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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Alpha Research: señales de microestructura\n",
"\n",
"Exploramos señales que podrían predecir movimientos de precio a corto plazo.\n",
"\n",
"Para cada señal:\n",
"1. La calculamos sobre los datos reales\n",
"2. Medimos su correlación con retornos futuros a distintos horizontes\n",
"3. Visualizamos si tiene poder predictivo\n",
"\n",
"**Datos:** 1M aggTrades BTC/USDT (~26h)"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Trades: 1,000,000\n",
"Columnas: ['agg_trade_id', 'price', 'qty', 'first_trade_id', 'last_trade_id', 'timestamp', 'is_buyer_maker', 'side', 'n_fills']\n"
]
}
],
"source": [
"import polars as pl\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from pathlib import Path\n",
"from scipy.stats import spearmanr\n",
"\n",
"DATA = Path('../data')\n",
"trades = pl.read_csv(str(DATA / 'binance_btcusdt_aggtrades_1M.csv'))\n",
"print(f'Trades: {trades.shape[0]:,}')\n",
"print(f'Columnas: {trades.columns}')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Preparación: agrupar en barras de tiempo\n",
"\n",
"Las señales se calculan sobre ventanas de tiempo, no sobre trades individuales.\n",
"Creamos barras de 1 segundo con todas las métricas que necesitamos."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Barras de 1s: 83,088\n",
"Columnas: ['second', 'close', 'open', 'high', 'low', 'volume', 'turnover', 'n_trades', 'buy_volume', 'sell_volume', 'n_buys', 'n_sells', 'max_fills', 'max_qty', 'vwap', 'fwd_ret_1s', 'fwd_ret_5s', 'fwd_ret_10s', 'fwd_ret_30s', 'fwd_ret_60s']\n",
"shape: (3, 20)\n",
"┌────────────┬──────────┬──────────┬──────────┬───┬────────────┬───────────┬───────────┬───────────┐\n",
"│ second ┆ close ┆ open ┆ high ┆ … ┆ fwd_ret_5s ┆ fwd_ret_1 ┆ fwd_ret_3 ┆ fwd_ret_6 │\n",
"│ --- ┆ --- ┆ --- ┆ --- ┆ ┆ --- ┆ 0s ┆ 0s ┆ 0s │\n",
"│ i64 ┆ f64 ┆ f64 ┆ f64 ┆ ┆ f64 ┆ --- ┆ --- ┆ --- │\n",
"│ ┆ ┆ ┆ ┆ ┆ ┆ f64 ┆ f64 ┆ f64 │\n",
"╞════════════╪══════════╪══════════╪══════════╪═══╪════════════╪═══════════╪═══════════╪═══════════╡\n",
"│ 1775132762 ┆ 66081.13 ┆ 66072.79 ┆ 66083.36 ┆ … ┆ 0.000109 ┆ 0.00013 ┆ 0.000142 ┆ 0.000052 │\n",
"│ 1775132763 ┆ 66081.12 ┆ 66081.13 ┆ 66081.13 ┆ … ┆ 0.000109 ┆ 0.000261 ┆ 0.000142 ┆ 0.000052 │\n",
"│ 1775132764 ┆ 66072.79 ┆ 66081.13 ┆ 66081.13 ┆ … ┆ 0.000256 ┆ 0.000387 ┆ 0.000268 ┆ 0.000089 │\n",
"└────────────┴──────────┴──────────┴──────────┴───┴────────────┴───────────┴───────────┴───────────┘\n"
]
}
],
"source": [
"# Barras de 1 segundo\n",
"bars = trades.with_columns(\n",
" (pl.col('timestamp') // 1000).alias('second'),\n",
" (pl.col('price') * pl.col('qty')).alias('turnover'),\n",
" pl.when(pl.col('side') == 'buy').then(pl.col('qty')).otherwise(0.0).alias('buy_qty'),\n",
" pl.when(pl.col('side') == 'sell').then(pl.col('qty')).otherwise(0.0).alias('sell_qty'),\n",
" pl.when(pl.col('side') == 'buy').then(1).otherwise(0).alias('is_buy'),\n",
").group_by('second').agg(\n",
" pl.col('price').last().alias('close'),\n",
" pl.col('price').first().alias('open'),\n",
" pl.col('price').max().alias('high'),\n",
" pl.col('price').min().alias('low'),\n",
" pl.col('qty').sum().alias('volume'),\n",
" pl.col('turnover').sum().alias('turnover'),\n",
" pl.len().alias('n_trades'),\n",
" pl.col('buy_qty').sum().alias('buy_volume'),\n",
" pl.col('sell_qty').sum().alias('sell_volume'),\n",
" pl.col('is_buy').sum().alias('n_buys'),\n",
" (pl.len() - pl.col('is_buy').sum()).alias('n_sells'),\n",
" pl.col('n_fills').max().alias('max_fills'), # biggest order this second\n",
" pl.col('qty').max().alias('max_qty'),\n",
").sort('second')\n",
"\n",
"# VWAP por segundo\n",
"bars = bars.with_columns(\n",
" (pl.col('turnover') / pl.col('volume')).alias('vwap'),\n",
")\n",
"\n",
"# Log returns futuros a distintos horizontes (para evaluar señales)\n",
"for horizon in [1, 5, 10, 30, 60]:\n",
" bars = bars.with_columns(\n",
" (pl.col('close').shift(-horizon).log() - pl.col('close').log()).alias(f'fwd_ret_{horizon}s')\n",
" )\n",
"\n",
"print(f'Barras de 1s: {bars.shape[0]:,}')\n",
"print(f'Columnas: {bars.columns}')\n",
"print(bars.head(3))"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"evaluate_signal() definida\n"
]
}
],
"source": [
"def evaluate_signal(bars: pl.DataFrame, signal_col: str, name: str, horizons=[1, 5, 10, 30, 60]):\n",
" \"\"\"Evalúa una señal: correlación con retornos futuros + gráficos.\"\"\"\n",
" fig, axes = plt.subplots(1, len(horizons) + 1, figsize=(4 * (len(horizons) + 1), 4))\n",
" \n",
" # Panel 1: la señal en el tiempo\n",
" ax = axes[0]\n",
" sig = bars[signal_col].to_numpy()\n",
" ax.plot(sig[:2000], linewidth=0.3, color='#3498db', alpha=0.7)\n",
" ax.set_title(f'{name}\\n(primeros 2000s)', fontsize=9)\n",
" ax.set_xlabel('Segundo')\n",
" ax.grid(True, alpha=0.3)\n",
" \n",
" # Paneles 2+: scatter señal vs retorno futuro por horizonte\n",
" corrs = []\n",
" for i, h in enumerate(horizons):\n",
" ax = axes[i + 1]\n",
" ret_col = f'fwd_ret_{h}s'\n",
" \n",
" clean = bars.select([signal_col, ret_col]).drop_nulls()\n",
" if clean.shape[0] < 100:\n",
" corrs.append((h, 0, 1))\n",
" continue\n",
" \n",
" x = clean[signal_col].to_numpy()\n",
" y = clean[ret_col].to_numpy()\n",
" \n",
" # Spearman (rank correlation, más robusto a outliers)\n",
" rho, pval = spearmanr(x, y)\n",
" corrs.append((h, rho, pval))\n",
" \n",
" # Binned scatter: dividir señal en 20 bins, plotear media de retorno\n",
" n_bins = 20\n",
" try:\n",
" bins = np.percentile(x[~np.isnan(x)], np.linspace(0, 100, n_bins + 1))\n",
" bins = np.unique(bins)\n",
" if len(bins) < 3:\n",
" raise ValueError\n",
" bin_idx = np.digitize(x, bins) - 1\n",
" bin_idx = np.clip(bin_idx, 0, len(bins) - 2)\n",
" bin_means_x = [np.mean(x[bin_idx == b]) for b in range(len(bins) - 1) if np.sum(bin_idx == b) > 0]\n",
" bin_means_y = [np.mean(y[bin_idx == b]) * 10000 for b in range(len(bins) - 1) if np.sum(bin_idx == b) > 0] # in bps\n",
" ax.bar(range(len(bin_means_y)), bin_means_y, color='#2ecc71' if rho > 0 else '#e74c3c', alpha=0.6)\n",
" except:\n",
" pass\n",
" \n",
" color = 'green' if abs(rho) > 0.02 and pval < 0.01 else 'gray'\n",
" ax.set_title(f'{h}s: ρ={rho:.4f}\\np={pval:.2e}', fontsize=9, color=color)\n",
" ax.set_xlabel(f'Bin de {name}')\n",
" if i == 0:\n",
" ax.set_ylabel('Ret futuro (bps)')\n",
" ax.axhline(y=0, color='black', linewidth=0.5)\n",
" ax.grid(True, alpha=0.3)\n",
" \n",
" fig.suptitle(f'Señal: {name}', fontsize=12, fontweight='bold')\n",
" plt.tight_layout()\n",
" plt.show()\n",
" \n",
" # Resumen\n",
" for h, rho, pval in corrs:\n",
" sig_marker = '***' if pval < 0.001 else '**' if pval < 0.01 else '*' if pval < 0.05 else ''\n",
" print(f' {h:>3}s: ρ={rho:+.4f} (p={pval:.2e}) {sig_marker}')\n",
" \n",
" return corrs\n",
"\n",
"print('evaluate_signal() definida')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---\n",
"## Señal 1: Order Flow Imbalance (OFI)\n",
"\n",
"**Qué mide:** La diferencia entre volumen de compras y ventas en los últimos N segundos. \n",
"**Intuición:** Si llegan más market buys que sells, hay presión compradora → el precio debería subir. \n",
"**Fórmula:** `OFI = (buy_volume - sell_volume) / (buy_volume + sell_volume)` \n",
"Normalizado entre -1 (todo sells) y +1 (todo buys)."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"OFI 5s:\n"
]
},
{
"data": {
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",
"text/plain": [
"<Figure size 2400x400 with 6 Axes>"
]
},
"metadata": {},
"output_type": "display_data",
"transient": {}
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" 1s: ρ=+0.0863 (p=5.02e-137) ***\n",
" 5s: ρ=+0.1152 (p=2.08e-243) ***\n",
" 10s: ρ=+0.1056 (p=1.19e-204) ***\n",
" 30s: ρ=+0.0707 (p=2.05e-92) ***\n",
" 60s: ρ=+0.0460 (p=3.55e-40) ***\n",
"\n",
"OFI 10s:\n"
]
},
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 2400x400 with 6 Axes>"
]
},
"metadata": {},
"output_type": "display_data",
"transient": {}
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" 1s: ρ=+0.0784 (p=2.82e-113) ***\n",
" 5s: ρ=+0.1113 (p=2.73e-227) ***\n",
" 10s: ρ=+0.1062 (p=8.32e-207) ***\n",
" 30s: ρ=+0.0681 (p=5.72e-86) ***\n",
" 60s: ρ=+0.0417 (p=2.52e-33) ***\n",
"\n",
"OFI 30s:\n"
]
},
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 2400x400 with 6 Axes>"
]
},
"metadata": {},
"output_type": "display_data",
"transient": {}
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" 1s: ρ=+0.0424 (p=2.63e-34) ***\n",
" 5s: ρ=+0.0592 (p=2.11e-65) ***\n",
" 10s: ρ=+0.0520 (p=8.09e-51) ***\n",
" 30s: ρ=+0.0275 (p=2.32e-15) ***\n",
" 60s: ρ=+0.0027 (p=4.45e-01) \n"
]
}
],
"source": [
"# OFI en ventanas de 5, 10, 30 segundos\n",
"for w in [5, 10, 30]:\n",
" buy_sum = bars['buy_volume'].rolling_sum(window_size=w)\n",
" sell_sum = bars['sell_volume'].rolling_sum(window_size=w)\n",
" total = buy_sum + sell_sum\n",
" ofi = (buy_sum - sell_sum) / total\n",
" bars = bars.with_columns(ofi.alias(f'ofi_{w}s'))\n",
"\n",
"print('OFI 5s:')\n",
"corrs_ofi5 = evaluate_signal(bars, 'ofi_5s', 'OFI 5s')\n",
"print('\\nOFI 10s:')\n",
"corrs_ofi10 = evaluate_signal(bars, 'ofi_10s', 'OFI 10s')\n",
"print('\\nOFI 30s:')\n",
"corrs_ofi30 = evaluate_signal(bars, 'ofi_30s', 'OFI 30s')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---\n",
"## Señal 2: Trade Count Imbalance\n",
