mirror of
https://github.com/wassname/options_backtester.git
synced 2026-07-12 23:28:58 +08:00
926 lines
410 KiB
Plaintext
926 lines
410 KiB
Plaintext
{
|
|
"cells": [
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 2,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"/usr/local/anaconda3/lib/python3.7/site-packages/pyfolio/pos.py:27: UserWarning: Module \"zipline.assets\" not found; mutltipliers will not be applied to position notionals.\n",
|
|
" 'Module \"zipline.assets\" not found; mutltipliers will not be applied' +\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"import pyfolio as pf\n",
|
|
"\n",
|
|
"from backtester import Backtest\n",
|
|
"from backtester.strategy import Strategy, StrategyLeg\n",
|
|
"from backtester.enums import Type, Direction, Stock\n",
|
|
"from backtester.datahandler import HistoricalOptionsData, TiingoData"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 3,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"options_data = HistoricalOptionsData('data/SPX_2017.csv')\n",
|
|
"options_data.quotedate = options_data.quotedate.dt.tz_localize(None)\n",
|
|
"schema = options_data.schema\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 4,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"stock_data = TiingoData('data/portfolio_data_2017.csv')\n",
|
|
"stock_data._data.date = stock_data._data.date.dt.tz_localize(None)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 5,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"short_straddle = Strategy(schema)\n",
|
|
"\n",
|
|
"leg1 = StrategyLeg(\"leg_1\", schema, option_type=Type.CALL, direction=Direction.SELL)\n",
|
|
"leg1.entry_filter = (schema.underlying == \"SPX\") & (schema.dte >= 31) & (schema.dte <= 60) & (schema.strike >= schema.underlying_last * 0.95) & (schema.strike <= schema.underlying_last * 1.05)\n",
|
|
"\n",
|
|
"leg1.exit_filter = (schema.dte <= 2)\n",
|
|
"\n",
|
|
"leg2 = StrategyLeg(\"leg_2\", schema, option_type=Type.PUT, direction=Direction.SELL)\n",
|
|
"leg2.entry_filter = (schema.underlying == \"SPX\") & (schema.dte >= 31) & (schema.dte <= 60) & (schema.strike >= schema.underlying_last * 0.95) & (schema.strike <= schema.underlying_last * 1.05)\n",
|
|
"\n",
|
|
"leg2.exit_filter = (schema.dte <= 2)\n",
|
|
"\n",
|
|
"short_straddle.add_legs([leg1, leg2]);"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 6,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"VOO = Stock('VOO', 0.1)\n",
|
|
"TUR = Stock('TUR', 0.05)\n",
|
|
"RSX = Stock('RSX', 0.05)\n",
|
|
"EWY = Stock('EWY', 0.05)\n",
|
|
"EWS = Stock('EWS', 0.05)\n",
|
|
"VTIP = Stock('VTIP', 0.10)\n",
|
|
"TLT = Stock('TLT', 0.20)\n",
|
|
"BWX = Stock('BWX', 0.10)\n",
|
|
"PDBC = Stock('PDBC', 0.05)\n",
|
|
"IAU = Stock('IAU', 0.15)\n",
|
|
"VNQI = Stock('VNQI', 0.10)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 7,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"1.0000000000000002"
|
|
]
|
|
},
|
|
"execution_count": 7,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"0.1 + 0.05 + 0.05 + 0.05 + 0.05 + 0.10 + 0.20 + 0.10 + 0.05 + 0.15 + 0.10"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 8,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"stocks = [\n",
