820 lines
800 KiB
Plaintext
820 lines
800 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# Análisis del dataset real: 1M aggTrades + Bitstamp L3\n",
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"\n",
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"Tenemos:\n",
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"- **Binance**: 1M aggTrades de BTC/USDT (~26h de mercado)\n",
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"- **Bitstamp**: L3 orders + trades (5 min de captura)\n",
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"\n",
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"## Objetivos\n",
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"1. Estimar parámetros de microestructura sobre datos reales\n",
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"2. Ver cómo cambian con ventanas deslizantes\n",
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"3. Comparar Binance (aggTrades = órdenes agrupadas) vs Bitstamp (L3 = cada orden)\n",
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"4. Calibrar nuestra simulación para que genere datos similares"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Binance aggTrades: 1,000,000 filas\n",
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"Columnas: ['agg_trade_id', 'price', 'qty', 'first_trade_id', 'last_trade_id', 'timestamp', 'is_buyer_maker', 'side', 'n_fills']\n",
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"Rango: 2026-04-02 14:26:02.324000 → 2026-04-03 16:32:41.139000 (1 day, 2:06:38.815000)\n",
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"\n",
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"Bitstamp L3 aún no disponible (grabando...)\n"
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]
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}
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],
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"source": [
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"import polars as pl\n",
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"import numpy as np\n",
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"import matplotlib.pyplot as plt\n",
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"from scipy.optimize import curve_fit\n",
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"from scipy.stats import probplot\n",
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"from datetime import datetime\n",
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"from pathlib import Path\n",
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"\n",
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"DATA = Path('../data')\n",
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"\n",
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"# Cargar Binance aggTrades\n",
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"trades = pl.read_csv(str(DATA / 'binance_btcusdt_aggtrades_1M.csv'))\n",
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"print(f'Binance aggTrades: {trades.shape[0]:,} filas')\n",
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"print(f'Columnas: {trades.columns}')\n",
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"\n",
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"t_min = datetime.fromtimestamp(trades['timestamp'].min() / 1000)\n",
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"t_max = datetime.fromtimestamp(trades['timestamp'].max() / 1000)\n",
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"print(f'Rango: {t_min} → {t_max} ({t_max - t_min})')\n",
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"\n",
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"# Intentar cargar Bitstamp si existe\n",