"\n",
"**Qué mide:** Diferencia entre número de buys y sells (no volumen, sino conteo). \n",
"**Intuición:** Muchos trades pequeños de compra pueden ser más informativos que un solo trade grande. \n",
"**Fórmula:** `TCI = (n_buys - n_sells) / (n_buys + n_sells)`"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Trade Count Imbalance 10s:\n"
]
},
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 2400x400 with 6 Axes>"
]
},
"metadata": {},
"output_type": "display_data",
"transient": {}
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" 1s: ρ=+0.1007 (p=3.87e-186) ***\n",
" 5s: ρ=+0.1392 (p=0.00e+00) ***\n",
" 10s: ρ=+0.1266 (p=5.26e-294) ***\n",
" 30s: ρ=+0.0754 (p=5.09e-105) ***\n",
" 60s: ρ=+0.0484 (p=3.28e-44) ***\n"
]
}
],
"source": [
"for w in [5, 10, 30]:\n",
" nb = bars['n_buys'].rolling_sum(window_size=w)\n",
" ns = bars['n_sells'].rolling_sum(window_size=w)\n",
" bars = bars.with_columns(\n",
" ((nb - ns) / (nb + ns)).alias(f'tci_{w}s')\n",
" )\n",
"\n",
"print('Trade Count Imbalance 10s:')\n",
"corrs_tci = evaluate_signal(bars, 'tci_10s', 'TCI 10s')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---\n",
"## Señal 3: Trade Intensity (aceleración de actividad)\n",
"\n",
"**Qué mide:** ¿Están llegando trades más rápido que lo normal? \n",
"**Intuición:** Aceleraciones predicen movimientos — los informados tradean antes del movimiento. \n",
"**Fórmula:** `intensity = trades_last_5s / trades_last_60s_avg`"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Trade Intensity (5s / 60s avg):\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 2400x400 with 6 Axes>"
]
},
"metadata": {},
"output_type": "display_data",
"transient": {}
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" 1s: ρ=+0.0077 (p=2.70e-02) *\n",
" 5s: ρ=+0.0120 (p=5.20e-04) ***\n",
" 10s: ρ=+0.0094 (p=6.49e-03) **\n",
" 30s: ρ=+0.0109 (p=1.63e-03) **\n",
" 60s: ρ=+0.0006 (p=8.56e-01) \n"
]
}
],
"source": [
"short_window = bars['n_trades'].rolling_sum(window_size=5)\n",
"long_window = bars['n_trades'].rolling_mean(window_size=60)\n",
"bars = bars.with_columns(\n",
" (short_window / 5 / long_window).alias('trade_intensity')\n",
")\n",
"\n",
"print('Trade Intensity (5s / 60s avg):')\n",
"corrs_intensity = evaluate_signal(bars, 'trade_intensity', 'Trade Intensity')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---\n",
"## Señal 4: Volume-Weighted Imbalance\n",
"\n",
"**Qué mide:** OFI pero ponderando más los trades grandes (ballenas). \n",
"**Intuición:** Un trade de 1 BTC tiene más información que 100 trades de 0.001 BTC. \n",
"**Fórmula:** Separar trades grandes (>p90) y calcular su OFI"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Whale Flow 10s (trades con >5 fills):\n",
"Trades clasificados como ballena: 137,450 (13.7%)\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 2400x400 with 6 Axes>"
]
},
"metadata": {},
"output_type": "display_data",
"transient": {}
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" 1s: ρ=+0.0840 (p=8.15e-130) ***\n",
" 5s: ρ=+0.1080 (p=8.01e-214) ***\n",
" 10s: ρ=+0.0990 (p=7.45e-180) ***\n",
" 30s: ρ=+0.0557 (p=5.02e-58) ***\n",
" 60s: ρ=+0.0395 (p=4.55e-30) ***\n"
]
}
],
"source": [
"# Señal basada en los trades más grandes de cada segundo\n",
"# max_qty ya captura el trade más grande, pero necesitamos su lado\n",
"# Usamos n_fills como proxy: más fills = orden más grande que barrió más niveles\n",
"\n",
"# Proxy: volumen de los trades con >5 fills (ballenas)\n",
"whale_trades = trades.filter(pl.col('n_fills') > 5).with_columns(\n",
" (pl.col('timestamp') // 1000).alias('second'),\n",
" pl.when(pl.col('side') == 'buy').then(pl.col('qty')).otherwise(-pl.col('qty')).alias('signed_qty'),\n",
")\n",
"\n",
"whale_flow = whale_trades.group_by('second').agg(\n",
" pl.col('signed_qty').sum().alias('whale_flow'),\n",
" pl.len().alias('whale_count'),\n",
").sort('second')\n",
"\n",
"# Unir con bars\n",
"bars = bars.join(whale_flow, on='second', how='left').with_columns(\n",
" pl.col('whale_flow').fill_null(0.0),\n",
" pl.col('whale_count').fill_null(0),\n",
")\n",
"\n",
"# Whale flow rolling\n",
"bars = bars.with_columns(\n",
" pl.col('whale_flow').rolling_sum(window_size=10).alias('whale_flow_10s'),\n",
")\n",
"\n",
"print('Whale Flow 10s (trades con >5 fills):')\n",
"print(f'Trades clasificados como ballena: {whale_trades.shape[0]:,} ({whale_trades.shape[0]/trades.shape[0]*100:.1f}%)')\n",
"corrs_whale = evaluate_signal(bars, 'whale_flow_10s', 'Whale Flow 10s')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---\n",
"## Señal 5: VWAP Deviation\n",
"\n",
"**Qué mide:** ¿El precio actual está por encima o debajo del VWAP reciente? \n",
"**Intuición:** El precio tiende a revertir al VWAP (mean reversion). \n",
"**Fórmula:** `deviation = (close - vwap_rolling) / close`"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"VWAP Deviation 30s:\n"
]
},
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 2400x400 with 6 Axes>"
]
},
"metadata": {},
"output_type": "display_data",
"transient": {}
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" 1s: ρ=+0.0960 (p=3.54e-169) ***\n",
" 5s: ρ=+0.1117 (p=8.15e-229) ***\n",
" 10s: ρ=+0.0934 (p=3.92e-160) ***\n",
" 30s: ρ=+0.0396 (p=3.30e-30) ***\n",
" 60s: ρ=+0.0158 (p=5.63e-06) ***\n",
"\n",
"VWAP Deviation 60s:\n"
]
},
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 2400x400 with 6 Axes>"
]
},
"metadata": {},
"output_type": "display_data",
"transient": {}
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" 1s: ρ=+0.0663 (p=1.96e-81) ***\n",
" 5s: ρ=+0.0757 (p=8.00e-106) ***\n",
" 10s: ρ=+0.0586 (p=4.28e-64) ***\n",
" 30s: ρ=+0.0164 (p=2.38e-06) ***\n",
" 60s: ρ=+0.0055 (p=1.14e-01) \n",
"\n",
"VWAP Deviation 300s (5min):\n"
]
},
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 2400x400 with 6 Axes>"
]
},
"metadata": {},
"output_type": "display_data",
"transient": {}
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" 1s: ρ=+0.0219 (p=2.76e-10) ***\n",
" 5s: ρ=+0.0197 (p=1.52e-08) ***\n",
" 10s: ρ=+0.0089 (p=1.04e-02) *\n",
" 30s: ρ=-0.0192 (p=3.41e-08) ***\n",
" 60s: ρ=-0.0370 (p=2.02e-26) ***\n"
]
}
],
"source": [
"for w in [30, 60, 300]:\n",
" rolling_turnover = bars['turnover'].rolling_sum(window_size=w)\n",
" rolling_volume = bars['volume'].rolling_sum(window_size=w)\n",
" rolling_vwap = rolling_turnover / rolling_volume\n",
" deviation = (bars['close'] - rolling_vwap) / bars['close']\n",
" bars = bars.with_columns(deviation.alias(f'vwap_dev_{w}s'))\n",
"\n",
"print('VWAP Deviation 30s:')\n",
"corrs_vwap30 = evaluate_signal(bars, 'vwap_dev_30s', 'VWAP Dev 30s')\n",
"print('\\nVWAP Deviation 60s:')\n",
"corrs_vwap60 = evaluate_signal(bars, 'vwap_dev_60s', 'VWAP Dev 60s')\n",
"print('\\nVWAP Deviation 300s (5min):')\n",
"corrs_vwap300 = evaluate_signal(bars, 'vwap_dev_300s', 'VWAP Dev 5min')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---\n",
"## Señal 6: Volatility Breakout\n",
"\n",
"**Qué mide:** ¿La volatilidad actual es anormalmente alta? \n",
"**Intuición:** Picos de volatilidad preceden movimientos direccionales (momentum post-breakout). \n",
"**Fórmula:** `breakout = vol_5s / vol_60s`"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Volatility Breakout (5s / 60s):\n"
]
},
{
"data": {
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"text/plain": [
"<Figure size 2400x400 with 6 Axes>"
]
},
"metadata": {},
"output_type": "display_data",
"transient": {}
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" 1s: ρ=+0.0088 (p=1.13e-02) *\n",
" 5s: ρ=+0.0107 (p=2.13e-03) **\n",
" 10s: ρ=+0.0070 (p=4.46e-02) *\n",
" 30s: ρ=+0.0004 (p=9.11e-01) \n",
" 60s: ρ=-0.0034 (p=3.29e-01) \n"
]
}
],
"source": [
"# Volatilidad realizada como rango (high - low) / close\n",
"bars = bars.with_columns(\n",
" ((pl.col('high') - pl.col('low')) / pl.col('close')).alias('range_pct')\n",
")\n",
"\n",
"short_vol = bars['range_pct'].rolling_mean(window_size=5)\n",
"long_vol = bars['range_pct'].rolling_mean(window_size=60)\n",
"bars = bars.with_columns(\n",
" (short_vol / long_vol).alias('vol_breakout')\n",
")\n",
"\n",
"print('Volatility Breakout (5s / 60s):')\n",
"corrs_volbreak = evaluate_signal(bars, 'vol_breakout', 'Vol Breakout')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---\n",
"## Señal 7: Retorno reciente (momentum/reversal)\n",
"\n",
"**Qué mide:** ¿El precio acaba de subir o bajar? \n",
"**Intuición:** A muy corto plazo puede haber momentum (inercia) o reversal (rebote). \n",
"**Fórmula:** `ret_Ns = log(close) - log(close_N_ago)`"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Past Return 1s (ultra corto):\n"
]
},
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 2400x400 with 6 Axes>"
]
},
"metadata": {},
"output_type": "display_data",
"transient": {}
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" 1s: ρ=+0.0188 (p=6.44e-08) ***\n",
" 5s: ρ=+0.1080 (p=5.83e-214) ***\n",
" 10s: ρ=+0.1027 (p=1.04e-193) ***\n",
" 30s: ρ=+0.0630 (p=6.70e-74) ***\n",
" 60s: ρ=+0.0425 (p=1.46e-34) ***\n",
"\n",
"Past Return 5s:\n"
]
},
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 2400x400 with 6 Axes>"
]
},
"metadata": {},
"output_type": "display_data",
"transient": {}
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" 1s: ρ=+0.1090 (p=7.66e-218) ***\n",