|
|
" VOO,\n",
|
|
" TUR,\n",
|
|
" RSX,\n",
|
|
" EWY,\n",
|
|
" EWS,\n",
|
|
" VTIP,\n",
|
|
" TLT,\n",
|
|
" BWX,\n",
|
|
" PDBC,\n",
|
|
" IAU,\n",
|
|
" VNQI\n",
|
|
"]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 9,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"bt = Backtest({'stocks': 0.99, 'options': 0.01, 'cash': 0})\n",
|
|
"bt.stocks = stocks\n",
|
|
"bt._options_strategy = short_straddle\n",
|
|
"bt.options_data = options_data\n",
|
|
"bt.stocks_data = stock_data\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 10,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"0% [██████████████████████████████] 100% | ETA: 00:00:00\n",
|
|
"Total time elapsed: 00:00:04\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"text/html": [
|
|
"<div>\n",
|
|
"<style scoped>\n",
|
|
" .dataframe tbody tr th:only-of-type {\n",
|
|
" vertical-align: middle;\n",
|
|
" }\n",
|
|
"\n",
|
|
" .dataframe tbody tr th {\n",
|
|
" vertical-align: top;\n",
|
|
" }\n",
|
|
"\n",
|
|
" .dataframe thead tr th {\n",
|
|
" text-align: left;\n",
|
|
" }\n",
|
|
"</style>\n",
|
|
"<table border=\"1\" class=\"dataframe\">\n",
|
|
" <thead>\n",
|
|
" <tr>\n",
|
|
" <th></th>\n",
|
|
" <th colspan=\"7\" halign=\"left\">leg_1</th>\n",
|
|
" <th colspan=\"7\" halign=\"left\">leg_2</th>\n",
|
|
" <th colspan=\"3\" halign=\"left\">totals</th>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th></th>\n",
|
|
" <th>contract</th>\n",
|
|
" <th>underlying</th>\n",
|
|
" <th>expiration</th>\n",
|
|
" <th>type</th>\n",
|
|
" <th>strike</th>\n",
|
|
" <th>cost</th>\n",
|
|
" <th>order</th>\n",
|
|
" <th>contract</th>\n",
|
|
" <th>underlying</th>\n",
|
|
" <th>expiration</th>\n",
|
|
" <th>type</th>\n",
|
|
" <th>strike</th>\n",
|
|
" <th>cost</th>\n",
|
|
" <th>order</th>\n",
|
|
" <th>cost</th>\n",
|
|
" <th>qty</th>\n",
|
|
" <th>date</th>\n",
|
|
" </tr>\n",
|
|
" </thead>\n",
|
|
" <tbody>\n",
|
|
" <tr>\n",
|
|
" <td>0</td>\n",
|
|
" <td>SPX170217C02190000</td>\n",
|
|
" <td>SPX</td>\n",
|
|
" <td>2017-02-17</td>\n",
|
|
" <td>call</td>\n",
|
|
" <td>2190</td>\n",
|
|
" <td>-8110</td>\n",
|
|
" <td>Order.STO</td>\n",
|
|
" <td>SPX170217P02190000</td>\n",
|
|
" <td>SPX</td>\n",
|
|
" <td>2017-02-17</td>\n",
|
|
" <td>put</td>\n",
|
|
" <td>2190</td>\n",
|
|
" <td>-1690</td>\n",
|
|
" <td>Order.STO</td>\n",
|
|
" <td>-9800</td>\n",
|
|
" <td>1.0</td>\n",
|
|
" <td>2017-01-03</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <td>1</td>\n",
|
|
" <td>SPX170317C02170000</td>\n",
|
|
" <td>SPX</td>\n",
|
|
" <td>2017-03-17</td>\n",
|
|
" <td>call</td>\n",
|
|
" <td>2170</td>\n",
|
|
" <td>-11350</td>\n",
|
|
" <td>Order.STO</td>\n",
|
|
" <td>SPX170317P02170000</td>\n",
|
|
" <td>SPX</td>\n",
|
|
" <td>2017-03-17</td>\n",
|
|
" <td>put</td>\n",
|
|
" <td>2170</td>\n",
|
|
" <td>-930</td>\n",
|
|
" <td>Order.STO</td>\n",
|
|
" <td>-12280</td>\n",
|
|
" <td>1.0</td>\n",
|
|
" <td>2017-02-01</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <td>2</td>\n",
|
|
" <td>SPX170217C02190000</td>\n",
|
|
" <td>SPX</td>\n",
|
|
" <td>2017-02-17</td>\n",
|
|
" <td>call</td>\n",
|
|
" <td>2190</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>Order.BTC</td>\n",