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"bs_path = DATA / 'bitstamp_btcusd_l3_orders.csv'\n",
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"if bs_path.exists():\n",
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" bs_orders = pl.read_csv(str(bs_path))\n",
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" print(f'\\nBitstamp L3 orders: {bs_orders.shape[0]:,} filas')\n",
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"else:\n",
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" bs_orders = None\n",
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" print('\\nBitstamp L3 aún no disponible (grabando...)')"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## 1. Visión general del dataset"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Minutos: 1567\n",
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"Trades/minuto: media=638, mediana=452\n",
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"Volumen/minuto: media=11.25 BTC\n"
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]
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}
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],
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"source": [
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"# Añadir columna datetime y agrupar por minuto\n",
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"trades_dt = trades.with_columns(\n",
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" (pl.col('timestamp') * 1000).cast(pl.Datetime('us')).alias('datetime'),\n",
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" (pl.col('timestamp') // 60000).alias('minute'),\n",
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")\n",
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"\n",
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"# Por minuto\n",
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"per_min = trades_dt.group_by('minute').agg(\n",
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" pl.len().alias('n_trades'),\n",
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" pl.col('price').last().alias('close'),\n",
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" pl.col('price').min().alias('low'),\n",
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" pl.col('price').max().alias('high'),\n",
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" pl.col('qty').sum().alias('volume'),\n",
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" (pl.col('qty') * pl.col('price')).sum().alias('turnover'),\n",
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" pl.col('timestamp').min().alias('ts'),\n",
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").sort('minute')\n",
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"\n",
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"# Log returns\n",
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"per_min = per_min.with_columns(\n",
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" (pl.col('close').log() - pl.col('close').shift(1).log()).alias('log_return')\n",
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")\n",
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"\n",
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"print(f'Minutos: {per_min.shape[0]}')\n",
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"print(f'Trades/minuto: media={per_min[\"n_trades\"].mean():.0f}, mediana={per_min[\"n_trades\"].median():.0f}')\n",
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"print(f'Volumen/minuto: media={per_min[\"volume\"].mean():.2f} BTC')"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"image/png": 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|
||
"text/plain": [
|
||
"<Figure size 1600x1000 with 3 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data",