" 5s: ρ=+0.1472 (p=0.00e+00) ***\n",
" 10s: ρ=+0.1331 (p=0.00e+00) ***\n",
" 30s: ρ=+0.0769 (p=4.01e-109) ***\n",
" 60s: ρ=+0.0517 (p=3.05e-50) ***\n",
"\n",
"Past Return 30s:\n"
]
},
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 2400x400 with 6 Axes>"
]
},
"metadata": {},
"output_type": "display_data",
"transient": {}
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" 1s: ρ=+0.0585 (p=5.54e-64) ***\n",
" 5s: ρ=+0.0722 (p=2.47e-96) ***\n",
" 10s: ρ=+0.0567 (p=4.27e-60) ***\n",
" 30s: ρ=+0.0210 (p=1.55e-09) ***\n",
" 60s: ρ=+0.0072 (p=3.78e-02) *\n",
"\n",
"Past Return 60s:\n"
]
},
{
"data": {
"image/png": 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88gg2bNiAHTt2oLi4GHPnzg0pbb548WK8//772LZtG55//nm88sorWL58ecTx/vSnP+HgwYOBr6lTp1o/CXHEa2XnD05YzadL2MOTQnki1pwIkf1KVYU2JRCiCrav3YtOr47KYhVHejRLj5nPIRmr+KdUVQQ0ZqoGHZfLhX//93/Hcccdh3POOQfnnHMOjjvuOFx++eVob2/P6LEbGhrwi1/8Ar/+9a+xe/duXHPNNejq6sKSJUsAAFdccQVWrVoVWP+GG27A1q1bcf/99+PDDz/EmjVr8Pbbb6O+vj6wTmtrK3bt2oUPPvgAALBnzx7s2rUrpGUHERERERENbtn6EMcXX3yBI0eOYMSIEdYMnIiIiIiIBo1k//7+8ssv47LLLsOf//xnNDY2YuTIkTj//POxf//+LI+ciGjgyXio6oEHHsCyZcuwZMkSnHzyydiwYQOKiorw+OOPm67/8MMPY968ebj55psxceJErF27Fqeffjp++tOfAjDCNg899BBuu+02XHjhhTj11FPx5JNP4sCBA9iyZQsAYPfu3di6dSt++ctfYsaMGZg1axYeffRRbN68GQcOHAg53rBhw1BTUxP4stvtUc/F7XbD5XKFfAHGL8+Cv6SUEcvifcXaBtKogLTnUE/S+4315fFpUEXk+DP9lcj8+DQdgPl6Uk9+ftP+ijLm+eOL0dTX/q/Xq1k6N6oA/u2EYsvPBTL793n0L+N8FUh4fPHnL5XH1qD9kv2PhZoSFUMcIqX5yaRly5Zhx44deP7559HW1oa2tjY8//zzePvtt/Ef//EfGT32pZdeivvuuw+rV6/G5MmTsWvXLmzduhXV1dUAgH379uHgwYOB9c844wxs2rQJGzduxGmnnYbf/OY32LJlCyZNmhRY5/e//z2mTJmCCy64AIDRnmPKlCnYsGFDRs+FiIiIiIjyi9Uf4ujs7MTNN9+MN954A59++im2b9+OCy+8ECeeeCLmzp2bk3MkIiIiIqL8lezf35966il873vfw+TJkzFhwgT88pe/hK7rER/+ICKiSLZM7tzj8WDnzp0hv0hSFAVz5sxBY2Oj6TaNjY1oaGgIWTZ37txAYOqTTz5BU1MT5syZE7i9rKwMM2bMQGNjIxYtWoTGxkaUl5dj2rRpgXXmzJkDRVGwY8cOXHTRRYHl3/zmN9Hb24svfelL+MEPfoBvfvObUc9n3bp1uPPOOyOWHzp0KFAlS9d1tLe3Q0qZcLliTUq42jW0tHSa3n60V4fb7cZT7zTje6dZ11f+SI+Oni4fWlq8lu0znkTnx6tLdLRraHFGzsnRLh1eHSjyZK8cdMsRH1oKIsfS65Pwedwo0r1oPdpjOt5Ehc9Ne5vPOHZLT8r7NNPd05uVFmyJaG/3oaWlEx0eicOdOlqgRl03lcfWYNbh8qIVXWiRKsYV+lDg9qItyfnp6OjI6Biff/55/PGPf8SsWbMCy+bOnYtf/OIXmDdvXkaPDQD19fUhlaaCvfzyyxHLLrnkElxyySVR93fVVVfhqquusmh0REREREQ0UF166aU4dOgQVq9ejaamJkyePDniQxzB78v8H+K47bbbcOutt2L8+PEhH+JQVRV///vf8etf/xptbW2ora3F+eefj7Vr18LpdObkHInySbLtdVeP/laGRkJERESUe6n8/T1cd3c3vF4vKioqoq7jdrvhdrsD34cXG0lXcDGFfJHMSDI17kzOS/vP7k9q/bLv3ZTW8ZI9A/85m20ng77Cbw+eq1Tvw2xvZ5VMP44G6rz49xs+N6keK6OhqsOHD0PTtMAvlfyqq6vx4Ycfmm7T1NRkur6/vZL/33jrVFVVhdxus9lQUVERWKekpAT3338/zjzzTCiKgmeffRYLFizAli1bogarVq1aFRL4crlcGDlyJCorK1FaWgrAuCOEEKisrEw42ODTJYZ6elBVVWR6u61Hg9N5CIWFKqqqKvH4O0fxndOHJrTvmLp8GNLagaqqxPYlpcThbg02RWBoYfTwSyyJzk+vT0eF5kZVVWHEbV6XF25NomqoI6UxBPvfD124cEJp3PWqertN7x+vJlH+6RF8e9pwvLbPfJ1Ehc9NWW+3ceyqIkgpTdsPpqKo8DCqqoZbsq90lfXNa4Uu8eHeTlRVDYm6biqPrcFsyFEXKiqcqKp09s1jQdLzU1BgXUjTzLBhw1BWVhaxvKysDEOHWvAcRkRERANeMn8k5R9IiSifWPkhjsLCQvzxj3+0cnhERERElEV8b0vZlMrf38PdcsstqK2tDSliEi6RYiPpyMdiCl0FxQmv685QAYtMzksy5wekf46pHs9sOwmgw2H8XTP8L+bB40z1Psz2dlbJ9ONooM4LYD43qRYcyWioKp8NHz48JCD1la98BQcOHMC9994bNVTldDpNPyGoKErIRSqEiFgWi5ASqhp9fVWR/jWhKAoO92jWPCiEgFBEwvva2+rG+h1H8I2TSnHeuJI0Dht/fiQAW5Q5UVUFQtctmYM9RzwJ7UcR5vPkEBKa9F8Dic9lNMFzo/SFqBRFwc/fOoJrvjIsrX33HwR588OJ/3wdCjC00BZ3XMk+tgYzRSiBx6//+kx2fjI9j7fddhsaGhrwX//1X6ipqQFghF5vvvlm3H777Rk9NhEREREREREREREREYX68Y9/jM2bN+Pll1+O+eH7RIqNpCMfiym093YlvG5ZWIEXq2RyXpI5PyD9c0z1eGbb+dMSFb1dEaGq4HGmeh9mezurZPpxNFDnBTCfm1QLjmQ0VDV8+HCoqorm5uaQ5c3NzYE/sIerqamJub7/3+bmZowYMSJkncmTJwfWCW9v5vP50NraGvW4ADBjxgxs27YtsZOzkIxzu/+JwaJCRSEHVpLYqU+TsCkCdtXqgUTSpUSsw8Sbs2wRQqDAlvkXelevDl3KpO6vaBQhLNsXUbgpU6aEVFX76KOPMGrUKIwaNQqA0QbD6XTi0KFD+I//+I9cDZOIiIiIiIiIiIiIiGjASeXv73733XcffvzjH+NPf/oTTj311JjrJlpsJB35VkwhmVFkcsyZmpdk95bu8VM9ntl2OozMhDC5PXicqd6H2d7OSpl8HA3keQEi5ybVY2U0VOVwODB16lRs374dCxYsAGAkwrZv3x61RHpdXR22b9+OG2+8MbBs27ZtqKurAwCMHTsWNTU12L59eyBE5XK5sGPHDlxzzTWBfbS1tWHnzp2YOnUqAOCll16CruuYMWNG1PHu2rUrJKiVLVLKiERliL4bVSGw3+WFz6K2kskGk3w6oGbpNU3TAVUxnxUFyGqqqq1HQ6kz+olfP9OiClIxqIoxJ0pqXRdD9yWs2xdROP9zPREREREREREREREREVkrlb+/A8BPfvIT/PCHP8Qf//hHTJs2LUujJSIa+DLe/q+hoQFXXnklpk2bhunTp+Ohhx5CV1cXlixZAgC44oorcNxxx2HdunUAgBtuuAHnnHMO7r//flxwwQXYvHkz3n77bWzcuBGAkSa78cYbcffdd2P8+PEYO3Ysbr/9dtTW1gZeOCZOnIh58+Zh2bJl2LBhA7xeL+rr67Fo0SLU1tYCAH7961/D4XBgypQpAIDf/va3ePzxx/HLX/4y01MSQUogSn4IQGilqt/tbkevRakqicieo7FoUkIVIqltUqVDRp8Tkd1KVW5NosAePVSVqYpPwbu1KQKaLi2pEja63IG39nfjjFHJ9bGl/HS0R4NHy5fabcAdd9yR6yEQERERERERERERERENWsn+/f2ee+7B6tWrsWnTJowZMwZNTU0AgJKSEpSUlOTsPIiIBoKMh6ouvfRSHDp0CKtXr0ZTUxMmT56MrVu3orq6GoDRCiq4zNYZZ5yBTZs24bbbbsOtt96K8ePHY8uWLZg0aVJgnR/84Afo6urC8uXL0dbWhlmzZmHr1q0hPRCfeuop1NfXY/bs2VAUBQsXLsQjjzwSMra1a9fis88+g81mw4QJE/D000/j//2//5fhGYkkEbu1n0MVOH1EIapLbPjnEbd1x5VGqOofzb04pTp+/0ifbrT/y4bWHg1DC81LKQkIS0NVUsqQdmXhjFZ5Fh4wQVL2XxeqAvgsOumaEhv0/MngUJpe/LgDHqsuDgvEezwRERERERERERER5bO7PvufhNddPfpbGRwJEZG5ZP/+/vOf/xwejyfi7+B33HEH1qxZk82hExENOBkPVQFAfX191HKDL7/8csSySy65BJdccknU/QkhcNddd+Guu+6Kuk5FRQU2bdoU9fYrr7wSV155ZfRBZ5EujaBQNIV2Bf8+eShe/awLHW7dskCMP8z1+DuteGDeiLhBiGy2//NqEs4C8/EIYQSOrJBI3S1dGq0Xc8F/nqowKlVRfpNS4nOXF5oOVBbbUOLI/ANGFQKaVQ8IC3z5y1/G6tWrcfHFF8PhcERd76OPPsIDDzyA0aNHY+XKlVkcIREREREREREREdGxK5nQGMDgGFG+Subv759++mnmB0RENEhlJVRFscWrVOX37AftOGm4E229mjXHlTJwXCM4FHt9ny4xptyBdrcGTZdQM1i+SZfR58TKoyoC0CRgi7FTPWiesik4PFZeoOLTNg9OqynM/kAoYZoOvNfci1OrC7HrYA9mjc5si8V4rUNz4dFHH8Utt9yC733ve/i3f/s3TJs2DbW1tSgoKMDRo0fxwQcf4NVXX8X777+P+vp6XHPNNbkeMhERERERERERERERERERUQSGqvKBlAkHhU6scGJUmd2aw0b5f9T1JXDF5KF4e383PJpEYYbTHEqUWREwgk7p6nRrcGsy7slrOQquSGmEy450+zCqzI4Ot27NfmHMoaYbbQ3Zqs06EsCwIhuOL7Pj0zZPRo/lv9tsisirYNXs2bPx9ttv49VXX8XTTz+Np556Cp999hl6enowfPhwTJkyBVdccQUWL16MoUOH5nq4RERERERERERERJRBppWxJFDqUuDq1SM+Sc/KWERERJRPGKrKAzoSq1QFAIV2gQKbaslxZVDbwWQySjZFwJfhVnS6P/ljxqIAyeufd+MrxxXGDZQ9trMV//GVYdYcNElTRhTgr591odSporXHmgplAsb19sz77Zg1qhjHWxTSS2kseRQGskLwZXu0V0OnW0OJ05rHaziB/kpV+TiNs2bNwqxZs3I9DCIiIiIiIiIiIiIiIiIiopQouR4A+cNNibEyPCHRX4EpkcpP/jVsioBmTdGkqPQY1buMSlXpH6PApmBogRr33Ds9etzWiJkgBDDEqaK0L5RTVqBCplmh69OjnsB9rgjAm+Fw3ED1hcub0nbB98/4Cgd6fZmbXyH6H8MKn8mJiIiIiIiIiIiIiIiIiIgsxUpVecCoNpNYaqfLq6PQZlGCIijvkUy2RlWQ8UpVAKIGmayqbqQI4yuRnFIuKiqFj8umhFZCSsX+Di/OHFWM1/Z1QRECWo5DVRZ0ccyI//7bUaw8qyrp7fyVowCjrWIms4f+NpiKEIGKc0REfsmUVWdJdSIiIiIiIiIiIiIiIqJIDFXlgd4Eyz6dVlOI8cOc+KI9tSo64ST6w0KJZGv8f3/NRvs/GTy4iHEIy8I4/mo/8ah50KdOFQK6DihpdJPzz5s//KPlaahpoAq+bFWRWAW4VIm+Ayli8LVRJKJ+puGoKBiOIiIiIiIiIiIiIiIiIrIOQ1V54ONWD6bVFsZd76opQwHA2lCV//9JhD9sikAGu5oBMEJesdr/pXt4t0+HR5MositxA2VzTijB0MI0kkwpCg/KGCEoCZtFVYlURUDL11JRA5TxmOoLOynCkjaVMY8njftRYaiKiIiIiIiIiIiIiIiIKOvaf3pvwuuW1d+cwZEQUSYwVJUHpAScVrX0S4IuZaDaTTLZD4HkQlipkJBRgyLCggpATZ0+nFDhQGuPFvfcy5wqbHmQWlGV5No0xuP26dAz2Z8uSUIY15UYwGWXpOwPwylARufXf0kqIr2WkEREucRKXERERERERERERERERJnD4F96sp/kobziD2MkE9YxQk0ZGU6AjFGpShVIu/1fr0+iwKZAEdEDYntb3dAyfaIxhA9LFcLS8ZQ41LyqVCWQ+esq06SUgetWUQA97Zpq0fnnSxECSh4H0TRNw7PPPou7774bd999N373u99B07RcD4uIiIiIiIiIiCivrF+/HmPGjEFBQQFmzJiBN998M+b6zzzzDCZMmICCggKccsop+MMf/pClkRIRERERHTtYqWoA6vJaU/4muKrO1r0duHRSeULbGW3oLBlCVLqMbH8XOL4i0j7+wQ4vjiu1o8iu4LM2LyZVR7b32/ZxJxaeXJbwPq3OJ4Wfv0hz3lu6fDja2x9mcdoEXO78KVWl9rXLy36jRetIBFWqEgK+DD9QJIzHYx4UUjO1d+9eXHDBBfjiiy9w0kknAQDWrVuHkSNH4oUXXsAJJ5yQ4xES0UDFCldEREREREQ0mDz99NNoaGjAhg0bMGPGDDz00EOYO3cu9uzZg6qqqoj1X3/9dVx22WVYt24dvv71r2PTpk1YsGAB3nnnHUyaNCkHZ0BERERENDixUlUO6FKGVEc60OFNavtiu3V3mz+LsfuQO+44/CMWQlgeIDI7VrTqO4oF7f9URaDEoWD8MCfaes2r5pTYFXgznR6LIfwUbX2ho1R9ctSDeScOAWAEf5yqyFnbOF1K/OuoJ6SOk0D696tV7IrAB4d6k94uePRG+DBz56MIgV6fDgHjes5H119/PcaNG4fPP/8c77zzDt555x3s27cPY8eOxfXXX5/r4REREREREREREeWFBx54AMuWLcOSJUtw8sknY8OGDSgqKsLjjz9uuv7DDz+MefPm4eabb8bEiROxdu1anH766fjpT3+a5ZETEREREQ1urFSVA1s/6sD4YU6MH+aElBKNn3fjWwlWibJScEBndJkdrd0aaofYTddt69ECAaNMh0X8orf/Sy9cBAC9vvgVmuyqSCpUZWUHNiklPGHHTnfe9aDWdLnOLrncOv70cQfGlDsCy1Qlf9r/zTi+CEd7km9RJ2V/GFDJcJvMApuATwdsivGVj/7yl7/gjTfeQEVFRWDZsGHD8OMf/xhnnnlmDkdGRERERERERESUHzweD3bu3IlVq1YFlimKgjlz5qCxsdF0m8bGRjQ0NIQsmzt3LrZs2RL1OG63G263O/C9y+UCAOi6Dl1Pv6OBruuQUlqyL8sk8fvZkHGnul2U2+POS7bHmeTvrQPbWrmdDPrKxvEyuV2S28bcLpF5sfJ4CW53977fJLzdbaP+X+IHSWIsZo+jvHq+ISKiQYuhqhzwaBJaX9oigWxPRvmDQAu/XIZPjnqirvfqvi7866gH540rMcqbBf3g9eYX3Zh+fJGl49J0GTVVJQQC85cKryZR6ozfZM6hCnR4Er+DrAwq+XSjPR8AfNLmQe0QO5SgMJmUEh8edmNiZUFS4/Pf3xLRQ2vZoEuJ8gI1ZH4VkX5bx1yTQZetYkH4Lx5FGMe05WmlKqfTiY6OjojlnZ2dcDgcJltYa/369bj33nvR1NSE0047DY8++iimT58edf1nnnkGt99+Oz799FOMHz8e99xzD+bPnx+4XUqJO+64A7/4xS/Q1taGM888Ez//+c8xfvz4jJ8LERFlHl83iIgoGXzdICIiqxw+fBiapqG6ujpkeXV1NT788EPTbZqamkzXb2pqinqcdevW4c4774xYvnDhQthsyf2paL/7iOlyVRPQ1NBfih7nHBZ3OzNWbJeMr+GxtLdLdV5SPV42tsvUMaWU8Pl8sNlsEGGfWM/2OebTdoNtXqx67EabF5/Pl9IYiYiIksFQVY75cliaR0oZCAKpQkALyw/9rakHNSV2VJfYUOpU0eM1VhZCIHjVlz7ptDxUZbT/M79NFUl/YCCET5cJVfapKrZhz2E3CmzZD6xI9AdlxpQ7MGtUET5u9UAPCuO98M+O5EJV6J9TKQElh5WhdB0oshvtF/2saOtopVSGItEfXMvm+eRrqOrrX/86li9fjsceeyzwx4UdO3bg6quvxje/+c2MHvvpp59GQ0MDNmzYgBkzZuChhx7C3LlzsWfPHlRVVUWs//rrr+Oyyy7DunXr8PWvfx2bNm3CggUL8M4772DSpEkAgJ/85Cd45JFH8Otf/xpjx47F7bffjrlz5+KDDz5AQUHij0UiIso/fN0gIqJk8HWD8s1dn/1PwuuuHv2tDI6EiPLZqlWrQqpbuVwujBw5Es8++yxKS0uT2pdp1RoJlLoUuEr1kE/0BletSbXaTa6r5CQq1Xk5Fum6jkOHDqGyshKKkqetGHJgsM2LVY/daPPicrkwdOjQtMZIREQUD0NVOeZNIdUihBGICk+pJ8t/5G9NKoOqRLaWe3N/D7423rhEFAF8c8KQoOOndeiERDs7IURax9ekESJLxPwvDcEvd7YmtK6V7f+CW/WdNboYAKAq/ZWc3D49UMkqUUalKmMbCQkBkbNqVT4pcdJwZ0ioShUCuajU2u3V8XGrB5OqnIH5SfUal0Fxv0y3/wP6HyNqfmaq8Mgjj+DKK69EXV0d7HajtajP58M3v/lNPPzwwxk99gMPPIBly5ZhyZIlAIANGzbghRdewOOPP46VK1dGrP/www9j3rx5uPnmmwEAa9euxbZt2/DTn/4UGzZsgJQSDz30EG677TZceOGFAIAnn3wS1dXV2LJlCxYtWmQ6jkyWVc/Lkup5INPzkvVf4llZyjtK+fBclg7Pi+0GU7n5dMrUm9x2LJVV5+tGDlnYViNVGW3HkW1sU2K+7WBvU5Lktpm4Rvm6kZvXDSIiGhyGDx8OVVXR3Nwcsry5uRk1NTWm29TU1CS1PmBUlXc6nRHLFUVJPrwR9Zf3QV9B+4+7nQlLtsu2VOflGCWESO36G+QG1bxY+Ng1m5dBMUdERJT3GKrKgeDfdbZ0JV+aUsAIBsXK1HS4NRTalZgVbPy/B1aEMAItYb+EDd/UXxVJQXYq8MQKjWlSQpcSSgpJJk2XCQWghAAKbQLd3sR+CWzllEgZOf9C9AffPjjkTqiFYTS6NEJaeg767R3o8OJ/P3Th/BNKQpYLAehp1SBLcTwuL/55xI0vDXMkHVQLF3y/ZaP9n99xpfbsHCgJUkq4XC5s3rwZ+/fvx+7duwEAEydOxIknnpjRY3s8HuzcuROrVq0KLFMUBXPmzEFjY6PpNo2NjSGf1AOAuXPnYsuWLQCATz75BE1NTZgzZ07g9rKyMsyYMQONjY1R/8iR6bLqZqXDgdyWVc+H7TI5L8nIRKnrRI9nJlqZ7IFYOtzK7QZbWXWrtjuWyqrzdWNgtuOwepyZascx0OeTbUoiDbbXDbbjSF4+vW4wjBvbMRXGzXbINcrtVs5LyDEH8naJhHGTPGZOt7PIsRbGjcfhcGDq1KnYvn07FixYAMCYi+3bt6O+vt50m7q6Omzfvh033nhjYNm2bdtQV1eXhRETERERER07GKrKMbcv+dSFqsSv1PR/H3Xg9NpCnFgR+ckTPyn7qhcBUJXIVoQFNgFpcqBcto3zK7YreG1fd6CKUzJ0mVi7tODKTtlmtJELPbZNCPj67g+vLnHCUEfK+9dlUh8QsFS3R4fbJ6GG3QeqQE4qVWnSaEUYXAXMp8uEq5kFkzK0elS22v+NH+bMu186SSlx4okn4v3338f48eMzHqQKdvjwYWiahurq6pDl1dXV+PDDD023aWpqMl2/qakpcLt/WbR1zGS0rHqU0uFAbsuq53y7DM9LqvKhTP1gKx9uFc6LuWOprDpfNwZmOw5Lx5nBdhwDej7ZpsTUYHvdYDuO5OXT6wbDuLEdS2HcVI+X6nbZmJfwYw7U7RjGNXcshXET1dDQgCuvvBLTpk3D9OnT8dBDD6GrqytQFfGKK67Acccdh3Xr1gEAbrjhBpxzzjm4//77ccEFF2Dz5s14++23sXHjxlyeBhERERHRoMNQVY7pEiiwJfeLWFUY1ZbsMXp+2RIIXvkpAqYVnwT6282FLw/edyaayMUb+7TjivDqZ10p7VuTMqQKVI7zYabMQk+KAmheY7TpZnX0vjnIRWZMh/GLk/DLV1HMr7eMj0dK2BUBvS8p+IXLi3FDHdjX7k16X8FhOJGlSlXPftCOWSmECzNNURSMHz8eR44cwfjx43M9nJzJeFl1k9Lh/v3H3C6KQbNdJuclVXlSpn5QlQ+3EOfFHMuqZ98x+bqRKqvHmal2HAN9PtmmxNSget1gO44BjWHcxA32MG62MYybOIZxzR1LYdxEXXrppTh06BBWr16NpqYmTJ48GVu3bg0Ebvft2xcyV2eccQY2bdqE2267DbfeeivGjx+PLVu2YNKkSbk6BSIiIiKiQYmhqhzxBy80XUJN9u8jIn4QSOkLXsUiZWgIJDyoowjz8E748YUwQjK5quqULF2ah8jySljwCzDuj+C7NJ1TkH1zYFaJLNOkBKaMKMTQgtD2hUoWKzsF0yVgVxEIdGkScCT7oOwTPPpsVqrKVz/+8Y9x88034+c//3lWf6EzfPhwqKqK5ubmkOXNzc2oqakx3aampibm+v5/m5ubMWLEiJB1Jk+ebOHoiYgo2/i6QUREycin1w2GcZMw2MO42cYwblIYxo2yK4ZxI9TX10dt9/fyyy9HLLvkkktwySWXZHhURERERETHtmP7XUoe0CSSbjMmEL8CjiLiV/3RpYQ0Ce/078M8FKIIoK1XC9ymCEQca7/Li71H3LEHkCPhQbZenw63L7J1WrKhJQlYFlLSTY5vEyIkKNfrk3GDc9FoElHv90zTpcSk6gKUOENDVWoC12wmyL52kFrffZdK0DF4X/55NYKNFg0yCncuJiwJV1xxBd58802cdtppKCwsREVFRchXpjgcDkydOhXbt28PLNN1Hdu3b0ddXZ3pNnV1dSHrA8C2bdsC648dOxY1NTUh67hcLuzYsSPqPomIaGDg6wYRESWDrxtERERERERERMcOVqrKsVQrVcUTrcpUMP/N0UNV5i0ESxwKpDTapI0qc6C504fX9nXjnDH9Lcg+OeoBAJw4LPITk1ZJtVJTeJBtRIkdPV4JZ9ijIdl8VE2JDa981oVzxpSkNrCwY4efnhrWHq+62IZDXT7UDLGnsH+Zk9Z/gL9SWOTyIQ4F7zb14ONWT8i1lGlaoP1f3/e6EWBLJR+nBc2rIkTGW0s6Y7QAzQcPPfRQzo7d0NCAK6+8EtOmTcP06dPx0EMPoaurC0uWLAFgBL6OO+44rFu3DgBwww034JxzzsH999+PCy64AJs3b8bbb7+NjRs3AjA+PXnjjTfi7rvvxvjx4zF27FjcfvvtqK2txYIFC3J1mkREZBG+bhARUTL4ukFEREREREREdGxgqCrH9JQqVcWviGRUqoof6ZCIXrVZEUbFpPBjKULghApHoEqO0ybQ4dYix5nhvEc6RaGChyYEoFsQfxk/zImWLl/a+wH62/MFsymAL6gyVWmBknKlolSuO6tICSgmV93wYhv+7YQhePWzrqyORw9UqjK+9+kSthQrVXk1CUdf0Ekk0IJzsLvyyitzduxLL70Uhw4dwurVq9HU1ITJkydj69atqK6uBgDs27cvpKT8GWecgU2bNuG2227DrbfeivHjx2PLli0hbQt/8IMfoKurC8uXL0dbWxtmzZqFrVu3oqCgIOvnR+lbPfpbuR4CEeURvm4QEVEy+LpBRERERERERHRsYKgqx5q7fClVqooX1VAVxG0RKKV5eMe4zai4o+sSr3zWBVtYaSG7KtDlNUr7zDtxiGmAyqJOeJaTYWWgRJyqXnNPHJLEvoFXP+uCEMCZo1KvtqQjspKUqgj4dAmPJtHp0eFQBTrcqfWX06Vx3j0+Hf884saXMlhRLJyWwypZZnQp4VQV7Gv3oNuro7nLh5OGpzYfXk2ixGE8oNUEHqeD3b59+2LePmrUqIwev76+HvX19aa3vfzyyxHLLrnkElxyySVR9yeEwF133YW77rrLqiESEVEe4esGERElg68bRERERERERESDH0NVOVZRqGLOuOTbxcULayjCCIvE24eEeUUpCaN6jw6g8fNunDU6NCBkU4wASWD9HKRHUg3mSIS2nzMqf/V//7emHpxWUxj4fsqI/v9ni5SR52dTBHw60NarYexQB5yqgsO+yAphidClhCKAfzthCF7b15XVUJWM0v4vVzQdGDvcgXa3Bl0CX64qQIEttQG6NYnyQKWq1FoIDiZjxoyBiPFA1bTUrl8iIiIiIiIiyh2zyr+6rqOlpQVVVVUhldqIiIiIiIiIBjKGqnJMAJh2XFHS28QLayhCQItTxMhfqcqfeTjS0x9w0PW+UJVuhKfCYxEOVUF7b24DEakGVvSwUI8iREhI7f8+6ggJVSU1pr5xqWmGhsKKaQHob//nD0Q5VAFPGu3//BXKshX8+c377fh/Xy7rq5KVP6mq5i4fTrcJ1Drsae/rcHfqVa6SFat1Z7549913Q773er1499138cADD+CHP/xhjkZFRERElP/YppaIiIiIiIiIiIgo9xiqyoF0QyxKAhVwlARaj0kAZ48uxtBCFQAwvEgN3KYDKHMqaHdr8OmRLQJLHEpg/9HyMXmUm4mgBMVRhIjfKjFRr37WhSK7gmnHpVfdSkfknPvvd3/rPqcq4I6XnIu2/xxUi9rb6gYASMi8qlQ1tECNaG8JpNa6TxXCdF/HqtNOOy1i2bRp01BbW4t7770XF198cQ5GRURERERERERERERERDQwtf/03qTWL6u/OUMjITo2MFQ1SCVSzUpKiWFFKgrtSt/3/bfpuoRdFXD7JFQltQBOpisgpdz+TwIIqkIuYAR9rNLrS39fZu3//HRphHdUBfD1Zap+ubMV351akfD+dSlzFnrTZcj05618j0bl+/hiOemkk/DWW2/lehhEWcWKI0RERERERERERERklfXr1+Pee+9FU1MTTjvtNDz66KOYPn161PWfeeYZ3H777fj0008xfvx43HPPPZg/f34WR0xENDAxVDUACQHocUJARvWl+OGeaMGM/kpJMmpVo2y1jYsm1eOHt00TwrpzEQI4pbog7f1IGdly0c8fiBJCBNY51OXD4S4fhhcn9pD2B7OyRQZNcKdHhzJIqznl4iFhxfWWKS6XK+R7KSUOHjyINWvWYPz48TkaFWUaw0NERERERERERERERJnz9NNPo6GhARs2bMCMGTPw0EMPYe7cudizZw+qqqoi1n/99ddx2WWXYd26dfj617+OTZs2YcGCBXjnnXcwadKkHJwBEdHAwVDVAJRICEhAxA146LGqIen9LdpiVU0aiKSUEEEnpAiBt/b3YIjTDSmB5k5fWvuf/6UheG1fV1r70BG7UlV4JqlmiA2+JJJhwfe9W8tOFMgfAVOFgEMdGBdU+LWSj740zJnrIURVXl4eMX9SSowcORKbN2/O0aiIiIiIKJxZKFrXdbS0tKCqqgqKMhBqzRIREREREREdGx544AEsW7YMS5YsAQBs2LABL7zwAh5//HGsXLkyYv2HH34Y8+bNw803G23g1q5di23btuGnP/0pNmzYYHoMt9sNt9sd+N7/QXpd16HretrnoOs6pJSW7MsqyYwkeNypbhft9njzkuyM+feV6napsnKcMugr/HYr7ot8uO9Tkejj6FibF/9+w+cm1WMxVDUAGfWj4qyTZg7EqFRl/H90uR0jhthjrm+W58l0FiXl9n8IbT8nAPT6dFQUqjjaqwEA2ns1fOHypjy2Lk96D34p/ZXCotwWlqpShEiq2tZxpXaUF6gAgAKbgE+XsGWwepQWFASLdxgjNJi9MFO0wxjV3oBk8l893uz/4JfPma8///nPId8rioLKykqceOKJsNn48kNERERERERERERERJQMj8eDnTt3YtWqVYFliqJgzpw5aGxsNN2msbERDQ0NIcvmzp2LLVu2RD3OunXrcOedd0YsX7hwYdJ/4/E1HzRfLhTYZOjf1mzVI+JuZ8aK7ZLy3J/S3i7VeUnnmFnZLlUxjielhM/ng81mi/wbcrbPL4P3vZl417bZ9RK+XVIG4LyYMbtmfL7Uiuvwr9oDkADipqqUBKpZSUQP7uh6/21fGuZEbYxQVbTj5Lo9YDQyrP+fPzwDIFBBafchN97c341Fp5SndIwie3qf5A5vURi8XJMSzrD7LZGgXbBzxhQH/j+8yIYvXF6MKXckP04p8fO3WvGtSWUYXhT96SSZamc2RcCnA3Y16eFYyqYII1SVxDbp3u+pyNfHGWC0qDzjjDMifrj2+Xx45ZVXcPbZZ+doZERERETZwba4RERERERERGSlw4cPQ9M0VFdXhyyvrq7Ghx9+aLpNU1OT6fpNTU1Rj7Nq1aqQIJbL5cLIkSPx7LPPorS0NKkxt//s/ohlEkBrQTEqertC/iZa9r2bYm4XjRXb5QNd13Ho0CFUVlaycniQwTYvVl3b0R5H4dsNFFY+ds2uGZfLhaFDhyY9LoaqBiAhRNLl8szECmPoMNr/RQv3hI7H+mBHdwYr/hjn1H9WAkao6kvDnej26tj6UQeefq8NCyaWpXyMtCuFSWm6DwF/FSvj+7839+KECkfgHFJR4lBSbgHo04HaITYc7dFihqp0KROu+CQAeDQJe45bBKoC8OnJjSP8PstWa8V89dWvfhUHDx6M6N/d3t6Or371q9A0LUcjIyIiIiIiIiIiIiIiomicTiecTmfEckVRkg61mK2tw/iboAi7PXjfyRzFiu3yhRAipXke7AbTvFh1bUd7HIVvN1BY/dgNv2ZSnROGqgapREJOEubBHcAI6CgifqBK9h3I6hZkagZb0YVXTTLCYxJVxcbDYVSZHTZV4OTKyB8UkjlGKv74mRcXleshwalwelBrwM/bvTjSrRnnk+IxVQHoKSayNClRYFPgi7O9Meeir61f7H1WFttwqNuHYkfylbOspCoCWpLzEn6/ezMcqjKqzWX0EGmJ1sbxyJEjKC4uNtmCiIiIiIiIiIiIiIiIohk+fDhUVUVzc3PI8ubmZtTU1JhuU1NTk9T6RETUj6GqHHp9Xxc+a/dgFpILFyjCqPyTLimjh6aCgzux+HR/uzYJXcrANumGPZwZrlIUvPfw0MeZo4rx9oGeQCvAbGrtkfBo0pi/KOu0dPlQWWw0pVMVo5qSEEZ1sVQoikCq2R9NB+yqiFslSwdgU5DQceyqyHgYKRGqAHxpDqPEkdkEcHgry3xx8cUXAzAeW1dddVXIJxk0TcPf//53nHHGGbkaHhERERERERERERER0YDkcDgwdepUbN++HQsWLABgtLnavn076uvrTbepq6vD9u3bceONNwaWbdu2DXV1dVkYMRHRwMZQVQ4d7dXgciff5k4AcasSJdKSTyJ6hSkjIBV7e10agR5VAFAENB1Q1P4xppP7srryVTBdytBQFQA96G6YfnwRXvu8O2PBLq8msb/DizHlkZWYlL6Wc1ICIsodIABUFBoPXX+gTUCkPN8KUg/p+XQJuxL/2FIalZ8SOYwqgF6r+0mmQFVE0vOSyevW759H3Gjp9KHbq6PEoeBQd/610CsrM1pnSikxZMgQFBYWBm5zOByYOXMmli1blqvhERERERERERERERERDVgNDQ248sorMW3aNEyfPh0PPfQQurq6sGTJEgDAFVdcgeOOOw7r1q0DANxwww0455xzcP/99+OCCy7A5s2b8fbbb2Pjxo25PA0iogGBoaoc8AcvFJF8ezFjByl3ejPblSldxg+I+ANAdlUAmoTm/3+QaO2/ci14SEaVp1CaLuGwpT5us1P2ahJb93Zg+nFFeHFvB5ZPGxaxjqoYx060Uljf1BshuhTHqiiIW2kqGl36K1DFa/8nYVNE3PWAxAKB2WAE1pLbJhvjPtTlw6zRRnW7L9q9+NfRzswfNElPPPEEAGDMmDH4/ve/z1Z/RERERERERAlYPfpbuR4CEREREQ0Al156KQ4dOoTVq1ejqakJkydPxtatW1FdXQ0A2LdvHxSlv5vKGWecgU2bNuG2227DrbfeivHjx2PLli2YNGlSrk6BiGjAYKgqBwSMykCqSC3MIhAZoHmvuRceTeL0WqMiTCLhDikjW9/56RJQhUC87mL+9n+6jGyV5nJr2PxeOy47pTz+YLIoPDCmIHK+HKpIKNQUy57DbpxY4YDaV3HK7dNxtEdDT4ykjk0Yc5poV7f+SlXx73N3lJZ6qojfvi8aTZcJtUnU+sJXiVyXShrjSZbbp8MTdV6QWugxi5QE5zRX7rjjjlwPgYiIiIiIiIiIiIiIaNCpr6+P2u7v5Zdfjlh2ySWX4JJLLsnwqIiIBh+GqnLAXwFHVVILjwiT0Em7WwsJV6Rb7UeXMrCPoCBzBK/eV4FIlxEBlG6vhDs8aZUnRFBkSQgBGRZTK7TFOOkYvv6l0r79A//3UQeWTa1AscM4lg7AaRPwRgnxAEb1L01KSCkSaiUnBNDc6UOJQ4lbqSpaO0Mj3Jdi+7++ClTxrmMpAZsQ0GT861JJYzzdXh1F9sTvu33tXowdGtmGETAenzHuqrygCOM+yFdjx46NWanuX//6VxZHQ0RERERERERERERERERElDiGqnKg2KHA5dZQXqBi0SllSW9vFlHQdKMSkF9Clapi3Ga0nzPCLQ4RPaTi0yVUxQig/OXTLpwxsgjDilRIAL0+HQVptNCLp9ubZG+2PlKGzqEwKf2V6rgnVRcAMObD3x7RT9eNYFO0ykgAUO4U+KzNi0/bvLjgpFLTdcIzKhefXIYDHd6U50MIETLOZPh0wK4K9MYJz+mQfSHC+MdRUqzgBgDrdxzB9TOHwZlEKC7afa0qSHlesiWdKmPZcOONN4Z87/V68e6772Lr1q24+eabczMoIiIiIiIiIiIiSotZu1Jd19HS0oKqqqqQllNEREREZI2y+tC/r+q6DndLC8r481dGMVSVAxOGO7G31QMAGOJQk95eCKAnLECjSQln2AMlXqWjWDcbFapEIFwVjc9fqUoBmjq9+OPHHTi+1A5AoMcnUVmU2oM3kVBYqtWkJBBy8gqMKlLBnGmGwcYOdWBfuzc0VAUJp02JGdQptAmcM6YYH7/bZnr/dHh00+UKEDslF0OhXaC9N7VAlt5XqUrK2Nvrfe3/9AQOk077P01KPNR4BLecVZnQ+sb1Ha2Cl4BXS21e/I4vtWPXwR5MHlGY1n6iSSeAlg033HCD6fL169fj7bffzvJoiIiIiIiIiIiIiIiIiIiIEse4Wg6MGGKHACCljBlYiqa62IajPVrIMl0abdzS0enR8dsP2gEY4RR/K7pYY/RoEg5VQBVGxaL2Xh1dHokypwK3T0+qYlCyUs2S6FKGBpNMgikFaY67qtiGyTUF8JpUqorV/s9Pwjz09rXxQzBv/JDIG0Tq86GI2NWzYtF0wKEm2P5PEdAh44b90mn/BwAOFWjr1eKv2CfacFQl/cDSmKEOdHrSC2bF4lAFipNod5gvvva1r+HZZ5/N9TCIiIiIiIiIiIiIiIiIiIiiyspf49evX48xY8agoKAAM2bMwJtvvhlz/WeeeQYTJkxAQUEBTjnlFPzhD38IuV1KidWrV2PEiBEoLCzEnDlz8NFHH4Ws09raisWLF6O0tBTl5eVYunQpOjs7Q9b5+9//jrPOOgsFBQUYOXIkfvKTn1hzwgmKVwUqGpsSGWI52qNFBIGSzaX0+HQc7QujaLoxNhmjkg8AuH0SBTbR1+7OCOf0Vy9KP+iVKcHzbpxn6GQV2tMfuE0R8AXlaXQYFbASCTBJGT98BBjVlID+6k5/+KcLr+/rwt4j7qTGWuJI7anAqFQWP9Al0XfdZrhSFQBUFtvQ6U4syCTDA3ZBbGm0RcyWIU4Vl6XQQjTXfvOb36CioiJj+0/k+T9cb28vrr32WgwbNgwlJSVYuHAhmpubQ9a5/vrrMXXqVDidTkyePDlj