|
|
" <td>SPX170217P02190000</td>\n",
|
|
" <td>SPX</td>\n",
|
|
" <td>2017-02-17</td>\n",
|
|
" <td>put</td>\n",
|
|
" <td>2190</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>Order.BTC</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>1.0</td>\n",
|
|
" <td>2017-03-01</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <td>3</td>\n",
|
|
" <td>SPX170421C02280000</td>\n",
|
|
" <td>SPX</td>\n",
|
|
" <td>2017-04-21</td>\n",
|
|
" <td>call</td>\n",
|
|
" <td>2280</td>\n",
|
|
" <td>-12370</td>\n",
|
|
" <td>Order.STO</td>\n",
|
|
" <td>SPX170421P02280000</td>\n",
|
|
" <td>SPX</td>\n",
|
|
" <td>2017-04-21</td>\n",
|
|
" <td>put</td>\n",
|
|
" <td>2280</td>\n",
|
|
" <td>-1030</td>\n",
|
|
" <td>Order.STO</td>\n",
|
|
" <td>-13400</td>\n",
|
|
" <td>2.0</td>\n",
|
|
" <td>2017-03-01</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <td>4</td>\n",
|
|
" <td>SPX170317C02170000</td>\n",
|
|
" <td>SPX</td>\n",
|
|
" <td>2017-03-17</td>\n",
|
|
" <td>call</td>\n",
|
|
" <td>2170</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>Order.BTC</td>\n",
|
|
" <td>SPX170317P02170000</td>\n",
|
|
" <td>SPX</td>\n",
|
|
" <td>2017-03-17</td>\n",
|
|
" <td>put</td>\n",
|
|
" <td>2170</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>Order.BTC</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>1.0</td>\n",
|
|
" <td>2017-04-03</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <td>5</td>\n",
|
|
" <td>SPX170519C02245000</td>\n",
|
|
" <td>SPX</td>\n",
|
|
" <td>2017-05-19</td>\n",
|
|
" <td>call</td>\n",
|
|
" <td>2245</td>\n",
|
|
" <td>-12060</td>\n",
|
|
" <td>Order.STO</td>\n",
|
|
" <td>SPX170519P02245000</td>\n",
|
|
" <td>SPX</td>\n",
|
|
" <td>2017-05-19</td>\n",
|
|
" <td>put</td>\n",
|
|
" <td>2245</td>\n",
|
|
" <td>-940</td>\n",
|
|
" <td>Order.STO</td>\n",
|
|
" <td>-13000</td>\n",
|
|
" <td>2.0</td>\n",
|
|
" <td>2017-04-03</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <td>6</td>\n",
|
|
" <td>SPX170421C02280000</td>\n",
|
|
" <td>SPX</td>\n",
|
|
" <td>2017-04-21</td>\n",
|
|
" <td>call</td>\n",
|
|
" <td>2280</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>Order.BTC</td>\n",
|
|
" <td>SPX170421P02280000</td>\n",
|
|
" <td>SPX</td>\n",
|
|
" <td>2017-04-21</td>\n",
|
|
" <td>put</td>\n",
|
|
" <td>2280</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>Order.BTC</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>2.0</td>\n",
|
|
" <td>2017-05-01</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <td>7</td>\n",
|
|
" <td>SPX170616C02270000</td>\n",
|
|
" <td>SPX</td>\n",
|
|
" <td>2017-06-16</td>\n",
|
|
" <td>call</td>\n",
|
|
" <td>2270</td>\n",
|
|
" <td>-12120</td>\n",
|
|
" <td>Order.STO</td>\n",
|
|
" <td>SPX170616P02270000</td>\n",
|
|
" <td>SPX</td>\n",
|
|
" <td>2017-06-16</td>\n",
|
|
" <td>put</td>\n",
|
|
" <td>2270</td>\n",
|
|
" <td>-750</td>\n",
|
|
" <td>Order.STO</td>\n",
|
|
" <td>-12870</td>\n",
|
|
" <td>3.0</td>\n",
|
|
" <td>2017-05-01</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <td>8</td>\n",
|
|
" <td>SPX170519C02245000</td>\n",
|
|
" <td>SPX</td>\n",
|
|
" <td>2017-05-19</td>\n",
|
|
" <td>call</td>\n",
|
|