|
||
"transient": {}
|
||
}
|
||
],
|
||
"source": [
|
||
"# Overview: precio, volumen, trades/min\n",
|
||
"fig, axes = plt.subplots(3, 1, figsize=(16, 10), gridspec_kw={'height_ratios': [3, 1, 1]}, sharex=True)\n",
|
||
"\n",
|
||
"minutes = np.arange(per_min.shape[0])\n",
|
||
"\n",
|
||
"ax = axes[0]\n",
|
||
"ax.plot(minutes, per_min['close'].to_numpy(), linewidth=0.5, color='#3498db')\n",
|
||
"ax.set_ylabel('Precio (USDT)')\n",
|
||
"ax.set_title(f'BTC/USDT — 1M aggTrades ({t_min.strftime(\"%Y-%m-%d %H:%M\")} → {t_max.strftime(\"%Y-%m-%d %H:%M\")})')\n",
|
||
"ax.grid(True, alpha=0.3)\n",
|
||
"\n",
|
||
"ax = axes[1]\n",
|
||
"ax.bar(minutes, per_min['volume'].to_numpy(), width=1.0, color='#e67e22', alpha=0.6)\n",
|
||
"ax.set_ylabel('Volumen (BTC)')\n",
|
||
"ax.grid(True, alpha=0.3)\n",
|
||
"\n",
|
||
"ax = axes[2]\n",
|
||
"ax.bar(minutes, per_min['n_trades'].to_numpy(), width=1.0, color='#9b59b6', alpha=0.6)\n",
|
||
"ax.set_ylabel('Trades/min')\n",
|
||
"ax.set_xlabel('Minuto')\n",
|
||
"ax.grid(True, alpha=0.3)\n",
|
||
"\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## 2. Estimación de parámetros\n",
|
||
"\n",
|
||
"### 2.1 Volatilidad (σ)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 4,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"σ por minuto: 0.000514\n",
|
||
"σ por hora: 0.00398\n",
|
||
"σ diaria: 0.0195 (1.95%)\n",
|
||
"σ anualizada: 0.37 (37%)\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1400x800 with 4 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data",
|
||
"transient": {}
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"\n",
|
||
"Kurtosis: 5.6 (Normal=3)\n",
|
||
"Skewness: 0.101 (Normal=0)\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"returns = per_min.drop_nulls('log_return')['log_return'].to_numpy()\n",
|
||
"\n",
|
||
"sigma_1m = np.std(returns)\n",
|
||
"sigma_1h = sigma_1m * np.sqrt(60)\n",
|
||
"sigma_1d = sigma_1m * np.sqrt(60 * 24)\n",
|
||
"sigma_ann = sigma_1d * np.sqrt(365)\n",
|
||
"\n",
|
||
"print(f'σ por minuto: {sigma_1m:.6f}')\n",
|
||
"print(f'σ por hora: {sigma_1h:.5f}')\n",
|
||
"print(f'σ diaria: {sigma_1d:.4f} ({sigma_1d*100:.2f}%)')\n",
|
||
"print(f'σ anualizada: {sigma_ann:.2f} ({sigma_ann*100:.0f}%)')\n",
|
||
"\n",
|
||
"# Rolling sigma (ventana de 60 minutos)\n",
|
||
"window = 60\n",
|
||
"rolling_sigma = np.array([np.std(returns[max(0,i-window):i]) for i in range(window, len(returns))])\n",
|
||
"\n",
|
||
"fig, axes = plt.subplots(2, 2, figsize=(14, 8))\n",
|
||
"\n",
|
||
"# Histograma de retornos\n",
|
||
"ax = axes[0][0]\n",
|
||
"ax.hist(returns, bins=100, density=True, color='#3498db', alpha=0.6)\n",
|
||
"x = np.linspace(returns.min(), returns.max(), 200)\n",
|
||
"from scipy.stats import norm\n",
|
||
"ax.plot(x, norm.pdf(x, 0, sigma_1m), 'r-', linewidth=1.5, label=f'Normal σ={sigma_1m:.5f}')\n",
|
||
"ax.set_title('Distribución de retornos 1m')\n",
|
||
"ax.legend(fontsize=8)\n",
|
||
"ax.grid(True, alpha=0.3)\n",
|
||
"\n",
|
||
"# QQ plot\n",
|
||
"probplot(returns, dist='norm', plot=axes[0][1])\n",
|
||
"axes[0][1].set_title('QQ-Plot vs Normal')\n",
|
||
"axes[0][1].grid(True, alpha=0.3)\n",
|
||
"\n",
|
||
"# Rolling sigma\n",
|
||
"ax = axes[1][0]\n",
|
||
"ax.fill_between(range(len(rolling_sigma)), rolling_sigma, color='#e74c3c', alpha=0.5)\n",
|
||
"ax.axhline(y=sigma_1m, color='black', linestyle='--', linewidth=0.8, label=f'σ global={sigma_1m:.5f}')\n",
|
||
"ax.set_title(f'σ rolling (ventana {window}m)')\n",
|
||
"ax.set_ylabel('σ por minuto')\n",
|
||
"ax.legend(fontsize=8)\n",
|
||
"ax.grid(True, alpha=0.3)\n",
|
||
"\n",
|
||
"# Retornos absolutos (clustering de volatilidad)\n",
|
||
"ax = axes[1][1]\n",
|
||
"ax.plot(np.abs(returns), linewidth=0.3, color='#e74c3c', alpha=0.6)\n",
