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changtimwu/vectorbt_t1.ipynb

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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "vectorbt_t1.ipynb",
"provenance": [],
"collapsed_sections": [],
"authorship_tag": "ABX9TyMrGoojsGO7DNk6TNIPgJbk",
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"language_info": {
"name": "python"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/changtimwu/b850ef6df713e1097992112d5dc38f3a/vectorbt_t1.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 35
},
"id": "pzMgpDgPjh3O",
"outputId": "c3b562c5-c178-412d-fc09-4ea38ddaddaf"
},
"outputs": [
{
"output_type": "execute_result",
"data": {
"application/vnd.google.colaboratory.intrinsic+json": {
"type": "string"
},
"text/plain": [
"'1.21.5'"
]
},
"metadata": {},
"execution_count": 7
}
],
"source": [
"import numpy as np\n",
"np.__version__\n"
]
},
{
"cell_type": "code",
"source": [
"!pip install -U vectorbt yfinance"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "7r9kX5RrpPzZ",
"outputId": "e4b6e9b8-9e21-4070-a23f-c5c2aed9d00c"
},
"execution_count": 3,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Collecting vectorbt\n",
" Downloading vectorbt-0.23.2.tar.gz (476 kB)\n",
"\u001b[K |████████████████████████████████| 476 kB 23.4 MB/s \n",
"\u001b[?25hCollecting yfinance\n",
" Downloading yfinance-0.1.70-py2.py3-none-any.whl (26 kB)\n",
"Requirement already satisfied: numpy>=1.16.5 in /usr/local/lib/python3.7/dist-packages (from vectorbt) (1.21.5)\n",
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"Requirement already satisfied: tqdm in /usr/local/lib/python3.7/dist-packages (from vectorbt) (4.62.3)\n",
"Collecting dateparser\n",
" Downloading dateparser-1.1.0-py2.py3-none-any.whl (288 kB)\n",
"\u001b[K |████████████████████████████████| 288 kB 49.2 MB/s \n",
"\u001b[?25hRequirement already satisfied: imageio in /usr/local/lib/python3.7/dist-packages (from vectorbt) (2.4.1)\n",
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"Collecting schedule\n",
" Downloading schedule-1.1.0-py2.py3-none-any.whl (10 kB)\n",
"Requirement already satisfied: requests in /usr/local/lib/python3.7/dist-packages (from vectorbt) (2.23.0)\n",
"Requirement already satisfied: pytz in /usr/local/lib/python3.7/dist-packages (from vectorbt) (2018.9)\n",
"Collecting mypy_extensions\n",
" Downloading mypy_extensions-0.4.3-py2.py3-none-any.whl (4.5 kB)\n",
"Requirement already satisfied: typing_extensions in /usr/local/lib/python3.7/dist-packages (from vectorbt) (3.10.0.2)\n",
"Collecting numba==0.53.1\n",
" Downloading numba-0.53.1-cp37-cp37m-manylinux2014_x86_64.whl (3.4 MB)\n",
"\u001b[K |████████████████████████████████| 3.4 MB 48.3 MB/s \n",
"\u001b[?25hRequirement already satisfied: setuptools in /usr/local/lib/python3.7/dist-packages (from numba==0.53.1->vectorbt) (57.4.0)\n",
"Collecting llvmlite<0.37,>=0.36.0rc1\n",
" Downloading llvmlite-0.36.0-cp37-cp37m-manylinux2010_x86_64.whl (25.3 MB)\n",
"\u001b[K |████████████████████████████████| 25.3 MB 1.7 MB/s \n",
"\u001b[?25hRequirement already satisfied: widgetsnbextension~=3.5.0 in /usr/local/lib/python3.7/dist-packages (from ipywidgets>=7.0.0->vectorbt) (3.5.2)\n",
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"Requirement already satisfied: attrs>=17.4.0 in /usr/local/lib/python3.7/dist-packages (from jsonschema!=2.5.0,>=2.4->nbformat>=4.2.0->ipywidgets>=7.0.0->vectorbt) (21.4.0)\n",
"Requirement already satisfied: zipp>=3.1.0 in /usr/local/lib/python3.7/dist-packages (from importlib-resources>=1.4.0->jsonschema!=2.5.0,>=2.4->nbformat>=4.2.0->ipywidgets>=7.0.0->vectorbt) (3.7.0)\n",
"Requirement already satisfied: six in /usr/local/lib/python3.7/dist-packages (from plotly>=4.12.0->vectorbt) (1.15.0)\n",