" <td>2245</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>Order.BTC</td>\n",
|
|
" <td>SPX170519P02245000</td>\n",
|
|
" <td>SPX</td>\n",
|
|
" <td>2017-05-19</td>\n",
|
|
" <td>put</td>\n",
|
|
" <td>2245</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>Order.BTC</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>2.0</td>\n",
|
|
" <td>2017-06-01</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <td>9</td>\n",
|
|
" <td>SPX170721C02310000</td>\n",
|
|
" <td>SPX</td>\n",
|
|
" <td>2017-07-21</td>\n",
|
|
" <td>call</td>\n",
|
|
" <td>2310</td>\n",
|
|
" <td>-12510</td>\n",
|
|
" <td>Order.STO</td>\n",
|
|
" <td>SPX170721P02310000</td>\n",
|
|
" <td>SPX</td>\n",
|
|
" <td>2017-07-21</td>\n",
|
|
" <td>put</td>\n",
|
|
" <td>2310</td>\n",
|
|
" <td>-810</td>\n",
|
|
" <td>Order.STO</td>\n",
|
|
" <td>-13320</td>\n",
|
|
" <td>4.0</td>\n",
|
|
" <td>2017-06-01</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <td>10</td>\n",
|
|
" <td>SPX170616C02270000</td>\n",
|
|
" <td>SPX</td>\n",
|
|
" <td>2017-06-16</td>\n",
|
|
" <td>call</td>\n",
|
|
" <td>2270</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>Order.BTC</td>\n",
|
|
" <td>SPX170616P02270000</td>\n",
|
|
" <td>SPX</td>\n",
|
|
" <td>2017-06-16</td>\n",
|
|
" <td>put</td>\n",
|
|
" <td>2270</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>Order.BTC</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>3.0</td>\n",
|
|
" <td>2017-07-03</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <td>11</td>\n",
|
|
" <td>SPX170818C02310000</td>\n",
|
|
" <td>SPX</td>\n",
|
|
" <td>2017-08-18</td>\n",
|
|
" <td>call</td>\n",
|
|
" <td>2310</td>\n",
|
|
" <td>-12370</td>\n",
|
|
" <td>Order.STO</td>\n",
|
|
" <td>SPX170818P02310000</td>\n",
|
|
" <td>SPX</td>\n",
|
|
" <td>2017-08-18</td>\n",
|
|
" <td>put</td>\n",
|
|
" <td>2310</td>\n",
|
|
" <td>-960</td>\n",
|
|
" <td>Order.STO</td>\n",
|
|
" <td>-13330</td>\n",
|
|
" <td>4.0</td>\n",
|
|
" <td>2017-07-03</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <td>12</td>\n",
|
|
" <td>SPX170721C02310000</td>\n",
|
|
" <td>SPX</td>\n",
|
|
" <td>2017-07-21</td>\n",
|
|
" <td>call</td>\n",
|
|
" <td>2310</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>Order.BTC</td>\n",
|
|
" <td>SPX170721P02310000</td>\n",
|
|
" <td>SPX</td>\n",
|
|
" <td>2017-07-21</td>\n",
|
|
" <td>put</td>\n",
|
|
" <td>2310</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>Order.BTC</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>4.0</td>\n",
|
|
" <td>2017-08-01</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <td>13</td>\n",
|
|
" <td>SPX170915C02355000</td>\n",
|
|
" <td>SPX</td>\n",
|
|
" <td>2017-09-15</td>\n",
|
|
" <td>call</td>\n",
|
|
" <td>2355</td>\n",
|
|
" <td>-12270</td>\n",
|
|
" <td>Order.STO</td>\n",
|
|
" <td>SPX170915P02355000</td>\n",
|
|
" <td>SPX</td>\n",
|
|
" <td>2017-09-15</td>\n",
|
|
" <td>put</td>\n",
|
|
" <td>2355</td>\n",
|
|
" <td>-740</td>\n",
|
|
" <td>Order.STO</td>\n",
|
|
" <td>-13010</td>\n",
|
|
" <td>6.0</td>\n",
|
|
" <td>2017-08-01</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <td>14</td>\n",
|
|
" <td>SPX170818C02310000</td>\n",
|
|
" <td>SPX</td>\n",
|
|
" <td>2017-08-18</td>\n",
|
|
" <td>call</td>\n",
