{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/olegpolakow/miniconda3/lib/python3.7/site-packages/ipykernel_launcher.py:41: UserWarning:\n",
"\n",
"Data contains NaNs. Use `fillna` argument or `show` method in case of visualization issues.\n",
"\n"
]
},
{
"data": {
"image/svg+xml": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import vectorbt as vbt\n",
"import numpy as np\n",
"from itertools import combinations, product\n",
"\n",
"# Fetch daily price of Bitcoin\n",
"price = vbt.YFData.download(\"BTC-USD\", start='2017-01-01 UTC').get('Close')\n",
"price, _ = price.vbt.range_split(n=3)\n",
"\n",
"# Define hyper-parameter space\n",
"# 49 fast x 49 slow x 19 signal\n",
"fast_windows, slow_windows, signal_windows = vbt.utils.params.create_param_combs(\n",
" (product, (combinations, np.arange(2, 51, 1), 2), np.arange(2, 21, 1)))\n",
"\n",
"# Run MACD indicator\n",
"macd_ind = vbt.MACD.run(\n",
" price,\n",
" fast_window=fast_windows,\n",
" slow_window=slow_windows,\n",
" signal_window=signal_windows\n",
")\n",
"\n",
"# Long when MACD is above zero AND signal\n",
"entries = macd_ind.macd_above(0) & macd_ind.macd_above(macd_ind.signal)\n",
"\n",
"# Short when MACD is below zero OR signal\n",
"exits = macd_ind.macd_below(0) | macd_ind.macd_below(macd_ind.signal)\n",
"\n",
"# Build portfolio\n",
"pf = vbt.Portfolio.from_signals(\n",
" price.vbt.tile(len(fast_windows)), entries, exits, fees=0.001, freq='1D')\n",
"\n",
"# Draw all window combinations as a 3D volume\n",
"fig = pf.total_return().vbt.volume(\n",
" x_level='macd_fast_window',\n",
" y_level='macd_slow_window',\n",
" z_level='macd_signal_window',\n",
" slider_level='split_idx',\n",
" trace_kwargs=dict(\n",
" colorbar=dict(\n",
" title='Total return', \n",
" tickformat='%'\n",
" )\n",
" )\n",
")\n",
"fig.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"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": "3.7.3"
},
"widgets": {
"application/vnd.jupyter.widget-state+json": {
"state": {
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