|
||
"ax.set_title('|Retornos| — clustering de volatilidad')\n",
|
||
"ax.set_ylabel('|log-return|')\n",
|
||
"ax.grid(True, alpha=0.3)\n",
|
||
"\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()\n",
|
||
"\n",
|
||
"kurtosis = float(np.mean((returns - np.mean(returns))**4) / sigma_1m**4)\n",
|
||
"skew = float(np.mean((returns - np.mean(returns))**3) / sigma_1m**3)\n",
|
||
"print(f'\\nKurtosis: {kurtosis:.1f} (Normal=3)')\n",
|
||
"print(f'Skewness: {skew:.3f} (Normal=0)')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### 2.2 Arrival rate (λ) y Hawkes clustering"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 5,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Trades/segundo: media=12.0, mediana=3\n",
|
||
"Var/Mean ratio: 66.1 (=1 si Poisson, >1 = clustering)\n",
|
||
"\n",
|
||
"Hawkes (ajuste exp a ACF):\n",
|
||
" α ≈ 0.1730\n",
|
||
" β ≈ 0.0152\n",
|
||
" Branching ratio η = α/β = 11.392 (< 1 = estacionario)\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1600x400 with 3 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data",
|
||
"transient": {}
|
||
}
|
||
],
|
||
"source": [
|
||
"# Trades por segundo\n",
|
||
"trades_per_sec = trades.with_columns(\n",
|
||
" (pl.col('timestamp') // 1000).alias('second')\n",
|
||
").group_by('second').agg(\n",
|
||
" pl.len().alias('n_trades'),\n",
|
||
" pl.col('qty').sum().alias('volume'),\n",
|
||
").sort('second')\n",
|
||
"\n",
|
||
"arrivals = trades_per_sec['n_trades'].to_numpy()\n",
|
||
"\n",
|
||
"lambda_mean = np.mean(arrivals)\n",
|
||
"var_mean = np.var(arrivals) / np.mean(arrivals)\n",
|
||
"\n",
|
||
"print(f'Trades/segundo: media={lambda_mean:.1f}, mediana={np.median(arrivals):.0f}')\n",
|
||
"print(f'Var/Mean ratio: {var_mean:.1f} (=1 si Poisson, >1 = clustering)')\n",
|
||
"\n",
|
||
"# Autocorrelación\n",
|
||
"max_lag = 60\n",
|
||
"mean_a = np.mean(arrivals)\n",
|
||
"var_a = np.var(arrivals)\n",
|
||
"acf = np.array([\n",
|
||
" np.mean((arrivals[lag:] - mean_a) * (arrivals[:-lag] - mean_a)) / var_a\n",
|
||
" if lag > 0 else 1.0\n",
|
||
" for lag in range(max_lag)\n",
|
||
"])\n",
|
||
"\n",
|
||
"# Ajustar exponencial para estimar Hawkes\n",
|
||
"lags = np.arange(1, max_lag)\n",
|
||
"acf_vals = acf[1:]\n",
|
||
"positive_mask = acf_vals > 0\n",
|
||
"if np.sum(positive_mask) > 5:\n",
|
||
" try:\n",
|
||
" exp_fn = lambda x, a, b: a * np.exp(-b * x)\n",
|
||
" popt, _ = curve_fit(exp_fn, lags[positive_mask], acf_vals[positive_mask], p0=[0.3, 0.1], maxfev=5000)\n",
|
||
" hawkes_a, hawkes_b = abs(popt[0]), abs(popt[1])\n",
|
||
" branching = hawkes_a / hawkes_b\n",
|
||
" except:\n",
|
||
" hawkes_a, hawkes_b, branching = 0, 1, 0\n",
|
||
"else:\n",
|
||
" hawkes_a, hawkes_b, branching = 0, 1, 0\n",
|
||
"\n",
|
||
"print(f'\\nHawkes (ajuste exp a ACF):')\n",
|
||
"print(f' α ≈ {hawkes_a:.4f}')\n",
|
||
"print(f' β ≈ {hawkes_b:.4f}')\n",
|
||
"print(f' Branching ratio η = α/β = {branching:.3f} (< 1 = estacionario)')\n",
|
||
"\n",
|
||
"fig, axes = plt.subplots(1, 3, figsize=(16, 4))\n",
|
||
"\n",
|
||
"# ACF\n",
|
||
"ax = axes[0]\n",
|
||
"ax.bar(range(max_lag), acf, color='#e67e22', alpha=0.6)\n",
|
||
"if hawkes_a > 0:\n",
|
||
" ax.plot(lags, exp_fn(lags, hawkes_a, hawkes_b), 'r-', linewidth=2, label=f'Exp fit: α={hawkes_a:.3f}, β={hawkes_b:.3f}')\n",
|
||
"ax.axhline(y=0, color='black', linewidth=0.5)\n",
|
||
"ci = 1.96 / np.sqrt(len(arrivals))\n",
|
||
"ax.axhline(y=ci, color='blue', linestyle='--', linewidth=0.8, alpha=0.5)\n",
|
||
"ax.axhline(y=-ci, color='blue', linestyle='--', linewidth=0.8, alpha=0.5)\n",
|
||
"ax.set_title('ACF trades/segundo')\n",
|
||
"ax.set_xlabel('Lag (s)')\n",
|
||
"ax.legend(fontsize=7)\n",
|
||
"ax.grid(True, alpha=0.3)\n",
|
||