|
|
" <td>2310</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>Order.BTC</td>\n",
|
|
" <td>SPX170818P02310000</td>\n",
|
|
" <td>SPX</td>\n",
|
|
" <td>2017-08-18</td>\n",
|
|
" <td>put</td>\n",
|
|
" <td>2310</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>Order.BTC</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>4.0</td>\n",
|
|
" <td>2017-09-01</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <td>15</td>\n",
|
|
" <td>SPX171020C02355000</td>\n",
|
|
" <td>SPX</td>\n",
|
|
" <td>2017-10-20</td>\n",
|
|
" <td>call</td>\n",
|
|
" <td>2355</td>\n",
|
|
" <td>-12840</td>\n",
|
|
" <td>Order.STO</td>\n",
|
|
" <td>SPX171020P02355000</td>\n",
|
|
" <td>SPX</td>\n",
|
|
" <td>2017-10-20</td>\n",
|
|
" <td>put</td>\n",
|
|
" <td>2355</td>\n",
|
|
" <td>-970</td>\n",
|
|
" <td>Order.STO</td>\n",
|
|
" <td>-13810</td>\n",
|
|
" <td>6.0</td>\n",
|
|
" <td>2017-09-01</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <td>16</td>\n",
|
|
" <td>SPX170915C02355000</td>\n",
|
|
" <td>SPX</td>\n",
|
|
" <td>2017-09-15</td>\n",
|
|
" <td>call</td>\n",
|
|
" <td>2355</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>Order.BTC</td>\n",
|
|
" <td>SPX170915P02355000</td>\n",
|
|
" <td>SPX</td>\n",
|
|
" <td>2017-09-15</td>\n",
|
|
" <td>put</td>\n",
|
|
" <td>2355</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>Order.BTC</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>6.0</td>\n",
|
|
" <td>2017-10-02</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <td>17</td>\n",
|
|
" <td>SPX171117C02405000</td>\n",
|
|
" <td>SPX</td>\n",
|
|
" <td>2017-11-17</td>\n",
|
|
" <td>call</td>\n",
|
|
" <td>2405</td>\n",
|
|
" <td>-12740</td>\n",
|
|
" <td>Order.STO</td>\n",
|
|
" <td>SPX171117P02405000</td>\n",
|
|
" <td>SPX</td>\n",
|
|
" <td>2017-11-17</td>\n",
|
|
" <td>put</td>\n",
|
|
" <td>2405</td>\n",
|
|
" <td>-730</td>\n",
|
|
" <td>Order.STO</td>\n",
|
|
" <td>-13470</td>\n",
|
|
" <td>9.0</td>\n",
|
|
" <td>2017-10-02</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <td>18</td>\n",
|
|
" <td>SPX171020C02355000</td>\n",
|
|
" <td>SPX</td>\n",
|
|
" <td>2017-10-20</td>\n",
|
|
" <td>call</td>\n",
|
|
" <td>2355</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>Order.BTC</td>\n",
|
|
" <td>SPX171020P02355000</td>\n",
|
|
" <td>SPX</td>\n",
|
|
" <td>2017-10-20</td>\n",
|
|
" <td>put</td>\n",
|
|
" <td>2355</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>Order.BTC</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>6.0</td>\n",
|
|
" <td>2017-11-01</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <td>19</td>\n",
|
|
" <td>SPX171215C02455000</td>\n",
|
|
" <td>SPX</td>\n",
|
|
" <td>2017-12-15</td>\n",
|
|
" <td>call</td>\n",
|
|
" <td>2455</td>\n",
|
|
" <td>-12650</td>\n",
|
|
" <td>Order.STO</td>\n",
|
|
" <td>SPX171215P02455000</td>\n",
|
|
" <td>SPX</td>\n",
|
|
" <td>2017-12-15</td>\n",
|
|
" <td>put</td>\n",
|
|
" <td>2455</td>\n",
|
|
" <td>-820</td>\n",
|
|
" <td>Order.STO</td>\n",
|
|
" <td>-13470</td>\n",
|
|
" <td>12.0</td>\n",
|
|
" <td>2017-11-01</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <td>20</td>\n",
|
|
" <td>SPX171117C02405000</td>\n",
|
|
" <td>SPX</td>\n",
|
|
