diff --git a/README.md b/README.md index 81e1706..157a697 100644 --- a/README.md +++ b/README.md @@ -1,17 +1,11 @@ pinkfish ====== +**06-13-2020: Add Portfolio cabability, i.e. multiple stocks at the same time (see portfolio example)** +**06-13-2020: Support ended for Python2.7. Now Pinkfish is Python3 only** **02-16-2020: Download latest time series for every S&P 500 component (see sp500-components-timeseries example)** **02-16-2020: Update your entire ticker symbol cache to latest time series (see update-cache-symbols example)** **01-31-2020: Add basic multi symbol support (see trade-two-symbols example)** -**12-27-2019: Integration with Quantopian's pyfolio and empyrical libraries (see pyfolio-empyrical example)** -**12-24-2019: Use trade_log to create trade_state column in daily_balance. No longer need to manually set trade_state** -**12-20-2019: Add capability to merge like trades (all buys or all sells) that occur on same day (see merge-trades example)** -**12-13-2019: Add calendar columns to a dataframe (see sell-in-may-and-go-away example)** -**11-12-2019: Add prettier_graphs (see double-7s example)** -**11-01-2019: Add monthly and holding_period tables (see buy-and-hold example)** -**10-18-2019: Add capability to maintain a certain value, shares, or percent in a security (see percent-allocate example)** -**07-31-2019: First major update since original release - Add scale-in and scale-out capability** A backtester and spreadsheet library for security analysis. diff --git a/examples/README.md b/examples/README.md index 9ad8a5c..f0dca92 100644 --- a/examples/README.md +++ b/examples/README.md @@ -1,6 +1,6 @@ # Example trading strategies -- `buy-and-hold`: simple buy and hold strategy; demonstrate monthly and holding period tables +- `buy-and-hold`: simple buy and hold strategy - `double-7s`: buy on X day low, sell on X day high (use closing prices) - `double-7s-intra`: buy on X day low, sell on X day high (use intraday prices) - `double-7s-open`: same as double-7s, but sell next open instead of current close @@ -10,12 +10,16 @@ - `momentum`: A stock that's going up tends to keep going up...until it doesn't - `percent-allocate`: maintain a certain percentage allocation to a security - `pinkfish-challenge`: buy on the close on the SAME day a new 20 day high is set +- `portfolio`: backtest a portfolio of stocks - `pyfolio-empyrical`: demonstrates integration with quantopian's pyfolio and empyrical libraries - `scaling-in`: scale in strategy - `scaling-in-out`: scale in and out strategy - `scaling-out`: scale out strategy - `sell-in-may-and-go-away`: demonstration of using the calendar module - `sma-percent-band`: trading strategy using price vs long term sma; percent band around sma used for hysteresis +- `sp500-components-timeseries`: get timeseries of all components in sp500 - `spreadsheet`: make a read only spreadsheet within jupyter notebook - `ta-lib-tutorial`: a tutorial on using the ta-lib technical analysis library - `trade-two-symbols`: same as golden-cross example, except hold GLD when not in SPY; demonstrates trading 2 symbols +- `trading-evolved`: demonstrate monthly returns, holding period returns, and prettier graphs +- `update-cache-symbols`: utility to update all the symbols in your data cache \ No newline at end of file diff --git a/examples/buy-and-hold/strategy.ipynb b/examples/buy-and-hold/strategy.ipynb index 6c2191b..1f779d1 100644 --- a/examples/buy-and-hold/strategy.ipynb +++ b/examples/buy-and-hold/strategy.ipynb @@ -20,62 +20,12 @@ }, "outputs": [], "source": [ - "# use future imports for python 3.x forward compatibility\n", - "from __future__ import print_function\n", - "from __future__ import unicode_literals\n", - "from __future__ import division\n", - "from __future__ import absolute_import\n", - "\n", "# other imports\n", "import pandas as pd\n", - "import matplotlib.pyplot as plt\n", "import datetime\n", - "from talib.abstract import *\n", "\n", "# project imports\n", - "import pinkfish as pf\n", - "\n", - "# format price data\n", - "pd.options.display.float_format = '{:0.2f}'.format\n", - "\n", - "%matplotlib inline" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "ExecuteTime": { - "end_time": "2020-02-16T23:04:46.366138Z", - "start_time": "2020-02-16T23:04:46.355741Z" - } - }, - "outputs": [], - "source": [ - "# set size of inline plots\n", - "'''note: rcParams can't be in same cell as import matplotlib\n", - " or %matplotlib inline\n", - " \n", - " %matplotlib notebook: will lead to interactive plots embedded within\n", - " the notebook, you can zoom and resize the figure\n", - " \n", - " %matplotlib inline: only draw static images in the notebook\n", - "'''\n", - "plt.rcParams[\"figure.figsize\"] = (10, 7)" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "ExecuteTime": { - "end_time": "2020-02-16T23:04:46.377986Z", - "start_time": "2020-02-16T23:04:46.371312Z" - } - }, - "outputs": [], - "source": [ - "pf.DEBUG = False " + "import pinkfish as pf" ] }, { @@ -87,7 +37,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2020-02-16T23:04:46.391293Z", @@ -96,8 +46,7 @@ }, "outputs": [], "source": [ - "symbol = '^GSPC'\n", - "#symbol = 'SPY'\n", + "symbol = 'SPY'\n", "capital = 10000\n", "start = datetime.datetime(1900, 1, 1)\n", "end = datetime.datetime.now()" @@ -107,114 +56,73 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Define Strategy Class" + "Timeseries" ] }, { "cell_type": "code", - "execution_count": 5, - "metadata": { - "ExecuteTime": { - "end_time": "2020-02-16T23:04:46.487324Z", - "start_time": "2020-02-16T23:04:46.397308Z" - } - }, + "execution_count": 3, + "metadata": {}, "outputs": [], "source": [ - "class Strategy(object):\n", + "# fetch timeseries, select, finalize\n", + "ts = pf.fetch_timeseries(symbol)\n", + "ts = pf.select_tradeperiod(ts, start, end, use_adj=True, pad=False)\n", + "ts, start = pf.finalize_timeseries(ts, start)\n", "\n", - " def __init__(self, symbol, capital, start, end):\n", - " self._symbol = symbol\n", - " self._capital = capital\n", - " self._start = start\n", - " self._end = end\n", - "\n", - " def _algo(self):\n", - " self._tlog.cash = self._capital\n", - "\n", - " for i, row in enumerate(self._ts.itertuples()):\n", - "\n", - " date = row.Index.to_pydatetime()\n", - " high = row.high\n", - " low = row.low\n", - " close = row.close\n", - " end_flag = True if (i == len(self._ts) - 1) else False\n", - " shares = 0\n", - "\n", - " # buy\n", - " if self._tlog.num_open_trades() == 0:\n", - " # enter buy in trade log\n", - " shares = self._tlog.enter_trade(date, close)\n", - " # sell\n", - " elif end_flag:\n", - " # enter sell in trade log\n", - " shares = self._tlog.exit_trade(date, close)\n", - "\n", - " if shares > 0:\n", - " pf.DBG(\"{0} BUY {1} {2} @ {3:.2f}\".format(\n", - " date, shares, self._symbol, close))\n", - " elif shares < 0:\n", - " pf.DBG(\"{0} SELL {1} {2} @ {3:.2f}\".format(\n", - " date, -shares, self._symbol, close))\n", - "\n", - " # record daily balance\n", - " self._dbal.append(date, high, low, close,\n", - " self._tlog.shares, self._tlog.cash)\n", - "\n", - " def run(self):\n", - " self._ts = pf.fetch_timeseries(self._symbol)\n", - " self._ts = pf.select_tradeperiod(self._ts, self._start, self._end,\n", - " use_adj=True, pad=False)\n", - " self._ts, self._start = pf.finalize_timeseries(self._ts, self._start)\n", - " self._tlog = pf.TradeLog()\n", - " self._dbal = pf.DailyBal()\n", - "\n", - " self._algo()\n", - "\n", - " def get_logs(self):\n", - " \"\"\" return DataFrames \"\"\"\n", - " self.tlog = self._tlog.get_log()\n", - " self.dbal = self._dbal.get_log(self.tlog)\n", - " return self.tlog, self.dbal\n", - "\n", - " def get_stats(self):\n", - " stats = pf.stats(self._ts, self.tlog, self.dbal, self._capital)\n", - " return stats" + "# create tradelog and daily balance objects\n", + "tlog = pf.TradeLog()\n", + "dbal = pf.DailyBal()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Run Strategy" + "Algorithm" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 4, "metadata": { "ExecuteTime": { - "end_time": "2020-02-16T23:04:46.781742Z", - "start_time": "2020-02-16T23:04:46.494242Z" - }, - "scrolled": true + "end_time": "2020-02-16T23:04:46.487324Z", + "start_time": "2020-02-16T23:04:46.397308Z" + } }, "outputs": [], "source": [ - "s = Strategy(symbol, capital, start, end)\n", - "s.run()" + "# init tradelog\n", + "tlog.initialize(capital)\n", + "\n", + "# loop through timeseries\n", + "for i, row in enumerate(ts.itertuples()):\n", + "\n", + " date = row.Index.to_pydatetime()\n", + " end_flag = pf.is_last_row(ts, i)\n", + "\n", + " # buy\n", + " if tlog.shares == 0:\n", + " tlog.enter_trade(date, row.close)\n", + " # sell\n", + " elif end_flag:\n", + " tlog.exit_trade(date, row.close)\n", + "\n", + " # record daily balance\n", + " dbal.append(date, row.high, row.low, row.close, tlog.shares)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Retrieve log DataFrames" + "Retrieve logs" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 5, "metadata": { "ExecuteTime": { "end_time": "2020-02-16T23:04:48.667996Z", @@ -223,13 +131,13 @@ }, "outputs": [], "source": [ - "tlog, dbal = s.get_logs()\n", - "stats = s.get_stats()" + "tlog = tlog.get_log()\n", + "dbal = dbal.get_log(tlog)" ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 6, "metadata": { "ExecuteTime": { "end_time": "2020-02-16T23:04:48.713721Z", @@ -272,14 +180,14 @@ " \n", " \n", " 0\n", - " 1927-12-30\n", - " 17.66\n", - " 2020-04-23\n", - " 2797.80\n", - " 2780.14\n", - " 1573559.27\n", - " 566\n", - " 1573559.27\n", + " 1993-01-29\n", + " 26.299288\n", + " 2020-06-08\n", + " 323.200012\n", + " 296.900724\n", + " 112822.275276\n", + " 380\n", + " 112822.275276\n", " \n", " \n", " \n", @@ -287,232 +195,36 @@ "" ], "text/plain": [ - " entry_date entry_price exit_date exit_price pl_points pl_cash qty \\\n", - "0 1927-12-30 17.66 2020-04-23 2797.80 2780.14 1573559.27 566 \n", + " entry_date entry_price exit_date exit_price pl_points pl_cash \\\n", + "0 1993-01-29 26.299288 2020-06-08 323.200012 296.900724 112822.275276 \n", "\n", - " cumul_total symbol \n", - "0 1573559.27 " + " qty cumul_total symbol \n", + "0 380 112822.275276 " ] }, - "execution_count": 8, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "s.tlog.tail()" + "tlog.tail()" ] }, { - "cell_type": "code", - "execution_count": 9, - "metadata": { - "ExecuteTime": { - "end_time": "2020-02-16T23:04:48.752726Z", - "start_time": "2020-02-16T23:04:48.719863Z" - } - }, - "outputs": [ - { - "data": { - "text/html": [ - "
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highlowclosesharescashstate
date
2020-04-171629642.941602282.451627005.435664.44-
2020-04-201623847.111596367.781597912.955664.44-
2020-04-211576620.101543543.101548897.435664.44-
2020-04-221593351.101571192.111584413.935664.44-
2020-04-231583559.271583559.271583559.2701583559.27X
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" - ], - "text/plain": [ - " high low close shares cash state\n", - "date \n", - "2020-04-17 1629642.94 1602282.45 1627005.43 566 4.44 -\n", - "2020-04-20 1623847.11 1596367.78 1597912.95 566 4.44 -\n", - "2020-04-21 1576620.10 1543543.10 1548897.43 566 4.44 -\n", - "2020-04-22 1593351.10 1571192.11 1584413.93 566 4.44 -\n", - "2020-04-23 1583559.27 1583559.27 1583559.27 0 1583559.27 X" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], + "cell_type": "markdown", + "metadata": {}, "source": [ - "s.dbal.tail()" + "Get stats" ] }, { "cell_type": "code", - "execution_count": 10, - "metadata": { - "ExecuteTime": { - "end_time": "2020-02-16T23:04:48.791789Z", - "start_time": "2020-02-16T23:04:48.756558Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "start 1927-12-30\n", - "end 2020-04-23\n", - "beginning_balance 10000\n", - "ending_balance 1583559.27\n", - "total_net_profit 1573559.27\n", - "gross_profit 1573559.27\n", - "gross_loss 0.00\n", - "profit_factor 1000\n", - "return_on_initial_capital 15735.59\n", - "annual_return_rate 5.64\n", - "trading_period 92 years 3 months 24 days\n", - "pct_time_in_market 100.00\n", - "total_num_trades 1\n", - "trades_per_year 0.01\n", - "num_winning_trades 1\n", - "num_losing_trades 0\n", - "num_even_trades 0\n", - "pct_profitable_trades 100.00\n", - "avg_profit_per_trade 1573559.27\n", - "avg_profit_per_winning_trade 1573559.27\n", - "avg_loss_per_losing_trade 0\n", - "ratio_avg_profit_win_loss 1000\n", - "largest_profit_winning_trade 1573559.27\n", - "largest_loss_losing_trade 0\n", - "num_winning_points 2780.14\n", - "num_losing_points 0\n", - "total_net_points 2780.14\n", - "avg_points 2780.14\n", - "largest_points_winning_trade 2780.14\n", - "largest_points_losing_trade 0\n", - "avg_pct_gain_per_trade 15742.58\n", - "largest_pct_winning_trade 15742.58\n", - "largest_pct_losing_trade 0\n", - "max_consecutive_winning_trades 1\n", - "max_consecutive_losing_trades 0\n", - "avg_bars_winning_trades 23187.00\n", - "avg_bars_losing_trades 0\n", - "max_closed_out_drawdown -86.17\n", - "max_closed_out_drawdown_start_date 1929-09-16\n", - "max_closed_out_drawdown_end_date 1932-06-01\n", - "max_closed_out_drawdown_recovery_date 1954-09-22\n", - "drawdown_recovery -2.71\n", - "drawdown_annualized_return -15.28\n", - "max_intra_day_drawdown -86.17\n", - "avg_yearly_closed_out_drawdown -15.94\n", - "max_yearly_closed_out_drawdown -71.30\n", - "avg_monthly_closed_out_drawdown -4.21\n", - "max_monthly_closed_out_drawdown -42.18\n", - "avg_weekly_closed_out_drawdown -1.62\n", - "max_weekly_closed_out_drawdown -28.51\n", - "avg_yearly_closed_out_runup 26.36\n", - "max_yearly_closed_out_runup 176.33\n", - "avg_monthly_closed_out_runup 4.89\n", - "max_monthly_closed_out_runup 61.42\n", - "avg_weekly_closed_out_runup 1.79\n", - "max_weekly_closed_out_runup 26.54\n", - "pct_profitable_years 68.91\n", - "best_year 170.81\n", - "worst_year -71.04\n", - "avg_year 7.69\n", - "annual_std 20.16\n", - "pct_profitable_months 59.68\n", - "best_month 61.42\n", - "worst_month -42.18\n", - "avg_month 0.58\n", - "monthly_std 5.35\n", - "pct_profitable_weeks 56.00\n", - "best_week 25.86\n", - "worst_week -27.72\n", - "avg_week 0.14\n", - "weekly_std 2.62\n", - "sharpe_ratio 0.38\n", - "sortino_ratio 0.48\n", - "dtype: object\n" - ] - } - ], + "execution_count": 7, + "metadata": {}, + "outputs": [], "source": [ - "pf.print_full(stats)" + "stats = pf.stats(ts, tlog, dbal, capital)" ] }, { @@ -524,7 +236,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 8, "metadata": { "ExecuteTime": { "end_time": "2020-02-16T23:04:48.833820Z", @@ -560,691 +272,64 @@ " \n", " \n", " annual_return_rate\n", - " 5.64\n", + " 9.601597\n", " \n", " \n", " max_closed_out_drawdown\n", - " -86.17\n", + " -55.181901\n", " \n", " \n", " drawdown_annualized_return\n", - " -15.28\n", + " -5.747158\n", " \n", " \n", " drawdown_recovery\n", - " -2.71\n", + " -1.415498\n", " \n", " \n", " best_month\n", - " 61.42\n", + " 23.613971\n", " \n", " \n", " worst_month\n", - " -42.18\n", + " -30.985202\n", " \n", " \n", " sharpe_ratio\n", - " 0.38\n", + " 0.580277\n", " \n", " \n", " sortino_ratio\n", - " 0.48\n", + " 0.734416\n", " \n", " \n", " monthly_std\n", - " 5.35\n", + " 4.488608\n", " \n", " \n", "\n", "" ], "text/plain": [ - " strategy\n", - "annual_return_rate 5.64\n", - "max_closed_out_drawdown -86.17\n", - "drawdown_annualized_return -15.28\n", - "drawdown_recovery -2.71\n", - "best_month 61.42\n", - "worst_month -42.18\n", - "sharpe_ratio 0.38\n", - "sortino_ratio 0.48\n", - "monthly_std 5.35" + " strategy\n", + "annual_return_rate 9.601597\n", + "max_closed_out_drawdown -55.181901\n", + "drawdown_annualized_return -5.747158\n", + "drawdown_recovery -1.415498\n", + "best_month 23.613971\n", + "worst_month -30.985202\n", + "sharpe_ratio 0.580277\n", + "sortino_ratio 0.734416\n", + "monthly_std 4.488608" ] }, - "execution_count": 11, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ - 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YearJanFebMarAprMayJunJulAugSepOctNovDecYear
