python-pour-finance/11-Quantopian-Avancé/01-Effet-de-Levier.ipynb

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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Effet de levier - Leverage\n",
"\n",
"N'oubliez pas de regarder la vidéo et les diapositives liées pour obtenir une explication complète !\n",
"\n",
"$ Leverage Ratio = \\frac{Debt + Capital Base}{Capital Base}$"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Effet de levier depuis l'Algorithme\n",
"\n",
"N'oubliez pas de regarder la vidéo pour cela ! En gros, lancez cette opération et prenez votre propre backtestid comme indiqué dans la vidéo. Plus d'infos :\n",
"\n",
"La fonction get_backtest donne un accès programmatique aux résultats des backtests effectués sur la plateforme Quantopian. Elle prend un seul paramètre, l'ID d'un backtest pour lequel on souhaite obtenir des résultats.\n",
"\n",
"Vous pouvez trouver l'ID d'un backtest dans l'URL de sa page de résultats complète, qui sera de la forme\n",
"\n",
"https://www.quantopian.com/algorithms/<algorithm_id>/<backtest_id>. \n",
"\n",
"Vous n'avez le droit de consulter que les backtests que soit :\n",
"\n",
"* 1) vous avez créé\n",
"* 2) sur lesquels vous collaborer"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"def initialize(context):\n",
" context.amzn = sid(16841)\n",
" context.ibm = sid(3766)\n",
" \n",
" schedule_function(rebalance,date_rules.every_day(),time_rules.market_open())\n",
" schedule_function(record_vars,date_rules.every_day(),time_rules.market_close())\n",
" \n",
"def rebalance(context,data):\n",
" order_target_percent(context.amzn,0.5)\n",
" order_target_percent(context.ibm,-0.5)\n",
" \n",
"def record_vars(context,data):\n",
" record(amzn_close=data.current(context.amzn,'close'))\n",
" record(ibm_close=data.current(context.ibm,'close'))\n",
" record(Leverage = context.account.leverage)\n",
" record(Exposure = context.account.net_leverage)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Info Backtest"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"100% Time: 0:00:02|##########################################################|\n"
]
}
],
"source": [
"bt = get_backtest('5e99d5b574dcf245a1628f55')"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'5e99d5b574dcf245a1628f55'"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"bt.algo_id"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Exposure</th>\n",
" <th>Leverage</th>\n",
" <th>amzn_close</th>\n",
" <th>ibm_close</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2016-08-04 00:00:00+00:00</th>\n",
" <td>0.003096</td>\n",
" <td>1.003300</td>\n",
" <td>760.960</td>\n",
" <td>161.410</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2016-08-05 00:00:00+00:00</th>\n",
" <td>-0.002652</td>\n",
" <td>1.007467</td>\n",
" <td>765.890</td>\n",
" <td>163.450</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2016-08-08 00:00:00+00:00</th>\n",
" <td>0.002615</td>\n",
" <td>0.994985</td>\n",
" <td>766.360</td>\n",
" <td>162.050</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2016-08-09 00:00:00+00:00</th>\n",
" <td>0.001590</td>\n",
" <td>0.996875</td>\n",
" <td>767.705</td>\n",
" <td>161.750</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2016-08-10 00:00:00+00:00</th>\n",
" <td>0.000042</td>\n",
" <td>0.998992</td>\n",
" <td>768.480</td>\n",
" <td>162.020</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2016-08-11 00:00:00+00:00</th>\n",
" <td>-0.002797</td>\n",