" <td>2017-11-17</td>\n",
|
|
" <td>call</td>\n",
|
|
" <td>2405</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>Order.BTC</td>\n",
|
|
" <td>SPX171117P02405000</td>\n",
|
|
" <td>SPX</td>\n",
|
|
" <td>2017-11-17</td>\n",
|
|
" <td>put</td>\n",
|
|
" <td>2405</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>Order.BTC</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>9.0</td>\n",
|
|
" <td>2017-12-01</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <td>21</td>\n",
|
|
" <td>SPX180119C02515000</td>\n",
|
|
" <td>SPX</td>\n",
|
|
" <td>2018-01-19</td>\n",
|
|
" <td>call</td>\n",
|
|
" <td>2515</td>\n",
|
|
" <td>-13990</td>\n",
|
|
" <td>Order.STO</td>\n",
|
|
" <td>SPX180119P02515000</td>\n",
|
|
" <td>SPX</td>\n",
|
|
" <td>2018-01-19</td>\n",
|
|
" <td>put</td>\n",
|
|
" <td>2515</td>\n",
|
|
" <td>-1000</td>\n",
|
|
" <td>Order.STO</td>\n",
|
|
" <td>-14990</td>\n",
|
|
" <td>16.0</td>\n",
|
|
" <td>2017-12-01</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
"</table>\n",
|
|
"</div>"
|
|
],
|
|
"text/plain": [
|
|
" leg_1 \\\n",
|
|
" contract underlying expiration type strike cost order \n",
|
|
"0 SPX170217C02190000 SPX 2017-02-17 call 2190 -8110 Order.STO \n",
|
|
"1 SPX170317C02170000 SPX 2017-03-17 call 2170 -11350 Order.STO \n",
|
|
"2 SPX170217C02190000 SPX 2017-02-17 call 2190 0 Order.BTC \n",
|
|
"3 SPX170421C02280000 SPX 2017-04-21 call 2280 -12370 Order.STO \n",
|
|
"4 SPX170317C02170000 SPX 2017-03-17 call 2170 0 Order.BTC \n",
|
|
"5 SPX170519C02245000 SPX 2017-05-19 call 2245 -12060 Order.STO \n",
|
|
"6 SPX170421C02280000 SPX 2017-04-21 call 2280 0 Order.BTC \n",
|
|
"7 SPX170616C02270000 SPX 2017-06-16 call 2270 -12120 Order.STO \n",
|
|
"8 SPX170519C02245000 SPX 2017-05-19 call 2245 0 Order.BTC \n",
|
|
"9 SPX170721C02310000 SPX 2017-07-21 call 2310 -12510 Order.STO \n",
|
|
"10 SPX170616C02270000 SPX 2017-06-16 call 2270 0 Order.BTC \n",
|
|
"11 SPX170818C02310000 SPX 2017-08-18 call 2310 -12370 Order.STO \n",
|
|
"12 SPX170721C02310000 SPX 2017-07-21 call 2310 0 Order.BTC \n",
|
|
"13 SPX170915C02355000 SPX 2017-09-15 call 2355 -12270 Order.STO \n",
|
|
"14 SPX170818C02310000 SPX 2017-08-18 call 2310 0 Order.BTC \n",
|
|
"15 SPX171020C02355000 SPX 2017-10-20 call 2355 -12840 Order.STO \n",
|
|
"16 SPX170915C02355000 SPX 2017-09-15 call 2355 0 Order.BTC \n",
|
|
"17 SPX171117C02405000 SPX 2017-11-17 call 2405 -12740 Order.STO \n",
|
|
"18 SPX171020C02355000 SPX 2017-10-20 call 2355 0 Order.BTC \n",
|
|
"19 SPX171215C02455000 SPX 2017-12-15 call 2455 -12650 Order.STO \n",
|
|
"20 SPX171117C02405000 SPX 2017-11-17 call 2405 0 Order.BTC \n",
|
|
"21 SPX180119C02515000 SPX 2018-01-19 call 2515 -13990 Order.STO \n",
|
|
"\n",
|
|
" leg_2 \\\n",
|
|
" contract underlying expiration type strike cost order \n",
|
|
"0 SPX170217P02190000 SPX 2017-02-17 put 2190 -1690 Order.STO \n",
|
|
"1 SPX170317P02170000 SPX 2017-03-17 put 2170 -930 Order.STO \n",
|
|
"2 SPX170217P02190000 SPX 2017-02-17 put 2190 0 Order.BTC \n",
|
|
"3 SPX170421P02280000 SPX 2017-04-21 put 2280 -1030 Order.STO \n",
|
|
"4 SPX170317P02170000 SPX 2017-03-17 put 2170 0 Order.BTC \n",
|
|
"5 SPX170519P02245000 SPX 2017-05-19 put 2245 -940 Order.STO \n",
