5LobBZGLGw08CkJ104oLbe0yaVPPYnJVttzhcja58Ne0rPrj8A4aFDONUySnu/vVu/vrbX+tN3gghhOgYlu5OwWzV/h24URobCyGEEKIVkWSBEA6iqiqphw+BqlJoiqSkomFvx+pKC1u/O17z8+hZ56/H3ZZ4Bbgw+8khXH5XbzoPCsTUKRqDry9JLn04caAQS0EBqtlc55b+6GOk3v8AZVu3AlBdXg2AyeNs2ZWo3r4A6PRKrabLIZ29UJydKRh4JarFgjkjs1l/R1cvb6L7D6KssIADa1c367GaU1mVlqQ6ZtzMpDt6Ye2bxYke23A3SrLgQty8nWoeJ+6uPTDtHxGF0cmZY9u3kJ10grzUlEYPKiuKgjEwEL27O8awMEJf0mbM5L75FoXLlnHymmtJvmEOKXfdXbOPc9++F/EbaYrzcgAYfcMtjLvZfv0/msrTPxA3H19O7NlBeXHRebdVdDrcJ2glhKoSDjdLPGdmGQCkl6Vz/U/XN8txhBBCtG42m8oXO7QSRF2D3BkU5XOBPYQQQgghWo70LBDCQWynr2C3WKDCeSgb1lUQknmE0C7e593PXHX2avRBV0QR2qX9/YHhFeDCoCs6EdLZi81LE1GMBk5kDSD4zruor6NAgttwKnTu9F74BmGP6TGfrp9vcj+bLDC5GJj95JA6+wbHegFQrHgTApSs+RW/W29tht/qrMHTr+Fk3G4OrPuFrsNH4+Lh2azHaw7602dCVeDWn2+l2qUag5sBo759NHBubjMe6M8Pr8VRVW7BZlPR6bT/n4pOR3BsV1IO7eeXd7XZNGNuuJWovv2bfCyn6GgM/v5YcnMp+OLLOuv97rkbnasrlJQ0+RgABena7J6Q2K7oDRf/Ojh1KI9t35+g+4gQfEPdGryfX5gbLu5aOYfIXn05vHkDaQmH6DJ05Hn387nuOkrXrafycALuY8deVOz16RfQj5t73swvSb+QWa4lJbekbeH1va/z16F/pX9gf7sfUwghROvzW2IuKflaf60bh0VJY2MhhBBCtCqSLBDCQWxWCwDBgVHkpxtAUcg6WUzWyeIG7d/v0gg6DwxszhAdLrSLD7OfHML+NUkcXFlFUvC1GHR1S/cUlHiDorBXdznKOx9TRgToonEKvHAiRa/XEdTJk6wTVg67jab/gYPN8JvU5uTqSs9LLiV+01q+eeEppj/0BF6Bwc1+XHuyne5ZYNNDd1+t5MyZe3Fhzm5GOg8M4PieHHavSmLwlE41gwWDp11FUEwsVrOZvT//yOEtGy4qWQAQ/PSCc9bj95w0CbPZfFHPD1o/DoPJCSfXhg/s/5G5yoqqqpicta8m277XygclbM1o1PP4hroxYGIkfmHu9B4/icObN3Jg3S8XTBYY/P0x+PtTmdB8/USmxkxlasxU1iSv4f0D7/P6Xi0h9OKOFxkVOoqcihyOFhzl08mfotSbGhVCCNHWfb49GQBno46ZA8IusLUQQgghRMuSZIEQDnJmZsGZCiO9+nsQPLhhJYUUnYJviNYkNa00jRC3EHRK+60qFj0wmGN7csm1+Ne73nB6AoHFZuNEVR/MGNG7eODs4QxcuIRLr0tCyUoqptgrmqqkLVhycjAEBNjxN6hrwOVTid+0FoAN//2QKx/5W7Mez97OlMYZFT6KacPmODiatqnL4CCO78nh5L5cfILdiB2kJf/cvH3oPvISAI7v2k7uqSQKMzPwDg5p8rGMISGE/WchJWvWULJmLb4330TZtu14TZtql98FtGSBm5f3OddbLTZsVhWjU/39WX758BBlhVVE9NBKhrl5O1FWWMXAy6MwOjesp8vxPdnkppSy9pPD9B0fTvcRIXgGBFCck01hVibeQedPyjn16E7Zb5uxlpSg9/Bo0DGb4tLISzmUd4jf03+vWbYlfUvN452ZOxkaOLTZji+EEMIxsoorWXNYK0E4o18oXi4yI1MIIYQQrYskC4RwEKtFm1mgnB7LdvdxIiCycYNTqSWpPLzxYZz1znx8xcftdhqzh68zVz44AIvZVu96RadgMOn4buEeiixB2j4eRkzOhgZdMe0f7kH3EcEc/D6bCp07KX+eS/Q3y+z6O9SNWceMh5/kh4Uv0JCERmujnp5ZoOgb3phb1Obp78KwGTFs/+EEe1YnE9nLt+aq+jO6jx7Lju+W8st7bzDzsX9gcnY5x7NdmCkqCr877sD39ttRFAXPyZMv9leopby4CP+IKAAO/56BwaSjy+CgmvVbvztO+tFCeo4KobLcwom9p3sczOqCwaSjrFBrTJ5yOL9mH+8gVzoPDGjwZ1tAhAcHN6WRtD+XtGOFdB8RwpAZ17D2w7c5dSAO76Arzru/c4+elP22mZI1a/G+amZjfv1GURSFBwY+wMSoiYS6heJu0np9JBYmsuD3BcTnxUuyQAgh2qGvdqZgtWnf++YMi3JwNEIIIYQQdUmyQAgHqZlZYNMGwXSmxr8d9+fsB6DSWklmWSauRtdzbutp8mzTyQSDSY/BdP6B6Ym396K0oBIAD7/GDap6Bbqi9/YiMzeGmIp95L73Pt5XzWzWGQae/oG4enlTkpdL4q7txA4e1mzHsrczMwsUgyQLLkZUbz9SE/JJO1rId//Zy9gbuhEUfbaHRWSvfuz+6XuqK8r5+pm/Mvzq64kdMvyijtkcnwPmykos1VWguJB5oogDG1IBSD2cj9FF+2xLP1oIQPyW2mWFNi89VvM4sqcvw66MaXK8rp4mhk6LJutkMXmppVRXWgiKicXZ3YP9a3/GJySUiF7nbubs0r8/AAVLluAx8TL07s3bsLunX89aP3f26oxBZ2DNqTVMjJiI4fTXtHJz+Xk/34UQQrR+VpvKl6cbG/cK9aRfuJeDIxJCCCGEqEuSBUI4yJmeBajaQJi+CcmCT+I/qXn84IYHz7vtZZGXcVffuxp9jLbE098FT/+mXXkd0tkLxeREVd+xsH0fJatXo/dwx+eGG+wcZW1Dr7yWDf/9gO3ffsmO75fWLHdycWXyvfNxPU9ZF0c6M7NAL8mCizZ8Zme++fduADZ+caRWI25nd3dmP/UCvy/9jOT9e9n27Zd0HjQURde6yo6VFRWiqpB8qIL8rKM1y3NTS+H0YL+iQFhXH3pdEgpA/OZ0SvIqiRkQWLM+JNbbLskMv1A3Uo9Uk5tSSmgXb/pPmsq2b79k45KPuObJZ8/ZVNwYdLYPTMqddxHxztvovb0vOp6GMuqNjAkbw/qU9Ty2+TEinCIoPFhIqaUUgOu7Xc/wkOEEuwW36eSvEEJ0RBuOZJNepF3UMmdYpHyOCyGEEKJVkmSBEA5is54uqXP6rinJAh9nHwoqCxgZOhI347mbiu7K3MWaU2uw2CzM7T+3KeG2eyZnA8Gdvcg8Dr6vvUv+Q3OpTk1t9uOG9+jNoGlXkZl4doC1oriI/PRU4jetwztYG1jV6fVE9OyD0dm52WNqiDMzC3R6+WfkYukNOoKjPck83dy8rLAKN2+nP6w3MOaGW6goKSb75HESd227YLPellZRXITNakNvOPs5NOmOXngHnftq+BFXNaxHS1P0GBVC6pECNi89xoSbexA7ZDjbvv0SgG9eeIpxN91JeM/e9e4b9el/SZl3L7aSEk7dcSedvv6qRctt3d33bqyqlbisOHKrcqmgomZA6csjX/LlkS95ZPAjDAkecoFnEkII0Zp8tl2bVeBm0nNlf2lsLIQQQojWSUZ5hHCQmpkFFq0ckd6p8Q3Owt3DqbJU8cDAB867Xax3LG/ve5sNqRvYkLqBWV1ncW3Xaxt9vPbO2U07B6v/e4IhNhvl27ZTvncvitHUoP1N4WFNugq5x6ix9Bg1tubn3JRkfl78Kgm/b6q1XZ8Jl9Nvon3rzDeVerrerqKXq+LsoffYcDJPxgPw29fHuOLuugPZg6ddzco3Xmb78q+prqig6/BRGJ1aR/KovLgQm1VF73w2WXC+REFz8w50JSjak6yTxaz772Fmzh/AiGvnsHXZ5wBs+PQDbnz+P/XO0NC5uhL2n4Wk3HU3AJUJCbj06tVisesUHff2vxez2UxWVhZBQUGcLD3JiuMrcDe5s/bUWr4+8jVuRje6+HTBqJPmmEII0dqlFpSz/ojW2PjKAWG4O8mf4UIIIYRoneRbihAOcqbBcXVGFrh2a9LMgmprNSb9hQeyx0WMo6dfT75M+JJ9OftYnricDSkbUBQFvaJHr+jRKTp0io5ZXWcxMGggOqV1lTlpCd2GBZO0PxeAE+ETCU3fQtY/n2/w/qZOnQh+egF6j8Y1qv5ffuGRXD73QaorKgAtsbTx0w8pysm6qOe1p7MzC6QMkT34hrpx9SMDWfnOAYpzKygtqMLdx+l/tgkjoldfUg7tZ+/PP5KflsKYObfaNY7l/3qa6vIyeo29tN71FrOZI79vwj8iilHX34SHrz8AZQUFWC02TAY3Inr60nNUiF3jaixFpzD2hm78+tEhCjLLyTxRRMzAIej1ejZ/9SkAiTu30WVY/TM0DL6++N1zN3nvvkfOa68R+d57LRl+HV19ujJ/8HwAEgsSSS5J5pmtzzAtZhoBrgGMCBmBl5PUvhZCiNbqq50pnP7qxJyhkY4NRgghhBDiPCRZIISD2E4nCxS0QXm9W+Nr7ZttZky6hl31HugayP0D72fdqXWsPbUWm2rDqlqxqTZsqo3UklRs2Hh518tEeEQwImQEOkWHQWdAp+jQ6/T4OPkwLKTtNOFtLK8AF8bM7sLmpcfICxyAZ68uhEVWN2jf0s2bqTqcwKlbb8N/7p/xuOyyJsehKAoBkZ1qLXP19CL18EG+f+WfAPiEhDFmzq0Oq3er9SxQ0EnPArsxmPT0HBXKntXJZJ0swt0nsM42o6+/iZSD+9n81ackH4hD/fxjRl93k12SNjabjaqyUhRF4dDGtefdNjclme9f/icjrp2DZ0Ag+9f+jNViQ2/you/4cNy8nM67f0sZdW0XVry5j+3fnyAw0pNO/Qehqipbvl5CSX7eefd1HzOGvHffw5qXT2V8PM49e553+5by0KCHOJR3iE/jP2XFiRUAbM/YzoIRCxwcmRBCiPqYrTa+2pkCQL8Ib3qHSXJXCCGEEK2XJAuEcBCbzQoqqOjRu7mhNzZtZoFR37gSFBMiJzAhckLdeFQbG1M28s7+d0gpSSGlJKXe/T1Nnjw14ikiPCIaHW9bEBLrzcyHB/Ldwj1U+0bgeUWXBu3n3LsPRd9/R+m69VTGx19UsqA+XYaP4tSBfQAUZKRRkpdLdtIJvIOCcXI9d7+K5qKigqKga2WNdtu6yF6+7P0lmcwTRXQeWDdZoDcY6dR/EFlJJzi2fQunDsRxOCyCbiPGYDA1LHF4LpYqrelicOeuDJ0569zbVVex9qN3qCorrSnrA2C1qLh6uLSaRAGAq6cJ3xA38jPKOL43m15jwgju0g0Ac2XFeffVubjgdc3VFH3zLRn/eIrIDz9o0WbH5xLiHlJzO5p/lC+PfEl8XjxFVUUyu0AIIVqhtYezyC6pAuDGYTKrQAghhBCtmyQLhHAQm8WKqtpAMYBeh97Q+EFXs82Ms8E+Nct1io7xkeMZGjKU/Mp8beaBzVoz+yCjLIP/xv+X4upi3tn3DuEe4bX2dzW4MrvbbFwMjZ8h0doYTXpUFdKOFlJRWo2L+4UHYU3hYQTcey/lu3ZhzrJ/uaA+4yfRZ/wkABK2bGTXiuX8+t4bAIy+4RZcPb1QFAVFUagsLcUzMBBP/7qDzfai2kBmFtifydmAT4gbaUcL+fGNfRiMOkZc1blO/f9hM2cR1ac/az54i70//0jygTim/OXhizq2uVJLFviFR+DpH3Deba958hlSDh3gt88/rlnm4hGNcwPeKy1tws3d+e7VvRz6LR2dXkf3EcHoDAbKCgsuuK/P9ddTdeQolQcPUrhsGX533tkCETdML79e9PLrRUFVAauTVvP070/zn3H/cdhsIyGEEPU709jYw9nA9L6hDo5GCCGEEOL8JFkghIPYrBasBQWYdVGg06FrQqPYals1njpPu8blZnTDzVj3SvVuvt0YFTaKh9Y/RGJhIomFiXW2ifSIZHzkeLvG4yh+4e7kpZay6u0DdB/ZsPrrgVEeGENDqUo4giUnB0PA+Qdcmyp6wBCqKytJPXyQ/LQUNn/xSb3b+Ud2wsnVjUFTr7R74kDVsgX1NogVF6fHiBAStmdiNdsozCon+WBevc2Cg2JimXjXX/j1/TfJT0uhorQEF/em98s4c6W9yeXCjYl1Oj1Rffrj8/CTlBUUENS5C8tf2YOLe+trtqvT6+g6NJj4zekc2JBKdD9/3H18ST96GHNV5XmbRCs6HcF/e5KkG+ZQvOpnPKdMwRjaugZ65nSfw+qk1aSXpZNcnEwnr06ODkkIIcRpyXll/HZM64d1zcBwXExykYUQQgghWjdJFgjhIFarFWthIaUuA3FtYrLAbDU3ugzRxTDqjLw2/jWqbbXr+JeZy/jL2r+w9tTadpMsGDenG2s/OUxhVjkHN6Y1aB8XDyNdY4ajT0ik6Pvvm+0qZCdXV/peejl9xk/kxN5dmKsqtYbDqoqqqiTu3EpxTjYlebnknkrCPyKKPhMm2TcIFRSZWdAswrr5ENbNB9Wm8v1rezmyPZNuw4Nxdqv9XlcUhaCYWIZfcwPbvvmCjKMJxAwc0uTjWk7PLGhMWStPf20GS1WFBatFxbkVJgsAel8Shk6vcHBjGivf3o9/SCeKc7L5/pXnufZvz513X+UP5Z3SHnsMj3HjTi93whAcRMnPPxP87HPo3Vu+HBiAs8GZP/f9M+/sf4fHf3ucT674xG4zzoQQQlycL3acLes5R0oQCSGEEKINkGSBEA5is2oNjlF06Dw9MTo1ftC1MQ2O7UWv0+Oiq11qyMXgQrBbMMcKj/HSjpd4fOjjLRpTc9AbdFx6Sw9K8iobtP3RHZkkHchjX3EQQc5dcUs+1cwRalc9dx40tM7ynmO0hE11RTlfP/skJXm5dj+2qqqAgk4nyYLmougUonr7c2xnFnt/PcXwK2PqLTETeroGf0bikYtKFjRmZsH/KivQajG7ebeefgX/K3ZgIMf3ZFNRYqakuAewg8rSElRVvWDpnqj/fsKpu+5GraikeNXPddZnLliAx6UT0Lm54TZmTIvPuBkTPoYvEr6gqLqIxzc9znXdr6OHbw98nH1aNA4hhBBnVVtsLN2lJQuGdPKha1DTZ/8JIYQQQrQUqR8hhINYq7TBNSc3FwI6eTe6zvSBnANUWasw6VtHjfBbe90KwJ7sPacHkuFg7kGuW3EdZeYyB0bWdHqDDu8g1wbd+k+MZNiMGFAUqoNiqYyPx3b6HDuKycUVJ1c3MhOP1Flns1lZ8tcHWfLXB8lOOtHo5z6TLGhKrw3RcDH9tVJWKfH5rP80gcKs8jrbuHp54+7rx8m9uzi24/cmH8tcWYmqgtH5/H1HrFYbqk2ttaysUHutu7fiZIHJxcC0v/TDYNRRVmAhtGt/AEryci64r87NjahP/0vkhx8Q+eEHhC9ejN7rbDPh6qQk8j78iJzX3yBzwdNkPvssJevW1awv3bwFa1GR3X+nMww6A6+MewWDzkBmeSav7XmNP6/5M2arudmOKYQQ4vxWH8okr0ybjSuzCoQQQgjRVsjMAiEcxHq65IcFHWvSfmHVxo8YEtzwq4K/OfYNoJUGag36B/ZnYOBA9mTvYUfmDoaFDOO5bVp5j3f3v8v8QfMdHGHzMjkbiOrtx/71qZQWalfzViUm4tKrl0PjcvPxJT8thcObN9B91NiapJTlD4mMHd8tZdqDjZwNcjpZoBjkn5Hm5BXgwtgburHpq6Pkppbyy4eHmP1k3c+JHqPHsfOHb9i+/Gu6DB3ZpGOZKysozCpn3acn6Dq0/vNqrrKSmlCAk6uBsTd0q+mlUFqofZ65+bTeZAFopZsGTIpk509JmNwigDhyTyU3qKeHotej9/YGQA9EfPA+2GxY8vKx5uVizs4m9403qYyPB6Bi337yP/4ExckJa34+hsBAIt5e3Gy/m6fJk8WXLuabY9+wOmk1AI//9jjPjnwWd5N7sx1XCCFE/T7bngyAt6uRyb0b1v9KCCGEEMLRZJRHCAexFJcAYFYVbHorp0pOcaqk8aVrpsZMtXdoTTYxaiJ7svfwa/KvDAkegpPeiSprFREeEXW2rbJWoVf0GHTt62PIK9CF9ExPivW+OC9b5vBkQczAIeSnpbD7p+/wDQ0nKCYW0HpmnFGSn9egUix/dGb2iE4vMwuaW1C0J1c9PIDV7x+irLCKvLRS/MJqD/52HTaK+N/WU1aQT0VJMS4ejWt8rqoqlaXaZ5JO58TJfecvXVVVbuGXDw/Ra0woJhdDTV+P1jyz4Iywbj7s/CkJm+oLQF5aSpPKNyk6Heh0GIMCMQYF4tyzJy79+mErLaX4p5VUxsdjTkuDMm1mlSU7G3N6erM2SPZy8uL23rfzpx5/Yt7aeaSVpvHlkS+5s0/z9E8RQghRv8TsUradyAfg2oHhOBulbKMQQggh2ob2NUonRBtSvGEDKgq68mqsegtXdr6SsRFjG/UcgS6BLdrg+EIGBg0k0CWQA7kHWBK/pCZZsOzoMpYdXVbvPl9O/bLRJZhas059/Mg4kkumUyye+3dgLS1F7+64q3q7jRiDweSkNcBNPFqTLLBZLDXbWM3VVJWX4ezWmDhVQIdOZha0CINRT+9Lwtj+wwm2fXecK+7pU6sElKLTEd1vEAc3/ErWiUQ69RvYqOc/dXAfqfvjAOjUN4TBU2PPua1qU9n4xREKMso59Ft6rXUml9b/ejA5GzA66bFanFF0Oopzsuz23AYfH/Dxwf/P9wBQtn0H2f/+d8364tW/4HfbrXY73rmY9CYWjl3IPb/ew/qU9ezL3seM2BlMjJrY7McWQggBX+w4ewHQDVKCSAghhBBtiFwSKoSDqCYDKgqKyYhNZyHKM4ow97BG3VpTouCMuf3nAvDTyZ8ori4GYFjIsDq3M+Jy4hwRZrOJ6OGLYjBiju0HQM5/XnVoPIqiEDNgMAAH1/9Ss9xqqV3L/Piu7Y16Xmlw3PIie/ri5u1EWVE13/x7N4d+S6u1PuZ0s+v0o4cb/dxHf99UM1vEzdsVo0l/zpvJ2cBlt/Zkws3d6zxPW0n8uXiYyEkuxSc4jNxTyag2W7Mcx3XoEPznzSX8jddRDAaqjic2y3Hq4+Xkxbz+84jyiKKwqpBfk38FwGqzct2K6/jntn+2WCxCCNGRVJqtfLMnFYARMX50DpBScEIIIYRoO1r/JYBCtFM6H1/K9V64eXli06e3m3I8Pf16EuURRXKJVqf10cGPMjh4cJ3tUopTeGTTIyzctZBHBj9C/8D+LRxp81AUhdCu3qQdrKZacYJ9+7Dk52Pw9XVYTDq9HhdPLyqKi8hOOkFgpxiqy7VGuV2Hj+bots3knEpq1HOqKigo6IySc24pik5h3I3d2LcmhdQjBRz+PQMXD1NNE2RPf+3+xJ6dRPUZQFj3ng16XlVVyUs9hWqDgJibcHK9cBJSURT8wz248qEBmCstOLkZMbSh14K7txPFuRV4BESRn55CXuop/CM72f04iqLgcemlADj16E7loXhs1dXoTC3TmP6S8Eu4JPwS/rP7P2zP2E5uRS7Z5dkAHMg9QIWlAhfD+RtaCyGEaJxVBzMoLNcuyrhxuMwqEEIIIUTb0j5GJ4Vog6zV1doDnYFy90L0Svu5QvvvI/7OXb/cBcCgoEH1bhPhGcGgoEHsztrNiztepIdvD3r79+barte2ZKjNwtPPhXSTierO/TAl7iDjb39H5+KMc8+eGIKCwWbFc8aMFr0Ke9SsG1nz4WIOrv+VCbfdQ9XpZIFvaDiuXt6kH4nn2xcX1LuvotPR59IriB087A9LT88saEev27bAzcuJkdfEsvr9gxTlVLBrZRJegS74hWpXLQZ37kLm8WMk7d/b4GRB1ema+qqqotM7Y3Ju+Dl1cjHg1AZKD/2vLkOCSE8sJPmglhjJOnm8WZIFf+TStx+VBw6SfMMc/O+dh8eECc16vD/q7tOd7RnbuXftvTjrnWuWrzixglldZ7VYHEII0RF8tk0rQeTvbmJSz2AHRyOEEEII0Tht5zJAIdqZM8kC51CVwoC0djOzAMDT5MlHl3/EexPfO++A+MODHubGHjfiZfIisTCRb45+Q4WlogUjbR4BEdrA7fGACZg6dwa9jurkUxSv+pn8jz8m/7+fUnnwUIvGFNS5C4qikH70MOaqSqoqtAFiJ1dXuo+8pCZpUN+tqrycA+tWk3sqiYrTTXBVbWoBRulZ4BCX3daT/pdpjcPXfnyYXauSALj0jnk4ubqRGn+AvNRTdcpN1Sdp324AwnqPBtpG34GL5R+uvUcNzgGAQk7yyWY/psdll9Y8zn1rsdb8uIVcFnUZvfy0ZuuV1sqa5cuOLiM+L77F4hBCiPbuSGYJu5ILAJg1OAKTQf7cFkIIIUTb0v5HBIRopSxmbRBPcdL+iGiN/QcuhpvR7YLb6HV6ZnSewYzOM1h5YiWfxH9CQn4CAwIHNFtcJwpPkF+ZX29pJHvxC9MGIqurVbz/9ixuXk5UnThJddJJqo4eo+TXXyletQqXPr2bLYb/pSgKPcaMJ37TOlYseonwnn0AcHJzJ6JXX3pecu6rnPf+/COHNq7l57cXoSgK0+f/VZtYgAK6tlGjvr3RG3R0HhiIucrKod/SObkvl/6XRWAw6gmKieXUwX2seus/AIy96Q4iTp/v+qQePgiAk1sgpblaA+D2Tm/U0W1YMEe2Z+LuG9zoMlxNOqanJyH/fI6Mv/8DgNT7HyD6m/obv9ubSW/iqRFPsSdrDy/tfAmAyyIvY82pNbwd9zZvXPpGi8QhhBDt3efbk2se3zBEShAJIYQQou2RSx2EcBCL2QKAerrkh0Fp/wN059PHXxvM3JW5q1mP89fNf+XlXS9z3YrreHH7i81yDJOLgaHTowH46a39ADjFROMxYQJ+99yNMSKC8u3bKdu6tVmOfy79Jk7GYDJRVljAkd83AeDsfuGme73HTWTw9KsJjO6Mqqr88u4bqKoNUDBIg2OH0Rt09BoTRtehQag2lbxUbbbI/5Yf2vjph+z84ZtzPo+5qgqdwYCzRyjQMWYWAARFewKgN/lQVVZaU5qrOTn36EHkRx/W/Hzymms5ec21lG7e0uzHBhgYNJC3L3ubf435F3f2uZNA10CyK7JZcWIFB3MPcjD3IFvTt/LZ4c8oqirCpjZP42chhGiPyqstfLtXmzV2SdcAIv1cHRyREEIIIUTjSbJACAcx1yQLtLdheypD1BThHuEYdAbWnFpDSnFKsxxDVdVaP8flxDXLcQCCY7xqHuecKqGitBpVVVEUhcAHHwAg9513UW0tNxinNxiZ/dSLGExONcvcffwuuJ/R2ZnuIy9h4p334hUQRGVpCVZbNaCi18k/I44W2VM7h1lJRQB06jeQkbNuZNxNdzL6+psBOLL1NzKPH6t3/7LCAnyCwyhI18rTmFw6RgLI0/90Y19Vu089fKBFjqv38iL05X/XWpbz6qvkvvMuue+/jzk9vVmP7+vsS7RXNIqicHXs1QB8Gv8pz217jue2PceiPYv44fgP3P3r3Tyw/gFJGAghRAOt2JdBSaX2/X7OUJlVIIQQQoi2SUZ5hHAQq9kKKGDQBrA7erJAURQsNu0PrEc2PcJ1K66jpLqE1JJUys32ueL3j7W6zzRe3pLWPFf0OrsZGXh5FADrlyTw4+v7WPHmftZ9epitv1ehhEZiKy0lZ9FrzXL8c9Hp9XQdNvL0Two6fcMHhhWdjrE331nzs1UtbdEmzaJ+PsGuGJ30JGzNpDi3Ar3BSMzAIYT37K0lDmbfCMC6j98FoDgnm9L8PADy09OoLC2hutKJouwqoGOUIQJwdjeiKKAzeAOQffJEix3bKSaGoL/9rdaykl9/peTn1aTedz/WwsIWiWNcxDjmD5rPHb3vqLnd0vMWQtxCMOqMZJdn81vqby0SixBCtHWf7dAaGwd6OHFpj0AHRyOEEEII0TQdY0RAiFbIYrWiKHpseisgyQKAxZcuZt7aeTU/3/nL2YHpNya8QaBr/X94/Z72O4qiMCJ0xHmfv6Raa847PmI8Ye5h7M7azet7XyfQNZAuPl3s8BvUFtPfn8rSaqorrSTuzqaipJqKEq2xdeTsP8OiJynbsoWqGdNxio21+/HPZeCUK3Hz8cPTP6DR+3r6B+Di6UUBmegUF/SNSDaI5qHoFMK6+ZC0P5d1nyYw86HaPT9iBgzh968/w2axsGfVj8RvWgvAlPseZeUbLwNQkKXHeLoilb6DNGPU6RRcPEyUFgWi0+mpKClu0eO7DhxA1BefoxgM2E6XQEq97z5sxSWU79mD85gxzR6DoigMCxlWZ/mUmCmcLDrJE789wYoTKxgbMbbZYxFCiLbsYFoR+1IKAbh+SARGfcf4t1QIIYQQ7Y98ixHCQSxWW+1kQQfvWQDg5+LHHb3vqHfdfevu4/e034nPi69ze23vayzas4h39r2D1WY95/OfSRYEuwUzNWYqt/W+DYDf03+3/y8D6PQ6eo8NZ+DlUVzz+CCm39ePCTd3B+DI4Wr8H7gfgOKVK5vl+OfTbcRoQrp0a9K+o6+7CZPeEydjTylD1Er0HR8OQHWFBaulbtmYfpOmANQkCoCaRAGAyaUTAFc92r/5gmyFtNkFOjwDQkg/ehib9dyfH81BZzKh6HTo3d3Ru7sT+s9/AlC6aVOLxlGfaK9oAl0COVVyisLKQkeHI4QQrdrnp2cV6BS4TkoQCSGEEKINk1EeIRxAtdmwlJaCqmDTaaV3ZGaBZlKnSXw6+VM+mPQBk6Im1Vr32t7XeGbrM3VuZ6xPWc/qpNVUWCpq3SqtlVRYKsguzwbAw+iBTtFxedTleJm8OJR3qNl/L71eh4uHCf9wD0K7elOcW0GKvjMApRs3YauoaPYY7CUoJhZvty7o9b4oOilD1Bo4uxmJ7ucPQHZySZ31sYOHn3PfgVOuxuDkC9Dhykp16qP9PzO6aL//3p9XODIcDCEhKCYTlQcOUrZxI2plJdaiIsq2bavTc6UlTIicAMA9a+6p+fwUoq3bu3cvM2fOJDQ0FFdXV7p3786zzz5LeQs0ORftU2mVhe9PNzYe3y2QMG8XB0ckhBBCCNF0MjophANYi4ooxYxNraTYVgQ6SRb8kUlvwqQ3cUefO7ijzx0UVRXxecLnRHtF17u9XtHj7eTNK7te4ZP4T/gk/pOadaqqYjFbMBgNdQZCFUWhl38vfk//nYLKAnycfZr19zpj8ORO/HA0joMb0xk5YDDmvbvIe/993EaOrNlG5+6Oc/fuLRJPk6ja/0uDXl63rUWXwUGc3JdL1skiQjp71Vrn4uHJjIf/RlFWBhmJRzEYjcT/tp7wHr0I7TqYA5sO0mmA1zmeuf3yD9dqL/lHjiAnaT+HN6+n78QrMP6hCXhLUnQ6/P98Dzmvv0H+4rcxW8ykG4w1n13GsDA8Jk7EY+Jl6Jydmz2e0WGj+fLIlwAs+H0BL45+scnPZdAZcDe52ys0IZokPj6ekSNH0q1bNxYtWoS/vz+bNm3i2WefZffu3Xz//feODlG0Qd/HpVFWrc1MmzNMZhUIIYQQom2TUR4hHKAyPw8VBUWvJ77wIPiCUWd0dFitlpeTF3P7zb3gdnf0voPjRcdrLbNZbZSWlrK7aHfNsqEhQ2seDwwcyO/pv7M6aTXXd7/efkGfh7ObkfDuPqQmFLDPcyI92EXpxk2UbqxdesTrmqtx7t4DAMWgx7l7dxSTqUVivCBVyxfoZGZBq+EVoF3JeHRHFsGdvQiOrj347+kfgKd/ABG9+gIQPXAIHr7+HNyUCYCzR8f7SuAZ4ILBpKOk4OxEy9xTSYTENq1Elz24jx2LztWVkq3bKC0rxdlsoWrfPgDMaWnkf/wxil6H55QpzR5LgGsADw96mIW7F5Jfmc89a+65qOeb0XkGvf17A+Dn7Ee4R7g9whSiwT7//HMqKyv55ptv6NxZm903YcIEMjIyeO+99ygoKMDHp2UuHBDtg6qqfLZNK0EU6uXMuG7S2FgIIYQQbVvHGxkQohWoKigAFEwunbDqswBwNjT/VaLt3aROk+osM5vNZGVlMcd9Do9sfoQQtxA8TB416wcHDwYgsTCxxeIEGDylE6kJBZSV2tA/+E98LRk166pPnKR45UqKvvmWoj/s43PjjXhffVWLxnkuZwqi6BVpcNxaKDqFgEgPck6VcGJPTp1kwf/yCQ4FoLSwCgDf8I5XNkGnU/AJcSM/vZQr5j7Ez2+/SvbJ4w5NFgC4DhmCsX9/zFlZBAQFYVBVqpOTUW02Mp56irwPP8Kcno7n9OkYg4KaNZahIUNZOHYha0+txao2radDlaWKDakb+OH4D/xw/Iea5Q8PerhW8laI5mY0ahdmeHnV/nz09vZGp9Nhai0JedFm7EstIj6jGIDrh0ail4sohBBCCNHGSbJACAcwl5WiAlWqgk1voV9AP3SKtBBpTsFuwXw17as6y10MLvTw7cGB3AO8Hfc2c/tfeAaDPZicDUy4uQfr/nuYpFSFqBvGn105fjwuA/pjLSwEQK2uJu/9Dyj7/XdQtea1xvAI3IY5cJDNBqDK67aVGTenG8te2kXG8UIO/55BaBfvmhkH51JeVI2rlwmTS8dM/PiFupOTXILO6IfBZCLr5PEL79TCFJMJpy5dAHAbNpyyLVsoXvUzlYcTqE5KIuSF53Hu1nwJjnCPcG7pdctFPceEyAmklqQCsCtrF3uy97Bw90KeHvE0Pfx62CNMIS7olltuYdGiRcydO5eXXnqJgIAANm7cyLvvvsu9996Lm5ubo0MUbcxn25IB0OsUrhsS4eBohBBCCCEuniQLhHCA6tJSQMGmM2DTWxkecu7mo6L5XRl7JYd3HGZL+hbu6XdPiw2A+4e7oyiQdbKYkvxKPHzPzi5xHTiw1rbFP62k+uRJqk+erFnm0q8fpqhIfG66CUXXsoP2Kor23w7WELe1U3QKkb38SD6Yx4ENqRzYkEpYV2+GTIvG5Fz3n3xVVSkrrMIrsOPObPIL0wYHCzLLCYiKJuvkcawWM3pD6ywNF/DQg/jdfReZC56mOikJgNy33yF80auODewCuvl2o5uvltCYEDmBDw9+yK/Jv/L01qd5ctiTdPftjpPeMb0iRMfRqVMntm7dylVXXVVThgjg/vvvZ9GiRefdNzs7m5ycnFrLEhO1WYlmsxmz2Wz3eM/HbDZjtVpb/LjirOIKMz/uTwdgQrcAfF30zXo+5Jx3LHK+Ox455x2LnO+Ox9Hn/MwM24awS7KgpKSE5557jri4OPbu3Utubi4LFizg6aefrrXdrbfeyieffFJn/27dupGQkNCgY61Zs4Z//OMf7Nu3D1dXV6ZNm8a///1vAgPP1ocsKChg3rx5/Pzzz/j4+PDEE09w991313qe7du3M27cOPbs2UOPHnJFm2g5VouFyoICVEUBxUCUTwQTIic4OqwObUDgAKbFTGPFiRVklWUR4h7SYseO7h/Aib05bPvuOAGRZ8sjGZ309BgZgk6vJQFCXnwRS042AFWJieR/8CEV+/ZRsW8fpRs3YQgNQVF0oChY8vIw+PriOX0aek9PnLp2rZNMUK1WTt1+B6rZTNCTT+LSu1fjAlcBbDKzoBU6kyw4I+1oIeVfHOGyW3vWSe6kHi7AXGXFzafjDtL6hWlNd/PSygiM7kzGsSPkppwiKLrzBfZ0DEVR0Lu7E/qvF7GWlpJyz58xp6Sgms0ojfgC6EiKonBnnzs5UXiC40XHeWH7CwS4BPD6hNflM0U02IYNGxg/fvyFNwT27t1L//79SUpKYvr06QQFBbFs2TICAgLYvn07//znPyktLeXDDz8853MsXryYZ555pt51eXl5ZGVlNen3aCqr1UpRkVasUK/vmDPDHG3ZvhwqzdqMz8ld3Jv9NSDnvGOR893xyDnvWOR8dzyOPufh4Q3vF2eXZEFeXh7vvfce/fr1Y+bMmXzwwQfn3NbFxYV169bVWdYQGzduZPLkyUydOpXvv/+e7OxsHn/8cS699FJ27dqFk5M22PHwww+zd+9elixZwtGjR5k7dy49evRgzJgxAFgsFu6++24ee+wxSRSIFqGqKtknj+MfGcWS++/GkpuLqnNF1RkI8gxwdHgCiPKMAmDNqTXc1POmFjvuoCuiyE0poSCznILM8lrr0o4WEhilJRB0eoXYQWG4eppwio7G49JLsWRmkvXiv7BVVmJJzwBUVJuKraQES2YmlfHxAAT99QlcBw+u9dy2ikpspaUAZC5Y0MQyJio6ZGCvtQnp7MWMB/qjN+qoKrOw+v2DFGSUc3xPDrGDAqksM5OXWkpwjBdbv9NK7nj6OXO2E0XH4uxmxM3biby0UgZP7so+VpKWcKjVJgvOUIxGDD4+eE6ZTPGPK8j78CP8/3xxDYhb2j9H/5NVJ1fxRcIX5FTksDFlI+MjGzb4K0S3bt14//33G7RtZGQkAE888QTFxcXExcXVlBy65JJL8Pf35/bbb+fmm29m7Nix9T7HvHnzmDVrVq1liYmJzJw5Ez8/P4KauX/I/zpzVVpAQECjrhQT9qGqKj8d0WaWRPi4MHVQZ3TN3K9AznnHIue745Fz3rHI+e542tI5t0uyICoqioKCAhRFITc397zJAp1Ox/DhTSu58uijj9K1a1eWLVuGwaCFHh0dzahRo/joo4+YO1erNf7TTz+xaNEipk6dytSpU1m1ahU//fRTTbLglVdeoaqqiieffLJJcQjRGEnbt5KRcpLju3eACpbc3NNrFNAZa5JcwrEGBmplfw7kHGjR4yqKwsQ7elFVZqlZVl5czbr/HqYwq5zCrLMJBNUG/S7V6uEqOh3G0FDC33i9znNaS0upPHgQc0YmBUuWUHXiRJ1kAZbaU98ynvwbxtBzzahQ8J51Le6XXHI2FlUBRXoWtFbObtqXD6NJz+V39WLl2wfYszoZrwAX1i+pO5MvrJs3xeUFLR1mq+EX6sap+Hxc3GMBiN+0ju6jxuLqef4m0a2B52QtWVCyZg2+t96CzrntlJTSKTqmxkylf2B/5m+Yz4oTK8goy2B4yHBivGMcHZ5o5UJCQrjzzjsbtU9cXBw9e/as05tgyJAhABw8ePCcyYLAwMBaM5n/yGg0OuSPPr1e77Bjd3Q7k/I5ll0GwJxhUTg5tUxzbDnnHYuc745HznnHIue742kr59wuozyKojR73eq0tDR27tzJTTfdVJMoABg5ciRdu3Zl+fLlNcsqKytr/RHg7u5OZWUlACdOnOC5557j3XfflUFa0eyspaWsXfgC8V9/gTkri6oTZxtnqoBNryOrItNxAYoa7iZ3+gf0J7kkmayyli0loNfrcPU01dz8w92ZOX8AU+/ty9R7+zJlbl8Akg7ksn5JAuuXJLBndTKqWv+V4Hp3d9yGD8dj4kRA63fwv1SLlpzwnDYN31tvxdSpE4rJqd6bJS+Pgi+/our4capOnECtrj59EbokC9oCdx/nmubF9SUKBk2OwsWjZQY5Wiv/CG0Gz+oP4gnrrpXk2vdL3fdNa2QMCsJzymRQVdIefOicnwutWZh7GMNChpFamsr3x7/nH7//A9vpZu5C2FNoaCiHDh2i9PTMujO2bt0KNG56tujYPt9+CgCjXmHWYHndCCGEEKL9aPFRnoqKCoKDg9Hr9YSHh/OXv/yF/Pz8C+538OBBAPr27VtnXd++fWvWg5ZAePPNN8nOzmbLli2sXr2akSNHAjB37lyuv/76c141JIQ9Wf7QCC+iuIKxVhM+qva2s6kqNj0cyG3ZK9nFuXk7ewNw//r7HT7gZnI24OblhJuXE+4+TkT28gWgOLeCnFMlJO7OZtm/dvHzuweoKK3GYrZitdiwWm1UV1qwVFvRu7uhODlhKy0l85/PY6uqqnl+tboaAMVgwGv6NMIWvnLOm+cVV2DJyiL9scdJf/QxMp4+U7NZGhy3FePmdK93uclFT+cB9V8p25FE9/MHwGqxMWTGn9Dp9RzfvZ1TB/c5OLKG8brqKkD7Nyf/o/9zcDRNc/+A+3lt/GuEuYdhsVlIyG9YLyshGuPBBx8kNzeXiRMn8vXXX7Nu3TpeeOEF5s+fT8+ePZk8ebKjQxRtQEFZNT8dyADg8l7B+LvLBWhCCCGEaD/sUoaoofr160e/fv3o3bs3oPUgePXVV1m7di07d+7E3d39nPvm5WnNGn19feus8/X1rVkPsGjRoprmZQC33347s2bNYsmSJcTFxfHFF180Ovbs7Gxy/jDwC1qdUtDqTrV0N2tHd9EWdf3xnBR9+SXFy7/Dhgp6CAuL5JIXXwEguLiIr/5yFza9CQUXbulxi5zHZtSY98rUqKmsP7UegH/v+DfXdb2OMPew5g6xQQZNiax5XFFSTdyvqWQnFVOUW8EPr8XVu090f390U+/H65v/UL5nDyXbd+A6QisDV1VQgKqqqK4uF/x/4zZjOnh6oFosFC9dRmVCAjqX4aguapNeu/L51fLcfI2Mv7kr2ckl5KeX0214ELkppQR39qz5N6yjn5OgGA8yjxeTfaqYHmMmcHD9L2xc8hHX/P15jA6Yidioc+LhQeDz/yTryb9R9NNPVGWk4z9/fptpeHyGn8mP23rcxnM7nmNf1j78Tf6YbWYCXVtHQqutv09a+3TnljBjxgzWrl3Lv/71Lx544AGKioqIiIjgnnvu4a9//SsmU8eeZSUa5ps9qVRbtNlPc4ZFXmBrIYQQQoi2pUWTBQ899FCtnydOnMiAAQO49tpref/99+usr8+5rmL94/Ju3bqRkJDAiRMn8Pb2xt/fn/z8fObPn8+iRYvw9fVl8eLFLFy4kKKiIi6//HLefPNNfHx8znncxYsX88wzz9S7Li8vj6ysli1b4ugu2qKuP56TyqVLAahGRdWr4OxM9h8SWmeKK9gUAwG2gBZ//XQkjXmv6NDx585/5v1j77M9bTvuNneujLiyJcJstJhRbkQOdSFpdyHWalUb+FcBFbJOaDV0j+7SrnrreusjeH3wHLmbN+MUEw2A5VQKKcYYCnIVAjMzLzxD4HTPA523D5Wvv4YNBbA16bUrn1+O4xUFXlGuVFOCZySUm4sozyqScwKE9XMm5UgeSYcz6TKyDy779lCclcGhbVsIOV2aqCU1+py4u6O78w6q3nkH844dlN5+By7/fglF17ZKhblaXbFarCxNWMrSBO3f0ki3SLxMXswIn0GQS8s2kf2jtv4+kRI7mvHjxzN+vDTSFk2jqmpNCaIYfzdGxPg5OCIhhBBCCPtq0WRBfa666irc3NzYtm3bebfz89O+iP1xBsEZ+fn5dWYc6HQ6YmNja35+5JFHGDBgAHPmzGHt2rU8/vjjrF+/ntjYWGbPns2DDz7IJ598cs7jz5s3j1mzZtValpiYyMyZM/Hz86uZxdBS2lIX7Y7izDnxdXIix6CdkypUFMwEjrmk1mtE5+oG1VDhUU5YYBgBrgEOibkjaOx7JSgoiBGdR3DHr3dQpBS1+Hu7scLC629KbKm2UpxbyYYlRzG6BODWtRvVu3bhf/dd6L28KDp0hFPugzCc8qFqVyVDpnVq0PHUwEDSPvoIFB02vdKk/z/y+dX6yDkBguCwbyGVhQrBISGMuvYG1rz3BglrVtLvkvEtXnKrSedk4kSqoqPJ/tvfoboal02b8LruumaMsnnMtc3leNFx9mbvJb8qn/TqdNKr0zmccJjuPt2Z3XU24e7huBndLvxkdiTvEyHE1hN5nMg909g4UsoxCiGEEKLdcXiyALQrNHQXuPLtTOmiAwcOMGXKlFrrDhw4ULO+Phs2bOCrr77iwAGtNvyqVauYNGkSg09fKfuXv/yFO+6447zHDwwMJDCw/mnwjupk3Va6aHcker2esq++qvnDoWDGZJwSDlJRVlLrPA2//SHWLl1PQXA6bs5ucg6bWWPfK0aMoMC+3H18d/I7XA2uDdqvu293Ont3vphQ7cZoNGJyMqEoCsd25hA9YQIFJ0+S9dB8PCZOxGJRAAM6vYG8lLJGvQYD7p2H7YPdVLgbmvzalc+v1kfOCQRGeZJ8MA9rNQR3iqn5LM85eZywbj1aPJ6mnBNjjx64fPQhp+64k5Ll32H08cFr6tRmjNL+Lou+jMu4rOZnVVX5145/EZcTx5HCIzy34zlcDC48N+o5IjwiWjQ2eZ8I0bF9dnpWgcmg45qBMltHCCGEEO2Pw5MFy5Yto7y8nOHDh593u7CwMIYOHcqSJUt45JFHaqZ/b9u2jSNHjvDggw/Wu19VVRX33HMPCxYsICYmBtD+6CwrK6vZprS01OHNTEU7YrEC4Pfne9iy7icADMbaNXADo3ui98nDqv8Nk17q47ZGAwMHsjNrJ8uOLmvwPr7OvtzV5y56+/duFedVb9DhE+JKQUY5v8T50d/ND2NZHkXff0+V4gxe08Cgp6LUTEVpNS7uDYvZfdQocjanUl5R0cy/gRAtKyDSg+SDeeQklxDR05fJ985n1Vv/4bfPP+a6p//VZq4g1Xt7E7zgKTKfeZb8j/4PU2QULn3OfVFFa6coCn8d9lcO5BzgVMkpvj32LaXmUh7Z+AhLpizBqJOBeyFE88spqeKXQ5kATO0Tgo+b47/rCSGEEELYm92SBatWraKsrIySkhIA4uPjWbZMG2SbMmUKOTk5zJkzh+uvv57Y2FgURWHjxo0sWrSIXr16ceedd9YOzGBg7NixrF27tmbZSy+9xMSJE5k1axbz5s0jOzubJ554gt69e3PbbbfVG9fzzz+Ps7Mz8+fPr1l2+eWX89prr/H6668TGxvLs88+yxVXXGGv/xWiozs9S8Zj7Fg4nSwYPP3qWptYqq2oqg2bzoqTvuUbZ4oLmz94PsnFyVRbqxu0/eqk1WxJ38JLO19idtfZXNP1mmaOsGFGXh3Lb18dpTi3EmXeU0TEOpEy715UVXudKgbtn4EDG9IYOi264U+sKtA2xk2FaLDgGC8AErZlENHTF7/wSHxCwijISOPQxrX0HnfZBZ6h9XDp2xePKy6n5OfVZD79NFFffI6ujTdv7RPQhz4BfRgXMY4Xtr9AYmEiS+KXcFvv+r8DCiGEPS3dnYLZql1gdqM0NhZCCCFEO2W3ZMHcuXNJTk6u+Xnp0qUsPd3k9eTJk3h5eREUFMR//vMfsrKysFqtREVFcf/99/Pkk0/i5la77qzVasVqtdZaNm7cOFauXMlTTz3F9OnTcXV1Zdq0abz88ss4OdUdcD18+DAvv/wyGzZswGA4+6tOmjSJl19+mYULF1JYWMikSZNYtGiRvf5XiI7Odvp1q9fj4ReA3mhE/4fXX3piIfnpZdhQUfSgU9pW88mOQqfoiPZq+OB5mHsY/QP781bcWySXJF94hxbi5uXEhJt78N1/9pKbWUmX4WH43vQnTn36PYpeT/cRISRszSQ/vZTje7LrfxIFQmO9cfE4O9CoqqokC0S74+ppwtnNQEFmOWlHCwjr6sOYObfyw8LniVu9gh6jx6I3nL2KXbXZsFosGFrpILzfnXdizc2jfNcuCpcuxffGGx0dkl24Gd14YugT3PnLnfyc9LMkC4QQzc5mU/lih1aCqGuQO4OifBwckRBCCCFE87BbsiApKemC23z77bcNfr5zlQWaOHEiEydObNBz9OjRg4pzlMl46KGHeOihhxocjxANpVpt2gOdDnN1FZVlOnJOleDh50xFSTWbvz6mbaeqSOWE9sPd5M4l4ZfwZcKXHC046uhwajE5G/ANdSMlPp/+l0XgNX06nvoAjDssuHo64RfmRl5aGbt/PneSI6NLEaNndTm7QIU2UpFFiEbpNSaM3T8nc3x3NmFdffD0P9uAfs0Hi+kxejwABRlplObncjJuNzMefhJP//r7GjmSoij4/+VeTt16GxVx+6CdJAsAPEweNY8rLBW4GFwcGI0Qor37LTGXlHzt78obh0W1mbJ0QgghhBCN5fCeBUK0O6oNFAVFUagur6QkX8f6JQl1N0NFb5BZBe1NlGcUe7L3sD9nP30D+jo6nBpRvf3ITy9j35oUhs/sjNKpC0rcCZxcDIy6tgtF2efuPxD/ezoZiYWs++9h/MLd6TchAlUFVSe9XkT703lgIGnHCsk8XsRvXx9l9KwuTLz7Pn597w1ykk+Sk3yyzj4//udFwrr3wuTiwpAZ12B0cnZA5PXTe3jgNnIEZVu3YS0tQ+/uduGd2ohuPt04UnCEjw99zNx+cx0djhCiHft8u3ZBhbNRx8wBYQ6ORgghhBCi+chIpRB2plqsFJiC2bfuFOXF5Sinpw90HhhAzICzV6hWWiopthU5KkzRTC6L0mqaf3XkKwdHUtuZ1152cjEph/OpKDED4ORmwNnNSFC05zlvvceE4eppIje1lCPbMtnzSzLYZGaBaL+6Dw8GICOxiOLcCoKiOzNj/pOMuu4mRl13E30vq93nSFF0pB4+yIk9O1n67N9I3h/ngKjPzblXL1BVCr/60tGh2NXjQx8HYEPKhgb3lxFCiMbKKq5kzWGtVOOMfqF4ucjUYCGEEEK0XzKzQAh7U23Eu47G+Hsa5cVVuHgaCYn1YtAVnQDwDXFj58oTANj0FgcGKprDoKBBGHVGEgsTySjNIMQ9xNEhAaDX64jp78+JuFy2Lj+OyUUPgJPrhf8ZCIj0YOq9/SgtqGLl2/tJ3JWNrsIJPMqbO2whHCIwypOuQ4M4uiOLxN3ZDLqiE54BgXgGnC011HnQMFw8PNHptfdSdWUFaz9YTF5aCr998TG/fQE3vvBqqyhV4TpsGHnvf0DxylUY/P2xFhbiMnAgLn36ODq0i+JmdGNcxDg2pGxgXco6ruh0xQX3EUKIxvpqZwpWmzabcs6wKAdHI4QQQgjRvGRmgRD2ZlNRrRmU5G4HQFEMDLz87B8WMf0DsKlaX4NAj4B6n0K0bTM6zwBodb0L+l0WyfArYwCortAacbt51W0Ofy7uPk4MmvyHP5KbOgZqqcJv9Tz0y26FXf8HcV+A+dxlkIRwhO7DtUTf8T05VJaZ66x38/apSRQAmJxdmPyXhxl30501y35593WO797Bvl9XUZSd1fxBn4PBxwefG64HIP+/n1L0w49kPv0Mqs3msJjs5erYqwH4v4P/R7lZEphCCPuy2lS+PN3YuFeoJ/3CvRwckRBCCCFE85JkgRB2plotFFbuoqr0MB6+zgR1UusMyNpON/AeENLPESGKZtbbvzcAi/ctxmqzOjias4wmPZG9/Ajq5FmzzGDSn2ePumL6BaA3KKioqIamzYxRMvejr8iFohTY/TFsfwcOLIXSnHPfyvObdCwhmsrZ3Yh3kCsAP7wWh9XSsIH18J69mXLfIwDkJJ9k67LPObBuNaveWthssTaE97XX4nHF5bWWVR444KBo7CfILYjeftpn7q6sXQDsyNjB5rTNjgxLCNFObDiSTXpRJQBzhkW2