{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import matplotlib.ticker as ticker\n", "from datetime import datetime\n", "\n", "%matplotlib inline\n", "#plt.style.use('ggplot')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Comparar historico distintas estrategias" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Descarga datos historicos multifondos AFP Cuprum\n", "url_data = 'https://rawgit.com/collabmarket/data_afp/master/data/VC-CUPRUM.csv'\n", "afp_name = url_data.split('-')[-1].split('.')[0] # Nombre de la afp\n", "karg_csv = dict(delimiter=';', decimal=',', index_col=0, parse_dates=True)\n", "afp = pd.read_csv(url_data, **karg_csv) # Crea DataFrame con los datos\n", "afp.dropna(inplace=True) # Elimina filas sin datos de para todos los fondos" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Felices y Forrados \n", "\n", "Fuente: https://www.felicesyforrados.cl/resultados/" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmAAAAJZCAYAAAAOHom1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "karg_csv = dict(delimiter=';', decimal=',', index_col='DATE', parse_dates=True)\n", "df = pd.read_csv('data/estrategias.csv', **karg_csv)\n", "df.resample('D').ffill()\n", "fyf = df.resample('D').ffill()\n", "df = pd.concat([afp,fyf], axis=1)\n", "gb = df[['A','B','C','E','FyF']].groupby('FyF')\n", "fig, ax = plt.subplots()\n", "gb.A.plot(style='.', title='Estrategia vista sobre Fondo A en %s'%(afp_name), figsize=(10, 10),ax=ax)\n", "plt.legend(loc=2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Estrategia base propuesta\n", "\n", "Es la estrategia más simple de cambio de fondo A-E, cualquier estrategia más complicada debería entregar mejor rentabilidad, en caso contrario está haciendo overfitting o es inconsistente.\n", "Fuente https://github.com/collabmarket/algorithms_afp" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmEAAAJJCAYAAADiCuAQAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\npALSCUuSJEmSJKmAdMKSJEmSJEkq4P8BJaOhJEPjKIcAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Delta es Valor relativo (diferencia o resta) entre valores cuota de A y E\n", "afp['delta'] = afp.A - afp.E\n", "# Parametros: ['median',365] (elejimos mediana movil 365 dias)\n", "afp['zero'] = afp.delta.rolling(window=365,center=False).median()\n", "# Criterios de Entrada a renta variable\n", "# Parametros: ['quantile',0.1,365] (elejimos cuantil 10% ventana 365 dias)\n", "afp['entra'] = afp.delta.rolling(window=365,center=False).quantile(quantile=0.1)\n", "# Criterios de Salida a renta fija\n", "# Parametros: ['quantile',0.9,365] (elejimos cuantil 90% ventana 365 dias)\n", "afp['sale'] = afp.delta.rolling(window=365,center=False).quantile(quantile=0.9)\n", "# Criterio rentabilidad de corto plazo (15 dias)\n", "afp['rate'] = afp.delta.pct_change(15)\n", "# Solo a partir de 2011-07-01\n", "afp = afp['2011-07-01':]\n", "# Caso base se marca como desconocido, Sin Informacion (S/I)\n", "afp['estrategia'] = 'S/I'\n", "# Segnales de largo plazo \n", "afp.loc[afp.delta < afp.zero,'estrategia'] = 'E'\n", "afp.loc[afp.delta > afp.zero,'estrategia'] = 'A'\n", "# Segnales de mediano plazo\n", "afp.loc[(afp.delta > afp.entra) & (afp.delta < afp.zero) & (afp.rate > 1),'estrategia'] = 'E->A'\n", "afp.loc[(afp.delta > afp.sale) & (afp.rate < -1),'estrategia'] = 'A->E'\n", "# Grafico estrategia base\n", "gb = afp[['A','B','C','E','estrategia']].groupby('estrategia')\n", "fig, ax = plt.subplots()\n", "gb.A.plot(style='.', title='Estrategia vista sobre Fondo A en %s'%(afp_name), figsize=(10, 10), ax=ax)\n", "plt.legend(loc=2)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": true }, "outputs": [], "source": [ "#%qtconsole" ] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.11" } }, "nbformat": 4, "nbformat_minor": 0 }