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"Requirement already satisfied: notebook>=4.4.1 in /usr/local/lib/python3.7/dist-packages (from widgetsnbextension~=3.5.0->ipywidgets>=7.0.0->vectorbt) (5.3.1)\n",
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"Requirement already satisfied: Send2Trash in /usr/local/lib/python3.7/dist-packages (from notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets>=7.0.0->vectorbt) (1.8.0)\n",
"Requirement already satisfied: nbconvert in /usr/local/lib/python3.7/dist-packages (from notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets>=7.0.0->vectorbt) (5.6.1)\n",
"Requirement already satisfied: terminado>=0.8.1 in /usr/local/lib/python3.7/dist-packages (from notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets>=7.0.0->vectorbt) (0.13.1)\n",
"Requirement already satisfied: python-dateutil>=2.1 in /usr/local/lib/python3.7/dist-packages (from jupyter-client->ipykernel>=4.5.1->ipywidgets>=7.0.0->vectorbt) (2.8.2)\n",
"Requirement already satisfied: pyzmq>=13 in /usr/local/lib/python3.7/dist-packages (from jupyter-client->ipykernel>=4.5.1->ipywidgets>=7.0.0->vectorbt) (22.3.0)\n",
"Requirement already satisfied: ptyprocess in /usr/local/lib/python3.7/dist-packages (from terminado>=0.8.1->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets>=7.0.0->vectorbt) (0.7.0)\n",
"Collecting requests\n",
" Downloading requests-2.27.1-py2.py3-none-any.whl (63 kB)\n",
"\u001b[K |████████████████████████████████| 63 kB 1.9 MB/s \n",
"\u001b[?25hCollecting lxml>=4.5.1\n",
" Downloading lxml-4.8.0-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.manylinux_2_24_x86_64.whl (6.4 MB)\n",
"\u001b[K |████████████████████████████████| 6.4 MB 54.8 MB/s \n",
"\u001b[?25hRequirement already satisfied: multitasking>=0.0.7 in /usr/local/lib/python3.7/dist-packages (from yfinance) (0.0.10)\n",
"Requirement already satisfied: urllib3<1.27,>=1.21.1 in /usr/local/lib/python3.7/dist-packages (from requests->vectorbt) (1.24.3)\n",
"Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.7/dist-packages (from requests->vectorbt) (2021.10.8)\n",
"Requirement already satisfied: charset-normalizer~=2.0.0 in /usr/local/lib/python3.7/dist-packages (from requests->vectorbt) (2.0.12)\n",
"Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.7/dist-packages (from requests->vectorbt) (2.10)\n",
"Requirement already satisfied: tzlocal in /usr/local/lib/python3.7/dist-packages (from dateparser->vectorbt) (1.5.1)\n",
"Requirement already satisfied: regex!=2019.02.19,!=2021.8.27 in /usr/local/lib/python3.7/dist-packages (from dateparser->vectorbt) (2019.12.20)\n",
"Requirement already satisfied: pillow in /usr/local/lib/python3.7/dist-packages (from imageio->vectorbt) (7.1.2)\n",
"Requirement already satisfied: MarkupSafe>=0.23 in /usr/local/lib/python3.7/dist-packages (from jinja2->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets>=7.0.0->vectorbt) (2.0.1)\n",
"Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib->vectorbt) (3.0.7)\n",
"Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.7/dist-packages (from matplotlib->vectorbt) (0.11.0)\n",
"Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib->vectorbt) (1.3.2)\n",
"Requirement already satisfied: entrypoints>=0.2.2 in /usr/local/lib/python3.7/dist-packages (from nbconvert->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets>=7.0.0->vectorbt) (0.4)\n",
"Requirement already satisfied: testpath in /usr/local/lib/python3.7/dist-packages (from nbconvert->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets>=7.0.0->vectorbt) (0.6.0)\n",
"Requirement already satisfied: pandocfilters>=1.4.1 in /usr/local/lib/python3.7/dist-packages (from nbconvert->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets>=7.0.0->vectorbt) (1.5.0)\n",
"Requirement already satisfied: defusedxml in /usr/local/lib/python3.7/dist-packages (from nbconvert->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets>=7.0.0->vectorbt) (0.7.1)\n",