itliQgghhBDNSZIFQtiZxaqAzgVFp+Dm7cHQK6+ss82ZmQVuri4tHZ5oAd19uxPkGgRAQkHd5taOdsn1XYno4UP/iRGN3lfRKXQdqtVzr/YuaVoA2fFnH1/5lna/80P47Npz3z69Cn7+KySu1W7H10NVadOOL0QDTbipO87uWm3qQ7+lN3g/39BwrlvwL3pecmnNMkt1NaX5eXaPsTH8brut1s+Zzz7noEjs69betwKQVpoGwMLdC3lj7xvkVuQ6MCohRHvw2XZtVoGbSc+V/aWxsRBCCCHaP0kWCGFnJ8tDUTCiN3gz+6kXCIqJrbW+wlKBdUgGuSEncHWWZEF7pFN03NZbG5R7duuzmG11S5g4kqJTGHFVLF2HBDdp/95jw8gYu53SzqlNC8A3GgDb2CcguDeM/xv0ufbct15Xafsl/w5rn9Vua56GpbfAwW+hWkqPiOZhMOmZdEcvABK2ZlBV0fDZNEZnZ/qMn1hr2fbvlto1vsZSDAY8p03DFBVZs8xaWubAiOwj2DUYo87Id4nfUWE5W9LsTPJACCGaIrWgnPVHtMbGVw4Iw91J2v0JIYQQov2TbzxC2FmZWYdVLSMoVBuM2ZS6iV5+vfBz8aO4upi7frlL2zAWXAxjHBipaE59/fvWPP744Mf4ufgxMnQkvs6+5FfmE+zWtIF6e0orTcPHyQdXo2uj9lMUBatTNcr/Ni1QVSjLAffA+nc840xpJsPp8lxdJ2m38+l1FRQknTmQljAoy4Utr2nLx8xv1O8gREM5uxlrHq/56BCdB2mvb71Bh5u3Eyf35TL8yhj0hrrXXxidnfnTi4sA+GHhC2QcS8BSXY3BZGqR2Ovjd9utAOT938cUr1hB3nvvETj/IYfFYw9GvZGBQQPZnrGdNclrapYfLThKvwAp9yeEaJqvdqZwunIoc4ZGnn9jIYQQQoh2QpIFQthZUfkxABRdOTnlObwVp5VZ0St6rGrt+vWuhsYN0oq2Q6/T88rYV3hk4yOsOaUNXn115Kua9a+Oe5VQ91BHhYfZamb+Bm2A/dqu1zKr66xG7W9TbZh0/zPgeXydNoivKBA58pz76koysQHoGvFPkE+UdjsjdCDkn4AfH4DUXY2KXYjGmjK3Lyvf3k9ZUTX719WdUbP562NE9/PH6GwgOMaz3prW4T17E79pHV8ueIxhM2fTZdi53yMtwWf2LIpXrKBsyxZo48kCgFt63sL2jO0sObykZtmyo8uYHjMdZ4OzAyNr/xITE1m3bh15eXn4+/szfvx4YmNjL7yjEK2Y2Wrjq50pAPSL8KZ3mDQ2FkIIIUTHIMkCIeys2qqVQOgxdgIl1Wdrug8IHACcbcAI4GKQMkTtWYRHBK+Pf50KSwUbUjaQVZ5FfF48ldZKNqVu4vru1zsstkprZc3jZUeXUW4uZ3zE+Avup6AQ7B6MTbXVHRA9c+W/qkLqznM/iapic/JC8Y469zYX4uwJof2h2xQ4shJyjkBAt6Y/nxDn4e7jxMyHBlBaUAWAudrKxs+P1KzPSiomK6kYgLCu3hhMesK6ehPe3RcA1abSc8wE4jetA2D7d187PFmgc3PDZcAAKvbuJeett3Dq0gUAW3Ex1Smp+N1xO3pPzws8S+vh5+LHfQPu40DuATakbKhZvjtrN6PCRjksrvZMVVXuu+8+3nnnHWy2sw3AdTod8+bN4/XXX3dgdEJcnLWHs8gu0T7zbxwmswqEEEII0XFIskAIO1MUA6qq8lzuYtTN2mDqkKAhPDLkkZptrltxHSDJgo4gyE1rdHyr162AdkX/n9f8meWJy9mdtZtIz0ju7X8vOqVlW8ic6aPQ068n8XnxrDy5kpUnVzZo3x6+PVAtVejS98GJDRAzTlvh5q/dT/0PhA865/5Ws5ncrCyCPIMu4jc4rdNoLVmw9S2YIQNTovmYXAz4upz92nT1IwOprrRSWWamvKiK0oIq9q9PJe1oIQDJB/NwcT+Fu48TBVnl9BwdyuV/foDV77wGQMLvm+g+8hIKMtLw8A/EYDTWd9hm5TVjOhV791K6bj2l69bXWqf3cMdr5kwM/v4tHldTjQ4bzeiw0cztN5eU4hQe2fQICfkJkixoJq+++iqLFy9m7ty53HrrrYSGhpKens4nn3zC4sWLiY6O5qGH2v6sFdExnWls7OFsYHpfx80EFUIIIYRoaZIsEMLOVNWGior6h7Hf/oH96922sbXiRdtn1Bu5u+/dfH74c/Ir8zlVcorS6lJmxs487356nZ7OXp3R6/R2icNs1ZIFsd6x/KnHn9ibvbdB+y1PXM7h/MNQWYJndSn8ugA8T/8RXV16OtgW/KclcoR2n7EPfvsPGF0gsMfZBIYQzcRg0mMw6XH1NOEb4gZAWDcfqissJGzLJC+tlIpSMxWl2ntt/7pUZj85hJ6XaDMMdv34LTnJJ0nev5eQLt249Pa5Lf47uPTtS+jLL2MrKa5ZZisrI3vhfyhe9TPFq34m6vPP0Dk5tXhsFyvcIxwfJx+OFBy58MaiST744APuu+8+XnvttZplYWFhDBkyBL1ez/vvvy/JAtEmJeeV8duxXACuGRiOi8k+372EEEIIIdoCSRYIYWdVlipA1eq2o80emBA5od5t3Y3uLRiZaC2GhQxjWMgwkouTeWzTY8TlxBGXE3fB/bp4d+HSyEsBCHUPpZtv08vuVNuqATDqjHT27kxn784N2q+bTzf+uf2foIDudNM/TG5n7/26gF8L1qrW6SCoN2QdhPjvzy7vMgmcvWDQLeDk0XLxiA7Nw1erjT/qGu09kH6sgM1LE2vWH92RSZ8Jk2rKESXv15J0GceOsPLNheh0egZOmUFgp5gWi9kpJrrOsmB3d/I+/AhzaipF332Pz3WzWywee1EUha6+XdmZsZNyc7kk55vBiRMnmDZtWr3rpk2bxrvvvtvCEQlhH1/sSKl5PEdKEAkhhBCig5FkgRDNQmFO9zlcGXtlvWsfGPgAh/MOy+BFBxflGcWicYsumCiw2CwsObyEY4XHOFZ4rGb56LDRuBndan5WVbXOvk56J67ucnWd19qZMkRGXeNKn/T2742z3plKtRhPdDDxWYgZ26jnsLuZb0FZHtjMcHQ17PoIjv2irTu0HLpNhtHztcSCEC0oJNabIVM7YTHb2PvLKeLWpBDV249r/vZPvnn+7zXbufn4UlVWSllhASf27GzRZEF9XPr2JeSZpzl1x50U/7yqTSYLALr7dGd7xnaOFhw95ww/0XReXl4kJyfXuy45ORnPNtTzQogzqi02lu7SkgWDo3zoGiQXHAghhBCiY5FkgRDNQjlvjeSRoSMZGerY5paidQhxDyHEPeSC2w0NHkpGWQYACfkJLE9czua0zQ06hrezN9Nial/9eaYMkUlvalS8iqIwt/9cPtu5iBG2QmjhXgvn5Oan3Q+6BfrMAnM5/DQfCpLh8I+QuBbGPgqd65/lI0RzUBSF6H4BAKQmFJBzqoTvF8XRbXgwMx/9BxuXfMQlf7oND1+tL8A3Ly4gJ/mkI0Ouoff2xqlLF6qOHaN00ybcL7nE0SE12pnZV5IsaB4TJ07k73//OwMGDGDQoLN9auLi4liwYAGXX365A6MTomlWH8okr0ybfXnjcJlVIIQQQoiOR5IFQtiZqqqggILi6FBEOxLkFlTTLLl/YH+md56OxWY57z4Wm4UH1z/IiuMr6iYLmjizAGB4yHCGd78NMl5oPcmCPzK5arfZ/4WiNPjhL1CeD2uegZ0fwoh7IUqSdaJl9RkXzrr/HgbgyLZM+o4fzNT7H621TXDnLpzcu4vyokKMrm71PU2L8rrqKrL//W9yXnsd1WLBY0LbSrZFeUZhUAxsy9jG7G5tc3ZEa/biiy+yYcMGhg4dSs+ePQkJCSEjI4P4+HhCQ0N58cUXHR2iEI32+enGxt6uRib3vvDFHEIIIYQQ7Y0kC4SwOxVQMOjk7SWazx/LD51PrE8s8XnxzN8wn+dGPVez38UkCwBQbdp9a0wW/JFXGNz4DXw5B0oyoCgVfv4rDJ8L/a53dHSiA/ELdSO8uw+pCQUALH1xF+P/1J31SxIYeHkUsYMCCenSjZN7d5GddIKwnn0cHDG49Old8zj3rcXYysqb/FyKyYT7+HHoTI2bzXQxDDoDvi6+pJWmkVSURCevTi127I4gIiKCuLg4Fi5cyPr16zl58iR+fn488cQTPPTQQ/j7+zs6RCEa5XhOKVtP5AFw7cBwnI3S2FgIIYQQHY+MZgphZ1qqQCs/IYSj3dLzFv6+5e+klaaxM3Mn4yLGAVBt1abYN7YMUY22kiwArVfBnC+1x/u/hq1vwba3teTB6IccG5voMBSdwsirY0lPLGTz11rvkfVLEgDYszqZipJqKkpN2KwqiTu3tYpkgc7VlchPPiH3rbco37GD/I8/vqjnK1y2DOcePUC1YQgMwudPNzb7v5WDgwaz8uRKHv/tceYPms+wkGHNeryOxt/fX2YQiHbji9OzCgBukMbGQgghhOigJFkghJ1pPWYV9IpcjSQcr5NXJ9669C3u/vXuWsmCkuoSoOEzFOpoS8mCP+o7G9wCYM3TWh+DXleDiw84n6cRp6pC1iEI6gWSBBQXKTTWm/4TI4j7NaXW8sO/Z6CqKtWVKpnHj3Jsx+84BwRTWVaKzt0dvaGJs4Aukt7djcCHHqTqZBJaOrzxVIuFnEWvYc3Pp2zLlprlVUePEvzsM82aMLip501sSdtCUXURS+KXSLJACFGvSrOVZXtSARgR40fnAHcHRySEEEII4RiSLBDC7rTBFF1bG0QV7ZaXkxcDAgewK2sXD65/EC8nL3ydfQHwNJ1nkPx81NODhm3xdd55PKTsgCMr4eubtWWjHgAnj/q3L06HXR9pj//07dlmykI0UdchwRRlV3ByXy49RobQqa9WruXXjw7hHzmO0rxN7P7xW8xmM0ajEYPRxNV/fQYnV1eHxKuYTDh363pRzxHx7jtgs4FOh7WwkJS77qYyPp7KAwdw6dvXTpHWpVN0vDfpPZ787UmOFx0nvTQdH2cfTDoTep0k9Rvr9ttv5x//+AfR0dHcfvvt591WURQ+/PDDFopMiIuz6mAGheVaicY5MqtACCGEEB2YJAuEsDNVBXQys0C0LrO7ziazLJOCygIyyjJqlge4BjTtCVWrdt9WL7Qf8CdwD4CM/ZC+F7a81rD9jq/VZicIcZGGTI1myNToWsv8IzzITorkkhvvJO3IQUpLSynNyqCsII8Vi/7F9Pl/xeTs4qCIL46i02klwQCDry8hLzxPxpN/I/OZZwlfvBhDYECzzjCYEjOFN/a+wUMbtNJjekXPn/v9uaZvS4hbiPQ0aID169fzwAMPALBu3brznjMpxyjaks+2aSWI/NxMXN4r2MHRCCGEEEI4jiQLhLA7mVkgWp8Y7xgWjV+Eqqo8vPFh0krTAPAwneNq+gupmVnQRpNiXmEw+Hbt90jbA+ZzNG7d+ynkHAGTO1gqtX4H5XnQ97ra27n4SIkicdFCOnuRebwIo3M4g2d0IysrCz8fH77559+oKCnm62f+Smi3HgydcS3uvm17hotzt2649OtHxb59pM6bh1PXroS88HyzDTAPCR7ClOgplFvKSchLILM8k7fi3qq1za29bsVJ73TO57BarRQWFuJt9kav1xPiFkIPvx7NEm9rdfLkyZrHSUlJjgtECDs6klnCrmSt+fyswRGYDPIdXgghhBAdlyQLhLA7rcWxJAtEa6QoCo8MfoQnNz/J0OChTX+imp4FbXyAXFEgfNC510eNhKJUcPWFY7/Altdh35fa7Y+6TYZxTzRvrKLd8w3VeohkHC/CP0p7bDCZGHbVbLYv/xqA9COHOb57O/0mTnFYnPYS9MTj5H/+OcU/rqDq6FHKNm/GfcyYZjmWk96JW3rdAoDFZiEuOw6zTSs5siFlA3E5cXx86OPzPoeqqljMFgxGQ01SI9IjkkeHPIqzwbnpZd3aqFOnThESEoLRWLefhsViIT09nchIKeciWr/PtyfXPJ4zVF6zQgghhOjYJFkghJ2d7m8syQLRaoW6h/LhpA8v7gretj6zoKF0evCJ0h73vgZ8Y+DExtrbHFoOR1ZpzZIDLq6uu+jYvANd0ekVEndnE9nbp2Z5l6Ej6TJ0JKrNxtJ//p0D634hcdd2hl91HSFdu6Fro7X3FZMJv1tvxX3sWNIfeZSi5csxp6biOmw4TjHRF36CJjLoDAwOHlzz89DgoSTkJ9QkD87FYrGQn5+Pr68vJ0pO8M2xbzhVcor71t0HwF+H/pX+gf2bLe7WJjo6mq1btzJ0aN3E8759+xg6dChWq9UBkQnRcOXVFr7dq822HNPFn0g/x/SGEUIIIYRoLSRZIITdqY4OQIgLuujGnu1lZkFjhQ7Qbn8U2APWvwDrnoNZH2sJBiGaQG/Q0amvPyf25rD24wRM7uDsnI+nnwsjr45F0ekYcMU0EnduIy/1FOs/eQ+AYVfNpsvQkQ6OvumcoqNxHTaM8u3bqU4+RdH3PxD1+Wdan4MWoNfp6eXf64Lbmc1msmxZBAUEMTh0MF19uvJ7+u/kVeRxMO8gL+54kSeGPsGAwAEXfK72QFXP/X3HarVKzwLRJqzYl0FJpQWAG4dFOTgaIYQQQgjHk0ufhbCjs384yx/Iop2rSRbIPyPEjNfuC09p/Q+EuAiDroii69AgPP2dASjOrSTtaCE7Vmi14rsMHcnke+fT99Ir8AkJAyB+03qHxWsvgQ89SNhrr2EMDUE1m6mMP+zokC6of2B/5vWfx9+H/52RoVqy5l87/kVCfoKDI2s59SUEqqqqWLVqFf7+/g6ISIjG+WyH1tg40MOJS3sEOjgaIYQQQgjHk1EeIezJZjtdhkiSBaKdk2TBWQYTTPuP9jjrAFgt57+d52pcIRRFof9lkVx2ew+GXBPK5LnaFe/JB/NY+fZ+Dv+egbnaSt/LrmDq/Y/iFRCEuarSwVFfPMVoxBQehv+99wJQdaTtDLgrisJ9A+5jSrTWR+LrI187OKLm88wzz6DX69Hr9SiKwvDhw2t+PnNzdXXl2Wef5corr3R0uEKc18G0IvalFAJw/ZAIjHr5TiOEEEIIIWWIhLAnmw1QZeq9aP8kWVBbcF/Qm2D3J9rtQobeBQP+1PxxiTbPxcNEt2HBHNmeSWlBFQc2pKI3KHQdGgyAT2gYSfv2kHJoPxG9+jo42otnio4GnY7SDRvxmj4dxWRydEgNolN03NzzZlaeXMmhvEOYrWaM+rqNf9u6oUOHMm/ePFRVZfHixVx77bUEBQXV2sbJyYk+ffowZ84cB0UpRMN8fnpWgU6B66SxsRBCCCEEIMkCIezrzMwCKUMk2jtJFtSmN8LI+yBj3/m3yzoEJRmw431JFogG6zs+nE59/VFtKms/iSduTQp5aaX0HB1KZO/+JO3bw8YlHzHnnwvR6dt2zwydkxOmyEiqk5JIumEOroMH43/vPBSjEZ2Li6PDO68/Xijwp1V/4tmRz9LNt5sDI7K/yZMnM3nyZADKysp46qmniI5uvmbUQjSX0ioL359ubDy+WyBh3q3780UIIYQQoqVIskAIezo9s0CIdq+jNjg+n54ztNv5lGbDZ7O0x9VlYHJr/rhEm6foFLwCtIGsTn39Ob4nh5TDBaQcLgDA2T2AytIctn7zBaNmt/0klP+995L1wgtYCwoo37WLU7fdDoDXzJn4XDe7Vc82eHTwo7y862UAnvr9Kd657B18nH0cHFXz+L//+z9HhyBEk30fl0ZZtRWAOcNkVoEQQgghxBmSLBDCnqRngegoziQLZBZN47gHwrA/w/Z3YNMrMP5voJd/ikXDDbqiE4Ou6MSmr46SebwIAL3TCCj9gZN7d+Hi4cnAyRdIWrVyTjHRhL/xOmVbt1GyejWG4GDKNm+m6LvvKPruO9zHXoLbiBG4Dhni6FDrGBw8mBt73Mhnhz8D4K24t/j78L87OKrmdfDgQQ4fPkxFRUWddTfffLMDIhLi/FRV5bNtWgmiUC9nxnWTxsZCCCGEEGfICIUQ9nRmZoGMn4r27kyyQNe2S544RHAf7f74OnD2gtEPOjQcuzr4DbgFgtEV/GO13++MLa/B4R9h4C3N/7rRGaH7lHY9c+OS67oCsOb/4snPgOFX38i2bz8jftM6uo0Yg5t3276aXefigseE8XhMGA9A2bChZC/UGomXbtxE6cZNeM+6Fp/rr3dkmPWa0XkGg4IGMX/DfA7kHqDSUomzwdnRYdldeXk5M2bMYN26dSiKgnq6efsfyzFJskC0RvtSi4jPKAbg+qGR6HXyxV0IIYQQ4gxJFghhT7bTJYjkbw7RYciLvdGCe4NnGBSnwcmN7SdZYDXDltdrL/tjWab4H7T7nR+0TDw2C/S/oWWO5UChXbzJzygj5agHbt4+lBUW8P3C55nz3CuODs2u3EaOpNOIEWA2U7JmDXkffkTh0mW4jx2LMSTE0eHVEeYextToqfx08idu+fkWJkVN4o4+dzg6LLt67rnnSEpKYuPGjYwdO5Zvv/0WDw8P3nnnHQ4cOMBXX33l6BCFqNdn25IB0OsUrhsS4eBohBBCCCFaF0kWCGFHqs2KioquMQOolUWg6MHJvXEHO7oa1r8ALj5wyaPQaVTj9hfiYti0Or/S4LiJrlsCn8+CslyoLAZnT0dHdPHK8+ouO5MgOCOwJ4x6oHnjUG3w4wNaUqLv7HY/+yV2UCAHN6WRk1zC+JvuZfXif2KzWDi8eQM9Ro9zdHh2pSgKmEx4TpmCztOLnFdfJfPpZ4h49x1Hh1avq7tcTU5FDscKjvFL8i/MjJ2Jn4ufo8Oym++//57HH3+ckSNHAhAZGcnAgQO59NJLmTNnDm+//TbvvNM6z43ouIoqzPy4Px2Ay3oEEuTZ/mb9CCGEEEJcDEkWCGFHqtVKo8sQfXL6ytuIYY07WMp27b6iAH75G9y2CowujXsOIZrszCwaSRY0iU4HPabDrv+DT2dqfQxQoLIQht7l4OCaqCy39s9XvAhBvWovc/JsmZ4u3hGQdxwyD0Bo/+Y/ngOZXAwMmhzF7lXJrP/0JBPveYBf332N3T99R0hsN7yDW99V9/bgNmokOa++iiU398IbO4i7yZ2HBz/ML0m/8OHBD5m3dh6vj3+dILcgR4dmF0lJSXTv3h29Xo+iKJSXl9esu/HGG7njjjskWSBaneV7Uqk0a6UUbxwW5eBohBBCCCFaH0kWCGFPNhUtWdDAwbDijLOPM/c37ZhGFzBXwBc3gO48b+m+s7WbEPZwpmeBJAuarvc1cPI3yEuErW+dXR45/Gxfg7akLFu7H3QLeIZD1EjHxTLqAfjhfvj9dQjoDqMeBIPJcfE0s059/DmwIZXqCis7fiym/+UziFv9Az+/vYgxc24luHMseoPR0WHalaIoGMPCMKelUbF/Py59+zo6pHMaGzGWX5N/5VTJKfbm7OUKtyscHZJdeHt7U1ZWBkBgYCDHjh1j9OjRAJjN5pp1QrQWqqry+Q6tsXGkryujY/0dHJEQQgghROsjyQIh7MhmtmgXXDckWVBRCF+cbswYORwmv9S0g+Yeg9/fOFsWpj55x2DPfyFtz4WfT6fXrmz26dS0eETHoMrMgovm5AHXfghHVsGGf51d/ss/4KblLXMFvj2tfVa7DxsMIQ4euA3ooX2G5R3XblGj2nWpNr1Bx+Q/92Xl4v1UlFQT/7sHvqEx5KefYP3H7xLdfxCjrrvJ0WHandfMmeS+9RbZrywk8pOPazXWbU2c9E48P/p5tqZvpYtPF0eHYzd9+vTh6NGjXHHFFYwfP54XXniBLl26YDKZePbZZ+nXr1+LxFFSUsJzzz1HXFwce/fuJTc3lwULFvD000/Xu/2ePXt47LHH2LZtGwaDgQkTJvDKK68QExPTIvEKx9mVXMDRrFIAbhgaiU4aGwshhBBC1CHJAiHsyGbRBuwbNGCx+dWzj7tMbPpB/bvAjNfPv83vb8DhHyH9AskCm0VLOiRt1pIGiv4P9zrtfuDNWvkUffu6SlU0Us3MAvlD+6J1vaJ2sqCiAHKPQkA3x8XUFGcSSH6xjo0DtFkEsz+BojT4cg6sfx5u+AKcvRwdWbNxcjEwdV5ffn7vAJVlFkqKh+PiUUBFSQEn43a3y2SBx4TxFC5diiU7m+rjx3GKbQWvvXMw6U2MjRjr6DDs6o477uDYsWMAPP/884wePZqxY7Xf0dvbm5UrV7ZIHHl5ebz33nv069ePmTNn8sEH526inpCQwLhx4+jfvz9ff/01lZWVPPXUU4wZM4a4uDgCAgJaJGbhGJ9v12YVGPUKswaHOzgaIYQQQojWSZIFQtiRaj0zgHqBDS3VcGKD9nj4PIi9rDnDgpH3abeG2LsEco5og8E2K6hW7T7/hDaIueU1rSnz//ZYMLqAb7T9Yxetk5Qhsh9FgSF3ag15u0+FhJ/g1Na2lSxQVdCbwDcGTK6OjuYsrzDtcyn/JBxaDoNudXREzcrkYuCKe/rw4+txWC2g6kdhs/6ITq+Qn56Gb2iYo0O0O7+77iLr+efJXbyY0IULW+3sgvZo9uyzpQ2jo6M5evQo69atQ1EURo4cia+vb4vEERUVRUFBAYqikJube95kwVNPPYWTkxMrVqzA01NrLD9o0CC6dOnCK6+8wksvNXGWp2j1Csqq+emAVv7z8l7B+Ls7OTgiIYQQQojWSZIFQtiR1WzRHlxosGLXR2cf97yy+QJqigF/qn+5qsLJTfDrU7D7Y+32v6a/1u6biYozVEcH0L70vxHCB4N/Vy2RuO8r8O+mXSEfMkCb2dOaleWCtRoCuzs6krquehf+b4rWTNpm0RIz7ZjJ2cDVjw7i14/iKcwCn7BLKMr8jf1rVjLu5jbaPPs8XAb0B4Oe6uRTVB440Kp7F7R3bm5uTJ8+vebnzZs31/QwaE4NTRBZLBZWrFjBzTffXJMoAC3ZMH78eJYvXy7Jgnbsmz2pVFu0Cx3mDIt0cDRCCCGEEK1XKx99EKJtsVm0ZMEF/3D1jtDuu00Go3MzR2UnigIxY+HyF2D43Nq3gafLWySucWyMouXIzAL70ukgsIdW9itiKJjL4ecnYMX8tvG+Ks3U7j1CHRtHfQxOMPh27fGeT+G/M+GzWVrys51SFIVLb+mBs7uR8tIIyott5CSfRLXZHB2a3SmKQsC8eQBUJR53cDQCYPv27UyaNKmmJFFrcfz4cSoqKuhbT0Kpb9++JCYmUllZ6YDIRHNTVbWmBFGMvxsjYvwcHJEQQgghROslMwuEsKMGlyGynZ6BEHsRvQocpb4moaoKR37W+iKUZsOUf2vL43+A3xbCiL9AUM9zP6dnKLj4NE+8onlIg+PmM/J+iBwBlirt/bPrQ61UWWueXVCWo927+Ts2jnMZcKOWjNn1kfbazY7XPrOiL3F0ZM1Gb9AxYmZn1i9JQG/qSlnhEfLTU/ELb39X1LoMGgxA8U8/4TXzSpTW/F5pB7788kveffddsrKy6NatGwsWLKB///4cP36chx56iJ9++gknJyceeeQRR4daS15eHkC95ZF8fX1RVZWCggJCQkLq3T87O5ucnJxayxITEwEwm82YzWY7R3x+ZrMZq9Xa4sdti7adyOdEbhkA1w0Ow3L64p62Rs55xyLnu+ORc96xyPnueBx9zo3GhvcdlWSBEHZks56eWXChgQpzhXZvdGnmiFqIokCPaVqZj5TtUJ4Prr7aQCfA1jcv/ByDb4Og3lopFtH61SQLpD643