{ "cells": [ { "cell_type": "code", "execution_count": 20, "id": "69e42a22-e52c-4384-8f20-646f616f8a11", "metadata": {}, "outputs": [], "source": [ "import statsmodels.api as sm\n", "from binance.client import Client as bnb_client\n", "from datetime import datetime\n", "import pandas as pd \n", "import numpy as np \n", "import matplotlib.pyplot as plt\n", "from scipy.stats import skew\n", "from datetime import datetime\n", "import warnings\n", "import os, zipfile" ] }, { "cell_type": "code", "execution_count": 21, "id": "23e629dd-bb65-4e71-96cd-32a17466cbbe", "metadata": {}, "outputs": [], "source": [ "pd.set_option(\"future.no_silent_downcasting\", True)\n", "warnings.filterwarnings(\"ignore\", category=DeprecationWarning)\n", "warnings.filterwarnings(\"ignore\", category=FutureWarning)" ] }, { "cell_type": "code", "execution_count": null, "id": "7e074312-32fb-4dd4-ac41-3086b227ac56", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "00acb1ea-6082-426b-b207-dfafc21c365f", "metadata": {}, "outputs": [], "source": [ "client = bnb_client()\n", "\n", "def get_binance_px(symbol, freq, start_ts='2020-01-01', end_ts='2025-09-30'):\n", " cols = ['open_time','open','high','low','close','volume','close_time','quote_volume',\n", " 'num_trades','taker_base_volume','taker_quote_volume','ignore']\n", " raw = client.get_historical_klines(symbol, freq, start_ts, end_ts)\n", " if not raw:\n", " return None \n", " df = pd.DataFrame(raw, columns=cols)\n", "\n", " # timestamps -> UTC-naive\n", " to_dt = lambda x: datetime.utcfromtimestamp(x / 1000)\n", " df['open_time'] = df['open_time'].map(to_dt)\n", " df['close_time'] = df['close_time'].map(to_dt)\n", "\n", " num_cols = ['open','high','low','close','volume','quote_volume',\n", " 'taker_base_volume','taker_quote_volume','num_trades']\n", " df[num_cols] = df[num_cols].apply(pd.to_numeric, errors='coerce')\n", "\n", " df = df.dropna(subset=['open_time','close']).set_index('open_time')\n", " df = df.sort_index()\n", " df = df[~df.index.duplicated(keep='last')]\n", " return df\n", "\n", "univ = ['BTCUSDT','ETHUSDT','ADAUSDT','BNBUSDT','SOLUSDT','XRPUSDT','NEARUSDT',\n", " 'LINKUSDT','AVAXUSDT','AAVEUSDT']\n", "\n", "# daily\n", "freq_d = '1d'\n", "close_d, vol_d = {}, {}\n", "\n", "for s in univ:\n", " d = get_binance_px(s, freq_d)\n", " if d is None or d.empty:\n", " continue\n", "\n", " # Clean *each* asset independently before combining\n", " c = d['close'].sort_index().asfreq('1D')\n", " v = d['volume'].sort_index().asfreq('1D')\n", "\n", " c = c.ffill(limit=2).dropna()\n", " v = v.reindex(c.index)\n", "\n", " close_d[s] = c\n", " vol_d[s] = v\n", "\n", "# Combine into aligned DataFrames (outer join on all timestamps)\n", "close_d = pd.DataFrame(close_d).sort_index()\n", "vol_d = pd.DataFrame(vol_d).reindex(close_d.index)\n", "\n", "# Compute daily returns per asset\n", "ret_d = close_d.pct_change().dropna()\n", "\n", "\n", "\n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": 80, "id": "0a04dd56", "metadata": {}, "outputs": [], "source": [ "CONFIG = {\n", " \"cost_bps\": 20, # roundtrip transaction cost in bps\n", " \"k\": 7, # TS-MOM lookback in days\n", " \"train\": (\"2020-01-01\",\"2021-12-31\"), \n", " \"test\": (\"2022-01-01\",\"2025-06-30\"),\n", " \"period\": (\"2020-01-01\",\"2025-08-30\"),\n", " \"gross_target\": 1.0\n", "}" ] }, { "cell_type": "markdown", "id": "fa4decdd", "metadata": {}, "source": [ "### A Modest Start : A TS Momentum BTC Strategy " ] }, { "cell_type": "code", "execution_count": null, "id": "df3a40c3", "metadata": {}, "outputs": [], "source": [ "def ts_mom_signal_1asset(close_d, k):\n", " ret_k = close_d / close_d.shift(k) - 1 # k-day arithmetic return\n", " sig = np.sign(ret_k).shift(1).fillna(0) # lag 1 day to avoid look-ahead\n", " return sig\n", "\n", "def backtest_1asset(close: pd.Series, position: pd.Series, bps_cost: float = 20.0):\n", " r = close.pct_change().fillna(0) \n", " ret_gross = position * r \n", " turnover = (position - position.shift(1)).abs().fillna(0.0)\n", " cost = turnover * (bps_cost / 10000.0)\n", "\n", " ret_net = ret_gross - cost\n", " eq_net = (1 + ret_net).cumprod()\n", " return pd.DataFrame({\"ret_gross\": ret_gross, \"ret_net\": ret_net,\n", " \"turnover\": turnover, \"eq_net\": eq_net})\n", "\n", "\n", "def annualised_sharpe(ret:pd.Series,freq=365):\n", " return ret.mean()/ret.std()*np.sqrt(freq)\n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": null, "id": "36370c55", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "K_MIN, K_MAX, K_STEP = 3, 180, 3 \n", "PERIOD = \"train\" # \"train\" or \"test\" : IS or OOS \n", "USE_NET = True \n", "BPS_COST = CONFIG.get(\"cost_bps\", 20.0)\n", "\n", "\n", "date_lo, date_hi = CONFIG[PERIOD]\n", "date_lo = pd.to_datetime(date_lo)\n", "date_hi = pd.to_datetime(date_hi)\n", "\n", "btc = close_d['BTCUSDT'].dropna()\n", "btc = btc[(btc.index >= date_lo) & (btc.index <= date_hi)].dropna()\n", "\n", "ks = list(range(K_MIN, K_MAX+1, K_STEP))\n", "sharpes = []\n", "\n", "for k in ks:\n", " sig = ts_mom_signal_1asset(btc, k)\n", " res = backtest_1asset(btc, sig, bps_cost=BPS_COST)\n", " series = res[\"ret_net\"] if USE_NET else res[\"ret_gross\"]\n", " series = series[(series.index >= date_lo) & (series.index <= date_hi)]\n", " if series.dropna().shape[0] < 10:\n", " sharpes.append(np.nan)\n", " continue\n", " sharpes.append(annualised_sharpe(series))\n", "\n", "# plotting \n", "fig, ax = plt.subplots(figsize=(10,5))\n", "ax.plot(ks, sharpes, marker='o')\n", "ax.set_xlabel(\"Momentum lookback k (days)\")\n", "ax.set_ylabel(\"Annualised Sharpe ratio\")\n", "ax.set_title(f\"BTC TS-MOM Sharpe vs. Lookback (period={PERIOD}, \"\n", " f\"{'net' if USE_NET else 'gross'} returns, cost={BPS_COST}bps)\")\n", "ax.grid(True)\n", "\n", "plt.show()\n", "\n" ] }, { "cell_type": "code", "execution_count": 9, "id": "9a4db91a", "metadata": {}, "outputs": [], "source": [ "# This is on the full period " ] }, { "cell_type": "code", "execution_count": 83, "id": "3d7936b2", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Sharpe: 1.1237155024071066\n" ] } ], "source": [ "btc_close=close_d['BTCUSDT']\n", "k = 37 #optimised k \n", "sig = ts_mom_signal_1asset(btc_close, k)\n", "res = backtest_1asset(btc_close, sig, bps_cost=20.0)\n", "print(\"Sharpe:\", annualised_sharpe(res[\"ret_net\"]))" ] }, { "cell_type": "code", "execution_count": null, "id": "292523e5", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "OOS Sharpe (TS-MOM strategy, net): 0.8903994770730872\n", "OOS Sharpe (BTC buy&hold): 0.7002976760806829\n" ] } ], "source": [ "# config dates\n", "test_lo, test_hi = CONFIG[\"test\"]\n", "test_lo = pd.to_datetime(test_lo)\n", "test_hi = pd.to_datetime(test_hi)\n", "\n", "# get BTC closes\n", "btc_close = close_d['BTCUSDT']\n", "\n", "# slice to OOS period\n", "btc_oos = btc_close[(btc_close.index >= test_lo) & (btc_close.index <= test_hi)]\n", "\n", "# 1) TS-MOM strategy OOS\n", "k = 37 # lookback days from your CONFIG\n", "sig_test = ts_mom_signal_1asset(btc_close, k)\n", "res_test = backtest_1asset(btc_close, sig_test, bps_cost=CONFIG[\"cost_bps\"])\n", "res_test = res_test[(res_test.index >= test_lo) & (res_test.index <= test_hi)]\n", "sharpe_strat = annualised_sharpe(res_test[\"ret_net\"])\n", "\n", "# 2) BTC buy&hold OOS\n", "btc_ret = btc_oos.pct_change().dropna()\n", "sharpe_btc = annualised_sharpe(btc_ret)\n", "\n", "print(\"OOS Sharpe (TS-MOM strategy, net):\", sharpe_strat)\n", "print(\"OOS Sharpe (BTC buy&hold):\", sharpe_btc)\n" ] }, { "cell_type": "code", "execution_count": 85, "id": "663dc51e", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " OLS Regression Results \n", "==============================================================================\n", "Dep. Variable: y R-squared: 0.002\n", "Model: OLS Adj. R-squared: 0.002\n", "Method: Least Squares F-statistic: 3.162\n", "Date: Wed, 08 Oct 2025 Prob (F-statistic): 0.0756\n", "Time: 22:20:27 Log-Likelihood: 2762.6\n", "No. Observations: 1277 AIC: -5521.\n", "Df Residuals: 1275 BIC: -5511.\n", "Df Model: 1 \n", "Covariance Type: nonrobust \n", "==============================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "const 0.0014 0.001 1.732 0.083 -0.000 0.003\n", "x1 -0.0496 0.028 -1.778 0.076 -0.104 0.005\n", "==============================================================================\n", "Omnibus: 136.069 Durbin-Watson: 2.112\n", "Prob(Omnibus): 0.000 Jarque-Bera (JB): 720.099\n", "Skew: 0.336 Prob(JB): 4.29e-157\n", "Kurtosis: 6.617 Cond. No. 35.8\n", "==============================================================================\n", "\n", "Notes:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n" ] } ], "source": [ "# OOS alpha of TS-1asset vs BTC\n", "test_lo, test_hi = map(pd.to_datetime, CONFIG['test'])\n", "btc = close_d['BTCUSDT'].pct_change()\n", "y = res_test['ret_net'].loc[test_lo:test_hi].dropna()\n", "x = btc.loc[y.index].dropna()\n", "y = y.loc[x.index]\n", "X = sm.add_constant(x)\n", "print(sm.OLS(y.values, X.values).fit().summary())\n", "\n" ] }, { "cell_type": "code", "execution_count": null, "id": "f0e57a35", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "=== TS-MOM 1-asset vs BTC (OOS if window provided) ===\n", "k=37, cost=20 bps\n", "alpha/period: 0.001350 | alpha(ann): 63.64% | t=1.81, p=0.0708 | 95% CI: [-4.10%, 179.02%]\n", "beta vs BTC: -0.050\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def alpha_vs_benchmark(y: pd.Series, x: pd.Series, periods_per_year: float, hac_lags: int = 4):\n", " y = y.dropna()\n", " x = x.reindex(y.index).dropna()\n", " y = y.reindex(x.index)\n", "\n", " X = sm.add_constant(x)\n", " res = sm.OLS(y, X).fit(cov_type='HAC', cov_kwds={'maxlags': hac_lags})\n", "\n", " a = res.params['const']\n", " b = res.params[x.name]\n", " se = res.bse['const']\n", " t = res.tvalues['const']\n", " p = res.pvalues['const']\n", "\n", " a_ann = (1 + a)**periods_per_year - 1\n", " ci_low = (1 + (a - 1.96*se))**periods_per_year - 1\n", " ci_high = (1 + (a + 1.96*se))**periods_per_year - 1\n", "\n", " return {'alpha': a, 'beta': b, 't': t, 'p': p, 'alpha_ann': a_ann,\n", " 'alpha_ann_ci': (ci_low, ci_high), 'res': res}\n", "\n", "def cumulative_alpha_pnl(y: pd.Series, x: pd.Series, beta: float) -> pd.Series:\n", " y, x = y.align(x, join='inner')\n", " abnormal = y - beta * x # includes alpha\n", " return abnormal.cumsum()\n", "\n", "# TS-MOM 1-asset alpha analysis \n", "def tsmom1_alpha_analysis(px_asset: pd.Series,\n", " btc_close: pd.Series,\n", " k: int = 37,\n", " cost_bps: float = 20.0,\n", " test_window: tuple[str, str] | None = None,\n", " periods_per_year: float = 365.0, \n", " hac_lags: int = 5,\n", " roll_window: int = 90,\n", " plot: bool = True):\n", " \"\"\"\n", " Run TS-MOM (1 asset), compute alpha vs BTC, and plot:\n", " - cumulative abnormal PnL (y - beta*x)\n", " - rolling alpha (annualized)\n", " Requires: ts_mom_signal_1asset, backtest_1asset already defined.\n", " \"\"\"\n", " # build returns for TS-MOM 1-asset\n", " sig = ts_mom_signal_1asset(px_asset, k)\n", " res = backtest_1asset(px_asset, sig, bps_cost=cost_bps)\n", " y = res['ret_net']\n", "\n", " x = btc_close.pct_change()\n", "\n", " if test_window is not None:\n", " lo, hi = map(pd.to_datetime, test_window)\n", " y = y.loc[lo:hi]\n", " x = x.loc[lo:hi]\n", "\n", " # alpha stats\n", " stats = alpha_vs_benchmark(y, x.rename('BTC'), periods_per_year=periods_per_year, hac_lags=hac_lags)\n", "\n", " print(\"\\n=== TS-MOM 1-asset vs BTC (OOS if window provided) ===\")\n", " print(f\"k={k}, cost={cost_bps} bps\")\n", " print(f\"alpha/period: {stats['alpha']:.6f} | alpha(ann): {stats['alpha_ann']:.2%} \"\n", " f\"| t={stats['t']:.2f}, p={stats['p']:.4f} | 95% CI: \"\n", " f\"[{stats['alpha_ann_ci'][0]:.2%}, {stats['alpha_ann_ci'][1]:.2%}]\")\n", " print(f\"beta vs BTC: {stats['beta']:.3f}\")\n", "\n", " if plot:\n", " # cumulative abnormal PnL (includes alpha)\n", " cumpnl = cumulative_alpha_pnl(y, x, stats['beta'])\n", " plt.figure(figsize=(10,5))\n", " cumpnl.plot(label='Cumulative (y − βx)', linewidth=2)\n", " plt.axhline(0, linestyle=':')\n", " plt.title('TS-MOM 1-asset — Cumulative Alpha PnL vs BTC')\n", " plt.ylabel('Cumulative excess return'); plt.legend(); plt.grid(True); plt.show()\n", "\n", " return {'stats': stats, 'cumpnl': cumpnl if plot else None}\n", "\n", "\n", "\n", "px_asset = close_d['BTCUSDT'] \n", "btc_bench = close_d['BTCUSDT'] # benchmark is BTC\n", "\n", "out = tsmom1_alpha_analysis(\n", " px_asset=px_asset,\n", " btc_close=btc_bench,\n", " k=37,\n", " cost_bps=CONFIG.get('cost_bps', 20.0),\n", " test_window=CONFIG['test'], \n", " periods_per_year=365.0, \n", " hac_lags=5,\n", " roll_window=90,\n", " plot=True\n", ")\n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": null, "id": "bf43f3b9", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Sharpe Vol MDD\n", "Name \n", "TS-MOM 0.890 0.532 -0.567\n", "BTC 0.717 0.533 -0.669\n", "50/50 Equal 1.166 0.367 -0.394\n", "SR-Weighted 1.172 0.369 -0.382\n", "\n", "SR Weights:\n", " TS-MOM 0.554\n", "BTC 0.446\n", "dtype: float64\n", "Equal-Vol Weights:\n", " TS-MOM 0.501\n", "BTC 0.499\n", "dtype: float64\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def max_drawdown(returns: pd.Series):\n", " equity = (1 + returns).cumprod()\n", " roll_max = equity.cummax()\n", " dd = equity / roll_max - 1\n", " return dd.min()\n", "\n", "def sr_weight_allocation(returns: pd.DataFrame, freq=365):\n", " mu = returns.mean() * freq\n", " sigma = returns.std() * np.sqrt(freq)\n", " sharpe = mu / sigma\n", " \n", " # SR-weighted allocation\n", " w = sharpe.clip(lower=0)\n", " w = w / w.sum()\n", " \n", " port_ret = (returns * w).sum(axis=1)\n", " return w, port_ret\n", "\n", "def equal_weight(returns: pd.DataFrame):\n", " w = pd.Series(1/returns.shape[1], index=returns.columns)\n", " port_ret = (returns * w).sum(axis=1)\n", " return w, port_ret\n", "\n", "def equal_vol_weight(returns: pd.DataFrame, freq=365):\n", " sigma = returns.std() * np.sqrt(freq)\n", " inv_vol = 1/sigma\n", " w = inv_vol / inv_vol.sum()\n", " port_ret = (returns * w).sum(axis=1)\n", " return w, port_ret\n", "\n", "\n", "test_lo, test_hi = CONFIG[\"test\"]\n", "test_lo, test_hi = pd.to_datetime(test_lo), pd.to_datetime(test_hi)\n", "\n", "btc_close = close_d[\"BTCUSDT\"]\n", "sig_test = ts_mom_signal_1asset(btc_close, 37)\n", "res_test = backtest_1asset(btc_close, sig_test, bps_cost=CONFIG[\"cost_bps\"])\n", "ret_strat = res_test[\"ret_net\"].loc[test_lo:test_hi]\n", "ret_btc = btc_close.pct_change().loc[test_lo:test_hi]\n", "\n", "rets = pd.concat({\"TS-MOM\": ret_strat, \"BTC\": ret_btc}, axis=1).dropna()\n", "\n", "# allocations \n", "w_sr, port_sr = sr_weight_allocation(rets)\n", "w_eq, port_eq = equal_weight(rets)\n", "w_ev, port_ev = equal_vol_weight(rets)\n", "\n", "# metrics \n", "def metrics(name, ret):\n", " sh = ret.mean()/ret.std()*np.sqrt(365)\n", " vol = ret.std()*np.sqrt(365)\n", " mdd = max_drawdown(ret)\n", " return {\"Name\": name, \"Sharpe\": sh, \"Vol\": vol, \"MDD\": mdd}\n", "\n", "results = []\n", "results.append(metrics(\"TS-MOM\", rets[\"TS-MOM\"]))\n", "results.append(metrics(\"BTC\", rets[\"BTC\"]))\n", "results.append(metrics(\"50/50 Equal\", port_eq))\n", "results.append(metrics(\"SR-Weighted\", port_sr))\n", "\n", "df_res = pd.DataFrame(results).set_index(\"Name\")\n", "print(df_res.round(3))\n", "print(\"\\nSR Weights:\\n\", w_sr.round(3))\n", "print(\"Equal-Vol Weights:\\n\", w_ev.round(3))\n", "\n", "# plot \n", "plt.figure(figsize=(10,6))\n", "plt.plot((1+rets[\"TS-MOM\"]).cumprod(), label=\"TS-MOM\")\n", "plt.plot((1+rets[\"BTC\"]).cumprod(), label=\"BTC\")\n", "plt.plot((1+port_eq).cumprod(), label=\"50/50 Equal\")\n", "plt.plot((1+port_sr).cumprod(), label=\"SR-Weighted\")\n", "plt.title(\"Equity Curves (OOS) — BTC vs TS-MOM vs 50/50 vs SR-weighted\")\n", "plt.legend()\n", "plt.grid(True)\n", "plt.show()\n", "\n", "\n" ] }, { "cell_type": "markdown", "id": "66b68a3d", "metadata": {}, "source": [ "### Combining BTC and TS-MOM with Sharpe-Based Weights\n", "\n", "A short summary of results and interpretation. The TS-MOM strategy produced positive but volatile returns; combining TS-MOM with BTC (e.g., 50/50 or Sharpe-weighted) improved risk-adjusted performance and reduced drawdowns. Through that TS 1-asset strategy, the t-stats is a decent 1.81 after costs. This strategy already gives a decent alpha. " ] }, { "cell_type": "markdown", "id": "b6283ad6", "metadata": {}, "source": [ "### Mutualized TS-MOM (10 cryptos, equal-weight) — Summary\n", "\n", "Method: scanned lookbacks k in [3,180] days for a mutualized TS-MOM portfolio (apply same k to each coin, average daily net returns). Choice of k* done on train period only and evaluated OOS.