" <td>1.007279</td>\n",
" <td>771.410</td>\n",
" <td>163.465</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2016-08-12 00:00:00+00:00</th>\n",
" <td>0.005987</td>\n",
" <td>0.991420</td>\n",
" <td>772.520</td>\n",
" <td>161.970</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2016-08-15 00:00:00+00:00</th>\n",
" <td>0.000702</td>\n",
" <td>0.993980</td>\n",
" <td>768.330</td>\n",
" <td>161.870</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2016-08-16 00:00:00+00:00</th>\n",
" <td>-0.000795</td>\n",
" <td>0.997210</td>\n",
" <td>764.645</td>\n",
" <td>160.730</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2016-08-17 00:00:00+00:00</th>\n",
" <td>0.001646</td>\n",
" <td>0.996850</td>\n",
" <td>764.192</td>\n",
" <td>160.370</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2016-08-18 00:00:00+00:00</th>\n",
" <td>0.000044</td>\n",
" <td>1.001224</td>\n",
" <td>764.230</td>\n",
" <td>161.400</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2016-08-19 00:00:00+00:00</th>\n",
" <td>0.000217</td>\n",
" <td>0.995336</td>\n",
" <td>757.420</td>\n",
" <td>160.070</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2016-08-22 00:00:00+00:00</th>\n",
" <td>0.000794</td>\n",
" <td>1.002406</td>\n",
" <td>759.075</td>\n",
" <td>159.990</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2016-08-23 00:00:00+00:00</th>\n",
" <td>0.001344</td>\n",
" <td>0.997335</td>\n",
" <td>762.730</td>\n",
" <td>160.340</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2016-08-24 00:00:00+00:00</th>\n",
" <td>-0.000552</td>\n",
" <td>0.993571</td>\n",
" <td>756.280</td>\n",
" <td>158.910</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2016-08-25 00:00:00+00:00</th>\n",
" <td>0.003806</td>\n",
" <td>0.996406</td>\n",
" <td>759.135</td>\n",
" <td>158.540</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2016-08-26 00:00:00+00:00</th>\n",
" <td>0.008680</td>\n",
" <td>0.993440</td>\n",
" <td>769.440</td>\n",
" <td>158.390</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2016-08-29 00:00:00+00:00</th>\n",
" <td>-0.000909</td>\n",
" <td>1.005754</td>\n",
" <td>771.540</td>\n",
" <td>159.740</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2016-08-30 00:00:00+00:00</th>\n",
" <td>-0.000420</td>\n",
" <td>0.996126</td>\n",
" <td>767.130</td>\n",
" <td>159.240</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2016-08-31 00:00:00+00:00</th>\n",
" <td>0.002120</td>\n",
" <td>0.998379</td>\n",
" <td>769.140</td>\n",
" <td>158.900</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2016-09-01 00:00:00+00:00</th>\n",
" <td>-0.003576</td>\n",
" <td>1.007524</td>\n",
" <td>770.880</td>\n",
" <td>159.580</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2016-09-02 00:00:00+00:00</th>\n",
" <td>0.001812</td>\n",
" <td>0.995739</td>\n",
" <td>772.535</td>\n",
" <td>159.565</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2016-09-06 00:00:00+00:00</th>\n",
" <td>0.009427</td>\n",
" <td>1.001175</td>\n",
" <td>789.310</td>\n",
" <td>160.210</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2016-09-07 00:00:00+00:00</th>\n",
" <td>-0.006505</td>\n",
" <td>1.007876</td>\n",
" <td>784.920</td>\n",
" <td>161.500</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2016-09-08 00:00:00+00:00</th>\n",
" <td>0.005996</td>\n",
" <td>0.988005</td>\n",
" <td>783.530</td>\n",
" <td>159.010</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2016-09-09 00:00:00+00:00</th>\n",