bn6QtfLtcfx30NeImQd0N4fOr1jYzuXslzt3q0VNwcNG6jdAJb/GZK3QHUZmNwcG1czCoj0YNiVMWz6Io3SnINsXfYFUx94rN3V9de7u2EMC8OclkZl/GGKV62k6shRIt57VxIHdvbll18yZ84cAAICAlixYgXr16/niy++4LrrrqOsrIybb76Z5557jvDwxjeQ3bBhA+PHj2/Qtnv37qV///6NPsb5Xv/nW7d48WKeeeaZetfl5eWRlZXV6FguhtVqpaioCAC9vpX+29BK/N9vSQCY9Aqjw4wtfq7sRc55xyLnu+ORc96xyPnueBx9zhvz3VySBULYkc1s1R5caBymvSULAAbeopX1yDsOh3/QGokG94bMg1qponP9T0n8FXKPaYkGoyvcukIbiK4sAjeZJt5qSRmiljH0Llj1OPxwv/ZzUG8Y98TZUmb2UpyO587XUQbMBhcPQD2bEKp5/Idlqk37GQUCumsziqD1ziz4X2GDIPswHF8HPaZfePs2LKqXH57+ERSm2SjMzGD/mlX0mzjF0WHZXcBDD5L+yKNk/etF1AqtlEzVsWM4d2tDjcLbgDfeeIPevXuzYsUKIiMjKSoq4uabb+aqq67Cw8ODlStXXlSfgm7duvH+++83aNvIyMbNkvHz075TnJlh8Ef5+fkoioK3t/c59583bx6zZs2qtSwxMZGZM2fi5+dHUFBQo+K5WGeuSgsICGjUlWIdTW5pFb+dLAZgcu9gunZqu43e5Zx3LHK+Ox455x2LnO+Opy2dc0kWCGFHtjNliC44s6Bcu29PyQJFgZnvwEeXw/6l0OtqLXHg0wn6XX/u/frMgsJk7QrqQ8thyTVQUaCtu/x5qCzWyof4RrfIryEa6sxAcvu6QrnVCR0Iva7Skmcn1kPWQfjqT+AVrr0/fDrZ5TD6jf/COX0fuqydFzdbxLWNJAs6T4C9S2DTK+0+WQAQ0z+IoqxLqar4jQPrfmmXyQJTp054TJpExb59WGqSBYmSLLCzgwcP8u6779YM1Ht5efHKK6/w448/8uKLL150Q+OQkBDuvLN5mpB37twZFxcXDhw4UGfdgQMHiI2Nxdn53H2kAgMDCQwMrHed0Wh0yB99er3eYcduK5bvS8Zs1b6z3DSiU5v/fyXnvGOR893xyDnvWOR8dzxt5ZxLskAIO1It2syC85Z4qCiA/V9rj42uLRBVCzKYwC8Wco/CJ6cH4AIuMFCj02mJgM4TtGTBmUQBwOq/nX088RmIGWf3kEUTycyClmEwwegHtcdl98LWt7Sr4YtSYePLcOlT2joXb62Rb1OUZEL2IQBsg25HZ3TSEgaKjppkkPLH+zOPddp7tiCpdrxtgW/M2cel2eBe/wBgexHaxZv4LdEUZqzBaNJTlJOPu483ekP7ef8qioL/PXcDULFvH5nPPkf+J5/gNW2qgyNrX0pKSoiOrp28P/Nznz59HBFSgxkMBqZPn863337Lv//9bzw8PAA4deoU69ev56GHHnJwhMLebDaVL3ZojY27BrkzKEr6YwkhhBBCXIhdkgUlJSU899xzxMXFsXfvXnJzc1mwYAFPP/10nW337NnDY489xrZt2zAYDEyYMIFXXnmFmJiYuk9cjzVr1vCPf/yDffv24erqyrRp0/j3v/9d60qfgoIC5s2bx88//4yPjw9PPPEEd999d63n2b59O+PGjWPPnj306NHjon5/Ic6wnWmYpvtDsiDhJwjpB+5B2gDrf2eeXdeeZhacMfFZWHb72dkTfa9r2H4hfcHJA6pK6l//6wKIGApe5ym/ojdpMxWkfFHzkwbHLc/NX0sODL0bvrhem2Xw+eyz6+/eoJU4M7o0bnbAvi9rHqr9b4TGXOXQa6Z2X1nU8H1aA0WBkffB72/AgaUw4l5HR9Ss/MLc8Q5ypbxwOIXZ2/jk0cdx8+nHHa/+xdGhNQuXfv20BzYb5qwsjC1cHqa9+98LIs787MgrpFatWkVZWRklJdp3iPj4eJYtWwbAlClTcHXVLs545plnGDJkCNOmTeOJJ56gsrKSp556Cn9/fx5++GGHxS+ax2+JuaTka6U/bxwW1e76tQghhBBCNAe7JAvy8vJ477336NevHzNnzuSDDz6od7uEhATGjRtH//79+frrr2u+oI8ZM4a4uDgCAs7fGHHjxo1MnjyZqVOn8v3335Odnc3jjz/OpZdeyq5du3By0q6qfPjhh9m7dy9Llizh6NGjzJ07lx49ejBmzBgALBYLd999N4899pgkCoRdWa2nZxacSRYUZ8DGf597B33rnnrUJJ4hcPP38OFErVSKX+eG73vjMijL0fZTFEjaAjmHITsBUndCyg7tdj5FKVpS4TTFasWlsBClwBsCu0NQz6b9XqK2mpkF8od3i1IU7T122dNazX2A/V9p9++NO7vdjcvAvYHNhqu0Ws45U/+PJl9f7+zV1D0dp9NoLVlwpjlzOzfx9l588Uxqzc9lBfsoyS/Dw7d9Nnj2uuZqir75loo9ezBOnuzocNqVhQsX1qrPr6oqiqLw8ssv1/ourygKr732WovENHfuXJKTk2t+Xrp0KUuXLgXg5MmTdOrUCYDu3buzYcMGHn/8ca699tpaFy5d6O8Q0fZ8vl17TTgbdcwc0HZ7FQghhBBCtCS7JAuioqIoKChAURRyc3PPmSx46qmncHJyYsWKFXh6egIwaNAgunTpwiuvvMJLL7103uM8+uijdO3alWXLlmEwaKFHR0czatQoPvroI+bOnQvATz/9xKJFi5g6dSpTp05l1apV/PTTTzXJgldeeYWqqiqefPJJe/z6QtSwWrSGJQpo5XSqy86ujL0MUCFxLXSfCpc86ogQW4bBBPdsbPx+RufajVs7jdJuqqoNaFot595XtcGy2yBps3Y7TaeqeFgs6AwGbaB11sfS/8AepAyRY3Uer91AK+G1/B6tf8GZkkBLb4HbVjbsuQqSwT0I1dg+B43PyT1Im410fJ02Y6OdJ750OoVrH5/Au/O+qVn25YI3ueuNxx0YVfPxmjaNom++pepYIkiuwK7ODML/r6+++qrWzy2ZLEhKSmrwtoMGDWLNmjXNF4xoFbKKK1lzOBuA6X1D8XJphxfoCCGEEEI0A7skCxoypdNisbBixQpuvvnmmkQBaImG8ePHs3z58vMmC9LS0ti5cycvvvhiTaIAYOTIkXTt2pXly5fXJAsqKytxczs76OHu7k5lpdbs7sSJEzz33HOsXLmyZiaCEPZiO9OzoCK3drmhUfdD72u0x2dqjIuGU5SGXbl89ftQnF5rkc1ioSA/D/+s3+DU77D0Vhj2ZyjNhJ4zJXHQZNLguNUI7H42OVecoZUoqi6DwyvOljrT6SFiuJaQ+yObDQpPoQb3a9mYWwNF0XoX5CRofRs8QxwdUbNzcjUR2m0qWSc2YTWXUFGSiM1qQ6dvf0k/vacnhsBAqhITHR1Ku2Kz2RwdghAN8tXOFKw27bvKjcOjHByNEEIIIUTb0WJ/HR4/fpyKigr69u1bZ13fvn1JTEysGdCvz8GDB2u2rW//M+tBSyC8+eabZGdns2XLFlavXs3IkSMBbZry9ddfz9ixYy/2VxKiDqv19B/Rqrn2CifPuhsL+/MMgfBBtW5q2EDMgX2xXfr02cTA9nfg0HfwzZ2OjLZtkzJErZNnCHSZqD3e9DKsfVa7/boAVjx0ttfEGSXpYK0G78iWj7U16DtLu8/Y59g4WtCV86dz6ysv4uKu1XDf9PkmB0fUfJw6x2BOT8d2nu+XQoj2x2pT+fJ0Y+OeIZ70C2+DpfKEEEIIIRzELjMLGiIvLw8AX1/fOut8fX1RVZWCggJCQuq/su9C+59ZD7Bo0SKmT59eU0/19ttvZ9asWSxZsoS4uDi++OKLRsefnZ1NTk5OrWWJp69WM5vNmM3m+nZrNmazGavV2uLHFedmNpuxWKoBUBQVm9EVXHzAyQtr2FCQc+UQNe8VixWmvgaFKQDof5gHVjPWyjKtFIloFJ3VioKC1XKe0lDnIJ9fzWzUIyjR48FydoBUt/YZyDoE747FevuvWvkoVUXJOIROVbF4hHfMc+LfC72qoqbtwRZzqaOjqaXZ3ic6MLnqGDF7Fus++oQjW1cz6vpR9j1GK6GPjET9fSvlJ07g1KXLRT9fW//scmQDYiFa0oYj2aQXaf8G3jg8UhobCyGEEEI0QoslC84435e1hnyRO9c2f1zerVs3EhISOHHiBN7e3vj7+5Ofn8/8+fNZtGgRvr6+LF68mIULF1JUVMTll1/Om2++iY+PzzmPu3jxYp555pl61+Xl5ZGVlXXB2O3JarVSVFQEgF6vb9Fji/pZrVYqKipO/6SS1+sOqsKGaz/mlwAljgqtQ6v7XvEGwD3iUlxPrkb9aDK5V7yHanJ3XJBtkFdZKU4WC9lN+OyTz68WYIyCP4wL6se9gt+aBwEo/e1dyrtdjevR5bjHf4ENyLN5dNhz4ucUACe3kdcls1XNlGnu94l3TCf0BoXKshy2rjiIZ6BWvtFSZaM4p5SYoYEYjG27PJHFwxOzxUzOvn0YPS9+hl9b/+wKDw93dAhCtIjPtmuzCtxMeq7sL42NhRBCCCEao8WSBX5+fgC1ZgCckZ+fj6IoeHt7N3n//51xoNPpiI2Nrfn5kUceYcCAAcyZM4e1a9fy+OOPs379emJjY5k9ezYPPvggn3zyyTmPP2/ePGbNmlVrWWJiIjNnzsTPz69mFkNLOXNVW0BAgFwp1kqYzWaMpwcPdDrw7jYK3PwdHJU453tl+K3oy05C/gmC8rah9r/RQRG2TToXZxSTU5M+++TzywGCglBK70G360O8zJl4BAWhX/ktGAxgcMI7ZgDmwrIOeU500cNQElYQ5KEHtwBHh1OjJd4nsUNGcWTrZuK+X4zBpF0wYbWUodqqMSq3MfCKAZhcWvy6EruxGAxkGIy4Fhbia4fvafLZJUTrl1pQzvojWmPjKweE4e7Udj/DhBBCCCEcocW+PXXu3BkXFxcOHDhQZ92BAweIjY3F2dm5nj01vXv3rtl2ypQpdfY/s74+GzZs4Kuvvqo59qpVq5g0aRKDBw8G4C9/+Qt33HHHeeMPDAwkMDCw3nVGo9EhfzTq9XqHHVucg/V0g2MdGE1OIOemVaj3veIXBVe/Cx9OQpcZB8ZbHRVe26TTgaJD18TXuHx+OcCgmyH5N0jegv6TKVrfCUWBaz7A6OqFvqSyY54T9wBQFHTHf4VBtzg6mlqa+30y/pbZVJTkUll6duZbaX4Z5cWw/9dlHNu+j1teuge9oW3OMDAEBaH39KR8zVoCbrkFnavrRT+nfHYJ0bp9tTOlpj3PnKEdtB+PEEIIIcRFaLG//gwGA9OnT+fbb7+lpOTsH6WnTp1i/fr1XH311efdPywsjKFDh7JkyRKspwdkAbZt28aRI0fOuX9VVRX33HMPCxYsICYmBgBVVSkrK6vZprS0FPV/mz4K0QS26tN1jHVoGQPRuhmcIGyQVsu9utzR0bQtqk1e422NosCoByFiGIQOgKhRMPFZ8IlydGSOFTFMuy9IcmgYjmBydmHmIw9z/dNP19zuWPQGYd1jwVZKad4edv20x9FhNpmiKJiiOwGQfNPNVJ865diAhBDNymy18dVOrTdVvwhveodJY2MhhBBCiMay20jPqlWrWLZsGT/++CMA8fHxLFu2jGXLllFerg3CPfPMM5SXlzNt2jRWrVrF8uXLmTp1Kv7+/jz88MO1ns9gMHDppbWbDb700kskJCQwa9Ys1qxZw+eff87s2bPp3bs3t912W71xPf/88zg7OzN//vyaZZdffjlr1qzh9ddfZ+XKlTz77LNcccUV9vpfITow6+kSBYpeBV3bq2fcIXUaDdZqOPyjoyNpW1RVkgVtUXBvmPJv7XbFCxAz1tEROV5gD3D2hNSdIBcOoOh0XPPE41xx7zwA9q9d2aYvqAh84IGax3nvv8oA8y0AAI3fSURBVO/ASNq3I0eOsGXLlloX4wjR0tYezia7pAqAG2VWgRBCCCFEk9htpGfu3LnMmjWL22+/HYClS5cya9YsZs2aRXa2Vjeye/fubNiwAaPRyLXXXsutt95KbGwsmzZtIiCgdp1gq9VaawYBwLhx41i5ciUZGRlMnz6d++67j/Hjx7N27VqcnJzqxHT48GFefvll3nvvPQyGsxWXJk2axMsvv8zChQu54YYb6NOnD4sWLbLX/wrRgalmi/ZAr4IiyYI2IWacdp++16FhtDmqtVU1gxWiyRQF/LtCVQkkrHB0NK1GzIB+mFxcqChOIWFriqPDaTK9tzfR3yzDEBhIZcIRbDKYbVf//e9/CQ8Pp2fPnlxyySUcOXIEgNmzZ/O+JGdEC/tsezIAHs4GpvULcXA0QgghhBBtk92SBUlJSaiqWu+tU6dONdsNGjSINWvWUFZWRlFREcuXL6dz5851nk9VVTZs2FBn+cSJE9m6dSsVFRXk5eXxySefnLOXQI8ePaioqGDYsGF11j300EMkJydTVFTE0qVL8feXRrTi4qkWLVmg6OWq6zbD1ReCesGprbD5VUdH03bIzALRngy4SbuP/8GxcbQiiqLQbcQoAH597zkObEh0cEQXx3PKZLDZyHhqAWXbdzg6nHZh6dKl3HrrrQwcOJA333yz1gyUgQMH8vXXXzswOtHRnMor57djuQBcPSAMV5M0NhZCCCGEaAoZ6RHCjs4kC3R6pAxRW9L3Ou3+yCqw2RwbS1uhyv8n0Y6E9oeokZB7FLITHB1Nq9F/0tkyVZs+e5ttPxxi+w/xNbekA1kOjK5x3EaOxBgeTnVSEtn//jeqfNZftBdffJHbbruNH374gbvvvrvWuh49ehAfH++gyERH9PmOsz1J5gzr4L14hBBCCCEuglxyIYQdWS2nS2dJGaK2JWYs9LsB9n0BRSnS8LUhpMGxaG96XgnJv8Pye+CGL8FTSlj4BAczZd4drPvkv1SWFbPj20W11ut0RiL6TEWnu3BJMr3RyOjZo/D0d22maM/P4OdH+GuLyHr5Zcq3bSf7lYUEPfaoQ2JpLw4fPsxLL71U7zpfX1/y8vJaOCLRUVVbbCzdpZVLGxzlQ7dgDwdHJIQQQgjRdkmyQAg7sRYVo8vMAQPoFVXqubc1/l20+/1fw1gZQLowKUMk2pmIYRA2CNJ2wxfXwz0bHR1RqxA7dDj+UVEkbNmC7Q9X4x/bvoOS/GJSDnx/wedQVa285Kn9G3FyD0dVVVzcvZn+4FW4+zg3Z/h1+N91F6e2bad8+3aqTp7EKTq6RY/fnri6ulJUVFTvurS0NHx8fFo4ItFRrT6USV5ZNQA3DpfGxkIIIYQQF0OSBULYSfXRo1jRA2Z0epskC9qayBHafeY+x8bRVqjyGhftjKLAlJfh/Qnaz9/fC1NfBYPJsXG1At5BIQy/+tpay4ZMm0HK4QPYrBcu52M1V7Pp86+wVOdSVZqLxWyjNE/liwWp3LZwPgZjy83E03t743fH7eR9+BEFSz4j+B9/b7FjtzejRo3izTff5Jprrqmz7uOPP2bcuHEtH5TokD7frpUg8nY1Mrm3zAoTQgghhLgYkiwQwg5S73+A6tRUrHo/rHowGKQWcptjcoVOoyFpMxz9BbpOcnRErZuKzCwQ7Y9OD9d8CN/cAZkH4cOJMOdr8AhydGStjtHZmZgBQxq8fad+A6koLgZFoTg3hxWL3qSi+CibPt/KhFtGN2OkdXlMnkzRypVUxMVhycvD4OfXosdvL5566ilGjx7N0KFDmTNnDoqi8O2337JgwQI2bdrEjh3SSFo0v+M5pWw9oZW8unZgOM4tmHwUQgghhGiPZKRHCDswp6UBYD1dt9lgtDoyHNFU7qcHBNc/D+ZKx8bS2qk2QGYWiHbIPxZmf3I2Gbb5VcfG0044ubrhHRyCd1Awkb36MO2B+wE4uP4TNn25j+zk4haLRVEU3C+5BIDi1atb7LjtzeDBg1m1ahWlpaU8/PDDqKrKCy+8wNGjR1m5ciW9e/d2dIiiA/hi+9nGxjcMkxJEQgghhBAXS5IFQlwktbq65rHl9OCpzCxoo4bPO/v4/ybDCalZfk7S4Fi0Zz6d4ObvtMentkLOEUdG0y5F9u5FWLdYAOJ+fpNv//UKZUVVLXZ872uvRefuTtHy71CtkuBvqvHjx3P48GGOHTvG5s2bSUhI4MiRI1KCSLSISrOVZXtSARgR40fnAHcHRySEEEII0fbJSI8QF6lk3bqax9Wna7ibTDLw0CbpDXDjMug+VRsMT93p6IhaMWlwLNo5Zy/oPF57/O3dUJbb9OeyVGldfkUtVz78EAOvuBSTi4Hqigy2LV+P1dIyyXZFp8OlXz+w2ch6/vkWOWZ71rlzZ0aOHEnXrl0dHYroQFYdzKCw3AzAHJlVIIQQQghhF9KzQIiLVHX0KAD5rj4UW8tQFTBJGaK2yz0ALnkUEn6Cwz/CJY84OqLWSRoci45gwj+gogDS4+Dz2dBtSuOfw9UPdn8MA/4EQ++yd4RtmsFkYvT119NzzGg+f+pZjvy+jpNxR+g8eBDj/9T8fQx8/nQjZVu2ULFvPwVff43P7NnNfsz2JikpiRdffJH169eTl5eHn58f48eP54knniA6OtrR4Yl27rNtWgkiPzcTl/cKdnA0QgghhBDtgyQLhLgIJevXU7pxEwDmKTNQf/4O1WZGb5BB1DZNUcAtAMpy4N2xYHBq2H4x42D8k80aWquhyswC0QHo9DBlISy9BYpStQRiU+1dAoPvAJ28b/6Xb1g4nQcN4tSBOMoLD3JgzUEGTR6Ap59bsx7XGBhIyD+fI+Pv/6Bw6TK8Z85EMZma9ZjtSVxcHOPHj6e8vJyRI0cyaNAgMjMz+fjjj/nqq6/YsGED/fv3d3SYop06klnC/7N33+FRlWkfx7/T0nuFJCShhk5AuiIgKK6gYAEV0UWxu65lsa29vNZdd3UV146rgArqKiCoICBIlxp6KKEnpJCE1MnMef8YiGQTIIRkJuX3ua65MnPOc865T54MzJz7PM+9Oi0HgNE9W+Bl1b+tIiIiIrVByQKRc5D9n/8A8J2XH6Yff7+IZLNaPBWS1JZLnof5z0FINYe1Z+2EHT/CofVwwYMQ36du4/M0jSyQpsJihTGfQumxs9/2aBrMe+b3KYxWvQ997qjV8BqLS++8jaL8PL775yQydu9m+/KN9Bzet86P69OhA8FXX0XuV19z+Pnnaf7883V+zMbi/vvvJzIyknnz5hEf//v/lWlpaVx88cU88MADLFiwwIMRSmM2dUVa+fOxvTUFkYiIiEhtUbJA5Bz49TiPvIULKtyJWOqVh0XlQBq+qA5w/bTqt9//GyyfBFmpsGthE0kW6O9cmgizGXyCzn67Zl1g3FdQmA1TRrsSikoWVMlkNuMXHMKA667lq5de5uD2HeCGZAFA8OWXk/vV1xRv3kLp/v14xcW55bgN3cqVK/nwww8rJAoAEhISeOaZZ7j11ls9FJk0doWlZXy99gAAA9pGEB/u5+GIRERERBoPXekROQfOwkJKzd4V7rA+kmjCbNLIgiYn7jy45kPwDoS8A56Oxg0MQCMLRKrFLww6jHCNMPjkCsg75OmI6q3mbRKxWG3s37Ke1N8y3HJMS2Ag4bdOAODAffeT9eFHlOXkuOXYDVlwcDDBwcFVrgsJCSEoqAYJNpFqmLX+EPnFZQDc0CfBw9GIiIiINC5KFojUQMmOHWS88QZlGRls9AmvsM5pNWMxK1nQZIUmuqYiyjvo6UjqlkYWiJydbmNdP4tzYcbNno2lHjNbLETEx1JWmsvyb5bx5Yur2Lspq86PGzhsWPnzvO+/Z9+tt3Hk7bfr/LgN2dixY/nggw+qXPf+++9z/fXXuzkiaSqmrHQVNo4K9GZIhygPRyMiIiLSuOhKj0gNZPzzDQp+WUzxnj0Uml13V0cmdMIaEU1684P46CJq09VqkOvn8nc8GkadU4FjkbMTGA03zHA9txe5pi47dgQOroXSAs/GVs/0HD4U30AvsvfPIv/IMpb9dyc/fbSJnMN193symc0kzphO/OSP8evrmkbu2M8LcBYV1dkxG7oePXrw22+/0bt3b/7xj38wbdo0/vGPf9C7d2/Wrl1Lr169+Prrr8sfIrUh5UAu6/cdBeC6Xi2wWfRZRERERKQ2qWaBSA3YYmIoO3yYda17kHd4F5hMDBo/mrmZP8KW+Xib9NZqsjpdBUv/Bbt/cV0IDIj0dER1wzBU4FjkbAVEQpdrYOMMmP1gxXV/eBUMB5TkQ7thVW/fRLQ+rw+71qzi8M5UjmVvJj1nI4VH+5F14CihzYMZdmvnOjmuyWTCEhhI9EMPceTttzn28wJypn1O+C0aCVKVG2+8EYB9+/axevXqKtcbhgG4frcOh8Ot8UnjNPX4qAKzCa5VYWMRERGRWqcrmiI1YDKbMVmtZBflg9mEzdufkKgwStJLAPAx2zwcoXiM2QwdR8Lmb+HwBmgzxNMR1Q1NQyRSM71vh8MbwTsI9q/6ffmch39/HtgcIjq4P7Z65MIbbiF11TLWzp0JQGHeagxnKWbLeaz+fg8JXcKJbBFYZ8cPv+UWjv28gLzZs/Fq1RLfTp0oKyvDcDrr7JgNzYIFCzwdgjQxx0rK+PZ4YePBSVHEhvh6OCIRERGRxkfJApEaMOx2sFkJjoqhKD+Tm19/CYuXlVJnKRgGPhpZ0LS1GuhKFsx/zjUtUX2tYZF3CHyCwcuvBhurwLFIjVi94ar3XM/3rYK0XyG8jSv5tvNnVwJh/yrwjcRclA0FFrCdlIC2eIFP4y8c6+3nR6eBQ+g4YDDZB/cz/8N3yM9OoSgvmF3rYNe6I3Qb0oKkPs3q5PhmX19Cx15PztRpZP7rLQAMw8AR0xzj9dfr5JgNSWlpKSUlJbRv3574eN3dLe7x7boDFJS6RqiM7aO/OxEREZG6oCuaIjVg2O2YbDbsJcWYTGa8fL1xOByUOEoAA2+z3lpNWvNkCGwG+YchbSm0HODpiCorK4Vp17me974Nuo87u+01skDk3LXo5Xqc0GogTB4Oa/6D5bdPiCgrw2K1Vp7y67LXoEVv98bqISazmfC4eOI6dmbXmlU4HcuJaduK/dscrJ+/jxYdwvAL8qqTY4dcfTVm/wDshw8BkDtrNs69e0l/7K/4tGqJV1wcwSNH1smx6zur1cqIESOYM2eOkgXiFoZhMGW5awqimGAfBiWpsLGIiIhIXdAVTZEa2JJdxtZSG6YjB7BYvTGbza5kgdM1DZFqFjRxZgtc+BDM/gv8+ATcMhdsx4fKZ+2EDV/C+ffV8I7+WlJ2UtHOle+DVwC0vqh621p9wOlQskCktnn5w8BHIHMHhtNBYf4xAgMDfh+d5CxzjVpa8g/XdEYt+nj23xE36nfNWA5u30rxsXz2rJmGf2gi9rLz+eXz7Vx6e93UMAAIuvT3+hG+Q4aw/4EHse/eTdmePQBk/+dTwm+dgDkgAP8LLsDURGq5mM1m4uLiyMvL83Qo0kSs35/L5kOuv7fresdjMTeN95qIiIiIu+mKpkgNbM7NwGHYMZUY+AVHA1BUVsSarDXYAJtFb60mL6bH789/egp8Q13Pt//g+nlkK/S8xTU3eWQ798dXVur6GdICju5zXXxc8o+z20dkUu3HJdLUJf0Bkv6A027nWHo6/tHRWE6ehujINte/H/OegbCWENkekm9wvZcbMZPJxMi/PE7qqmXsXr+G7P17MMxx5JHgthhszZrh+/e/ERUaiik7mwN/mQhA1gcfAlC4ajWRD9zfZBIGEyZM4O233+aKK67AYqmn0+1JozFleRoAFrOJa3s17n/vRERERDxJVzRFaiDQ6s/R0qNccvu9NGvj+sKyOWuza6VhgElfmps8sxnGfgnTx8O+lZXX5+xxJREA+v0JfEPOsD8LtOhbe3cRO44nCxIvdF30319FjFVJ3wzZu1zP/cJqJxYRqb5h/wfpm1z/fmTvdj0OroOxn3s6sjpn8/Ghw4DB+AYFs+Tz/5CX8RMRfuPJSMsjKsE9dRxMFgtmX19siYkkTptK8Y4dlB0+TOakdyj49VechYVEPTQRs7e3W+LxJC8vL7Zt20aHDh244ooraN68eYVEiclk4oEHHvBghNJY5BbZmbnhIABDO0QRHeTj4YhEREREGi8lC0RqwOl0YjKZad+/a/ky6/E6BVcY/pqeRVwCo+GPM11Th5wsdx8cTYOdC2DPElj2VvX25xcGbS9xPQ9NdN2BXFMO15RZWGyuedJbDazedk4nrJ8KJceg/WU1P76I1Ix/hOv9ev3nrqTj3Ech/5ArKdlE6hgkdO1O2sZ1lKxaw9HD81ky3Ysr/9LD7Xf0m7y88O3UCTp1whoVxeFnnqVo7VqOfv45YX/8o1tj8YRHHnmk/PnrVRR9VrJAass3a/ZTbHcCcEMf940mEhEREWmKlCwQqQGn4cT0P6MHio7PAd/SMP8+v7SIxep6nCyirevR6iI48BuUFZ9+H4YT5j8Hhdmw/qS7h9dPA5v/yQ0rb2v1hoGPQlDzistPTENkPcu7X83msy+GLCK1L6i56zHwYVj0Knz/EPSaAO1H/N7GZPp9CrRGxGQy0X/0WPZt2kDxkX2UlTo5sjffbaMLquLbpQst3nuXfbffQe53M5tEsmD37t2eDkGaAMMwmLrSVdg4PsyPC9pEeDgiERERkcZNyQKRGnAaBmZ+Hz3w+JLH2ZGzAwAfA01DJNVjNkOLXtVrG/89FOW4nufsgaX/gtJC1+NkJ99ZazihIBO2fAd97qjY7sQ0RBavGoUuIvVE0mWQdxDWfgarPnQ9Ttb6Iug0CsLbNqpiyDZvHyJaJGAv2YVhGKz4bhcj7umGyYNFT63h4eXP9064lfgPP/BYLO6QkKA7vKXurU7LYXv6MQCu690Cswobi4iIiNQpJQtEasBpODFZfk8WpB5NLX/uaxiahkhqn9UbApu5ngc2g/i+Z97G6YQpV8O6qa4LiicXQFWyQKRxMJmg923QPBnSfv19ueGEzd/Czp9dj7aXwEWPeyzMuhAeF0/mvjTsxdspMiVxaOdRYtp6diRF0OUjyJs5C8fRo6TdfDMJH3/s0XhEGrqpK1yjCmwWE6PPU2FjERERkbqmZIFIDRiGgclkwWk4KbRXvLO7uRNNQyT1g9nsKoq87Xv4Yhxc8xGEt3atKztes+BspyESkfqpRa/KI5WSLoOMTZDyNez4EQY95vp3oZFomXwe25Ytxl6wAptPW3IOF3o8WRA+fjz2vXspWr8BZ14+JampeLdp49GY6tIvv/zCm2++yZYtWygqKqqwzmQysXPnTg9FJo1BTkEpszceAuCSTs2IDNRnFhEREZG61ni+MYq4ieF0YuDEbDLz1Y6vmPDjBAC6hHfhya5PEuTUyAKpR/rdA+0udT1ffFIByhNJLquP+2MSEfeIag+dr4a4nq7X7w92TU3WSETEJxLdsg1WLzMlx3ayf1uOp0MCIPqJJ7CEhwFwbPESD0dTd5YsWcKQIUPIzc1ly5YttG/fntjYWPbu3YvVauXCCy/0dIjSwH21Zj+lZScKG8d7OBoRERGRpkFXNEXOklFWhoGB2Wxh8f7F5csviLmASO/j8xUrWSD1hXcADHrUNd1Qegqs/tg1LVHuPtd63xCPhicibtD5mt+ff3Y1TBkNcx4Fo4qi6A1MzyuuwmQycSzzF3IO55GXWXTmjeqYyWymxbvvYo2OJm/WLIzSUk+HVCeefvppbr75ZubOnQvACy+8wOLFi1mzZg3Hjh3jqquu8nCE0pAZhlE+BVGrCH/6tQo/wxYiIiIiUht0RVOkGsqys8mb+wMARqkdJwYmk5l2oe0A+HjYx1wQe4FrjmhQskDqF5MJ+v/J9fy3ybDiXfjtE9drP335Fmn0QlrA+NlgsUFoomvZ3mVwaL1Hw6oNoc1iCIttgY+/lZJje9i24rCnQwJcU/D4ndcDgD3XjyXrw488HFHtS0lJ4corr8RkchWcdTgcAHTt2pUnn3yS5557zpPhSQO3bFcWuzILABjbJ77870xERERE6pauaIpUw77bbifr/ffZ96c/YdhLMQwDi8VCYVkhZsz4Wn1dDU8kC8wqByL1TIcr4NrP4OoPXBcMTwiM8VxMIuI+3gFw6zwY8wkMfMS1bOZ9sP0Hz8ZVC/qPvgGbj5Wy0hx2r8/EcXzaEk8LGTMGv57nYQkOJu/77ynLbDxTQAEUFhYSEBCA2WzG29ubzJPOr3379mzevNmD0UlDN+X4qAIvq5mre8R5OBoRERGRpkPJApFqMAcEAFB26DBH3ngDAye59nzS8tLws/mV3+1kMlx31WlkgdQ7JpPr7uKItnDeeNeysJaNqtipiFRTTA8ITXA9X/Cia3qyqh57GsZ8+4HhEVhsVnDsxDAMUhYd8HRIAFgCA4l+7DFCrr8OgP1/vg+jrMzDUdWe+Ph40tPTAejYsSOzZ88uX7do0SLCwzVyTWrmSH4JP25yjRIa3qU5of5eHo5IREREpOnQ7c8i1eAV34LizVsAKN6YgtPmC04nmUWZJAQl/N5Q0xBJQ9B9HDRPBt9QT0ciIp5gNsPISa76BWXFrunJTuX6zyGoudtCqwmL1UpodHPKSvZSVprNthUmigvs9LmiladDAyBw4ECOLVxIydZt5M2eTfDIkZ4OqVYMGjSIhQsXcs0113Dbbbdx9913s2XLFry9vfnxxx/5y1/+4ukQpYGa/ts+7A5XTZWxKmwsIiIi4lZKFohUg7OwCGtUFFEPTeTIhx/Drj3Yypw83udx4gNP+hJzolik2eKZQEWqq1lnT0cgIp7kHQB/nAl5+6tev/0HWP85/PYxDP6re2OrgaT+F5J1YAqJnb05sAPSUrJo368ZwZF+ng4Nk5cXkX++j5xP/4NXy5aeDqfWPPvss2RnZwNw5513UlhYyJQpUzCZTDzxxBM8/vjjbokjPz+f559/nnXr1rF27VoyMzN5+umneeaZZyq0czgcvPHGG/z444+kpKSQnZ1NQkICI0eO5NFHHyUkJMQt8crpOZ0G01a6piBqFx1AzwTd2CAiIiLiTkoWiFSDs6QEh7eF/OZB+F95Ffz9dUp9rHSN7Po/DY9PL6CRBSIiUt9ZvSDsFHff974dNnzpSho4SqHzNed4LG8Ib+OaEq0OBIS5prwJjTYw28LYtzmb7EOF9SJZAGCLjiJq4kRPh1GrIiIiiIiIKH/94IMP8uCDD7o9jqysLN577z26devGqFGj+OCDD6psV1RUxDPPPMP111/PrbfeSkREBGvWrOGFF15g5syZrF69Gl9fXzdHL/9rcWom+7KLABjbW4WNRURERNxNyQKRalielcV+LPw28z7iAmOJsJgoCav8hdLE8ZEFShaIiEhDZrZAp1GQ8jXsXOB6nKu4XhDTvep1zbud04inwIhIALIP7id52Pns25zN2h/TaNk14gxbSkOXkJBATk4OJpOJzMzMUyYLfH192b17d4VaCoMGDSI+Pp7Ro0fz1VdfMW7cOHeFLacwdUUaAD42M1eqsLGIiIiI2ylZIFIN+7GACbrNtJB2eT4RJhPBfiGVG56oWWDWW0tERBq4nrfA4RTw8oeE82u+n7JiWPUB7F/lepzKuK/Av2YX930DAgltHsvhnTvwC7a5DlvqxOlwYrYogV9XlixZwtSpU0lLS6OoqKjCOpPJxPz58+s8hureeW6xWKosuty7d28A9u3bV6txydlLzytm3pYMAC7vGkOwr83DEYmIiIg0PbqiKVIN3nhTQgk2s41235eBxYuE0CrmHXY6XD81skBERBo670C4+v3a2Vf74VCQWfW6tZ/C7l9gwxdw3s2u/0NtPmd9iKjEVmxbtphDO7bR8YIYNi85SE56IeExAecYvFTl448/ZsKECYSFhdGuXTu8vb0rrDdO1HGq537++WcAOnXq5OFI5ItV+3A4XX83N/RN8HA0IiIiIk2TkgUiZ2AYhqtwscmE+aQkQH525YseJo6PLFCyQERE5Hd+Ya5HVYY+C1OucdVI2PCla1mrQdBmyO9tzDaI6wmWU99pHNOuA9uWLWb32tW07TMSgMx9x5QsqCOvvvoqY8aM4ZNPPqmUKGgoDhw4wKOPPkrPnj0ZMWLEadtmZGRw5MiRCstSU1MBsNvt2O32OouzKna7HYfD4fbj1hXHSYWNOzQLpGO0X6M5t9rS2PpcTk/93fSoz5sW9XfT4+k+t9mqP2JTyQKRM7HbcQJmixd/+uDfzH7rM3avW8Kx7IzKbcunIbK4NUQREZEGy2yGQY8er4tgwLY5sGuh6/G/Rr4FzbpUuZvY9h2xenmzZ/1vOMocQEcy9+WT1KdZHQbfdKWlpfGvf/2rVhMFCxcuZPDgwdVqu3btWpKTk2t8rOzsbC677DIMw+CLL77AbD79jR6TJk3i2WefrXJdVlYW6enpNY6lJhwOB7m5uYBriqWG7tfdeRzKLQZgePtgMjKq+JzdxDW2PpfTU383PerzpkX93fR4us/j4qpfC0rJApEzcJaWYmCAyYLZaqHfNX/g4PaNnD/m2ioaaxoiERGRs9ait+sB0OOPkLHp93UOOyx82fX82z+B1RvaDIU+d4JPUIXdNG+bxL5NG9i3aR2BUTFkHfTCMIxqz2sv1dehQ4dav0CelJTE++9Xb+qr+Pj4Gh8nJyeHiy++mAMHDvDzzz/TqlWrM25z9913M3r06ArLUlNTGTVqFOHh4URHR9c4npo4cVdaZGTkWd0pVl/N/ekAAP5eFm64oB0B3vqa+r8aW5/L6am/mx71edOi/m56GlKf61OYyBkYJSUYGJiO33EWERfFHZP+dorGmoZIRETknAQ1dz1OFt8XZk90Pc9Kha2zXY/gOLhuSnmzC2+4mW9eeZbC3KNYvY5SkBtKUb4dvyAvN55A0/Diiy8yceJEBg0aRGxsbK3ss3nz5tx66621sq9TycnJYejQoezevZv58+fTtWvXam0XFRVFVFRUletsNptHvvRZLBaPHbs2HThaxKLtruk9R3aPJTTA18MR1V+Npc+letTfTY/6vGlRfzc9DaXPlSwQOYNjCxdi4MRSjbsSTRwv5qdpiERERGqPbyhc86HrecYW2PY9bP4OcvdXaGYymbj8gUf58tnHKCtOB1qSdfAYfkGnqJcgZ+WKK66o8Do3N5d27dqRnJxMeHh4hXUmk4lvv/3WneGd0YlEwa5du/jpp5/o3r27p0MS4IuVezle15ixvWs+YkREREREzp2SBSJnkDN1GobND0uZcebG5dMQKVkgIiJSJ6I6uB6HUyB7F+xbBS16la+2efsQFhNH9sG9WP37kLX/GC3aK1lQGzZs2FBhSieLxUJUVBQHDx7k4MGDFdq6c+qnOXPmUFBQQH5+PgCbN29mxowZAFx22WX4+flRVFTEsGHDWLt2Lf/85z8pKytj+fLl5fuIjIykdevWbotZXOwOJ5+v2gdAtxYhdI4N9nBEIiIiIk2bkgUiZ+AwAxjYQ/3P3FjTEImIiLhH8g3w8/Pww1/hlh9chZKPi0xsRdb+fVhthexad4RuQ1qobkEt2LNnj6dDqNJdd91FWlpa+evp06czffp0AHbv3k1iYiLp6emsWrUKgPvuu6/SPv74xz8yefJkt8Qrv5u/JYOM/BIAbtCoAhERERGP0xVNkZOU7N5N3g8/lr82DIMysw3DDIa/zxm3N51IFmgaIhERkbrVdiiEtQJHKexfWWFVaPNYMIHNK5+yUierv9+Dw+H0UKBS1/bs2YNhGFU+EhMTAUhMTDxlG8MwlCjwkCkrXEmeQB8rI7o1P0NrEREREalrbk0WLFy4EJPJVOXj5GHAp5KRkcH48eOJiIjAz8+Pfv36MX/+/Ert3nnnHRITEwkNDWXcuHEcPXq0wvqysjKSk5N56qmnauvUpAEx7HZKq7gzznA6OTjxIbLee4+ynBzXsuJiSsscGIDZWo2BOBpZICIi4j4D/uL6+dNTUFroem4vJjQsEIDQ6FIAdq/PZMuSg1XtQWpBdnY2jz76KCNGjOCOO+5g06ZNng5JGoC9WYUs3uEqbHxV91j8vDToXURERMTTPPKJ7MUXX2Tw4MEVlnXu3Pm025SUlDBkyBCOHj3KG2+8QVRUFG+//TaXXnop8+bNY+DAgQD88ssv3Hvvvfz973+nTZs2PPDAA0ycOJEPPvigfF+vv/46hYWFPP7447V/clJv5f30E1n/frf8tclqxRYX93sD4/c7Dg8+8giOrGwswUHkOp3H21cjAWCcqFmgZIGIiEida9YZQlrA0X2w6RvofgN8eRPBBdmYTJ1x2LPpf9Vgln69k51rj9DhghgsFv0fXVMTJ07kyy+/ZO/eveXLCgoK6NWrV/nd/QCff/45K1euJCkpyVOhSgMwdeXvf0dj+yR4MBIREREROcEj35batm1L3759KzwCAgJOu82HH35ISkoKX375JTfccAMXX3wxM2bMoF27djz88MPl7WbPns2QIUO47777GD58OM888wyzZs0qX797926effZZ3n33Xby9vevsHKX+yflsCgBODPJM3ph8fHAWF//+KCnlsDWI7dYwHFnZADhy81jvHYRhMlGUl3fmg2gaIhEREfe68j3Xz5XvQVkJHEvHYtgJ8TORuW8vsUmhdLwghpLCMr565TeOZhR6Nt4GbOnSpVx33XUVlr311lvs3r2b+++/n6NHj7J06VICAgJ4+eWXPRSlNASlZU6mr3YVNu6ZEEpSs0APRyQiIiIi0IBqFnzzzTckJSXRr1+/8mVWq5Vx48axcuVKDhw4AEBxcTH+/r8Xog0ICKC4uLj89V133cW1115baWSDNH67mrXje68QfgyLY1GAH3P9I1gYGFv+mO8bxSpfC9t8DUL++Ra2+BYAlGEHIMQ39IzHMGkaIhEREffy8oO2F7ue7/i97lBEQQrFmQcozD1K255R+Pi7BtQu/+8uT0TZKOzatYuePXtWWDZz5kwiIyN59dVXCQoKom/fvjz44IMsXLjQM0FKg/DDpsNkFbimCbuhrwobi4iIiNQXHrmiec8992C1WgkKCmLYsGEsWbLkjNukpKTQtWvXSstPLDsxN2r//v358ccfWbZsGRkZGbz55pv0798fgKlTp7JmzRpee+21WjwbaSg2H9xDGaXY7a47CksKc8k9sr/8cSwnvbztkUOZRNx2G04AE2AyMeb+P535IOXTEGlkgYiIiNv0nOD6+cvfyheF+zsg/xCZm1fg7Wfj8j8n4+NvJS+ziK3LD3ko0Ibt6NGjNG/+exHasrIyVq1axaBBg7BYfv/s0717dw4d0u9YTm3qCtcURCF+Nv7QWYWNRUREROoLt9YsCA4O5r777mPQoEGEh4eTmprKa6+9xqBBg5g9ezbDhg075bZZWVmEhYVVWn5iWVZWFgBjxoxhzpw55QmCpKQkZs6cSXZ2Ng888ACvv/464eHhZx17RkYGR44cqbAsNTUVALvdjt1uP+t9ngu73Y7D4XD7cRuyQK9AcspKuOiWOwltHklUYuUvJh9M+ReF8zcw74P3GHHfnynABgbQohl+wf6n/X3b7XacjjIMw6DMaWCob+oFvVfqH/VJ/aM+qX/UJ2fJNwJT//sxHViNac9inAMmEr74I4w9JWSsmkNMfDOITKLPqJYs/Gw76+fvo0WnELx8qv9RuKH3ic1mO+d9REdHV0gCrFmzBrvdXmm0gdls1nSfcko7jxxj2S7Xd7dresThY9NNNiIiIiL1hVuTBd27d6d79+7lrwcMGMCVV15Jly5dePjhh0+bLAAwmUxnXGcymZg8eTKvvfYaubm5tGrVCrPZzIQJE+jWrRvjxo1j48aN/OlPf2LDhg20bt2af/zjHwwYMOC0x540aRLPPvtsleuysrJIT0+vcl1dcTgc5ObmAlS4k0tOrczh+nLvjLHx7ZFZ9DX1xWr6/S3gMBws8F5GT3MgpcUFzHzjLZLvvh375I+xeNvO2McOh4OyY/mElpWRn5tHsZv/JqRqeq/UP+qT+kd9Uv+oT2ogtJfr0fkuAIw/dMZ73T3sSNlKV/PdlMRfiP28P9G8oy97N+Sx5JutdLoostq7b+h9EhcXd877OO+883j//fcZPXo0JpOJKVOmYDKZGDJkSIV2W7durTACQeRk01b8Xtj4+j6agkhERESkPnFrsqAqISEhjBgxgn//+98UFRXh6+tbZbvw8PDy0QMny852FaL931EHkZGRREa6vgAuWrSIzz//nA0bNmC32xk1ahTjxo1j7ty5fPrpp4wcOZLU1NQqRy6ccPfddzN69OgKy1JTUxk1ahTh4eFER0ef1XmfqxN3tUVGRtbKnWJNQUlZCQbwwpYXAFiYubByowATa64oIPn7IOxF2Syd/DEAgSGhZ+xju91O/kFfrFYrIWHhGG7+m5Cq6b1S/6hP6h/1Sf2jPqkdwUl9yNizi5X7nPS1LMU/PIaISD8Ol8aQuy2XiNa/YbMaGGGtMBIvPO2+1CfwyCOPcP7555OUlERERATLly9nwIAB9OjRo0K7mTNn0qtXLw9FKfVZsd3BjDX7AejXKpzWkQEejkhERERETubxZAGAYRjA6UcOdOnShY0bN1ZafmJZ586dq9yupKSEO+64gyeffJLWrVuTkpLCrl27mDhxIr6+vtx+++089thjLFu2jOHDh5/y+FFRUURFRVW5zmazeeRLo8Vi8dixGyKn4QSTiRDvEHJLc7k08VKs5opvAYfTwdGSo9iuN1P8nzWubYDQ6Khq/Z7NJtffscXmBeqXekPvlfpHfVL/qE/qH/XJuUseOY6f3n+LtEID/4OH6GH5CgvQ1rsfO3I6s2vRRjqGr3M1bjkAvE594dLscBBSUIC3v3/lkQVeAdD7NrA27ql3+vTpw7fffstrr71GVlYWt956Ky+//HKFNocPH2b//v3cfPPNHopS6rM5KYc4WuhKvI3VqAIRERGResfjyYKcnBxmzZpFcnIyPj4+p2x35ZVXcvfdd7NixQr69OkDuIqqffbZZ/Tp04eYmJgqt3vxxRfx8vJi4sSJwO+JiYKCAgIDA7Hb7ZSUlJQvl0bMADDz74v/jdl05treU7a+w8EVywCIaZ1QrUN4ZboKbeNomPMZi4iINCbRrdowePwdLPr0QzaXBrI51eC6iQ/Q2bCw4/1DbDW1pEPvPphWvgu7F592XybDwLesDJPVClXd4LJ3GVzzMVi96uhs6ofhw4ef9gabZs2asX79ejdGJA3JlOWuKYjC/b0Y1qmZh6MRERERkf/l1mTB2LFjiY+Pp2fPnkRERLBjxw7+/ve/k56ezuTJk8vbTZgwgU8++YSdO3eSkOC6SHvLLbfw9ttvM3r0aF5++WWioqKYNGkS27ZtY968eVUeb+vWrbz66qssWLAAq9V1qklJSSQkJHDXXXdxzz338MUXX2C1Wunbt2+dn794lmE4MZlN1UoUAHTq0qM8WZAQ07Ja2/ikLQCLCfIO1DhOERERqT2xSR3oc+Vols2YBsD61Zs5b/goYjo4Obj9KMvT+tBvwjVgOE67H4fdTkZGBtFRUZhPHu1RnAdTx0DufvjsKlfCIKD6tRBEmopth/NZnZYDwOieLfCyVu8zuYiIiIi4j1s/oXXt2pUffviBW2+9laFDh/L444/TsWNHli5dytChQ8vbORwOHA5Hhbv9vb29mT9/PoMHD+bee+/l8ssv59ChQ8yZM4eBAwdWOpZhGNx+++1MmDChQiLAy8uLr7/+msOHDzNq1ChWrFjBV199RURERN2evHicgVH1nYCn0PX8ntjMNrzMXkRGVq/+QHGL44WyO1xRkxBFRESkDrTq0ZsLb7gFgC1LFlJ0LJ+ug1wFf/dtzmbr6iyw+Z75YfWpvCwwGm78BvzCoCQfts325KmK1FtTV6SVPx/bW1MQiYiIiNRHbh1Z8Oijj/Loo4+esd3kyZMrjDQ4ITo6mk8++aRaxzKZTPzyyy9VruvRowfLli2r1n6kcTCcTgycmMzV/5M3Wy1c9Mc7KSkowsu7GlMKFGTiu3chWK2uiwkiIiJSL5hMJuI7d6Vt7/7sWLmUxVMnc8nt9zLohiQWTtnGxgX7aXNeFFab5cw7q4pfGFz/BXx4Maz+GM4bX6vxizR0haVlfL3WNfJ2QNsI4sP9PByRiIiIiFRFYz+lSTDsdgwMTObqjywA6HpRL3pdfmG12pqytv/+QskCERGReue84aPw9vMnY/dOjuzdQ1RCEB3Pb45hwMLPtp3bzk+uVfDuQMhPP7f9iTQis9YfIr+4DIAbVNhYREREpN5SskCaBEdhIQZOOMtkwdlx7dvZ/z4w660lIiJS31i9vOh1xdUA7PptJQDteruKrGYfKuDI3vxzO0CvW39/PnUMFOee2/5EGokpK12FjaMCvRnSoXrTe4qIiIiI++mKpjQJxUePgQGmuryIby90/fQNqbtjiIiIyDlJ6Nod/9Aw9m9JAcDL10qvES0B+OXzcxxd0ONG6DTq99cLXzm3/Yk0AikHclm/7ygA1/Zqgc2ir6AiIiIi9ZU+qUmTkL/F9eXfZK3hXMRnMusBzAtfdD23BdTNMUREROScmUwmmrdJoig/j/RdqQAkdgkHwFFm8N0ba9m9/giG06jZAS54AK581/U87Vc4dgSMGu5LpBGYenxUgdkE16mwsYiIiEi9pmSBNAnpH08GwGStoz/5A2vKnxpe/nVzjP9hGAb5xXbS84rdcjwREZHGIrFrdwC2r/gVcCUQhozvQERcAMUFZayavYdv31hb8wNEtYfu41zPp1wD08dD/uFzjFqk4TlWUsa3xwsbD0qKIjbE18MRiYiIiMjpWD0dgIg7ZJl9gBLKQmvpQr7TASX5rimHykoqrgtvc1a7WrIjk2K7g65xwWe13es/bWfTwTwAEsL9sJ6hHsNlXZpzSadmZ3UMERGRxiiqZWsA0jaspf/osVisNsJjArjopg7s35bD0q9SKS1ycGRvPpHxgTU7SPcbXZ8RNk6HnD0w9VoY9Q5Ed6y9ExGp575dd4CCUgegwsYiIiIiDYGSBdLoGaWlbDKX4jSBOcivdna69F+w6RtXYsAnyHWcjiPJaHUt0ebqT3VUUubglblbzzmcYrvjtOuzC0r5+Nc9rNidfcZ9Wc0mru3VgvgwP8wmE+Y6LQotIiLifmaLhTa9+pG6ahmpq5aT1G9A+bq4pFDOv6YNv85IZeuyQzVPFth8oP+foOu1sPBF1yjEnN1KFkiTYRgGU5a7piCKCfZhUFKUhyMSERERkTNRskAaPUdBQflzn6Sw2tnp7l9cP7NSweYH3oEYzZLPaheGYfDB4t3lr6/sHnvWYXSMCaJ3YtgZL+hPXbGXGb/tY83enNO2czoNnAYs3ZlVvsxkwpU0MIHVbGZU91iu6hGLj+3MSZEd6fk8/k0KT1/RkchA71O2C/H1wquupogSERGpQscLLyJ11TJ+m/3fCskCgNh2oUQlBHJoZy6zJ20gLikUh9OBT4SD6OizPFBAJFz2