\n", "\n", "Result & interpretation: the mutualized equal-weight TS signal did not beat BTC buy-and-hold OOS. This motivates moving to a cross-sectional momentum design that reduces common exposure and exploits relative winners/losers." ] }, { "cell_type": "code", "execution_count": null, "id": "2f9b3731", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Warning: SOLUSDT has limited history — results may be truncated.\n", "Warning: NEARUSDT has limited history — results may be truncated.\n", "Warning: AVAXUSDT has limited history — results may be truncated.\n", "Warning: AAVEUSDT has limited history — results may be truncated.\n", "Per-asset optimal k (chosen on TRAIN only), with Sharpe (train) and Sharpe (OOS):\n", " k* Sharpe_train Sharpe_OOS\n", "Asset \n", "AAVEUSDT 3 0.446 0.078\n", "ADAUSDT 33 1.925 -0.114\n", "AVAXUSDT 60 2.842 0.411\n", "BNBUSDT 141 1.748 -0.063\n", "BTCUSDT 30 1.357 0.230\n", "ETHUSDT 180 2.043 -0.540\n", "LINKUSDT 24 0.742 -0.594\n", "NEARUSDT 30 2.132 0.698\n", "SOLUSDT 168 2.691 -0.065\n", "XRPUSDT 9 0.600 -0.051\n" ] }, { 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99128++67lVeYmbiECBERERERERERERFZJM7AJiIiIiIiIiIiIiqHTgS6SlivujIyaxrOwCYiIiIiIiIiIiIii8QZ2ERERERERERERETlESneKiOXysUBbCIiIiIiIiIiIqLyGATQVcJgs4ED2HfDJUSIiIiIiIiIiIiIyCJxBjYRERERERERERFRebiESLXhDGwiIiIiIiIiIiIiskicgU1ERERERERERERUrkqagQ3OwL4bDmDXQDY5OuiLdPecc+R8bQXV/P/e2dxPaZ5tlrqswtAidWEAYKXuxcf9gJWyLADIrq+uNn3ATWVZAHBtn7eyrD6nRinLAgDrLHX/h6JaBmVZAAC59/6uRdmr7QtOx22UZV3ODVCWBQBFdkrjMNB+rLIsu6vKogAAovBlJM9NXRag9r4WOqrLAgCdwq5687javqVTeKCXfCe1P8g7dLOOuix5WFkWAOgL1T1uWcFqd6NF8V65va26LOtb6rIAIP+Quvd7/xMFyrIAQGfwUpZV217d+zMAWOWqe/7e8Fe7f+manqcsq7CW2tpu+KrrXI4X1b6W217LV5Zlc1VtRxWd2uev4X9HlGXp7e2VZQGAITdXWZbVg2HKsgBAl6Pu/yoOand+xU7dfv6NEGdlWQDgvV/d59Rbvg7KsgAgz1Xdfpfo1fRTVTlElYkD2ERERERERERERETl4RrY1YZrYBMRERERERERERGRReIMbCIiIiIiIiIiIqLyGASVsl61wuUBayrOwCYiIiIiIiIiIiIii8QZ2ERERERERERERETlEUPxVhm5VC7OwCYiIiIiIiIiIiIii8QZ2ERERERERERERETlESneKiOXysUBbCIiIiIiIiIiIqLy8CCO1YZLiBARERERERERERGRReIMbCIiIiIiIiIiIqLycAmRasMZ2ERERERERERERERkkTgDm4iIiIiIiIiIiKg8gkqaga0+sqbhDGwiIiIiIiIiIiIiskicgU1ERERERERERERUHq6BXW04A5uIiIiIiIiIiIiILBJnYBMRERERERERERGVx2AAYKikXCoPZ2ATERERERERERERkUXiDGwiIiIiIiIiIiKi8nAN7GpjMTOwd+3aBSsrK3Tu3LnMyyxatAhWVlYYNWqUdl5qaip0Oh127959x+u0a9cOPXr0AAAkJCRAp9OV2jp27KhdXqfTYeXKlaVyEhIS0K1bN+10eno6+vfvD39/f9jb2yMgIABdu3bFkSNHjLJKNkdHRzRo0AAJCQlITU01yr1TTSVbcHDw3R46IiIiIiIiIiIiqkwlA9iVsVG5LGYAOykpCS+88AK2bduG8+fPl3mZ8ePHY9GiRcjNzQUARERE4OGHH8a8efNKXT4jIwObN29GYmKidl7Hjh1x4cIFo23RokVm1VpQUID27dsjKysLy5cvx9GjR7F48WI0btwY165dM7pscnIyLly4gN9++w2ffPIJbty4gcjISCxYsAAAMHv2bKNabr/OhQsXsHfvXrNqIyIiIiIiIiIiIqopLGIJkRs3bmDx4sXYt28fMjMzkZKSgtdee83oMunp6di5cyeWLVuGzZs3Y/ny5ejfvz8AIDExEW+88QY+/PBD1KpVS7tOSkoK/Pz8jGZY29nZwdfX957q/e2333DixAls3LgRQUFBAICgoCC0atWq1GXd3Ny02wsODkaHDh0wePBgjB49Gk899RTc3d3h6upa5nWIiIiIiIiIiIiomhkEQCXMljZwBvbdWMQM7CVLliA8PBxhYWEYMGAA5s2bB/nb9Pnk5GR07twZrq6uGDBgAJKSkrS2Z555Bnl5eVi6dKl2nohg/vz5SEhIgJWVldJ6vb29odfrsXTpUhQVFZl9/ZdeegnXr1/Hhg0blNZFREREREREREREVJNYxAB2UlISBgwYAKB4iY+srCxs3bpVazcYDEhJSdEu07dvX2zfvh3p6ekAAA8PD3Tv3t1oGZHNmzcjIyMDQ4YMMbqtNWvWwMnJyWibPn26WfXWqVMHH330Ed566y24u7ujbdu2mDJlCk6ePGnS9cPDwwEUL3FyL/Ly8pCdnW20ERERERERERERkVoihkrbqHzVPoB99OhR/PLLL+jXrx8AwNraGn369DGaYb1hwwbk5OSgU6dOAAAvLy+0b9/eaMB66NCh2LZtG06cOAEAmDdvHmJiYhAaGmp0e0888QTS0tKMtueee87sukeNGoXMzEx8/fXXiIqKwnfffYcHH3zQpFnVJbPLdTqd2bd7u/feew+urq7aFhgYeE95RERERERERERERJak2gewk5KSUFhYCH9/f1hbW8Pa2hpz587FsmXLkJWVpV3mypUrcHBw0C7z3//+F/Pnz4fBUPwtRbt27VC3bl2kpKQgOzsby5cvNzp4YwlHR0eEhoYabR4eHlq7s7Ozdru3u3btWqm1qp2dnfHUU09h2rRpOHDgAB577DFMnTr1rvf58OHDAICQkBDTH6g7mDRpErKysrTtzJkz95RHREREREREREREdyBSvF616k24BvbdVOsAdmFhIRYsWID//Oc/RjOiDxw4AH9/fyxatAiXL1/G999/j2+//dboMr/++iuuXr2KH3/8sfiO6PUYMmQI5s+fj2+++Qa2trZ4+umnza4pLCwMqampRucVFRXhwIEDeOCBB8q8nk6nQ3h4OHJycu56Gx9++CFcXFwQGxtrdn23s7Ozg4uLi9FGREREREREREREVFNYV+eNr1mzBlevXkViYmKp2c09e/ZEUlIScnNz4enpid69e5dacqNTp05ISkpCx44dAQBDhgzBu+++i9deew39+vWDg4NDqdvMy8tDZmam0XnW1tbw8vICALz88stITExEeHg42rdvj5ycHMyZMwdXr17FsGHDAABpaWmYPHkyBg4ciEaNGsHW1hZbt27FvHnzMGHCBKPsa9euITMzE3l5efjjjz/w+eefY+XKlViwYAHc3Nzu6fEjIiIiIiIiIiKiKiACoBJmS3MG9l1V6wB2UlISYmNjSw1eA8UD2P/617+QmpqKkSNH3nG96J49e2LgwIH466+/4OXlhbp16yI2NhY//vgjhg4desfbXLduHfz8/IzOCwsLw5EjRwAA/fr1g4jggw8+wMSJE1GrVi1ERERg27ZtqF27NgAgICAAwcHBeOedd5CRkQGdTqedfumll4yySw4iaW9vjzp16qB169b45Zdf8Mgjj5j/gBERERERERERERHdR6p1AHv16tVltrVs2VI72GFZevfujd69exudt379+jIvn5KSgpSUlLvW1b9/f/Tv37/Mdi8vL8yePfuuOXerX9V1iIiIiIiIiIiIqBIZDIDOoD5XKiGzhqn2gzgSEREREREREREREd1Jtc7AJiIiIiIiIiIiIrJ4XAO72nAAm4iIiIiIiIiIiKgcYjBAKmEJEeESInfFJUSIiIiIiIiIiIiIaphp06YhOjoatWrVgpubm0nXSUhIgE6nM9o6duxYuYXeBWdgExEREREREREREZXnH7iESH5+Pnr16oWoqCgkJSWZfL2OHTsiOTlZO21nZ1cZ5ZmMA9hERERERERERERENcw777wDAEhJSTHrenZ2dvD19a2EiiqGS4gQERERERERERERlccglbcByM7ONtry8vKq7a5u2bIFPj4+CAsLw8iRI3H58uVqqwXgADYRERERERERERFRtQoMDISrq6u2vffee9VSR8eOHbFgwQJs3LgRM2fOxNatWxEfH4+ioqJqqQfgEiJERERERERERERE5RMBYKikXODMmTNwcXHRzi5r3emJEydi5syZ5UYePnwY4eHhFSqnb9++2t+NGzdGkyZNUL9+fWzZsgXt2rWrUOa94gA2ERERERERERERUTVycXExGsAuyyuvvIKEhIRyL1OvXj1FVRVneXl54fjx4xzAJiIiIiIiIiIiIrJEYhCITtTninmZ3t7e8Pb2Vl5HWc6ePYvLly/Dz8+vym7z77gGNhEREREREREREVENc/r0aaSlpeH06dMoKipCWloa0tLScOPGDe0y4eHhWLFiBQDgxo0bGDduHHbv3o2MjAxs3LgRXbt2RWhoKOLi4qrrbnAGNhEREREREREREVG5xIDKWQO7EjL/n7feegvz58/XTjdr1gwAsHnzZrRp0wYAcPToUWRlZQEArKyscPDgQcyfPx/Xrl2Dv78/OnTogClTppS5JndV4AA2ERERERERERERUTksZQkRc6SkpCAlJcXk23dwcMD69esrrZ6K4hIiRERERERERERERGSROAObiIiIiIiIiIiIqDz/wCVEagoOYNcgJVP+DXm5avJuqsnR5FopjSvKU5dluFWkLgyAWKn7+UdRvtrHzZCr8Kcpip8jovA5ovp/alBZm07xm5Po1EWJ2setKE9hnsI+DwBq7ylQpO7fgKJ8dVkAIAp/b6XytVd1XpHivRqVXbWwQO0zTmdQ+T6j9gd5ugKF7zOKf02pL1T4uOWpfcIpfvlFkcLHTqe436v8vxYWFKgLg9p+X2Sl8I0BgCjsW0X5ap+/hYXqniSFBYo/Myi8r6pfy/WF6t7wdYrfoEWn9vlrEHV9Va9yxwZqaxPF/wedQV2e6vcZKVL3gllYYKMsCwAKi9R9Ti0sUNsXVO53qeqnRQXFj1dlLmNRUxSiQPn+qZZL5dIJn6E1xtmzZxEYGFjdZRARERERERER0T/ImTNnEBAQUN1lWKTc3FyEhIQgMzOz0m7D19cX6enpsLe3r7Tb+CfjAHYNYjAYcP78eTg7O0NXxjdx2dnZCAwMxJkzZ+Di4nLPt6kyz5JrU53H2qo/i7VZRh5rq/4s1lYz81hb9WexNsvIY23Vn8XaamYea6v+LNZmGXk1oTYRwfXr1+Hv7w+9nofKK0tubi7y8xX/VPY2tra2HLwuB5cQqUH0er3J35a5uLgoeXGtjDxLrk11Hmur/izVeayt+rNU57G26s9SnWfJtanOY23Vn6U6j7VVf5bqPNZW/Vmq8yy5NtV5rK36s1Tnsbbqz1KdZ0qWq6urktuqyezt7TnAXI341QoRERERERERERERWSQOYBMRERERERERERGRReIA9n3Gzs4OkydPhp2dncXlWXJtqvNYW/Vnqc5jbdWfpTqPtVV/luo8S65NdR5rq/4s1XmsrfqzVOexturPUp1nybWpzmNt1Z+lOo+1VX+W6jzVtRFVJx7EkYiIiIiIiIiIiIgsEmdgExEREREREREREZFF4gA2EREREREREREREVkkDmATERERERERERERkUXiADYRERERERERERERWSQOYBMRERERERERERGRRbKu7gLo/nXhwgXMnTsX27dvx4ULF6DX61GvXj1069YNCQkJsLKyqu4S/5GuXr2K1atXY9CgQRXOaNu2LZKTkxEUFGTW9ZYtW4b4+HjUqlWrwrdNahgMBuj1pb+jNBgMOHv2LOrWrVuh3PT0dBw/fhx+fn546KGHzL7+gQMHkJqaijZt2qBevXr47bff8Mknn8BgMKB79+6Ii4urUF01XX5+PlauXIldu3YhMzMTAODr64vo6Gh07doVtra2ZuVdvnwZBw8exMMPPwwPDw/89ddfSEpKQl5eHnr16oWGDRtWxt2gf7h69eph/fr1aNCggcnX+c9//oOnn37a7PeT8qjsD+wLRERERESWTyciUt1FUOU5fPgwdu/ejaioKISHh+PIkSOYPXs28vLyMGDAALRt29bkrP3798Pd3R0hISEAgIULF+Kzzz7D6dOnERQUhNGjR6Nv374mZe3btw+xsbEIDQ2Fg4MDdu3ahf79+yM/Px/r169Ho0aNsG7dOjg7O5t9n8+ePQs3Nzc4OTkZnV9QUIBdu3bh8ccfNztTRLBlyxZt4C4uLg42NjZm51SFAwcO4JFHHkFRUdFdL7tq1ao7nt+jRw/Mnj0bgYGBAIAuXbqYdNt6vR7Ozs7o06cPEhMTERkZaXrhZfjll19KDVJERUWhZcuWZmeJCDIyMhAYGAhra2vk5+djxYoVyMvLQ6dOneDl5WVSTl5eHvR6vfYcOHHiBObNm6f1hcTERK2fmGPTpk2lvtDp0qWLWYNF2dnZGDZsGFavXg0XFxeMGDECkydP1r4QunjxIvz9/U16fjz//PP417/+BScnJ9y6dQsDBw7EihUrICLQ6XSIiYnBqlWrSvW1sixfvhy9e/eGm5sb8vLysGLFCvTq1QvNmzeHlZUVfvrpJyxYsAD9+/c3+f6Wp6Z8mXP8+HHExcXh/PnziIyMRO3atQEU/y/37NmDgIAArF27FqGhoSbl/fLLL+jQoQOys7Ph5uaGDRs2oFevXrC2tobBYMD58+exfft2PPLII3fNOnv2LOzt7bW+8/PPPxu9L4waNQpRUVFm3d9bt25h0aJFd/xys127dmZllbjfv9C5ePEiPv/8c7z11lsmXf6jjz664/kvv/wyxo8fD19fXwDAiy++eNcsvV4PvV6PJ554AsOGDUP37t3N/sLldir7g8q+AKjvD5XRFypTQUEBMjIy4OPjA1dXV7Ou++eff+J///sfIiIi4OrqiosXL2L+/PkwGAzo3LkzGjdurKzOmvLeUCIzMxN79uwx2k+KjIzU+qm5ioqKjCaR7NmzB3l5eYiKiqrwvu+1a9fw3XffaX2hV69eZj9HAODkyZOl+kP79u3h4uJSoboqy730BaDq+kNOTg5SU1Mr9NnodkOGDMG0adPg7+9v8nVSU1MRERFxT7d7Jyr7Q2X0BUBNf1DdF+73/aSa2BdUfoYmshhCNdbatWvF1tZWPDw8xN7eXtauXSve3t4SGxsrbdu2FSsrK9m4caPJeU2aNJENGzaIiMiXX34pDg4O8uKLL8rcuXNl7Nix4uTkJElJSSZltWrVSt5++23t9MKFCyUyMlJERK5cuSJNmzaVF1980Yx7K3L+/Hlp0aKF6PV6sbKykoEDB8r169e19szMTNHr9SZlxcfHy7Vr10RE5PLlyxIZGSk6nU68vb1Fr9dLeHi4/Pnnn2bVt3r1annzzTdl+/btIiKyceNGiY+Pl7i4OPn8889NzsnKyip3+/nnn02+nzqdTvR6veh0ujI3U7NK8t59911p1qyZ6HQ6efDBB2XWrFny119/mZxR4uLFi9K6dWvR6XQSFBQkLVu2lJYtW0pQUJDodDpp3bq1XLx40eS8I0eOSFBQkOj1egkNDZWTJ09KRESEODo6Sq1atcTLy0v++OMPk7JiYmLku+++ExGR7du3i52dnTRp0kT69OkjzZo1k1q1asnOnTvNuq8tW7YUvV4v1tbWotfrJSIiQnx9fcXKykrGjRtnctaLL74oDzzwgHz33Xfy5ZdfSlBQkHTu3Fny8vJEpLgf6HQ6k7L0er32GE+aNEkCAgJk06ZNkpOTI9u3b5f69evLxIkTTa7tkUcekalTp4qIyKJFi8TNzU3effddrf3f//63NG3a1OS8u0lLSzP5+fv999/fcbOyspKPP/5YO20qnU4nLi4u8uyzz8ru3bsrehdERCQ2Nla6du0qWVlZpdqysrKka9eu0qFDB7Pyhg0bJtnZ2fL+++9LQECADBs2TGsfMmSIdOvWzaSsli1byurVq0VEZOXKlaLX66VLly4yYcIE6d69u9jY2Gjtpjh27JgEBQWJj4+PBAYGik6nk86dO0tkZKRYWVlJr169pKCgwOS8rKws6dWrl9jb24uPj4+8+eabUlhYqLWb874wcuRI7T3l5s2b0rNnT+31U6/XyxNPPGH0nnM3y5YtEysrK/H09BQnJyfZsGGDuLm5SWxsrMTFxYmVlZV8/fXXJueVx5y+IFL8/A0ICJDg4GCjTafTSZ06dSQ4OFhCQkJMzkpOTpauXbuKjY2NeHp6ypgxY+TQoUMVui8q+4PKviCitj+o7gv5+fkybtw4qV+/vrRo0aLU/po5fUFEZObMmXLz5k0RESksLJRXXnlFbG1ttfexIUOGSH5+vklZmzdvFkdHR9HpdOLr6ytpaWkSEBAgDRo0kLCwMLGzs5P169ebXNvd1JT3hhs3bsgzzzwjVlZWYm1tLT4+PuLj4yPW1tZiZWUlAwYMkJycHJPzzp8/L61atRIrKyt5/PHH5cqVK9K5c2dtf/CBBx6Q8+fPm5TVvXt3bT/pf//7n3h5eYm3t7dERkZK7dq1xdfXV37//Xez7uvTTz9ttG9aso/k5OQkH3/8sclZImr7g8q+IFK1/cHc94YDBw7ccbOxsZEVK1Zop02h0+mkfv36Mm3aNDl37lxF74JGZX9Q2RdE1PYH1X2B+0nFalJfUP0ZmsiScAC7BouKipLXX39dRIoHi9zd3eW1117T2idOnCjt27c3Oc/BwUEyMjJERKRZs2byxRdfGLV//fXX0qhRI5OzTpw4oZ0uKioSGxsbyczMFBGRH3/8Ufz9/U2uTURk0KBBEhkZKXv37pUNGzZIRESENG/eXK5cuSIi5g3c6XQ67YV95MiR0qhRIzl58qSIiJw5c0YiIiLkueeeM7m2zz77TKytrSUiIkJcXFxk4cKF4uzsLMOGDZMRI0aIg4ODfPjhhybXptfry9zMGXTu2LGjdO7cudSbmLW1tfz2228m37/bayvJ2rdvn4wcOVLc3NzEzs5OevXqJT/++KPJWT179pSoqCg5cuRIqbYjR45IdHS0PP300ybnde3aVbp06SIHDx6UsWPHSsOGDaVr166Sn58vubm58tRTT8mAAQNMynJxcdEGu2NiYuSll14yan/jjTekVatWJtfWp08f6datm2RlZUlubq6MHj1aBg0aJCLFX3R4enqa/PyoW7eubN68WTt96dIladmypXTo0EFyc3PN2hG9/f/50EMPyTfffGPU/v3338sDDzxgUpaIiKOjo6Snp4uIiMFgEBsbGzl48KDWfuLECXFycjI57375MsfBwaHcwb6DBw+Kg4ODyXnu7u7aB6X8/HzR6/WyZ88erT01NVXq1KljUpajo6P22hgZGSkzZswwap8zZ440a9bM5Nri4+NlxIgRYjAYRERkxowZEh8fLyIif/zxhwQHB8vkyZNNzrtfvtAp64NUybZ48WKznr8jRoyQpk2blvpAXZH3httfRy5evCgzZ86U8PBw0ev10qJFC/niiy8kOzvb5DyV/UFlXxBR2x9U94XJkydL7dq15f3335fXX39dXF1dZfjw4Vq7OX1BxLg/vP/+++Lu7i7z5s2T3377Tb766ivx8fGRmTNnmpTVunVrGTVqlFy/fl3ef/99qVOnjowaNUprf/XVVyU6Otrk2u6X94bExERp0KCBrFu3zmjAqbCwUNavXy8PPPCA0RcydzNw4ECJjo6WVatWSZ8+fSQ6Oloee+wxOXv2rJw6dUpatWpl9H8pj7u7uxw+fFhEip/L/fv311538/PzJTEx0awvXocPHy6tWrWSQ4cOybFjx+Tpp5+W8ePHS05OjiQlJUmtWrXMGshS2R9U9gUR9f2hPBX5crOs/mDuZxCdTifPPvusNsjcuXNnWbFihdFz2Rwq+4PKviCitj+o7gv3y37S3dSkvqD6MzSRJeEAdg3m4uIix44dE5HiAWJra2vZv3+/1n7o0CGpXbu2yXmenp6yb98+ERHx8fGRtLQ0o/bjx4+b/KExKChIm4ksUvxNt06n02YwpKeni729vcm1iYj4+/sbffAsGZRs2rSpXL58ucIDd2FhYaVm1/z0008mzz4TEWnUqJE24L9p0yaxt7eXTz75RGtPTk6Whg0bmpTl4uIiM2fOlC1bttxx+/LLL816A/7ggw8kMDDQaFaYigHsErdu3ZIFCxZImzZtRK/XS3BwsElZTk5ORs/Xv9u3b59Zg53e3t7y66+/ikjx7AWdTic///yz1r5jxw6pW7euSVmOjo7ajmjt2rXv2BfMqc3FxUX+97//aadv3LghNjY22gzDhQsXSlhYmElZDg4O2gBKiezsbImKipK2bdvKyZMnzeoHJb808PLyMqpRRCQjI8OsgVNfX1/tNeTKlSui0+mMBtt/+eUX8fX1NTnvfvkyx8/Pr9xZm6tWrRI/Pz+T827/IkGkuK/d/oXiqVOnTH79dXV11WaY+Pj4lJptcvz4calVq5bJtdWqVcvolxB5eXliY2OjDe6sXLnS5NcQkfvnCx2VH6RKLF++XAIDA2XOnDnaefc6gH27bdu2yeDBg8XR0VEcHR1NzlPZH1T2BRG1/UF1XwgNDTV63I4dOyahoaGSkJAgBoPB7BnYt/9fmzVrVuqXZF999ZU8+OCDJmW5uLjI8ePHRUSkoKBArK2ttfdrkeIBe1dXV7Nqux/eG9zc3GTHjh1ltm/fvl3c3NxMzvPz85Ndu3aJSPGvD3U6nfz0009a+8aNG6VevXomZTk4OGj/Uz8/v1L7c0ePHjXrf+rl5aXtP4gU70PY29trM2o//vhjswayVPYHlX1BRG1/cHd3L3dzcXExq98//PDD0rlzZzl8+LBkZGRIRkaGpKeni7W1tWzYsEE7zxQlj1tBQYEsXbpUOnXqJFZWVlK7dm0ZP368HD161OS6RNT2B5V9QURtf1DdF+6X/aT7qS+o/gxNZElKL3RENYpOpwNQvAalvb290fpazs7OyMrKMjkrPj4ec+fOBQDExMRg6dKlRu1LliwxeQ3Wbt264bnnnsO6deuwefNmPPPMM4iJiYGDgwMA4OjRo6hTp47JtQFAVlYW3N3dtdN2dnZYvnw5goOD8cQTT+DPP/80K6/ksbt69Srq169v1BYaGorz58+bnJWenq6t0fXEE0+gqKjIaI2tNm3a4NSpUyZllazFGRMTc8etRYsWEDOWtn/ppZewatUqTJgwASNGjMDNmzdNvu7flTxmt7O3t8fAgQOxefNmHD161OT1je3s7JCdnV1m+/Xr12FnZ2dybTdu3ICHhwcAwNHREY6OjvDz89PaAwMDcfHiRZOyIiMjsXr1agBA/fr1ceDAAaP2tLQ07bZMYWdnZ/TY6fV6FBUVobCwEAAQHR2NjIwMk7Lq1q2Lw4cPG53n7OyMH3/8Ebdu3UL37t1NrgsA3nzzTbz88svQ6/WlnvOXL1+Go6OjyVmxsbEYNWoUvv76awwePBgdOnTApEmTcOTIERw9ehTjxo1D69atTc5zdnbGe++9h02bNt1x++KLL0zOWrt2Ldq1a4fmzZtjzZo1Jl/PFBEREfj0009x4cIFfPnll7h06RI6duxo8jrpw4YNw6BBgzBr1iwcPHgQFy9exMWLF3Hw4EHMmjULCQkJGD58uMn1BAYG4uTJk9rpb7/91qgvXLhwweT14GNiYrBo0SIAQLNmzbBlyxaj9s2bN5v1Wu7m5obr169rp2/evInCwkJtzeQmTZrgwoULJuddunTJaI1aLy8v/PTTT7h+/To6depk9utdST/NzMxEkyZNjNoefvhhnDlzxuQsZ2dnXL58GUDxepiFhYXaaaC4f5m6vryHhwe+/PJLpKenl9pOnjxZoed09+7dsWvXLqxYsQLx8fHaGormutP7AgA89thjSElJwfnz5zFr1iyT81T2B5V9AVDbH1T3hXPnzhmtPxoaGootW7Zg586dGDhwoEnHRfi7kv/t6dOnER0dbdQWHR2N9PR0k3JsbW2Rm5sLoPgAnQaDQTsNFK8Fbs56s/fLe4PBYCh3PXlbW1sYDAaT67l69ar2/PTw8ECtWrWMXj9DQ0NNfs41adIEmzZtAlC87urf93FPnTql7fOborCw0GhtXycnJxQWFiInJwcA0KFDBxw5csTkPNX9QVVfANT2h7y8PAwdOhSzZs264/bKK6+YXBdQvKZuaGgoevbsiStXriAoKAjBwcEAAH9/fwQFBZm9Lry1tTV69uyJH374AadOncKoUaOwdOlSNGzY0Kz1iFX2B5V9AVDbH1T3hftlP+l+6guqP0MTWZTqHkGnytOkSRNZu3atdvrQoUNG6yVu27bNrFnE586dk+DgYHn88cfl5ZdfFgcHB2ndurU8++yz8vjjj4utra388MMPJmVdv35devfuLdbW1qLT6SQ6Otpo1uj69etlyZIlJtcmItK4cWNZunRpqfMLCgqkW7duUrduXbO+Qe7UqZN0795d3N3dS8322r17t1mz1wMCAmTbtm0iUvw46nQ6o8dqy5YtEhAQYFLWF198IbNnzy6zPTMz02h9cVPdvHlTRowYIQ0aNBArKytlM7Ar6vnnn5egoCBZvny50VqnWVlZsnz5cgkODpbRo0ebnFe/fn2jGdeffvqp0c/WU1NTTZ79u3PnTnF1dZXJkyfLnDlzxMvLS9544w35+uuv5a233hI3Nzezfi7avXt36dmzp9y4cUPy8/Nl7NixEhoaqrXv3r3b5NpeeOGFMn8Wlp2dLZGRkSb3g5iYGGnTpo22ffnll0btU6ZMkZiYGJOyRIqfm+3btxcnJyeJi4uTa9euyejRo7XZcA0aNNBmqJiiTZs25T7OaWlpZv0kXkTk119/lUaNGsnw4cMlJyenwrPsbv8Z5Z0cO3bMaEmnu5kxY4b4+fkZzSzU6XTi5+dn1nNNROTtt9+WRYsWldn+2muvSY8ePUzK+v3338XT01MGDRokU6ZMEScnJxkwYIBMmzZNBg0aJHZ2dpKcnGxybYMHD5aYmBg5fPiwnDx5UltXvsSWLVskMDDQ5LywsLA7vi9dv35doqKi5OGHHzbrfWHEiBHy0ksviY+PT6mZkqmpqeLl5WVybQMGDJDIyEj56quv5KmnnpK4uDh59NFH5fDhw3LkyBGJiYkx+SeeHTp0kClTppTZXpG+UMJgMMj06dO1NTZVzcC+F6r6g8q+IKK2P6juCyEhIUYzCEucO3dOHnjgAWnfvr3ZM7CnTZsms2fPFj8/P9m6datR+4EDB8Td3d2krK5du8qTTz4p27dvl+HDh0vz5s2lc+fOcuPGDcnJyZGnn35aOnbsaHJt98t7Q//+/aVZs2Z3nGm3f/9+iYiIkGeeecbk2urWrWv0S8YJEybI5cuXtdNpaWkmv8atWbNGPDw8JDk5WZKTkyU4OFj+7//+T3bs2CHz5s2TwMBAs47v0b59e6MlG95//32jX1rs37/frNdflf1BZV8QUdsfoqOjy12CztxlE0r897//lYCAAJk+fbr2K19z+8Pd+sJPP/0k/fv3NzlPZX9Q2RdE1PYH1X3hftlPup/6gurP0ESWhAPYNdjcuXNlzZo1ZbZPmjRJEhMTzcq8evWqTJgwQRo1aiT29vZia2srQUFB0r9/f9m7d6/ZNd66dcusgzmUZ/z48WWuH1ZQUCBdunQx+QNLQkKC0bZ48WKj9nHjxklcXJzJtY0aNUoaNGggU6dOlZYtW8rgwYMlPDxc1q5dK+vWrZPGjRvL0KFDTc6rTN9//72MHTu2QgMOGRkZ2nqd9yo3N1eee+457UA49vb2Ym9vL3q9XmxtbWXkyJGSm5trct6IESNKDcDe7r333pNOnTqZnLdz50559NFHS/1cv06dOiavV13ixIkTUr9+fbG2thYbGxtxc3PTDpgqUrzEjKlrxl25cqXUUh8iov1fsrOzZcuWLWbVV1bWiRMn5MyZM/eUVZLz9y/YTHG/fJlzu5MnT8rOnTtl586dpZaKUSUnJ8esvnX8+HHp27evODs7a/3AxsZGoqOjZcWKFWbd9sWLF7V+pdfrJSgoyOjD6HfffScfffSRyXmjR4++L77QWb58uSxcuLDM9itXrkhKSorJtd3Jvn375MMPP9SOK2EJKrs/mNsXRIr7Q58+fe65P9zeF0oOxJSamqq1m9sXEhMTy9zPOHv2rISGhpr14T0oKMjoAJ+zZs0yav/www/l0UcfNSnrjz/+kAYNGohOp5OGDRvK2bNnpUuXLmJtbS3W1tbi7e1tdN/v5n55b7hy5Yp07NhRdDqdeHh4SHh4uISHh4uHh4fo9XqJj4+Xq1evmpzXpUuXcvdfPv74Y2nbtq3JeUuXLpWAgIBSyxvZ29vL2LFjzVrfNTU1VTw8PMTX11fq1q0rtra2Rl8+ffzxx9qxQ0yhsj+o7AsiavvDtGnTyn2unz59WhISEkyu7XaZmZkSHx8vjz32mNLlpSpKZX9Q3RdE1PUH1X3hfpn4cj/1BdWfoYksiU7EjLUGiCxYYWEhbt68afSzqr+3nzt3zuyf89xJTk4OrKysYG9vb/LlX3rpJezatQvR0dGYM2cOPvroI7z++usoKChATEwMFi9eDB8fn3uurabJzs5Gamqq9vN1X19fRERElPl/rqj09HTY29sb/XzcFJcuXcLJkydhMBjg5+en/XzMXDdv3sSOHTuQl5eHRx991KyfrZvC1tYWBw4cQMOGDS0qqzLyVFm9ejU2bdqESZMmmd03T506hbp165a5fEJNJCL4888/YTAY4OXlZdZP/v/u2LFjyMvLQ3h4OKytrSucc/XqVZw/fx4PPvjgHduvX7+O/fv3IyYmpsK3UeLkyZOwtbVFQEDAPefcvHnznu97TXbhwgXMnTsX27dvx4ULF6DX61GvXj1069YNCQkJsLKyqpas26nqDyV9oWHDhhWuBSh+TTpy5Ii2nNnfnT9/Hhs2bMDgwYMrfBu32717N+zs7NCsWTOTr3P58mV4enpqpzdu3Ihbt24hKirK6PzqtmrVKmzevNli3hsOHz6M3bt3G+0nRUVFITw8XNltAMU/ma9Vq5bR0ht3U1RUhP379xvtJ0VERMDZ2dns279w4QLWrFmDvLw8tG3bFo0aNTI7o0RV9oeK9AXgn9MfPvroI2zevBlz5swx6/1v69ataNWqlfL3uSNHjmDXrl2V2h8q0hcAdf1BZV/4J+4nnThxArdu3bK4/SRL6wtV9RmaqCpxAJvuG2fOnMHkyZMxb948i8nKzc1FQUGB2Tsut27dQmpqKjw8PErttOTm5mLJkiUYNGhQlWepziv5UFay43nkyBHMnj0beXl5GDBgANq2bWtyXarzSrKio6MRFhZmMbW9/PLLdzx/9uzZGDBggPah54MPPqjSrMrI+7ucnBwsWbIEx48fh5+fH/r161fhD3kqs+41b//+/XB3d9fWRV24cCE+++wznD59GkFBQRg9ejT69u1rci2q8yzZCy+8gN69e+Oxxx6zqKzKyFPt448/xi+//IJOnTqhb9++WLhwId577z0YDAb06NED7777rskftlRm7du3D7GxsQgNDYWDgwN27dqF/v37Iz8/H+vXr0ejRo2wbt06k95XVWaV+CcMrhMRERER/eNU5/RvoqpU0bWtKjtLpPhnS0OGDDHpskePHpWgoCDt51OPP/64nD9/Xms352jRKrNU561du1ZsbW3Fw8ND7O3tZe3ateLt7S2xsbHStm1bsbKyko0bN5pcm8o8S65Np9NJ06ZNjX7C16ZNG9HpdNKiRQtp06aNPPHEE1WeVRl5DRs21NYkPH36tAQHB4urq6u0aNFCPDw8xMfHx+RlBf6eFRQUVOEs1bU1adJEW1Lmyy+/FAcHB3nxxRdl7ty5MnbsWHFycpKkpCSTa1OZl5qaanQ/FixYINHR0RIQECCtWrUqd33hqsi7/WemM2bMkAsXLph1/crKqoy8OXPmyMCBA7XHaMGCBdKwYUMJCwuTSZMmmbVEz5QpU8TZ2Vl69uwpvr6+MmPGDPH09JSpU6fK9OnTxdvbW956660qzxIRadWqldHPgBcuXCiRkZEiUvwT8qZNm8qLL75Y5VkiInv37hVXV1eJiIiQ1q1bi5WVlQwcOFD69Okjbm5uEh0dbXTsharKKpGXlyeLFy+WsWPHSt++faVv374yduxYWbJkieTl5ZmVpTpPdW3lyczMlHfeecfisiqad+bMmTsux5efn19qPeaqzrPk2v766y/ZtGmT9l596dIlmTFjhrzzzjvy+++/V1tWZeT9XUhIiPzxxx/3nFMZeaqyDAaDbNq0Sb744gtZvXq15OfnW0SWpdV25swZuXTpknZ627Zt0r9/f2ndurU888wzsnPnzmrJUp3373//WzIyMsy6/arKU12biMjq1avlzTfflO3bt4uIyMaNGyU+Pl7i4uLk888/V3pbRFWJA9hUY3z//fflbrNmzTJ58FRllinMGRDv1q2bdO7cWS5duiTHjh2Tzp07S0hIiJw6dUpEzBskVpmlOi8qKkpef/11ERFZtGiRuLu7Gx3YaOLEidK+fXuTa1OZZ8m1vffeexISElJqwLsia7KpzKqMvNvXjHvmmWckOjparl27JiLFB5+JjY2Vfv36VXmW6jwHBwdtx7ZZs2byxRdfGLV//fXX0qhRI5NrU5lnyYPrIsX/h59++knGjBkjXl5eYmNjI126dJHVq1dLUVGRyTmqs1TnqR4krl+/vixbtkxEit+frKys5KuvvtLaly9fbnSg2arKEil+/p44cUI7XVRUJDY2NpKZmSkiIj/++KP4+/tXeZaIZQ+uHzt2TOrVqyf29vYSExMjvXv3lt69e0tMTIzY29tLaGioHDt2rFryVNd2N5Y8ocGcvPPnz0uLFi1Er9drX3DcPrhr7j6cyjxLrk1EZM+ePeLq6io6nU7c3d1l3759EhISIg0aNJD69euLg4ODyetMq8xSnTd79uw7blZWVjJp0iTttKlU5qmuLT4+XtvPunz5skRGRopOpxNvb2/R6/USHh4uf/75Z5VnWXptLVu2lNWrV4uIyMqVK0Wv10uXLl1kwoQJ0r17d7GxsdHaqzJLdZ5OpxMrKyuJjY2Vb7/99p6/GFWZp7q2zz77TKytrSUiIkJcXFxk4cKF4uzsLMOGDZMRI0aIg4OD2cdrIrIUHMCmGqNkNtvfD6p3+2bOUZRVZYmoHRD38fGRgwcPaqcNBoM899xzUrduXTlx4oRZO/Eqs1Tnubi4aB9YS47qfPvB3A4dOiS1a9c2uTaVeZZcm4jIL7/8Ig888IC88sor2kyMig4Sq8xSnXf7IHG9evVKHe18x44dEhgYWOVZqvM8PT1l3759IlLcx9LS0ozajx8/Lg4ODibXpjLPkgfXRYz/D/n5+bJ48WKJi4sTKysr8ff3l9dee83kgTGVWarzKmOQuOSLRxERGxsbo4PDZmRkSK1atao8S6T4gGklM4pEige2dDqd3Lx5U0RE0tPTxd7evsqzRCx7cD02Nla6du0qWVlZpdqysrKka9euZR4Iu7LzVNd24MCBcrfFixebvC+iMkt13qBBgyQyMlL27t0rGzZskIiICGnevLl2oNXMzEyTD16uOs+SaxMpfs4NGzZMsrOz5f3335eAgAAZNmyY1j5kyBDp1q1blWepztPpdBIQEGB0kMng4GDtoOPBwcESEhJicm0q8yqjtpL31JEjR0qjRo20X3SdOXNGIiIi5LnnnqvyLEuvzdHRUbt+ZGSkzJgxw6h9zpw50qxZsyrPUp2n0+kkOTlZunbtKjY2NuLp6SljxoyRQ4cOmVxPZeWprq1Ro0ba/vOmTZvE3t5ePvnkE609OTlZGjZsWKFsourGAWyqMfz9/WXlypVltv/6668mfyhQmSWidkDc2dn5jj8fHDVqlAQEBMi2bduqJUt1nouLi9GRpZ2cnIw+zGdkZJg1sKAyz5JrK3H9+nUZNGiQNGnSRA4dOiQ2NjYVHnRWmaUyT6fTabNM/P39S+3omfO4qcxSnTdgwABJTEwUEZFevXrJG2+8YdQ+ffp0ady4scm1qcyz5MF1kbKP7H7q1CmZPHmyBAUFmfXFpqos1XmqB4lDQkJk7dq1IiLyxx9/iF6vlyVLlmjtP/zwgwQHB1d5lojImDFj5KGHHpK1a9fKpk2b5IknnpA2bdpo7evWrZP69etXeZaI5Q+ul/dh+ODBg2b1LZV5qmsrb5+r5HwVExrMzVKd5+/vL3v27NFO5+bmylNPPSVNmzaVy5cvmz0JQWWeJdcmIuLu7q7tr+bn54terzfKT01NlTp16lR5luq8ESNGSNOmTUvtm1d04oDKPNW13f6eGhYWJt9//71R+08//WTW4LqqLEuvzdXVVQ4cOCAixftdJX+XOH78uMn7DyqzVOfd/rhdvHhRZs6cKeHh4aLX66VFixbyxRdfmLUsl8o81bXdaZ/w9vfY9PR0s/4PRJaEA9hUYzz11FPy5ptvltmelpZm8uwMlVkiagfEW7RoIQsWLLhj26hRo8TNza1aslTnNWnSRBv0ECmehXz7Gq7btm0zawdNZZ4l1/Z3ixYtktq1a4ter7+nQWfVWSrydDqdNG7cWJo1ayZOTk6ydOlSo/atW7ea/CFPZZbqvHPnzklwcLA8/vjj8vLLL4uDg4O0bt1ann32WXn88cfF1tZWfvjhB5NrU5lnyYPrImUPEpcwGAylZsdXRZbqPNWDxG+88YZ4e3vLsGHDJCQkRCZOnCh169aVuXPnymeffSaBgYHy0ksvVXmWSPEXYL179xZra2vR6XQSHR1ttG76+vXrje57VWWJWPbgup+fX7k/tV61apX4+flVS57q2jw9PSUpKUkyMjLuuP3www8m74uozFKd5+joWGqt4IKCAunWrZs0adJEDh48aFZtKvMsubaSvPT0dO303ycOnDp1yuQviFRmVUbe8uXLJTAwUObMmaOddy+/pFOZpzLr9okDPj4+Rl/iihR/kWtnZ1flWZZeW5cuXWTixIkiIhIXF1dq2ZYvv/xSGjRoUOVZqvPK2ufatm2bDB48WBwdHcXR0dHk2lTmqa6tZNKYSPE+v06nM9qv37JliwQEBJicR2RJOIBNNca2bduMBgH/7saNG7Jly5YqzxJROyA+ffp0iY+PL7N95MiR1ZKlOm/u3LmyZs2aMtsnTZqkDXRVdZ4l13YnZ86ckZUrV8qNGzcqnFEZWfea9/bbbxtt69atM2p/9dVXpW/fvlWeVRl5V69elQkTJkijRo3E3t5ebG1tJSgoSPr37y979+41OUd1niUProuIBAcHy19//WXy5asqS3We6kHioqIimTZtmjz55JMyffp0MRgMsmjRIgkMDBRPT09JSEgwuc+qzLrdrVu37ngwt4pQlWXJg+tvvvmmuLu7ywcffCAHDhyQzMxMyczMlAMHDsgHH3wgHh4eMnny5GrJU11bhw4dZMqUKWW2m7PPpTJLdV7jxo1LfTkq8v8P7NatW9esQV2VeZZcm4hIeHi40fE41qxZo/26QURk9+7dJg/wqMyqjDwRkbNnz0rbtm2lY8eOcuHChXsawFadpypLp9NJp06dpHv37uLu7l7qS7Hdu3ebvByfyixLr+33338XT09PGTRokEyZMkWcnJxkwIABMm3aNBk0aJDY2dlJcnJylWepztPr9eVOGsjKyiq1bF1V5amubdSoUdKgQQOZOnWqtGzZUgYPHizh4eGydu1aWbdunTRu3FiGDh1qch6RJeEANlEVUD0gTkRkKSx1cP1+UlmDxFQxlji4LiIyY8YM8fPz05apKFmyws/PT2bOnFmteSqzli9fLgsXLiyz/cqVK5KSklLlWarzxo8fX+ba4AUFBdKlSxezBtdV5llybSLFXzIvWrSozPbXXntNevToUeVZlZFXwmAwyPTp08XX11esrKzu+Zd0KvNUZCUkJBhtixcvNmofN26cxMXFVXmWpdcmUrwUR9++fcXZ2Vlb0sjGxkaio6NlxYoV1ZalMu9uv3ozl8o81bXduHFDnn32WXnooYdk+PDhkpeXJ++//77Y2tqKTqeTNm3aKL09oqqkExEBERERERHVeOnp6cjMzAQA+Pr6IiQkxGLyVNdWkxUWFuLmzZtwcXEps/3cuXMICgqq8jxLrs0UN2/ehJWVFezs7CwqS0Veamoqtm/fjkGDBsHd3f2e61GZp7q22+Xk5MDKygr29vYWlaU6716yRAR//vknDAYDvLy8YGNjU+E6VGZVRt79KDc3FwUFBXB2dq7uUogqTF/dBRARERERUdUICQlBVFQUoqKitAHiM2fOYOjQodWep7q2O1GZV521WVtblzmgCwAXLlzAO++8Y/Jtq8yz5NpMcfnyZYwcOdLislTkRUREYMyYMXB3d1fy/FWZp7q22125cgXPP/+8xWWpzruXLJ1Oh9q1a8PPz08bIK7o/0FlVmXk/d398D5jb28PZ2dn5feVqCpxBjYRERER0X3swIEDeOSRR1BUVGRxeayt+rNU51lybarzWFv1Z6nOY23Vn6U6j7UR/TNYV3cBRERERERUeVatWlVu+8mTJ6stj7VVLI+1WUYea6tYHmurWB5rq1gea6t4HpEl4QxsIiIiIqIaTK/XQ6fTobzdfp1OZ/KMLJV5rI21/ZPzWBtrY22srabWRmRpuAY2EREREVEN5ufnh+XLl8NgMNxx279/f7XlsTbW9k/OY22sjbWxtppaG5Gl4QA2EREREVENFhERgdTU1DLb7zZbqzLzWBtr+yfnsTbWxtpYW02tjcjScA1sIiIiIqIabNy4ccjJySmzPTQ0FJs3b66WPNbG2v7JeayNtbE21lZTayOyNFwDm4iIiIiIiIiIiIgsEpcQISIiIiIiIiIiIiKLxAFsIiIiIiIiIiIiIrJIHMAmIiIiIiIiIiIiIovEAWwiIiIiIiIiIiIiskgcwCYiIiIiZbZs2QKdTodr167dsT0jIwM6nQ5paWmVWodOp8PKlStNvvzbb7+Npk2bmn07GzduRMOGDVFUVKQ8u6ImTpyIF154ocpuj4iIiIioMnEAm4iIiOg+kpCQgG7dulV3GTXG+PHj8cYbb8DKyqq6S9G8+uqrmD9/Pk6ePFndpRARERER3TMOYBMRERERVcD27dtx4sQJ9OzZs7pLMeLl5YW4uDjMnTu3ukshIiIiIrpnHMAmIiIiIs3WrVvRsmVL2NnZwc/PDxMnTkRhYaHWnpeXhxdffBE+Pj6wt7dH69atsXfv3jLzbt68ifj4eLRq1cpoWZEjR44gOjoa9vb2eOihh7B161atraioCImJiQgJCYGDgwPCwsIwe/bsUtnz5s3Dgw8+qNU6evToMuuYPHky/Pz8cPDgQZMehxMnTqBevXoYPXo0ROSOl/n222/Rvn172NvbG50/Y8YM1K5dG87OzkhMTERubq5R+969e9G+fXt4eXnB1dUVMTEx2L9/v9Y+dOhQPPnkk0bXKSgogI+PD5KSkgAAS5cuRePGjeHg4ABPT0/ExsYiJydHu/xTTz2Fb7/91qT7SkRERERkyTiATUREREQAgHPnzqFTp05o0aIFDhw4gLlz5yIpKQlTp07VLjN+/HgsW7YM8+fPx/79+xEaGoq4uDhcuXKlVN61a9fQvn17GAwGbNiwAW5ublrbuHHj8Morr+DXX39FVFQUnnrqKVy+fBkAYDAYEBAQgO+++w6///473nrrLbz22mtYsmSJdv25c+di1KhRGD58OA4dOoRVq1YhNDS0VA0ighdeeAELFizAzz//jCZNmtz1cTh48CBat26N/v374+OPP4ZOp7vj5X7++Wc0b97c6LwlS5bg7bffxvTp07Fv3z74+fnh008/NbrM9evXMXjwYGzfvh27d+9GgwYN0KlTJ1y/fh0AMGzYMKxbtw4XLlzQrrNmzRrcvHkTffr0wYULF9CvXz8MHToUhw8fxpYtW9CjRw+jgfaWLVvi7NmzyMjIuOv9JSIiIiKyZDopa0oJEREREdU4CQkJuHbt2h0PcPj6669j2bJlOHz4sDZo++mnn2LChAnIysrCrVu34O7ujpSUFPTv3x9A8czg4OBgjB07FuPGjcOWLVvwxBNP4PDhw+jTpw8aNGiAb775Bra2tgCKD+IYEhKCGTNmYMKECQCAwsJChISE4IUXXsD48ePvWPfo0aORmZmJpUuXAgDq1KmDIUOGGA2u306n0+G7777DihUr8Ouvv2LDhg2oU6dOmY/L22+/jZUrV+LTTz/Fk08+iddffx2vvPJKuY+lm5sb5syZg4EDB2rnRUdHo1mzZvjkk0+08x599FHk5uaWeeBKg8EANzc3fPPNN9rM6wcffBCDBw/WHo8uXbrA09MTycnJ2L9/PyIiIpCRkYGgoKA7ZmZnZ8PV1RVbtmxBTExMufeDiIiIiMiScQY2EREREQEADh8+jKioKKMZx61atcKNGzdw9uxZnDhxAgUFBWjVqpXWbmNjg5YtW+Lw4cNGWe3bt0doaCgWL16sDV7fLioqSvvb2toazZs3N8r45JNPEBERAW9vbzg5OeGLL77A6dOnAQB//vknzp8/j3bt2pV7f1566SXs2bMH27ZtK3fwusTp06fRvn17vPXWW3cdvAaAW7dulVo+5PDhw4iMjCzzvgLAxYsX8eyzz6JBgwZwdXWFi4sLbty4od0/oHgWdnJysnb5tWvXYujQoQCAhx9+GO3atUPjxo3Rq1cvfPnll7h69arRbTg4OAAoXsKFiIiIiOifjAPYRERERKRc586dsW3bNvz+++9mX/fbb7/Fq6++isTERPz4449IS0vDkCFDkJ+fD+D/H5y9m/bt2+PcuXNYv369SZf39vZGy5YtsWjRImRnZ9/18l5eXqUGjk0xePBgpKWlYfbs2di5cyfS0tLg6emp3T8AGDRoEE6ePIldu3bhq6++QkhICB577DEAgJWVFTZs2IC1a9eiUaNGmDNnDsLCwpCenq5dv2RJF29vb7PrIyIiIiKyJBzAJiIiIiIAQMOGDbFr1y6jtZR37NgBZ2dnBAQEoH79+rC1tcWOHTu09oKCAuzduxeNGjUyypoxYwYGDx6Mdu3a3XEQe/fu3drfhYWFSE1NRcOGDbXbjI6OxvPPP49mzZohNDQUJ06c0C7v7OyM4OBgbNy4sdz706VLF3zzzTcYNmyYSQc0dHBwwJo1a2Bvb4+4uDhtTeqyNGvWrNR9a9iwIfbs2VPmfS25fy+++CI6deqkHYTyr7/+MrqMp6cnunXrhuTkZKSkpGDIkCFG7TqdDq1atcI777yDX3/9Fba2tlixYoXW/r///Q82NjZ48MEH73q/iYiIiIgsmXV1F0BEREREVSsrK6vUesyenp54/vnn8eGHH+KFF17A6NGjcfToUUyePBkvv/wy9Ho9HB0dMXLkSIwbNw4eHh6oW7cu/vWvf+HmzZtITEwsdTv//ve/UVRUhLZt22LLli0IDw/X2j755BM0aNAADRs2xKxZs3D16lVtiYwGDRpgwYIFWL9+PUJCQrBw4ULs3bsXISEh2vXffvttPPfcc/Dx8UF8fDyuX7+OHTt24IUXXjCqoXv37li4cCEGDhwIa2trPP300+U+No6Ojvjhhx8QHx+P+Ph4rFu3Dk5OTne8bFxcHObPn2903pgxY5CQkIDmzZujVatW+Prrr/Hbb7+hXr162mUaNGiAhQsXonnz5sjOzsa4cePuOKt82LBhePLJJ1FUVITBgwdr5+/ZswcbN25Ehw4d4OPjgz179uDSpUvaFwBA8QEmH3vsMZNnqxMRERERWSoOYBMRERHdZ7Zs2YJmzZoZnZeYmIj/+7//w3//+1+MGzcODz/8MDw8PJCYmIg33nhDu9yMGTNgMBgwcOBAXL9+Hc2bN8f69evh7u5+x9uaNWuW0SB2yXrYM2bMwIwZM5CWlobQ0FCsWrUKXl5eAIARI0bg119/RZ8+faDT6dCvXz88//zzWLt2rZY7ePBg5ObmYtasWXj11Vfh5eVV5uD0008/rdWs1+vRo0ePch8fJycnrF27FnFxcejcuTP++9//wtHRsdTlnnnmGYwfPx5Hjx5FWFgYAKBPnz44ceIExo8fj9zcXPTs2RMjR440WsYkKSkJw4cPxyOPPILAwEBMnz4dr776aqn82NhY+Pn54cEHH4S/v792vouLC7Zt24YPP/wQ2dnZCAoKwn/+8x/Ex8drl/n222/x9ttvl3s/iYiIiIj+CXRy+29EiYiIiIjIZOPGjUN2djY+//xz5dk3btxAnTp1kJycfNdB99utXbsWr7zyCg4ePAhra85XISIiIqJ/Nq6BTURERERUQa+//jqCgoJgMBiUZRoMBvz555+YMmUK3Nzc0KVLF7Oun5OTg+TkZA5eExEREVGNwBnYREREREQWJCMjAyEhIQgICEBKSgratWtX3SUREREREVUbDmATERERERERERERkUXiEiJEREREREREREREZJE4gE1EREREREREREREFokD2ERERERERERERERkkTiATUREREREREREREQWiQPYRERERERERERERGSROIBNRERERERERERERBaJA9hEREREREREREREZJE4gE1EREREREREREREFokD2ERERERERERERERkkf4/tyksWkco0XYAAAAASUVORK5CYII=", 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FfPPNN/jyyy+tLvPrr7/i0qVL+P7774vuiMGA4cOH49NPP8UXX3wBJycn9OnTx+aaGjdujOTkZKvzCgsLsW/fPjRq1KjM62mahsjISGRlZd3wNt599114eHggPj7e5vqu5+zsDA8PD6sTERERERERERERUU3hUJ03vnr1aly6dAlJSUklZjf37t0bc+bMQU5ODnx9fdGvX78SS2506dIFc+bMwX333QcAGD58OF577TU8//zzePDBB+Hi4lLiNnNzc5Genm51noODA/z8/AAATz/9NJKSkhAZGYlOnTohKysLM2fOxKVLlzBy5EgAwN69ezF58mQMHjwYTZs2hZOTE3788UfMnTsXEydOtMq+fPky0tPTkZubiz///BMff/wxVqxYgQULFsDLy+umHj8iIiIiIiIiIiKqAiIAKmG2NGdg31C1DmDPmTMH8fHxJQavgaIB7P/85z9ITk7G6NGjS10vunfv3hg8eDD+/vtv+Pn5ITg4GPHx8fj+++8xYsSIUm9z7dq1CAgIsDqvcePGOHToEADgwQcfhIjgnXfewXPPPYdatWohKioKW7ZsQZ06dQAAgYGBCA0NxauvvorU1FRommb5/6mnnrLKLj6IpMlkQv369dGuXTv88ssvuPPOO21/wIiIiIiIiIiIiIhuIdU6gL1q1aoy29q0aWM52GFZ+vXrh379+lmdt27dujIvP3/+fMyfP/+GdQ0cOBADBw4ss93Pzw8zZsy4Yc6N6ld1HSIiIiIiIiIiIqpEZjOgmdXnSiVk1jDVfhBHIiIiIiIiIiIiIqLSVOsMbCIiIiIiIiIiIiK7xzWwqw0HsImIiIiIiIiIiIjKIWYzpBKWEBEuIXJDXEKEiIiIiIiIiIiIiOwSZ2ATERERERERERERlYdLiFQbzsAmIiIiIiIiIiIiIrvEGdhERERERERERERE5TELoHEGdnXgDGwiIiIiIiIiIiIiskucgU1ERERERERERERUHhEA5krKpfJwBjYRERERERERERER2SXOwCYiIiIiIiIiIiIqh5gFUglrYAtnYN8QZ2ATERERERERERERkV3iDGwiIiIiIiIiIiKi8ogZlbMGdiVk1jAcwCYiIiIiIiIiIiIqB5cQqT5cQoSIiIiIiIiIiIiI7BJnYBMRERERERERERGVh0uIVBsOYNcgxT85MF/LUROoqYkpVpidqzYvV9H9BFCYp/bnGuZr6t58zNnq7icAmK8VKsvSCtS+yRY6qXuNmHNUP2556rJyFL/eFD4N5mv56sIAmHPUvd7MDmoft8I8tW9yhbnq8lT2UwAoyFf32BXmqf3xVqGoe9xUPgcAoBUojVOqUOEmVfU2UOXzoLo2pX0hV21fMDsq3jYo3H8wFyj+0Wa+urzCXLXvl+YcdRtVTW1pEIVPQ2GO2ufUoPA9qSBf7Zuvyu1WQb7aJ7VQ4X6Syu0CAGiq338L1L0nqXwvB9T2LbPiD9EFBer6g7FQ7eejgnyjsqzCXHVZgNp9aVH9GSRX3TCc2aimtuLPzlzG4sYKkA9UwsNUALWfw2siTfgKrTFOnTqFoKCg6i6DiIiIiIiIiIj+RU6ePInAwMDqLsMu5eTkICwsDOnp6ZV2G3Xr1kVKSgpMJlOl3ca/GQewaxCz2YwzZ87A3d0dmlb6N7+ZmZkICgrCyZMn4eHhcdO3qTLPnmtTncfaqj+LtdlHHmur/izWVjPzWFv1Z7E2+8hjbdWfxdpqZh5rq/4s1mYfeTWhNhHBlStXUK9ePRgMPFReWXJycpCXp+6X2f/k5OTEwetycAmRGsRgMOj+tszDw0PJm2tl5NlzbarzWFv1Z6nOY23Vn6U6j7VVf5bqPHuuTXUea6v+LNV5rK36s1Tnsbbqz1KdZ8+1qc5jbdWfpTqPtVV/luo8PVmenp5KbqsmM5lMHGCuRvxqhYiIiIiIiIiIiIjsEgewiYiIiIiIiIiIiMgucQD7FuPs7IzJkyfD2dnZ7vLsuTbVeayt+rNU57G26s9Sncfaqj9LdZ4916Y6j7VVf5bqPNZW/Vmq81hb9WepzrPn2lTnsbbqz1Kdx9qqP0t1nuraiKoTD+JIRERERERERERERHaJM7CJiIiIiIiIiIiIyC5xAJuIiIiIiIiIiIiI7BIHsImIiIiIiIiIiIjILnEAm4iIiIiIiIiIiIjsEgewiYiIiIiIiIiIiMguOVR3AXTrSktLw6xZs7B161akpaXBYDCgQYMG6NmzJ4YNGwaj0VjdJf4rXbp0CatWrcKQIUMqnNGhQwfMmzcPISEhNl3v66+/RmJiImrVqlXh2yY1zGYzDIaS31GazWacOnUKwcHBFcpNSUnB0aNHERAQgNtvv93m6+/btw/Jyclo3749GjRogN9//x0ffPABzGYzevXqhYSEhArVVdPl5eVhxYoV2L59O9LT0wEAdevWRWxsLHr06AEnJyeb8i5cuID9+/fjjjvugI+PD/7++2/MmTMHubm56Nu3L5o0aVIZd4P+5Ro0aIB169YhIiJC93X+97//oU+fPjZvT8qjsj+wLxARERER2T9NRKS6i6DKc/DgQezYsQMxMTGIjIzEoUOHMGPGDOTm5mLQoEHo0KGD7qw9e/bA29sbYWFhAICFCxfio48+wl9//YWQkBCMHTsWAwYM0JW1e/duxMfHIzw8HC4uLti+fTsGDhyIvLw8rFu3Dk2bNsXatWvh7u5u830+deoUvLy84ObmZnV+fn4+tm/fjnvuucfmTBHB5s2bLQN3CQkJcHR0tDmnKuzbtw933nknCgsLb3jZlStXlnr+Aw88gBkzZiAoKAgA0L17d123bTAY4O7ujv79+yMpKQnR0dH6Cy/DL7/8UmKQIiYmBm3atLE5S0SQmpqKoKAgODg4IC8vD8uXL0dubi66dOkCPz8/XTm5ubkwGAyW18CxY8cwd+5cS19ISkqy9BNbbNy4scQXOt27d7dpsCgzMxMjR47EqlWr4OHhgVGjRmHy5MmWL4TOnj2LevXq6Xp9PPbYY/jPf/4DNzc3XLt2DYMHD8by5cshItA0DXFxcVi5cmWJvlaWZcuWoV+/fvDy8kJubi6WL1+Ovn37olWrVjAajfjhhx+wYMECDBw4UPf9LU9N+TLn6NGjSEhIwJkzZxAdHY06deoAKHoud+7cicDAQKxZswbh4eG68n755Rd07twZmZmZ8PLywvr169G3b184ODjAbDbjzJkz2Lp1K+68884bZp06dQomk8nSd3766Ser7cKYMWMQExNj0/29du0aFi1aVOqXmx07drQpq9it/oXO2bNn8fHHH+Pll1/Wdfn33nuv1POffvppTJgwAXXr1gUAPPHEEzfMMhgMMBgMuPfeezFy5Ej06tXL5i9crqeyP6jsC4D6/lAZfaEy5efnIzU1Ff7+/vD09LTpuufOncNvv/2GqKgoeHp64uzZs/j0009hNpvRtWtXNGvWTFmdNWXbUCw9PR07d+602k+Kjo629FNbFRYWWk0i2blzJ3JzcxETE1Phfd/Lly/jq6++svSFvn372vwaAYDjx4+X6A+dOnWCh4dHheqqLDfTF4Cq6w9ZWVlITk6u0Gej6w0fPhxvvPEG6tWrp/s6ycnJiIqKuqnbLY3K/lAZfQFQ0x9U94VbfT+pJvYFlZ+hieyGUI21Zs0acXJyEh8fHzGZTLJmzRqpXbu2xMfHS4cOHcRoNMqGDRt05zVv3lzWr18vIiKzZ88WFxcXeeKJJ2TWrFkybtw4cXNzkzlz5ujKatu2rbzyyiuW/xcuXCjR0dEiInLx4kVp0aKFPPHEEzbcW5EzZ85I69atxWAwiNFolMGDB8uVK1cs7enp6WIwGHRlJSYmyuXLl0VE5MKFCxIdHS2apknt2rXFYDBIZGSknDt3zqb6Vq1aJS+99JJs3bpVREQ2bNggiYmJkpCQIB9//LHunIyMjHJPP/30k+77qWmaGAwG0TStzJPerOK81157TVq2bCmapsltt90m06dPl7///lt3RrGzZ89Ku3btRNM0CQkJkTZt2kibNm0kJCRENE2Tdu3aydmzZ3XnHTp0SEJCQsRgMEh4eLgcP35coqKixNXVVWrVqiV+fn7y559/6sqKi4uTr776SkREtm7dKs7OztK8eXPp37+/tGzZUmrVqiXbtm2z6b62adNGDAaDODg4iMFgkKioKKlbt64YjUYZP3687qwnnnhCGjVqJF999ZXMnj1bQkJCpGvXrpKbmysiRf1A0zRdWQaDwfIYT5o0SQIDA2Xjxo2SlZUlW7dulYYNG8pzzz2nu7Y777xTXn/9dRERWbRokXh5eclrr71maf/vf/8rLVq00J13I3v37tX9+v3mm29KPRmNRnn//fct/+ulaZp4eHjIww8/LDt27KjoXRARkfj4eOnRo4dkZGSUaMvIyJAePXpI586dbcobOXKkZGZmyttvvy2BgYEycuRIS/vw4cOlZ8+eurLatGkjq1atEhGRFStWiMFgkO7du8vEiROlV69e4ujoaGnX48iRIxISEiL+/v4SFBQkmqZJ165dJTo6WoxGo/Tt21fy8/N152VkZEjfvn3FZDKJv7+/vPTSS1JQUGBpt2W7MHr0aMs2JTs7W3r37m15/zQYDHLvvfdabXNu5Ouvvxaj0Si+vr7i5uYm69evFy8vL4mPj5eEhAQxGo3y+eef684rjy19QaTo9RsYGCihoaFWJ03TpH79+hIaGiphYWG6s+bNmyc9evQQR0dH8fX1lSeffFIOHDhQofuisj+o7AsiavuD6r6Ql5cn48ePl4YNG0rr1q1L7K/Z0hdERN566y3Jzs4WEZGCggJ55plnxMnJybIdGz58uOTl5enK2rRpk7i6uoqmaVK3bl3Zu3evBAYGSkREhDRu3FicnZ1l3bp1umu7kZqybbh69ao89NBDYjQaxcHBQfz9/cXf318cHBzEaDTKoEGDJCsrS3femTNnpG3btmI0GuWee+6RixcvSteuXS37g40aNZIzZ87oyurVq5dlP+m3334TPz8/qV27tkRHR0udOnWkbt268scff9h0X/v06WO1b1q8j+Tm5ibvv/++7iwRtf1BZV8Qqdr+YOu2Yd++faWeHB0dZfny5Zb/9dA0TRo2bChvvPGGnD59uqJ3wUJlf1DZF0TU9gfVfYH7SUVqUl9Q/RmayJ5wALsGi4mJkRdeeEFEigaLvL295fnnn7e0P/fcc9KpUyfdeS4uLpKamioiIi1btpRPPvnEqv3zzz+Xpk2b6s46duyY5f/CwkJxdHSU9PR0ERH5/vvvpV69erprExEZMmSIREdHy65du2T9+vUSFRUlrVq1kosXL4qIbQN3mqZZ3thHjx4tTZs2lePHj4uIyMmTJyUqKkoeffRR3bV99NFH4uDgIFFRUeLh4SELFy4Ud3d3GTlypIwaNUpcXFzk3Xff1V2bwWAo82TLoPN9990nXbt2LbERc3BwkN9//133/bu+tuKs3bt3y+jRo8XLy0ucnZ2lb9++8v333+vO6t27t8TExMihQ4dKtB06dEhiY2OlT58+uvN69Ogh3bt3l/3798u4ceOkSZMm0qNHD8nLy5OcnBzp1q2bDBo0SFeWh4eHZbA7Li5OnnrqKav2F198Udq2bau7tv79+0vPnj0lIyNDcnJyZOzYsTJkyBARKfqiw9fXV/frIzg4WDZt2mT5//z589KmTRvp3Lmz5OTk2LQjev3zefvtt8sXX3xh1f7NN99Io0aNdGWJiLi6ukpKSoqIiJjNZnF0dJT9+/db2o8dOyZubm66826VL3NcXFzKHezbv3+/uLi46M7z9va2fFDKy8sTg8EgO3futLQnJydL/fr1dWW5urpa3hujo6Nl2rRpVu0zZ86Uli1b6q4tMTFRRo0aJWazWUREpk2bJomJiSIi8ueff0poaKhMnjxZd96t8oVOWR+kik+LFy+26fU7atQoadGiRYkP1BXZNlz/PnL27Fl56623JDIyUgwGg7Ru3Vo++eQTyczM1J2nsj+o7AsiavuD6r4wefJkqVOnjrz99tvywgsviKenpzzyyCOWdlv6goh1f3j77bfF29tb5s6dK7///rt89tln4u/vL2+99ZaurHbt2smYMWPkypUr8vbbb0v9+vVlzJgxlvZnn31WYmNjddd2q2wbkpKSJCIiQtauXWs14FRQUCDr1q2TRo0aWX0hcyODBw+W2NhYWblypfTv319iY2Pl7rvvllOnTsmJEyekbdu2Vs9Leby9veXgwYMiUvRaHjhwoOV9Ny8vT5KSkmz64vWRRx6Rtm3byoEDB+TIkSPSp08fmTBhgmRlZcmcOXOkVq1aNg1kqewPKvuCiPr+UJ6KfLlZVn+w9TOIpmny8MMPWwaZu3btKsuXL7d6LdtCZX9Q2RdE1PYH1X3hVtlPupGa1BdUf4YmsiccwK7BPDw85MiRIyJSNEDs4OAge/bssbQfOHBA6tSpozvP19dXdu/eLSIi/v7+snfvXqv2o0eP6v7QGBISYpmJLFL0TbemaZYZDCkpKWIymXTXJiJSr149qw+exYOSLVq0kAsXLlR44K5x48YlZtf88MMPumefiYg0bdrUMuC/ceNGMZlM8sEHH1ja582bJ02aNNGV5eHhIW+99ZZs3ry51NPs2bNt2gC/8847EhQUZDUrTMUAdrFr167JggULpH379mIwGCQ0NFRXlpubm9Xr9Z92795t02Bn7dq15ddffxWRotkLmqbJTz/9ZGn/+eefJTg4WFeWq6urZUe0Tp06pfYFW2rz8PCQ3377zfL/1atXxdHR0TLDcOHChdK4cWNdWS4uLpYBlGKZmZkSExMjHTp0kOPHj9vUD4p/aeDn52dVo4hIamqqTQOndevWtbyHXLx4UTRNsxps/+WXX6Ru3bq6826VL3MCAgLKnbW5cuVKCQgI0J13/RcJIkV97fovFE+cOKH7/dfT09Myw8Tf37/EbJOjR49KrVq1dNdWq1Ytq19C5ObmiqOjo2VwZ8WKFbrfQ0RunS90VH6QKrZs2TIJCgqSmTNnWs672QHs623ZskWGDh0qrq6u4urqqjtPZX9Q2RdE1PYH1X0hPDzc6nE7cuSIhIeHy7Bhw8RsNts8A/v657Vly5Ylfkn22WefyW233aYry8PDQ44ePSoiIvn5+eLg4GDZXosUDdh7enraVNutsG3w8vKSn3/+ucz2rVu3ipeXl+68gIAA2b59u4gU/fpQ0zT54YcfLO0bNmyQBg0a6MpycXGxPKcBAQEl9ucOHz5s03Pq5+dn2X8QKdqHMJlMlhm177//vk0DWSr7g8q+IKK2P3h7e5d78vDwsKnf33HHHdK1a1c5ePCgpKamSmpqqqSkpIiDg4OsX7/ecp4exY9bfn6+LF26VLp06SJGo1Hq1KkjEyZMkMOHD+uuS0Rtf1DZF0TU9gfVfeFW2U+6lfqC6s/QRPak5EJHVKNomgagaA1Kk8lktb6Wu7s7MjIydGclJiZi1qxZAIC4uDgsXbrUqn3JkiW612Dt2bMnHn30UaxduxabNm3CQw89hLi4OLi4uAAADh8+jPr16+uuDQAyMjLg7e1t+d/Z2RnLli1DaGgo7r33Xpw7d86mvOLH7tKlS2jYsKFVW3h4OM6cOaM7KyUlxbJG17333ovCwkKrNbbat2+PEydO6MoqXoszLi6u1FPr1q0hNixt/9RTT2HlypWYOHEiRo0ahezsbN3X/afix+x6JpMJgwcPxqZNm3D48GHd6xs7OzsjMzOzzPYrV67A2dlZd21Xr16Fj48PAMDV1RWurq4ICAiwtAcFBeHs2bO6sqKjo7Fq1SoAQMOGDbFv3z6r9r1791puSw9nZ2erx85gMKCwsBAFBQUAgNjYWKSmpurKCg4OxsGDB63Oc3d3x/fff49r166hV69euusCgJdeeglPP/00DAZDidf8hQsX4OrqqjsrPj4eY8aMweeff46hQ4eic+fOmDRpEg4dOoTDhw9j/PjxaNeune48d3d3vPnmm9i4cWOpp08++UR31po1a9CxY0e0atUKq1ev1n09PaKiovDhhx8iLS0Ns2fPxvnz53HffffpXid95MiRGDJkCKZPn479+/fj7NmzOHv2LPbv34/p06dj2LBheOSRR3TXExQUhOPHj1v+//LLL636Qlpamu714OPi4rBo0SIAQMuWLbF582ar9k2bNtn0Xu7l5YUrV65Y/s/OzkZBQYFlzeTmzZsjLS1Nd9758+et1qj18/PDDz/8gCtXrqBLly42v98V99P09HQ0b97cqu2OO+7AyZMndWe5u7vjwoULAIrWwywoKLD8DxT1L73ry/v4+GD27NlISUkpcTp+/HiFXtO9evXC9u3bsXz5ciQmJlrWULRVadsFALj77rsxf/58nDlzBtOnT9edp7I/qOwLgNr+oLovnD592mr90fDwcGzevBnbtm3D4MGDdR0X4Z+Kn9u//voLsbGxVm2xsbFISUnRlePk5IScnBwARQfoNJvNlv+BorXAbVlv9lbZNpjN5nLXk3dycoLZbNZdz6VLlyyvTx8fH9SqVcvq/TM8PFz3a6558+bYuHEjgKJ1V/+5j3vixAnLPr8eBQUFVmv7urm5oaCgAFlZWQCAzp0749ChQ7rzVPcHVX0BUNsfcnNzMWLECEyfPr3U0zPPPKO7LqBoTd3w8HD07t0bFy9eREhICEJDQwEA9erVQ0hIiM3rwjs4OKB379749ttvceLECYwZMwZLly5FkyZNbFqPWGV/UNkXALX9QXVfuFX2k26lvqD6MzSRXanuEXSqPM2bN5c1a9ZY/j9w4IDVeolbtmyxaRbx6dOnJTQ0VO655x55+umnxcXFRdq1aycPP/yw3HPPPeLk5CTffvutrqwrV65Iv379xMHBQTRNk9jYWKtZo+vWrZMlS5bork1EpFmzZrJ06dIS5+fn50vPnj0lODjYpm+Qu3TpIr169RJvb+8Ss7127Nhh0+z1wMBA2bJli4gUPY6aplk9Vps3b5bAwEBdWZ988onMmDGjzPb09HSr9cX1ys7OllGjRklERIQYjUZlM7Ar6rHHHpOQkBBZtmyZ1VqnGRkZsmzZMgkNDZWxY8fqzmvYsKHVjOsPP/zQ6mfrycnJumf/btu2TTw9PWXy5Mkyc+ZM8fPzkxdffFE+//xzefnll8XLy8umn4v26tVLevfuLVevXpW8vDwZN26chIeHW9p37Nihu7bHH3+8zJ+FZWZmSnR0tO5+EBcXJ+3bt7ecZs+ebdU+ZcoUiYuL05UlUvTa7NSpk7i5uUlCQoJcvnxZxo4da5kNFxERYZmhokf79u3LfZz37t1r00/iRUR+/fVXadq0qTzyyCOSlZVV4Vl21/+MsjRHjhyxWtLpRqZNmyYBAQFWMws1TZOAgACbXmsiIq+88oosWrSozPbnn39eHnjgAV1Zf/zxh/j6+sqQIUNkypQp4ubmJoMGDZI33nhDhgwZIs7OzjJv3jzdtQ0dOlTi4uLk4MGDcvz4ccu68sU2b94sQUFBuvMaN25c6nbpypUrEhMTI3fccYdN24VRo0bJU089Jf7+/iVmSiYnJ4ufn5/u2gYNGiTR0dHy2WefSbdu3SQhIUHuuusuOXjwoBw6dEji4uJ0/8Szc+fOMmXKlDLbK9IXipnNZpk6dapljU1VM7Bvhqr+oLIviKjtD6r7QlhYmNUMwmKnT5+WRo0aSadOnWyegf3GG2/IjBkzJCAgQH788Uer9n379om3t7eurB49esj9998vW7dulUceeURatWolXbt2latXr0pWVpb06dNH7rvvPt213SrbhoEDB0rLli1LnWm3Z88eiYqKkoceekh3bcHBwVa/ZJw4caJcuHDB8v/evXt1v8etXr1afHx8ZN68eTJv3jwJDQ2V//u//5Off/5Z5s6dK0FBQTYd36NTp05WSza8/fbbVr+02LNnj03vvyr7g8q+IKK2P8TGxpa7BJ2tyyYU++677yQwMFCmTp1q+ZWvrf3hRn3hhx9+kIEDB+rOU9kfVPYFEbX9QXVfuFX2k26lvqD6MzSRPeEAdg02a9YsWb16dZntkyZNkqSkJJsyL126JBMnTpSmTZuKyWQSJycnCQkJkYEDB8quXbtsrvHatWs2HcyhPBMmTChz/bD8/Hzp3r277g8sw4YNszotXrzYqn38+PGSkJCgu7YxY8ZIRESEvP7669KmTRsZOnSoREZGypo1a2Tt2rXSrFkzGTFihO68yvTNN9/IuHHjKjTgkJqaalmv82bl5OTIo48+ajkQjslkEpPJJAaDQZycnGT06NGSk5OjO2/UqFElBmCv9+abb0qXLl10523btk3uuuuuEj/Xr1+/vu71qosdO3ZMGjZsKA4ODuLo6CheXl6WA6aKFC0xo3fNuIsXL5ZY6kNELM9LZmambN682ab6yso6duyYnDx58qayinP++QWbHrfKlznXO378uGzbtk22bdtWYqkYVbKysmzqW0ePHpUBAwaIu7u7pR84OjpKbGysLF++3KbbPnv2rKVfGQwGCQkJsfow+tVXX8l7772nO2/s2LG3xBc6y5Ytk4ULF5bZfvHiRZk/f77u2kqze/dueffddy3HlbAHld0fbO0LIkX9oX///jfdH67vC8UHYkpOTra029oXkpKSytzPOHXqlISHh9v04T0kJMTqAJ/Tp0+3an/33Xflrrvu0pX1559/SkREhGiaJk2aNJFTp05J9+7dxcHBQRwcHKR27dpW9/1GbpVtw8WLF+W+++4TTdPEx8dHIiMjJTIyUnx8fMRgMEhiYqJcunRJd1737t3L3X95//33pUOHDrrzli5dKoGBgSWWNzKZTDJu3Dib1ndNTk4WHx8fqVu3rgQHB4uTk5PVl0/vv/++5dgheqjsDyr7goja/vDGG2+U+1r/66+/ZNiwYbpru156erokJibK3XffrXR5qYpS2R9U9wURdf1BdV+4VSa+3Ep9QfVnaCJ7oonYsNYAkR0rKChAdna21c+q/tl++vRpm3/OU5qsrCwYjUaYTCbdl3/qqaewfft2xMbGYubMmXjvvffwwgsvID8/H3FxcVi8eDH8/f1vuraaJjMzE8nJyZafr9etWxdRUVFlPs8VlZKSApPJZPXzcT3Onz+P48ePw2w2IyAgwPLzMVtlZ2fj559/Rm5uLu666y6bfrauh5OTE/bt24cmTZrYVVZl5KmyatUqbNy4EZMmTbK5b544cQLBwcFlLp9QE4kIzp07B7PZDD8/P5t+8v9PR44cQW5uLiIjI+Hg4FDhnEuXLuHMmTO47bbbSm2/cuUK9uzZg7i4uArfRrHjx4/DyckJgYGBN52TnZ190/e9JktLS8OsWbOwdetWpKWlwWAwoEGDBujZsyeGDRsGo9FYLVnXU9UfivtCkyZNKlwLUPSedOjQIctyZv905swZrF+/HkOHDq3wbVxvx44dcHZ2RsuWLXVf58KFC/D19bX8v2HDBly7dg0xMTFW51e3lStXYtOmTXazbTh48CB27NhhtZ8UExODyMhIZbcBFP1kvlatWlZLb9xIYWEh9uzZY7WfFBUVBXd3d5tvPy0tDatXr0Zubi46dOiApk2b2pxRrCr7Q0X6AvDv6Q/vvfceNm3ahJkzZ9q0/fvxxx/Rtm1b5du5Q4cOYfv27ZXaHyrSFwB1/UFlX/g37icdO3YM165ds7v9JHvrC1X1GZqoKnEAm24ZJ0+exOTJkzF37ly7ycrJyUF+fr7NOy7Xrl1DcnIyfHx8Suy05OTkYMmSJRgyZEiVZ6nOK/5QVrzjeejQIcyYMQO5ubkYNGgQOnTooLsu1XnFWbGxsWjcuLHd1Pb000+Xev6MGTMwaNAgy4eed955p0qzKiPvn7KysrBkyRIcPXoUAQEBePDBByv8IU9l1s3m7dmzB97e3pZ1URcuXIiPPvoIf/31F0JCQjB27FgMGDBAdy2q8+zZ448/jn79+uHuu++2q6zKyFPt/fffxy+//IIuXbpgwIABWLhwId58802YzWY88MADeO2113R/2FKZtXv3bsTHxyM8PBwuLi7Yvn07Bg4ciLy8PKxbtw5NmzbF2rVrdW1XVWYV+zcMrhMRERER/etU5/RvoqpU0bWtKjtLpOhnS8OHD9d12cOHD0tISIjl51P33HOPnDlzxtJuy9GiVWapzluzZo04OTmJj4+PmEwmWbNmjdSuXVvi4+OlQ4cOYjQaZcOGDbprU5lnz7VpmiYtWrSw+glf+/btRdM0ad26tbRv317uvffeKs+qjLwmTZpY1iT866+/JDQ0VDw9PaV169bi4+Mj/v7+upcV+GdWSEhIhbNU19a8eXPLkjKzZ88WFxcXeeKJJ2TWrFkybtw4cXNzkzlz5uiuTWVecnKy1f1YsGCBxMbGSmBgoLRt27bc9YWrIu/6n5lOmzZN0tLSbLp+ZWVVRt7MmTNl8ODBlsdowYIF0qRJE2ncuLFMmjTJpiV6pkyZIu7u7tK7d2+pW7euTJs2TXx9feX111+XqVOnSu3ateXll1+u8iwRkbZt21r9DHjhwoUSHR0tIkU/IW/RooU88cQTVZ4lIrJr1y7x9PSUqKgoadeunRiNRhk8eLD0799fvLy8JDY21urYC1WVVSw3N1cWL14s48aNkwEDBsiAAQNk3LhxsmTJEsnNzbUpS3We6trKk56eLq+++qrdZVU07+TJk6Uux5eXl1diPeaqzrPn2v7++2/ZuHGjZVt9/vx5mTZtmrz66qvyxx9/VFtWZeT9U1hYmPz55583nVMZeaqyzGazbNy4UT755BNZtWqV5OXl2UWWvdV28uRJOX/+vOX/LVu2yMCBA6Vdu3by0EMPybZt26olS3Xef//7X0lNTbXp9qsqT3VtIiKrVq2Sl156SbZu3SoiIhs2bJDExERJSEiQjz/+WOltEVUlDmBTjfHNN9+Ue5o+fbruwVOVWXrYMiDes2dP6dq1q5w/f16OHDkiXbt2lbCwMDlx4oSI2DZIrDJLdV5MTIy88MILIiKyaNEi8fb2tjqw0XPPPSedOnXSXZvKPHuu7c0335SwsLASA94VWZNNZVZl5F2/ZtxDDz0ksbGxcvnyZREpOvhMfHy8PPjgg1WepTrPxcXFsmPbsmVL+eSTT6zaP//8c2natKnu2lTm2fPgukjR8/DDDz/Ik08+KX5+fuLo6Cjdu3eXVatWSWFhoe4c1Vmq81QPEjds2FC+/vprESnaPhmNRvnss88s7cuWLbM60GxVZYkUvX6PHTtm+b+wsFAcHR0lPT1dRES+//57qVevXpVnidj34PqRI0ekQYMGYjKZJC4uTvr16yf9+vWTuLg4MZlMEh4eLkeOHKmWPNW13Yg9T2iwJe/MmTPSunVrMRgMli84rh/ctXUfTmWePdcmIrJz507x9PQUTdPE29tbdu/eLWFhYRIRESENGzYUFxcX3etMq8xSnTdjxoxST0ajUSZNmmT5Xy+VeaprS0xMtOxnXbhwQaKjo0XTNKldu7YYDAaJjIyUc+fOVXmWvdfWpk0bWbVqlYiIrFixQgwGg3Tv3l0mTpwovXr1EkdHR0t7VWapztM0TYxGo8THx8uXX35501+MqsxTXdtHH30kDg4OEhUVJR4eHrJw4UJxd3eXkSNHyqhRo8TFxcXm4zUR2QsOYFONUTyb7Z8H1bv+ZMtRlFVliagdEPf395f9+/db/jebzfLoo49KcHCwHDt2zKadeJVZqvM8PDwsH1iLj+p8/cHcDhw4IHXq1NFdm8o8e65NROSXX36RRo0ayTPPPGOZiVHRQWKVWarzrh8kbtCgQYmjnf/8888SFBRU5Vmq83x9fWX37t0iUtTH9u7da9V+9OhRcXFx0V2byjx7HlwXsX4e8vLyZPHixZKQkCBGo1Hq1asnzz//vO6BMZVZqvMqY5C4+ItHERFHR0erg8OmpqZKrVq1qjxLpOiAacUzikSKBrY0TZPs7GwREUlJSRGTyVTlWSL2PbgeHx8vPXr0kIyMjBJtGRkZ0qNHjzIPhF3Zeapr27dvX7mnxYsX694XUZmlOm/IkCESHR0tu3btkvXr10tUVJS0atXKcqDV9PR03QcvV51nz7WJFL3mRo4cKZmZmfL2229LYGCgjBw50tI+fPhw6dmzZ5Vnqc7TNE0CAwOtDjIZGhpqOeh4aGiohIWF6a5NZV5l1Fa8TR09erQ0bdrU8ouukydPSlRUlDz66KNVnmXvtbm6ulquHx0dLdOmTbNqnzlzprRs2bLKs1TnaZom8+bNkx49eoijo6P4+vrKk08+KQcOHNBdT2Xlqa6tadOmlv3njRs3islkkg8++MDSPm/ePGnSpEmFsomqGwewqcaoV6+erFixosz2X3/9VfeHApVZImoHxN3d3Uv9+eCYMWMkMDBQtmzZUi1ZqvM8PDysjizt5uZm9WE+NTXVpoEFlXn2XFuxK1euyJAhQ6R58+Zy4MABcXR0rPCgs8oslXmapllmmdSrV6/Ejp4tj5vKLNV5gwYNkqSkJBER6du3r7z44otW7VOnTpVmzZrprk1lnj0ProuUfWT3EydOyOTJkyUkJMSmLzZVZanOUz1IHBYWJmvWrBERkT///FMMBoMsWbLE0v7tt99KaGholWeJiDz55JNy++23y5o1a2Tjxo1y7733Svv27S3ta9eulYYNG1Z5loj9D66X92F4//79NvUtlXmqaytvn6v4fBUTGmzNUp1Xr1492blzp+X/nJwc6datm7Ro0UIuXLhg8yQElXn2XJuIiLe3t2V/NS8vTwwGg1V+cnKy1K9fv8qzVOeNGjVKWrRoUWLfvKITB1Tmqa7t+m1q48aN5ZtvvrFq/+GHH2waXFeVZe+1eXp6yr59+0SkaL+r+O9iR48e1b3/oDJLdd71j9vZs2flrbfeksjISDEYDNK6dWv55JNPbFqWS2We6tpK2ye8fhubkpJi0/NAZE84gE01Rrdu3eSll14qs33v3r26Z2eozBJROyDeunVrWbBgQaltY8aMES8vr2rJUp3XvHlzy6CHSNEs5OvXcN2yZYtNO2gq8+y5tn9atGiR1KlTRwwGw00NOqvOUpGnaZo0a9ZMWrZsKW5ubrJ06VKr9h9//FH3hzyVWarzTp8+LaGhoXLPPffI008/LS4uLtKuXTt5+OGH5Z577hEnJyf59ttvddemMs+eB9dFyh4kLmY2m0vMjq+KLNV5qgeJX3zxRaldu7aMHDlSwsLC5LnnnpPg4GCZNWuWfPTRRxIUFCRPPfVUlWeJFH0B1q9fP3FwcBBN0yQ2NtZq3fR169ZZ3feqyhKx78H1gICAcn9qvXLlSgkICKiWPNW1+fr6ypw5cyQ1NbXU07fffqt7X0Rlluo8V1fXEmsF5+fnS8+ePaV58+ayf/9+m2pTmWfPtRXnpaSkWP7/58SBEydO6P6CSGVWZeQtW7ZMgoKCZObMmZbzbuaXdCrzVGZdP3HA39/f6ktckaIvcp2dnas8y95r6969uzz33HMiIpKQkFBi2ZbZs2dLRERElWepzitrn2vLli0ydOhQcXV1FVdXV921qcxTXVvxpDGRon1+TdOs9us3b94sgYGBuvOI7AkHsKnG2LJli9Ug4D9dvXpVNm/eXOVZImoHxKdOnSqJiYllto8ePbpaslTnzZo1S1avXl1m+6RJkywDXVWdZ8+1lebkyZOyYsUKuXr1aoUzKiPrZvNeeeUVq9PatWut2p999lkZMGBAlWdVRt6lS5dk4sSJ0rRpUzGZTOLk5CQhISEycOBA2bVrl+4c1Xn2PLguIhIaGip///237stXVZbqPNWDxIWFhfLGG2/I/fffL1OnThWz2SyLFi2SoKAg8fX1lWHDhunusyqzrnft2rVSD+ZWEaqy7Hlw/aWXXhJvb2955513ZN++fZKeni7p6emyb98+eeedd8THx0cmT55cLXmqa+vcubNMmTKlzHZb9rlUZqnOa9asWYkvR0X+/8BucHCwTYO6KvPsuTYRkcjISKvjcaxevdry6wYRkR07duge4FGZVRl5IiKnTp2SDh06yH333SdpaWk3NYCtOk9VlqZp0qVLF+nVq5d4e3uX+FJsx44dupfjU5ll77X98ccf4uvrK0OGDJEpU6aIm5ubDBo0SN544w0ZMmSIODs7y7x586o8S3WewWAod9JARkZGiWXrqipPdW1jxoyRiIgIef3116VNmzYydOhQiYyMlDVr1sjatWulWbNmMmLECN15RPaEA9hEVUD1gDgRkb2w18H1W0llDRJTxdjj4LqIyLRp0yQgIMCyTEXxkhUBAQHy1ltvVWueyqxly5bJwoULy2y/ePGizJ8/v8qzVOdNmDChzLXB8/PzpXv37jYNrqvMs+faRIq+ZF60aFGZ7c8//7w88MADVZ5VGXnFzGazTJ06VerWrStGo/Gmf0mnMk9F1rBhw6xOixcvtmofP368JCQkVHmWvdcmUrQUx4ABA8Td3d2ypJGjo6PExsbK8uXLqy1LZd6NfvVmK5V5qmu7evWqPPzww3L77bfLI488Irm5ufL222+Lk5OTaJom7du3V3p7RFVJExEBERERERHVeCkpKUhPTwcA1K1bF2FhYXaTp7q2mqygoADZ2dnw8PAos/306dMICQmp8jx7rk2P7OxsGI1GODs721WWirzk5GRs3boVQ4YMgbe3903XozJPdW3Xy8rKgtFohMlksqss1Xk3kyUiOHfuHMxmM/z8/ODo6FjhOlRmVUberSgnJwf5+flwd3ev7lKIKsxQ3QUQEREREVHVCAsLQ0xMDGJiYiwDxCdPnsSIESOqPU91baVRmVedtTk4OJQ5oAsAaWlpePXVV3Xftso8e65NjwsXLmD06NF2l6UiLyoqCk8++SS8vb2VvH5V5qmu7XoXL17EY489ZndZqvNuJkvTNNSpUwcBAQGWAeKKPg8qsyoj759uhe2MyWSCu7u78vtKVJU4A5uIiIiI6Ba2b98+3HnnnSgsLLS7PNZW/Vmq8+y5NtV5rK36s1Tnsbbqz1Kdx9qI/h0cqrsAIiIiIiKqPCtXriy3/fjx49WWx9oqlsfa7COPtVUsj7VVLI+1VSyPtVU8j8iecAY2EREREVENZjAYoGkaytvt1zRN94wslXmsjbX9m/NYG2tjbaytptZGZG+4BjYRERERUQ0WEBCAZcuWwWw2l3ras2dPteWxNtb2b85jbayNtbG2mlobkb3hADYRERERUQ0WFRWF5OTkMttvNFurMvNYG2v7N+exNtbG2lhbTa2NyN5wDWwiIiIiohps/PjxyMrKKrM9PDwcmzZtqpY81sba/s15rI21sTbWVlNrI7I3XAObiIiIiIiIiIiIiOwSlxAhIiIiIiIiIiIiIrvEAWwiIiIiIiIiIiIiskscwCYiIiIiIiIiIiIiu8QBbCIiIiIiIiIiIiKySxzAJiIiIiJlNm/eDE3TcPny5VLbU1NToWka9u7dW6l1aJqGFStW6L78K6+8ghYtWth8Oxs2bECTJk1QWFioPLuinnvuOTz++ONVdntERERERJWJA9hEREREt5Bhw4ahZ8+e1V1GjTFhwgS8+OKLMBqN1V2KxbPPPotPP/0Ux48fr+5SiIiIiIhuGgewiYiIiIgqYOvWrTh27Bh69+5d3aVY8fPzQ0JCAmbNmlXdpRARERER3TQOYBMRERGRxY8//og2bdrA2dkZAQEBeO6551BQUGBpz83NxRNPPAF/f3+YTCa0a9cOu3btKjMvOzsbiYmJaNu2rdWyIocOHUJsbCxMJhNuv/12/Pjjj5a2wsJCJCUlISwsDC4uLmjcuDFmzJhRInvu3Lm47bbbLLWOHTu2zDomT56MgIAA7N+/X9fjcOzYMTRo0ABjx46FiJR6mS+//BKdOnWCyWSyOn/atGmoU6cO3N3dkZSUhJycHKv2Xbt2oVOnTvDz84Onpyfi4uKwZ88eS/uIESNw//33W10nPz8f/v7+mDNnDgBg6dKlaNasGVxcXODr64v4+HhkZWVZLt+tWzd8+eWXuu4rEREREZE94wA2EREREQEATp8+jS5duqB169bYt28fZs2ahTlz5uD111+3XGbChAn4+uuv8emnn2LPnj0IDw9HQkICLl68WCLv8uXL6NSpE8xmM9avXw8vLy9L2/jx4/HMM8/g119/RUxMDLp164YLFy4AAMxmMwIDA/HVV1/hjz/+wMsvv4znn38eS5YssVx/1qxZGDNmDB555BEcOHAAK1euRHh4eIkaRASPP/44FixYgJ9++gnNmze/4eOwf/9+tGvXDgMHDsT7778PTdNKvdxPP/2EVq1aWZ23ZMkSvPLKK5g6dSp2796NgIAAfPjhh1aXuXLlCoYOHYqtW7dix44diIiIQJcuXXDlyhUAwMiRI7F27VqkpaVZrrN69WpkZ2ejf//+SEtLw4MPPogRI0bg4MGD2Lx5Mx544AGrgfY2bdrg1KlTSE1NveH9JSIiIiKyZ5qUNaWEiIiIiGqcYcOG4fLly6Ue4PCFF17A119/jYMHD1oGbT/88ENMnDgRGRkZuHbtGry9vTF//nwMHDgQQNHM4NDQUIwbNw7jx4/H5s2bce+99+LgwYPo378/IiIi8MUXX8DJyQlA0UEcw8LCMG3aNEycOBEAUFBQgLCwMDz++OOYMGFCqXWPHTsW6enpWLp0KQCgfv36GD58uNXg+vU0TcNXX32F5cuX49dff8X69etRv379Mh+XV155BStWrMCHH36I+++/Hy+88AKeeeaZch9LLy8vzJw5E4MHD7acFxsbi5YtW+KDDz6wnHfXXXchJyenzANXms1meHl54YsvvrDMvL7tttswdOhQy+PRvXt3+Pr6Yt68edizZw+ioqKQmpqKkJCQUjMzMzPh6emJzZs3Iy4urtz7QURERERkzzgDm4iIiIgAAAcPHkRMTIzVjOO2bdvi6tWrOHXqFI4dO4b8/Hy0bdvW0u7o6Ig2bdrg4MGDVlmdOnVCeHg4Fi9ebBm8vl5MTIzlbwcHB7Rq1coq44MPPkBUVBRq164NNzc3fPLJJ/jrr78AAOfOncOZM2fQsWPHcu/PU089hZ07d2LLli3lDl4X++uvv9CpUye8/PLLNxy8BoBr166VWD7k4MGDiI6OLvO+AsDZs2fx8MMPIyIiAp6envDw8MDVq1ct9w8omoU9b948y+XXrFmDESNGAADuuOMOdOzYEc2aNUPfvn0xe/ZsXLp0yeo2XFxcABQt4UJERERE9G/GAWwiIiIiUq5r167YsmUL/vjjD5uv++WXX+LZZ59FUlISvv/+e+zduxfDhw9HXl4egP8/OHsjnTp1wunTp7Fu3Tpdl69duzbatGmDRYsWITMz84aX9/PzKzFwrMfQoUOxd+9ezJgxA9u2bcPevXvh6+truX8AMGTIEBw/fhzbt2/HZ599hrCwMNx9990AAKPRiPXr12PNmjVo2rQpZs6cicaNGyMlJcVy/eIlXWrXrm1zfURERERE9oQD2EREREQEAGjSpAm2b99utZbyzz//DHd3dwQGBqJhw4ZwcnLCzz//bGnPz8/Hrl270LRpU6usadOmYejQoejYsWOpg9g7duyw/F1QUIDk5GQ0adLEcpuxsbF47LHH0LJlS4SHh+PYsWOWy7u7uyM0NBQbNmwo9/50794dX3zxBUaOHKnrgIYuLi5YvXo1TCYTEhISLGtSl6Vly5Yl7luTJk2wc+fOMu9r8f174okn0KVLF8tBKP/++2+ry/j6+qJnz56YN28e5s+fj+HDh1u1a5qGtm3b4tVXX8Wvv/4KJycnLF++3NL+22+/wdHREbfddtsN7zcRERERkT1zqO4CiIiIiKhqZWRklFiP2dfXF4899hjeffddPP744xg7diwOHz6MyZMn4+mnn4bBYICrqytGjx6N8ePHw8fHB8HBwfjPf/6D7OxsJCUllbid//73vygsLESHDh2wefNmREZGWto++OADREREoEmTJpg+fTouXbpkWSIjIiICCxYswLp16xAWFoaFCxdi165dCAsLs1z/lVdewaOPPgp/f38kJibiypUr+Pnnn/H4449b1dCrVy8sXLgQgwcPhoODA/r06VPuY+Pq6opvv/0WiYmJSExMxNq1a+Hm5lbqZRMSEvDpp59anffkk09i2LBhaNWqFdq2bYvPP/8cv//+Oxo0aGC5TEREBBYuXIhWrVohMzMT48ePL3VW+ciRI3H//fejsLAQQ4cOtZy/c+dObNiwAZ07d4a/vz927tyJ8+fPW74AAIoOMHn33Xfrnq1ORERERGSvOIBNREREdIvZvHkzWrZsaXVeUlIS/u///g/fffcdxo8fjzvuuAM+Pj5ISkrCiy++aLnctGnTYDabMXjwYFy5cgWtWrXCunXr4O3tXeptTZ8+3WoQu3g97GnTpmHatGnYu3cvwsPDsXLlSvj5+QEARo0ahV9//RX9+/eHpml48MEH8dhjj2HNmjWW3KFDhyInJwfTp0/Hs88+Cz8/vzIHp/v06WOp2WAw4IEHHij38XFzc8OaNWuQkJCArl274rvvvoOrq2uJyz300EOYMGECDh8+jMaNGwMA+vfvj2PHjmHChAnIyclB7969MXr0aKtlTObMmYNHHnkEd955J4KCgjB16lQ8++yzJfLj4+MREBCA2267DfXq1bOc7+HhgS1btuDdd99FZmYmQkJC8L///Q+JiYmWy3z55Zd45ZVXyr2fRERERET/Bppc/xtRIiIiIiLSbfz48cjMzMTHH3+sPPvq1auoX78+5s2bd8NB9+utWbMGzzzzDPbv3w8HB85XISIiIqJ/N66BTURERERUQS+88AJCQkJgNpuVZZrNZpw7dw5TpkyBl5cXunfvbtP1s7KyMG/ePA5eExEREVGNwBnYRERERER2JDU1FWFhYQgMDMT8+fPRsWPH6i6JiIiIiKjacACbiIiIiIiIiIiIiOwSlxAhIiIiIiIiIiIiIrvEAWwiIiIiIiIiIiIiskscwCYiIiIiIiIiIiIiu8QBbCIiIiIiIiIiIiKySxzAJiIiIiIiIiIiIiK7xAFsIiIiIiIiIiIiIrJLHMAmIiIiIiIiIiIiIrvEAWwiIiIiIiIiIiIiskscwCYiIiIiIiIiIiIiu/T/AKw/JLUzV0dyAAAAAElFTkSuQmCC", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "FREQ = 365\n", "BPS_COST = CONFIG.get(\"cost_bps\", 20.0)\n", "ASSETS = univ\n", "\n", "# k grid \n", "K_MIN, K_MAX, K_STEP = 3, 180, 3\n", "K_GRID = list(range(K_MIN, K_MAX+1, K_STEP))\n", "\n", "# dates \n", "train_lo, train_hi = map(pd.to_datetime, CONFIG[\"train\"])\n", "test_lo, test_hi = map(pd.to_datetime, CONFIG[\"test\"])\n", "\n", "\n", "def run_single(px: pd.Series, k: int):\n", " \"\"\"Backtest 1 asset TS-MOM at lookback k; returns train/test net return series.\"\"\"\n", " sig = ts_mom_signal_1asset(px, k)\n", " res = backtest_1asset(px, sig, bps_cost=BPS_COST)\n", " ret = res[\"ret_net\"].dropna()\n", " ret_tr = ret.loc[train_lo:train_hi]\n", " ret_te = ret.loc[test_lo:test_hi]\n", " return ret_tr, ret_te\n", "\n", "# evaluate Sharpe across k for each asset \n", "sh_tr = pd.DataFrame(index=ASSETS, columns=K_GRID, dtype=float)\n", "sh_te = pd.DataFrame(index=ASSETS, columns=K_GRID, dtype=float)\n", "\n", "# keep per-asset per-k return series \n", "ret_cache_train = {(a,k): None for a in ASSETS for k in K_GRID}\n", "ret_cache_test = {(a,k): None for a in ASSETS for k in K_GRID}\n", "\n", "for a in ASSETS:\n", " px = close_d[a].dropna()\n", " # ensure we have enough history for largest k\n", " if px.index.min() > train_lo or px.index.max() < test_hi:\n", " print(f\"Warning: {a} has limited history — results may be truncated.\")\n", " for k in K_GRID:\n", " r_tr, r_te = run_single(px, k)\n", " if len(r_tr.dropna()) >= 10:\n", " sh_tr.at[a, k] = annualised_sharpe(r_tr)\n", " ret_cache_train[(a,k)] = r_tr\n", " if len(r_te.dropna()) >= 10:\n", " sh_te.at[a, k] = annualised_sharpe(r_te)\n", " ret_cache_test[(a,k)] = r_te\n", "\n", "# smooth train Sharpe across k to avoid picking a spiky k \n", "sh_tr_smooth = sh_tr.copy()\n", "sh_tr_smooth = sh_tr_smooth.apply(lambda row: pd.Series(row).rolling(3, center=True, min_periods=1).mean().values, axis=1, result_type='expand')\n", "sh_tr_smooth.columns = K_GRID\n", "\n", "# pick k* per asset: argmax of SMOOTHED train Sharpe; tie-break to smaller k \n", "best_k = {}\n", "for a in ASSETS:\n", " row = sh_tr_smooth.loc[a]\n", " if row.dropna().empty:\n", " best_k[a] = np.nan\n", " else:\n", " k_star = row.idxmax()\n", " best_k[a] = int(k_star)\n", "\n", "# summary table: per-asset best k, train Sharpe@k*, OOS Sharpe@k* \n", "rows = []\n", "for a in ASSETS:\n", " k_star = best_k[a]\n", " if np.isnan(k_star):\n", " rows.append({\"Asset\": a, \"k*\": np.nan, \"Sharpe_train\": np.nan, \"Sharpe_OOS\": np.nan})\n", " continue\n", " r_tr = ret_cache_train[(a,k_star)]\n", " r_te = ret_cache_test[(a,k_star)]\n", " sh_tr_star = annualised_sharpe(r_tr) if r_tr is not None else np.nan\n", " sh_te_star = annualised_sharpe(r_te) if r_te is not None else np.nan\n", " rows.append({\"Asset\": a, \"k*\": k_star, \"Sharpe_train\": sh_tr_star, \"Sharpe_OOS\": sh_te_star})\n", "\n", "summary = pd.DataFrame(rows).set_index(\"Asset\").sort_index()\n", "print(\"Per-asset optimal k (chosen on TRAIN only), with Sharpe (train) and Sharpe (OOS):\")\n", "print(summary.round(3))\n", "\n", "# heatmaps (train and OOS Sharpe across k) \n", "# Train Sharpe heatmap\n", "fig1, ax1 = plt.subplots(figsize=(1.0 + 0.25*len(K_GRID), 0.8 + 0.5*len(ASSETS)))\n", "Z1 = sh_tr.loc[ASSETS, K_GRID].astype(float).values\n", "im1 = ax1.imshow(Z1, aspect=\"auto\", interpolation=\"nearest\")\n", "ax1.set_xticks(np.arange(len(K_GRID))); ax1.set_xticklabels(K_GRID, rotation=90)\n", "ax1.set_yticks(np.arange(len(ASSETS))); ax1.set_yticklabels(ASSETS)\n", "ax1.set_xlabel(\"Lookback k (days)\"); ax1.set_ylabel(\"Asset\")\n", "ax1.set_title(\"Train Sharpe (net, costs included)\")\n", "cbar1 = plt.colorbar(im1, ax=ax1); cbar1.set_label(\"Sharpe\")\n", "plt.tight_layout(); plt.show()\n", "\n", "# OOS Sharpe heatmap\n", "fig2, ax2 = plt.subplots(figsize=(1.0 + 0.25*len(K_GRID), 0.8 + 0.5*len(ASSETS)))\n", "Z2 = sh_te.loc[ASSETS, K_GRID].astype(float).values\n", "im2 = ax2.imshow(Z2, aspect=\"auto\", interpolation=\"nearest\")\n", "ax2.set_xticks(np.arange(len(K_GRID))); ax2.set_xticklabels(K_GRID, rotation=90)\n", "ax2.set_yticks(np.arange(len(ASSETS))); ax2.set_yticklabels(ASSETS)\n", "ax2.set_xlabel(\"Lookback k (days)\"); ax2.set_ylabel(\"Asset\")\n", "ax2.set_title(\"OOS Sharpe (net, costs included)\")\n", "cbar2 = plt.colorbar(im2, ax=ax2); cbar2.set_label(\"Sharpe\")\n", "plt.tight_layout(); plt.show()\n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": null, "id": "55ecb2db", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Per-asset robust k* (train-only):\n", "AAVEUSDT 3\n", "ADAUSDT 27\n", "AVAXUSDT 60\n", "BNBUSDT 132\n", "BTCUSDT 30\n", "ETHUSDT 129\n", "LINKUSDT 24\n", "NEARUSDT 30\n", "SOLUSDT 66\n", "XRPUSDT 9\n", "Name: k* (95% of peak), dtype: int64\n", "\n", "Global recommended k (max median train Sharpe across assets): 30\n", "\n", "Sharpe at chosen k (train/OOS):\n", " k_used Sharpe_train Sharpe_OOS\n", "Asset \n", "AAVEUSDT 3 0.446 0.078\n", "ADAUSDT 27 1.437 -0.159\n", "AVAXUSDT 60 2.842 0.411\n", "BNBUSDT 132 1.850 -0.433\n", "BTCUSDT 30 1.357 0.230\n", "ETHUSDT 129 1.877 -0.164\n", "LINKUSDT 24 0.742 -0.594\n", "NEARUSDT 30 2.132 0.698\n", "SOLUSDT 66 2.791 -0.269\n", "XRPUSDT 9 0.600 -0.051\n" ] } ], "source": [ "# smooth train Sharpe across k to reduce spiky picks\n", "sh_tr_smooth = sh_tr.loc[ASSETS, K_GRID].copy()\n", "sh_tr_smooth = sh_tr_smooth.apply(\n", " lambda row: pd.Series(row).rolling(3, center=True, min_periods=1).mean().values,\n", " axis=1, result_type='expand'\n", ")\n", "sh_tr_smooth.columns = K_GRID\n", "\n", "# per-asset robust k*: smallest k within 95% of the smoothed peak\n", "best_k = {}\n", "for a in ASSETS:\n", " row = sh_tr_smooth.loc[a].dropna()\n", " if row.empty:\n", " best_k[a] = np.nan\n", " continue\n", " peak = row.max()\n", " thresh = 0.95 * peak\n", " # candidates within 95% of peak; pick the smallest k \n", " cands = [k for k, v in row.items() if pd.notna(v) and v >= thresh]\n", " best_k[a] = int(min(cands)) if cands else int(row.idxmax())\n", "\n", "best_k = pd.Series(best_k, name=\"k* (95% of peak)\")\n", "\n", "# single global k by cross-asset median train Sharpe (smoothed), tie-break to smaller k\n", "median_by_k = sh_tr_smooth.median(axis=0, skipna=True)\n", "k_common = int(median_by_k.idxmax())\n", "\n", "print(\"Per-asset robust k* (train-only):\")\n", "print(best_k.sort_index())\n", "\n", "print(f\"\\nGlobal recommended k (max median train Sharpe across assets): {k_common}\")\n", "\n", "# quick OOS check at chosen ks\n", "rows = []\n", "for a in ASSETS:\n", " px = close_d[a].dropna()\n", " k_star = int(best_k[a]) if pd.notna(best_k[a]) else k_common\n", " r_tr, r_te = run_single(px, k_star) \n", " sh_tr_star = annualised_sharpe(r_tr)\n", " sh_te_star = annualised_sharpe(r_te)\n", " rows.append({\"Asset\": a, \"k_used\": k_star, \"Sharpe_train\": sh_tr_star, \"Sharpe_OOS\": sh_te_star})\n", "summary = pd.DataFrame(rows).set_index(\"Asset\").sort_index()\n", "print(\"\\nSharpe at chosen k (train/OOS):\")\n", "print(summary.round(3))\n" ] }, { "cell_type": "code", "execution_count": null, "id": "ef8609fa", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Mutualized TS-MOM (k=33) — FULL: Sharpe=1.233, MDD=-61.09%\n", "Mutualized TS-MOM (k=33) — OOS: Sharpe=0.542, MDD=-61.09%\n", "BTC buy&hold (OOS): Sharpe=0.717, MDD=-66.93%\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "K = 33\n", "\n", "# Per-asset TS-MOM (k=60) net returns\n", "rets = {}\n", "for a in ASSETS:\n", " px = close_d[a].dropna()\n", " sig = ts_mom_signal_1asset(px, K)\n", " res = backtest_1asset(px, sig, bps_cost=BPS_COST) # costs included\n", " rets[a] = res[\"ret_net\"]\n", "\n", "rets_df = pd.DataFrame(rets).dropna(how=\"all\")\n", "\n", "# Mutualized portfolio: equal-weight across available assets each day\n", "mutual_ret_full = rets_df.mean(axis=1, skipna=True)\n", "\n", "# Slice OOS\n", "mutual_ret_oos = mutual_ret_full.loc[test_lo:test_hi].dropna()\n", "btc_ret_oos = close_d[\"BTCUSDT\"].pct_change().loc[mutual_ret_oos.index].dropna()\n", "# align\n", "idx = mutual_ret_oos.index.intersection(btc_ret_oos.index)\n", "mutual_ret_oos = mutual_ret_oos.reindex(idx)\n", "btc_ret_oos = btc_ret_oos.reindex(idx)\n", "\n", "# Metrics\n", "print(f\"Mutualized TS-MOM (k={K}) — FULL: Sharpe={annualised_sharpe(mutual_ret_full):.3f}, \"\n", " f\"MDD={max_drawdown(mutual_ret_full):.2%}\")\n", "print(f\"Mutualized TS-MOM (k={K}) — OOS: Sharpe={annualised_sharpe(mutual_ret_oos):.3f}, \"\n", " f\"MDD={max_drawdown(mutual_ret_oos):.2%}\")\n", "print(f\"BTC buy&hold (OOS): Sharpe={annualised_sharpe(btc_ret_oos):.3f}, \"\n", " f\"MDD={max_drawdown(btc_ret_oos):.2%}\")\n", "\n", "\n", "\n", "plt.figure(figsize=(11,6))\n", "plt.plot((1+mutual_ret_oos).cumprod(), label=f\"Mutualized TS-MOM (k={K}, net)\")\n", "plt.plot((1+btc_ret_oos).cumprod(), label=\"BTC buy&hold\", alpha=0.85)\n", "plt.title(\"OOS Equity — Mutualized TS-MOM (10 cryptos, equal-weight) vs BTC\")\n", "plt.legend(); plt.grid(True); plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": null, "id": "e760122c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Chosen k* (train-only): 33\n", "Sharpe_train @k*: 2.247\n", "Sharpe_OOS @k*: 0.542\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ASSETS =univ \n", "# k grid \n", "try:\n", " K_GRID = list(range(K_MIN, K_MAX+1, K_STEP))\n", "except NameError:\n", " K_GRID = list(range(3, 181, 3))\n", "\n", "train_lo, train_hi = pd.to_datetime(CONFIG[\"train\"][0]), pd.to_datetime(CONFIG[\"train\"][1])\n", "test_lo, test_hi = pd.to_datetime(CONFIG[\"test\"][0]), pd.to_datetime(CONFIG[\"test\"][1])\n", "bps = CONFIG.get(\"cost_bps\", 20.0)\n", "\n", "sh_train, sh_test = {}, {}\n", "\n", "for k in K_GRID:\n", " rets_tr, rets_te = [], []\n", " for a in ASSETS:\n", " px = close_d[a].dropna()\n", " sig = ts_mom_signal_1asset(px, k)\n", " res = backtest_1asset(px, sig, bps_cost=bps)\n", " r = res[\"ret_net\"]\n", " rets_tr.append(r.loc[train_lo:train_hi])\n", " rets_te.append(r.loc[test_lo:test_hi])\n", "\n", " # align & equal-weight\n", " R_tr = pd.concat(rets_tr, axis=1).dropna(how=\"all\")\n", " R_te = pd.concat(rets_te, axis=1).dropna(how=\"all\")\n", " port_tr = R_tr.mean(axis=1, skipna=True)\n", " port_te = R_te.mean(axis=1, skipna=True)\n", "\n", " # Sharpe \n", " sh_train[k] = annualised_sharpe(port_tr) if port_tr.dropna().shape[0] > 10 else np.nan\n", " sh_test[k] = annualised_sharpe(port_te) if port_te.dropna().shape[0] > 10 else np.nan\n", "\n", "# pick k* on TRAIN only (argmax train Sharpe; tie-break to smaller k)\n", "k_star = int(pd.Series(sh_train).idxmax())\n", "print(f\"Chosen k* (train-only): {k_star}\")\n", "print(f\"Sharpe_train @k*: {sh_train[k_star]:.3f}\")\n", "print(f\"Sharpe_OOS @k*: {sh_test[k_star]:.3f}\")\n", "\n", "# plot Sharpe vs k (train & OOS)\n", "fig, ax = plt.subplots(figsize=(10,5))\n", "ax.plot(list(sh_train.keys()), list(sh_train.values()), marker='o', label=\"Train\")\n", "ax.plot(list(sh_test.keys()), list(sh_test.values()), marker='o', label=\"OOS\")\n", "ax.axvline(k_star, linestyle=\"--\", alpha=0.6, label=f\"k*={k_star}\")\n", "ax.set_xlabel(\"Lookback k (days)\")\n", "ax.set_ylabel(\"Annualised Sharpe (equal-weight portfolio)\")\n", "ax.set_title(\"Mutualized TS-MOM across 10 cryptos — Sharpe vs k (costs included)\")\n", "ax.grid(True); ax.legend(); plt.show()\n" ] }, { "cell_type": "markdown", "id": "b148ed78", "metadata": {}, "source": [ "### Mutualized TS-MOM (10 cryptos, equal-weight) — Summary\n", "\n", "Method: scanned lookbacks k in [3,180] days for a mutualized TS-MOM portfolio (apply same k to each coin, average daily net returns). Choice of k* done on train period only and evaluated OOS.