|
|
"6 SPX170421P02280000 SPX 2017-04-21 put 2280 0 Order.BTC \n",
|
|
"7 SPX170616P02270000 SPX 2017-06-16 put 2270 -750 Order.STO \n",
|
|
"8 SPX170519P02245000 SPX 2017-05-19 put 2245 0 Order.BTC \n",
|
|
"9 SPX170721P02310000 SPX 2017-07-21 put 2310 -810 Order.STO \n",
|
|
"10 SPX170616P02270000 SPX 2017-06-16 put 2270 0 Order.BTC \n",
|
|
"11 SPX170818P02310000 SPX 2017-08-18 put 2310 -960 Order.STO \n",
|
|
"12 SPX170721P02310000 SPX 2017-07-21 put 2310 0 Order.BTC \n",
|
|
"13 SPX170915P02355000 SPX 2017-09-15 put 2355 -740 Order.STO \n",
|
|
"14 SPX170818P02310000 SPX 2017-08-18 put 2310 0 Order.BTC \n",
|
|
"15 SPX171020P02355000 SPX 2017-10-20 put 2355 -970 Order.STO \n",
|
|
"16 SPX170915P02355000 SPX 2017-09-15 put 2355 0 Order.BTC \n",
|
|
"17 SPX171117P02405000 SPX 2017-11-17 put 2405 -730 Order.STO \n",
|
|
"18 SPX171020P02355000 SPX 2017-10-20 put 2355 0 Order.BTC \n",
|
|
"19 SPX171215P02455000 SPX 2017-12-15 put 2455 -820 Order.STO \n",
|
|
"20 SPX171117P02405000 SPX 2017-11-17 put 2405 0 Order.BTC \n",
|
|
"21 SPX180119P02515000 SPX 2018-01-19 put 2515 -1000 Order.STO \n",
|
|
"\n",
|
|
" totals \n",
|
|
" cost qty date \n",
|
|
"0 -9800 1.0 2017-01-03 \n",
|
|
"1 -12280 1.0 2017-02-01 \n",
|
|
"2 0 1.0 2017-03-01 \n",
|
|
"3 -13400 2.0 2017-03-01 \n",
|
|
"4 0 1.0 2017-04-03 \n",
|
|
"5 -13000 2.0 2017-04-03 \n",
|
|
"6 0 2.0 2017-05-01 \n",
|
|
"7 -12870 3.0 2017-05-01 \n",
|
|
"8 0 2.0 2017-06-01 \n",
|
|
"9 -13320 4.0 2017-06-01 \n",
|
|
"10 0 3.0 2017-07-03 \n",
|
|
"11 -13330 4.0 2017-07-03 \n",
|
|
"12 0 4.0 2017-08-01 \n",
|
|
"13 -13010 6.0 2017-08-01 \n",
|
|
"14 0 4.0 2017-09-01 \n",
|
|
"15 -13810 6.0 2017-09-01 \n",
|
|
"16 0 6.0 2017-10-02 \n",
|
|
"17 -13470 9.0 2017-10-02 \n",
|
|
"18 0 6.0 2017-11-01 \n",
|
|
"19 -13470 12.0 2017-11-01 \n",
|
|
"20 0 9.0 2017-12-01 \n",
|
|
"21 -14990 16.0 2017-12-01 "
|
|
]
|
|
},
|
|
"execution_count": 10,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"bt.run(rebalance_freq=1)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 11,
|
|
"metadata": {
|
|
"scrolled": false
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/html": [
|
|
"<table border=\"1\" class=\"dataframe\">\n",
|
|
" <thead>\n",
|
|
" <tr style=\"text-align: right;\"><th>Start date</th><td colspan=2>2017-01-03</td></tr>\n",
|
|
" <tr style=\"text-align: right;\"><th>End date</th><td colspan=2>2017-12-28</td></tr>\n",
|
|
" <tr style=\"text-align: right;\"><th>Total months</th><td colspan=2>11</td></tr>\n",
|
|
" <tr style=\"text-align: right;\">\n",
|
|
" <th></th>\n",
|
|
" <th>Backtest</th>\n",
|
|
" </tr>\n",
|
|
" </thead>\n",
|
|
" <tbody>\n",
|
|
" <tr>\n",
|
|
" <th>Annual return</th>\n",
|
|
" <td>52.8%</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>Cumulative returns</th>\n",
|
|
" <td>52.3%</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>Annual volatility</th>\n",
|
|
" <td>17.0%</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>Sharpe ratio</th>\n",
|
|
" <td>2.58</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>Calmar ratio</th>\n",
|
|
" <td>9.80</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>Stability</th>\n",
|
|