" <td>-0.004476</td>\n",
" <td>0.984749</td>\n",
" <td>761.200</td>\n",
" <td>155.670</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2016-09-12 00:00:00+00:00</th>\n",
" <td>-0.000033</td>\n",
" <td>1.019942</td>\n",
" <td>771.880</td>\n",
" <td>158.230</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2016-09-13 00:00:00+00:00</th>\n",
" <td>0.000773</td>\n",
" <td>0.989815</td>\n",
" <td>761.110</td>\n",
" <td>155.840</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2016-09-14 00:00:00+00:00</th>\n",
" <td>0.004385</td>\n",
" <td>0.987785</td>\n",
" <td>760.720</td>\n",
" <td>153.880</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2016-09-15 00:00:00+00:00</th>\n",
" <td>-0.000990</td>\n",
" <td>1.013132</td>\n",
" <td>770.040</td>\n",
" <td>155.710</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-06-23 00:00:00+00:00</th>\n",
" <td>0.000637</td>\n",
" <td>0.998966</td>\n",
" <td>1003.230</td>\n",
" <td>154.230</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-06-26 00:00:00+00:00</th>\n",
" <td>-0.007915</td>\n",
" <td>1.002252</td>\n",
" <td>993.520</td>\n",
" <td>155.225</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-06-27 00:00:00+00:00</th>\n",
" <td>-0.006184</td>\n",
" <td>0.999259</td>\n",
" <td>978.668</td>\n",
" <td>154.890</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-06-28 00:00:00+00:00</th>\n",
" <td>0.005992</td>\n",
" <td>1.001239</td>\n",
" <td>989.950</td>\n",
" <td>155.390</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-06-29 00:00:00+00:00</th>\n",
" <td>0.000291</td>\n",
" <td>0.992604</td>\n",
" <td>975.920</td>\n",
" <td>154.210</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-06-30 00:00:00+00:00</th>\n",
" <td>-0.004950</td>\n",
" <td>0.998371</td>\n",
" <td>968.630</td>\n",
" <td>154.010</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-07-03 00:00:00+00:00</th>\n",
" <td>-0.017883</td>\n",
" <td>1.014753</td>\n",
" <td>952.649</td>\n",
" <td>155.840</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-07-05 00:00:00+00:00</th>\n",
" <td>0.013366</td>\n",
" <td>0.987060</td>\n",
" <td>972.526</td>\n",
" <td>153.770</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-07-06 00:00:00+00:00</th>\n",
" <td>0.004389</td>\n",
" <td>0.993199</td>\n",
" <td>965.470</td>\n",
" <td>152.455</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-07-07 00:00:00+00:00</th>\n",
" <td>0.001886</td>\n",
" <td>1.003163</td>\n",
" <td>978.960</td>\n",
" <td>152.970</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-07-10 00:00:00+00:00</th>\n",
" <td>0.004704</td>\n",
" <td>1.004924</td>\n",
" <td>997.910</td>\n",
" <td>153.510</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-07-11 00:00:00+00:00</th>\n",
" <td>0.000693</td>\n",
" <td>1.000555</td>\n",
" <td>993.990</td>\n",
" <td>153.270</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-07-12 00:00:00+00:00</th>\n",
" <td>0.001536</td>\n",
" <td>1.001212</td>\n",
" <td>1006.500</td>\n",
" <td>153.810</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-07-13 00:00:00+00:00</th>\n",
" <td>-0.002498</td>\n",
" <td>1.001662</td>\n",
" <td>999.400</td>\n",
" <td>153.690</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-07-14 00:00:00+00:00</th>\n",
" <td>-0.002118</td>\n",
" <td>1.002101</td>\n",
" <td>1000.700</td>\n",
" <td>154.270</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-07-17 00:00:00+00:00</th>\n",
" <td>0.004571</td>\n",
" <td>0.995807</td>\n",