d8jcBgFnu7FIw7V+fy6bD7lGwV7XOx6LbkARERERqfeULJBGryT7KACGry/+bc9uqp9TiuoAaUvhtp9dV9MBw26H9PRq72L5rmzmprjmLx7XN55re9Xd0OyxfeIZW82h39+uO8DOjGM4DFfiwOk0KHMa7Msu5FBuMdNW7iW7oIQOzYMqbWsxm+jTMhxfL1ci4cEv1wPw6FcbT3tMi9nEzecn0i46sMr9ioiI1LagiEgi4hPJ3LuHtI3rSOiSXGF9l0FxzP9kCwVHS9i24jCGYWAvsxMRHk5gqB9ePlYstmomus1m12cHkSZkyvI0wPU579peLTwcjYiIiIhUh5IF0ugYTie7nnyOZqNH4Z+cTP6hDAwMnFbwsfjUbKfZu+GHxyGhP7QfDgWZ4B1YniioiRe/31L+/JKO9aeWwMjkqkc4GIbB1sP5PDxjAz9sSueHTVUnRsb0jOPGfokAxIf5sTe7kOFdm5+ypsLyXVmk55XwweLd+HtbmHJrX915JiIibtHnyjHMfuNV9qxfUylZEB4bwFUP9aCksAyATYv3s/23wyz4dDum4///97wskVbJke4OW6Teyy2yM3PDQQCGdogiOqiGn8FFRERExK2ULJBGZ8fXc5mzaxeWV97krndeJz89Ewxw2CDIu4Z3rU8f7/q5cbrrARCaUOMYv994qPz5xzf3ItTfq8b7cheTyUSH5kG8NbY76XklVbZ5c/4Ovly9n+FdYwjz96LM6SQ+zI87B7Y+5X7/2D+R1IxjzN/iSkBc/95y/LwtRAR488KozuQXlxHka8XbWv1aECIiItUR2iyGwPBI9m3agOF0YjJXHClgtVmwBrv+/0m+pAVOawk2fDmaUUzW/mOs/n4P6+btxeplYdANSQSF+3riNETqnW/W7KfY7gRgbJ+af2YWEREREfdSskAanaO5xwBwUMaeCRNItwSBGcq8DQbGDazZTkNawNF9rufn/dH1M6ZHjWO0O1xfnnxtroviDUlCuD8J4f5VrhvWuRlfrtrH+4t38ZeL23Ekv4SucSGn3Z/NYqZD8yCsZhM/bEqnyO6gyO4g61gpo/+9rLxdRIAXH/6xlwoui4hIrQqNiSU/6wgrv51BnyvHnLKdyWQirnMQ0dHRWK1WVs7czaHUo1hsForyS5n7bgpD/tiB8NgAN0YvUv8YhsHUla7Cxi3CfBnQJsLDEYmIiIhIdSlZII2OUVZW/nyWdwAYDjAgLKYFXpYa3sHvHQzWDLhhOvice92DE9PsPDmi4znvqz4Z2zuemesOsmRHJmv35mB3GDQLrt6w87bRgbSNCmBHxrEq12ceK2Xk27+W10OoLsMwsJeWYvPaS8fmQTw7svNZbS8iIo1bzxFXsnfjOvZu2kDvUaPLpxg6HZPJRJ8rWgFgOA1++Xw76XvymP/JFi6Z0ImQaL+6Dluk3lqdlsP2dNfnuet7x+tGDxEREZEGRMkCaXRKCooAMNlsroKCGJQ6SvGLCqn5Tu2F4B9ZK4kCgIISV0LD37txTa1jMZt45A9JPDdrCwUlDgD8vav/z8zfx3TD7jCwmE2UlDmYteEQX6/Zz5D20Xy3/iCdY4NPWfvgVJxOJ4VFhezIsrNm71FenbuV8ecnAhDh760vsCIiTZxfUDDhcfFk7d/L0fRDhDaLOavtTWYTA65rx9of09i55ghpm7KULJAmbeoK16gCm8XE6PNU2FhERESkIVGyQBqd0qKiCq8Nw/UzKC6s5jstKwFb7c1DfKwGF9IbivMSwvhsQm/Gvr8CgFHJ1b/oYjKZ8LK6Lt77eVkZ07MFY3q6vmTedmGrGsVjt9tJT0/H6RPMPdPWs3hHJot3ZAIwrFM0f7qobY32KyIijUfr83qTtX8vP3/8Llc/9uxZb282m+hxSQIHd+Syd1M2XQfHVWuEgkhjk1NQyuzjtbku6dSMyMCGNd2miIiISFNnPnMTkYalsLAAwzA43Npg0I23MfDVP7F2lJ3wVtE132lZMVirN51OpU0dTowTGQtg6c5M/rv2ANA4kwUAgT42/nV9d/42uhuBPjZPhwNA82AfXr66C6O6xzKqeywhfjZSDuR5OiwREakHWnTuBkBRXi7rfphdo32YzCbCY/wpyi9l+kurazM8kQbjqzX7KS1z1ea6oU+8h6MRERERkbPVOK9USpOWX5ALQGFIKftaHmHt7rU4vJ0E2M6h4KCjFKxnf2dUYWkZ1767HC+rmQFtI8g8VsL6fbnl6/1sjWsaopMlRlRdBNmTOsUE0ynGNZVURl4xS3dmcc07S7mgbQT3D23n4ehERMRTfAMC6Xv19Sz/ahopC38iL+sIfa8cg5fv2U0n1LZXNPu35QAw592N/OGOLnURrki9ZBhG+RRErSL86dcq3MMRiYiIiMjZ0sgCaXScx+9mKvY1+M/m/7AxcyNAjZMFK3ZlsTcjmzLT2d8hfyS/BIDSMifzt2RUSBS8cnVXzZfvQZd3i6FnYiglx/tmR3q+p0MSEREPatOzDyPuewSAvRvXsXT6lLPeR2R8IN0vdt1NnZ9VzNH0wlqNUaQ+W7Yri12ZBQCM7ROvqbhEREREGiCNLJBGpzjbdUdfUmIXWrfuyPbs7RSUFdA+rH2N9vfqnM28XFLCNxuzWJy3lvPbVH2XlMPhIC8vj6D9diwW14iBWRtcc7be0CeeUd1jAXAaBlazGS+rcnWe1Dk2mM6xwSzYmsHrP23nr99s5PHhHUluEeLp0ERExENCmjVn5ENP8O1rL7B/yyaOph8mJLrZWe2jba9o0jZlkX2wgLQUFTuWpmPK8VEFXlYzV/eI83A0IiIiIlITShZIo1NouAocD+wwhB4tekHrc9tfq1ArZIPdZGN3ZgG7j98x9b8Mw8But2Oz5VW6kyrM3wufRjzlUEM2uH0U01bu5VBuMU/+N4U3r+9Oy3o4hZKIiLhHYFgE5424kt9mfcOmRfM4f8y4s97HkD924Pt3NrJtxWE6XxiLxaYbBKRxO5Jfwo+bDgMwvEtzQv29PByRiIiIiNSEkgXS6JwoJezvH1Q7+ysrxctqZnTfNvTr1P2U7crK7GRmZhEREY7VaqOkzMFD0zcA0CMhtFZikbrx5vXdeWP+DpbsyOQfP23nzetP3c8iItL4te9/IduXLWH32tUU5eXS8/Kr8Q+r/vzrJpOJ2HYhbF+Zzlev/UbLbhH0Gt6yDiMW8azpv+3D7nB9Ch+rwsYiIiIiDZaSBdIoHNm6C8NRRkGWqyaAyeqNr9W3VvZtOnYYi9mEzcv3tHec2+12fMuOER3uj83mqm8w894LaiUGqVs+NgsPXtyOrYfy2J1ZwMb9uXSJC/Z0WCIi4iEmk4nzRoxi4Sfvc3jnDmb982VCY+IIa9WW6Esuq9Y+Ol4QQ3GBncz9x9i9PpOO58fgH+Jdx5GLuJ/TafD5yn0AtIsOoKdukhERERFpsJQskAZp039/4uCm7Vz8+D0ATH32mZPWGjgx8LH6nPNx7A4nY3PeweJlguyd57w/qb9sFjPDOjVjyoq9PP7fjTwwtB19W4Xj66Xpo0REmqK49p248pGnSVnwEwe3byH7wD7S9+zChkFYTCyB4ZFExieecnsvHyt9R7Zmz8ZMVs7czcZF++k78hznRhSph5akZrI321XMe2xvFTYWERERaciULJAGad4XnwKw549b8fWtXDiwMMJaKyMLcovsBDjzsZptENbqnPcn9dtVPeLYn1PEou1HeP2n7fyxfyLXnKcCfSIiTZV/SCh9rhwDwK51v7Hw0w/ZsnhB+cVQL18/Bo+/HS8fH4Kjqi6EnNApnHU/7WXvpmza9owmPDbAbfGLuMOUFWkA+NjMXKnCxiIiIiINmqqtSYNWWJpLVu6h8tehgdEcbWllw0U5tTKyIK/Izl5rAhaTCXrdds77k/rNy2rmgYvb8dzITphMsPPIMU+HJCIi9USLTl3pO/YWBtxwM12HXApAaVEhP7zzT2b+42VSFs6rcjuT2US3IS0AOJpe6LZ4RdwhPa+YeVsyALi8awzBvjYPRyQiIiIi50IjC6TBKcnLByAsqDnX/ePZ8uU2P1dy4NpZ1wImbOZz/7KSV1xGsDOXwpC2hFm9znl/Uv9ZzCa6x4fSPNiHbYfzWbT9SLW3bRMVQGxI7dTKEBGR+icouhnR0dEkdkkmrmMX9m/eSMHRHHb+toJ1P8zC6Sijy+BLMJkr3o+T2CUCv2BvAsPO/UYGkfrki1X7cDhdhY1v6Jvg4WhERERE5FwpWSANTt5B18Vbb2+f8gTByYK9gmnmX/VUAGfy05t3Epa/jdIxXxAS4MO2Q0fp7szD5J98LiFLA9QuOpCF247wtx+2ndV2j/2hPd3jQ1XrQESkkQuLiSUsJhaA0JhYVs/8mg3z5hLaPJYWHbtUaGsym4hODPJEmCJ1xuE0+HzlXgA6Ng+iW1ywhyMSERERkXOlZIE0OMfSMwGwF2SxK2VFhXU/HFlERu5BIh0BldadidNRRmLuKgA+mjmDI+ZIAHrgxBIUVQuRS0Ny24Wt6Nc6HIzqtZ+yci97swp5ac5Wruvdghv66O46EZGmon3/CwkMj2TB5HfZt2lDpWSBSGO0cFsGB3OLAbihrwobi4iIiDQGShZIg7Pl5yVgGFhKcnF8czcAMwMdbPF2cuT4zdwhB/bjWL2oxsd4xPwZJWVO8orsAASGxZxz3NKwBPnY6N86otrtk+NDWLv3KC/P2cquIwV1GJmIiNRHsUkd8PLxZdeaVST1v5Dw2BaeDkmkTk1d4RpV4O9lYWRyrIejEREREZHaoGSBNDg7tq8DwGx2kpt8OwALcr8oXx9i9ueCZn8g13T208CYzSY6hBr4etmwH9gAO5bjbTXjH6kv/HJ6fl5Wzm8TQUyIDyt3Z1NS5sDbqqmIRESaEsNwDUeb89bfuf7517BYVey1ruXn5/P888+zbt061q5dS2ZmJk8//TTPPPPMabczDIOBAweyePFi7rnnHt566y33BNxIHDhaxIJtrsLGI7vHEuCtr5UiIiIijYE+1UmDZADT+u3ipfOfxM/qR8iSJVjMFp7s+yTxgfHYLOf+5dwWsYTow2tdLwJqVgNBmp4OzYM4eLSYb9Yc4Lre8Z4OR0RE3OjyBx7l65efAWDakw9xw/+9XqnYsdSurKws3nvvPbp168aoUaP44IMPqrXd22+/TWpqah1H13h9sXIvx+saM1afd0REREQaDX17kQYj9aclvHH9TWAYmCxW7N4GTy99mod+eYhSZyndIrvROqR1rSQKAIjt+fvz0MTa2ac0ehMuaAnAlBV7KSwt83A0IiLiTn7BIYx56sXy12kb1nowmqYhISGBnJwcFi1axEsvvVStbfbs2cNjjz3G22+/XcfRNU52h5PPV+0DoFuLEDrHqrCxiIiISGOhZIE0CE6Hg58++bT8tWFxgtnC6HajGd1uNGPajWFM0pjaPajNB8b8B/440/VcpBoCfWz0TAwFYOvhfA9Hc3qlZU6czmpWcP4fTqfBgq0ZFNsdtRyViEjD5uXrx/D7HgZgx6plHo6m8TOZTGddWPf222/n4osv5sorr6yjqBq3+VsyyMgvAeAGjSoQERERaVQ0DZHUe+9dfytFhusLCSYTBlDiVUrftpdyTbtr6vbgoQl1u39plEZ0bc7qPTk8/e0mvr3nfMzms7uI4Q5lDidXv7MUgD8PacvFHaPPavvVaTm8/tN2+Onsj20YBna7HZttNyaTCS+rmedGdqJTjO5MFJHGIbRZDM3bJnFoxzbWzJlJqx69CInWlIb1wQcffMDKlSvZvHmzp0NpsKasSAMg0MfKiG7NPRyNiIiIiNQmJQuk3itPFAAYBulxWWxtm88g376eC0rkNDrFBONlNVNa5mTDgVySW4R4OqRKik4aEfDm/B1YzSb6tAqr9vaHcosAsFlM9GpZ/e0AnA4nBYUF+Pv5U2B3snF/Ln//cTuRAd6n3MZsNjEqOYb2zYKOv3aN4hARqa9a9+jNoR3b2PzLfNI2rmXUQ0+e9R3wUrsOHDjAxIkTefXVV4mJiTmrbTMyMjhy5EiFZSdqHtjtdux2e63FWR12ux2Hw+H24+7NLmTxjkwARnVrjs1kuD2GpspTfS6eof5uetTnTYv6u+nxdJ/bbNW/fqJkgdRrBdnZ5c9PTJaypd1+yryDubnzzZ4JSuQMfGwWHvtDe56duZkn/5vC9Dv74WOzeDqsCkrKnABEBnpzJL/ENUqgBv42uhutIgPOahu73U56ejrR0dFYrVZemL2F7en5HDyegPhfTsMgr6iMlAO5FZb3bhnG5d1i6BIbjKUejt4QkaYtMfk8AsIj2LZsMbvXrmb32tW06tHL02HVawsXLmTw4MHVart27VqSk5PPav933nkn3bp147bbbjvr2CZNmsSzzz5b5bqsrCzS09PPep/nwuFwkJvr+n/RYnHfZ4yPlh4sf35xK1+3n3dT5qk+F89Qfzc96vOmRf3d9Hi6z+Pi4qrdVskCqdfSVq3GAAwfK4duiWRL6nIsZdA7KJkgryBPhydySj3iQ8ufP/3tJgJ9qv7nNjbUl/H9E91+t2np8WTBwHaRtI4MYM3enLPa/qfNrosDEYGnHg1QHSaTiSdHdDxjuwVbM9hyOA8Aw4C5KYdZuTublbuzGd0zjpv6JZ5THCIidSGiRQI2b292r11NysKfaJl8HiazSoadSlJSEu+//3612sbHn91c+TNmzGDu3LksWbKk/IvaCaWlpRw9ehR/f/9T3nV19913M3r06ArLUlNTGTVqFOHh4URHn910fufqxF1pkZGRZ3Wn2LkoLXMyZ5tr+qbz4kPo1zHRLccVF0/0uXiO+rvpUZ83Lervpqch9bmSBVKvpW/bAUCpt5O0vDT8oprjdETRpeNFHo5M5PTMZhOTb+7F/V+sY2t61YWOnU4DdsPiHZmE+nmddn8WM9zUL5H2zQKPvz77go4nO5EssFnMXNA2ggvaRpzV9mN6tmDXkWMEuWkqoMHtoxjcPqr89Yiuzdl4IJd3F+1iyY5MbuyboOk9RKReCo5qRuvz+rDztxVsX7GUpH4XeDqkeqt58+bceuutdbLvlJQUysrK6Nu38jSW77//Pu+//z7ffPMNo0aNqnL7qKgooqKiqlxns9k88qXPYrG49dhzNx8ku8D1RfeGvgn1/otuY+TuPhfPUn83PerzpkX93fQ0lD5XskDqtdyDhwAo9vt9fvW/9nucjuFnvhNZxNPCA7z5dEKfU67fk1nAS3O2UFLmJKug5JTtHE6Do4V2Hvt6Y/myYF8bdw5sjZf19HeoelvNdIkNrlRkudThLF9fE82CfWgW7FOjbWtDQrg/CeH+7Eg/xs9bM1i+K5t+rcM9Fo+IyOl0GDCY3IzD+AeHeDqUJmv8+PEMGjSo0vLBgwczatQo7rvvPjp37uz+wBqQqSv2AhDiZ+OyLipsLCIiItIYKVkg9Vr+8WHicbEtiU9sRVJoEt2juns4KpHakRjhz7s39qxW21kbDrLlkGsantSMYxw8Wswrc7dWa9tHLm1faeTAiZEFZ0o21HcXd4zm560ZvPj9Fmbeq7t1RaR+ColuxqV3P+DpMBqtOXPmUFBQQH6+ayTf5s2bmTFjBgCXXXYZfn5+JCYmkpiYWOX2sbGxVSYS5Hc7jxxj2a4sAK7uEVfvajGJiIiISO1QskDqtZJi193WkS0TuEIFjaUJG9E1hhFdYwDX9EVLd2ZRUuY47TalZU4mLdzJtJV7KyULShpJsqBzbHD586vfWYqXxUzrKH8euqQ9XlYzvl66mCEi0tjdddddpKWllb+ePn0606dPB2D37t2nTBJI9U07PqoAYGyfs6sXISIiIiINh5IFUq/Z7a4Lmq16nOfhSETqD7PZVO0aA1+s3sfe7EKunPQrz17Ria5xIcBJIwssDTtZAPDgxe14/aftJDULZOP+XNbvy2XchysAuKpHLAPaRtImKsDDUYqISF3Zs2dPjbc1DKP2Ammkiu0OZqzZD0DfVmG0jtT/qSIiIiKNlZIFUq85nAaYzCTGtvV0KCIN0iOXtue5mZs5VlLG49+klE/Vk1fsKlAY5Nvw/xs4ufhxel4x3607SOaxEpbuzOLrNQf4es0BRnRtzk39EjXSQERE5CzNSTnE0cLjhY37JHg4GhERERGpSw3/KpE0ak7DiQkz/jZ/T4ci0iB1aB7E1Nv6cMVbvwJw+b+W4G01065ZIOAqlNyYRAf5cNuFrQBIOZDL/C0ZzNuSzqwNh1i0/Qh9W4VzWZdmtIkK9HCkIiIiDcOU5a4piML9vRjWqZmHoxERERGRutTw55+QRsvhcOA0HJjMJkwmk6fDEWmwTCYTfxvdjebBPvRuGUZJmZON+13Fw6ODfDwcXd3pHBvMfUPb8s64HvjaLOQXl/HT5nQe+GI9c1MOeTo8ERGRem/b4XxWp+UAMLpniwZf60hERERETs/tn/aOHTvG/fffT0xMDD4+PiQnJ/P5559Xa9uMjAzGjx9PREQEfn5+9OvXj/nz51dq984775CYmEhoaCjjxo3j6NGjFdaXlZWRnJzMU089VRunJHXk6K69gAEWzSUrcq6SmgXy3k09eXJER+LD/MqXB/o0rpEFVYkL9WPa7X358o5+jOoeC8DbC3by5vwdHo6saSkqdZBdUOrpMERE5CxMXfF74ejre7fwYCQiIiIi4g5un4boqquuYtWqVbz88su0a9eOqVOncv311+N0Ohk7duwptyspKWHIkCEcPXqUN954g6ioKN5++20uvfRS5s2bx8CBAwH45ZdfuPfee/n73/9OmzZteOCBB5g4cSIffPBB+b5ef/11CgsLefzxx+v8fKXmdv22FgCTt0YViNSmf1ybzNsLUmkV2XSm97KYTfh6WZhwQUs6Ng/ixe+3sHjHETo0Dzrjth1jgogN8XVDlA3f1BV7Cfa1sSergCEdomjf7Pff7ytzt/JbWg5towKwmOv+33WrxcTtF7amZUTT+TsXEalNhaVlfL32AAAD2kaQEK5/T0VEREQaO7cmC77//nt++umn8gQBwODBg0lLS+Ohhx7i2muvxWKpuvjkhx9+SEpKCkuXLqVfv37l23br1o2HH36YFStWADB79myGDBnCfffdB0Bubi4PPvhg+X52797Ns88+y6xZs/D29q7L05VzdGDHNgDM/o3/zmcRd/Kymnng4naeDsNj+rUOZ2RyDN+uO1jt0QWD20fh52XhjyqSfEpFpQ6mrdxb/npuymGig37/fzY9rwSALDeMLigqdVBkd/DnaWuJDvLhxas6ExXYeKfcEhGpC7PWHyK/uAyAG/rEezgaEREREXEHtyYLvvnmGwICAhg9enSF5TfffDNjx45lxYoV9O/f/5TbJiUllScKAKxWK+PGjeOvf/0rBw4cIDY2luLiYvz9f7/rJSAggOLi4vLXd911F9deey2DBw+u5bOT2pazexNgwifizHf+ioicjXF9E+iREIphnH6as5nrD/FbWg4LtmYA0CLUj+Fdm7sjxAbnwNGiSstOnuYq0MfGpZ2bua045geLd7Fo+xHS84r569cb+df1PZToERE5C1OOJ4CjAr0Z0iHaw9GIiIiIiDu4NVmQkpJChw4dsForHrZr167l60+VLEhJSWHAgAGVlp/YdtOmTcTGxtK/f38mTJjAsmXLaN26NW+++Wb5PqdOncqaNWuYMmVKbZ6W1JEchxkzBtEdkjwdiog0Mj42Cz3iQ8/Y7ryEMErKHBSXOrl58kr+vWgn7/2ys1I7b6uF/7uyM22jA+si3Abhf5MF3/3pfI8Wp791QCsmXNCSq99ZSnpeCTM3HGRMT823LSJSHSkHclm/7ygA1/Zqgc2iwsYiIiIiTYFbkwVZWVm0atWq0vKwsLDy9afb9kS70207ZswY5syZU54gSEpKYubMmWRnZ/PAAw/w+uuvEx4eftaxZ2RkcOTIkQrLUlNTAbDb7djt9rPe57n46M9/pqzIjusyjAk4cXesCQyDU90s6x3iS+v+vdwS4wk+gcEkX3RJpSTRybIOHeTbJ18loU0Sgx6+HZMBFrsFAwd9LrrC7b/fmrDb7TgcjgYRa1Oifql/GlqfmAE/G9zSP4G1xy+cnGx3ZiEZ+SU88MU6XrmqE+0aYMKgNvrktblbAXh9dBdaRvhTVlZWW+Gdk/fGdWf85N/4z9I97M8q4JbzEzCZwM/L7WWbzkpDe580BQ29T2w2Teso1Tf1+KgCswmu660piERERESaCrd/Uz7dXYZnugOxOtuaTCYmT57Ma6+9Rm5uLq1atcJsNjNhwgS6devGuHHj2LhxI3/605/YsGEDrVu35h//+EeVoxZONmnSJJ599tkq12VlZZGenn7a7WtbydESnEYpcHZ3bdozSlj/35/qJqjT+G3ad3iH+1dMZBz/aRgGRVm5AGzdtIr1967m8IAyEg0vLGYbJQWlpBe49/dbEw6Hg9xc13mcqvaGuJ/6pf5pqH2SHAHJESGVljuNYD5emc7SPXn89esNDO9QObF9Mh+bmT7xgfjXoylxzrVPDMMov4BqK80jPf1YrcZ3rq7tGspnv2XwQ8pBfkg5CMCg1sHc2LP+TqvRUN8njVlD75O4uDhPhyANxLGSMr49Xth4UFIUsSG+Ho5IRERERNzFrcmC8PDwKkcPZGdnA1Q5cqCm20ZGRhIZGQnAokWL+Pzzz9mwYQN2u51Ro0Yxbtw45s6dy6effsrIkSNJTU097fHvvvvuSrUWUlNTGTVqFOHh4URHu/eCQ79bR5N95AghIaFYrGbMVhsmswWz2YrFYsZqs4HZgtlqwWa1YLbYWP7Vl2TvPOjWOI0yJ6UlJZSVlVKWXr2ilt55BgmzXaMKLDZvt/9ua+rEhbLIyEjdvVePqF/qn8bYJ49dHs1tn64lq6CU77bknrH9nO35/Ofmnm6IrHrOtU/2Zhdis9m4vGsz4mLqX02H66Kj6d+hBbM3HsZpwLwtGfy6t5Dw0GJu7p/g6fCq1BjfJw2d+kSaim/XHaCg1AGosLGIiIhIU+PWZEGXLl2YNm0aZWVlFaak2bhxIwCdO3c+7bYn2p3sTNuWlJRwxx138OSTT9K6dWtSUlLYtWsXEydOxNfXl9tvv53HHnuMZcuWMXz48FMePyoqiqioqCrX2Ww2t39pTL5wKOnp6URHR1f72Al/faZugzqFHz95l8zdaZgwgdnkGgViApPFjMkEJpOZ3H1ZOMocxDWL4cDOAxTa8wEICglvUF/ILRaLR/4e5PTUL/VPY+yTd248j4NVFPk92fp9uUxeuodjJQ4sFitms+fm9P9f59InGcfKMJlMtIkOqrd92jo6mD9HBwMQF+bPJ0v3MHPDYa4+rwXhAd4ejq5qjfF90tCpT6SxMwyDKctdUxDFBPswKKnq7z8iIiIi0ji5NVlw5ZVX8v777/PVV19x7bXXli//5JNPiImJoU+fPqfd9u6772bFihXl7crKyvjss8/o06cPMTExVW734osv4uXlxcSJEwHXB2CAgoICAgMDsdvtlJSUlC+X2nfJH+846232LVvLks9mMHjCuDqISESk9vl5WWkTdfp6Ba0jA1idlk3KgTy2Z+TTvlmQm6I7vfziMn7clsPIoDB8DRMmTJyY+c9cPs2f67np+POTpwY8nOdKkjQL9nF36DVyVfdYPlm6B4Bfd2ZxRbeqP0OIiDQ16/fnsvlQHuCqVWCpR0ltEREREal7bk0W/OEPf+Diiy/mrrvuIi8vjzZt2jBt2jTmzp3