" <td>0.96</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>Max drawdown</th>\n",
|
|
" <td>-5.4%</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>Omega ratio</th>\n",
|
|
" <td>2.31</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>Sortino ratio</th>\n",
|
|
" <td>7.65</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>Skew</th>\n",
|
|
" <td>4.62</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>Kurtosis</th>\n",
|
|
" <td>31.31</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>Tail ratio</th>\n",
|
|
" <td>1.85</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>Daily value at risk</th>\n",
|
|
" <td>-2.0%</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
"</table>"
|
|
],
|
|
"text/plain": [
|
|
"<IPython.core.display.HTML object>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"/usr/local/anaconda3/lib/python3.7/site-packages/numpy/core/fromnumeric.py:61: FutureWarning: \n",
|
|
"The current behaviour of 'Series.argmin' is deprecated, use 'idxmin'\n",
|
|
"instead.\n",
|
|
"The behavior of 'argmin' will be corrected to return the positional\n",
|
|
"minimum in the future. For now, use 'series.values.argmin' or\n",
|
|
"'np.argmin(np.array(values))' to get the position of the minimum\n",
|
|
"row.\n",
|
|
" return bound(*args, **kwds)\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"text/html": [
|
|
"<table border=\"1\" class=\"dataframe\">\n",
|
|
" <thead>\n",
|
|
" <tr style=\"text-align: right;\">\n",
|
|
" <th>Worst drawdown periods</th>\n",
|
|
" <th>Net drawdown in %</th>\n",
|
|
" <th>Peak date</th>\n",
|
|
" <th>Valley date</th>\n",
|
|
" <th>Recovery date</th>\n",
|
|
" <th>Duration</th>\n",
|
|
" </tr>\n",
|
|
" </thead>\n",
|
|
" <tbody>\n",
|
|
" <tr>\n",
|
|
" <th>0</th>\n",
|
|
" <td>5.39</td>\n",
|
|
" <td>2017-12-05</td>\n",
|
|
" <td>2017-12-12</td>\n",
|
|
" <td>NaT</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>1</th>\n",
|
|
" <td>3.17</td>\n",
|
|
" <td>2017-09-07</td>\n",
|
|
" <td>2017-09-13</td>\n",
|
|
" <td>2017-10-02</td>\n",
|
|
" <td>18</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>2</th>\n",
|
|
" <td>2.90</td>\n",
|
|
" <td>2017-10-02</td>\n",
|
|
" <td>2017-10-20</td>\n",
|
|
" <td>2017-11-01</td>\n",
|
|
" <td>23</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>3</th>\n",
|
|
" <td>2.16</td>\n",
|
|
" <td>2017-11-15</td>\n",
|
|
" <td>2017-11-16</td>\n",
|
|
" <td>2017-12-01</td>\n",
|
|
" <td>13</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>4</th>\n",
|
|
" <td>1.63</td>\n",
|
|
" <td>2017-03-01</td>\n",
|
|
" <td>2017-03-09</td>\n",
|
|
" <td>2017-03-16</td>\n",
|
|
" <td>12</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
"</table>"
|
|
],
|
|
"text/plain": [
|
|
"<IPython.core.display.HTML object>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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\n",
|
|
"text/plain": [
|
|
"<Figure size 1008x4752 with 12 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"pf.create_returns_tear_sheet(returns = bt.balance['% change'].dropna())"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python 3",
|
|
"language": "python",
|
|
"name": "python3"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 4
|
|
}
|