"\n",
|
||
"# Distribución de arrivals\n",
|
||
"ax = axes[1]\n",
|
||
"ax.hist(arrivals, bins=50, density=True, color='#3498db', alpha=0.6)\n",
|
||
"ax.set_title(f'Trades/segundo (media={lambda_mean:.1f}, V/M={var_mean:.1f})')\n",
|
||
"ax.set_xlabel('Trades/s')\n",
|
||
"ax.grid(True, alpha=0.3)\n",
|
||
"\n",
|
||
"# Rolling lambda\n",
|
||
"w = 300 # ventana 5 min\n",
|
||
"rolling_lambda = np.convolve(arrivals, np.ones(w)/w, mode='valid')\n",
|
||
"ax = axes[2]\n",
|
||
"ax.plot(rolling_lambda, linewidth=0.5, color='#9b59b6')\n",
|
||
"ax.axhline(y=lambda_mean, color='black', linestyle='--', linewidth=0.8)\n",
|
||
"ax.set_title(f'λ rolling (ventana {w}s = 5min)')\n",
|
||
"ax.set_ylabel('Trades/s')\n",
|
||
"ax.grid(True, alpha=0.3)\n",
|
||
"\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### 2.3 Distribución de tamaños (Pareto)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 6,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Tamaños (BTC):\n",
|
||
" Mediana: 0.000460 BTC\n",
|
||
" p99: 0.3263 BTC\n",
|
||
" Max: 15.67 BTC\n",
|
||
" Pareto α (cola p90+): 0.78\n",
|
||
"\n",
|
||
"Turnover (USDT):\n",
|
||
" Mediana: $31\n",
|
||
" p99: $21,754\n",
|
||
" Max: $1,049,980\n",
|
||
" Pareto α (cola p90+): 0.77\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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|
||
"text/plain": [
|
||
"<Figure size 1400x500 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data",
|
||
"transient": {}
|
||
}
|
||
],
|
||
"source": [
|
||
"sizes = trades['qty'].to_numpy()\n",
|
||
"sizes = sizes[sizes > 0]\n",
|
||
"costs = (trades['qty'] * trades['price']).to_numpy()\n",
|
||
"costs = costs[costs > 0]\n",
|
||
"\n",
|
||
"# Pareto MLE sobre la cola (p90+)\n",
|
||
"x_min_qty = np.percentile(sizes, 90)\n",
|
||
"tail_qty = sizes[sizes >= x_min_qty]\n",
|
||
"alpha_qty = len(tail_qty) / np.sum(np.log(tail_qty / x_min_qty))\n",
|
||
"\n",
|
||
"x_min_cost = np.percentile(costs, 90)\n",
|
||
"tail_cost = costs[costs >= x_min_cost]\n",
|
||
"alpha_cost = len(tail_cost) / np.sum(np.log(tail_cost / x_min_cost))\n",
|
||
"\n",
|
||
"print(f'Tamaños (BTC):')\n",
|
||
"print(f' Mediana: {np.median(sizes):.6f} BTC')\n",
|
||
"print(f' p99: {np.percentile(sizes, 99):.4f} BTC')\n",
|
||
"print(f' Max: {sizes.max():.2f} BTC')\n",
|
||
"print(f' Pareto α (cola p90+): {alpha_qty:.2f}')\n",
|
||
"\n",
|
||
"print(f'\\nTurnover (USDT):')\n",
|
||
"print(f' Mediana: ${np.median(costs):,.0f}')\n",
|
||
"print(f' p99: ${np.percentile(costs, 99):,.0f}')\n",
|
||
"print(f' Max: ${costs.max():,.0f}')\n",
|
||
"print(f' Pareto α (cola p90+): {alpha_cost:.2f}')\n",
|
||
"\n",
|
||
"fig, axes = plt.subplots(1, 2, figsize=(14, 5))\n",
|
||
"\n",
|
||
"# CCDF log-log de tamaños\n",
|
||
"for ax, data, alpha, label, xmin in [\n",
|
||
" (axes[0], sizes, alpha_qty, 'BTC', x_min_qty),\n",
|
||
" (axes[1], costs, alpha_cost, 'USDT', x_min_cost),\n",
|
||
"]:\n",
|
||
" sorted_d = np.sort(data)[::-1]\n",
|
||
" ranks = np.arange(1, len(sorted_d) + 1) / len(sorted_d)\n",
|
||
" ax.loglog(sorted_d, ranks, '.', markersize=0.5, alpha=0.3, color='#2ecc71')\n",
|
||
" x_fit = np.logspace(np.log10(xmin), np.log10(data.max()), 50)\n",
|
||
" ax.loglog(x_fit, (x_fit/xmin)**(-alpha) * (len(data[data>=xmin])/len(data)),\n",
|
||
" 'r-', linewidth=2, label=f'Pareto α={alpha:.2f}')\n",
|
||
" ax.set_title(f'CCDF tamaños ({label})')\n",
|
||
" ax.set_xlabel(label)\n",
|
||
" ax.set_ylabel('P(X > x)')\n",
|
||
" ax.legend()\n",
|
||
" ax.grid(True, alpha=0.3)\n",
|
||
"\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### 2.4 Jumps y colas pesadas"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 7,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Jumps detectados (>3σ): 20 de 1566 (1.3%)\n",