1990-8.50.92.4-2.79.2-0.9-0.5-9.4-5.1-0.76.02.5-8.2
19914.26.72.20.03.9-4.84.52.0-1.91.2-4.411.226.3
1992-2.01.0-2.22.80.1-1.73.9-2.40.90.23.01.04.5
19930.71.01.9-2.52.30.1-0.53.4-1.01.9-1.31.07.1
19943.3-3.0-4.61.21.2-2.73.13.8-2.72.1-4.01.2-1.5
19952.43.62.72.83.62.13.2-0.04.0-0.54.11.734.1
19963.30.70.81.32.30.2-4.61.95.42.67.3-2.220.3
19976.10.6-4.35.85.94.37.8-5.75.3-3.44.51.631.0
19981.07.05.00.9-1.93.9-1.2-14.66.28.05.95.626.7
19994.1-3.23.93.8-2.55.4-3.2-0.6-2.96.31.95.819.5
2000-5.1-2.09.7-3.1-2.22.4-1.66.1-5.3-0.5-8.00.4-10.1
20013.5-9.2-6.47.70.5-2.5-1.1-6.4-8.21.87.50.8-13.0
2002-1.6-2.13.7-6.1-0.9-7.2-7.90.5-11.08.65.7-6.0-23.4
2003-2.7-1.70.88.15.11.11.61.8-1.25.50.75.126.4
20041.71.2-1.6-1.71.21.8-3.40.20.91.43.93.29.0
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YearJanFebMarAprMayJunJulAugSepOctNovDecYear
2005-2.51.9-1.9-2.03.0-0.03.6-1.10.7-1.83.5-0.13.0
20062.50.01.11.2-3.10.00.52.12.53.21.61.313.6
20071.4-2.21.04.33.3-1.8-3.21.33.61.5-4.4-0.93.5
2008-6.1-3.5-0.64.81.1-8.6-1.01.2-9.1-16.9-7.50.8-38.5
2009-8.6-11.08.59.45.30.07.43.43.6-2.05.71.823.5
2010-3.72.95.91.5-8.2-5.46.9-4.78.83.7-0.26.512.8
20112.33.2-0.12.8-1.4-1.8-2.1-5.7-7.210.8-0.50.9-0.0
20124.44.13.1-0.7-6.34.01.32.02.4-2.00.30.713.4
20135.01.13.61.82.1-1.54.9-3.13.04.52.82.429.6
2014-3.64.30.70.62.11.9-1.53.8-1.62.32.5-0.411.4
2015-3.15.5-1.70.91.0-2.12.0-6.3-2.68.30.1-1.8-0.7
2016-5.1-0.46.60.31.50.13.6-0.1-0.1-1.93.41.89.5
20171.83.7-0.00.91.20.51.90.11.92.22.81.019.4
20185.6-3.9-2.70.32.20.53.63.00.4-6.91.8-9.2-6.2
20197.93.01.83.9-6.66.91.3-1.81.72.03.42.928.9
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YearJanFebMarAprMayJunJulAugSepOctNovDecYear
2020-0.2-8.4-12.58.2---------13.4
" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "returns = dbal['close']\n", - "pf.monthly_returns_map(returns['1990':])" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": { - "ExecuteTime": { - "end_time": "2020-02-16T23:04:49.905742Z", - "start_time": "2020-02-16T23:04:49.276528Z" - } - }, - "outputs": [ - { - "data": { - "text/html": [ - "" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "returns = dbal['close']\n", - "pf.holding_period_map(returns['1990':])" + "pf.summary(stats)" ] } ], diff --git a/examples/double-7s-intra/optimize.ipynb b/examples/double-7s-intra/optimize.ipynb index 74f813c..16078cb 100644 --- a/examples/double-7s-intra/optimize.ipynb +++ b/examples/double-7s-intra/optimize.ipynb @@ -24,12 +24,6 @@ }, "outputs": [], "source": [ - "# use future imports for python 3.x forward compatibility\n", - "from __future__ import print_function\n", - "from __future__ import unicode_literals\n", - "from __future__ import division\n", - "from __future__ import absolute_import\n", - "\n", "# other imports\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", @@ -218,51 +212,51 @@ " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", - " \n", " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -282,35 +276,35 @@ " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", - " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -320,7 +314,7 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -333,8 +327,8 @@ " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -342,49 +336,49 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", " \n", + " \n", + " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -394,13 +388,13 @@ " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -415,12 +409,12 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -430,34 +424,34 @@ ], "text/plain": [ " 3 4 5 6 7 8 9 \\\n", - "annual_return_rate 4.96 4.61 6.80 6.39 7.33 6.92 6.14 \n", - "max_closed_out_drawdown -35.27 -34.07 -34.29 -33.83 -33.71 -33.77 -33.66 \n", - "drawdown_annualized_return -7.11 -7.39 -5.04 -5.30 -4.60 -4.88 -5.48 \n", + "annual_return_rate 5.00 4.59 6.77 6.37 7.31 6.91 6.14 \n", + "max_closed_out_drawdown -35.28 -34.21 -34.38 -33.87 -33.82 -33.74 -33.80 \n", + "drawdown_annualized_return -7.06 -7.45 -5.08 -5.32 -4.63 -4.88 -5.51 \n", "drawdown_recovery -2.15 -0.16 -0.21 -0.21 -0.09 -0.09 -0.09 \n", - "best_month 11.44 10.86 11.33 14.84 14.90 15.19 17.74 \n", - "worst_month -29.78 -31.20 -31.26 -31.30 -31.28 -31.34 -31.23 \n", - "sharpe_ratio 0.46 0.43 0.60 0.57 0.64 0.61 0.54 \n", - "sortino_ratio 0.41 0.38 0.52 0.49 0.54 0.50 0.45 \n", - "monthly_std 2.91 2.81 2.79 2.74 2.72 2.72 2.80 \n", - "pct_time_in_market 47.77 46.04 44.68 43.64 42.89 42.38 41.96 \n", - "total_num_trades 851.00 645.00 548.00 444.00 383.00 323.00 277.00 \n", - "pct_profitable_trades 73.56 74.73 77.55 76.58 78.33 78.64 79.06 \n", - "avg_points 0.13 0.16 0.34 0.37 0.51 0.57 0.61 \n", + "best_month 11.45 10.93 11.38 14.86 14.97 15.17 17.85 \n", + "worst_month -29.76 -31.33 -31.35 -31.34 -31.38 -31.31 -31.36 \n", + "sharpe_ratio 0.46 0.43 0.60 0.57 0.64 0.61 0.55 \n", + "sortino_ratio 0.41 0.38 0.52 0.48 0.53 0.50 0.45 \n", + "monthly_std 2.90 2.81 2.79 2.73 2.72 2.72 2.80 \n", + "pct_time_in_market 47.58 45.84 44.48 43.45 42.74 42.23 41.82 \n", + "total_num_trades 853.00 646.00 549.00 445.00 384.00 324.00 278.00 \n", + "pct_profitable_trades 73.62 74.77 77.60 76.63 78.39 78.70 79.14 \n", + "avg_points 0.13 0.16 0.34 0.37 0.51 0.56 0.61 \n", "\n", " 10 11 12 13 14 15 \n", - "annual_return_rate 6.15 6.16 6.06 6.09 5.64 5.63 \n", - "max_closed_out_drawdown -33.20 -33.02 -30.88 -30.94 -30.97 -30.91 \n", - "drawdown_annualized_return -5.40 -5.36 -5.10 -5.08 -5.49 -5.49 \n", + "annual_return_rate 6.09 6.09 5.99 6.03 5.58 5.56 \n", + "max_closed_out_drawdown -33.23 -32.99 -30.84 -30.84 -30.89 -31.00 \n", + "drawdown_annualized_return -5.46 -5.42 -5.15 -5.11 -5.54 -5.57 \n", "drawdown_recovery -0.13 -0.08 -0.13 -0.13 -0.13 -0.13 \n", - "best_month 17.83 17.78 18.01 18.05 18.08 18.03 \n", - "worst_month -31.34 -31.28 -30.73 -30.78 -30.82 -30.76 \n", + "best_month 17.86 17.75 17.98 17.97 18.01 18.11 \n", + "worst_month -31.38 -31.24 -30.69 -30.69 -30.73 -30.85 \n", "sharpe_ratio 0.54 0.54 0.53 0.54 0.51 0.51 \n", - "sortino_ratio 0.45 0.45 0.44 0.43 0.40 0.40 \n", - "monthly_std 2.84 2.84 2.83 2.77 2.70 2.71 \n", - "pct_time_in_market 41.51 41.01 40.47 38.73 37.60 36.54 \n", + "sortino_ratio 0.45 0.45 0.44 0.43 0.40 0.39 \n", + "monthly_std 2.83 2.83 2.82 2.77 2.69 2.71 \n", + "pct_time_in_market 41.42 40.93 40.39 38.65 37.53 36.47 \n", "total_num_trades 250.00 227.00 209.00 188.00 171.00 159.00 \n", "pct_profitable_trades 77.60 76.21 75.60 76.60 74.85 74.84 \n", - "avg_points 0.67 0.74 0.83 0.96 0.99 1.06 " + "avg_points 0.67 0.74 0.83 0.95 0.99 1.06 " ] }, "execution_count": 6, @@ -503,7 +497,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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" ] @@ -566,7 +560,7 @@ "output_type": "stream", "text": [ "1993-11-11 00:00:00 BUY 215 SPY @ 46.38\n", - "2020-04-23 00:00:00 SELL 215 SPY @ 279.08\n" + "2020-06-08 00:00:00 SELL 215 SPY @ 323.20\n" ] } ], @@ -597,7 +591,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] diff --git a/examples/double-7s-intra/strategy.ipynb b/examples/double-7s-intra/strategy.ipynb index ee1328a..ca4e443 100644 --- a/examples/double-7s-intra/strategy.ipynb +++ b/examples/double-7s-intra/strategy.ipynb @@ -22,12 +22,6 @@ }, "outputs": [], "source": [ - "# use future imports for python 3.x forward compatibility\n", - "from __future__ import print_function\n", - "from __future__ import unicode_literals\n", - "from __future__ import division\n", - "from __future__ import absolute_import\n", - "\n", "# other imports\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", @@ -211,7 +205,7 @@ " \n", "