LZ599Vj7/64QJE/jkk0/YuXMnCQmu6QFuueUW3n77bUaPHs3LL79MVFQUkyZNYtu2bcybN6/K423dupVXX32VBQsWlI9kSEpKIiEhgbvuuot77rmHL774AqvVSt++fd3zS5BqadGvO9f36+7pMEREapXJZOKKbrGkHMjjr19vZMqtffGtB7ULpq7cx8x1R/h609Ez1g/6X2YTOI/n25sFNYxkgdlsYvqd/Rj3wQoWbz+iZIGIyHFTlqcBYDGbuLZXCw9HIyIiIiLu5vYCx19//TWPP/44Tz31FNnZ2bRv355p06Zx3XXXlbdxOBw4HI4Kd/t7e3szf/58Hn74Ye69914KCwtJTk5mzpw5DBw4sNJxDMPg9ttvZ8KECRUSAV5eXnz99dfcc889jBo1ilatWvHVV18RERFRtycuIiIC9GkZRqCPlfziMl7/aRuPD+/o6ZD4cbOriHyflqEE+bqm5HEahqsO/fGfhuFa5loHBgYYcLTQXn4Xaqiflweirxkfm4XeLcNYvCOTI/klRAbWz6mIRETcJbfIzswNrvpmQztEEd1AEsAiIiIiUnvcniwICAjgjTfe4I033jhlm8mTJzN58uRKy6Ojo/nkk0+qdRyTycQvv/xS5boePXqwbNmyau1HRESkNpnNJt67qSfXv7ec5buyycgrJjLQ+6zv6K8tmcdKykcGPHppUo3mYv9x02EMqFc1GKrjgrYRLN6RyfcbD/HH/omeDkdExKO+WbOfYrsTgLF96mfxdxERERGpW2ZPByAiItLUBHhbuWNgKwAmfLKah2ds8FjtnPlb0s95H5d0asawTs1qIRr3Oi8hFIAZv+1nT2aBh6MREfEcwzCYutJV2LhFmC8D2mjUtYiIiEhTpGSBiIiIB1zaqVn5XPlbD+fzz3k7PBJHYakDgOcubXp3kXpbLfjaXDUj5m467OFoREQ8Z3VaDtvTjwFwfe/4BjdSTERERERqh5IFIiIiHmC1mLntwla8PbYHAD9vzeD5WZtxON07wmB/ThFmM0QHNpx6A7Vpym19ADSyQESatKkrXKMKbBYTo89TYWMRERGRpkrJAhEREQ+KD/fjmStcRY5X7s7mrZ9T3XbswtIyVu7OxukEaxO9i9RmMdO+WSCbDubxW1q2p8MREXG7nIJSZm88BLimlVPBdxEREZGmS8kCERERDzsvIYxPJ/TGYjYxb0s6y3dlueW4u47obnqA4V2bAzB1xT4PRyIi4n5frdlPaZmrsPENfeI9HI2IiIiIeJKSBSIiIvVAiJ8XT47oAMD/zd7CS99v4eU5W9l2OL9Ojud0Gmw+lAfA45cl1ckxGopBSVF0iglie3o+a/fmeDocERG3MQyjfAqiVhH+9GsV7uGIRERERMSTrJ4OQERERFzOSwhjZHIM360/yNKdrtEFv6Zm4m39PbfvNAzsDoO20QEMSooit7CUfTlFXNAmgs+Wp3Eot5j2zQLplRhWaf9xob70bxMBwOer9jFtpesCUXyYH0ZhqRvOsP66rnc8T/43hae+3cRN/RJoHuyLyQTnH/99iYg0Rst2ZbHreM2WsX3iMZma5pR0IiIiIuKiZIGIiEg9cuuAVtw6oBUA8zansyQ1s8L6UoeTjftz2ZF+jB3px8qXL9v5+9RFWw/ns/UUIxIu7dyMewa3YUnqEQBaR/oTGeBFRmFtn0nDktwihEs7N2NuymH+syytfPnrY7rRNjrQg5GJiNSdE6MKvKxmru4R5+FoRERERMTTlCwQERGpp4Z2jGZox+hKy3MKSjmcV4zDaWB3OFm1J5v4MD8Wbc8kIdyPS6rYZuXubKas2MvclMNsPpjH4dxiWoT58vqYZByOMnecTr13z+A29G8dTn5xGct3ZbF4RyYPfrme7/50vu62FZFGJ/NYCT9sOgzA8C7NCfX38nBEIiIiIuJpShaIiIg0MKH+XhUu6nSPDwXg0s7NT7lNq8gAdmcWsHRnFmVOJ82DfflDl2aYzSYcjjoPucE48bvs3zqcxTtcozpe+2EbD1/a3pNhiYjUuumr92N3GIBrCiIRERERESULREREmojHLuvg6RAaDKvFzNtje3DP1DXHkwZbubiKERtn0jzYF4vZRJi/FxazRieISP3gdBrldWvaRQfQMyHUwxGJiIiISH2gZIGIiIhIFeLD/SokDE6MNKiJEV2bc8fA1rUYnYhIzS1JzWRvtqtYzdjeKmwsIiIiIi5KFoiIiIicQny4H29cl8z2k4pJV9eO9Hx+3JwOwKwNh+iZGMq+7CKSmgXSoXlQbYcqIlJtU1a4Crn72MxcqcLGIiIiInKckgUiIiIip9EqMoBWkQFnvd2lnZvRNjqQtxekAvDMd5vL171/U0/yi+20jgzArOmJRMSN0vOKmbclA4DLu8YQ7GvzcEQiIiIiUl8oWSAiIiJSRy7t3IzB7SNJOZDHM99tKl9+239Wlz//6q7+eFnNnghPRJqgL1btw+FUYWMRERERqUzJAhEREZE65G21cF5CKDPvvYD8YjvjPljB8et0AIz/eCV/6NKcE+MLTCZwOBzk5+UTtNeOxWLhxHTiFdo4YdH2DEYmx3JZl+buPCURaaAcToPPjxc27tg8iOQWIZ4NSERERETqFSULRERERNwk0MfGt3+6gNIyJ3/7cRu/peWQX1zGl6v2VWhnGAZ2ux2bLe+MhUffWbiT81tHEOynqURE5PQWbsvgYG4x4BpVoMLGIiIiInIyJQtERERE3MzLauavl3WgzOEkPb8E50lDDQwD7GV2MjMzCY+IwGa1YhhglK//ve3zszaTeayUcR+uwMdWcSojk8nEiK7NubBtJLGhvtgsmupIpKmbusI1qsDfy8Ko7rEejkZERERE6hslC0REREQ8xGoxExviW2m53W7H2+5NdJgfNtupRwy8d1NPJi3YSU5haYXlhmGwZu9Rpq/ez/TV+xnaIZr7hrat9fhFpOE4cLSIBdtchY2vSI4lwFtfBUVERESkIn1CFBEREWmgbBbzKZMAG/YfZfPBPOZtSWfelnTuGtRahZRFmrAvVu4tr5dygwobi4iIiEgV9I1RREREpBHqGhfCdb3j6dMyHICr31nKL9uPcCS/hGK7w8PRiYg72R1OPj9eG6VbXDCdY4M9HJGIiIiI1EcaWSAiIiLSiI3uGccPmw5TUubktR+2ARDq78UHN/XUSAORJmL+lgwy8ksAuKFPgoejEREREZH6St8QRURERBqxED8vZtzVnzG9WjAyOYZuLYLJKSjl81V7PR2aiLjJlBVpAAR6WxnRrbmHoxERERGR+kojC0RERESagBv7uu4mPni0iDs+/Y3pq/ezbu9RTCZTle3bRAVw16DW7gxRROrA3qxCFu/IBOCqHrH4eekroIiIiIhUTZ8URURERJqQmBBf7hvSls9X7SWnsLTKNpnHStmenk+3uGD6t4lwc4QiUpumrvx9FNFYTUEkIiIiIqehZIGIiIhIEzO0YzRDO0afcv2O9Hwe/HI97yzaSbtmgUQEeLsxOhGpLaVlTqavdhU27pkQSlKzQA9HJCIiIiL1mZIFIiIiIlJB2+hAWoT5si+7iJs/XkXLCH+s5qqnK6oNPRPDuL53i9O2OdV0SdK05efn8/zzz7Nu3TrWrl1LZmYmTz/9NM8880yV7e12O//617/4+OOPSU1Nxdvbm44dO/K3v/2N/v37uzd4N/hh02GyClwjiMb2ifdwNCIiIiJS3ylZICIiIiKV3D2oDY99vRGAwtKyOjtOel4JOzKOMW3lqQsum03why7NualfguZblwqysrJ477336NatG6NGjeKDDz44ZVuHw8GVV17JkiVLePjhh+nfvz8FBQX89ttvFBQUuDFq95m6wvW+CvGzcVkXFTYWERERkdPTty0RERERqaRzbDBTbuuDn82C1WKus+PsSM/nm7UHcBpVry8pc7B6Tw6zNxxi9oZDdIoJYlBSJJd21oVPgYSEBHJycjCZTGRmZp42WfCvf/2LOXPm8Ouvv9K3b9/y5cOHD3dHqG6388gxlu3KAuDqHnH42CwejkhERERE6jslC0RERESkSkE+tjo/RtvoQB6+tP1p2/yWls0z320GYNPBPDYdzOPtBTtpGxXA69cm13mMUn+dzfRUb7zxBhdeeGGFREFjNm3FyYWNNQWRiIiIiJxZ3d0mJiIiIiJSC85LCGPmvRcw894LeOryjpyXEArAjoxjXP6vJazfdxTDOMXQBBFg37597Nmzhy5duvDXv/6V6OhorFYrnTp14pNPPvF0eLWu2O5gxpr9APRtFUbryAAPRyQiIiIiDYFGFoiIiIhIg9ErMYxeiWFMXbG3vM7BE/9NoVuLYHolhmGzmBmcFIWvl6Zckd8dOHAAgE8++YS4uDjeeustgoODef/99xk/fjylpaXcdtttp9w+IyODI0eOVFiWmpoKuIom2+32ugu+Cna7HYfDccrjzlp3kKOFrnXX9Yxze3xS+87U59K4qL+bHvV506L+bno83ec2W/VHjCtZICIiIiINztg+8VxzXhxfrNrLl6v3s35fLuv35QKuu6qv6hHn4QjlbC1cuJDBgwdXq+3atWtJTk6u9r6dTicAxcXFfP/99yQkJABw8cUX07NnT5577rnTJgsmTZrEs88+W+W6rKws0tPTqx1LbXA4HOTmuv7eLZbKibFPlu4CIMTXSrdww+3xSe07U59L46L+bnrU502L+rvp8XSfx8VV/7uRkgUiIiIi0iB5Wc3c2C+RYZ2akXmsFKdh8Pg3G9l0MI+reng6OjlbSUlJvP/++9VqGx9/dnPwh4eHA9C+ffvyRAG4ah4MGzaMl156iYyMDKKioqrc/u6772b06NEVlqWmpjJq1CjCw8OJjo4+q3jO1Ym70iIjIyvdKbY9PZ+NhwoBGNMzjrgYFQNvDE7X59L4qL+bHvV506L+bnoaUp8rWSAiIiIiDVpUkA9RQT4AtI4MYMuhPAzDOKvit+J5zZs359Zbb62Tfbdu3Ro/P78q152od2E2n7qcW1RU1CkTCTabzSNf+iwWS5XH/vK3g+XPb+ibWO+/kEr1narPpXFSfzc96vOmRf3d9DSUPleBYxERERFpNNo1CyS/uIw1e3M8HYrUI1arlZEjR7Jlyxb27NlTvtwwDObOnUvr1q2JiIjwXIC1pLC0jK/XuuozDGgbQUK4v4cjEhEREZGGRMkCEREREWk0OscEA/DMd5spczg9HI24w5w5c5gxYwYzZ84EYPPmzcyYMYMZM2ZQWFhY3u7555/H39+fSy+9lM8//5zvv/+eq6++mvXr1/Pyyy97KvxaNWv9IfKLywC4oc/ZTdUkIiIiIqJpiERERESk0Ti/TXj58ysnLWXa7X0J8NZH3sbsrrvuIi0trfz19OnTmT59OgC7d+8mMTERcE1FtHjxYh599FFuv/127HY7ycnJfPfdd4wYMcITode6KSv3AhAV6M2QDu6toyAiIiIiDZ++OYmIiIhIo2EymXh9TDce/HI9AAu2ZjCsUzO8rBpQ21idPK3QmXTu3JlZs2bVXTAelHIgl/X7jgJwba8W2Cz6mxcRERGRs6NPkCIiIiLSqLSNDmTa7X0xm+C9X3Zx9TtL+XLVPk+HJVKnph4fVWA2wXW9NQWRiIiIiJw9jSwQERERkUYnwNvKXYNas/lgHgu2HeHT5WkYGFWOMIgP8+O8hDAPRClSO46VlPHt8cLGg5KiiA3x9XBEIiIiItIQKVkgIiIiIo3SpZ2bc2nn5gT52vh23UE+W773lG17twzD12Y55XqH00FBQQH+/nlYzBXb+Xtbufn8RHxOs71IXfp23QEKSh2AChuLiIiISM0pWSAiIiIijdot57dkcPsoyhxGpXWr07L5ctU+Vu7OPu0+DMPAbrdjsxVjMpkqrf81NZP3b+qJr5cSBuJehmEw5XgiLCbYh0FJUR6OSEREREQaKiULRERERKRRM5tNtI4MqHJdUrNArusVj9OonEg4md1uJyM9g6joKGw2W/nywlIHd3y6mtwiO2PeXcZ9Q9oytGN0rcYvcjrr9+ey+VAe4KpVYDFXTmaJiIiIiFSHChyLiIiISJNmMZuwWcxnfFgtldsF+9r4eHxvBrePwmox8a+fd3j6dKSJmbI8DXD9HV/bq4WHoxERERGRhkzJAhERERGRc+DrZeHBi9tR5jBwGvDxr7s9HZI0EXlFdmZuOAjA0A5RRAf5eDgiEREREWnI3JosWLhwISaTqcrH8uXLq7WPjIwMxo8fT0REBH5+fvTr14/58+dXavfOO++QmJhIaGgo48aN4+jRoxXWl5WVkZyczFNPPVUbpyYiIiIiTdyDF7cD4Nt1B3E6Tz+tkUht+O/6QxTbnQCM7ZPg4WhEREREpKHzyMiCF198kWXLllV4dO7c+YzblZSUMGTIEObPn88bb7zBt99+S3R0NJdeeimLFi0qb/fLL79w77338sADD/DZZ5+xcuVKJk6cWGFfr7/+OoWFhTz++OO1fn4iIiIi0vQMbh/F4KRIHE6DOz/7zdPhSCNldzhZsTubhalH+ejXPQC0CPNlQJsIzwYmIiIiIg2eRwoct23blr59+571dh9++CEpKSksXbqUfv36ATB48GC6devGww8/zIoVKwCYPXs2Q4YM4b777gMgNzeXBx98sHw/u3fv5tlnn2XWrFl4e3vXwhmJiIiIiMBN/RNZsO0Ih3KLWbYzi36twz0dkjQSdoeTdxbu5D/L9pB5rLTCuoQwPxyGgRkVNxYRERGRmmtQNQu++eYbkpKSyhMFAFarlXHjxrFy5UoOHDgAQHFxMf7+/uVtAgICKC4uLn991113ce211zJ48GD3BS8iIiIijV5EgDdPDO8AwD9+2u7haKSxsDuc3P6f1bz+03ay/idRALAkNYs7Pv0Nu8PpgehEREREpLHwSLLgnnvuwWq1EhQUxLBhw1iyZEm1tktJSaFr166Vlp9YtmnTJgD69+/Pjz/+yLJly8jIyODNN9+kf//+AEydOpU1a9bw2muv1dLZiIiIiIj8rk+rcMIDvCiyO3hu5mZW78n2dEjSwL2zcCcLth0B4FTVMH7emsG/F+50X1AiIiIi0ui4dRqi4OBg7rvvPgYNGkR4eDipqam89tprDBo0iNmzZzNs2LDTbp+VlUVYWFil5SeWZWVlATBmzBjmzJlTniBISkpi5syZZGdn88ADD/D6668THn52Q8IzMjI4cuRIhWWpqakA2O127Hb7We3vXNntdhwOh9uPK6emPqmf1C/1j/qk/lGf1D/qk/rnbPvk3kGteHrmFlbuzmLl7izObx3Og0PbYDZ7ZpoYm83mkePKubM7nPxn2R5MnDpRAGAC/rMsjTsHtcZmaVADyEVERESknqhxsmDhwoXVnsZn7dq1JCcn0717d7p3716+fMCAAVx55ZV06dKFhx9++IzJAgCT6dRfsE6sM5lMTJ48mddee43c3FxatWqF2WxmwoQJdOvWjXHjxrFx40b+9Kc/sWHDBlq3bs0//vEPBgwYcMp9T5o0iWeffbbKdVlZWaSnp58x9trkcDjIzc0FwGKxuPXYUjX1Sf2kfql/1Cf1j/qk/lGf1D9n2yfRNnh9RDzL0vKYuuYIC7ceppmvg4vbhdZ1qFWKi4vzyHHl3K3ek1OpRkFVDODIsRJW78lRrQwRERERqZEaJwuSkpJ4//33q9U2Pj7+lOtCQkIYMWIE//73vykqKsLX1/eUbcPDw8tHD5wsO9s1tPt/Rx1ERkYSGRkJwKJFi/j888/ZsGEDdrudUaNGMW7cOObOncunn37KyJEjSU1NrXLkAsDdd9/N6NGjKyxLTU1l1KhRhIeHEx0dfcq468KJu9oiIyN1p1g9oT6pn9Qv9Y/6pP5Rn9Q/6pP6p6Z90rJFDMOSWzJ15X66t44kOjqorkKURiq36MyJgnNpLyIiIiJyQo2TBc2bN+fWW2+tlSAMwzWg9nSjBgC6dOnCxo0bKy0/saxz585VbldSUsIdd9zBk08+SevWrUlJSWHXrl1MnDgRX19fbr/9dh577DGWLVvG8OHDq9xHVFQUUVFRVa6z2Wwe+SJvsVg8dmypmvqkflK/1D/qk/pHfVL/qE/qn5r2SbNQGw8Oa19HUUljF+zrVaftRURERERO8Phkljk5OcyaNYvk5GR8fHxO2/bKK69k69atrFixonxZWVkZn332GX369CEmJqbK7V588UW8vLyYOHEi8HtyoqCgAHDdKVZSUlK+XEREREREpD7omRhKRIAXZ6p2YQIiA7zpmeiZqa5EREREpOFza7Jg7NixPProo8yYMYOFCxfy/vvv069fP9LT03nttdcqtJ0wYQJWq5W0tLTyZbfccgudOnVi9OjRTJ06lXnz5jFmzBi2bdvGK6+8UuUxt27dyquvvsp7772H1eoaSJGUlERCQgJ33XUX8+bN4+6778ZqtdK3b9+6O3kREREREZGzZLOYualf4mmLG4OrZsFN/RJU3FhEREREaqzG0xDVRNeuXfniiy/497//zbFjxwgLC+OCCy7g008/pVevXhXaOhwOHA5Hhbv9vb29mT9/Pg8//DD33nsvhYWFJCcnM2fOHAYOHFjpeIZhcPvttzNhwoQKiQAvLy++/vpr7rnnHkaNGkWrVq346quviIiIqLuTFxERERERqYG7BrVm3b6j/Lw1AxNUSByceH1R+yjuHNTaMwGKiIiISKPg1mTBo48+yqOPPlqttpMnT2by5MmVlkdHR/PJJ59Uax8mk4lffvmlynU9evRg2bJl1dqPiIiIiIiIp9gsZt698Tz+vXAn/1mWxpFjJeXrIgK8ualfAncOaq1RBSIiIiJyTtyaLBAREREREZGzZ7OYuXdIW+4c1JoVO4+QdugICc0j6dM6UkkCEREREakVShaIiIiIiIg0EDaLmT4tw0j0sxMdHaZEgYiIiIjUGn2yFBERERERERERERFp4pQsEBERERERERERERFp4pQsEBERERERERERERFp4pQsEBERERERERERERFp4pQsEBERERERERERERFp4pQsEBERERERERERERFp4pQsEBERERERERERERFp4pQsEBERERERERERERFp4qyeDqAhKykpASA1NdXtx7bb7WRlZZGZmYnNZnP78aUy9Un9pH6pf9Qn9Y/6pP5Rn9Q/jaFPWrdujY+Pj6fDaDT0XUDcSX3etKi/mx71edOi/m566kOfV/e7gJIF52Dfvn0AjBo1yrOBiIiIiIicQUpKCp06dfJ0GI2GvguIiIiISENR3e8CJsMwDDfE0ygdPXqURYsW0aJFC7y9vd167NTUVEaNGsV///tf2rRp49ZjS9XUJ/WT+qX+UZ/UP+qT+kd9Uv80hj7RyILape8C4k7q86ZF/d30qM+bFvV301Mf+lwjC9wgJCSEkSNHejSGNm3a6A6xekZ9Uj+pX+of9Un9oz6pf9Qn9Y/6RE7QdwHxBPV506L+bnrU502L+rvpaQh9rgLHIiIiIiIiIiIiIiJNnJIFIiIiIiIiIiIiIiJNnJIFIiIiIiIiIiIiIiJNnJIFDVRkZCRPP/00kZGRng5FjlOf1E/ql/pHfVL/qE/qH/VJ/aM+kfpEf49Nj/q8aVF/Nz3q86ZF/d30NKQ+NxmGYXg6CBERERERERERERER8RyNLBARERERERERERERaeKULBARERERERERERERaeKULBARERERERERERERaeKULHCjn3/+mVtuuYX27dvj7+9PbGwsI0eO5LfffqvUds2aNQwdOpSAgABCQkK46qqr2LVrV4U227dvZ+LEiZx33nmEhIQQFhbG+eefz4wZM6o8fkZGBuPHjyciIgI/Pz/69evH/Pnz6+RcGwpP9sn+/fu5//77GThwICEhIZhMJiZPnlxXp9qgeLJfvv76a66//nratGmDr68viYmJ3HDDDezYsaPOzrch8GSfzJs3j4svvpiYmBi8vb2Jiorioosu4vvvv6+z820IPP1/ysmeeOIJTCYTnTt3rrXza4g82SeTJ0/GZDJV+Th8+HCdnXN9Vx/eJ99++y0DBw4kKCgIf39/OnXqxHvvvVfr5yqN39n8PUvjsG7dOoYPH058fDy+vr6EhYXRr18/PvvsM0+HJm7ywQcfYDKZCAgI8HQoUgcWLlx4ys9vy5cv93R4UkeWLFnCZZddRmhoKL6+vrRt25bnn3/e02FJHRg/fvwp3+P1+X2uZIEbvfPOO+zZs4f77ruP77//njfeeIOMjAz69u3Lzz//XN5u69atDBo0iNLSUr788ks++ugjtm/fzoABAzhy5Eh5ux9//JHZs2dz9dVXM336dKZMmULbtm0ZPXo0zz33XIVjl5SUMGTIEObPn88bb7zBt99+S3R0NJdeeimLFi1y2++gvvFkn6SmpjJlyhS8vLy47LLL3HbODYEn++WVV16hsLCQxx9/nLlz5/LCCy+wdu1aevTowaZNm9z2O6hvPNknWVlZdOrUiX/84x/8+OOPvPvuu9hsNoYPH96kvyx7sk9Otm7dOv72t78RHR1dp+fbENSHPvn4449ZtmxZhUd4eHidn3t95ek+efnll7nqqqvo3LkzX375Jd999x133303paWlbjl/aVyq+/csjcfRo0dp0aIFL774It9//z3/+c9/SExM5MYbb+SFF17wdHhSxw4cOMDEiROJiYnxdChSx1588cVKn9+a+k04jdXUqVMZOHAgwcHB/Oc//+H777/nkUcewTAMT4cmdeDJJ5+s9N5etmwZERERxMbG0qtXL0+HWDVD3CY9Pb3Ssvz8fCM6OtoYMmRI+bLRo0cbERERRm5ubvmyPXv2GDabzXj44YfLlx05csRwOp2V9jl8+HDDz8/PKC4uLl/29ttvG4CxdOnS8mV2u93o2LGj0bt373M+t4bKk33icDjKn69atcoAjI8//vhcT6lR8GS/VHXsAwcOGDabzZgwYUKNz6mh82SfVKW0tNSIjY01BgwYUJPTaRTqQ5/Y7XYjOTnZ+POf/2wMHDjQ6NSp07meVoPmyT75+OOPDcBYtWpVbZ1Oo+DJPlm9erVhNpuNV155pbZOR5q46v49S+PXp08fo0WLFp4OQ+rYiBEjjMsvv9z44x//aPj7+3s6HKkDCxYsMABj+vTpng5F3GD//v2Gv7+/cdddd3k6FPGghQsXGoDxxBNPeDqUU9LIAjeKioqqtCwgIICOHTuyb98+AMrKypg1axZXX301QUFB5e0SEhIYPHgw33zzTfmyiIgITCZTpX327t2bwsJCsrOzy5d98803JCUl0a9fv/JlVquVcePGsXLlSg4cOFAr59jQeLJPzGa9/U7Fk/1S1bFjYmKIi4srP3ZT5Mk+qYrNZiMkJASr1VrTU2rw6kOfvPzyy2RnZ/N///d/tXFKDV596BOpyJN98tZbb+Ht7c29995bm6ckTVh1/p6laYiIiGjSn4Gags8++4xFixYxadIkT4ciIrXkgw8+oKCggEceecTToYgHffjhh5hMJm655RZPh3JKulrpYbm5uaxZs4ZOnToBsHPnToqKiujatWultl27diU1NZXi4uLT7nPBggVERkZW+EKRkpJyyn0CTXp6lf/lrj6Rs+PJftm1axdpaWnlxxYXd/eJ0+mkrKyMgwcP8vTTT7N9+3b+8pe/1M7JNBLu7JPNmzfzwgsv8M4772ge3dNw9/tkxIgRWCwWwsLCuOqqq0hJSamdE2lE3NUnv/zyCx06dOCrr74iKSkJi8VCXFwcjz76qKYhklrzv3/P0jid+Ax05MgRJk2axA8//KCLTY1YRkYG999/Py+//DJxcXGeDkfc4J577sFqtRIUFMSwYcNYsmSJp0OSOvDLL78QFhbG1q1bSU5Oxmq1EhUVxZ133kleXp6nwxM3yM3NZcaMGQwZMoSWLVt6OpxT0u0IHnbPPfdQUFDA448/Drjm5gYICwur1DYsLAzDMMjJyaF58+ZV7u+DDz5g4cKFvPHGG1gslvLlWVlZp9znyccV9/WJnB1P9UtZWRkTJkwgICCABx54oBbOpPFwd59cdtll/PDDDwAEBQXxxRdfMHz48No6nUbBXX3idDq55ZZbuOqqq1Rz5Qzc1SfNmjXj8ccfp2/fvgQFBbFx40Zefvll+vbty6+//kq3bt3q4OwaJnf1yYEDBzhy5Ah//vOfef755+nYsSPz58/n5ZdfZt++fUyZMqUOzk6amv/9e5bG6e677+bdd98FwMvLizfffJM77rjDw1FJXbn77rtJSkrirrvu8nQoUseCg4O57777GDRoEOHh4aSmpvLaa68xaNAgZs+ezbBhwzwdotSiAwcOUFhYyOjRo3nsscf45z//yapVq3j66adJSUlh8eLFVY5glcZj2rRpFBUVMWHCBE+HcnoenAKpyXviiScMwPjXv/5VvuzXX381AOPzzz+v1P7FF180AOPQoUNV7u/77783vLy8jGuuuabSfLo2m8248847K22zdOlSAzCmTZt2jmfTOLizT06mmgWn56l+cTqdxk033WRYLBbjv//977mfSCPiiT7Zvn27sXLlSuPbb781Ro8ebdhsNmPq1Km1c0KNgDv75LXXXjPCwsIqzJ+tmgWVeerfrhN2795tBAQEGFdccUXNT6KRcfdnr6o+Y91///0GYOzYsaMWzkiasqr+nqVxSktLM1atWmXMnj3buPPOOw2z2Wy89tprng5L6sCMGTMMLy8vY9OmTeXLVLOgacnJyTHi4uKMrl27ejoUqWVt27Y1AOOll16qsPyf//ynARg//fSThyITd+nZs6cRHh5+xhqNnqZkgYc888wzBmD83//9X4XlW7duNQDj7bffrrTNxIkTDZPJZBQVFVVaN3fuXMPHx8cYPny4UVJSUml9s2bNjNGjR1daPmvWLAMwfvjhh3M4m8bB3X1yMiULTs1T/eJ0Oo1bbrnFMJvNxqeffnruJ9KIePK9crJLL73UCA0NrVAsvKlyZ5+kpaUZvr6+xhtvvGHk5OSUP84//3yjQ4cORk5OjlFYWFi7J9gA1af3SVRU1NmfQCPkic9egJGdnV1h+Q8//GAAxhdffHGOZyRN2an+nqVpuPPOOw2r1WpkZGR4OhSpRScKlv/lL3+p8Bnr+uuvN/z9/Y2cnBzj2LFjng5T3ODOO+80AH2mbmT69u1rAMaaNWsqLN+2bZsBGK+88oqHIhN3WL9+vQEY9913n6dDOSMlCzzgxIf7Z555ptI6u91u+Pr6VjkKYNiwYUbbtm0rLT/xZXXYsGGnzE5dfPHFRvv27Sstf+mllwzAOHDgQA3OpPHwRJ+cTMmCqnmqX04kCkwmk/HRRx+d20k0Mp5+r5zsqaeeMgDj8OHDZ7VdY+PuPlmwYIEBnPbRED4A1aX69D4ZNmyY0axZs7PapjHyRJ9ccsklVSYL5s6dawDG9OnTa3g20tSd7u9ZmoaPPvrIAIzly5d7OhSpRbt37z7jZ6yRI0d6OkxxgzvuuMMAqrxZQRqu22+/vcpkwYkbVzRirHH785//bADGxo0bPR3KGSlZ4GbPPfecARhPPPHEKduMGTPGiIqKMvLy8sqXpaWlGV5eXsYjjzxSoe0PP/xg+Pj4GEOHDj3tfySTJk2q9IHSbrcbnTp1Mvr06XMOZ9TweapPTqZkQWWe6hen02lMmDDBMJlMxnvvvXfuJ9KI1If3yglOp9MYOHCgERISYtjt9rM7kUbEE32Sk5NjLFiwoNKjW7duRmJiorFgwYImPb1KfXqf7Nq1ywgICDBGjRp1difRyHiqT959910DMKZMmVJh+Z///GfDbDYbe/bsqeEZSVNWnb9nafxuvPFGw2w2a2RBI1NUVFTlZ6xhw4YZPj4+xoIFCxrERSY5N9nZ2UZsbKyRnJzs6VCklp0YXfq/owJff/11AzAWL17socikrhUXFxthYWFG7969PR1KtZgMwzDOVNdAasff//53Jk6cyKWXXsrTTz9daX3fvn0B2Lp1K7169aJHjx48+uijFBcX89RTT5Gdnc26deuIjIwEYMmSJVxyySVER0fz0Ucf4evrW2F/HTt2JCgoCICSkhLOO+888vLyePnll4mKimLSpEnMnDmTefPmMXDgwDo++/rJk30CMGPGDAB27drFI488wj333MOgQYMAuOaaa+rilBsET/bLvffey1tvvcUtt9zCbbfdVqGdt7c33bt3r4tTrvc82ScjR46kW7duJCcnEx4ezsGDB5k8eTI//vgjb7/9NnfffXcdn3395Ol/v/7XoEGDyMzMJCUlpRbPsmHxZJ8MHTqUCy+8kK5du5YXOH711VfJz89n6dKldO7cuY7Pvn7yZJ/Y7Xb69u3Lzp07ee655+jYsSPz5s3jb3/7G3fddRf/+te/6vjspbGp7t+zNB633347QUFB9O7dm+joaDIzM5k+fTpffPEFDz30EK+++qqnQxQ3GD9+PDNmzODYsWOeDkVq2dixY4mPj6dnz55ERESwY8cO/v73v7Nz507mzJnD0KFDPR2i1LIrrriCH3/8kSeeeIK+ffuyevVqnn32WYYOHcrMmTM9HZ7UkS+++ILrrruO9957r9J1pnrJ09mKpmTgwIGnHVJ4stWrVxtDhgwx/Pz8jKCgIGPUqFFGampqhTZPP/30afe3YMGCCu0PHz5s3HTTTUZYWJjh4+Nj9O3bt8kXUPF0n1T32E2NJ/slISHhlO0SEhLccPb1kyf75JVXXjF69eplhIaGGhaLxQgPDzeGDRtmzJo1yx2nXm95+t+vquJp6gWOPdkn999/v9GxY0cjMDDQsFqtRkxMjDFu3Dhj27Zt7jj1esvT75OsrCzjjjvuMKKjow2bzWa0a9fOeO2111RrRWrkbP6epXH46KOPjAEDBhgRERGG1Wo1QkJCjIEDB6qeVhOjAseN10svvWQkJycbwcHBhsViMSIjI40rr7zSWLlypadDkzpSWFhoPPLII0aLFi0Mq9VqxMfHG4899li9L3gr5+biiy82/P39K4xirs80skBEREREREREREREpIkzezoAERERERERERERERHxLCULRERERERERERERESaOCULRERERERERERERESaOCULRERERERERERERESaOCULRERERERERERERESaOCULRERERERERERERESaOCULRERERERERERERESaOCULRERERERERERERESaOCULRERERERERERERESaOCULRERERERERERERESaOCULRERERERERETc7JlnnsFkMpGZmVnl+s6dOzNo0KAa7Xv8+PEkJibWPLhGIDExkfHjx7v9uHa7nfbt2/Pyyy+XL5s8eTImkwkfHx/S0tIqbTNo0CA6d+5cYR+tW7fmn//8pztCFhEpp2SBiIiIiIiIiEgj8uSTT/LNN994OgyP+uabb3jyySfdftxJkyaRk5PDvffeW2ldSUkJTzzxxBn3YbPZeOqpp3juuefIysqqizBFRKqkZIGIiIiIiIiISCPSunVrunfv7vbjFhUVuf2Yp9K9e3dat27t1mOWlZXx2muvccstt+Dv719p/aWXXsrUqVNZv379Gfd1/fXXYzKZePfdd+siVBGRKilZICIiIiIiIiJSzy1cuBCTycS0adN4/PHHiYmJISgoiKFDh7Jt27YKbf93GqLu3bszYMCASvt0OBzExsZy1VVXlS8rLS3lhRdeoH379nh7exMZGcnNN9/MkSNHKmybmJjIiBEj+Prrr+nevTs+Pj48++yzAEyfPp0+ffoQHByMn58frVq14pZbbqmwfV5eHhMnTqRly5Z4eXkRGxvL/fffT0FBwRl/F2vXrmXEiBFERUXh7e1NTEwMw4cPZ//+/RXiO3kaokGDBmEymap8TJ48ubzd4cOHueOOO4iLi8PLy4uWLVvy7LPPUlZWdsa4vvvuOw4cOMCNN95Y5fqHH36Y8PBwHnnkkTPuy8vLi2uvvZb33nsPwzDO2F5EpDZYPR2AiIiIiIiIiIhUz1//+lfOP/98PvjgA/Ly8njkkUe4/PLL2bJlCxaLpcptbr75Zu677z527NhB27Zty5f/+OOPHDx4kJtvvhkAp9PJyJEjWbx4MQ8//DD9+/cnLS2Np59+mkGDBrF69Wp8fX3Lt1+zZg1btmzhiSeeoGXLlvj7+7Ns2TKuvfZarr32Wp555pnyefp//vnn8u0KCwsZOHAg+/fv569//Stdu3Zl06ZNPPXUU2zcuJF58+ZhMpmqPJeCggIuvvhiWrZsydtvv010dDSHDx9mwYIF5Ofnn/L3NmnSJPLy8iose/LJJ1mwYAFJSUmAK1HQu3dvzGYzTz31FK1bt2bZsmW88MIL7Nmzh48//vi0fTN79myioqLo2LFjlesDAwN54oknuO+++/j555+56KKLTru/QYMG8c4775CSkkKXLl1O21ZEpDYoWSAiIiIiIiIi0kB07NiRzz77rPy1xWJhzJgxrFq1ir59+1a5zQ033MBDDz3E5MmT+b//+7/y5ZMnTyY6Opo//OEPAHz55ZfMnTuXr776qsJog27dutGrVy8mT57MXXfdVb48IyODzZs3065du/Jlf//73zEMg3//+98EBweXLz/5Lv8333yTDRs2sGLFCnr27AnAkCFDiI2N5ZprrmHu3LnlMf2vrVu3kpWVxYcffsjIkSPLl48ZM+aMv7eT/e1vf2PevHm899579OvXD3AVnc7JyWHTpk3Ex8eXx+Xr68vEiRN56KGHTpkIAFi2bBk9evQ4bRx33nknb7zxBo888ggrV648ZVIEKN/Xr7/+qmSBiLiFpiESEREREREREWkgrrjiigqvu3btCkBaWtoptwkPD+fyyy/nk08+wel0ApCTk8O3337LTTfdhNXqupd01qxZhISEcPnll1NWVlb+SE5OplmzZixcuLDSsU9OFAD06tULcF28//LLLzlw4ECleGbNmkXnzp1JTk6ucJxhw4ZhMpkqHedkbdq0ITQ0lEceeYR///vfbN68+ZRtT2XatGk8/PDDPPHEE9x2220V4ho8eDAxMTEV4jqRuFi0aNFp93vw4EGioqJO28bLy4sXXniB1atX8+WXX5627Yl9VfU7FBGpC0oWiIiIiIiIiIi42YkL9A6Ho8r1ZWVl2Gy2SsvDw8MrvPb29gbOXFz4lltu4cCBA/z000+A64J5SUlJhTv+09PTOXr0KF5eXthstgqPw4cPk5mZWWGfzZs3r3ScCy+8kP/+97+UlZVx0003ERcXR+fOnZk2bVqF42zYsKHSMQIDAzEMo9JxThYcHMyiRYtITk7mr3/9K506dSImJoann34au91+2t8BwIIFCxg/fjw33XQTzz//fIV16enpzJw5s1JcnTp1AjhtXODqAx8fnzPGcN1119GjRw8ef/zx08Z8Yl/1qXC0iDRumoZIRERERERERMTNoqOjAddd4yeen2AYBocOHSqfoqc2DBs2jJiYGD7++GOGDRvGxx9/TJ8+fSpMqxMREUF4eDhz586tch+BgYEVXp9qCp2RI0cycuRISkpKWL58OS+99BJjx44lMTGRfv36ERERga+vLx999FGV20dERJz2XLp06cLnn3+OYRhs2LCByZMn89xzz+Hr68ujjz56yu02bNjAqFGjGDhwIO+//36Vx+3atWuFqZpOFhMTc9q4IiIiyM7OPm0bcP3eXnnlFS6++GLee++9U7Y7sa8z/T5ERGqLkgUiIiIiIiIiIm520UUXYTKZ+OKLLyrNcz937lzy8vIYOnRorR3PYrFw44038s9//pPFixezevVq3n333QptRowYweeff47D4aBPnz7nfExvb28GDhz4/+3dTWhTaRTG8aeTNhBFvKW4KERtcklbpCrBVDGLVmgCJlT8gGJNF35slbbSRTfSQgRNzEICrZSCJFB1VxFpIzFQF4UitOjGLqMlXER0k5W4CMbVyBSbZsbJjMzk/9ueN+c93OV9OLkyDEPZbFavX7/W8ePH1d/fr1u3bqmlpUUul+un+zc0NOjw4cO6e/eu0um0Xr16VfFsoVBQKBSS2+3W/Pz8llsb/f39ymQyMk1Tzc3Nf3mezs5O5fP5P3U2EAgoGAwqGo1q7969W555+/atpB+/twAA/xTCAgAAAAAAgH+ZaZq6du2aEomEisWiwuGwHA6HVldXFYvF5PP5FIlEanrnlStXFI/HFYlE5HA4dP78+U31wcFBPXz4UOFwWCMjIzp69KiamppkWZZevHih06dP6+zZs9veMTExIcuy1NfXJ6fTqWKxqGQyqaamJvX29kqSRkdHNT8/r56eHl2/fl2HDh3S169fVSgU9Pz5c42NjVUMKxYWFnTv3j2dOXNGbrdb5XJZjx8/VrFYVDAYrDhXKBRSsVjU1NSU1tfXN9VM09SePXsUjUaVy+Xk9/s1PDysjo4OffnyRRsbG8pkMpqZmZHT6ax4x4kTJxSNRvX582ft2LFj2+ckSfF4XEeOHNHHjx+//9XRH718+VI2m009PT1VewFALRAWAAAAAAAA/ALJZFIHDhzQ/fv39eDBA5VKJe3fv19Xr17VjRs3ZLfba3pfe3u7/H6/VlZWNDQ0pN27d2+q22w2PX36VMlkUnNzc7p9+7YaGxvldDrV29urgwcPVr3j2LFjWltb0/j4uD59+iTDMOTz+bS0tPT9hfjOnTu1vLysWCym2dlZvXv3Tg6HQ/v27VMgEFBbW1vF/h6PR4Zh6M6dO3r//r3sdrs6OjqUTqd18eLFir/7/UPI586d+6GWSqV06dIltba2am1tTTdv3lQikZBlWdq1a5dcLpdOnjxZddsgEolocnJSi4uLGhgYqPqsvF6vLly4oEePHm1Zf/LkicLhsAzDqNoLAGqhoVwul3/1EAAAAAAAAMB/3alTp1QqlfTs2bO/1Sefz8vj8SibzW67MQEAtURYAAAAAAAAANTAmzdv5PV6tbKyou7u7p/uc/nyZVmWpVwuV8PpAGB7v/3qAQAAAAAAAID/g66uLqVSKX348OGne5RKJZmmqenp6RpOBgDVsVkAAAAAAAAAAECdY7MAAAAAAAAAAIA6R1gAAAAAAAAAAECdIywAAAAAAAAAAKDOERYAAAAAAAAAAFDnCAsAAAAAAAAAAKhzhAUAAAAAAAAAANQ5wgIAAAAAAAAAAOocYQEAAAAAAAAAAHWOsAAAAAAAAAAAgDpHWAAAAAAAAAAAQJ37BkIg3OWAInO/AAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# ── 7c: Universe size sensitivity ────────────────────────────────────────────\n", "# UNIVERSE is sorted by descending liquidity; add pairs progressively\n", "univ_results = {}\n", "for n in range(2, len(UNIVERSE) + 1):\n", " sub = UNIVERSE[:n]\n", " r = run_backtest(panel, use_obi=False, universe=sub)\n", " univ_results[n] = {'metrics': r['metrics'], 'cum': r['cum_returns'],\n", " 'syms': sub}\n", "\n", "fig, axes = plt.subplots(1, 2, figsize=(13, 4))\n", "\n", "ax = axes[0]\n", "for n, r in univ_results.items():\n", " ax.plot(r['cum'].index, r['cum'].values * 100, label=f'N={n}', lw=1.0, alpha=0.8)\n", "ax.yaxis.set_major_formatter(mtick.PercentFormatter())\n", "ax.set_title('Universe Size Sensitivity')\n", "ax.legend(fontsize=7, ncol=2)\n", "\n", "ax2 = axes[1]\n", "ns = list(univ_results.keys())\n", "sharpes = [univ_results[n]['metrics']['sharpe'] for n in ns]\n", "ax2.plot(ns, sharpes, 'o-', color=COLORS[0])\n", "ax2.set_xlabel('Universe size (N)')\n", "ax2.set_ylabel('Sharpe Ratio')\n", "ax2.set_title('Diversification Effect')\n", "ax2.set_xticks(ns)\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 87, "id": "a7-autocorr", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Mean lag-1 autocorrelation : 0.503\n", "Mean lag-3 autocorrelation : 0.390 (24h)\n", "Mean lag-9 autocorrelation : 0.278 (3 days)\n", "Mean lag-21 autocorrelation : 0.194 (7 days)\n" ] } ], "source": [ "# ── 7d: Signal rank autocorrelation ──────────────────────────────────────────\n", "# Measures how persistent the cross-sectional ranking of z-scores is.\n", "# High autocorrelation = signal doesn't flip randomly = exploitable\n", "\n", "p7 = panel[panel.index.get_level_values('symbol').isin(UNIVERSE)]\n", "funding_wide = p7['funding_rate'].unstack('symbol')\n", "zscore_wide = funding_zscore(funding_wide, DEFAULTS['z_lookback'])\n", "\n", "# Rank within each period cross-sectionally\n", "ranked = zscore_wide.rank(axis=1)\n", "\n", "# Autocorrelation of each symbol's rank series\n", "max_lag = 48 # 48 × 8h = 16 calendar days\n", "acfs = {}\n", "for sym in UNIVERSE:\n", " s = ranked[sym].dropna()\n", " acfs[sym] = [s.autocorr(lag=lag) for lag in range(1, max_lag + 1)]\n", "\n", "acf_df = pd.DataFrame(acfs, index=range(1, max_lag + 1))\n", "acf_mean = acf_df.mean(axis=1)\n", "\n", "# Confidence band (Bartlett's formula, 95%)\n", "n = len(ranked.dropna())\n", "ci = 1.96 / np.sqrt(n)\n", "\n", "fig, ax = plt.subplots(figsize=(11, 4))\n", "for sym in UNIVERSE:\n", " ax.plot(acf_df.index, acf_df[sym], lw=0.8, alpha=0.5)\n", "ax.plot(acf_mean.index, acf_mean.values, color='black', lw=2.0, label='Cross-sym mean')\n", "ax.axhline(ci, color='red', lw=1, ls='--', label=f'95% CI (±{ci:.3f})')\n", "ax.axhline(-ci, color='red', lw=1, ls='--')\n", "ax.axhline(0, color='grey', lw=0.5)\n", "ax.set_xlabel('Lag (8h periods)')\n", "ax.set_ylabel('Rank Autocorrelation')\n", "ax.set_title('Z-Score Rank Autocorrelation — Persistence of Cross-Sectional Signal')\n", "ax.legend(fontsize=8)\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "print(f'Mean lag-1 autocorrelation : {acf_mean.iloc[0]:.3f}')\n", "print(f'Mean lag-3 autocorrelation : {acf_mean.iloc[2]:.3f} (24h)')\n", "print(f'Mean lag-9 autocorrelation : {acf_mean.iloc[8]:.3f} (3 days)')\n", "print(f'Mean lag-21 autocorrelation : {acf_mean.iloc[20]:.3f} (7 days)')" ] }, { "cell_type": "markdown", "id": "summary-header", "metadata": {}, "source": [ "---\n", "## Summary\n", "\n", "| Analysis | Key Finding |\n", "|----------|-------------|\n", "| 1 — Basic Performance | Net CAGR and Sharpe vs gross; break-even cost vs 4 bps actual |\n", "| 2 — Signal Comparison | Z-score vs level vs momentum |\n", "| 3 — OI Filter | Binary gate vs tiered weighting |\n", "| 4 — Macro Gate | VIX+SPY gate reduces tail risk during crash periods |\n", "| 5 — Portfolio Risk | Historical VaR/ES, skew/kurtosis, worst events |\n", "| 6 — Regime Analysis | Performance across 5 distinct crypto market phases |\n", "| 7 — Robustness | Stable Sharpe across lookbacks, z_entry, universe size; persistent signal autocorrelation |" ] } ], "metadata": { "kernelspec": { "display_name": "qts-perp", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.14" } }, "nbformat": 4, "nbformat_minor": 5 }