|
||
"Jump size std: 0.000356\n",
|
||
"Kurtosis: 5.6 (Normal=3, >3 = colas pesadas)\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1600x400 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data",
|
||
"transient": {}
|
||
}
|
||
],
|
||
"source": [
|
||
"# Detectar jumps (retornos > 3σ)\n",
|
||
"threshold = 3 * sigma_1m\n",
|
||
"jump_mask = np.abs(returns) > threshold\n",
|
||
"n_jumps = np.sum(jump_mask)\n",
|
||
"jump_intensity = n_jumps / len(returns)\n",
|
||
"jump_sizes = np.abs(returns[jump_mask])\n",
|
||
"jump_size_std = np.std(jump_sizes) if len(jump_sizes) > 1 else 0\n",
|
||
"\n",
|
||
"print(f'Jumps detectados (>3σ): {n_jumps} de {len(returns)} ({jump_intensity*100:.1f}%)')\n",
|
||
"print(f'Jump size std: {jump_size_std:.6f}')\n",
|
||
"print(f'Kurtosis: {kurtosis:.1f} (Normal=3, >3 = colas pesadas)')\n",
|
||
"\n",
|
||
"# Retornos con jumps marcados\n",
|
||
"fig, ax = plt.subplots(figsize=(16, 4))\n",
|
||
"ax.plot(returns, linewidth=0.3, color='#3498db', alpha=0.6)\n",
|
||
"idx = np.where(jump_mask)[0]\n",
|
||
"ax.scatter(idx, returns[idx], color='red', s=10, zorder=5, label=f'Jumps ({n_jumps})')\n",
|
||
"ax.axhline(y=threshold, color='red', linestyle='--', linewidth=0.5, alpha=0.5)\n",
|
||
"ax.axhline(y=-threshold, color='red', linestyle='--', linewidth=0.5, alpha=0.5)\n",
|
||
"ax.set_title('Retornos 1m — jumps marcados en rojo')\n",
|
||
"ax.legend(fontsize=8)\n",
|
||
"ax.grid(True, alpha=0.3)\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### 2.5 Fills por aggTrade — estructura de las órdenes"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 8,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Fills por aggTrade:\n",
|
||
" 1 fill (no cruzó niveles): 611,671 (61.2%)\n",
|
||
" 2-5 fills: 250,879 (25.1%)\n",
|
||
" 6-20 fills: 98,219 (9.8%)\n",
|
||
" >20 fills (ballenas): 39,231 (3.9%)\n",
|
||
" Max fills: 500\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1400x400 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data",
|
||
"transient": {}
|
||
}
|
||
],
|
||
"source": [
|
||
"# n_fills nos dice cuántos niveles del book barrió cada taker order\n",
|
||
"fills = trades['n_fills'].to_numpy()\n",
|
||
"\n",
|
||
"print(f'Fills por aggTrade:')\n",
|
||
"print(f' 1 fill (no cruzó niveles): {np.sum(fills == 1):,} ({np.mean(fills == 1)*100:.1f}%)')\n",
|
||
"print(f' 2-5 fills: {np.sum((fills >= 2) & (fills <= 5)):,} ({np.mean((fills >= 2) & (fills <= 5))*100:.1f}%)')\n",
|
||
"print(f' 6-20 fills: {np.sum((fills >= 6) & (fills <= 20)):,} ({np.mean((fills >= 6) & (fills <= 20))*100:.1f}%)')\n",
|
||
"print(f' >20 fills (ballenas): {np.sum(fills > 20):,} ({np.mean(fills > 20)*100:.1f}%)')\n",
|
||
"print(f' Max fills: {fills.max()}')\n",
|
||
"\n",
|
||
"fig, axes = plt.subplots(1, 2, figsize=(14, 4))\n",
|
||
"\n",
|
||
"ax = axes[0]\n",
|
||
"ax.hist(fills[fills <= 20], bins=range(1, 22), color='#3498db', alpha=0.6, edgecolor='white')\n",
|
||
"ax.set_title('Fills por aggTrade (≤20)')\n",
|
||
"ax.set_xlabel('Número de fills')\n",
|
||
"ax.set_ylabel('Frecuencia')\n",
|
||
"ax.grid(True, alpha=0.3)\n",
|
||
"\n",
|
||
"# Qty vs n_fills — las ballenas barren más niveles\n",
|
||
"ax = axes[1]\n",
|
||
"sample = trades.sample(min(50000, trades.shape[0]), seed=42)\n",
|
||
"ax.scatter(sample['n_fills'].to_numpy(), sample['qty'].to_numpy(), s=0.5, alpha=0.2, color='#e67e22')\n",
|
||
"ax.set_xlabel('Fills por aggTrade')\n",
|
||
"ax.set_ylabel('Qty (BTC)')\n",
|
||
"ax.set_title('Tamaño de orden vs fills (más grande = barre más niveles)')\n",
|
||
"ax.set_yscale('log')\n",
|
||
"ax.set_xscale('log')\n",
|
||
"ax.grid(True, alpha=0.3)\n",
|
||
"\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"---\n",
|
||