\n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -219,11 +213,11 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -231,11 +225,11 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -243,11 +237,11 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -255,11 +249,11 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -267,11 +261,11 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -279,11 +273,11 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -291,11 +285,11 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -303,11 +297,11 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -315,11 +309,11 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -327,7 +321,7 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -336,28 +330,28 @@ ], "text/plain": [ " entry_date entry_price exit_date exit_price pl_points pl_cash qty \\\n", - "142 2019-06-27 2919.66 2019-07-01 2971.41 51.75 207.00 4 \n", - "143 2019-07-18 2978.87 2019-07-24 3017.80 38.93 155.72 4 \n", - "144 2019-07-31 2990.71 2019-08-30 2939.08 -51.63 -206.52 4 \n", - "145 2019-09-18 2979.39 2019-09-19 3020.74 41.35 165.40 4 \n", - "146 2019-09-20 3000.93 2019-10-11 2963.07 -37.86 -151.44 4 \n", - "147 2019-11-21 3098.06 2019-11-25 3127.64 29.58 118.32 4 \n", - "148 2019-12-03 3087.41 2019-12-12 3150.60 63.19 252.76 4 \n", - "149 2020-01-03 3226.36 2020-01-08 3258.14 31.78 127.12 4 \n", - "150 2020-01-24 3294.25 2020-02-05 3324.91 30.66 122.64 4 \n", - "151 2020-02-20 3352.26 2020-03-25 2562.98 -789.28 -3157.12 4 \n", + "143 2019-06-27 2919.66 2019-07-01 2971.41 51.75 207.00 4 \n", + "144 2019-07-18 2978.87 2019-07-24 3017.80 38.93 155.72 4 \n", + "145 2019-07-31 2990.71 2019-08-30 2939.08 -51.63 -206.52 4 \n", + "146 2019-09-18 2979.39 2019-09-19 3020.74 41.35 165.40 4 \n", + "147 2019-09-20 3000.93 2019-10-11 2963.07 -37.86 -151.44 4 \n", + "148 2019-11-21 3098.06 2019-11-25 3127.64 29.58 118.32 4 \n", + "149 2019-12-03 3087.41 2019-12-12 3150.60 63.19 252.76 4 \n", + "150 2020-01-03 3226.36 2020-01-08 3258.14 31.78 127.12 4 \n", + "151 2020-01-24 3294.25 2020-02-05 3324.91 30.66 122.64 4 \n", + "152 2020-02-20 3352.26 2020-03-25 2562.98 -789.28 -3157.12 4 \n", "\n", " cumul_total symbol \n", - "142 3849.53 \n", - "143 4005.25 \n", - "144 3798.73 \n", - "145 3964.13 \n", - "146 3812.69 \n", - "147 3931.01 \n", - "148 4183.77 \n", - "149 4310.89 \n", - "150 4433.53 \n", - "151 1276.41 " + "143 3951.59 \n", + "144 4107.31 \n", + "145 3900.79 \n", + "146 4066.19 \n", + "147 3914.75 \n", + "148 4033.07 \n", + "149 4285.83 \n", + "150 4412.95 \n", + "151 4535.59 \n", + "152 1378.47 " ] }, "execution_count": 7, @@ -421,47 +415,47 @@ " \n", " \n", " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -471,11 +465,11 @@ "text/plain": [ " high low close shares cash state\n", "date \n", - "2010-01-04 10000.00 10000.00 10000.00 0 10000.00 -\n", - "2010-01-05 10000.00 10000.00 10000.00 0 10000.00 -\n", - "2010-01-06 10000.00 10000.00 10000.00 0 10000.00 -\n", - "2010-01-07 10000.00 10000.00 10000.00 0 10000.00 -\n", - "2010-01-08 10000.00 10000.00 10000.00 0 10000.00 -" + "2010-01-04 10138.48 10000.00 10131.44 8 1067.52 O\n", + "2010-01-05 10138.48 10138.48 10138.48 0 10138.48 X\n", + "2010-01-06 10138.48 10138.48 10138.48 0 10138.48 -\n", + "2010-01-07 10138.48 10138.48 10138.48 0 10138.48 -\n", + "2010-01-08 10138.48 10138.48 10138.48 0 10138.48 -" ] }, "execution_count": 8, @@ -508,79 +502,79 @@ "name": "stdout", "output_type": "stream", "text": [ - "start 2010-01-04\n", - "end 2020-04-23\n", - "beginning_balance 10000\n", - "ending_balance 11276.41\n", - "total_net_profit 1276.41\n", - "gross_profit 12489.47\n", - "gross_loss -11213.06\n", - "profit_factor 1.11\n", - "return_on_initial_capital 12.76\n", - "annual_return_rate 1.17\n", - "trading_period 10 years 3 months 19 days\n", - "pct_time_in_market 46.76\n", - "total_num_trades 152\n", - "trades_per_year 14.75\n", - "num_winning_trades 116\n", - "num_losing_trades 36\n", - "num_even_trades 0\n", - "pct_profitable_trades 76.32\n", - "avg_profit_per_trade 8.40\n", - "avg_profit_per_winning_trade 107.67\n", - "avg_loss_per_losing_trade -311.47\n", - "ratio_avg_profit_win_loss 0.35\n", - "largest_profit_winning_trade 273.70\n", - "largest_loss_losing_trade -3157.12\n", - "num_winning_points 2238.56\n", - "num_losing_points -2234.77\n", - "total_net_points 3.79\n", - "avg_points 0.02\n", - "largest_points_winning_trade 63.19\n", - "largest_points_losing_trade -789.28\n", - "avg_pct_gain_per_trade 0.11\n", - "largest_pct_winning_trade 2.92\n", - "largest_pct_losing_trade -23.54\n", - "max_consecutive_winning_trades 16\n", - "max_consecutive_losing_trades 4\n", - "avg_bars_winning_trades 6.23\n", - "avg_bars_losing_trades 17.83\n", - "max_closed_out_drawdown -31.30\n", - "max_closed_out_drawdown_start_date 2020-02-20\n", - "max_closed_out_drawdown_end_date 2020-03-23\n", - "max_closed_out_drawdown_recovery_date Not Recovered Yet\n", - "drawdown_recovery -0.09\n", - "drawdown_annualized_return -26.68\n", - "max_intra_day_drawdown -32.85\n", - "avg_yearly_closed_out_drawdown -8.08\n", - "max_yearly_closed_out_drawdown -31.30\n", - "avg_monthly_closed_out_drawdown -2.19\n", - "max_monthly_closed_out_drawdown -28.74\n", - "avg_weekly_closed_out_drawdown -0.76\n", - "max_weekly_closed_out_drawdown -16.56\n", - "avg_yearly_closed_out_runup 10.76\n", - "max_yearly_closed_out_runup 22.17\n", - "avg_monthly_closed_out_runup 2.23\n", - "max_monthly_closed_out_runup 13.06\n", - "avg_weekly_closed_out_runup 0.81\n", - "max_weekly_closed_out_runup 13.06\n", - "pct_profitable_years 70.20\n", - "best_year 21.52\n", - "worst_year -27.36\n", - "avg_year 3.81\n", - "annual_std 6.39\n", - "pct_profitable_months 60.84\n", - "best_month 13.06\n", - "worst_month -28.74\n", - "avg_month 0.14\n", - "monthly_std 2.85\n", - "pct_profitable_weeks 44.19\n", - "best_week 13.06\n", - "worst_week -16.56\n", - "avg_week 0.04\n", - "weekly_std 1.53\n", - "sharpe_ratio 0.16\n", - "sortino_ratio 0.13\n", + "start 2010-01-04\n", + "end 2020-06-08\n", + "beginning_balance 10000\n", + "ending_balance 11378.47\n", + "total_net_profit 1378.47\n", + "gross_profit 12686.18\n", + "gross_loss -11307.71\n", + "profit_factor 1.12\n", + "return_on_initial_capital 13.78\n", + "annual_return_rate 1.25\n", + "trading_period 10 years 5 months 4 days\n", + "pct_time_in_market 46.25\n", + "total_num_trades 153\n", + "trades_per_year 14.67\n", + "num_winning_trades 117\n", + "num_losing_trades 36\n", + "num_even_trades 0\n", + "pct_profitable_trades 76.47\n", + "avg_profit_per_trade 9.01\n", + "avg_profit_per_winning_trade 108.43\n", + "avg_loss_per_losing_trade -314.10\n", + "ratio_avg_profit_win_loss 0.35\n", + "largest_profit_winning_trade 273.70\n", + "largest_loss_losing_trade -3157.12\n", + "num_winning_points 2255.87\n", + "num_losing_points -2234.77\n", + "total_net_points 21.10\n", + "avg_points 0.14\n", + "largest_points_winning_trade 63.19\n", + "largest_points_losing_trade -789.28\n", + "avg_pct_gain_per_trade 0.12\n", + "largest_pct_winning_trade 2.92\n", + "largest_pct_losing_trade -23.54\n", + "max_consecutive_winning_trades 16\n", + "max_consecutive_losing_trades 4\n", + "avg_bars_winning_trades 6.20\n", + "avg_bars_losing_trades 17.83\n", + "max_closed_out_drawdown -31.08\n", + "max_closed_out_drawdown_start_date 2020-02-20\n", + "max_closed_out_drawdown_end_date 2020-03-23\n", + "max_closed_out_drawdown_recovery_date Not Recovered Yet\n", + "drawdown_recovery -0.09\n", + "drawdown_annualized_return -24.94\n", + "max_intra_day_drawdown -32.62\n", + "avg_yearly_closed_out_drawdown -8.30\n", + "max_yearly_closed_out_drawdown -31.08\n", + "avg_monthly_closed_out_drawdown -2.17\n", + "max_monthly_closed_out_drawdown -28.54\n", + "avg_weekly_closed_out_drawdown -0.75\n", + "max_weekly_closed_out_drawdown -16.44\n", + "avg_yearly_closed_out_runup 10.72\n", + "max_yearly_closed_out_runup 21.99\n", + "avg_monthly_closed_out_runup 2.20\n", + "max_monthly_closed_out_runup 