" <td>1009.650</td>\n",
" <td>153.020</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-07-18 00:00:00+00:00</th>\n",
" <td>0.002587</td>\n",
" <td>1.012954</td>\n",
" <td>1023.440</td>\n",
" <td>154.035</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-07-19 00:00:00+00:00</th>\n",
" <td>0.009454</td>\n",
" <td>0.981507</td>\n",
" <td>1026.214</td>\n",
" <td>147.290</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-07-20 00:00:00+00:00</th>\n",
" <td>-0.001488</td>\n",
" <td>1.000321</td>\n",
" <td>1029.000</td>\n",
" <td>147.820</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-07-21 00:00:00+00:00</th>\n",
" <td>0.006785</td>\n",
" <td>0.996385</td>\n",
" <td>1024.849</td>\n",
" <td>146.950</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-07-24 00:00:00+00:00</th>\n",
" <td>0.008440</td>\n",
" <td>0.993816</td>\n",
" <td>1039.680</td>\n",
" <td>146.010</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-07-25 00:00:00+00:00</th>\n",
" <td>0.002671</td>\n",
" <td>0.998173</td>\n",
" <td>1039.450</td>\n",
" <td>146.130</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-07-26 00:00:00+00:00</th>\n",
" <td>0.007847</td>\n",
" <td>0.992674</td>\n",
" <td>1052.760</td>\n",
" <td>145.270</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-07-27 00:00:00+00:00</th>\n",
" <td>-0.011926</td>\n",
" <td>0.999686</td>\n",
" <td>1044.849</td>\n",
" <td>144.950</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-07-28 00:00:00+00:00</th>\n",
" <td>0.007741</td>\n",
" <td>0.995508</td>\n",
" <td>1019.040</td>\n",
" <td>144.315</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-07-31 00:00:00+00:00</th>\n",
" <td>-0.013958</td>\n",
" <td>1.000308</td>\n",
" <td>987.250</td>\n",
" <td>144.640</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-08-01 00:00:00+00:00</th>\n",
" <td>-0.001224</td>\n",
" <td>1.001045</td>\n",
" <td>996.490</td>\n",
" <td>145.310</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-08-02 00:00:00+00:00</th>\n",
" <td>-0.001123</td>\n",
" <td>0.996678</td>\n",
" <td>995.891</td>\n",
" <td>144.400</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-08-03 00:00:00+00:00</th>\n",
" <td>-0.006547</td>\n",
" <td>1.002374</td>\n",
" <td>986.630</td>\n",
" <td>144.870</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-08-04 00:00:00+00:00</th>\n",
" <td>-0.001247</td>\n",
" <td>1.000390</td>\n",
" <td>987.020</td>\n",
" <td>145.150</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>253 rows × 4 columns</p>\n",
"</div>"
],
"text/plain": [
" Exposure Leverage amzn_close ibm_close\n",
"2016-08-04 00:00:00+00:00 0.003096 1.003300 760.960 161.410\n",
"2016-08-05 00:00:00+00:00 -0.002652 1.007467 765.890 163.450\n",
"2016-08-08 00:00:00+00:00 0.002615 0.994985 766.360 162.050\n",
"2016-08-09 00:00:00+00:00 0.001590 0.996875 767.705 161.750\n",
"2016-08-10 00:00:00+00:00 0.000042 0.998992 768.480 162.020\n",
"2016-08-11 00:00:00+00:00 -0.002797 1.007279 771.410 163.465\n",
"2016-08-12 00:00:00+00:00 0.005987 0.991420 772.520 161.970\n",
"2016-08-15 00:00:00+00:00 0.000702 0.993980 768.330 161.870\n",
"2016-08-16 00:00:00+00:00 -0.000795 0.997210 764.645 160.730\n",
"2016-08-17 00:00:00+00:00 0.001646 0.996850 764.192 160.370\n",
"2016-08-18 00:00:00+00:00 0.000044 1.001224 764.230 161.400\n",
"2016-08-19 00:00:00+00:00 0.000217 0.995336 757.420 160.070\n",
"2016-08-22 00:00:00+00:00 0.000794 1.002406 759.075 159.990\n",