"## 3. Bitstamp L3: comparar con Binance"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 11,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Bitstamp L3 orders: 48,668\n",
|
||
"shape: (3, 2)\n",
|
||
"┌───────────────┬───────┐\n",
|
||
"│ event ┆ count │\n",
|
||
"│ --- ┆ --- │\n",
|
||
"│ str ┆ u32 │\n",
|
||
"╞═══════════════╪═══════╡\n",
|
||
"│ order_created ┆ 24290 │\n",
|
||
"│ order_deleted ┆ 24289 │\n",
|
||
"│ order_changed ┆ 89 │\n",
|
||
"└───────────────┴───────┘\n",
|
||
"\n",
|
||
"Creadas: 24,290 Borradas: 24,289 Cambiadas: 89\n",
|
||
"Ratio delete/create: 1.00 (cercano a 1 = la mayoría se cancela sin ejecutar)\n",
|
||
"\n",
|
||
"Esto revela algo fundamental: la mayoría de órdenes se CANCELAN, no se ejecutan.\n",
|
||
"Los makers constantemente ponen y quitan órdenes para ajustar sus quotes.\n",
|
||
"\n",
|
||
"Bitstamp L3 trades: 82\n",
|
||
"shape: (3, 8)\n",
|
||
"┌───────────┬──────┬─────────┬──────────┬───────────────┬──────────────┬────────────┬──────────────┐\n",
|
||
"│ trade_id ┆ side ┆ price ┆ amount ┆ buy_order_id ┆ sell_order_i ┆ timestamp ┆ microtimesta │\n",
|
||
"│ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ d ┆ --- ┆ mp │\n",
|
||
"│ i64 ┆ str ┆ f64 ┆ f64 ┆ i64 ┆ --- ┆ i64 ┆ --- │\n",
|
||
"│ ┆ ┆ ┆ ┆ ┆ i64 ┆ ┆ i64 │\n",
|
||
"╞═══════════╪══════╪═════════╪══════════╪═══════════════╪══════════════╪════════════╪══════════════╡\n",
|
||
"│ 555923544 ┆ buy ┆ 66879.0 ┆ 0.013272 ┆ 1992262225506 ┆ 199226205261 ┆ 1775227119 ┆ 177522711955 │\n",
|
||
"│ ┆ ┆ ┆ ┆ 305 ┆ 0055 ┆ ┆ 6000 │\n",
|
||
"│ 555923545 ┆ buy ┆ 66879.0 ┆ 0.001557 ┆ 1992262225506 ┆ 199226222522 ┆ 1775227119 ┆ 177522711955 │\n",
|
||
"│ ┆ ┆ ┆ ┆ 305 ┆ 7776 ┆ ┆ 6000 │\n",
|
||
"│ 555923566 ┆ buy ┆ 66898.0 ┆ 0.000077 ┆ 1992262268186 ┆ 199226223412 ┆ 1775227129 ┆ 177522712997 │\n",
|
||
"│ ┆ ┆ ┆ ┆ 625 ┆ 4290 ┆ ┆ 6000 │\n",
|
||
"└───────────┴──────┴─────────┴──────────┴───────────────┴──────────────┴────────────┴──────────────┘\n",
|
||
"\n",
|
||
"Con L3 vemos los IDs del buyer y seller de cada trade:\n",
|
||
" Unique buy_order_ids: 66\n",
|
||
" Unique sell_order_ids: 45\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"# Cargar Bitstamp si ya existe\n",
|
||
"bs_orders_path = DATA / 'bitstamp_btcusd_l3_orders.csv'\n",
|
||
"bs_trades_path = DATA / 'bitstamp_btcusd_l3_trades.csv'\n",
|
||
"\n",
|
||
"if bs_orders_path.exists():\n",
|
||
" bs_orders = pl.read_csv(str(bs_orders_path))\n",
|
||
" print(f'Bitstamp L3 orders: {bs_orders.shape[0]:,}')\n",
|
||
" print(bs_orders.group_by('event').agg(pl.len().alias('count')).sort('count', descending=True))\n",
|
||
" print()\n",
|
||
" \n",
|
||
" # Ratio create/delete — vida media de las órdenes\n",
|
||
" creates = bs_orders.filter(pl.col('event') == 'order_created').shape[0]\n",
|
||
" deletes = bs_orders.filter(pl.col('event') == 'order_deleted').shape[0]\n",
|
||
" changes = bs_orders.filter(pl.col('event') == 'order_changed').shape[0]\n",
|
||
" print(f'Creadas: {creates:,} Borradas: {deletes:,} Cambiadas: {changes:,}')\n",
|
||
" print(f'Ratio delete/create: {deletes/creates:.2f} (cercano a 1 = la mayoría se cancela sin ejecutar)')\n",
|
||
" \n",
|
||
" # Cuántas se cancelan vs se ejecutan\n",
|
||
" print(f'\\nEsto revela algo fundamental: la mayoría de órdenes se CANCELAN, no se ejecutan.')\n",
|
||
" print(f'Los makers constantemente ponen y quitan órdenes para ajustar sus quotes.')\n",
|
||
"\n",
|
||
"if bs_trades_path.exists():\n",
|
||
" bs_trades = pl.read_csv(str(bs_trades_path))\n",
|
||
" print(f'\\nBitstamp L3 trades: {bs_trades.shape[0]:,}')\n",
|
||
" print(bs_trades.head(3))\n",
|
||
" \n",
|
||
" # En L3 podemos ver maker y taker order IDs\n",
|
||
" print(f'\\nCon L3 vemos los IDs del buyer y seller de cada trade:')\n",
|