\n", "\n", "Result & interpretation: the mutualized equal-weight TS signal did not beat BTC buy-and-hold OOS. This motivates moving to a cross-sectional momentum design that reduces common exposure and exploits relative winners/losers." ] }, { "cell_type": "code", "execution_count": null, "id": "6a813b60", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "30ed80f0", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Chosen k* (train-only): 13\n", "Sharpe_train @k*: 1.211\n", "Sharpe_OOS @k*: 0.724\n" ] }, { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "BPS = CONFIG.get(\"cost_bps\", 20.0) # roundtrip cost in bps\n", "TRAIN_LO, TRAIN_HI = map(pd.to_datetime, CONFIG[\"train\"])\n", "TEST_LO, TEST_HI = map(pd.to_datetime, CONFIG[\"test\"])\n", "\n", "K_GRID = list(range(3, 100, 1))\n", "\n", "# Signal/portfolio knobs \n", "REBAL = \"W-SUN\" \n", "SKIP_DAYS = 2 # skip most-recent days inside the momentum window / lag\n", "USE_LOG_RET = True # log momentum is stabler\n", "WINSOR = (0.02, 0.98)# rowwise winsorization\n", "EMA_SMOOTH = 0.5 # 0=no smoothing of weekly weights; 0.3–0.7 trims turnover\n", "USE_TANH = True # significant gain using it here (+0.1SR roughly)\n", "\n", "\n", "\n", "def _winsor_row(df, lower=0.02, upper=0.98):\n", " ql = df.quantile(lower, axis=1)\n", " qh = df.quantile(upper, axis=1)\n", " arr = np.minimum(np.maximum(df.values, ql.values[:, None]), qh.values[:, None])\n", " return pd.DataFrame(arr, index=df.index, columns=df.columns)\n", "\n", "def _mn_unitL1(w):\n", " w = w.sub(w.mean(axis=1), axis=0)\n", " l1 = w.abs().sum(axis=1).replace(0, np.nan)\n", " return w.div(l1, axis=0).fillna(0.0)\n", "\n", "# signal -> weights\n", "def xs_weights(\n", " close_df: pd.DataFrame, k: int, *, skip=2, use_log=True,\n", " winsor=(0.02,0.98), rebalance=\"W-SUN\", ema_smooth=0.0,\n", " use_tanh=False, multi_horizon=False\n", ") -> pd.DataFrame:\n", " def _score_for(h):\n", " if use_log:\n", " s = np.log(close_df.shift(skip) / close_df.shift(h + skip))\n", " else:\n", " s = close_df.shift(skip) / close_df.shift(h + skip) - 1.0\n", " s = _winsor_row(s, *winsor)\n", " sig = 2.0 * (s.rank(axis=1, pct=True) - 0.5) # robust\n", " if use_tanh:\n", " sig = np.tanh(sig)\n", " return sig\n", "\n", " if multi_horizon:\n", " sigs = [_score_for(k), _score_for(2*k)]\n", " # include 3k if the data span allows\n", " if 3*k <= int((close_df.index[-1] - close_df.index[0]).days) - 10:\n", " sigs.append(_score_for(3*k))\n", " sig = sum(sigs) / len(sigs)\n", " else:\n", " sig = _score_for(k)\n", "\n", " w = _mn_unitL1(sig).shift(1) # lag 1d to avoid look-ahead\n", "\n", " if rebalance is not None:\n", " w = (w.resample(rebalance).last()\n", " .reindex(close_df.index)\n", " .ffill())\n", "\n", " if ema_smooth and ema_smooth > 0:\n", " w = (ema_smooth * w.shift(1) + (1 - ema_smooth) * w).fillna(0.0)\n", "\n", " return w\n", "\n", "# backtest (masking + costs)\n", "def backtest_xs(close_df: pd.DataFrame, w: pd.DataFrame, bps_cost=20.0):\n", " r = close_df.pct_change()\n", " # zero exposure where return is NaN\n", " w = w.where(r.notna(), 0.0).fillna(0.0)\n", " r = r.fillna(0.0)\n", "\n", " ret_gross = (w * r).sum(axis=1)\n", " turnover = (w - w.shift(1)).abs().sum(axis=1).fillna(0.0)\n", " cost = turnover * (bps_cost / 10_000.0)\n", " ret_net = ret_gross - cost\n", " eq_net = (1 + ret_net).cumprod()\n", " return pd.DataFrame({\"ret_gross\": ret_gross, \"ret_net\": ret_net,\n", " \"turnover\": turnover, \"eq_net\": eq_net})\n", "\n", "panel = close_d.copy()\n", "if 'univ' in globals() and len(univ) > 0:\n", " keep = [c for c in panel.columns if c in set(univ)]\n", " if keep: panel = panel[keep]\n", "\n", "# don't drop columns with NaNs; just drop rows where literally all assets are NaN\n", "panel = panel.dropna(how=\"all\")\n", "\n", "# grid search on TRAIN, report OOS\n", "sh_train, sh_test, avg_turn = {}, {}, {}\n", "for k in K_GRID:\n", " Wk = xs_weights(panel, k,\n", " skip=SKIP_DAYS, use_log=USE_LOG_RET,\n", " winsor=WINSOR, rebalance=REBAL, ema_smooth=EMA_SMOOTH,\n", " use_tanh=USE_TANH, multi_horizon=True) \n", "\n", " bt = backtest_xs(panel, Wk, bps_cost=BPS)\n", " r_tr = bt[\"ret_net\"].loc[TRAIN_LO:TRAIN_HI]\n", " r_te = bt[\"ret_net\"].loc[TEST_LO:TEST_HI]\n", "\n", " sh_train[k] = annualised_sharpe(r_tr) if r_tr.dropna().shape[0] > 10 else np.nan\n", " sh_test[k] = annualised_sharpe(r_te) if r_te.dropna().shape[0] > 10 else np.nan\n", " avg_turn[k] = bt[\"turnover\"].loc[TRAIN_LO:TEST_HI].mean()\n", "\n", "# pick k* on TRAIN (tie-break to smaller k, then lower turnover)\n", "grid = (pd.DataFrame({\"SR_train\": pd.Series(sh_train),\n", " \"SR_OOS\": pd.Series(sh_test),\n", " \"avg_turn\": pd.Series(avg_turn)})\n", " .dropna(subset=[\"SR_train\"]))\n", "\n", "if grid.empty:\n", " raise ValueError(\"No valid SR computed. Check data coverage.\")\n", "\n", "k_star = (grid.sort_values([\"SR_train\",\"avg_turn\"], ascending=[False, True])\n", " .index[0])\n", "\n", "print(f\"Chosen k* (train-only): {int(k_star)}\")\n", "print(f\"Sharpe_train @k*: {sh_train[k_star]:.3f}\")\n", "print(f\"Sharpe_OOS @k*: {sh_test[k_star]:.3f}\")\n", "\n", "\n", "# SR vs k\n", "fig, ax = plt.subplots(figsize=(10,5))\n", "ax.plot(list(sh_train.keys()), list(sh_train.values()), marker='o', label=\"Train\")\n", "ax.plot(list(sh_test.keys()), list(sh_test.values()), marker='o', label=\"OOS\")\n", "ax.axvline(k_star, linestyle=\"--\", alpha=0.6, label=f\"k*={k_star}\")\n", "ax.set_xlabel(\"Lookback k (days)\")\n", "ax.set_ylabel(\"Annualised Sharpe (net, XS portfolio)\")\n", "ax.set_title(\n", " \"XS Momentum — weekly, skip=%d, %sraw, winsor=%s, blend(k,2k%s), NO vol targeting\"\n", " % (SKIP_DAYS,\n", " \"log+\" if USE_LOG_RET else \"\",\n", " WINSOR, \",3k\" if True else \"\")\n", ")\n", "ax.grid(True); ax.legend(); plt.show()\n", "\n", "# OOS equity curve for k*\n", "W_star = xs_weights(panel, int(k_star),\n", " skip=SKIP_DAYS, use_log=USE_LOG_RET,\n", " winsor=WINSOR, rebalance=REBAL, ema_smooth=EMA_SMOOTH,\n", " use_tanh=USE_TANH, multi_horizon=True)\n", "\n", "bt_star = backtest_xs(panel, W_star, bps_cost=BPS)\n", "eq_test = (1 + bt_star.loc[TEST_LO:TEST_HI, \"ret_net\"]).cumprod()\n", "\n", "fig, ax = plt.subplots(figsize=(10,5))\n", "ax.plot(eq_test.index, eq_test.values)\n", "ax.set_title(\n", " f\"XS-MOM Equity (TEST, k={int(k_star)}, SR={sh_test[k_star]:.2f}, \"\n", " f\"cost={BPS:.0f}bps, rebal={REBAL}, no vol targeting)\"\n", ")\n", "ax.set_ylabel(\"Equity (net)\")\n", "ax.grid(True); plt.show()\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n" ] }, { "cell_type": "markdown", "id": "28a15e3e", "metadata": {}, "source": [ "### XS Momentum (Weekly, k = 13)\n", "\n", "- **Optimal lookback (train):** \\(k^\\* = 13\\) \n", "- **Sharpe (Train):** \\(1.21\\) | **Sharpe (OOS):** \\(0.724\\) \n", "- **Costs:** 20 bps **round-trip** \n", "- **Rebalance:** Weekly (`W-SUN`), **skip** = 2 days \n", "- **Vol targeting:** None \n", "- **Signal construction:** Cross-sectional momentum with **blended horizons** \\((k, 2k, \\text{+} 3k \\text{ if sample permits})\\). For each date, compute log-momentum with a 2-day skip, apply **row-wise winsorization** (2%/98%), **rank-map** to \\([-1,1]\\), optional **tanh** nonlinearity, then **demean** cross-sectionally (market-neutral) and **unit-\\(L^1\\)** scale (constant gross). **Lag 1 day** to avoid look-ahead, **rebalance weekly** (last-of-period), and **EMA-smooth** holdings with \\(\\alpha = 0.5\\). Transaction costs modeled as **turnover × 20 bps**.\n", "\n", "**Comment.** Out-of-sample, the XS-MOM sleeve shows only a **marginal edge** over BTC buy-and-hold in the stated window once costs are included (SR ≈ 0.72). This suggests the raw XS construction under-utilizes cross-asset structure; next we will **introduce liquidity-aware (volume-adjusted) scoring/sizing**—e.g., ADV scaling and liquidity caps—to improve robustness and reduce concentration in thinner names.\n", "\n" ] }, { "cell_type": "markdown", "id": "6bfd438d", "metadata": {}, "source": [ "## A New Approach : A Volume Adjusted Momentum Strategy" ] }, { "cell_type": "code", "execution_count": null, "id": "d0bb64da", "metadata": {}, "outputs": [], "source": [ "def _ppyr_from_tf(tf_days): # keeps annualization consistent for weekly/monthly\n", " return 365.0 / float(tf_days)\n", "\n", "def _flat_cost_series(index, rebalance_index, bps):\n", " \"\"\"\n", " Flat per-rebalance cost series aligned to `index`.\n", " Puts (bps / 1e4) on each timestamp that appears in `rebalance_index`,\n", " zeros elsewhere.\n", " \"\"\"\n", " s = pd.Series(0.0, index=pd.Index(index))\n", " # align by intersection to avoid KeyErrors if the two indices differ\n", " hit = s.index.intersection(pd.Index(rebalance_index))\n", " s.loc[hit] = (bps / 1e4)\n", " return s\n", "\n", "\n", "# timed data EXACTLY like the original: shift(K-1) THEN resample\n", "def make_timed_data_exact(returns: pd.DataFrame,\n", " vols: pd.DataFrame,\n", " tf_days: int) -> tuple[pd.DataFrame, pd.DataFrame]:\n", " rule = f'{int(tf_days)}D'\n", "\n", " # Compound over each resample bin (weekly, monthly, etc.)\n", " timed_rets = (\n", " returns.shift(tf_days - 1)\n", " .resample(rule)\n", " .apply(lambda x: (1 + x).prod() - 1) # one compounded return per bin\n", " )\n", "\n", " # Average volume over the same period\n", " timed_vols = vols.shift(tf_days - 1).resample(rule).mean()\n", "\n", " # Align columns/index\n", " assets = [c for c in returns.columns if c in vols.columns]\n", " timed_rets = timed_rets.reindex(columns=assets).fillna(0.0)\n", " timed_vols = (\n", " timed_vols.reindex(columns=assets)\n", " .reindex(timed_rets.index)\n", " .ffill()\n", " .fillna(0.0)\n", " )\n", " return timed_rets, timed_vols\n", "\n", "\n", "# volume-adjusted weights (demean + normalize |w|=1) — same formula\n", "def build_signal_exact(timed_rets: pd.DataFrame,\n", " timed_vols: pd.DataFrame,\n", " trend_L: int,\n", " clip_rel_vol: float | None = None,\n", " demean: bool = True) -> pd.DataFrame:\n", " v_ma = timed_vols.rolling(trend_L, min_periods=1).mean()\n", " base = v_ma.replace(0, np.nan)\n", " rel_vol = (timed_vols - v_ma) / base\n", " if clip_rel_vol is not None:\n", " rel_vol = rel_vol.clip(-clip_rel_vol, clip_rel_vol)\n", "\n", " w = rel_vol * timed_rets\n", " if demean:\n", " w = w.sub(w.mean(axis=1), axis=0)\n", " denom = w.abs().sum(axis=1).replace(0, 1e-9)\n", " return w.div(denom, axis=0).fillna(0.0)\n", "\n", "# portfolio with SAME-BAR execution + FLAT bps per rebalance\n", "def build_port_exact_samebar_flat(w_signal: pd.DataFrame,\n", " timed_rets: pd.DataFrame,\n", " exec_mode: str = 'market',\n", " bps_market: float = 20.0,\n", " bps_limit: float = 7.0) -> dict:\n", " # same-bar: DO NOT LAG\n", " timed_rets = timed_rets.reindex(columns=w_signal.columns)\n", " gross = (w_signal * timed_rets).sum(axis=1)\n", "\n", " bps = bps_market if exec_mode.lower() == 'market' else bps_limit\n", " costs = _flat_cost_series(gross.index, w_signal.index, bps)\n", "\n", " net = (gross - costs).dropna()\n", " return {\n", " \"ret_gross\": gross,\n", " \"ret_net\": net,\n", " \"weights_applied\": w_signal, # these are the same-bar weights\n", " \"rebalance_index\": w_signal.index\n", " }\n", "\n", "def run_adjusted_volume_exact(close_d: pd.DataFrame,\n", " vol_d: pd.DataFrame,\n", " tf_days: int = 7,\n", " trend_L: int = 10,\n", " exec_mode: str = 'market',\n", " train_window: tuple[str,str] | None = None,\n", " test_window: tuple[str,str] | None = None,\n", " name: str = 'portfolio'):\n", " returns = close_d.pct_change()\n", " timed_r, timed_v = make_timed_data_exact(returns, vol_d, tf_days)\n", " w = build_signal_exact(timed_r, timed_v, trend_L)\n", " out = build_port_exact_samebar_flat(w, timed_r, exec_mode=exec_mode)\n", "\n", " # IS/OOS reporting\n", " if train_window and test_window:\n", " lo_is, hi_is = map(pd.to_datetime, train_window)\n", " lo_os, hi_os = map(pd.to_datetime, test_window)\n", " ppyr = _ppyr_from_tf(tf_days)\n", " IS = out[\"ret_net\"].loc[lo_is:hi_is]\n", " OOS = out[\"ret_net\"].loc[lo_os:hi_os]\n", " def _sh(x): \n", " x = x.dropna()\n", " return (x.mean()/x.std())*np.sqrt(ppyr) if (len(x)>1 and x.std()!