"2016-08-23 00:00:00+00:00 0.001344 0.997335 762.730 160.340\n",
"2016-08-24 00:00:00+00:00 -0.000552 0.993571 756.280 158.910\n",
"2016-08-25 00:00:00+00:00 0.003806 0.996406 759.135 158.540\n",
"2016-08-26 00:00:00+00:00 0.008680 0.993440 769.440 158.390\n",
"2016-08-29 00:00:00+00:00 -0.000909 1.005754 771.540 159.740\n",
"2016-08-30 00:00:00+00:00 -0.000420 0.996126 767.130 159.240\n",
"2016-08-31 00:00:00+00:00 0.002120 0.998379 769.140 158.900\n",
"2016-09-01 00:00:00+00:00 -0.003576 1.007524 770.880 159.580\n",
"2016-09-02 00:00:00+00:00 0.001812 0.995739 772.535 159.565\n",
"2016-09-06 00:00:00+00:00 0.009427 1.001175 789.310 160.210\n",
"2016-09-07 00:00:00+00:00 -0.006505 1.007876 784.920 161.500\n",
"2016-09-08 00:00:00+00:00 0.005996 0.988005 783.530 159.010\n",
"2016-09-09 00:00:00+00:00 -0.004476 0.984749 761.200 155.670\n",
"2016-09-12 00:00:00+00:00 -0.000033 1.019942 771.880 158.230\n",
"2016-09-13 00:00:00+00:00 0.000773 0.989815 761.110 155.840\n",
"2016-09-14 00:00:00+00:00 0.004385 0.987785 760.720 153.880\n",
"2016-09-15 00:00:00+00:00 -0.000990 1.013132 770.040 155.710\n",
"... ... ... ... ...\n",
"2017-06-23 00:00:00+00:00 0.000637 0.998966 1003.230 154.230\n",
"2017-06-26 00:00:00+00:00 -0.007915 1.002252 993.520 155.225\n",
"2017-06-27 00:00:00+00:00 -0.006184 0.999259 978.668 154.890\n",
"2017-06-28 00:00:00+00:00 0.005992 1.001239 989.950 155.390\n",
"2017-06-29 00:00:00+00:00 0.000291 0.992604 975.920 154.210\n",
"2017-06-30 00:00:00+00:00 -0.004950 0.998371 968.630 154.010\n",
"2017-07-03 00:00:00+00:00 -0.017883 1.014753 952.649 155.840\n",
"2017-07-05 00:00:00+00:00 0.013366 0.987060 972.526 153.770\n",
"2017-07-06 00:00:00+00:00 0.004389 0.993199 965.470 152.455\n",
"2017-07-07 00:00:00+00:00 0.001886 1.003163 978.960 152.970\n",
"2017-07-10 00:00:00+00:00 0.004704 1.004924 997.910 153.510\n",
"2017-07-11 00:00:00+00:00 0.000693 1.000555 993.990 153.270\n",
"2017-07-12 00:00:00+00:00 0.001536 1.001212 1006.500 153.810\n",
"2017-07-13 00:00:00+00:00 -0.002498 1.001662 999.400 153.690\n",
"2017-07-14 00:00:00+00:00 -0.002118 1.002101 1000.700 154.270\n",
"2017-07-17 00:00:00+00:00 0.004571 0.995807 1009.650 153.020\n",
"2017-07-18 00:00:00+00:00 0.002587 1.012954 1023.440 154.035\n",
"2017-07-19 00:00:00+00:00 0.009454 0.981507 1026.214 147.290\n",
"2017-07-20 00:00:00+00:00 -0.001488 1.000321 1029.000 147.820\n",
"2017-07-21 00:00:00+00:00 0.006785 0.996385 1024.849 146.950\n",
"2017-07-24 00:00:00+00:00 0.008440 0.993816 1039.680 146.010\n",
"2017-07-25 00:00:00+00:00 0.002671 0.998173 1039.450 146.130\n",
"2017-07-26 00:00:00+00:00 0.007847 0.992674 1052.760 145.270\n",
"2017-07-27 00:00:00+00:00 -0.011926 0.999686 1044.849 144.950\n",
"2017-07-28 00:00:00+00:00 0.007741 0.995508 1019.040 144.315\n",
"2017-07-31 00:00:00+00:00 -0.013958 1.000308 987.250 144.640\n",
"2017-08-01 00:00:00+00:00 -0.001224 1.001045 996.490 145.310\n",
"2017-08-02 00:00:00+00:00 -0.001123 0.996678 995.891 144.400\n",
"2017-08-03 00:00:00+00:00 -0.006547 1.002374 986.630 144.870\n",
"2017-08-04 00:00:00+00:00 -0.001247 1.000390 987.020 145.150\n",
"\n",