||
" print(f' Unique buy_order_ids: {bs_trades[\"buy_order_id\"].n_unique():,}')\n",
|
||
" print(f' Unique sell_order_ids: {bs_trades[\"sell_order_id\"].n_unique():,}')\n",
|
||
"\n",
|
||
"if not bs_orders_path.exists():\n",
|
||
" print('Bitstamp L3 aún no disponible. Ejecutar notebook 05 primero.')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"---\n",
|
||
"## 4. Resumen: parámetros calibrados desde datos reales\n",
|
||
"\n",
|
||
"Estos son los valores que usaríamos para que nuestra simulación genere datos similares a BTC/USDT."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 10,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"=================================================================\n",
|
||
" PARÁMETROS CALIBRADOS DESDE BTC/USDT REAL\n",
|
||
" Dataset: 1M aggTrades, ~26 horas\n",
|
||
"=================================================================\n",
|
||
"\n",
|
||
" # Precio fundamental\n",
|
||
" sigma = 0.000514 # por minuto\n",
|
||
" mu = 0.00000795 # drift (cercano a 0)\n",
|
||
"\n",
|
||
" # Jumps\n",
|
||
" jump_intensity = 0.0128 # 1.3% de velas tienen jump\n",
|
||
" jump_size_std = 0.000356\n",
|
||
"\n",
|
||
" # Arrival rate\n",
|
||
" n_takers_lambda = 12.0 # aggTrades/segundo\n",
|
||
"\n",
|
||
" # Hawkes clustering\n",
|
||
" hawkes_alpha = 0.1730\n",
|
||
" hawkes_beta = 0.0152\n",
|
||
" branching_ratio = 11.392\n",
|
||
"\n",
|
||
" # Distribución de tamaños\n",
|
||
" taker_size_alpha = 0.78 # Pareto exponent (cola p90+)\n",
|
||
" taker_size_min = 0.000080 # BTC (p5)\n",
|
||
" taker_size_max = 1.6856 # BTC (p99.9)\n",
|
||
"\n",
|
||
" # Estructura de fills\n",
|
||
" median_fills_per_order = 1\n",
|
||
" pct_single_fill = 61.2%\n",
|
||
"\n",
|
||
" # Resumen estadístico\n",
|
||
" kurtosis = 5.6\n",
|
||
" skewness = 0.101\n",
|
||
" var_mean_ratio = 66.1\n",
|
||
"=================================================================\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"# Recopilar todo\n",
|
||
"print('=' * 65)\n",
|
||
"print(' PARÁMETROS CALIBRADOS DESDE BTC/USDT REAL')\n",
|
||
"print(' Dataset: 1M aggTrades, ~26 horas')\n",
|
||
"print('=' * 65)\n",
|
||
"print(f'')\n",
|
||
"print(f' # Precio fundamental')\n",
|
||
"print(f' sigma = {sigma_1m:.6f} # por minuto')\n",
|
||
"print(f' mu = {np.mean(returns):.8f} # drift (cercano a 0)')\n",
|
||
"print(f'')\n",
|
||
"print(f' # Jumps')\n",
|
||
"print(f' jump_intensity = {jump_intensity:.4f} # {jump_intensity*100:.1f}% de velas tienen jump')\n",
|
||
"print(f' jump_size_std = {jump_size_std:.6f}')\n",
|
||
"print(f'')\n",
|
||
"print(f' # Arrival rate')\n",
|
||
"print(f' n_takers_lambda = {lambda_mean:.1f} # aggTrades/segundo')\n",
|
||
"print(f'')\n",
|
||
"print(f' # Hawkes clustering')\n",
|
||
"print(f' hawkes_alpha = {hawkes_a:.4f}')\n",
|
||
"print(f' hawkes_beta = {hawkes_b:.4f}')\n",
|
||
"print(f' branching_ratio = {branching:.3f}')\n",
|
||
"print(f'')\n",
|
||
"print(f' # Distribución de tamaños')\n",
|
||
"print(f' taker_size_alpha = {alpha_qty:.2f} # Pareto exponent (cola p90+)')\n",
|
||
"print(f' taker_size_min = {np.percentile(sizes, 5):.6f} # BTC (p5)')\n",
|
||
"print(f' taker_size_max = {np.percentile(sizes, 99.9):.4f} # BTC (p99.9)')\n",
|
||
"print(f'')\n",
|
||
"print(f' # Estructura de fills')\n",
|
||
"print(f' median_fills_per_order = {np.median(fills):.0f}')\n",
|
||
"print(f' pct_single_fill = {np.mean(fills==1)*100:.1f}%')\n",
|
||
"print(f'')\n",
|
||
"print(f' # Resumen estadístico')\n",
|
||
"print(f' kurtosis = {kurtosis:.1f}')\n",
|
||
"print(f' skewness = {skew:.3f}')\n",
|
||
"print(f' var_mean_ratio = {var_mean:.1f}')\n",
|
||
"print('=' * 65)"
|
||
]
|
||
}
|
||
],
|
||
"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
|
||
}
|