4yciIiIiIiIiIiIiIiIiotzLeKjq6aefRkNDA+644w688847OO200zB37ly0tLSYrv/666/jsssuw9KlS/Huu+9iwYIFWLBgAd57773AOj/5yU/wyCOPYMOGDdixYweKi4sxd+5c9Pb2BtZZvHgx3n//fWzbtg3PP/88XnnlFSxfvjxwu8vlwvnnn4/Ro0dj586duPfee7FmzRps3Lgxc5MRJlbrsVhsilFBKnyZmua9GRzyOtLtw/BCGzQZe7+9Ph0FNgW1Q2z46thi+HQJny6h9FX5SeH0EpbqrqUM3VaBiAigjSixpzqsAJuC0PZ/UhqVqhLI+8QLs/l9b/owAP3ns+3jTowb6sCBDl8qQ06KlBIdbh12VcStLGUE7Yz5iHdWqgC0NMJMBTYFn7R58GmbJ+66EtGvUVURSLP7X1aITD7I0jRlyhScfvrpga8pU6ZgxIgRuPXWW3Hrrbdm7Ljxnv/NrFixAs899xyeeeYZ/OUvf8GBAwdw8cUXR6z3ne98B5deemmmhk5ERERERHkuUx/iEEJEfG3evDmTp0JERERERERERHHYMn2ABx54AMuWLcOSJUsAABs2bMALL7yAxx9/HCtXroxY/+GHH8a8efNw8803AwDWrl2Lbdu24ac//Sk2bNgAKSUeeugh3HbbbbjwwgsBAE8++SSqq6uxZcsWLFq0CLt378bWrVvx1ltvYdq0aQCARx99FPPnz8d9992H2tpaPPXUU/B4PHj88cfhcDjw5S9/Gbt27cIDDzwQ94/vVtETrEYUTojIEFC3V6LLo6PTraHEqaY0Hk2XUIXAF+1e9PpkX/szGTPc0+2VKLQZv+wbVeaApvtbEQroSC00lmkSCE3SmLTOm1RdkPZx7IpAt1sPzKEuAadNQbvbPPDU6dEDla10JBYaK+6rMCXQ3zLProqUKqAlq6VLw+FuH06pLsDHrbEDTP5zP9KjwRZncE6bgDvFdoSA0Xpx3FAH/tbUg9Fl9piho1jBP9UkvBjL/33UgfEVjmSHO6gtWLAg5HtFUVBZWYlzzz0XEyZMyMgxE3n+D9fe3o7HHnsMmzZtwnnnnQcAeOKJJzBx4kS88cYbmDlzJgDgkUceAQAcOnQIf//73zMyfiIiIiIiym+LFy/GwYMHsW3bNni9XixZsgTLly/Hpk2bom6zYsUKvPDCC3jmmWdQVlaG+vp6XHzxxXjttddC1nviiScwb968wPfl5eWZOg0iIiIiIiIiIkpARkNVHo8HO3fuxKpVqwLLFEXBnDlz0NjYaLpNY2MjGhoaQpbNnTsXW7ZsAQB88sknaGpqwpw5cwK3l5WVYcaMGWhsbMSiRYvQ2NiI8vLywB/UAWDOnDlQFAU7duzARRddhMbGRpx99tlwOBwhx7nnnntw9OhRDB06NGJsbrcbbnd/WzWXywUA0HUdel9fM13XIaUMfB+NLqVRMUnq0PXkEzB62DGK7QJ/b+6Bq1fDrNFF6PVpcKhKzHGE78OnS5w+wonWHi/2HO7FuWOK4NMkBHTT/ei6DggBKWWgfZ6EhFfToUD2zUXotonMT5dHBxB/DqWU0DQt6Uo9uq5D6nqgFZ3x//jHS5YiJH63ux3DC1WcO6YYTpuAXZHo9WqBcQT76HAvTq5Q+q4n2Td3iZ6bhN5X3UmBjLhvgcj7O9HbovH4NJww1A4FOrQ486dpOqqLFRzp8qLIEfu6BIAutxY5/gSunV6vjl6vhhElKj51KvBpOtQYIS7jWjDfp11IfN7uwSlVzphj9Su2C4wbak9q3lMR7VpN9LknfBurNTQ0YO3atSguLsZXv/pV1NXVwW5Pv/JbohJ5/g+3c+dOeL3ekNeVCRMmYNSoUWhsbAyEqlKRyOtGwsIzfjLoK0zIvpPIKFqyXaqsGmei83IMSuV54ljAeTEXbV44T0REdCzL5Ic4ACNEVVNTk/B4+H4jCVaOM8rcHOs/J/HnanODbl4seuzy/QYREREREQ0UGQ1VHT58GJqmobq6OmR5dXU1PvzwQ9NtmpqaTNdvamoK3O5fFmudqqqqkNttNhsqKipC1hk7dmzEPvy3mYWq1q1bhzvvvDNi+aFDhwKtB3VdR3t7O6SUUJToffPa24xqRYcKYpeIj7V9S9C2nR1edPRItKMHB5o6oXVraNcQsk68fbhcHniKelDqEOjo9KClxYc2lxdtQkGLjKx+1dbug0DoMTy9bnx6qAcnFPSgq9uLDpcHLS3dgdsTmZ9DPTpUj0RLS+y56XD50NTcETM0Y6b1qIYjUkGXzdiuyyvR2WWcr5Xa3RI2nwefHpb4yNGD6iIFugSOtGno7pVoafGGjcsLgU60tABdXV4cOeKF257YufX6JD5o9sHt9qH1yGG0t2kR9334/R1+W7OzI6mAWlOHDpsCHPIqMfcNAIc6jSpcB10aKgsVtKgdMfft7vKFXDdA/GtHSoky1YuDrV60DOlGe7sPTfYO2GNcH62tGhxuBV6n+Tqyx4eWlp6YY/WLNgfx5iZZ7e0+08dGos89wTo6Yt8PqXj00Udxyy23BEJVBw8ejHg+zqREnv/NtnE4HBGfAg9+XUlVIq8biSp1hd2vEijsEQCUiNJ2wS12I7aLwYrtUmXZOBOcl2NRKs8TxwLOi7lo85KJ1w4iIqKBItMf4rj22mvx3e9+F+PGjcPVV1+NJUuWxHyfzvcbibN0nFHmhu83+HO1mcE2L1Y9dvl+g4iIiIiIBoqMt/8bTFatWhVSRcvlcmHkyJGorKxEaWkpAOMNoRAClZWVMd8ol/UagZGqqqKUxlLW2x2ybVl7B7oVH8rKHBheWYhDcKPHJ2PuP3wfhQfbUDW8GGUFKgoPHEVV1TCUHHFh+DAnqoZFVusp7+2GCDuH22YDPV4dBTaBl5qOYGh5IaqqigO3JzI/XpcXRZpE1dDYrdSGeroxrLIQDjW5UFWZrweVlU4U2o3jd3p0FO5vQ1VVRVL7iadckzjP7sYf/tmB8vJiDC2xQVUEPvP0wKNqqKoKDe6VerpQIVRUVVWhcF8bqirLUeJI/BcVo2qBA54jqK4aiv1ab8R9H35/Bxvq7kZlVWFS7RpdNg9KHAqqSmwx9w0AvQ6jPeA+Ty+GD3Ogqip2e0Wz/cW7djRdovxgO0qcCqqqSjHM24Phw51w2qLPYbPsRVWZHWUF5i0z451XIusms49ElEbZX6LPPcEKCtJvcxluzJgxeOSRR3D++edDSonGxkbTkCoAnH322Qnvd+XKlbjnnntirrN79+6kxpoNibxuJMrVG/ZpTQkAClylesQfOYKDZRHbxWDFdqmybJwJzsuxKJXniWMB58VctHnJxGsHERHRQJHJD3HcddddOO+881BUVIQXX3wR3/ve99DZ2Ynrr78+6nj4fiNxlo4zytzw/QZ/rjYz2ObFqscu328QEREREdFAkdFQ1fDhw6GqKpqbm0OWNzc3Ry1nXlNTE3N9/7/Nzc0YMWJEyDqTJ08OrBP+SRifz4fW1taQ/ZgdJ/gY4ZxOJ5zOyHCRoighb/6EEBHLIrbpC6+k+mZa6TuGn6oogBAQigCEAlVRoCq66f4/OuJGr09G7ENCwKYqsKkKNGncJiGgRjkXRQgIEXkOxU4lsD9FRG4bb340CNhtIu7cqIoS2FcyhBBQ1f7jq32bW/2LjQIFOL22CH/c2wkJASkUqIowjq9EjlsGLZdA1HmPRZeAXVUi7lsg8poJZlT7UqAkUfWrw6OjotBm3Jfx7gdFgSoAu02BQ41/XtH2F+va0aSEwyaM604x5hom11/YDkOuhUTHkcy6yewjneMAiT33hOwrA7/Mu/fee3H11Vdj3bp1EEKYflIbMMaqaVrC+73ppptw1VVXxVxn3LhxCT3/h6upqYHH40FbW1vIHzpivVYlKtHXjYSYPTxF0FfY/mNuF4Ul26XKynEmMi/HqGSfJ44VnBdzZvPCOSIiosEoHz7Ecfvttwf+P2XKFHR1deHee++NGari+40kWD1Ok7nhz0n8uTqaQTUvFj52+X6DiIiIiIgGgoy+S3E4HJg6dSq2b98eWKbrOrZv3466ujrTberq6kLWB4Bt27YF1h87dixqampC1nG5XNixY0dgnbq6OrS1tWHnzp2BdV566SXouo4ZM2YE1nnllVfg9XpDjnPSSSdFraqST8ILCgkY7c/Q92+sbExzpw8ud2SYodSpwKYawR69b196nH31rWZ+G2JvG42mS9gS2FCI2MePOi4Z+v5fEX0fMswQIYywky4l1L7/m/0CQpf996uUSGnujiu1J90OETCCOol/zsy4xlq6NAwrMq/wFLl+X4hGlymNLxGalFBF/7WrCGHMdZxx8Vc11lqwYAGamprgcrkgpcSePXtw9OjRiK/W1tak9ltZWYkJEybE/HI4HAk9/4ebOnUq7HZ7yOvKnj17sG/fvqivVURERERENHjcdNNN2L17d8wvKz7EESzehzhmzJiBL774Am63O+3zIyIiIiIiIiKi1GS8/V9DQwOuvPJKTJs2DdOnT8dDDz2Erq4uLFmyBABwxRVX4LjjjsO6desAADfccAPOOecc3H///bjggguwefNmvP3229i4cSMAI5hx44034u6778b48eMxduxY3H777aitrcWCBQsAABMnTsS8efOwbNkybNiwAV6vF/X19Vi0aBFqa2sBAN/+9rdx5513YunSpbjlllvw3nvv4eGHH8aDDz6Y6SnJCMUf1kFoOCcaabLOxSeXAQB8ugzsS1UE1Bg7y0QYSZNILFSV4vEljOsosJ+gucuE0eVGG0O9L1gkAdM2e3pQkCpK7iqub00qT2mMqgB0XRr/SUBzlw81JbaQeYxFkxJOIeBLMDCXCk0H7KqAV/OHqvqDhtFIIP6DhVJSUlKCP//5zxg7dixstux1mk3k+X///v2YPXs2nnzySUyfPh1lZWVYunQpGhoaUFFRgdLSUlx33XWoq6vDzJkzA/veu3cvOjs70dTUhJ6eHuzatQsAcPLJJ8PhiN2ulIiIiIiI8ldlZSUqKyvjrhf8IY6pU6cCSO5DHAsXLgSQ2Ic4du3ahaFDh5pWoiIiIiIiIiIiouzI+F+6L730Uhw6dAirV69GU1MTJk+ejK1bt6K6uhoAsG/fvpCyvmeccQY2bdqE2267DbfeeivGjx+PLVu2YNKkSYF1fvCDH6CrqwvLly9HW1sbZs2aha1bt4b0XH/qqadQX1+P2bNnQ1EULFy4EI888kjg9rKyMrz44ou49tprMXXqVAwfPhyrV6/G8uXLMz0llgjPioi+aktSGl/hQSgpJY72aqgoNO5yTQLtPeatt1RhBKsAI9gTq+rybz9ox1mji6Pe3u1Npv6Roa1HQ21J/EtTJFCJKOq2Yf+PF75Jx2WnlOPVz7qg60alKimlaWBKD6qgJaXMatZHCAEtiSnQJTDEmXiNJ39FKJ/e327RalJK2BUBt6/v2hWIe07hVcvIWuecc05Ojhvv+d/r9WLPnj3o7u4OLHvwwQcD67rdbsydOxc/+9nPQvb73e9+F3/5y18C30+ZMgUA8Mknn2DMmDGZPSkiIiIiIsq5TH2I47nnnkNzczNmzpyJgoICbNu2DT/60Y/w/e9/P5enS0RERERERER0zMtK+ZD6+nrU19eb3vbyyy9HLLvkkktwySWXRN2fEAJ33XUX7rrrrqjrVFRUYNOmTTHHdeqpp+Kvf/1rzHXyVXDgxh8m+eSoBycNc0KHjGiN59OBx985iu+faXzyUtMlqqMEl4KrD6mKMK2qlKhCe/IJmm6vjhJn/LZyqVaq0sMCS0pf9ahMaunyYYhTCYTfos2of+6NqlXWxX3e2t8d9f4GEAh7JcLl1uDRZFLj81fpSrS1Yyp8ErApRttJwAgWxjulVFtUJoOFsLIv3vP/mDFjIq73goICrF+/HuvXr4+6ndnrFRERERERHVsy8SEOu92O9evXY8WKFZBS4sQTT8QDDzyAZcuWZfXciIiIiIiIiIgoVPZ6MlHG6NJoezaixGa0stMRNyji040gVjT/MW0YgL5KVWmEQlLZNNHQjWKUmEp6/xFVvpDZ9n8AMH6YEy63Fgj6xG3PCGsrKLl9EuOHRW8ZkEhVJ78//LMDx5facXyZPeHjS2mEl741qQyOBFsMJkuXRmDLf18KAehx4nLxKlXZVYFXP+uCEMCZo6JXZIt3DCIiIiIiIhocMvEhjnnz5mHevHmWjpOIiIiyb/Xob0Us03UdLS0tqKqqCunaQkREmVNWf3Ouh0BEgwh/gsuRHp+OTk/yrfGCvXuwB0Bfa7W+ZIiUgI7IKkfBIR3R194vVhu2oYVGpShViR6qipcVEchsBSgjNBNfj1cP+YWmROg5qQqgpXdXxOVQBXp9RoUsPUqoqjeoVaK0OlUVRyJVnfy0vkpf4dfFM++3R91Gh3HOTpsSUgnNSrpuhKD8oarqYhs+OeqJvU2cgNuM44swa3RxxkN3RERERERERERERERERERElF8YqsqRUWUOdHvTS/L8cW8HgKAQVV8bO11GtjSTYct8fQGUeBQhoEZJncQLmswel1pln2QkEgR64t2j6PKGrhh8RkKIQMu4TBlepOLVz7qgCqDLo6PEEdnesCCoVaIu06wQluS2iVR18tP0vgpmYamv1/d14f8+6jDdRiZ5PqnkrjSJvkpVxnkML7ahxxunUhWQsZBX/7gk/nnEndFj5KvvfOc76OiIvCa6urrwne98JwcjIiIiIiIiIiIiIiIiIiIiSgxDVTmiCGtazkkp4erVAAA2AWi6DFTfCc6K+A/1aZsHbp/El6ucqB0Sv32bYlKRKPjY35pUFnXbaccVZbTYkpJgdSVdypD0ldF+L4tloAAMK7JhWJERpGrt0VBeEBmqCiYh05q7ZFvOqX1tIxOh6X2VqkyePbQoF7WUkSEsq2nSaGmZ6OOq16vj0zZPQmGvdEY+rbYIXWlUpfs0TrWtfPbrX/8aPT09Ect7enrw5JNP5mBEREREREREREREREREREREiWGoKkeEiN8+LxZ/aOZzlxe7mnoxYbgTNkXgULevr8pReKkqI0j0RbsX540rwQkVzrjBHsAIVEWrVGW00YsdN8lo+78o+5fJJoqyZMGEMhTYFCw5fSgSKBJmafDLo8WeEyEE4qwS0ObW+0JSkdQoCSV/y8BM0iVgUxIPK3b7dEyqKoAtnZJgCXDaRNw2hLF81j7wQlUulwvt7e2QUqKjowMulyvwdfToUfzhD39AVVVVrodJREREREREREREREREREQUlS3XAzhWGVWWUg//+LfUdGBCpRNlBSqqSmxG0EjKiMBLqkdShMh4GCZVRjAt9MwOd/nwzAftuOYrw/rXg8hwc7/EHF9mVAarKrbhn4ez2w5OjROfVEXiYbQSuwKfbh76skcJKCXb/i+Vh4amS9iUxB9Xup5ei8Vw0Y5qUwSGFamQUqYUlPNq6Y0rF8rLyyGEgBACX/rSlyJuF0LgzjvvzMHIiIiIiIiIiIiIiIiIiIiIEsNQVY4oSK/9X6FNoNcnoUmJgr6gxsUTS/Havu5A+79gEqm1MDMqVaU+Tn/IKxPt9oRJC8W3DvTgxApHxHrxpjpaNa7BIl5FMUVJvFKVXRXQpTQNJNmihLf0JFsuVhbbsP1fnZg9riThbXRpjC3R89Bk9MpaiWrt8aHbI6FDRm19CAAFNiOIZo9fHC6Cz4o+oVn25z//GVJKnHfeeXj22WdRUVERuM3hcGD06NGora3N4QiJiIiIiIiIiIiIiIiIiIhiY/u/HDELBCXDpgj4dAlN7w+G+EMr/qpAPl3iv/92NLAsldyQItJrQ6cIJBxySXrfQERaaohDQWFYsscIdsXe17UzhsVewWLxpnRMuSP2CknuP949aIT8ErujRN99apZH8mjStFKUhHkIK5qThjvhTDLNp0l/parE1o8WDEvG2/t74NMldAmcXlsYdT1VpB6OGoihqnPOOQfnnnsuPvnkEyxYsADnnHNO4Kuuro6BKiIiyiutra1YvHgxSktLUV5ejqVLl6KzszPmNr29vbj22msxbNgwlJSUYOHChWhubg5Zx1+1Mfhr8+bNmTwVIiIiIiIiIiIiIiKyEENVOWLWui4ZijACLL0+PeJO1GFUJvLpwKFuo3eYRGqhKgGRVqUqVRExK/ikQwgBPaEV41eqKrLnwUMhKA206JTyrB5aUYBeX2L3kwKj1V549avTRxSixKGYhuikzPyTjaYblbISDYdpMrkKZS/804V97Z6QZcUOBWOGOjCm3IFSZ/QyVLY0HgcDMVTlN3r0aLz66qu4/PLLccYZZ2D//v0AgP/6r//Cq6++muPRERERGRYvXoz3338f27Ztw/PPP49XXnkFy5cvj7nNihUr8Nxzz+GZZ57BX/7yFxw4cAAXX3xxxHpPPPEEDh48GPhasGBBhs6CiIiIiIiIiIiIiIislgdJkmOTIkRalaoUIVBRqKLTo0e0MPNX4NF02R+IkjKl9n+qYrSGM1PmVFHiiH0J2ZJoK5csIeJXoArIs1xKwuPOkupiG1p7tMRW7qtUFZ5HGjvUAVUxv67NWlJaTZeyrzVh4usnWqlKCKPa136XN2R5ovejqggkmFmL4EsoOZifnn32WcydOxeFhYV455134Ha7AQDt7e340Y9+lOPRERERAbt378bWrVvxy1/+EjNmzMCsWbPw6KOPYvPmzThw4IDpNu3t7XjsscfwwAMP4LzzzsPUqVPxxBNP4PXXX8cbb7wRsm55eTlqamoCXwUFBdk4LSIiIiIiIiIiIiIisoAt1wM4VinJBIJMCAE4VYEeb2QwxN/qTw9q0SZhVJ1K9pAVhWrU4Emsdmd+Y8rt+OtnXZh74pAkjxyfQGLVvjKc5bGOhamjZK+tZCopRQT2gqh9t4XfKIGIylZWa+nSMHmIPeFQlaYD9gTLsAkAxQ414Wpe4coLFLz6WRe+OrYExXGCiOG8QSd0uMuXdsvCbLr77ruxYcMGXHHFFSHtjs4880zcfffdORwZERGRobGxEeXl5Zg2bVpg2Zw5c6AoCnbs2IGLLrooYpudO3fC6/Vizpw5gWUTJkzAqFGj0NjYiJkzZwaWX3vttfjud7+LcePG4eqrr8aSJUtittZ2u92BEDIAuFwuAICu69D1JJPW4T+2yKCvMCH7TuLHHUu2S5WV44wyN5aMcwDTdR1SymN+HsINunmx6LEbbV4GzTwRERFlUGtrK6677jo899xzUBQFCxcuxMMPP4ySkpKo699xxx148cUXsW/fPlRWVmLBggVYu3YtysrKsjx6IiLKNr5uEA18ZfU353oIlASGqnJEAGlVqgKMlnVNnV6oIjTcZISpjIo9/vZmugQ0KdHem2A1oj4TK9P7NP2wIhuKY7TW++0H7bj45NResBOtVGWEr/qlGowZSDyahE+TsCUYGlJE4tejgOirPBW5bzVKZTJNl0lnxpJdXxVAgU1ABl0Ur+7rwqzRxabrH+jwYvwwZ0L7VoSAlDocKfbCHFnmQLdXosurJx2q8ukSUkoIIdDu1jBmqCOlMeTCnj17cPbZZ0csLysrQ1tbW/YHRIPS6tHfCvle13W0tLSgqqoKisKCnEQUW1NTE6qqqkKW2Ww2VFRUoKmpKeo2DocD5eXlIcurq6tDtrnrrrtw3nnnoaioCC+++CK+973vobOzE9dff33U8axbtw533nlnxPJDhw6ht7c3iTMDSl1hz4ESKOwRAJSITx20tLRE3y4GK7ZLlaXjjDI3VoxzINN1He3t7ZBS8jU1yGCbF6seu9HmpaOjI63xERERHQsWL16MgwcPYtu2bfB6vViyZAmWL1+OTZs2ma5/4MABHDhwAPfddx9OPvlkfPbZZ7j66qtx4MAB/OY3v8ny6ImIKNv4ukFElF0MVeWIEIlVWYpGEUBFkQ2Hu3zm7f8Q2d7Mo0nUDrGnfMxM+OiIJ+Vtw8NSUdcLm+tCe+5L/WS6FV6pU4FPTzxUJYRIakw+3bx1nr+KVTgJJF1hKZVKbooIDXU1d/qirqtLoKo4sadA4xpKj1E9Lvm96NJfac5oBahm+uKxUE1NDfbu3YsxY8aELH/11Vcxbty43AyKiIiOCStXrsQ999wTc53du3dndAy333574P9TpkxBV1cX7r333pihqlWrVqGhoSHwvcvlwsiRI1FZWYnS0tKkju/qDasOIwFAgatUjwhVBQfLIraLwYrtUmXpOKPMjRXjHMh0XYcQApWVlYMiPGSVwTYvVj12o80L254SERHF5m9J/tZbbwUq6D766KOYP38+7rvvPtTW1kZsM2nSJDz77LOB70844QT88Ic/xOWXXw6fzwebjX/2ISIarPi6QUSUfXyWzBGj8k3q29eU2GFXBJ7b44ItKK1SUaTiH829mHNCSaBiFWD8ncCny5Qr7eQjfzWueATSm+uBSFUEMlWQSxGAJs1DUjbF/D6RMjttGNNtqxmNQOR+dSnhNivLFYURdEz+2LouoeuAohrV5mwD6O82y5Ytww033IDHH38cQggcOHAAjY2N+P73vx/yh2YiILLiFBFROm666SZcddVVMdcZN24campqIiqv+Hw+tLa2oqamxnS7mpoaeDwetLW1hVSram5ujroNAMyYMQNr166F2+2G02leLdPpdJrepihK8uENsx++RNBX2P5jbheFJdulyupxmszNYAjMpEsIkdr1N8gNqnmx8LFrNi+DYo6IiIgyKJWW5Gba29tRWloa8w/jlrYbN5FQm+SB0m7cQoOufbRFOC/mBt28sN245Qbq64bZ2jLoK/j24H0nc5TBcj0MuucBi3BezA22ebHyMW82N6nOE0NVOaIApm3SEjW0UMXQQhVuLTRkcXJlAf7yaRcUCKNSlf+2vmPlokpTrNNMp1qXiLfzoBWDV8uHgFWmxxCtYlQsXZ7EnkRE374Vk4pJNkXgszYPhhYWmmyX+WtPEcBpNYl9EjqZ0Sgmlao8msSQJFr5iSRaLAbzyf4XEE1HRGW6fLZy5Urouo7Zs2eju7sbZ599NpxOJ77//e/juuuuy/XwiIhoEKusrERlZWXc9erq6tDW1oadO3di6tSpAICXXnoJuq5jxowZpttMnToVdrsd27dvx8KFCwEYLW/37duHurq6qMfatWsXhg4dGjVQRclhGJeIiJLB1w0iyleptCQPd/jwYaxduxbLly+PuZ6V7cbNJNImeaC0G7fSYGsfbRXOi7nBNi/LC85OeF22G0/MQH3d6CoojlgmAXQ4jL/pBf/lyx10LZhtF407z57/UzXYngeswnkxN9jmxcrHvNncpPq6wVBVjpQXqJgzrsSSfYWHVaTsD3D48xcSwDdOKsUJFYPojzgC0BMNZeVBkCqaz9s9SVU8SoRNEdCSTG4V2RN7ohXoq1RlctuXhjnwymfdSR3XSkIInH/ikAzs19+6r/+xJqNU64rGqE6X/P0spQwc26dL2AZOpgpCCPznf/4nbr75ZuzduxednZ04+eSTUVJSgp6eHhSahO+IiIiyaeLEiZg3bx6WLVuGDRs2wOv1or6+HosWLQqUS9+/fz9mz56NJ598EtOnT0dZWRmWLl2KhoYGVFRUoLS0FNdddx3q6uowc+ZMAMBzzz2H5uZmzJw5EwUFBdi2bRt+9KMf4fvf/34uT5eIiCiq8NCRrutoaWlBVVXVoPjFLBFRtmWrJbnL5cIFF1yAk08+GWvWrIm5rpXtxs0k0iZ5oLQbt9Jgax9tFc6LOc6LuWOh3fhgf91o7+2KWOb/i1lFb1dIqKos6HncbLtoyvLs+T9VfB4wx3kxN9jmxcrHvNncpPq6wVBVjthUgbFDHWnvp8CkF9ip1QUosBkBDDXQ/i93qSKjdZo0rVQk0mgKZ9bqTZgtC9su2bBRJgRPxeftXnh1aWl7PJsioGWoyp8QApquw+x5WQgBqzpMZqGwVcIqi23QpVGdyi+4vWYiUq1Upcn+a7qtV0NBguG3fOJwOHDyyScDMMrFPvDAA/jJT36S8KcmiIiIMumpp55CfX09Zs+eDUVRsHDhQjzyyCOB271eL/bs2YPu7v7g+IMPPhhY1+12Y+7cufjZz34WuN1ut2P9+vVYsWIFpJQ48cQT8cADD2DZsmVZPTciIiIiIsqNTLYk9+vo6MC8efMwZMgQ/O53v4Pdbo+5vqXtxqOI2yZ5oLQbt9igah9tIc6LOc6LucHebnywv26Yra3DeHoXYbeH3MfJHGMQXQ98HjDHeTE3mObF6sd8+NykOkcMVQ1wN9YNj1g2a7RRFs2rSzj6Ei7+6lW5YFcFfDpgVyNvCw57NXV6UVMS+wU8mEBkX02zvJQwad2WTyRSr2IUjZpC+79ESGmEv3o1a0Ng5sfK8AGSMKrMgVFlDrz6WX86VkqZZKUqIJU2rZouA2EsuyJgGwDt/9xuN9asWYNt27bB4XDgBz/4ARYsWIAnnngC//mf/wlVVbFixYpcD5OIiAgAUFFRgU2bNkW9fcyYMRE/pxUUFGD9+vVYv3696Tbz5s3DvHnzLB0nERERERENHJlsSQ4Y1ULmzp0Lp9OJ3//+94OqWgsR0bGIrxtERPlr4MfVKKpen4TTFhSqytE4nKqA2xc/TfLrd9uS2q8QIqHgjUB/qErK/updudbr0/GXTzvh05NrI5cIVRHw9Z20USXMmv3qEhhWpOKfh92mlceOJTqSCyoqQkSEAM14NYkj3b6QZVYG7rJh9erV+PnPf44xY8bg008/xSWXXILly5fjwQcfxAMPPIBPP/0Ut9xyS66HSURERERERERElFPBLcnffPNNvPbaa6YtySdMmIA333wTgPGH8fPPPx9dXV147LHH4HK50NTUhKamJmialsvTISKiDOPrBhFR9jFUNYh5fBLOoF5sOQtV2QR6feahkHTa/wWHpQLLTHZntB80/n+kW0NRHrRPkxLQdGDXwV7oUlpefUhV+itV6RYG6g51+1BZZMOiU8ot2uPAlWz7P0UAegLhqA6Phs/bvUHbCWgDK1OFZ555Bk8++SR+85vf4MUXX4SmafD5fPjb3/6GRYsWQVVNytZZqLW1FYsXL0ZpaSnKy8uxdOlSdHZ2xtymt7cX1157LYYNG4aSkhIsXLgQzc3Ngdv/9re/4bLLLsPIkSNRWFiIiRMn4uGHH87oeRARERERUf5J5f3Gxo0bce6556K0tBRCCLS1tVmyXyIiGhyeeuopTJgwAbNnz8b8+fMxa9YsbNy4MXB7eEvyd955Bzt27MA//vEPnHjiiRgxYkTg6/PPP8/VaRARUZbwdYOIKLvY/m8Q06QMVBMyqurkJlbltCnojZIKkWGxqGQq8giTkIrp5qL/ON0+HcOKMhvoSMbRXg0HO3wYP8xh6X5tSn+QTZdG5ap4ur16X1Wr6OvqEiiwC0yqjl8W9Bc7W7FsakXigw4zvEjFlt3tmHfiEBSkGIT7xkmlUW9L9+GQbPU3BYm1NPTpCAlRCZFfrRAT8cUXXwTKzk6aNAlOpxMrVqzI2nPQ4sWLcfDgQWzbtg1erxdLlizB8uXLY7Z2WrFiBV544QU888wzKCsrQ319PS6++GK89tprAICdO3eiqqoK//3f/42RI0fi9ddfx/Lly6GqKurr67NyXkRERERElHupvN/o7u4OtIZdtWqVZfslIqLBIdmW5Oeee+6Aq2xPRETW4esGEVF2MVQ1iEkJBBWqsqwFXLIcqoAngVI7upR4/fPuhPerAJGlqkwEV8PSJWDLg7Z1QhhDnzWqGDUlNqgK0ONNpDlcYlQhoOnG/nQpEwr/lBWo6PLoKHFGD50lU53pcJcv/koxTKgsgFuT8OgSqXZ2dqjRx5ruz496km0VhRDQEwpVyZCwoCoAPZELPY9omgaHoz8oaLPZUFJSkpVj7969G1u3bsVbb72FadOmAQAeffRRzJ8/H/fdd1+g/G2w9vZ2PPbYY9i0aRPOO+88AMATTzyBiRMn4o033sDMmTPxne98J2SbcePGobGxEb/97W9jhqrcbjfcbnfge5fLBQDQdR26nuRjPvwykEFfYUL2ncTlY8l2OabrRkA0n8aULzg35jgv5qLNC+eJiIiOZam83wCAG2+8EQDw8ssvW7pfS99vhEn4Z6TB/n7DbJxR3osd6z8n8edqc4NuXix67PL9BhERERERDRQMVQ1iuuwPUiUarMkEmwL0eOO/49aksV6BLcGRCvP2f+FhGRHUJ1CXgJIvhaqkxPAiFTVDbGhJM4AUTlWMcA7gD0LF36bAJhD31xYysZ6hBzq8loT4FCGQr79LkQnOq5+aYPs/ryZDwleJhrHyiZQSV111FZxOJwCjtd7VV1+N4uLikPV++9vfWn7sxsZGlJeXB/4QAQBz5syBoijYsWMHLrrooohtdu7cCa/Xizlz5gSWTZgwAaNGjUJjYyNmzpxpeqz29nZUVMSuxrZu3TrceeedEcsPHTqE3t7eRE8LAFDqCnv0SaCwRwBQIsqmtbS0RN8uBiu2yzVd19He3g4pJRQl9+1e8wnnxhznxVy0eeno6MjhqIiIiHIrlfcbmdyvle83wiX6M9Jgf79hOs4o78Xy6X1RLvDnanODbV6seuzy/QYREREREQ0UDFUNYjqAN7/owfGldjR1+jClpjAn47AJAS2BVIimS3g0HQW2xFJPiknYJFpmxb9Y1yWUnMXL+knpb8loBHN0PbmATjx2ReCfRzyYWFmQcHUpgfjVm3SY97wzWgz2f7/3iAd1I4uSG7QJJc0qTRJAl0dHsSP0Fz4+XaY93zoSr9oF+NtVxl/Pq8tAIA4w5mCgVWW98sorQ76//PLLs3bspqYmVFVVhSyz2WyoqKhAU1NT1G0cDgfKy8tDlldXV0fd5vXXX8fTTz+NF154IeZ4Vq1ahYaGhsD3LpcLI0eORGVlJUpLo7enNOPqDUsYSgBQ4CrVIx6XwXMQsV0MVmyXa7quQwiBysrKQfELaytxbsxxXsxFm5eCglTrRxIREQ18qbzfyOR+rXy/ES7Rn5EG+/sN03FGeS+WT++LcoE/V5sbbPNi1WOX7zeIiIiIiGigYKhqEJNSotOjo8crYVcEygtzU6JJUYwqVPH4dJlQm0C/ROMsQYWqoElAsTK9lAbZl08SMNojWjmssgIVFX33d6IBIkWI+KGqKNWZdCnhEP2/ADHW6V8x1UxQokGkaKbVFuLtAz04a3RohaROk6BVsnSZ3H2WyPwCgKaHnrOC9OYgF5544gnL97ly5Urcc889MdfZvXu35cc189577+HCCy/EHXfcgfPPPz/muk6nM1CxK5iiKMn/MtXsehNBX2H7j7ldFJZslweEEKnN8TGAc2OO82LObF44R0RENBjl0/uNZFj6fsNEQj8jDfb3G9HGafJejD8n8efqaAbVvFj42OX7DSIiIiIiGggYqhrE/AGY//3QhW9NKsvZOFQhQirvBGvu9OELlxfHl9qhSyQdqkqknVpwBSZdyoTa12WahL99nIAA8MYX3Vg0qRQeV6dlx/D/juP9ll6cWh3/U14igapQMkooLV6LwVTzYmqCQaRoCu3mdcl0KWFLM8Umg9prJkIk0P7P7dP72v/1ryeEgBxopaoy4KabbsJVV10Vc51x48ahpqYmory8z+dDa2srampqTLerqamBx+NBW1tbSLWq5ubmiG0++OADzJ49G8uXL8dtt92W0rkQEREREeWL1aO/lesh5IVMvt9IRKb2S0RERERERERE6WGoahDzhz6GFan4clXuSierSmSbvmDtvRqOL7VDk0lWqhIJVkAKWk+XRuWsXPNqEl1eHUIY5yEAlBeoaHFZd4xih4JXP+vCkR4NJc74VcpEAm3mdCkhTGJKWlDVprZeDdv/1YmFJ6cf5Eu3UlU0ug6oaVYG29fuxagye8LrKwlcrxveasWM44ugBVVSV0R/pbdjOVpVWVmJysrKuOvV1dWhra0NO3fuxNSpUwEAL730EnRdx4wZM0y3mTp1Kux2O7Zv346FCxcCAPbs2YN9+/ahrq4usN7777+P8847D1deeSV++MMfWnBWRERERESUDzL5fiMRmdovERERERERERGlJw/iJZQpRtDFLAKTXaoAtBjJmH3tXgCA2yfhTSJBk0gICAitkiQlYF67KLuGFanwajIQqjrc7bP8GFNGFGLW6GJcOKE0ofWDK3pFI2FekUpKIzwHAN1ePXKFFClARqo0+aRMqQ2kT5d49bMuvN/SC68mMWJIEqEqxA+Iyb5jBK9W6lTwwaFeAKlX/DqWTJw4EfPmzcOyZcvw5ptv4rXXXkN9fT0WLVqE2tpaAMD+/fsxYcIEvPnmmwCAsrIyLF26FA0NDfjzn/+MnTt3YsmSJairq8PMmTMBGC3/vvrVr+L8889HQ0MDmpqa0NTUhEOHDuXsXImIiIiIKLtSeb8BAE1NTdi1axf27t0LAPjHP/6BXbt2obW1NeH9EhERERERERFR9jFUNcgJ5L66jU0RgUo7T7/XHljuD8v4gyIXfKkUJwx1JjxeBYm1hhNBk+DVZV5UqvK3RBQwHoRDC+NXkso0RQjEi0NFa3mnBbX/c/usu+KUoGvHSvHaFUZz7tgSzBpdjLZeLenHlRDRK7ZJKeHVjDCVV5ew9V2j/zrqQUWhDQW2PLhoB5CnnnoKEyZMwOzZszF//nzMmjULGzduDNzu9XqxZ88edHd3B5Y9+OCD+PrXv46FCxfi7LPPRk1NDX77298Gbv/Nb36DQ4cO4b//+78xYsSIwNdXvvKVrJ4bERERERHlVirvNzZs2IApU6Zg2bJlAICzzz4bU6ZMwe9///uE90tERERERERERNnH9n+DXK4DVUBf+7K+NMlnbV6gKvJ2KSUKbEbKJeExR2mnZhb60fvWPNjhwynVuWuF6KcqRkUipa9UVQaKMSXNaLUXeyBGGMmk/Z8uofYtn3pcIT4+6rFkTEalqvjrbf9XJz5r82DW6OKE9qtLBMabilTuL/91buZ3u11o/Lwbx5fa4dMlCvtCVF+0ezFrdBFe29eNvzX1QMuHC2UAqKiowKZNm6LePmbMmIj7oqCgAOvXr8f69etNt1mzZg3WrFlj5TCJiIiIiGgASuX9RiLvJ+Ltl4iIiIiIiIiIso/lTyjjFBHU9iwoWOJfJgTwzyMeDCtS4U6iLFGBTeBghxev7evCXz7tirpecAPEUqcCWyoliiymiP4KTPlQTQzoezKI155OStMWdHpQBauTKwsCAbl0CdEfiIvFqQq0dCXeQlGXMqVKVcGS3TzkcRCmx6cblcvCWlqqSn+I7ZVPuyytAkZERERERERERERERERERETRMVRFGSeCKgKpQcESfzzE7ZPwaBK1Q+xo7vRhZJk9of0W2BScf+IQnDmqGGqchEu+FfhRhb9SFSKCNDkjELf9nw7zSmCjy+2oLO4vfLdgQqklQ7KrAh3ueKNKnq6nV6kqFYoQUeNhbT3GOYqw4FXwdRF+GxEREREREREREREREREREWUOQ1WD2Iq64bkeQoAQwEdH3DjQ4QtUaPInTIrsSl/7OEBCosRu7WVZ4lCw57Abr37WBXu89FWWKIqAT+8PVGU532NKFSJuaEdKmFZ4Oq2mEFVBoaoJlda0WBxWqKLLY32oSpMSSpaf/URQG8xw1SXG3CkQcLk103UUIeK2ZyQiIiIiIiIiIiIiIiIiIiJr2OKvQgOV05ZfmTl/OEYLq1Tlr8CjKAICAsWO5Mft0SR8Qa0D/9bUA5dbhwBwQoUDX66yJuRjFaWvUpWAcf5DC9VcD8loQxgntCOlEfxJVqpRoFjVnRJ1uNtntC0MSq593OrBWaOLU95nl1eHI8mAniLM50FKCf9DVQhEbU8Zq30gEREREREREVlv9ehvRSzTdR0tLS2oqqqCku1PbBERERERERFRVjFUNcjlQQEkAICmA2pfWMSfffJX3VFEX+UgAThtAgW25Edd4lDgCwoEudx6WqGZTHOoAm6fhCIEiuwKLj+1PG6gKdNElNBPMI8ms1rtSwBpV2eqLrFBk0DwZVVkV1CYRkW0k4Y50fhFd1LbCBjXZThNGuMBjPvAH9by6TIkRMVQFRERERERERERERERERERUfYwVDXIiTwJYvirMgHAnlYN444LDvAYbedUIVDqVEIqCiVKEUi9HFIODC1Qsb/Diy8NdwAAhBA5D1UpAuj2xh6DV5cJV2iyoqWhvz1iIgqiVGZThYCmy5AKUN3e9FoKOmwCHi25+0sIgUKTwKAugbICFQtPLsN7Lb2By3j7vzpx0nBnYD23JqGx/R8REREREREREREdY8wqBxIRERERZQNrVFNW2FWjAtVNdcMCIS9/PkQRgKYblapmHF+U8jGC4yb5UqErmkK7gstOKUdNiT3XQwmoKbGjtccXc522Xg2JdpW0Iv8TrWWemfrpw0yXq4qICBam2xpTQWoVtMyqfGm6hCqM27xaf0vIYruCMeV9oTsAJXbFkjklIiIiIiIiIiIiIiIiIiKi+FipirJCwGhzZgsKlcig2ySMAE2pU01t/33hG39lI2ZPkmdTYlc182pGO7pUKomlyqjgldi6tigVtNS+0J7fv456UFGY2nWWyrji0SSgCAFFGNWoFJPTkH3HzIeqc0RERERERERERERERERERMcChqoGuaWnDzWtjpMLupRQgwI5waEUmWZYR4CBk3TFm39Nl6gsSj6MlOu2hjZFwBc0BI9Px4iS9J76lBTbappNhS4lVMVoU2i0FDTuh/C7QxWpVcciIiIiIiIiIiIiIiIiIiKi5DFUNciNLHPkeggBmm60YvOTUkKI/upS6ZJSBqpeUWpi3Q8+GXr/xeMPBWnSCARliv86ikZRQitVadJYlg6rrlkAaO3R4FQFhBBw+2TUfSuKMXYiIiIiSt3q0d+KWKbrOlpaWlBVVQUl3R8UiYiIiIiIiIiIiGjQ4G+MKSv2tXvx+uddEa3Nrpw81JL9C2EETvzhmvyozTW4aLp5a7po/MEgny4zWi1txxc9Mdv5qUJAk0BTpxe7DvZA72u3lw7FwqpRbp9ERZENqmLMVbSRCVjXcpCIiIiIiIiIiIiIiIiIiIhiy2ioqrW1FYsXL0ZpaSnKy8uxdOlSdHZ2xtymt7cX1157LYYNG4aSkhIsXLgQzc3NIevs27cPF1xwAYqKilBVVYWbb74ZPp8vZJ2XX34Zp59+OpxOJ0488UT86le/Crl9zZo1EEKEfE2YMMGS86ZIR7p9cLl1OFSBnr5ebHrfbVIC7jRL8AgAkEbwhDJDkxK2ZFJVfXyahD2F7RLl1SUmVhZEvV3tq1R1tEfDvnZvXxvK9I6pQASu33T5K6ypQsCuCpQ4lEAFNz8BI8ilMVVFRERERERERERERERERESUFRlt/7d48WIcPHgQ27Ztg9frxZIlS7B8+XJs2rQp6jYrVqzACy+8gGeeeQZlZWWor6/HxRdfjNdeew0AoGkaLrjgAtTU1OD111/HwYMHccUVV8But+NHP/oRAOCTTz7BBRdcgKuvvhpPPfUUtm/fju9+97sYMWIE5s6dGzjWl7/8ZfzpT38KfG+zsRtipmgScKgCDlWg0GakRWRfxaCWLh/++lkXZo8rSXn/QgA6+tvAMXqSmlgFnDQ9+TZ+Hx7qxf4OH8YPy10bSpsQ0HR/+0nj33QrVVnZ/k/27U8I4EvDnJg1uhiv7euK2L9i4TGJiIiIiIiIiIiSZdZKmYiIiIiIaDDLWIpo9+7d2Lp1K9566y1MmzYNAPDoo49i/vz5uO+++1BbWxuxTXt7Ox577DFs2rQJ5513HgDgiSeewMSJE/HGG29g5syZePHFF/HBBx/gT3/6E6qrqzF58mSsXbsWt9xyC9asWQOHw4ENGzZg7NixuP/++wEAEydOxKuvvooHH3wwJFRls9lQU1OTqSmgILqUKHGoIWEWKY0KPD7dmqSIrrPtX7qihXZcbg07vujG6bWFCe9LCOBIj4bzxhZDpBliinmcOLcrCuCTEj5dQhXCkkpVaort/7q9Onq9Ogrs/UUCjXaExj5ljDigqgho0qr6WERERERERERERERERERERBRLxkJVjY2NKC8vDwSqAGDOnDlQFAU7duzARRddFLHNzp074fV6MWfOnMCyCRMmYNSoUWhsbMTMmTPR2NiIU045BdXV1YF15s6di2uuuQbvv/8+pkyZgsbGxpB9+Ne58cYbQ5Z99NFHqK2tRUFBAerq6rBu3TqMGjUq6jm53W643e7A9y6XCwCg6zp0XQ/8X0oZ+J4Mmi5RbBd982LMj6ZLAHogVJXOnEkp4fPPvZTAALwP8uHa0aMc/2i3D1+udKCmWE14fFrf/SqlhEyjxJL/8RVtfqKN2U+BhMdnXB8KjH/912CqpJTQ9OT3MarMhqM9PlSr/U+9mq4baTYp4dNk37ka8arg5xUBCU2LfsxUrp+B9hghIiIiIiIiIiIiIiIiIiLKloyFqpqamlBVVRV6MJsNFRUVaGpqirqNw+FAeXl5yPLq6urANk1NTSGBKv/t/ttireNyudDT04PCwkLMmDEDv/rVr3DSSSfh4MGDuPPOO3HWWWfhvffew5AhQ0zHt27dOtx5550Ryw8dOoTe3l4ARkihvb0dUkooihKx7rGqs8sNzeFGS0sPOju70NLSApcXONot4XJpcLs1tLS0pLz/tqMa1F6B9k4dbs1Y1tLSZdHosyMfrp32Nh9aCjojlrd06LArQIsn8XG1t/mMbU32l4y2dh9aWrqg6zqe3+PC18PmJ9qY/Y726Oj0SLg8Ep1ewNsNHFE7oCqpl6vq9kr0dHvQ0qIldy4uDR6bgOjuH39rq4YCj4Jen0RHpw8tLR60t/sgZf/ctbX70OWW6OiVaGnxmu47leuno6MjqfETEREREREREREREREREREdK5IOVa1cuRL33HNPzHV2796d8oCy5Wtf+1rg/6eeeipmzJiB0aNH43/+53+wdOlS021WrVqFhoaGwPculwsjR45EZWUlSktLAfRVlBEClZWVDFUFKSw6jOqKAlRVFaG4RUNVVRXsvTq0Ag2FvT1wdvRGhPCS0YJeVBSq6LX70OMzqv5UVRVbeAaZlw/XTllvN6qqiiKWt6lulDlVVJUk/pRR3tsNCZjuLxk2VweqqoZA13V88Q8PqqqqQuYn2pj91G4f3j7Qiy6hY1i5CpsiUFNdmFZLwk6PjmHN7aiqGprcdnYPClSBqlJ7YFmT7EVVuR09Xomiox2oqhqK0t5uAP1zV9rTBcWjo8vlRVVVhem+U7l+CgoKkho/ERERERERERERERER5U5rayuuu+46PPfcc1AUBQsXLsTDDz+MkpKSuNtKKTF//nxs3boVv/vd77BgwYLMD5iIaIBLOlR100034aqrroq5zrhx41BTUxNRecjn86G1tRU1NTWm29XU1MDj8aCtrS2kWlVzc3Ngm5qaGrz55psh2zU3Nwdu8//rXxa8TmlpKQoLC02PXV5eji996UvYu3dv1PNyOp1wOp0RyxVFCQkxCCEilh3rBAROrSmCoigQMOZHCEBVdOgSEAJpzZciFEAYc64IHbLvPhhocn3teHXz+0GTAk57cuNSFAEp07tfAaCswBayj/D5UeLc18OL7agbqUII4B/NRkU5VVXTGlNpgYLvTq1IOphlUxXIiGtdwKYosKkycN0qffv1rych4FAVSMQ+12Svn4H4GCEiIiIiIiIiIiIiIjpWLV68GAcPHsS2bdvg9XqxZMkSLF++HJs2bYq77UMPPZRW0YFsK6u/OddDICJKPlRVWVmJysrKuOvV1dWhra0NO3fuxNSpUwEAL730EnRdx4wZM0y3mTp1Kux2O7Zv346FCxcCAPbs2YN9+/ahrq4usN8f/vCHaGlpCVQ22rZtG0pLS3HyyScH1vnDH/4Qsu9t27YF9mGms7MTH3/8Mf793/897rlR8qqKVVSX2KDremCZDiME4pOALY1WbIARypISGDg/BuQne5T7wafLlO4jme6ALCCEQHmh2vd/4zqxar/JUgSghR3fCBUKKELC//AIH6em94XH0hjvsSSVT2n09vbipptuwubNm+F2uzF37lz87Gc/C7SSPXLkCBYvXoy///3vOHLkCKqqqnDhhRfiRz/6UaBSYaatHv2tkO91XQ+8FjIgR0RE4fi6QUSUGam839i4cSM2bdqEd955Bx0dHTh69GjIhwkBYMyYMfjss89Clq1btw4rV67MxGkQEREREdEAtHv3bmzduhVvvfUWpk2bBgB49NFHMX/+fNx3332ora2Nuu2uXbtw//334+2338aIESOyNWQiogEv6VBVoiZOnIh58+Zh2bJl2LBhA7xeL+rr67Fo0aLAE/r+/fsxe/ZsPPnkk5g+fTrKysqwdOlSNDQ0oKKiAqWlpbjuuutQV1eHmTNnAgDOP/98nHzyyfj3f/93/OQnP0FTUxNuu+02XHvttYEqUldffTV++tOf4gc/+AG+853v4KWXXsL//M//4IUXXgiM7/vf/z6+8Y1vYPTo0Thw4ADuuOMOqKqKyy67LFNTckxbcrp5yzIhgAsnlKLXp5vengwdEkJYG5w51kTLTfn06IGraASAT456cNbo9NowWnlf5vq6UIRAU4cX/zzsxr+dUAIhBCT6KrUJAT3KAF1uDcOKbDguqG0gRZfKpzRWrFiBF154Ac888wzKyspQX1+Piy++GK+99hoAo6rXhRdeiLvvvhuVlZXYu3cvrr32WrS2tib06Q8iIiIiIhocUnm/0d3djXnz5mHevHlYtWpV1PXuuusuLFu2LPD9kCFDLB07ERERERENbI2NjSgvLw8EqgBgzpw5UBQFO3bswEUXXWS6XXd3N7797W9j/fr1UTtKhXO73XC73YHvXS4XAOODe8FFNBJhtrYM+gq+Pdl9Dza6rkNKeczPQzjOi7nBNi/JnEW8czabm1TnKWOhKgB46qmnUF9fj9mzZwc+vffII48Ebvd6vdizZw+6u7sDyx588MHAusHVQvxUVcXzzz+Pa665BnV1dSguLsaVV16Ju+66K7DO2LFj8cILL2DFihV4+OGHcfzxx+OXv/wl5s6dG1jniy++wGWXXYYjR46gsrISs2bNwhtvvJFQFS6yhi4lBICq4vQvQyH81Xz6vk97jxSsudOLU6sLktpm+vFF+NO/OjM0ooFJEUBLlw+6NCpUqcLoX60AKLILTOqbY68mEZwz7PDomDnSgdohDFXFk8qnNNrb2/HYY49h06ZNOO+88wAATzzxBCZOnIg33ngDM2fOxNChQ3HNNdcEthk9ejS+973v4d577405HivfdIRL+AelJMKEIftKdbscG2w/QFqJc2OO82Iu2rxwnga/8ApXRETUL9VPhd94440AgJdffjnm/ocMGZLwHziIiIiIiOjY09TUFOjk5Gez2VBRUYGmpqao261YsQJnnHEGLrzwwoSPtW7dOtx5550Ryw8dOoTe3t7EBw2gqyCyAIME0OEw/i4W/Hddd0tLUvsebHRdR3t7u/H3Q1abD+C8mBts82L2XBFNvOcKs7np6OhIaVwZDVVVVFTE/KTemDFjIMMqsxQUFGD9+vVYv3591O1Gjx4d0d4v3Lnnnot333036u2bN2+OuT1lTqBrmgz6f7r7BKDpEmrfDlmoylrbPu7E18Yn9wlZmyLgUK25g//nvTZ87cTQVgpHun0YVmSz7BrKBkUYrRQdqghco3rf48BpU3DmKOOFYubIopCLWJcyahUxCpXKpzR27twJr9eLOXPmBJZNmDABo0aNQmNjY6BSYrADBw7gt7/9Lc4555yY47HyTUe4RH9QKnUl/kNUS9APIKlul2uD7QdIK3FuzHFezEWbl1TfdBAREQ0GqX4qPFE//vGPsXbtWowaNQrf/va3sWLFCths0X91xw9x5AZD+eY4L+Y4L+b4IQ4iIqJQK1euxD333BNznd27d6e079///vd46aWXYv7d3MyqVavQ0NAQ+N7lcmHkyJGorKxEaWlpUvtq7+2KWOZ/S1DR2xUSqioLC40da3RdhxAClZWV/H11EM6LucE2L2bPFdHEe64wm5uCguSKyPhlNFRFFIsO6ypKCQCaBNSB/1yRd3y68WONyGF66UiPFhiH3y92tmLlWQPrBytVCPh0oNAuAq0IJYzWf8EKbKEXsi4j1yFzqXxKo6mpCQ6HA+Xl5SHLq6urI7a57LLL8L//+7/o6enBN77xDfzyl7+MOR4r33SES/QHJVdv4r+QDJ67VLfLtcH2A6SVODfmOC/mos1Lqm86iIiIBoNUPxWeiOuvvx6nn346Kioq8Prrr2PVqlU4ePAgHnjggajb8EMcucFQvjnOiznOizl+iIOIiCjUTTfdhKuuuirmOuPGjUNNTU3Ez8c+nw+tra1Rq96+9NJL+PjjjyP+BrJw4UKcddZZUSvqOp1OOJ3OiOWKoiT9c43Z2v6/E4uw2/kzk/E32VTmebDjvJgbTPOSzBkkcr7hc5PqHDFURVknpdHyTFoYFBFCwKdL2FjOx3I+TeLbp5bndAwKzD/EuvNAT1L3ebdXR5E9dy8o/kpVqhDQpQRghKvinYEuk3sRGYwy+SmNZDz44IO444478M9//jMQmApuURvOyjcdZhL6QSmJp8WQ/aS6XR4YTD9AWo1zY47zYs5sXjhHREQ0GOXD+43gD2OceuqpcDgc+I//+A+sW7fO9D0FwA9x5ApD+aNwyGcAADysSURBVOY4L+Y4L+b4IQ4iIqJQlZWVqKysjLteXV0d2trasHPnTkydOhWAEZrSdR0zZsww3WblypX47ne/G7LslFNOwYMPPohvfOMb6Q+eiGiQY6iKsq7MKfDJUS8KHKql+/XpEk6bkQJgtCo9PV4df2/uxYzji9IKq1WXpP8Uo0nAo0mjTR5ESMvQLo+Os8ck3ls1l4EqwKhUpUkJVTFCYl+0e3G42xe3wprxqb2sDDFvZfJTGjU1NfB4PGhrawv5pEZzc3PENjU1NaipqcGECRNQUVGBs846C7fffjtGjBiR0nkREREREVHuZfL9RqpmzJgBn8+HTz/9FCeddJLpOvwQR+4wlG+O82KO82KOH+IgIiJK3sSJEzFv3jwsW7YMGzZsgNfrRX19PRYtWoTa2loAwP79+zF79mw8+eSTmD59euDvGuFGjRqFsWPHZvsUiIgGHL5LoawbViDgkxJSSljV0UwIQNMBG1ukWeJIj4Z/HnEDAHwSKYeqlkypSHssp48owOm1hdClhCKMqk2AMSZpWr8qfwkBeDUjXCUl0OXVMeP4oritFZ02Beoxfm1XVlZiwoQJMb8cDkfIpzT84n1KY+rUqbDb7di+fXtg2Z49e7Bv3z7U1dVFHZOuG5+sdrvdFp0lERHlQmtrKxYvXozS0lKUl5dj6dKl6OzsjLnNxo0bce6556K0tBRCCLS1tVmyXyIiyo1Mvt9I1a5du6AoSt5VaSIiIiIiotx66qmnMGHCBMyePRvz58/HrFmzsHHjxsDtXq8Xe/bsQXd3dw5HSUQ0eLBSFWWdPwBlND+zaJ8AvHp/NZ+BFbXJQ0Et6TRdxq2klElDnCqGF9mMSlWi/75V+q6jgUQVCFSq0iWgJxgsvOK08rjBKzKk8imNsrIyLF26FA0NDaioqEBpaSmuu+461NXVYebMmQCAP/zhD2hubsZXvvIVlJSU4P3338fNN9+MM888E2PGjMnhGRMRUboWL16MgwcPYtu2bfB6vViyZAmWL1+OTZs2Rd2mu7sb8+bNw7x587Bq1SrL9ktERPktlfcbANDU1ISmpibs3bsXAPCPf/wDQ4YMwahRo1BRUYHGxkbs2LEDX/3qVzFkyBA0NjZixYoVuPzyyzF06NCcnS8REREREeWfioqKmL9fGjNmTEjXFzPxbicion4MVVHWKQLwSqOdW4oFkEw1dfrw5UonPm/3WrfTY1RwBSifjpxXSRICkH1BL3+lKkWIwP8HCiEEfJo0KlUBCT8GGKhKzlNPPYX6+nrMnj0biqJg4cKFeOSRRwK3m31K48EHHwys63a7MXfuXPzsZz8L3F5YWIhf/OIXWLFiBdxuN0aOHImLL74YK1euzOq5ERGRtXbv3o2tW7firbfewrRp0wAAjz76KObPn4/77rsv8AfycDfeeCMA4OWXX7Z0v263O6QCosvlAmBUR/RXSEyVruuQUqa9n6iS+LksY2NIUcbnZoDivJjjvJiLNi+DcZ5Seb+xYcMG3HnnnYHvzz77bADAE088gauuugpOpxObN2/GmjVr4Ha7MXbsWKxYsQINDQ3ZOzEiIiIiIiIiIorAUBVlXXAYRrGoVpWAUVGpwM6Oluna9Pc2TB5RACEAnybxl087cf4JQ3I6JgX9VZ30vvS8Ue1pYKWqVNEXUlMASAmvJi17DFC/VD6lUVBQgPXr12P9+vWm23z1q1/F66+/buk4s2X16G/leghERHmrsbER5eXlgeATAMyZMweKomDHjh246KKLsrrfdevWhfzR3e/QoUPo7e1NaSx+uq6jvb0dUkooivU/M5e6Et9nS0uL5cdPR6bnZqDivJjjvJiLNi8dHR05HFVmpPJ+Y82aNVizZk3UbU4//XS88cYbVg2RiIiIiIiIiIgswlAVZZ0ijAo9UsJIy1hBAD5dQhWBbylFmi7R3qtBQMCrS4wd6kB5oZrTMQVXqpJBgTxtYGWqoCii7zo1xv7rXUex5qvVuR4WERHRMaupqQlVVVUhy2w2GyoqKtDU1JT1/a5atSqkKonL5cLIkSNRWVmJ0tLSlMcDGIEHIQQqKyszEgRx9SZejSZ8bnIt03MzUHFezHFezEWbl4KCghyOioiIiIiIiIiIKD0MVVHW+asOSVjX/s+/G3+btAGWtckrTptAr09CVYyAlZIHrecUIaBDBgJ5AFBZrGJMuT2p/fjDWbmi+MN/Sv81quZ+eomIiAadlStX4p577om5zu7du7M0msQ5nU44nc6I5YqiWBLeEEJYtq/InSe+aj4GUTI6NwMY58Uc58Wc2bxwjoiIiIiIiIiIaCBjqIqyThGAJvvauVnV/k8IeAZa2aI8pEujPZ2URpDJq+dH6Ef0hakEjDCSlBLHldoxsTK5Tz3nulug/9pXhQikqkQehNaIiIgGm5tuuglXXXVVzHXGjRuHmpqaiFZ0Pp8Pra2tqKmpSfn4mdovERERERERERERERFlD0NVlHWKAKQOQBphGSvUltjwXkuvNTs7hp1c6cQL/3Sh8oQSqH1VlfIh86MIf9Ws/ipnqQ7raK9m5dCSItAXJhRAj89okZMP80tERDTYVFZWorKyMu56dXV1aGtrw86dOzF16lQAwEsvvQRd1zFjxoyUj5+p/RIRERERERERERERUfawDjtlnT+sY2XRoAK7gq+NHxL4njmV1AwtVPsqQQGqIoxWdXmQ+imwKdjb6jECeRJo6vSh0J7a01dFoWrx6BLnr0qlCOCfRzywKYJPwkRERDk0ceJEzJs3D8uWLcObb76J1157DfX19Vi0aBFqa2sBAPv378eECRPw5ptvBrZramrCrl27sHfvXgDAP/7xD+zatQutra0J75eIiIiIiIiIiIiIiPIb/55PWacqApouofe1mLPKOWNKLNvXscofWtKk8X+fLqHkwbNEVbENTpsCf9e8L9q9OLnSmfR+/C0Ec00A6PHqKC9QWamKiIgox5566ilMmDABs2fPxvz58zFr1ixs3LgxcLvX68WePXvQ3d0dWLZhwwZMmTIFy5YtAwCcffbZmDJlCn7/+98nvF8iIiIiIiIiIiIiIspveRCXoGNRX+ezjAVcrKyCdSwRQgRa7KkC6PbmR6UqP6N9HuDWJBxq8uPSpISq5P58KottUBXAoQpLg4VERESUvIqKCmzatAkdHR1ob2/H448/jpKS/rD+mDFjIKXEueeeG1i2Zs0aSCkjvq666qqE90tERERERAQAra2tWLx4MUpLS1FeXo6lS5eis7MzoW2llPja174GIQS2bNmS2YESERERER2DGKqinJAwgjuZiJN4NAmvxlhVqhQhoOnA+GFO7GrqQR5kkAKEEIHrRqQQRtJ0o/1krg0rsuHfThiC2lIbK1UREREREREREREdwxYvXoz3338f27Ztw/PPP49XXnkFy5cvT2jbhx56KKXfkxIRERERUWJsuR4AHZvsfcmWTLzf6/VJ1A7hpZ0q0Vepqtih9IWXcj2ifgqM9oSp0qSELY9SYotPHZrrIRAREREREREREVGO7N69G1u3bsVbb72FadOmAQAeffRRzJ8/H/fddx9qa2ujbrtr1y7cf//9ePvttzFixIi4x3K73XC73YHvXS4XAEDXdei6nuaZGPuRUsbeVxK/27ViTPkgoXk5BnFezHFezEWbF84TERFlA5MnlDO6zExgR2aoAtaxYvnUCrxzsAcCRpvGVNrsZYrRmjD17b2azKuQGBERERERERERER27GhsbUV5eHghUAcCcOXOgKAp27NiBiy66yHS77u5ufPvb38b69etRU1OT0LHWrVuHO++8M2L5oUOH0Nvbm9oJBNF1He3t7ZBSQlHMm6SUuhJvntLS0pL2mPJBIvNyLOK8mOO8mIs2Lx0dHTkcFRERHSsYqqKckFJiX7sXxw2xW75vXQJqHlUjGmiGF6nQJCAAeHUJR57NZTqNHc8ZU5xXlaqIiIiIiIiIiIjo2NXU1ISqqqqQZTabDRUVFWhqaoq63YoVK3DGGWfgwgsvTPhYq1atQkNDQ+B7l8uFkSNHorKyEqWlpckPPoyu6xBCoLKyMmoYxNWbeFWZ8HkZqBKZl2MR58Uc58VctHkpKCjI4aiIiOhYwVAV5cT04wrR7QPKCqz/oTBTFbCOFUII6NJIVXk0CVueVKqSUkLta02YqiFO1cIREREREREREREREUVauXIl7rnnnpjr7N69O6V9//73v8dLL72Ed999N6ntnE4nnE5nxHJFUSwLbwghYu8viV81D6ZASdx5OUZxXsxxXsyZzQvniIiIsoGhKsoJp01BoSMzP+zoUkJlqipligC0vg8MHe7yocSeHz+UGhXIgDQyVUREREREREREREQZd9NNN+Gqq66Kuc64ceNQU1MT0ebO5/OhtbU1alu/l156CR9//DHKy8tDli9cuBBnnXUWXn755TRGTkREREREwRiqokGHlarSo/RVgxIQEAIoyJNQVYFNoMQuoDNURURERERERERERHmssrISlZWVcderq6tDW1sbdu7cialTpwIwQlO6rmPGjBmm26xcuRLf/e53Q5adcsopePDBB/GNb3wj/cETEREREVEAQ1U06OjSCAZRahQh8jKYNuP4Ijg8LkiWqiIiIiIiIiIiIqJBYOLEiZg3bx6WLVuGDRs2wOv1or6+HosWLUJtbS0AYP/+/Zg9ezaefPJJTJ8+HTU1NaZVrEaNGoWxY8dm+xSIiIiIiAa1/ChBQ2QhXUoo+ZYIGkCEADQpk2lvnzUCgJ7rQRARERERERERERFZ5KmnnsKECRMwe/ZszJ8/H7NmzcLGjRsDt3u9XuzZswfd3d05HCURERER0bGJlapo0GGlqvQoApASeRmq8o9tIJt+XFGuh0BERERERERERER5oqKiAps2bYp6+5gxY+JW72d1fyIiIiKizGClKhp0GKpKjwCg5el78DKnwOcuL4rsA/ep67xxJbkeAhEREREREREREREREREREcUxcJMJRFF886QhqB1iz/UwBizhb52Yh8G0QpvA2aOLcXptYa6HQnmstbUVixcvRmlpKcrLy7F06VJ0dnbG3Ka3txfXXnsthg0bhpKSEixcuBDNzc2m6x45cgTHH388hBBoa2vLwBkQEREREVG+Svb9RmtrK6677jqcdNJJKCwsxKhRo3D99dejvb09ZL19+/bhggsuQFFREaqqqnDzzTfD5/Nl+nSIiIiIiIgyrqz+5siv792E4q9fjLLv3RSynIgo3zBURYNOiVOFjaWq0tPX/s+pch5p4Fm8eDHef/99bNu2Dc8//zxeeeUVLF++POY2K1aswHPPPYdnnnkGf/nLX3DgwAFcfPHFpusuXboUp556aiaGTkREREREeS7Z9xsHDhzAgQMHcN999+G9997Dr371K2zduhVLly4NrKNpGi644AJ4PB68/vrr+PWvf41f/epXWL16dTZOiYiIiIiIiIiIorDlegBElH8kJIQArp85PNdDIUrK7t27sXXrVrz11luYNm0aAODRRx/F/Pnzcd9996G2tjZim/b2djz22GPYtGkTzjvvPADAE088gYkTJ+KNN97AzJkzA+v+/Oc/R1tbG1avXo3/+7//y85JERERERFRXkjl/cakSZPw7LPPBr4/4YQT8MMf/hCXX345fD4fbDYbXnzxRXzwwQf405/+hOrqakyePBlr167FLbfcgjVr1sDhcGTtHImIiIiIiIiIqB9DVUQUQUpAQEBlxS8aYBobG1FeXh74AwcAzJkzB4qiYMeOHbjooosittm5cye8Xi/mzJkTWDZhwgSMGjUKjY2NgVDVBx98gLvuugs7duzAv/71r4TG43a74Xa7A9+7XC4AgK7r0HU9pXP003UdUsq09xOVTG4s+SLj8zKAcW7McV7MRZsXzhMRER3LUnm/Yaa9vR2lpaWw2WyB/Z5yyimorq4OrDN37lxcc801eP/99zFlyhTT/eTF+41U3zcM0PcbAH9+jIbzYo7zYo7vN4iIiIiIaKBgqIqIIkgY7f+IBpqmpiZUVVWFLLPZbKioqEBTU1PUbRwOB8rLy0OWV1dXB7Zxu9247LLLcO+992LUqFEJh6rWrVuHO++8M2L5oUOH0Nvbm9A+otF1He3t7ZBSQlGs7+Zb6kp8ny0tLZYfP1WZnpeBjHNjjvNiLtq8dHR05HBUREREuZXK+41whw8fxtq1a0NaBjY1NYUEqgAEvo+133x4v7G84OyE9xn8vmGgvt8A+PNjNJwXc5wXc3y/QUREREREAwVDVUQUIYkPjBJlxcqVK3HPPffEXGf37t0ZO/6qVaswceJEXH755Ulv19DQEPje5XJh5MiRqKysRGlpaVpj0nUdQghUVlZm5Bezrt7EPx0a/oelXPr/7d17XNR1vsfxNxcZFERCwYFSyDQvZZqYNNXuVpJgbg8rHh1rrUPm2jmElul60tXSrXXdbuvJjtl1s7bbHmtru5gtqdhFxCQvaUQ3WlsVKAkBlYvO9/zh8RcTvxkHHS4yr+fjwePB/H7f7+/3/X5gfm9Gv/Ob1q7LyYza2KMu9rzVJTIysh1HBQBA62ir1xvV1dUaN26chgwZogULFpzw8Xi90T74+9EedbFHXezxegMAAADAyYJFVQDscasqdCAzZ87UjTfe6LNNv3795HQ6m72L+dChQ6qsrJTT6bTt53Q61dDQoKqqKo+7VZWXl1t91qxZo08++UQvv/yyJMmYI0sPe/Xqpblz59q+O1ySHA6HHA5Hs+2hoaEB+cfUkJCQgB2r+cH9b9rR/mG4VetykqM29qiLPbu6UCMAQGfUmq83jqqpqVFmZqa6d++uV199VV26dLH2OZ1Obdy40aN9eXm5tc8bXm+0H/5+tEdd7FEXe7zeAADg+FRWVmratGl64403FBoaqqysLD300EOKjo722a+goEBz585VYWGhwsLCNHz4cL3zzjvq2rVrG40cAE5OLKoC0JxhTRU6lvj4eMXHxx+zncvlUlVVlYqKipSamirpyIIot9uttLQ02z6pqanq0qWLVq9eraysLElSSUmJdu7cKZfLJUl65ZVXdPDgQavPRx99pJtuuknvv/++zjjjjBOdHgAAAIB21JqvN6Qjd5DKyMiQw+HQ66+/3uxOLC6XSwsXLlRFRYV1V6a8vDzFxMRoyJAhJzAzAAAAAJ3NxIkTtWfPHuXl5amxsVGTJk3SzTffrBdeeMFrn4KCAmVmZmrOnDl6+OGHFR4erq1bt7KgGQD8wKIqAM1U1/t/G36gIxk8eLAyMzM1ZcoUPfroo2psbNTUqVN17bXXKikpSZK0a9cujR49Ws8++6xGjRqlHj16aPLkyZoxY4bi4uIUExOjadOmyeVy6fzzz5ekZgunvv/+e+t8Te9uBQAAAKDzOp7XG9XV1RozZowOHDig5557TtXV1aqurpZ0ZDFXWFiYxowZoyFDhuiGG27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"text/plain": [
"<Figure size 2400x400 with 6 Axes>"
]
},
"metadata": {},
"output_type": "display_data",
"transient": {}
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" 1s: ρ=+0.0331 (p=1.30e-21) ***\n",
" 5s: ρ=+0.0411 (p=2.52e-32) ***\n",
" 10s: ρ=+0.0319 (p=3.35e-20) ***\n",
" 30s: ρ=+0.0057 (p=9.90e-02) \n",
" 60s: ρ=-0.0104 (p=2.68e-03) **\n"
]
}
],
"source": [
"for w in [1, 5, 10, 30, 60]:\n",
" bars = bars.with_columns(\n",
" (pl.col('close').log() - pl.col('close').shift(w).log()).alias(f'past_ret_{w}s')\n",
" )\n",
"\n",
"print('Past Return 1s (ultra corto):')\n",
"corrs_ret1 = evaluate_signal(bars, 'past_ret_1s', 'Past Ret 1s')\n",
"print('\\nPast Return 5s:')\n",
"corrs_ret5 = evaluate_signal(bars, 'past_ret_5s', 'Past Ret 5s')\n",
"print('\\nPast Return 30s:')\n",
"corrs_ret30 = evaluate_signal(bars, 'past_ret_30s', 'Past Ret 30s')\n",
"print('\\nPast Return 60s:')\n",
"corrs_ret60 = evaluate_signal(bars, 'past_ret_60s', 'Past Ret 60s')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---\n",
"## Resumen: ranking de señales"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x1000 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data",
"transient": {}
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Top 15 señales por |ρ| (significativas p<0.01):\n",
"shape: (15, 4)\n",
"┌────────────────┬───────────┬──────────────┬─────────────┐\n",
"│ signal ┆ horizon_s ┆ spearman_rho ┆ p_value │\n",
"│ --- ┆ --- ┆ --- ┆ --- │\n",
"│ str ┆ i64 ┆ f64 ┆ f64 │\n",
"╞════════════════╪═══════════╪══════════════╪═════════════╡\n",
"│ Past Ret 5s ┆ 5 ┆ 0.14716 ┆ 0.0 │\n",
"│ TCI 10s ┆ 5 ┆ 0.13919 ┆ 0.0 │\n",
"│ Past Ret 5s ┆ 10 ┆ 0.13313 ┆ 0.0 │\n",
"│ TCI 10s ┆ 10 ┆ 0.12664 ┆ 5.2598e-294 │\n",
"│ OFI 5s ┆ 5 ┆ 0.11521 ┆ 2.0767e-243 │\n",
"│ … ┆ … ┆ … ┆ … │\n",
"│ OFI 10s ┆ 10 ┆ 0.10617 ┆ 8.3156e-207 │\n",
"│ OFI 5s ┆ 10 ┆ 0.10561 ┆ 1.1883e-204 │\n",
"│ Past Ret 1s ┆ 10 ┆ 0.10274 ┆ 1.0366e-193 │\n",
"│ TCI 10s ┆ 1 ┆ 0.1007 ┆ 3.8696e-186 │\n",
"│ Whale Flow 10s ┆ 10 ┆ 0.09898 ┆ 7.4532e-180 │\n",
"└────────────────┴───────────┴──────────────┴─────────────┘\n"
]
}
],
"source": [
"# Recopilar todas las correlaciones\n",
"all_signals = [\n",
" ('OFI 5s', corrs_ofi5),\n",
" ('OFI 10s', corrs_ofi10),\n",
" ('OFI 30s', corrs_ofi30),\n",
" ('TCI 10s', corrs_tci),\n",
" ('Trade Intensity', corrs_intensity),\n",
" ('Whale Flow 10s', corrs_whale),\n",
" ('VWAP Dev 30s', corrs_vwap30),\n",
" ('VWAP Dev 60s', corrs_vwap60),\n",
" ('VWAP Dev 5min', corrs_vwap300),\n",
" ('Vol Breakout', corrs_volbreak),\n",
" ('Past Ret 1s', corrs_ret1),\n",
" ('Past Ret 5s', corrs_ret5),\n",
" ('Past Ret 30s', corrs_ret30),\n",
" ('Past Ret 60s', corrs_ret60),\n",
"]\n",
"\n",
"records = []\n",
"for name, corrs in all_signals:\n",
" for h, rho, pval in corrs:\n",
" records.append({'signal': name, 'horizon_s': h, 'spearman_rho': round(rho, 5), 'p_value': pval})\n",
"\n",
"results = pl.DataFrame(records)\n",
"\n",
"# Heatmap de correlaciones\n",
"signal_names = [s[0] for s in all_signals]\n",
"horizons = [1, 5, 10, 30, 60]\n",
"\n",
"matrix = np.zeros((len(signal_names), len(horizons)))\n",
"for row in results.iter_rows(named=True):\n",
" i = signal_names.index(row['signal'])\n",
" j = horizons.index(row['horizon_s'])\n",
" matrix[i, j] = row['spearman_rho']\n",
"\n",
"fig, ax = plt.subplots(figsize=(10, 10))\n",
"vmax = max(0.01, np.max(np.abs(matrix)))\n",
"im = ax.imshow(matrix, cmap='RdBu_r', aspect='auto', vmin=-vmax, vmax=vmax)\n",
"ax.set_xticks(range(len(horizons)))\n",
"ax.set_xticklabels([f'{h}s' for h in horizons], fontsize=10)\n",
"ax.set_yticks(range(len(signal_names)))\n",
"ax.set_yticklabels(signal_names, fontsize=10)\n",
"\n",
"for i in range(len(signal_names)):\n",
" for j in range(len(horizons)):\n",
" val = matrix[i, j]\n",
" # Marcar significativos\n",
" r = results.filter((pl.col('signal') == signal_names[i]) & (pl.col('horizon_s') == horizons[j]))\n",
" if r.shape[0] > 0:\n",
" pv = r['p_value'][0]\n",
" star = '***' if pv < 0.001 else '**' if pv < 0.01 else '*' if pv < 0.05 else ''\n",
" else:\n",
" star = ''\n",
" color = 'white' if abs(val) > vmax * 0.6 else 'black'\n",
" ax.text(j, i, f'{val:.4f}\\n{star}', ha='center', va='center', fontsize=8, color=color)\n",
"\n",
"ax.set_title('Spearman ρ: señal vs retorno futuro\\n(rojo = predice subida, azul = predice bajada, *** = p<0.001)', fontsize=12)\n",
"ax.set_xlabel('Horizonte futuro')\n",
"plt.colorbar(im, label='ρ')\n",
"plt.tight_layout()\n",
"plt.show()\n",
"\n",
"# Top señales\n",
"print('\\nTop 15 señales por |ρ| (significativas p<0.01):')\n",
"top = results.filter(pl.col('p_value') < 0.01).with_columns(\n",
" pl.col('spearman_rho').abs().alias('abs_rho')\n",
").sort('abs_rho', descending=True).head(15)\n",
"print(top.select(['signal', 'horizon_s', 'spearman_rho', 'p_value']))"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"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": "3.13.7"
}
},
"nbformat": 4,
"nbformat_minor": 4
}