"[253 rows x 4 columns]"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"bt.recorded_vars"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f7e8017d588>"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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P+WFZtpeKBkQrNrIEqApb0RiGYZji4MJmghAjVm1WbJgJI2w9YytafpiWBVmWUCk7VrOO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UwjVkhPodTYWGHzAJov0BNiI3Qw9+yIP8BoDbY6ImJj8cNypdLApx5/A//i/3wKz7wy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\nRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f7e80140048>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"bt.recorded_vars['Leverage'].plot()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f7e7fd4b5c0>"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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1IEogfvu2XRjYmMW3f3QKx9+ccfy7sekc3xCwWqCyIwhqfCbo5PAsPvaXT/Lg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\nXFx49dVX8fL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"text/plain": [
"<matplotlib.figure.Figure at 0x7f7e800aaeb8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"bt.recorded_vars['Exposure'].plot()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Exemple à fort effet de levier\n",
"\n",
"Vous pouvez en fait spécifier d'emprunter sur marge (NON RECOMMANDÉ)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"def initialize(context):\n",
" context.amzn = sid(16841)\n",
" context.ibm = sid(3766)\n",
" \n",
" schedule_function(rebalance,date_rules.every_day(),time_rules.market_open())\n",
" schedule_function(record_vars,date_rules.every_day(),time_rules.market_close())\n",
" \n",
"def rebalance(context,data):\n",
" order_target_percent(context.ibm,-2.0)\n",
" order_target_percent(context.amzn,2.0)\n",
" \n",
"def record_vars(context,data):\n",
" record(amzn_close=data.current(context.amzn,'close'))\n",
" record(ibm_close=data.current(context.ibm,'close'))\n",
" record(Leverage = context.account.leverage)\n",
" record(Exposure = context.account.net_leverage)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"100% Time: 0:00:00|##########################################################|\n"
]
}
],
"source": [
"bt = get_backtest('5e99e723b7582d4574188c70')"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f7e7fd3c630>"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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MAxhCWmB1s59F/Bh6BabKGpieI9REVRpkCQRff3G/66IGZkgDaEL6yfpWGfaQ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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f7e7edfc080>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"bt.recorded_vars['Leverage'].plot()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Fixer une limite stricte à l'effet de levier\n",
"\n",
"http://www.zipline.io/appendix.html?highlight=leverage#zipline.api.set_max_leverage"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"def initialize(context):\n",
" context.amzn = sid(16841)\n",
" context.ibm = sid(3766)\n",
" \n",
" set_max_leverage(1.03)\n",
" \n",
" schedule_function(rebalance,date_rules.every_day(),time_rules.market_open())\n",
" schedule_function(record_vars,date_rules.every_day(),time_rules.market_close())\n",
" \n",
"def rebalance(context,data):\n",
" order_target_percent(context.ibm,-0.5)\n",
" order_target_percent(context.amzn,0.5)\n",
" \n",
"def record_vars(context,data):\n",
" record(amzn_close=data.current(context.amzn,'close'))\n",
" record(ibm_close=data.current(context.ibm,'close'))\n",
" record(Leverage = context.account.leverage)\n",
" record(Exposure = context.account.net_leverage)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3.5",
"language": "python",
"name": "py35"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.5.9"
}
},
"nbformat": 4,
"nbformat_minor": 2
}