=0) else float('nan')\n", " print(f\"{name} (tf={tf_days}d, trend={trend_L}, exec={exec_mode}) -> \"\n", " f\"IS Sharpe: {_sh(IS):.3f} | OOS Sharpe: {_sh(OOS):.3f}\")\n", " return out" ] }, { "cell_type": "code", "execution_count": null, "id": "0ba50586", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "weekly_signal (exact) (tf=7d, trend=10, exec=market) -> IS Sharpe: 3.545 | OOS Sharpe: 2.415\n", "monthly_signal (exact) (tf=30d, trend=10, exec=market) -> IS Sharpe: 2.014 | OOS Sharpe: 1.400\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "train_win = CONFIG['train']\n", "test_win = CONFIG['test']\n", "\n", "weekly_exact = run_adjusted_volume_exact(close_d, vol_d, tf_days=7, trend_L=10,\n", " exec_mode='market', train_window=train_win, test_window=test_win,\n", " name='weekly_signal (exact)')\n", "monthly_exact = run_adjusted_volume_exact(close_d, vol_d, tf_days=30, trend_L=10,\n", " exec_mode='market', train_window=train_win, test_window=test_win,\n", " name='monthly_signal (exact)')\n", "\n", "# Plot equity (IS/OOS)\n", "wk = weekly_exact['ret_net']; mo = monthly_exact['ret_net']\n", "plt.figure(figsize=(10,5))\n", "plt.plot((1+wk.loc[test_win[0]:test_win[1]]).cumprod(), label='weekly exact OOS')\n", "plt.plot((1+mo.loc[test_win[0]:test_win[1]]).cumprod(), label='monthly exact OOS')\n", "plt.legend(); plt.grid(True); plt.title('Adjusted-Volume (EXACT: same-bar, flat bps)')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "id": "777e3c49", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "=== Alpha vs BTC (tf=7d, OOS 2022-01-01→2025-06-30) ===\n", "alpha (per period): 0.024557\n", "alpha (annualized): 254.30%\n", "t = 3.44, p = 0.0006\n", "95% CI (annualized): [73.15%, 617.99%]\n", "\n", "=== Alpha vs BTC (tf=30d, OOS 2022-01-01→2025-06-30) ===\n", "alpha (per period): 0.067219\n", "alpha (annualized): 120.67%\n", "t = 2.54, p = 0.0111\n", "95% CI (annualized): [20.36%, 293.13%]\n" ] } ], "source": [ "def alpha_vs_btc(port_ret, tf_days, train_win, test_win):\n", " btc_rets_exact, _ = make_timed_data_exact(\n", " close_d[['BTCUSDT']].pct_change(),\n", " vol_d[['BTCUSDT']], \n", " tf_days=tf_days\n", " )\n", " y = port_ret.loc[test_win[0]:test_win[1]].dropna()\n", " x = btc_rets_exact['BTCUSDT'].reindex(y.index).dropna()\n", " y = y.reindex(x.index)\n", "\n", " X = sm.add_constant(x)\n", " maxlags = 4 if tf_days <= 7 else 2\n", " res = sm.OLS(y, X).fit(cov_type='HAC', cov_kwds={'maxlags': maxlags})\n", "\n", " # alpha stats\n", " alpha = res.params['const']\n", " se = res.bse['const']\n", " tval = res.tvalues['const']\n", " pval = res.pvalues['const']\n", "\n", " ppyr = _ppyr_from_tf(tf_days)\n", " alpha_ann = (1 + alpha)**ppyr - 1\n", " ci_lo = (1 + (alpha - 1.96*se))**ppyr - 1\n", " ci_hi = (1 + (alpha + 1.96*se))**ppyr - 1\n", "\n", " print(f\"\\n=== Alpha vs BTC (tf={tf_days}d, OOS {test_win[0]}→{test_win[1]}) ===\")\n", " print(f\"alpha (per period): {alpha:.6f}\")\n", " print(f\"alpha (annualized): {alpha_ann:.2%}\")\n", " print(f\"t = {tval:.2f}, p = {pval:.4f}\")\n", " print(f\"95% CI (annualized): [{ci_lo:.2%}, {ci_hi:.2%}]\")\n", " return res\n", "\n", "# run for your two portfolios \n", "res_wk = alpha_vs_btc(weekly_exact['ret_net'], 7, train_win, test_win)\n", "res_mo = alpha_vs_btc(monthly_exact['ret_net'], 30, train_win, test_win)\n", "\n" ] }, { "cell_type": "markdown", "id": "4d236ec6", "metadata": {}, "source": [ "### A New Approach: Volume-Adjusted Momentum (Utopic Version)\n", "\n", "The **Volume-Adjusted Momentum Strategy** scales each asset’s short-term return by its relative deviation from recent average trading volume. \n", "Intuitively, when volume spikes above its rolling mean, it may signal stronger market conviction behind the price move. \n", "Here, the model multiplies returns by relative volume, de-means them cross-sectionally, and normalizes to unit \\(L^1\\) exposure—similar to our previous XS-MOM setup.\n", "\n", "In this *utopic* configuration, however, we assume **same-bar execution** (signals and trades occur within the same period) and **flat transaction costs**, ignoring true market impact and order-book latency. \n", "This means the strategy effectively reacts to future information contained within the same bar—something that cannot be achieved in reality. \n", "As a result, the **in-sample (IS) and out-of-sample (OOS)** performance metrics are unrealistically high.\n", "\n", "| Frequency | IS Sharpe | OOS Sharpe | Annualized α vs BTC | t-stat | p-value | 95% CI (α, annualized) |\n", "|:----------:|:---------:|:----------:|:-------------------:|:------:|:-------:|:----------------------:|\n", "| Weekly | **3.545** | **2.415** | **254.3 %** | 3.44 | 0.0006 | [73.2 %, 618.0 %] |\n", "| Monthly | **2.014** | **1.400** | **120.7 %** | 2.54 | 0.0111 | [20.4 %, 293.1 %] |\n", "\n", "These results clearly highlight the danger of **information leakage**: \n", "the signal and execution occur on the same resampled bar, effectively using forward information to size trades. \n", "Thus, while the framework demonstrates the power of liquidity-aware weighting, its current setup represents a *best-case (utopic)* benchmark rather than a realistic, executable strategy. \n", "In later iterations, we will introduce proper **lagging, slippage, and asynchronous signal timing** to obtain more robust and tradable performance.\n" ] }, { "cell_type": "code", "execution_count": null, "id": "6fdb7cba", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "id": "8492514a", "metadata": {}, "source": [ "## Volume‑Adjusted XS Momentum implementation — A realistic version\n", "\n" ] }, { "cell_type": "code", "execution_count": null, "id": "aff98112", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "46eefb31", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "weekly_signal (tf=7d, L=14, cost=20.0bps) -> IS SR: 0.052 | OOS SR: 0.813\n", "monthly_signal (tf=30d, L=10, cost=20.0bps) -> IS SR: 0.281 | OOS SR: -0.624\n" ] }, { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def _clean_index(df: pd.DataFrame) -> pd.DataFrame:\n", " out = df.copy()\n", " out.index = pd.to_datetime(out.index).tz_localize(None).normalize()\n", " return out\n", "\n", "def periods_per_year_from_tf_days(tf_days: int | float) -> float:\n", " return 365.0 / float(tf_days)\n", "\n", "def compounded_rolling(x: pd.Series) -> float:\n", " # treat missing daily return as zero inside the bin\n", " return (1.0 + x.fillna(0.0)).prod() - 1.0\n", "\n", "def ann_sh(returns: pd.Series | np.ndarray,\n", " periods_per_year: float = 252.0) -> float:\n", " if returns is None or len(returns) == 0:\n", " return np.nan\n", " r = np.asarray(returns, dtype=float)\n", " r = r[np.isfinite(r)]\n", " if r.size < 2:\n", " return np.nan\n", " mu = r.mean()\n", " sd = r.std(ddof=1)\n", " return np.nan if sd == 0 else mu / sd * np.sqrt(periods_per_year)\n", "\n", "def prepare_base(close_d: pd.DataFrame, vol_d: pd.DataFrame):\n", " close_d = _clean_index(close_d)\n", " vol_d = _clean_index(vol_d)\n", "\n", " idx = close_d.index.intersection(vol_d.index)\n", " close_d = close_d.reindex(idx)\n", " vol_d = vol_d.reindex(idx)\n", "\n", " assets = [c for c in close_d.columns if c in vol_d.columns]\n", " ret_d = close_d[assets].pct_change()\n", "\n", " return ret_d, vol_d[assets], assets\n", "\n", "\n", "def make_timed_data(returns_d: pd.DataFrame,\n", " vols_d: pd.DataFrame,\n", " assets: list[str],\n", " tf_days: int = 7) -> tuple[pd.DataFrame, pd.DataFrame]:\n", " rule = f'{int(tf_days)}D'\n", " timed_rets = (\n", " returns_d\n", " .resample(rule, label='right', closed='right', origin='start_day')\n", " .apply(compounded_rolling)\n", " .reindex(columns=assets)\n", " .fillna(0.0)\n", " )\n", " timed_vols = (\n", " vols_d\n", " .resample(rule, label='right', closed='right', origin='start_day')\n", " .mean()\n", " .reindex(columns=assets)\n", " .reindex(timed_rets.index)\n", " .ffill()\n", " .fillna(0.0)\n", " )\n", " return timed_rets, timed_vols\n", "\n", "def build_signal(timed_rets: pd.DataFrame,\n", " timed_vols: pd.DataFrame,\n", " trend_L: int = 10,\n", " clip_rel_vol: float | None = 5.0,\n", " demean: bool = True) -> pd.DataFrame:\n", " v_ma = timed_vols.rolling(trend_L, min_periods=1).mean()\n", " base = v_ma.replace(0, np.nan)\n", " relvol = (timed_vols - v_ma) / base\n", " if clip_rel_vol is not None:\n", " relvol = relvol.clip(-clip_rel_vol, clip_rel_vol)\n", "\n", " w = relvol * timed_rets\n", " if demean:\n", " w = w.sub(w.mean(axis=1), axis=0) # market-neutral\n", " denom = w.abs().sum(axis=1).replace(0, 1e-9)\n", " return w.div(denom, axis=0).fillna(0.0)\n", "\n", "\n", "def turnover_from_signal(w_signal: pd.DataFrame) -> pd.Series:\n", " # turnover_t = 0.5 * sum | w_t - w_{t-1} |\n", " return 0.5 * (w_signal - w_signal.shift(1)).abs().sum(axis=1)\n", "\n", "def build_portfolio(w_signal: pd.DataFrame,\n", " timed_rets: pd.DataFrame,\n", " cost_bps: float = 0.0) -> dict:\n", " # align on same grid\n", " timed_rets = timed_rets.reindex(columns=w_signal.columns).reindex(w_signal.index)\n", "\n", " # returns for bar t use w_{t-1}\n", " w_traded = w_signal.shift(1)\n", "\n", " gross = (w_traded.fillna(0.0) * timed_rets).sum(axis=1)\n", "\n", " # costs for bar t are based on turnover into w_t\n", " costs = (cost_bps / 1e4) * turnover_from_signal(w_signal)\n", " costs = costs.reindex(gross.index).fillna(0.0)\n", "\n", " net = (gross - costs).dropna()\n", "\n", " return {\n", " \"ret_gross\": gross,\n", " \"ret_net\": net,\n", " \"weights_signal\": w_signal,\n", " \"weights_traded\": w_traded,\n", " \"turnover\": turnover_from_signal(w_signal),\n", " \"costs\": costs\n", " }\n", "\n", "\n", "def build_and_report(close_d: pd.DataFrame,\n", " vol_d: pd.DataFrame,\n", " tf_days: int,\n", " trend_L: int,\n", " train_window: tuple[str, str],\n", " test_window: tuple[str, str],\n", " cost_bps: float = 0.0,\n", " name: str = \"portfolio\"):\n", "\n", " returns_d, vols_d, assets = prepare_base(close_d, vol_d)\n", " timed_r, timed_v = make_timed_data(returns_d, vols_d, assets, tf_days=tf_days)\n", " w = build_signal(timed_r, timed_v, trend_L=trend_L)\n", " out = build_portfolio(w, timed_r, cost_bps=cost_bps)\n", "\n", " train_lo, train_hi = map(pd.to_datetime, train_window)\n", " test_lo, test_hi = map(pd.to_datetime, test_window)\n", " ppyr = periods_per_year_from_tf_days(tf_days)\n", "\n", " port = out[\"ret_net\"]\n", " is_series = port.loc[train_lo:train_hi]\n", " oos_series = port.loc[test_lo:test_hi]\n", "\n", " print(f\"{name} (tf={tf_days}d, L={trend_L}, cost={cost_bps}bps) -> \"\n", " f\"IS SR: {ann_sh(is_series, ppyr):.3f} | \"\n", " f\"OOS SR: {ann_sh(oos_series, ppyr):.3f}\")\n", "\n", " return out, timed_r\n", "\n", "\n", "def grid_search_and_plot(close_d, vol_d,\n", " time_frames=(1,2,3,4,7,30),\n", " trend_range=range(2,25),\n", " train_window=(\"2020-01-01\",\"2021-12-31\"),\n", " test_window =(\"2022-01-01\",\"2025-06-30\"),\n", " cost_bps=0.0):\n", "\n", " returns_d, vols_d, assets = prepare_base(close_d, vol_d)\n", "\n", " is_grid = np.full((len(time_frames), len(trend_range)), np.nan)\n", " oos_grid = np.full_like(is_grid, np.nan)\n", "\n", " train_lo, train_hi = map(pd.to_datetime, train_window)\n", " test_lo, test_hi = map(pd.to_datetime, test_window)\n", "\n", " for i, tf in enumerate(time_frames):\n", " timed_r, timed_v = make_timed_data(returns_d, vols_d, assets, tf_days=tf)\n", " ppyr = periods_per_year_from_tf_days(tf)\n", " for j, L in enumerate(trend_range):\n", " try:\n", " w = build_signal(timed_r, timed_v, trend_L=L)\n", " out = build_portfolio(w, timed_r, cost_bps=cost_bps)\n", " port = out[\"ret_net\"]\n", " is_grid[i, j] = ann_sh(port.loc[train_lo:train_hi], ppyr)\n", " oos_grid[i, j] = ann_sh(port.loc[test_lo:test_hi], ppyr)\n", " except Exception:\n", " is_grid[i, j] = np.nan\n", " oos_grid[i, j] = np.nan\n", "\n", " # plots \n", " fig, axes = plt.subplots(1, 2, figsize=(14, 4))\n", " im0 = axes[0].imshow(is_grid, aspect='auto', cmap='YlGn')\n", " axes[0].set_title('IS Annualised Sharpe')\n", " axes[0].set_yticks(np.arange(len(time_frames)))\n", " axes[0].set_yticklabels([f'{t}d' for t in time_frames])\n", " axes[0].set_xticks(np.arange(len(trend_range)))\n", " axes[0].set_xticklabels(list(trend_range), rotation=90)\n", " fig.colorbar(im0, ax=axes[0])\n", "\n", " im1 = axes[1].imshow(oos_grid, aspect='auto', cmap='YlOrRd')\n", " axes[1].set_title('OOS Annualised Sharpe')\n", " axes[1].set_yticks(np.arange(len(time_frames)))\n", " axes[1].set_yticklabels([f'{t}d' for t in time_frames])\n", " axes[1].set_xticks(np.arange(len(trend_range)))\n", " axes[1].set_xticklabels(list(trend_range), rotation=90)\n", " fig.colorbar(im1, ax=axes[1])\n", "\n", " plt.tight_layout(); plt.show()\n", "\n", " is_df = pd.DataFrame(is_grid, index=[f'{t}d' for t in time_frames], columns=list(trend_range))\n", " oos_df = pd.DataFrame(oos_grid, index=[f'{t}d' for t in time_frames], columns=list(trend_range))\n", " return is_df, oos_df\n", "\n", "\n", "train_window = tuple(CONFIG['train'])\n", "test_window = tuple(CONFIG['test'])\n", "cost_bps = float(CONFIG.get('cost_bps', 0))\n", "\n", "# Single runs\n", "weekly_out, weekly_r = build_and_report(close_d, vol_d, tf_days=7, trend_L=14,\n", " train_window=train_window, test_window=test_window,\n", " cost_bps=cost_bps, name='weekly_signal')\n", "monthly_out, monthly_r = build_and_report(close_d, vol_d, tf_days=30, trend_L=10,\n", " train_window=train_window, test_window=test_window,\n", " cost_bps=cost_bps, name='monthly_signal')\n", "# Grid search heatmaps\n", "is_df, oos_df = grid_search_and_plot(close_d, vol_d,\n", " time_frames=(1,2,3,4,7,30),\n", " trend_range=range(2,25),\n", " train_window=train_window,\n", " test_window=test_window,\n", " cost_bps=cost_bps)\n", "\n", "# Equity curves (IS/OOS net of costs)\n", "ppyr_w = periods_per_year_from_tf_days(7)\n", "ppyr_m = periods_per_year_from_tf_days(30)\n", "\n", "def _seg(port, lo, hi):\n", " s = port.loc[pd.to_datetime(lo):pd.to_datetime(hi)]\n", " return (1 + s).cumprod()\n", "\n", "plt.figure(figsize=(10,5))\n", "plt.plot(_seg(weekly_out[\"ret_net\"], *train_window), label='weekly IS')\n", "plt.plot(_seg(weekly_out[\"ret_net\"], *test_window), label='weekly OOS')\n", "plt.plot(_seg(monthly_out[\"ret_net\"], *train_window), label='monthly IS')\n", "plt.plot(_seg(monthly_out[\"ret_net\"], *test_window), label='monthly OOS')\n", "plt.legend(); plt.grid(True); plt.title('Adjusted-Volume (lagged, net of costs)')\n", "plt.show()\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": null, "id": "95874147", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Weekly OOS Sharpe (native weekly): 0.813\n", "Weekly OOS Vol (annualised, weekly grid): 0.282\n" ] } ], "source": [ "if 'CONFIG' not in globals():\n", " raise RuntimeError(\"CONFIG['test'] required\")\n", "test_lo, test_hi = map(pd.to_datetime, CONFIG['test'])\n", "\n", "def _get_weekly_oos(weekly_out_obj):\n", " # weekly_out is the dict returned by build_and_report\n", " if not isinstance(weekly_out_obj, dict) or 'ret_net' not in weekly_out_obj:\n", " raise RuntimeError(\"weekly_out must be the dict from build_and_report with key 'ret_net'\")\n", " s = weekly_out_obj['ret_net']\n", " # OOS slice on the native weekly index\n", " return s.loc[test_lo:test_hi].dropna()\n", "\n", "weekly_oos = _get_weekly_oos(weekly_out)\n", "\n", "# metrics on native weekly frequency \n", "def _ann_sh(series, ppyr):\n", " s = pd.Series(series).dropna()\n", " sd = s.std(ddof=1)\n", " return float('nan') if len(s) < 2 or sd == 0 else s.mean() / sd * np.sqrt(ppyr)\n", "\n", "PPYR_WEEK = 365.0 / 7.0 \n", "wk_sr = _ann_sh(weekly_oos, PPYR_WEEK)\n", "wk_vol = weekly_oos.std(ddof=1) * np.sqrt(PPYR_WEEK)\n", "\n", "# equity plot (OOS)\n", "plt.figure(figsize=(9,4))\n", "plt.plot((1 + weekly_oos).cumprod(), label=f'weekly OOS (SR={wk_sr:.3f})')\n", "plt.grid(True); plt.legend(); plt.title('Weekly strategy — OOS (net, native weekly)'); plt.show()\n", "\n", "print(f\"Weekly OOS Sharpe (native weekly): {wk_sr:.3f}\")\n", "print(f\"Weekly OOS Vol (annualised, weekly grid): {wk_vol:.3f}\")\n" ] }, { "cell_type": "markdown", "id": "7c75f142", "metadata": {}, "source": [ "### Volume-Adjusted Momentum (Lagged, Realistic Version)\n", "\n", "This implementation fixes the unrealistic assumptions from the utopic same-bar model. \n", "Here, the portfolio weights \\(w_{t-1}\\) are applied to the returns \\(r_t\\) of the *next* bar, eliminating look-ahead bias. \n", "Transaction costs are correctly timed and proportional to turnover, and signal re-sampling aligns with realistic trade execution windows (weekly/monthly).