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            "Development Status :: 4 - Beta",
            "Intended Audience :: Developers",
            "Intended Audience :: Financial and Insurance Industry",
            "License :: OSI Approved :: MIT License",
            "Operating System :: OS Independent",
            "Programming Language :: Python",
            "Programming Language :: Python :: 3",
            "Programming Language :: Python :: 3.6",
            "Programming Language :: Python :: 3.7",
            "Programming Language :: Python :: 3.8",
            "Topic :: Office/Business :: Financial :: Investment"
        ],
        "description": "# oanda-backtest\n\n[![PyPI](https://img.shields.io/pypi/v/oanda-backtest)](https://pypi.org/project/oanda-backtest/)\n[![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](https://opensource.org/licenses/MIT)\n[![codecov](https://codecov.io/gh/10mohi6/oanda-backtest-python/branch/master/graph/badge.svg)](https://codecov.io/gh/10mohi6/oanda-backtest-python)\n[![Build Status](https://travis-ci.com/10mohi6/oanda-backtest-python.svg?branch=master)](https://travis-ci.com/10mohi6/oanda-backtest-python)\n[![PyPI - Python Version](https://img.shields.io/pypi/pyversions/oanda-backtest)](https://pypi.org/project/oanda-backtest/)\n[![Downloads](https://pepy.tech/badge/oanda-backtest)](https://pepy.tech/project/oanda-backtest)\n\noanda-backtest is a python library for backtest with oanda fx trade rest api on Python 3.6 and above.\n\n\n## Installation\n\n    $ pip install oanda-backtest\n\n## Usage\n\n### basic\n```python\nfrom oanda_backtest import Backtest\n\nbt = Backtest(access_token='<your access token>', environment='practice')\nbt.candles(\"EUR_USD\")\nfast_ma = bt.sma(period=5)\nslow_ma = bt.sma(period=25)\nbt.sell_exit = bt.buy_entry = (fast_ma > slow_ma) & (fast_ma.shift() <= slow_ma.shift())\nbt.buy_exit = bt.sell_entry = (fast_ma < slow_ma) & (fast_ma.shift() >= slow_ma.shift())\nbt.run()\nbt.plot()\n```\n\n### advanced\n```python\nfrom oanda_backtest import Backtest\n\nbt = Backtest(access_token='<your access token>', environment='practice')\nfilepath='usd-jpy-h1.csv'\nif bt.exists(filepath):\n    bt.read_csv(filepath)\nelse:\n    params = {\n        \"granularity\": \"H1\",  # 1 hour candlesticks (default=S5)\n        \"count\": 5000 # 5000 candlesticks (default=500, maximum=5000)\n    }\n    bt.candles(\"USD_JPY\", params)\n    bt.to_csv(filepath)\n\nfast_ma = bt.sma(period=10)\nslow_ma = bt.sma(period=30)\nexit_ma = bt.sma(period=5)\nbt.buy_entry = (fast_ma > slow_ma) & (fast_ma.shift() <= slow_ma.shift())\nbt.sell_entry = (fast_ma < slow_ma) & (fast_ma.shift() >= slow_ma.shift())\nbt.buy_exit = (bt.C < exit_ma) & (bt.C.shift() >= exit_ma.shift())\nbt.sell_exit = (bt.C > exit_ma) & (bt.C.shift() <= exit_ma.shift())\n\nbt.initial_deposit = 100000 # default=0\nbt.units = 1000 # currency unit (default=10000)\nbt.stop_loss = 50 # stop loss pips (default=0)\nbt.take_profit = 100 # take profit pips (default=0)\n\nprint(bt.run())\nbt.plot(\"backtest.png\")\n\n```\n\n```python\ntotal profit        1989.000\ntotal trades         171.000\nwin rate              35.088\nprofit factor          1.198\nmaximum drawdown    2745.000\nrecovery factor        0.725\nriskreward ratio       2.236\nsharpe ratio           0.050\naverage return        10.666\nstop loss              5.000\ntake profit            5.000\n```\n![advanced.png](https://raw.githubusercontent.com/10mohi6/oanda-backtest-python/master/tests/advanced.png)\n\n\n## Supported indicators\n- Simple Moving Average 'sma'\n- Exponential Moving Average 'ema'\n- Moving Average Convergence Divergence 'macd'\n- Relative Strenght Index 'rsi'\n- Bollinger Bands 'bband'\n- Stochastic Oscillator 'stoch'\n- Market Momentum 'mom'\n\n\n## Getting started\n\nFor help getting started with OANDA REST API, view our online [documentation](https://developer.oanda.com/rest-live-v20/introduction/).\n\n\n## Contributing\n\n1. Fork it\n2. Create your feature branch (`git checkout -b my-new-feature`)\n3. Commit your changes (`git commit -am 'Add some feature'`)\n4. Push to the branch (`git push origin my-new-feature`)\n5. Create new Pull Request\n\n",
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