"Requirement already satisfied: bleach in /usr/local/lib/python3.7/dist-packages (from nbconvert->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets>=7.0.0->vectorbt) (4.1.0)\n",
"Requirement already satisfied: mistune<2,>=0.8.1 in /usr/local/lib/python3.7/dist-packages (from nbconvert->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets>=7.0.0->vectorbt) (0.8.4)\n",
"Requirement already satisfied: packaging in /usr/local/lib/python3.7/dist-packages (from bleach->nbconvert->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets>=7.0.0->vectorbt) (21.3)\n",
"Requirement already satisfied: webencodings in /usr/local/lib/python3.7/dist-packages (from bleach->nbconvert->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets>=7.0.0->vectorbt) (0.5.1)\n",
"Requirement already satisfied: joblib>=0.11 in /usr/local/lib/python3.7/dist-packages (from scikit-learn->vectorbt) (1.1.0)\n",
"Requirement already satisfied: threadpoolctl>=2.0.0 in /usr/local/lib/python3.7/dist-packages (from scikit-learn->vectorbt) (3.1.0)\n",
"Building wheels for collected packages: vectorbt\n",
" Building wheel for vectorbt (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
" Created wheel for vectorbt: filename=vectorbt-0.23.2-py3-none-any.whl size=522432 sha256=1bab302f104411bbd3eab70d05c1a0087c74b77f9c42f382ab3068e1c5c125cd\n",
" Stored in directory: /root/.cache/pip/wheels/5b/db/78/000298dd55438dd3d1f43e921319bae160b6331ac79ca3bf61\n",
"Successfully built vectorbt\n",
"Installing collected packages: llvmlite, schedule, requests, numba, mypy-extensions, lxml, dateparser, yfinance, vectorbt\n",
" Attempting uninstall: llvmlite\n",
" Found existing installation: llvmlite 0.34.0\n",
" Uninstalling llvmlite-0.34.0:\n",
" Successfully uninstalled llvmlite-0.34.0\n",
" Attempting uninstall: requests\n",
" Found existing installation: requests 2.23.0\n",
" Uninstalling requests-2.23.0:\n",
" Successfully uninstalled requests-2.23.0\n",
" Attempting uninstall: numba\n",
" Found existing installation: numba 0.51.2\n",
" Uninstalling numba-0.51.2:\n",
" Successfully uninstalled numba-0.51.2\n",
" Attempting uninstall: lxml\n",
" Found existing installation: lxml 4.2.6\n",
" Uninstalling lxml-4.2.6:\n",
" Successfully uninstalled lxml-4.2.6\n",
"\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n",
"google-colab 1.0.0 requires requests~=2.23.0, but you have requests 2.27.1 which is incompatible.\n",
"datascience 0.10.6 requires folium==0.2.1, but you have folium 0.8.3 which is incompatible.\u001b[0m\n",
"Successfully installed dateparser-1.1.0 llvmlite-0.36.0 lxml-4.8.0 mypy-extensions-0.4.3 numba-0.53.1 requests-2.27.1 schedule-1.1.0 vectorbt-0.23.2 yfinance-0.1.70\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"import vectorbt as vbt\n",
"\n",
"price = vbt.YFData.download('BTC-USD').get('Close')\n",
"\n",
"pf = vbt.Portfolio.from_holding(price, init_cash=101)\n",
"pf.total_profit()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "MCuWoV__pJ8c",
"outputId": "4cfd75a2-25fd-4370-dc21-1d375b28a79e"
},
"execution_count": 4,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"9635.935072325552"
]
},
"metadata": {},
"execution_count": 4
}
]
},
{
"cell_type": "code",
"source": [
"fast_ma = vbt.MA.run(price, 10)\n",
"slow_ma = vbt.MA.run(price, 50)\n",
"entries = fast_ma.ma_crossed_above(slow_ma)\n",
"exits = fast_ma.ma_crossed_below(slow_ma)\n",
"\n",
"pf = vbt.Portfolio.from_signals(price, entries, exits, init_cash=100)\n",
"pf.total_profit()"
],
"metadata": {
"id": "_9ISOLm4pOWM",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "9e1dfce6-88fc-44ef-acb7-5e3593e0e39e"
},
"execution_count": 5,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"16657.857561429635"
]
},
"metadata": {},
"execution_count": 5
}
]
},
{
"cell_type": "code",
"source": [
"symbols = [\"BTC-USD\", \"ETH-USD\"]\n",