\n", "\n", "Because signals are lagged, the strategy reacts only to *available* past information. \n", "This makes performance far more robust and closer to what an implementable crypto-momentum allocator would achieve.\n", "\n", "| Frequency | IS Sharpe | OOS Sharpe | Cost (bps) | Notes |\n", "|:----------:|:---------:|:----------:|:-----------:|:------|\n", "| Weekly | **0.052** | **0.813** | 20 | Robust OOS after cost, low IS overfit risk |\n", "| Monthly | **0.281** | **–0.624** | 20 | Lag dampens edge; turnover and stale signals penalize performance |\n", "\n", "Unlike the utopic version, Sharpe ratios now lie within plausible ranges. \n", "The OOS performance of the weekly model (\\(SR \\approx 0.8\\)) indicates **moderate predictive persistence** in liquidity-weighted returns, while monthly signals lose power due to slower refresh rates. \n", "This version’s design — lagged execution, turnover-linked costs, and realistic bar timing — provides a **more faithful representation of tradable performance**, avoiding the forward-information leakage that inflated the earlier results.\n" ] }, { "cell_type": "code", "execution_count": null, "id": "f9fd714a", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "b4042f7f", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "83c6632b", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "ec668e5a", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Sharpe Vol MDD\n", "Name \n", "WEEKLY 0.810 0.283 -0.297\n", "XS 0.724 0.235 -0.193\n", "TS-MOM 0.890 0.532 -0.567\n", "BTC 0.717 0.533 -0.669\n", "SR-Weighted 1.495 0.214 -0.242\n", "Equal 1.505 0.208 -0.226\n", "EqualVol 1.570 0.173 -0.172\n", "\n", "SR Weights (components):\n", " WEEKLY 0.258\n", "XS 0.231\n", "TS-MOM 0.283\n", "BTC 0.228\n", "dtype: float64\n", "\n", "Equal Weights (components):\n", " WEEKLY 0.25\n", "XS 0.25\n", "TS-MOM 0.25\n", "BTC 0.25\n", "dtype: float64\n", "\n", "Equal-Vol Weights (components):\n", " WEEKLY 0.306\n", "XS 0.369\n", "TS-MOM 0.163\n", "BTC 0.162\n", "dtype: float64\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Saved combined_results in kernel.\n" ] } ], "source": [ "_ppyr_week = 365.0 / 7.0\n", "_ppyr_month = 12.0 \n", "\n", "# locate OOS windows\n", "if 'CONFIG' in globals():\n", " test_lo, test_hi = map(pd.to_datetime, CONFIG['test'])\n", "else:\n", " raise RuntimeError(\"CONFIG['test'] required\")\n", "\n", "\n", "ts_mom = None\n", "if 'ret_strat' in globals():\n", " ts_mom = ret_strat.loc[test_lo:test_hi].dropna()\n", "elif 'res_test' in globals() and 'ret_net' in res_test:\n", " ts_mom = res_test['ret_net'].loc[test_lo:test_hi].dropna()\n", "elif 'res' in globals() and 'ret_net' in res:\n", " ts_mom = res['ret_net'].loc[test_lo:test_hi].dropna()\n", "\n", "btc_oos = None\n", "if 'close_d' in globals():\n", " btc_col = None\n", " for cand in ['BTCUSDT','BTC','BTC-USD','BTCUSD']:\n", " if cand in close_d.columns:\n", " btc_col = cand; break\n", " if btc_col:\n", " btc_oos = close_d[btc_col].pct_change().loc[test_lo:test_hi].dropna()\n", "\n", "# find WEEKLY OOS series via common names / containers\n", "def find_series(possible_names):\n", " for n in possible_names:\n", " if n in globals():\n", " s = globals()[n]\n", " if isinstance(s, dict):\n", " key = 'ret_net' if 'ret_net' in s else ('net' if 'net' in s else None)\n", " if key is not None:\n", " ser = s[key]\n", " if isinstance(ser, pd.DataFrame):\n", " ser = ser.sum(axis=1)\n", " return ser.loc[test_lo:test_hi].dropna()\n", " if isinstance(s, pd.Series):\n", " return s.loc[test_lo:test_hi].dropna()\n", " if isinstance(s, pd.DataFrame):\n", " # if df, try sum across assets (timed returns form)\n", " return s.sum(axis=1).loc[test_lo:test_hi].dropna()\n", " return pd.Series(dtype=float)\n", "\n", "weekly_candidates = ['weekly_oos','weekly_out','weekly','weekly_exact']\n", "weekly_s = find_series(weekly_candidates)\n", "\n", "# if weekly empty, try to find in a global variable named 'weekly' (dict or df/series)\n", "if weekly_s.empty and 'weekly' in globals() and isinstance(weekly, dict):\n", " key = 'ret_net' if 'ret_net' in weekly else ('net' if 'net' in weekly else None)\n", " if key:\n", " weekly_s = weekly[key].loc[test_lo:test_hi].dropna()\n", "\n", "# XS strategy (from XS-MOM backtest) \n", "xs_s = pd.Series(dtype=float)\n", "if 'bt_star' in globals():\n", " if isinstance(bt_star, pd.DataFrame) and 'ret_net' in bt_star:\n", " xs_s = bt_star['ret_net'].loc[test_lo:test_hi].dropna()\n", " elif isinstance(bt_star, dict) and 'ret_net' in bt_star:\n", " xs_s = bt_star['ret_net'].loc[test_lo:test_hi].dropna()\n", "elif 'xs_ret' in globals() and isinstance(xs_ret, (pd.Series, pd.DataFrame)):\n", " # fallback variable name if you used one\n", " xobj = xs_ret\n", " if isinstance(xobj, pd.DataFrame):\n", " xobj = xobj.sum(axis=1)\n", " xs_s = xobj.loc[test_lo:test_hi].dropna()\n", "\n", "# Build components DataFrame (aligned) — WEEKLY mandatory; MONTHLY removed\n", "components = {}\n", "if not weekly_s.empty:\n", " components['WEEKLY'] = weekly_s\n", "if not xs_s.empty:\n", " components['XS'] = xs_s\n", "if ts_mom is not None and not pd.Series(ts_mom).dropna().empty:\n", " components['TS-MOM'] = ts_mom\n", "if btc_oos is not None and not btc_oos.empty:\n", " components['BTC'] = btc_oos\n", "\n", "if len(components) == 0:\n", " raise RuntimeError(\"No component series found (need at least WEEKLY).\")\n", "\n", "df_comp = pd.concat(components, axis=1).dropna(how='all').fillna(0.0)\n", "\n", "if 'sr_weight_allocation' in globals():\n", " sr_alloc_fn = sr_weight_allocation\n", "else:\n", " def sr_weight_allocation(returns: pd.DataFrame, freq=365):\n", " mu = returns.mean() * freq\n", " sigma = returns.std(ddof=1) * np.sqrt(freq)\n", " with np.errstate(divide='ignore', invalid='ignore'):\n", " sr = (mu / sigma).replace([np.inf, -np.inf], np.nan).fillna(0.0)\n", " w = sr.clip(lower=0)\n", " w = w / (w.sum() if w.sum() != 0 else len(w))\n", " port = (returns * w).sum(axis=1)\n", " return w, port\n", " sr_alloc_fn = sr_weight_allocation\n", "\n", "if 'equal_weight' in globals():\n", " eq_alloc_fn = equal_weight\n", "else:\n", " def equal_weight(returns: pd.DataFrame):\n", " w = pd.Series(1/returns.shape[1], index=returns.columns)\n", " return w, (returns * w).sum(axis=1)\n", " eq_alloc_fn = equal_weight\n", "\n", "if 'equal_vol_weight' in globals():\n", " ev_alloc_fn = equal_vol_weight\n", "else:\n", " def equal_vol_weight(returns: pd.DataFrame, freq=365):\n", " sigma = returns.std(ddof=1) * np.sqrt(freq)\n", " inv = 1.0 / sigma.replace(0, np.nan)\n", " inv = inv.fillna(0.0)\n", " w = inv / (inv.sum() if inv.sum() != 0 else len(inv))\n", " return w, (returns * w).sum(axis=1)\n", " ev_alloc_fn = equal_vol_weight\n", "\n", "# compute component-level metrics and three portfolios (SR-weighted, equal, equal-vol) on OOS\n", "# use annualisation: infer by index step; weekly -> _ppyr_week, otherwise 365\n", "freq_days = (df_comp.index.to_series().diff().median().days if len(df_comp.index)>2 else 1)\n", "ppyr = _ppyr_week if freq_days >= 7 else 365.0\n", "\n", "w_sr, port_sr = sr_alloc_fn(df_comp, freq=ppyr)\n", "w_eq, port_eq = eq_alloc_fn(df_comp)\n", "w_ev, port_ev = ev_alloc_fn(df_comp, freq=ppyr)\n", "\n", "# metrics\n", "def ann_sh(series, ppyr_local=365.0):\n", " s = pd.Series(series).dropna()\n", " if s.empty or s.std(ddof=1)==0: return float('nan')\n", " return (s.mean()/s.std(ddof=1))*np.sqrt(ppyr_local)\n", "\n", "def max_dd(s):\n", " s = pd.Series(s).dropna()\n", " if s.empty: return float('nan')\n", " eq = (1+s).cumprod()\n", " return (eq/eq.cummax() - 1).min()\n", "\n", "rows = []\n", "for name, series in list(df_comp.items()) + [('SR-Weighted', port_sr), ('Equal', port_eq), ('EqualVol', port_ev)]:\n", " if isinstance(name, tuple): name = name[0]\n", " if isinstance(series, pd.Series):\n", " sh = ann_sh(series, ppyr)\n", " vol = series.std(ddof=1)*np.sqrt(ppyr)\n", " mdd = max_dd(series)\n", " rows.append({\"Name\": name, \"Sharpe\": sh, \"Vol\": vol, \"MDD\": mdd})\n", "\n", "df_metrics = pd.DataFrame(rows).set_index(\"Name\")\n", "print(df_metrics.round(3))\n", "\n", "print(\"\\nSR Weights (components):\\n\", w_sr.round(3))\n", "print(\"\\nEqual Weights (components):\\n\", w_eq.round(3))\n", "print(\"\\nEqual-Vol Weights (components):\\n\", w_ev.round(3))\n", "\n", "# Plot OOS equities for components and portfolios\n", "plt.figure(figsize=(10,6))\n", "for col in df_comp.columns:\n", " s = df_comp[col].dropna()\n", " if not s.empty:\n", " plt.plot((1+s).cumprod(), label=f'{col} (OOS)')\n", "# portfolio equities\n", "if isinstance(port_sr, pd.Series) and not port_sr.empty:\n", " plt.plot((1+port_sr).cumprod(), '--', label='SR-Weighted')\n", "if isinstance(port_eq, pd.Series) and not port_eq.empty:\n", " plt.plot((1+port_eq).cumprod(), '--', label='Equal')\n", "if isinstance(port_ev, pd.Series) and not port_ev.empty:\n", " plt.plot((1+port_ev).cumprod(), '--', label='Equal-Vol')\n", "plt.legend(); plt.grid(True); plt.title('Components and Combined Portfolios (OOS: WEEKLY + XS [+BTC/TS-MOM])'); plt.show()\n", "\n", "# Save outputs\n", "combined_results = {\n", " 'components_oos': df_comp,\n", " 'w_sr': w_sr, 'w_eq': w_eq, 'w_ev': w_ev,\n", " 'port_sr': port_sr, 'port_eq': port_eq, 'port_ev': port_ev,\n", " 'metrics': df_metrics\n", "}\n", "print(\"\\nSaved combined_results in kernel.\")\n", "\n" ] }, { "cell_type": "code", "execution_count": 260, "id": "f8d40bc8", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Equal-Vol vs BTC Regression Results:\n", "Alpha (weekly): 0.000601\n", "Alpha (annualized): 24.5292%\n", "t-stat (alpha): 2.612\n", "Beta vs BTC: 0.137\n", "\n", "Full summary:\n", " OLS Regression Results \n", "==============================================================================\n", "Dep. Variable: EqualVol R-squared: 0.178\n", "Model: OLS Adj. R-squared: 0.178\n", "Method: Least Squares F-statistic: 277.0\n", "Date: Fri, 10 Oct 2025 Prob (F-statistic): 1.97e-56\n", "Time: 03:21:01 Log-Likelihood: 4320.3\n", "No. Observations: 1277 AIC: -8637.\n", "Df Residuals: 1275 BIC: -8626.\n", "Df Model: 1 \n", "Covariance Type: nonrobust \n", "==============================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "const 0.0006 0.000 2.612 0.009 0.000 0.001\n", "BTC 0.1372 0.008 16.643 0.000 0.121 0.153\n", "==============================================================================\n", "Omnibus: 418.185 Durbin-Watson: 2.140\n", "Prob(Omnibus): 0.000 Jarque-Bera (JB): 3584.359\n", "Skew: 1.268 Prob(JB): 0.00\n", "Kurtosis: 10.806 Cond. No. 35.8\n", "==============================================================================\n", "\n", "Notes:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n" ] } ], "source": [ "# Align the two series\n", "df_alpha = pd.concat([port_ev, btc_oos], axis=1, join='inner').dropna()\n", "df_alpha.columns = ['EqualVol', 'BTC']\n", "\n", "# Run regression: EqualVol = alpha + beta * BTC + error\n", "X = sm.add_constant(df_alpha['BTC'])\n", "y = df_alpha['EqualVol']\n", "model = sm.OLS(y, X).fit()\n", "\n", "# Extract results\n", "alpha = model.params['const']\n", "beta = model.params['BTC']\n", "t_alpha = model.tvalues['const']\n", "\n", "# Annualize alpha (weekly frequency)\n", "alpha_ann = (1 + alpha) ** 365 - 1\n", "\n", "print(\"Equal-Vol vs BTC Regression Results:\")\n", "print(f\"Alpha (weekly): {alpha:.6f}\")\n", "print(f\"Alpha (annualized): {alpha_ann:.4%}\")\n", "print(f\"t-stat (alpha): {t_alpha:.3f}\")\n", "print(f\"Beta vs BTC: {beta:.3f}\")\n", "print(\"\\nFull summary:\")\n", "print(model.summary())\n" ] }, { "cell_type": "code", "execution_count": 259, "id": "cf3cd8fc", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Align EqualVol and BTC returns\n", "df_alpha = pd.concat([port_ev, btc_oos], axis=1, join='inner').dropna()\n", "df_alpha.columns = ['EqualVol', 'BTC']\n", "\n", "# Run regression each week to get residuals (alpha = excess unexplained by BTC)\n", "X = sm.add_constant(df_alpha['BTC'])\n", "y = df_alpha['EqualVol']\n", "res = sm.OLS(y, X).fit()\n", "\n", "alpha_daily = float(res.params['const'])\n", "alpha_ann = (1 + alpha_daily) ** 365 - 1\n", "\n", "# Compute compounded alpha series (cumulative excess performance vs beta*BTC)\n", "alpha_series = y - res.params['BTC'] * df_alpha['BTC']\n", "cum_alpha = (1 + alpha_series).cumprod()\n", "\n", "# Plot\n", "plt.figure(figsize=(10,6))\n", "plt.plot(cum_alpha, label='Compounded Alpha (EqualVol vs BTC)', color='tab:blue')\n", "plt.axhline(1.0, color='gray', linestyle='--', linewidth=1)\n", "plt.title(f'Compounded Alpha Curve — EqualVol vs BTC\\nAnnualized alpha ≈ {alpha_ann:.2%} (t={res.tvalues[\"const\"]:.2f})')\n", "plt.ylabel('Growth of $1 (Alpha Compounded)')\n", "plt.grid(True)\n", "plt.legend()\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "a45551b9", "metadata": {}, "source": [ "## Recap & Final Strategy — The Strength of Blending\n", "\n", "**What we blend:** three “working” sleeves + BTC reference\n", "- **WEEKLY (lagged, volume-adjusted)** — OOS SR ≈ 0.81, low vol\n", "- **XS-MOM (weekly, blended k, 2k[,3k])** — OOS SR ≈ 0.72\n", "- **TS-MOM** — higher standalone risk (Vol ≈ 0.53), but complementary\n", "- **BTC buy-and-hold** — baseline beta\n", "\n", "**Why blending works:** low-to-moderate cross-correlations let us **diversify unrewarded risk**. \n", "As we move from single sleeves to multi-sleeve portfolios, we see a **significant drop in max drawdown**, **material volatility compression**, and **higher compounded returns**, which together lift the Sharpe ratio.\n", "\n", "**OOS summary (weekly grid):**\n", "\n", "| Name | Sharpe | Vol | MDD |\n", "|-------------|:------:|:-----:|:------:|\n", "| WEEKLY | 0.810 | 0.283 | -0.297 |\n", "| XS | 0.724 | 0.235 | -0.193 |\n", "| TS-MOM | 0.890 | 0.532 | -0.567 |\n", "| BTC | 0.717 | 0.533 | -0.669 |\n", "| **SR-Weighted** | **1.495** | 0.214 | -0.242 |\n", "| **Equal** | **1.505** | 0.208 | -0.226 |\n", "| **Equal-Vol** | **1.570** | **0.173** | **-0.172** |\n", "\n", "**Blend weights (illustrative):**\n", "- SR-weighted: WEEKLY 0.258, XS 0.231, TS-MOM 0.283, BTC 0.228 \n", "- Equal: 0.25 each \n", "- Equal-Vol: XS 0.369, TS-MOM 0.163, BTC 0.162, (WEEKLY remainder)\n", "\n", "**Alpha vs BTC (Equal-Vol blend):** annualized α ≈ **24.53%**, t ≈ **2.61**, β ≈ **0.137**. \n", "This confirms the blend creates **diversified, low-beta excess returns**.\n", "\n", "### Takeaway\n", "Even if single sleeves don’t deliver 2+ OOS Sharpe on their own, the **portfolio-of-signals** does the heavy lifting: **sharper risk-return**, **much lower drawdowns**, and **meaningfully higher OOS Sharpe (≈1.5+)**. \n", "It’s a **credible, lever-able** core (reduced volatility + shallower MDD), and with modest leverage the target SR can be scaled while keeping drawdowns in check.\n" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.9" } }, "nbformat": 4, "nbformat_minor": 5 }