"price = vbt.YFData.download(symbols, missing_index='drop').get('Close')\n",
"\n",
"n = np.random.randint(10, 101, size=1000).tolist()\n",
"pf = vbt.Portfolio.from_random_signals(price, n=n, init_cash=100, seed=42)\n",
"\n",
"mean_expectancy = pf.trades.expectancy().groupby(['randnx_n', 'symbol']).mean()\n",
"fig = mean_expectancy.unstack().vbt.scatterplot(xaxis_title='randnx_n', yaxis_title='mean_expectancy')\n",
"fig.show()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 422
},
"id": "bMwgRUFkshOx",
"outputId": "9431d128-62d5-4aa7-b48d-52066da902bd"
},
"execution_count": 8,
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": [
"/usr/local/lib/python3.7/dist-packages/vectorbt/data/base.py:527: UserWarning: Symbols have mismatching index. Dropping missing data points.\n",
" data = cls.align_index(data, missing=missing_index)\n"
]
},
{
"output_type": "display_data",
"data": {
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{
"cell_type": "code",
"source": [
"symbols = [\"BTC-USD\", \"ETH-USD\", \"LTC-USD\"]\n",
"price = vbt.YFData.download(symbols, missing_index='drop').get('Close')\n",
"\n",
"windows = np.arange(2, 101)\n",
"fast_ma, slow_ma = vbt.MA.run_combs(price, window=windows, r=2, short_names=['fast', 'slow'])\n",
"entries = fast_ma.ma_crossed_above(slow_ma)\n",
"exits = fast_ma.ma_crossed_below(slow_ma)\n",
"\n",
"pf_kwargs = dict(size=np.inf, fees=0.001, freq='1D')\n",
"pf = vbt.Portfolio.from_signals(price, entries, exits, **pf_kwargs)\n",
"\n",
"fig = pf.total_return().vbt.heatmap(\n",
" x_level='fast_window', y_level='slow_window', slider_level='symbol', symmetric=True,\n",
" trace_kwargs=dict(colorbar=dict(title='Total return', tickformat='%')))\n",
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],
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"height": 643
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"id": "-f1imisStT9q",
"outputId": "77078ef5-205a-45b2-d685-7b99a19a8558"
},
"execution_count": 9,
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": [
"/usr/local/lib/python3.7/dist-packages/vectorbt/data/base.py:527: UserWarning:\n",
"\n",
"Symbols have mismatching index. Dropping missing data points.\n",
"\n"
]
},
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{
"cell_type": "code",
"source": [
"pf[(10, 20, 'ETH-USD')].stats()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "hz4mvVgPtj8A",
"outputId": "58d37041-7a5f-4f44-9e9b-438e3f8cc77d"
},
"execution_count": 10,
"outputs": [
{
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"data": {
"text/plain": [
"Start 2017-11-09 00:00:00+00:00\n",
"End 2022-03-01 00:00:00+00:00\n",
"Period 1574 days 00:00:00\n",
"Start Value 100.0\n",
"End Value 1477.648187\n",
"Total Return [%] 1377.648187\n",
"Benchmark Return [%] 823.83614\n",
"Max Gross Exposure [%] 100.0\n",
"Total Fees Paid 38.71286\n",
"Max Drawdown [%] 70.734951\n",
"Max Drawdown Duration 759 days 00:00:00\n",
"Total Trades 38\n",
"Total Closed Trades 38\n",
"Total Open Trades 0\n",
"Open Trade PnL 0.0\n",
"Win Rate [%] 47.368421\n",
"Best Trade [%] 120.511071\n",
"Worst Trade [%] -27.772271\n",
"Avg Winning Trade [%] 35.698238\n",
"Avg Losing Trade [%] -11.117578\n",
"Avg Winning Trade Duration 36 days 05:20:00\n",
"Avg Losing Trade Duration 7 days 21:36:00\n",
"Profit Factor 2.051045\n",
"Expectancy 36.2539\n",
"Sharpe Ratio 1.2408\n",
"Calmar Ratio 1.226136\n",
"Omega Ratio 1.290564\n",
"Sortino Ratio 1.878886\n",
"Name: (10, 20, ETH-USD), dtype: object"
]
},
"metadata": {},
"execution_count": 10
}
]
},
{
"cell_type": "code",
"source": [
"pf[(10, 20, 'ETH-USD')].plot().show()"
],
"metadata": {
"id": "j7ou5yw3uZej",
"outputId": "5969ad55-b74a-406a-cd41-eda6d8f73a37",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 977
}
},
"execution_count": 11,
"outputs": [
{
"output_type": "display_data",
"data": {
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