12.92\n", + "avg_weekly_closed_out_runup 0.80\n", + "max_weekly_closed_out_runup 12.92\n", + "pct_profitable_years 69.24\n", + "best_year 21.25\n", + "worst_year -27.16\n", + "avg_year 3.48\n", + "annual_std 6.73\n", + "pct_profitable_months 60.15\n", + "best_month 12.92\n", + "worst_month -28.54\n", + "avg_month 0.14\n", + "monthly_std 2.82\n", + "pct_profitable_weeks 43.70\n", + "best_week 12.92\n", + "worst_week -16.44\n", + "avg_week 0.03\n", + "weekly_std 1.52\n", + "sharpe_ratio 0.15\n", + "sortino_ratio 0.12\n", "dtype: object\n" ] } @@ -611,7 +605,7 @@ "output_type": "stream", "text": [ "2010-01-04 00:00:00 BUY 8 ^GSPC @ 1132.99\n", - "2020-04-23 00:00:00 SELL 8 ^GSPC @ 2797.80\n" + "2020-06-08 00:00:00 SELL 8 ^GSPC @ 3232.39\n" ] } ], @@ -636,12 +630,13 @@ "ExecuteTime": { "end_time": "2020-02-16T23:52:23.247394Z", "start_time": "2020-02-16T23:52:22.943361Z" - } + }, + "scrolled": true }, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -675,7 +670,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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z64jBXfehBSiIExERke7R0ACBEqFINApXX10wS/dA4/e7Zqy+O59/l483x7K6PXQXBXEiIiLSPerqYPr00tm4AhLVIRbsuBeXf3VCJw+sd6hYEOecG+2ce8I594pzbqlz7gL//CXOufedc4v94/iMey5yzr3lnHvdOXdsxvkp/rm3nHOzMs7v7Jx7zj8/xznXsf8KREREpHuUk40rIOkcVx46lRMn7tjJgypu/52GdennFVLJTFwc+KGZ7QMcDJznnNvHf+1/zWyifzwI4L/2DWAcMAW42jkXdM4FgauA44B9gKkZ73OF/167AeuA71bw+4iIiEhnq6vjw6+dSovLCUlCIRg3rnCWLhTihc+fCDvsQG2o67onDB5QxcTRW3fZ5xVTsSDOzCJmttB//CnwKlAsVD4R+JOZtZjZ28BbwEH+8ZaZLTezKPAn4ETnnAOOBO72778F+Eplvo2IiIhUyq/2/QJJS2ads0AAbr8dc/nXniWd44LdvkQskcz7eqXEEkmqg92/Hg66aE2cc24sUA8855863zn3knPuJudcKpzdEXgv47aV/rlC57cB1ptZPOd8vs8/yzk33zk3f82aNZ3wjURERKSzPPSPe2jE0ew/bwae2nVX2G8/ntptN/KFaYGWFl646lssvvjYskqRdJZYIklVfwninHODgXuAC83sE+AaYFdgIhABflPpMZjZ9WY2ycwmjRgxotIfJyIiIoXkqQ330qN3MQOjxr+kBth26VJefPFFpr31Vt4gro0SpUhK+fJ+I0tek0waSYPqHtCtASocxDnnqvECuNvN7F4AM1ttZgkzSwJ/wJsuBXgfGJ1x+yj/XKHza4FhzrmqnPMiIiLSU5VRGy4OPAmcdtpprDLjNqBkKbhg0Nsk0UHJMorNbYp5fVNrqrtuDV4xldyd6oAbgVfN7LcZ5+syLjsJWOI/vh/4hnNugHNuZ2B34HngBWB3fydqCG/zw/1mZsATwNf8+08H/lqp7yMiIiKdoIzdqFHgMmDp0qVEo1EuAhLFbgiFvFIlO+zQ4WGVE8R98Ik34bvdkAEd/pzOVMlM3KHAt4Ajc8qJ/NI597Jz7iXg88D/AzCzpcCfgVeAvwPn+Rm7OHA+8DDe5og/+9cCzAR+4Jx7C2+N3I0V/D4iIiKypUrUhmsGGoHVGeeaoHg2bguzcACJZOkg7qElTQBsP7SmxJVdo6r0JR1jZk8D+Vb+PVjknl8Av8hz/sF895nZclqnY0VERKQ3aGjAbropb5CQBMJ5zl8EHANsC2TmwZqBxMknM2gLsnAA5Wxy/dXDrwOw/dC+n4kTERERaauujqd22y29GzUlXxYupQmYBG02OSSBnxcoQ9Ie5UynpowY0jMycQriRERE+rI8u0HzHl1QniPTrJZYm+nRJHAY3rRpviMC1GZcnwr6/r548RaPp9R0anOsdVXe0JqKTWS2i4I4ERGRvqyM3aBbWp6jkHUbo4w6/4+MO+Bgmpqasl4b/Z83c9s2o7NqwzUC//IfF5MKtwbU1nJeJMKiRYs6PMZ7zvW+d6lM3Nsfbkw/dp2Q+esMCuJERET6snJ6k3bCxoB8pjU+z8f/vpNXFj5POJy90m33ITEuXt+UDshSa+HClC4nknABkjjcFu5IBThgzNYcOHZr4on8n/q3F1fx3w++ukWfUSkK4kRERPqazCnUkSOhuUhuqxPKc+SzbmOUBa+9zcYljwFGY2NjVjbuH7ddTQSjEa98yAvjxtFkxhHXzePuicfREsw/ZdkSrOK+cUfwwuhxnRZ4BpwjUSAT9707F3H9U8u5e8HKTvmszqQgTkREpK8pZwo1pUJZuNdXf8rH/74T83uiJhKJdDYuEomw+NG/QCJOGHgamLZsGU1NTdRUB5h96FTM5Q9Rki7ALw+fzimnXt5pgWcw4EiWWBN349Nvd8pndSYFcSIiIn1NOVOogFVXVyQLB/DRmtVeFi7htTiPRqPpbFw4HE43vG8CjgBWJZOEw2EGVAVZM3g4d40/qm02LhTirglHs2bw1nSmYKBwJi5XTyn0CwriRERE+h6/oG40WF30slgyWZEsXDJpXPe7X6WzcCmJRIJZs2bR2NhIMh7Lei0V5MU3fgSQPxsXDHLlIVM7fbwBVzoTlzJ7atfu4i1GQZyIiEhf1NBAssguyhbgJrxMWGe76Lan+Nvdd6SzcCnRaJTbbruNZDJ/Zd1EIsGCv9wA0CYbZ/7avc7OwkH7MnE9pW8qKIgTERHpm+rquGv8UTTn9EVIhSoJ4DJ/CrMzJZLG1f97RZssXPr1RIJoNJr3tWg0ypIn/kpiwzogOxvnKrR2D/yNDWV0bAAIBXtO6NRzRiIiIiIdl6eo77cWP0RNnoIdCbyabBEzbrrppjY13Lbkc4PBAJ8ufghLxLMK9S4s8+0smWT9M3cCrdk4c4GKrd0DCAYoezp1QHXPCZ16zkhERESk48rYkWrAa3i7QVP5t2g0umXZuDI+txl4psy3S8RjtLz/Wvr57EOn8umBn0ln4XYdMQiAv1/4uY6MNq+Ac7y++lOsjCnVAVU9J3TqOSMRERGR9ktlwq65BgpMU2Y6GW83aKo/aTKZ3LJsXBk7YfM1ta/ebhc2R+OYWdYx47YFjJw+O33dmsHDeeeeh9JZuL+cdyjPzDqSvXYY2rHx5vHQEu+7z30pknX+taZP2lw7oEpr4kRERPqVB1+OMHbWA3zwSammUu1UZk04A5b4R64tysb5O2ELjcGAgXgbKDKnV6MfLKcmVNWmd6vlmf7N3J8xpKaakcNq21zTGVZn/N786801TPndv9pcE1ImTkREpH+5b9H7AMx/Z13nvnGZNeGSwKmFXksmeeaZcic82zmGYJBooETD+Izerfn6ko4ePrDjY+ugles25z2v6VQREZF+pm6rGgBWrc8fHHT8jYtnwgDiwLV4Wbjq6hCD64/n32+tyZrG3JIm8tTVsem0b5GozhlDKIT75jdJtqN3ayBPELdVbfF6d5UwMJR/2lRBnIiISD+z3ZABxDd8xC9mnLJlu0FTMneFllgPF6N1TVosFmXjy4+yZvXqgtd3xFeGH0ksdyY0GITLL8/ffSElp3droHBpuy5VKFjLlynsLgriREREukAsYXz87zt5Z+mCzqnNVuZauCReUd/MkM0sSeNVv9nyMWR4IzAkO1jLCM6K9ULN7d269cDs77T/TsM6dZzlOue2couidB8FcSIiIl3gN399jo1LHsPM0j1Et0iZa+GitN0ZSiLOkoUvdPyz89SkW3HFCXxr8UMMSHVpiEbhySeBtt0X0nKycAA/nrIn5xy+KwDnHL4rd5x5cMfH2ccpiBMREekCH//7znQXg0QiseXZuDJ2hRrw3LhxNGWsfXvxvXWMmTmXa+95tOOfXU4WMBCAww9PPy3UCzW3C8PAUBWzjtuLFy/+AjOn7Nmj2lz1NAriREREKuztd1eycclj6V6iqWbvlc7GLQCmLVuW9TmpjQPl9gpto76+vJp0yWRWgFaoF2qhLgxb1Vb3mPVnX9y3rruHkJeCOBERkQr76cWXpLNwC/EyZJs2b2aHuro205K5ddOK8rNxLTmnUzXhDgRW5fRHDfo7B1Jtpja2xHnmrQ/L/zJldoZg3Lg2AVpWNq6CvVA72/87eg9CwQDVwZ4RVKYoiBMREamgSCTC3Xfens7CzcNrQ1VURt20Qu95+OGH09TUxJKTTiK3d3tmTbjcrF8qiDv39oWs+bSFS+5fyqk3PMfyNRvK+0JlrsXjjjvSD+v9zQljx+/KXeOPIonDpk2rWC/UjiqU+QsFA7x48Rd46eJju3hExSmIExERqaBwOEw8kWh9Dnl6EuQokaUKh8M8/fTThMNh/uP882mkNTBsprUmXErmGrzMOmz3v7iKyMfene8VKG7bhp/9ixUI5AxYCjRtt1363M3TD2Lu9z7LbtsNZvahU3lh9DgCP/tZeZ/XhQr1Tq2uctSGgtQWqB3XXRTEiYiIVEgkEqGxsZFkPJY+1wRZQVcbJdaKpd/T73n6xhtvZAWG+fqURqPRdEeGYEYhNjNLt5GKxXPzeYWtPuss4snC159eVZU1hbtVbTXjd9yKHYbWsmbwcE775hU9LgtXTG0P3VyhIE5ERKRCwuEwyTzBTtFsXIksXHzCBDY3N2OQ/hkBUt1EU31KU1XOamtriUQi6Y4MQZcZxEGVH9SlgrL6y/7B9U8tK/q9Lr3+em5xrk0gmlqLtzAez7txI+F/RjzZwU0VXeTdtZuyng8bWLoeX3dQECciIlIh8+bNI5pnF2fBbFwZWbgH1q0vuaauGUh1Qs0tZ5I5C5o0ozroZ+ISRnMswbpNMf77wdcKvncqE3ip5WtV37oWL18ZlbkvRUqMvHsl/ODynoUru3kk5VEQJyIiUiGLFi3ioZcjjJk5lzEz5/K7R95gzMy5JBJJtp/7PFTlZHjyZeEyCuvWjRzJOckENSU+N3NKNXMqFXKmUyE9ndocS7B2oxdwDiqy9iscDpNIJNoEoqksXGotXr4yKg0n7FNi5N0rVXZlx2G1Ja7sGRTEiYiIVFBzzNvUED5xHFXB1NSlsThWm1U3LVkoC1dme6305+EFV6k2WxMnTsxqbp8ZxJ30nRP432/Us+KKE/j6gTux49YDWXHFCSwNH5e33EkqCxeLeWv8ctfinUq23Gzc9kNLhZ/dK1V2ZUhNgT6vPUzvGKWIiEgvtTEa54HG7zPuiuUAnAdwRdvNB4GMNlVZGhqgsbHsz6upreW85cs5r8CUbOaauCVj9mGbd5dRlbHxoo2MciepLFxKKht3Nm13xELbLGCoqmfVWcuVWqvX4ULIXUyZOBERkQpa/XEzC0fu6XUoKCLpXFabqrS6OjaefHLp2nKU7oIA2Zm4yw/4Glaq5lvGFO+8efPSWbiUMPA0bYPSGTNmYGZZWcBQsGfu8kxJZeISPXzjRYoycSIiIhU0+/G3GHHoVL752hNFr2sJVFFbYFfqRZs2cUUZnxVLJAiV6IIwZPJBrHjpxTLejTYbLRYtWkR9fT2LFy9OX9IEHJHn1swMXPqze+g0ZTDgSCQtnYHrLUGcMnEiIiIV8v56r4DumsHDcdOnk6jOn41rCQS5pWYIhTqp3vHEE3l3s8b9A/+1+4YNK1l/LXnwwel1eCXl2Wjx/PwFfP3aZxgzcy6PvdrE/z3+JmNmzuWhlyOYWfrIzMClbD3I+/5DBvSsYO6i4/YCYNTWAwEFcSIiIv3eKj+I++N3D/LbVeVfE5ZIJrlk40dtSnKAt5lg48aNeWvLxYPVxIPVgLcW7pQluavS8nzWT37a2r+0mAJTs7/8+2s8//ZHABy8yzacfdguXPvN/Tl23Pal3xN48eIv8K+Zny/r2q5y1N7e2FNFfRXEiYiI9HMbmr082eABVVBXx7tfPqVNFszbTWqshrwFci+Y+VOaY/E2JT2iLsCf9z2GuyYcjTlXci1cihtZl7UrtqACRYf//dba9OOaqiBVwQBTxtcV7Duaa6va6h5bPDdV+S61weHeGYfw6A8O684hFdWz8pkiIiK9WX09ZKwX+zywAkgtaNs5zy2ZNd1SJTmuuuoqwMvC3Tfndkh4wWAYmO5fG7ckv9vvOIKDtuK4wDq2LbEWLmVAVZAhv7iUwEmPp983V9Q5QgWCwk3R1nsCBTKLvU3qW6Q2pSb9B2OGD2SbwQO6Z1BlUCZORESks5RR0y2OI+GHDbk13XIL5IbDYSyjbVcqG5cAbsbx5osPsWbwcJ5rvLddvUi/cvyBvHH0CXnbZgHEzfjg7LPz3rvq43L2yfYuqSTihxtaAIgnvF+JYA8PUisWxDnnRjvnnnDOveKcW+qcu8A//yvn3GvOuZecc/c554b558c65zY75xb7x7UZ73WAc+5l59xbzrnZzs/ZOueGO+cecc696f/culLfR0REpKSGhuy+VnnEglXE/KghlYVbiBdAGbBp82Z2qKsD57j6mmuIx2Pp1xbSWtLjMoyNLz9KYsM6Pr/XiHYPNUzbtllx/ADROS697rq890XjhRvf91bOD6pT7cZSmbh+G8Th/bfwQzPbBzgYOM85tw/wCDDezPYF3gAuyrhnmZlN9I9zMs5fA5wJ7O4fU/zzs4DHzJphNPwAACAASURBVGx34DH/uYiISPeoq/PWphXIxiWrQ8zZ+zBuwguWUlm4eeTpo5pHPV6z+8OBhwCzJLVL72NgqH2royKRCHc/8kDWGrtm4Db8ANEs7/q8VKYK4PYzPtOuz+zJcpfzpdbE9dsgzswiZrbQf/wp8Cqwo5n9w8xSE+rPAqOKvY9zrg4YambPmpkBtwJf8V8+EbjFf3xLxnkREZGukdHbFOfgmmsgT9N7AIIBwmaEnUsXyF0IzICS/VAzpRvcJ+JUffhWu4ccDocxS7Zpm3URXs231eRvYL856nVr+PXX9+PQ3bZt9+f2Fon+HsRlcs6NxfsHxHM5L30H7x8TKTs75xY55550zn3OP7cjsDLjmpX+OYDtzSziP24C8u5vds6d5Zyb75ybv2bNmo5/ERERkVzl9jYNBFh1wkm8/frTNCUT6WCp3CxcppraWs6LeHXZXnm5zMK9GebNm0cyHstaY5e5Ng/atswCaPGnUkNVfWtJfW4mLh3ElbnjtrtUfHeqc24wcA9woZl9knH+J3hTrrf7pyLATma21jl3APAX59y4cj/HzMw5l7ewi5ldD1wPMGnSpN5R/EVERHqHMnubWnU1Pw94U6CZMneclsNCIVyZ5UQKWbRoET+Ys5h7F71P44aPOOvFPzDv2B8wZoNXcy4UDPDGL45rc19LPJF+vS/JLY+iTBzgnKvGC+BuN7N7M85PA04ATvOnSDGzFjNb6z9eACwD9gDeJ3vKdZR/DmC1P92amnb9oJLfR0REpI0S6+DAy1g8tdtuPPXK0jZlPXLrv5XiCtRva69UeZA1g4eTfOKffLp16+aIfA3gX3xvPa83fQrAgOo+FsTlPE8kjWDAlV37rrtUcneqA24EXjWz32acnwL8GPiymW3KOD/CORf0H++Ct4FhuT9d+olz7mD/Pb8N/NW/7X7gdP/x6RnnRUREuk6JXakxYNqyZfzxz/cxZuZcxsycy38/8Eq6RdXXX18OVWVMyZbR4L5cmVOF1UFHdUbWKZH0xpXpxKv+zQ/+7E3dDuhjmbhcyz/c0Cu6NlTyd+FQ4FvAkRllQ44H/g8YAjySU0rkMOAl59xi4G7gHDP7yH9tBnAD8BZehi61ju5y4Bjn3JvA0f5zERGRruVn42I5gVwcb+PATcCqZJLZv2ltYz/Ab/Hk3T/S66IQCGbdnxtGWCDQKVk4yC7U65xrM3VYLIjp62viHny5UBfbnqWSu1OfNjNnZvtmlA150Mx2M7PRuaVEzOweMxvnn9vfzP6W8V7zzWy8me1qZudnTMGuNbOjzGx3Mzs6I+gTERHpUqvPOot4Mnu9WxSvDEMYb6PAn2//I4kN6wAYPrA6fV1VwDH70Kkkk4k275sq6tEMPLXrrp2ShQM4fI/s2nKrPvb6vA6t8ZbLP/LK6jb3pPS5IC5nQnX4oJ7ZFixX3/pdEBER6SaXXn99m7prjcAhtO76TCYTrH/mToCsdk7BoGPlxvVZ9xvwGl7pD/yf05Yta1O7raOmjM8OBt/7yAvitvXHde7tCwve2+eCuJxM3IQdt2K/0cO6ZzDt0Ld+F0RERLrJk08+1abuWjjnmmg0Ssv7XleAbTKyPVUBx4d/+1Wb+08muwTIqmSyTe22LVGTZ4NCOTsye8N6sfbIt7GhqofvTAUFcSIiIp1i8qGfpSlYlRV0rQuFmDFjRnoDg5kxcvpsIDsT98HqJuJr38uq23YtsITWNlupKdnc2m1b4t8zj+TxHx4OwKmf2QmADS3xNtclM4K2CTtuxT51QzttDD1CRrx294KVfNoc6/HlRUBBnIiISMfkdGq44Q/XYYk4M4AgcB7QEo1y1jXX5J0CzVx3dfkvfgFBby1aZtAGXgmSI2gNCBctWtRpX2GbwQPYZcRgAH5y/N5cePTu3HPuIYSqAgwZ0FpKNlXkd5tBIe6dcUiPL73RXplr4v7zrhd5ceXHysSJiIj0KZmB2+LFJS9vBuY5l3cKdOuMjQ3PPfdsun5cKmjL3VbQ2Vm4XIMGVHHh0Xswclgtp08ek1UrLlXk97zP70Z1Hywvki8m7Q2ZuIp3bBAREekT6uvLCtwyJYFLkkk+aWykoaGBHTJ2llZlBEOLFi1i7KwHsu5dcfkXt2i4WyIYCBBPtAZxm2NeEFcbCha6pVfLF64pEyciItIXdCCAS+1OLdRMvierDjpiGeVSNjR7WcLBA/pP7idYpHhzT9HzRygiItLdJk+G6urS12XI3J3a3qnQhy74XLs+q7NVBQKYte5CvfmZFQAMrumbQVy+NX7KxImIiPQFDQ0QbMdUYijEwBkzaMrYldqeDQl7d/Puz4H+tOmmqJeBu/25dwGyNjv0JfnCtWBQQZyIiEjvl2pyX242rpOa1HeXQX6wtrElkVUTrjcs9u+IfBsbesM3VRAnIiJSjhLZuFSoEwsEijap32uHIXnPv/0/xzP1oJ3yFuDtaoMGeN9zQ0s8q27cbtsN7q4hVVRu2y3IP8Xa03T/fykiIiK9QarJfZ7/uRtegV6AWDLJB2efXfBt7j//s7wWntLmvHOO//nqBF4LH9dJA+64QaFUJq41iLv8qxMYUtO+dYG9Rp54rTckHRXEiYiIlGn1WWcRt7YtpxLAH/2ftwYCXHrddQXfI1QVoKa6Z5fqaJ1OjbPRD+L66qYGyD+dGlAmTkREpO/IbXIPXhbuj8B/4XVauCSZpLGxsdMa1XeHVCmRzOnUQX10UwPkX//WC2I4BXEiIiLliEQi/OHGG7Oa1BteHbiLyO600NvqwuVKrYlbtynamonry0Fcnogt2AuiOAVxIiIiZQiHw8Sjsawm9auAiXR9i6xKS/V1fWHFOiLrvbzjiMEDunNIXa43TKf23bBaRERkS+R0abjaPzLtCDwE7J9zfuLEiZ3aqL6rDRvoBXFDaqpY9uEGQsEAo7au7eZRVU6+cK0XNGxQJk5ERCSvyZMhFCp6STOQmW8LBoNEIpFeHcClDB8UIpZI8u7aTYwaXpvV67Wv6QVJt7z67u+IiIjIlmhoKJmOyWytBb1/LVymqoAjnjBa4sl0B4e+Kl+duDuff68bRtI+CuJEREQy1dd7qZmRI6G5ueBlSVob3GfqzWvhMlUHA8QSRiJpvWKR/5borV9Pa+JEREQyTZ4Mr7wC0WjRywLBIOetXMl5BToz9HbVQcfGljhPvrGmu4ciBZQM4pxz2wEbzWyjc64W+AEwBPi9mUUqPUAREZGKytnAUA4DNv/HfzCwjwZwAFXBAM++vba7h1FZ/u99DbAi3+tX+D8nToQeuM6xnOnUPwHb+I8vBXYD1gF3VGpQIiIiXaaMDQy5EkB44MDKjKeHqA4GWL8p1t3DqKxyfu9DITjkkK4ZTzsVDeKcc6cDuwJH+I9PAebj1TQc45z7tnNu38oPU0REpEIaGrB2LopaD/x+zpxe3ZWhlOpgL10o1h5lbF4hGPSu64FKZeL+CWwEXgJW4q3f/Jt//kP/5zsVG52IiEhnSG1WyHeMHIlraSn7rQzvf4R9aSdqPlW9oQP8lqqrg+nTsULZuFAIpk+HHjptXjSIM7N3gCuBh4HbgMvM7F28/4bXmtm7ZvZx5YcpIiKyBcqYNmvb1j6/OF6brWg02ut7pBZT3YfrwmUplo3rwVk4KGNNnJldgzeluquZzfVPrwWmVnJgIiIinaaMabNy8k5JvIxGqqxIX87G9Zsgrq4ON306LcHsvZ7JHp6FgzLrxJnZBjPblPF8o5mtr9ywREREOpE/bdbeDQy5mvGycCm9vUdqMf1iTVxKQwPmskOiQA/PwoGK/YqISH9RziL2DLnTq3HghXHjaDLDMo6+0GIrn77cZquNujruGn9UOhtnvSALBwriRESkv6irY+PJJ1O4B4On0Nq4KDBt2bI+uwYuV7/KxAGzD53amo0L9PwsHCiIExGRvirPjtRBt95KTYnb4nh14JZAOuBrxmuxtSqZ7LNr4HKl1sQNCgW588yDu3k0lbdm8HDuGn8USRwt3/x2j8/CQZlBnHPuq865N51zHzvnPnHOfeqc+6TSgxMREemwDuxIbcbbuPA0cFrG66lG9319R2qmKn/q+cT6HZm86zYlru4bZh86lRdGj2PzRf/V3UMpS7mZuF8CXzazrcxsqJkNMbOhlRyYiIhIu2Vm3665pmT/01yBYJCLq6s5AngZL/uWILvRfV/ekZopNZ1a3R/qxfnWDB7OKadeDtv3/CwclB/ErTazVys6EhERkS01eXLZmxcM+IjWKdNYIMB9w4bxXqy11VQYLyuXGbL15R2pmVLTqf1qg4OvnQ08uk1V6UsAmO+cmwP8BUiXtTazeysyKhERkUI60LA+nyTwNeBB/3ksmeTzjz+O7du2m2TfnzxtKxXE9Zt6cRlcWVUDu1+5vzNDgU3AF4Av+ccJlRqUiIhIQR1oWJ8rDlyL1zsyNWV6ayDApdddt8XD6ytqQ6kgrncENJ2ql3zlcov9Ts9zfKfYPc650c65J5xzrzjnljrnLvDPD3fOPeJvlHjEObe1f94552Y7595yzr3knNs/471O969/0zl3esb5A5xzL/v3zHautyRARUSkw9pZ7y2fGK1TpKkp00uSyX4xTVquAVVBAKzcfmR9SG+JJor+KXDO/dj/eaUfJGUdJd47DvzQzPYBDgbOc87tA8wCHjOz3YHH/OcAxwG7+8dZwDX+Zw8HLgY+AxwEXJwK/Pxrzsy4b0r5X11ERHolv/tCvKq6Q7fHgZto3ajQBBwB1E2c2GcL93ZEaho1lkh280i6Xi+J4Upm4lKbGeYDC/IcBZlZxMwW+o8/9d9rR+BE4Bb/sluAr/iPTwRuNc+zwDDnXB1wLPCImX1kZuuAR4Ap/mtDzexZMzPg1oz3EhGRvqyhgXgH/1ebDAY5LxLJ6rrQlzsvdFRqGjWW6B+puKqMXbi9ZWKvaBBnZn/zf96S7yj3Q5xzY4F64DlgezOL+C81Adv7j3cE3su4baV/rtj5lXnO5/v8s5xz851z89esWVPusEVEpKeqq+Ov4w+jPTki84+b6J8bFdorVNW/MnF3n3tI+nFvqapS8S0nzrnBwD3AhWaWVSDYz6BVPMQ3s+vNbJKZTRoxYkSlP05ERLrA7wZUtyuIawGeBS7tJ3XetlSq2G9/CeL23H5I+nFf253aIc65arwA7vaMciSr/alQ/J8f+OffB0Zn3D7KP1fs/Kg850VEpI+76R8LeW7BY9xG6UxAKltwI3AIXhbupptu6hddF7ZEf5tOzdwr00tmUysXxPk7RW8EXjWz32a8dD+Q2mF6OvDXjPPf9nepHgx87E+7Pgx8wTm3tb+h4QvAw/5rnzjnDvY/69sZ7yUiIn3Yj35yMWZJLsIrD1KM4S3izsy9tbS0KBtXQn+bTg30lsgtQ7m9U/dwzj3mnFviP9/XOffTErcdCnwLONI5t9g/jgcuB45xzr0JHO0/B6/e4nLgLeAPwAwAM/sI78/eC/5xmX8O/5ob/HuWAQ+V831ERKT3WvbOe6xb/A9IxGmCotk4w9tBdyCtu1EBzEzlRErob9OpmUFcb4nnyu3Y8AfgR8B1AGb2knPuDuDnhW4ws6cpvEv3qDzXG3Begfe6CW8tau75+cD4UoMXEZG+Y9r3ZmLWGlhcBBwDbAsMyLk24b+eq7a2loce0r/7i/n8XiM4bI8RzJyyV3cPpUtkbmboa2viBprZ8znn4p09GBERkWIikQjPPXwvJFr/F9QETII2mxwM+CPZGbiU/tLEfksMDFVx63cOYuy2g7p7KF3C9cJMXLlB3IfOuV3xM9bOua8BkeK3iIiIdK5wOEwy2XZ6rwmvfVaqmX0zsIr8WTjwmtg3NjZqc4Pk1UtiuLKDuPPwplL3cs69D1wInFuxUYmIiOQxb948EvFY3tfCtK6NSwIHkD8Ll6JsnBTSW4r9lrUmzsyWA0c75wYBAb8Dg4iISGXV18PixemnhXoqLAL2x8vGne3/LBbAgZeN0+YGyae3FPstK4hzzv0s5zkAZnZZBcYkIiL9XU7wVkwzkArFwsA4/2coFOKMM87gqquuqswYpc/qU5k4YGPG4xrgBFr7qoqIiHSOdgRvKUlaa8ClmtkDoEyb9HHlTqf+JvO5c+7XeEV4RUREOkcHAjhCIQaecQZNyrZJP9TRjg0DyW55JSIismUmT4bq6vbdEwxCQ0NlxiPSw5XbseFl59xL/rEUeB34XWWHJiIi/UpDgxeUlcmqq2H6dNhhhwoOSqTnKndN3AkZj+PAajNTsV8REek8dXUwfTp2ww24WP4yIpliySQhZeGkHysaxDnnhvsPc0uKDHXOkdHDVEREpP3yrIMrZ19gC3AzcCKgPJz0V6WmUxcA8/2fucf8yg5NRET6vMmTIRQq+/JUMd8E8ItAQMV6pV8rGsSZ2c5mtov/M/fYpasGKSIifVRDAwRKL89OBW9xvACuEXgvFlPrLOnXyt6d6pzb2jl3kHPusNRRyYGJiEg/4K+DK5WNM7zg7TbgaVrrwql1lvRn5XZsOAO4AK+syGLgYGAecGTlhiYiIv1CQwM0NhZ82YA/A3V4De0z22mpdZb0Z+Vm4i4ADgTeMbPPA/XA+oqNSkRE+o+6OjaefDLNOafjeAHcKuBCvE4MqQAuFAoxY8YMzIxFiwp1VBVpn+GDyl+f2ROUW2Kk2cyanXM45waY2WvOuT0rOjIREek3wsDFOeeiwIvASbRtZq8MnFTC3y/4HMs/3Fj6wh6i3CBupXNuGPAX4BHn3DrgncoNS0RE+pOHX3qJnYDv4DXobsbbvHB+znXOOVatWsUOKvArFbDd0Bq2G1rT3cMoW1nTqWZ2kpmtN7NLgAbgRuArlRyYiIj0H8++MJ8/jN45vQs1s6l9purqam1kEPGV23ZrtnPuEAAze9LM7jezaGWHJiIiPV59PThX+qivL/o2s//2Aovfe5tGWkuI5E6hgqZRRTKVu7FhAfBT59wy59yvnXOTKjkoERHpBfJ0WyjokEOKvjzn+v+FYBVh4N84Vk6bhpnlPbSRQcRT7nTqLWZ2PN4O1deBK5xzb1Z0ZCIi0rNNngzV1aWvCwa9MiIFRCIRFj32F0jEaQIOx/j9nDkq4itSQtnFfn27AXsBY4DXOn84IiLSazQ0eAFaKYmEV9S3wDTrfzVcTDKZzLlFRXxFSil3Tdwv/czbZcDLwCQz+1JFRyYiIj2b323BysnGFbJ4MY03/gFLxDFgoX86Go2qpZZICeVm4pYBk81sipndbGYq9CsiItDQQCwni5Ziec8W1gxkbllQNk6kuHLXxF1nZh9WejAiItK7RIAbEok23RbAC+Ja2vFeNcB5/n0LUTZOpJT2rokTERFJu/CHPyJM26xbqt9p/hxdcZkZOWXjRApTECciIh0SiUS4e86faMKr65aZjUvg9TvNPV+OzEK/qgsnUljZQZxzbj/n3Pn+sV8lByUi0muVW/y2ncVwe6JZs2aRTCYAsrJxBvwRr1hvoSxdQaEQA2fMoEl14URKKnd36gXA7cB2/nGbc+57lRyYiEivkRm4lVv8NlMoVLIYbrfLE5zecuutGF5QFgFq/cergIv823KzdM14WbqCStSUE5FW5Wbivgt8xsx+ZmY/Aw4GzqzcsEREerZIJMLhhx/uLbqfPNkLxDrIAgFOWriw/Qv4O6nlVVnK+I7NeAHcAWS3zMrMxiXxsnTxfG8QCsH06aDm9iJlKTeIc2T/4ynhnxMR6V/8wKlu5EiefOopdqirg2uugWjH20m75mbue/ZZ773aEXht3Hdfoq7EX8WdleVraIBA8f9l1AA74mXfFmacT2XjUj1R/wuI5bnfAgFl4UTaodwgrhF4zjl3iXPuEuBZ4MaKjUpEpKeaPBnbgqxbWUoFXn4gOejWWwlZiWpsHZyezMo0Qrqwb9Gp0JRQiD1OP52ampr0qTDwtP8zFdQlac3INQNP7bqrsnAi7VBunbjfAtOBj/xjupn9rpIDExHpkRoaaI7lnQwsqezit6UCr3IDyUCg9PRkgSnZrExj6vw111BGky0IBglDViutJuAIWqdZw8BztGbkksC0ZctUE06kHYoGcc65of7P4cAK4Db/eMc/JyLSO3VwPdnrm2MdKptRrmbg/S+dVDzwamggligjJ5ZMwtVXF18ft4Xr+drw17U9/OKLRItMMTcBh5A9zboqmVRNOJF2KJWJu8P/uQCYn3GknouI9E7vvdeh604+5z8JO1d2Vi11XTOwhNbgr9D9SeCwV1bzyqpPCr5nhI7VX8s7TVvGWrd28bOIixYtSpcIMTMmTpyY9/LMaVbVhBNpn6piL5rZCf7PnbtmOCIiXeSLX4Rbby193dq1XgbL92IHPy4JnIY3hQjeWrAkMCDjmma84Ozt1/7Fy2++wz4jJ+R9r3A4zP3O8e32DiJ3mra+vmMlUQopsrs0X623p95Yw7dvep4rx2xN07k9vMSKSA9Uajp1/2JHiXtvcs594JxbknFujnNusX+scM4t9s+Pdc5tznjt2ox7DnDOveyce8s5N9s5729T59xw59wjzrk3/Z9bb9kvhYj0K5df7gU1FWTAa7ROF75M6/ThbbRtSZXqVGCW5Oarfp33PSORCI2Njbwfj7cvG5cvwNqCqdS8mcR2bqIYUuPlEQZUq3mQSEc4K7KzyTn3RJF7zcyOLHLvYcAG4FYzG5/n9d8AH5vZZc65scDcAtc9D3wf7x+wDwKzzewh59wvgY/M7HLn3CxgazObWWS8AEyaNMnmz9dMsIgAp59eXjauCKNwvaUYXs20K4FT8Bb17wD8yX/+M+A7eKU5mvG2/J/v31s9oIZ3V7zNDjlZrRkzZnDjjTcSjUbZAViOV2S3pNpaWL48O4iLRGCXXaC5/Sv8YkAQL/CsAi8YPOMMuOqqst8jkTTCc1/h1M/sxB7bD2n3GET6A+fcAjOblPe1YkFcJ3zwWPIEZ3427V3gSDN7s8h1dcATZraX/3wqcISZne2ce91/HPGv+6eZ7VlqTAriRCQtEsFGjcIlO9Km3Qu8qvwjN5hLArfgBWmFZAZhm4BdaN29Gayu5uwzz+SqjKAoEomwyy670JwRdF1FayAYxwusEuSslSkWYM2YATfemLfOXaEAtRm4E9gLmOiP32pqcG+/rRIhIp2sWBBXbtutaufc951zd/vH+c656i0Y0+eA1Wb2Zsa5nZ1zi5xzTzrnPuef2xFYmXHNSv8cwPZmFvEfNwHbFxn/Wc65+c65+WvWrNmCYYtIn1JXx7xddy2/9EeOVPeBBG1bSTXT2nqqkNwiuJldDhKxWJtF/uFwOKtsB2R3Q4ji7TprU0i32DRnkY0NSaClwPmLyN5dqhpvIl2v3IUI1+DNClztHwf45zpqKt4/5FIiwE5mVg/8ALgjVd6kHOalEwv+PWxm15vZJDObNGLEiI6OWUT6mEgkwqnvvFuwgG2cAu2hAEIh/jz+KH4SrOZpvGAusz9oKigLhUJsu+22BceQuTtzv/32I55IMmbmXH7/6BttNgPMmzevTdmO3EDwQLJ3rsZK1Yrzi/jmBmsG3EXrur3MXbaZAWfm+EWka5UbxB1oZqeb2eP+MR3v74p2c85VAV8F5qTOmVmLma31Hy8AlgF7AO8DozJuH+WfA1jtT6Ompl0/6Mh4RKT/CofDvJdIcBv5/xUYJX97KMAraGtGxJIcgddKKrM/aCqoiUajbNy4kUgkklVy4/8ef5MxM+cyYOZcDjejyYzFixcTDDgCDmKJtlO8qbIdv/z7q+z0vT8yYIC3tzU3kMrMzsWSST44++yivw63f/bENpss4sCFtAaIqUA3CRzx6KO4Km9DxEcDatgzEuHRJUsQka5VbhCXcM7tmnrinNuFtrMH5ToaeM3M0tOkzrkRzrlgxnvvDiz3p0s/cc4d7K+j+zbwV/+2+4HT/cenZ5wXESkptcszmYhzEa1/oeVmnDKzWqnXLBRi48kn8/brT0PSu7Po1Ggi0aaI7Xmf341Bofy7Y0NVAaJ5griUlliST5/5E7FYLP3ZR2R8ZuZYbgYuve66gu8FcM6vfp/1PZN4u2dX0xogpqaNbw0EOOWCCzDzxpdUgV6RblNuEPcj4Ann3D+dc08CjwM/LHaDc+5OYB6wp3NupXPuu/5L3yB7KhXgMOAlv+TI3cA5ZvaR/9oM4AbgLbwM3UP++cuBY5xzb+IFhpeX+V1ERAiHw8TirQFYKhuXmXEKk53VSnF+WylyNoYVmlosVMT2sR8eweM/PLzN+epggGi8cBD3WtOnbFr5apv1cfnGchkULaAbiUTYuOSxrO+ZuZ4vFSD+l/9+lySTLF26FBLeRHM8FqWxsVHtskS6QdFiv865r5vZXXgbqHYHUrs/XzezfOtd08xsaoHz0/Kcuwe4p8D184E2pUf86dejio1BRPqhMgvYfr+mhmvirZOlFwE74/1l922ys2mNwNnAK8A+wLovfYnfz5mDJbInW1MBD0BtbS3Lly9vUyIk0w5b1eQ9HwoG8k6nAvzz9Q94+q0P2WHabFZc/kXGznoAgNd/PoUBVcH0c/CmKMLH782Zh+1ScAwXX3oplkyks3dn0zaTmPvdcqUyjVe1o7yIiGy5Upm41D/G7vHXrb3kH0UDOBGRblNOAdtQiJovfgVc61+BuRmnzGxaKqt1mv/zPxYvLpoFg/xTqGWpr2fBz77Az0/aN28v1yP22p4VV5zAA43fz7ptQFXbqdnBA6p4f/3mgh8ViUS4+eab01PCHd2kEI0qGyfSHUoFcWudc//AK/9xf+7RFQMUEWmXcnqBBoMc9doHYG0Dsdz1ZZnnXvZ//uvNN4s2d4ct6AM6eTLRYNFJElqCVSzYcS8Afv+NiUw7ZGze6za0xLn5mRUF3yccDhOLte6/zffdwcsqRiIRzj33XEIFAuQOB60i0mGlOjaEgP3x1rSekfu6mT1ZuaFVhor9opRaPQAAIABJREFUivRyZU6XJinwr9RQCPvudxlwz8PEPljeoSGEQiHOOOOMykwfRiK07DSWAfHCQeLmqhDvPP8ye9Xv0ea1zOnUlBWXfzHPx7QtHFxIKBRi6tSpzJkzp+j15Uwhi0j7dLjYr5lFzexZ4Cdm9mTmAWxXicGKiORVX+9NKZYRwEWda1MyIy0YZPOs/2Lk9Nl884Zns8p+3P7sO4yZOZf6mXMYUJN/vRpUePqwro5/fOY4YlX566m3BKu4a8LReQM4gAe/79VK33FYLV87YFTeayB/4eBCotEoc+fOrdwUsoh0SLm7U2flOVeqGLmISOdpR7P2uFlW8d2UZmDjySezebhX9PuYfbIbvWwz2Hv/t/5xC9aNAcvdx03DXIEuCi7AlYfk3TcGwD4jh3L/+Ycy93ufZfTWAwGI59kkka9wcD4TJ07EzBg9enTlppBFpENK7U49Djge2NE5NzvjpaEUKWQuItLpGhqgsbHkZVHnaDT4OcY3cl5LAj93jnNbvIX8tdXZmwEmjh4GQPP7rxHrxoBlw/DtmDPuSE5b+hiBWOs4YsFq7ppwNC3bFu88s+8o73sMqPYCwWgiSVUwOyhctGhReup1p+EDeerHny/6nrndI8yMWMIIVZWbCxCRzlbqT98qYD7eP2AXZBz3A8dWdmgiIrROo44cCWWs34qbEcbSJTNyW2H9fs4c/vDwAu9cTi227Yd6U6gjp89OT7Gu/mQzH2+OZk27po7cwKazBJ1j9qFTieYsWY47x5WHTOWlS8r76zfkB27Fas4BDOhAIOacUwAn0s2KZuLM7EXn3BLgWDO7pYvGJCLSavJkeOUVKGPqD2Ag3i7LXKnivYlEgsf/dC3scyoHjR1e8v22G1J4bVylOAdrBg/nrvFHMXXJo1TFYySqQ9w1/mjWDN667PdJBVn5grhksjVC/ObBY7Z80CLS5Ur+M8rMEsBof6eqiEjXKqdkSBGpUCUV3LVEo/z7b3ew4ooT2LNuaGsNtvr69D17bD94i4a8pQLOATD70KnE8R4n/SzcWUUK9+ZKZdha8gRxqXPfnjyGb09WECfSGxUvRtTqbeDffm24jamTZvbbioxKRCSlrg6mT4cbbyw7G5cpDgQp8S/WUAgOOQSApZceS1XQdWSknSYVs6aycact/jt3jjuKNYO3ZrshA8p+n1CRIK455q0L3HnbQTjXvd9XRDqm3H/eLgPm+tcPyThERCqvSDaucKVLbx3cbUDJFjPBoPcZwKABVXm7H3SlQEZQNfvQqbwwelx6R+rWA8ufFEl9j5Z4os1razZ4vyo11d37XUWk48rKxJnZpQDOucH+8w2VHJSISJa6OhZ/9ij2evQBcleopYK4fLmkJF4tpM3Ad6DNvYCXhZs+HXpQgdrMIG7N4OGccurl6efDBuavH5fPgCJr4r7wv09lXSMivU9Zf3qdc+Odc4uApcBS59wC59y4yg5NRKTVaUtfbpN1M+DPeNvoc7Ntqd2oq/E2NBTM2GVk4XqKQJHZzdpQ+Zmz1HTqWx9sYP2mKFf/8y0iH29m/oqP2lwjIr1PuX96rwd+YGZjzGwM8EPgD5UblohIq8WLF/NK5N02JUNWARcCk6BNh4YkcN+4cZgZETMiX/8WLbk9SXtgFg6yM3EAPzl+7/Tj9kz1prJsP7r7JR5/7QN++ffX+c0/3uD11Z+mr1m7of3rDEWkZyg3iBtkZk+knpjZP4FBFRmRiPRvqbpwGcfE+noMmEHrlGgIOAAv05ZbE45QiIEzZvDokiXptx31m/9p2wWhB2bhAAI5qbhDdtsm/bimuvzMWWaWLbW5YUNznPsWvp8+P27k0I4OU0S6Wbl/Gyx3zjU458b6x0+BjnWOFhEppMzm9oa3tmN1xrmsKdM8wVlo9I78/cAp6WxcorpnZuHAK/abacTg1h2puV0misnM2n28OQaAYcx/Z136/KQyauWJSM9UbhD3HWAEcC9wD7Ctf05EpP3yZNvKbW4PXrB2KhAKhZgxYwZmxtj/fpS7Jx6HOVcwOJtzbGtP0kAPzcJB9kbcMz67M4Nr/n97dx8fVX3mffxzZZKBQURAUYIP+KwrVEnhVoEW20Wtdu1qt76oKNX6UN1Cb2t7764PbbbVdHvT3d7tLV1LtUpErdSHPti1uq3VVldFKwpFoFYRdUUmgKKoYDLJzG//OOckZ54nyUwmk3zfr9e8mJw558wZDiFXrt/vd109w8AHjh9V8nmO2Len3t0fX/Hmwf1mfU/o++CXP9qPqxSRaisYxJnZSDO7Au+X3PXACc656c65K5xzbxc6VkQkr140s8/kgOXAOrz+pa2trbS1tXHu8QexZPZ83pl+Qt7gbNfeE7hn6lxSGB0Lzh+UWTggrW7bV089Mi371hApfTg1PCz7yAvbup+PbKjjY0dN4K8aNZQqUsuKlRhZDnQC/wWcDvwV3jxiEZHeKXGotJgkXtmQ7q+TSVpaWrh+yQ84cuKejP3BAi+rl0OsIcKS2fM58q3X+dDXv97va6mUYGHD9edMY1S01JrspYtG6jh4b01rFql1xX6lO8Y5t8A5dyNwNjBnAK5JRIaifmTfAg64nfS5cIlEgieffJL6SB2fmDKxYPeBfUaPYPvo8Sy69HuMmnxAv66lkoKGESlXqJRx37V3plRaRGQIKPYrXmfwxDnXpdYsItInZcrCWSTChZs3c2Efh0H3Ge0FkYdOqG5v1GKCYdCuZP+DuL1iDd2LGgKJZCptsYSI1KZiv4odZ2bv+o/3gGOD52b27kBcoIgMAWXKwrFgQb/msY3fwwtc9t6jf9dSaVF/3ltXqv9B3A3nfjjn9kljY/0+t4hUV8FMnHNOTfVEpHRlyrjlkgRePP98junHOV5o8373/M36trJcU6XU++OpncmeEsa/XDSbZB+CuqaDxubcvv84BXEitU6TIkSkfMqQcQtzoT9vB+Zdfnm/znfh7EMA2HuQDyWO95vch/uaTjtwLNMnj+v1ufYY0fO7+r+efWz380ljc3aSFZEaoiBORMqnuTm9yFkvOaAr4+skXnutq4H169ezdu3aPp//kH28FZmzDtu7yJ7VtfDjh3PNJ4/mMx8u7+KLcHeGffYY3IGsiBSnIE5EyqexES68EJcnG+fq6kgWOLyLntVUQXP7x+lprwVw7rnn9vnyJuw5gvsWzebbn/5Qn88xEEY2RLh0zmHU96ImXCG3XXQ8l805lMa9eoZQM1t7iUjtKX8BIhEZXnLMg8sXHnTiZdbCs7Gcv38KuAP4ALgMrx/qFaSXEwHYsGEDbW1tTOzjAofjDsw9R2wom3PkBOYcOQFXoZIlIlIdysSJSP+UOA+uC/hxKpXWqN7RM++tHW/ItIXs7FtYQ0MDLS0t/b3qYUllokSGFgVxItI/Jc6D68QL0MKN6lN4Q6ZJoBUvaGsDPkbuAA56ivuKiAx3CuJEpH+KzIMLxPACtDg9w6kR4BxgN15wV8y0adNwzrF69ep+XPDwdvi+g7vQsYiUzobbHIkZM2a4VatWVfsyRIaWeJzEgQcSTRZatpBbO3AL8KUcr8ViMTZt2tTn+W+Srb0zSUdXir1iDdW+FBEpgZk965ybkes1ZeJEpHRNTV5z+czHpEk5A7gueoZO80mRPwsXNLeX8hnZEFEAJzJEKIgTkdL1sphvAm9uW0ee19vpmQuX83jNfxMRyUtBnIiUroRFDOHVpq1AE162LZeRsRiL4nGcc3kfmv8mIpKbgjgRKZ2/iCFfNq4duov5BsOkbZBWVqRbNOqdS/PdRET6REGciPROgWxcCq/HaRK4PRJhTTzOujfeoXXRbVCfEfhFIt65RESkTxTEiUjvNDaya968rMxaMHx6DV6x3n+pq6OlpYVjGsewffR47pk6l46I3yRGWTgRkX6rWBBnZsvMbJuZrQtt+6aZvWFma/zHJ0OvXW1mG83sL2b2idD20/xtG83sqtD2Q8zsaX/7XWZW+mxrEemX019+M2vVaXj49GPA652dtLa2snWrt2xhyez5OPP/y1EWTkSk3yqZibsVOC3H9u8756b5jwcAzOwYvJqfU/xjfmhmETOLADcApwPHAPP9fQG+45/rcOBt4OIKfhYR8W3ZsoXHn/5d2jy3fKtMgxIhK75wYnc2jro6ZeFERMqgYkGcc+4xYEeJu58J/NQ51+GcewXYCBzvPzY65zY55xLAT4EzzWsA+NfAvf7xy4GzyvoBRCSneX//DziXymqflauaW1AiZNLYkYCXjeMjH1EWTkSkDKoxJ+5LZrbWH24d52/bH3g9tM9mf1u+7XsD7zjnujK252Rml5rZKjNbtX379nJ9DpFhJx6P8+SDP4NkV/eq06Dv6buxGPEc5UJWr17N2Jg322H76PHw6KPKwomIlMFAB3FLgcOAaXgtFP/fQLypc+4m59wM59yMCRMmDMRbigxJX72qGed6qr614C1iaKFwd4U9R9YPyPWJiAwnAxrEOee2OueSzvsp8GO84VKAN4ADQ7se4G/Lt/0tYKyZ1WdsF5FS5Guflfloauo+JB6P87O77oBkV/e2YBHDVryh09bWVtra2rLerq7OmLTXSP7xE0dV/KOJiAwXAxrEmVlj6MtPA8HK1V8B55jZCDM7BDgC+CPwDHCEvxI1irf44VfOOQf8HjjbP/4C4L6B+AwiQ0Kp7bPWrOkO6BonTSLR0YGDtMdzod0LZeOevHouiz5+eP+vXUREgMqWGFkBrASOMrPNZnYx8K9m9ryZrQU+DnwFwDm3Hrgb2AD8J7DIz9h1AV8CfgP8Gbjb3xfgSuCrZrYRb47cLZX6LCJDTgnts4hESDUUbpTeDoQ7m6rXqYjIwDEvqTV8zJgxw61ataralyFSfQsXwi23QCKR/Vo0CvPn07nipzQk8rWvB2Ix2LRJCxVERCrEzJ51zs3I9Zo6NogMV4WycZEILF7MmjmnZ/c8DajrgohIVSmIExmuCrTP2jVvHkycyLfrLKszQzd1XRARqSoFcSLD2DdSqZzts75lRjwe5/4/PJDWmaGbsnAiIlWn4k0iw1Q8HmfJ3fdwKHARMJKe9lnX33UXryS66EomaQEuzDxYWTgRkapTECcylDU1eWVCcmgEgiUNQfnekcAiYNEHH8Cdd/DTHMelgA/mzWMPZeFERKpKw6kiQ9nMmbgi9eDagfV4wVlXwT09wXCriIhUl4I4kSHspjnn0t5ZODRLAecBTwOdRc7ngNvxhltzdWYQEZGBoyBOZAi77vFXci9M8AVz4J4HZvnPC+27Bbiawp0ZRERkYCiIExmiXn1zFzufWEGL5S8TksJrXh9ogYL7TqenT6o6M4iIVJeCOJEhauOrr7Nr3cO0pZI5M2xBFm5raFsbebJx0Sg7z7uQ7z/9Gs45nHOsXr26YtcuIiLFKYgTGaL+/XvfwTlv3ekcvJWnYcFK1HAz+3eOmkLrotugPmMxRCRC43e/zfzjD6r0ZYuISIkUxIkMQfF4nF/dcyckvUUNj1HCytNolL3mnsTM2VO5Z+pcOiL13dtV2FdEZPBRECcyBF3T/M3uLBx4c92KrTwNCvh+ZvoBLJk9H6wubbuIiAwuCuJEhph4PM6KO27rzsJBz1y3vNm4ULZtzhH78JPmsxjxhYuhrk5ZOBGRQUodG0RqXUZXhkZylwl5Hi8bl/ObPpRtMzOO3G9P7+v165WFExEZpJSJE6l1M2d6mbQC2vHmxeVaedqZL9vW2AiPPqosnIjIIKUgTqTWNTd7w54FBPXgctWB60yl2HbZZRW6OBERqRQFcSK1pqkJzHoekyZBe74+C14AF9SDy6wD1w7cVlfHtTfeWOmrFhGRMlMQJ1JrShg+DSvUlSEFfDOVUvcFEZEapCBOpNY89hgkEiXvXn/BBbT5XRZ2dXQy4sr7uXfa6VBXx6iFC2lT9wURkZqkIE6k1syZU3QOXLdIBBYv7v5yVNRbm7pk9nz4yEe08lREpIapxIhILcgoI1IKB9iCBVmrS68/ZxqxhghM+VwZL1BERAaagjiRWjBzJmzY0Kth1JQZkVAWLnDmtP3LeWUiIlIlGk4VqQUllBEJc8BP6upoq9wViYhIlSmIExmswqVEipQRCesCtgBfr6ujpaWl2O4iIlKjFMSJDEZ9mAMX6ASmA693dtLa2kpbm/JxIiJDkYI4kcFo5kxoaChp13DNNwcswyvsC5BMJpWNExEZohTEiQxGzc1eeZBeaAeeIr2wbyKRUDZORGSIUhAnMhg1NnpN6Ytk4zqAdUASr53WLHqycAFl40REhiYFcSKDVYFsXDCEmgTOAx4nPQMXlkgk1FZLRGQIUhAnMlj52biOHC85vADumSlTWOscJznX3Vor10NttUREhh4FcSKD2LpPf5pUxjYH3I2Xfbtg40bNdxMRGaYUxIlUQrjGWymPWCzn9qmnnkos49RJ4ArgY3hlRDTfTURkeFIQJ1IJM2dCNFravtEoHHZYSfs74HZ6Fi+kUimWLVumbJyIyDCkIE6kEnrTJiuRgPXri/ZFdXjB29VZhyeUjRMRGYYUxIlUgr8owRXLrtXVlRTsBa20ppFdQiSVSmn1qYjIMKQgTqRCfvbJC2nv7Cq8UzRa0jBq0EorHMBFo1EWLlyo1aciIsNUxYI4M1tmZtvMbF1o27+Z2QtmttbMfmFmY/3tB5vZB2a2xn/8KHTMdDN73sw2mtkSMzN/+3gze8jMXvL/HFepzyJSVI6FDJ/51PHEXOba0gzt7UUb22e20gqo/puIyPBWyUzcrcBpGdseAqY6544FXiR9es/Lzrlp/uPvQ9uXAl8AjvAfwTmvAh52zh0BPOx/LVJcqStHm5pKP2dvFjL4XCRS0jEWibAoHlf9NxERSVOxIM459xiwI2Pbb51zwfjSU8ABhc5hZo3AGOfcU845B9wGnOW/fCaw3H++PLRdJL+mJlizprR9Z80q/bwlLmQIOi20A48ffHBpix8WLICJE0u/FhERGRaqOSfuIuDB0NeHmNlqM3vUzD7qb9sf2BzaZ7O/DWA/51zcf94G7JfvjczsUjNbZWartm/fXqbLl5o0c2bRfqSA1+6qubn08wa9TvNk1lzG1yngnFdeYddnP1swG+ciEVi8uPTrEBGRYaMqQZyZfQ1vwd1P/E1x4CDnXBPwVeBOMxtT6vn8LF3mz8nw6zc552Y452ZMmDChH1cuNa9AP9I0yaQXmPVmaLW5GedN2czShVekN9ysfksqxTW7d+fNxjngqcMPVxZORERyGvAgzsw+D5wBnOcHXzjnOpxzb/nPnwVeBo4E3iB9yPUAfxvAVn+4NRh23TYgH0BqV1MTTJpUdCFBlmi0tKHVxkYeOeRQMs/eDtyB1yYrs1n9DT//OW9+6lNZxwQ14c597TUV8hURkZwGNIgzs9OAfwL+1jm3O7R9gplF/OeH4i1g2OQPl75rZif6q1LPB+7zD/sVcIH//ILQdpHc+rD4AMgeWi2wMGLuC39mZMbhKbwVPB/Dm7x5Et74vwO6kkn2ueeerGPAqwm3JZVSIV8REcmpkiVGVgArgaPMbLOZXQz8O7An8FBGKZE5wFozWwPcC/y9cy5YFLEQuBnYiJehC+bRLQZOMbOXgJP9r0Xy600XhUA06s11Cw9plhAMhhcwtNJTHmSlv63YsS/4xyQSCVpbW5WNExGRLOaPaA4bM2bMcKtWrar2ZchA6s2K1EyxGGza1BPElXguBxiwGziUniBuIrAJspraZx57LN78OfCK+l5yySXccMMNffkEIiJSw8zsWefcjFyvqWODDH0lDqNm/jqTMGPXvHl9ysLtwFvAsGLEiLQivW14mbl82TiHF7ytC21TNk5ERHJRECdDVzB3benSkprLZwZxXc7xrWBlajDvrYRzAZyNt4DhW2bEMwr1LtyyheiIXLPgvPlz5+bYnkwmNTdORETSKIiToauXCxnupidDFsxlu/6uu9h13HElnyfIpP0BbyFDzoUJjY3EP3VWzlWsPyI9CxdQiy0REcmkIE4GTiXaXRV6nxKzZg64C/gKPdm4FF4ZkGQyybegVwsiwpm0fEOh/zdSl7MAcK5c27Rp09RiS0REsiiIk77rbVBWSmas1JpshfShlMgV9MxXC4rxBqtDr7/77qKdFSD3fDbIPRT6xF82pM2Ny1zFGpg2bZqCNxERyUlBnPRdb4OyUkp89LbdVS69KCUSLucBXiZsN7CInnlyuz/4gD2WLy8pq5drPluuodDVq1cz5ucrod77+xsZi+Vscq8ATkRE8lEQJ33X26DM7y/q8gV+uWqy9UXQx7SEHqkOmBf6ug24neK13MLHB39uGTeO5zOCsELB2NY9xnHP1Lleq65yfG4RERlWFMRJyXYnukimQjO5/GCpM08g1w6885mz+fW20DHNzSTylSYsRxYu9D7FeqQ6vA4K64C6ujqmTJlCNBqlhQKNePNIAWft3t2rMiDnnnAQK89dSGLm7PJ9bhERGTZU7FdK0plM8ZeJhzD1zf+uzBtEo3DJJVDOgrYLF9L5ox/RkOffeCdwINnz0ABuAC6CnO2wgkK+7cBLwDF4q0q/qqK8IiJSZoWK/SqIk2z96XDgCwKdkvc3w7ZsKeuQ4tY1axjT1JSzO0IKLwt3UZ5jJwJvUFqq+j28Zr9bgVgsxqZNm5iooVERESkDdWyQ0pUhgOstB2wZO7bsc8KuvemmvN0R2vGa0ufTBqyn+LBqO3AbPdk8FeUVEZGBoiBO0s2cWdKCgFzCTd/X4WW7StXb+WQ5ZZQ8+eHSpSwke0g0RXo5jylTpuRcjPD7795d9C0za7upRZaIiAwUBXGSrsQFAYWkgPMoLYhzwFvAWuf6n8EqsT5cOPCKRqOcdNJJOffb2rgf68j/efPVdlM2TkREBoKCOElXQnkOB3RkbAuyb0Gh3OeBOyhtlefZlCmDVULJE4dXQiQIvAq1s3r4J0tZUGBmX74OC2qRJSIiA0FBnGR3Xli6FDo7c+7q8HqMZmbZguzb4/QENlfjBXX5BB0OHvW/7ncGKwhA82Tj2oEtwHUjR6Y1pc9Vwy0ej/PsQ79gLS5nNi5fFg7UZUFERAaGgjjpVZuqJF6Lqlwto57Ha/oeBDZtFM/GldJntFeam73iuTmkgOnkaUqfoaWlBee8UHUBuYPW8BmC/qbqsiAiIgNFQZyU3KYqPBQZLoibb1gR8mfjetNnNOzVN3fxr//5QnrR4bDGRh6ZPDlrRWo4c1YsWIzH47S2tpLs8rKRa4EbSQ9ab49EWFMkmyciIlJJCuKk6DBkIElPWY5ws/hnpkyhLbSq84tf/CJR/1yFsnH5+owWCrD+8d4/8cM/vMzvX9jGzt3ZQ77xeJzzX9qY9X6ZgWahYLGlpYVUKj33lhm0/ktdnRYviIhIVSmIE0+BYUjIXhAAXmATngMXWLlyJYlQs/ir8eaiBYsh8mXhAoUCrPbOFL9uvZyTp0xkrz2i6XP5zGicNIk3XIoYPUOgueavFVp8kHn9kB60tgKvd3Zq8YKIiFSVgjjxNDby2OGHZw1DduEX48ULxkb6iwKmt/yWEVfez/5b3+V369LDsdWrV6dl5XZEo8ygJ6hKkTsLFygUYI2J1fPcpKPoiNQX/DjtGe8XhISxWKx7UUO+IdDw9YcfC7dsITJnDouKHC8iIjIQFMQJ4A1Dfu6ll7KGIRPAU3gLAoL5ZC0tLXR0eiHS+D1GFDxna2sriUQiLZP1I3qycLFYjAMW3c7kK+9PC5jyBUgj6iMsmT0fV6SpVwovcxhkzsrSUaGxER59tOydJURERPpCQZwA3jyw17uSOVedzqInCEqlUixbtozLZ+7D2FEN7BXLX08uc25ZruHXZDLJO0+uKPk6H3lhG9tHj+f2sRNzttMKX/c1Od5PNdxERGSoUBBXTZn12fI9mpoqehnxeJxblrVCKlnSqtNEIsGa/1jGmn8+lUhd/oxY5tyyNtJLkATn6njjBf7XweOKXueOXd65ut7fwTfeactbusTVRzl59V+IO8dJzqUtutAwqIiIDBUK4qqplPps0SjMmlXRy/jyP32dRFcXkD2BP1cx21QqVVI2K9/csszHac3LGT2i8Bw3gBe3vgfAzidWEMflbG7fEaln52cXcNS0I4ueT0REpJYpiKumUuqzRSLefuWSI/t39x3LcMkuHF4WbiGwm9yLASqRzYrUGV356r6FvPV+gq73d7Br3cOQ7ErLGgZSVscHV11TtmsTEREZrBTEVVOx+mzRqPd6fyfShwO3NWuK7t4O3EaZFgOUcF2/WPQRbr/kxILDye/sTrDozufY+cSK7k4KQdYwyMZ1ROq550MnE2lsLP+1ioiIDDIK4qqtUDauXFm4XrTVguy5cBVbDFDCdaX84eR7n92cloULpM/hM34waz7Rev2zFhGRoU8/7aqtsZHd532OjsxCu+XIwgUZuKVLIaN4bV7RKKMWLhyYxQAlDCd3pLz9RtTXpWXhAuE5fLePbWT76HE0RAqXHxERERkKFMQNtBxz0kbd8mNGuIzZXZ2d/c/C9TIDB5R/Dl4h/nByZyR3mZJgeNTttx/X3vVEVhYuEJQu+cY7cZLvv61MnIiIDAv6aTfQSgisHNB55JH9nwtXYmP7buWag9cbzc24PNeYsjp+MGs+Oz/oxK3+WVYWLhCULtkRMY7d/jv2HJm/dp2IiMhQoSBuoJUYWF17ZD9KZATZvkmToD1fSdwcBjILF2hsZO3JZ2W10QqycNtHjyORTPHmpnU5s3BhiUSCLS/+qZJXKyIiMmgoiBto/hCiy5ONC5rDL37gAdra2vr2Hr0YRg0GcduBXfPmVaWl1LPnfwln6f8UgywcQGfSMe3yG7l8xXNp8/Teb+9k8pX3M/nK+/mvF7erkK+IiAwrCuLKJRYrrftCLAbNzXQmkzlPEzSHTyaTXHXVVb27hl4uZOjCWxAQvO+3MhdXDJDkxIlPFIGUAAANjElEQVTcM3VudzYunIUDWP7kq7yzu5OxGS2+Yg2R7uf7jcnfw1VERGQoUhBXLocdVvJ+cWCZc1ndBtpJbw5/xx139C4b18uFDJ2kN4m//q67+p796wfDvKb2fjYunIUDuOmxTez8oJO9RqV/trpQy6999xw5MBcrIiIySCiI668g+7V+fWn733kn1113Hde6HN0GyG4O36tsXInz7YLODMtIbxJfsaK+Ra/HsX30eO6ZOpcUlpaFC9v2bv75fWNixdt2iYiIDCUK4vqrN9mvKVOIT5jArbfeSptLpXUbaCd3r9JeZeOKdYDwJYGn8AK3cFP6ihX1LWJkvTcsumT2fJ45cEpaFi5s/ZZ3857DqjQULCIiUi0VDeLMbJmZbTOzdaFt483sITN7yf9znL/dzGyJmW00s7Vm9uHQMRf4+79kZheEtk83s+f9Y5ZYNX6S96aMx5130tLSQqLLm4mW3m0gPQsX6HV2rMj1OLwh1Fl4gVs0GmXhwoWVLepbRFCcd/vo8Xz23MX84wUncfwh4zl64p5p+zWfcUzWsc987WQe+T8nDch1ioiIDCaVzsTdCpyWse0q4GHn3BHAw/7XAKcDR/iPS4Gl4AV9wDeAE4DjgW8EgZ+/zxdCx2W+V+WVmP0C4Ljj+OHSpSS7OnFAHIj5L+0iOwsX6FV2rMDq1y5gC3B1aFu1sm9hkYygc+yoBu6+bCYtZ01N2374vqOzjp2w5wgOnZC9XUREZKiraBDnnHsM2JGx+Uxguf98OXBWaPttzvMUMNbMGoFPAA8553Y4594GHgJO818b45x7yjnn8Hq2n0U1NDeTKpAEzJz7likF3O8/r2+IMrrpk0y+8n6+eMeqvmXHmpu7s31hncB00oPFWCzGgw8+2Lvzl1l9Xfrf3Uh/1WnGZkZFI4iIiIinGnPi9nPOxf3nbcB+/vP9gddD+232txXavjnH9ixmdqmZrTKzVdu3b+//J8jU2Mjdo0ZlrTbtfv8ih7fTkx37Y2eC91Y/wKvfOYMfLpiRv1RJUxMAr721ixO+/Tt+8vRr3eeLA8tSye7r6aJnIUNmtq9aixnC6iO5g7gPEukdGkaonZaIiEi3qv5U9DNoxRJV5Xifm5xzM5xzMyZMmFD2869Zs4avvP123z5IXV1aw/nx887P6l6QJRqFWbMAOOnf/sDWdzv42i+6px1y1VVXcR09f7EJehYyZBocw6npQVyQcZt12N58ee4R3du1eEFERKRHNYK4rf5QKP6f2/ztbwAHhvY7wN9WaPsBObYPuAULFtAGaatNU5QYnUajaa2uXvjCFVndC7L47bGe2Pgmv269nFe/cwavfueM7izd8ttuS5tvNwoYSU8WLhaLEY/Hq7qYIazpQG+K4/g9oiz+uw9xTOMYwKsD95VT+tF+TEREZAirRhD3KyBYYXoBcF9o+/n+KtUTgZ3+sOtvgFPNbJy/oOFU4Df+a++a2Yn+qtTzQ+caMPF4nA0bNgDpq03b8TJgHYUOrquDiy5Ka3W19+GT07oXZEo29DSp/9ovnue5SUfRXmTAth0I59oGwxBq2EF7j+LVxX/Dc82ncM7xB6UV8RUREZHcKl1iZAWwEjjKzDab2cXAYuAUM3sJONn/GuABYBOwEfgxsBDAObcDLz56xn9c52/D3+dm/5iXgQGfod/S0kJDg9cOKsjGBR0QDsbLyOXjGhqyGs7POHg802/+HnWR3JP4XV2dt5Ai5Xj1rd18f9rpuCI5v8zyJYNhCFVERET6p6Jl7p1zuau2wtwc+zpgUZ7zLMObl5+5fRUwNfuIgbNy5UoSoT6lLcAU/8+teMHcRXjDmWFdwBOHH85JORrOHzP9aJ475dNM+c97GZHs6t7eEannxdM+wz6xvZh5zQMAvLTmQW4140Lnst4DsosIx2IxNm3axMQqNLrvq48esQ9vvl+8F6yIiMhwouV+/bR69eruuWXOOeLOcZJz/GnnB0y+8n5u/vySnHmyTuDzL7+ctxvDA2dekjU3LmV1PHL2pbwQfw+Arvd30LHhEa5z+XNxuVp5Daah1FLcfvEJPPjlj1b7MkRERAYVBXEVst+YkfzLp6fy0poHacVylvvYkkrlDahufrk9bW5cR6SeXx53Chsje7LujZ0A7HxiBalUKmtRRSBXKy8NpYqIiAwNCuIq6O03t7Fr3cO0hGathct9JBIJWltbc2bj9hk9giWz5/dk4+oifO/Ec/iPP21h+crX6Hp/B7vWPUyyqxNIX1QRGBmLsSi0CnWwrEYVERGR/lMQV0Fr7rsF51JZCx6CvqWQf3jzsjmHsn30eO6ZOpcUxm+PP52m448G4M33O9j5xAqc61k2kZmN66yr617FKiIiIkNPRRc2DHfPPvM0+AsTwgsewvINb35hzqF8ePJYvr9HgiPfep3rpn2GW08+gt9u2NqdhSO06CF4jwv9552pFG9fdhn7lvtDiYiIyKCgTFwFrV69ml0dnUy+8n5OvvkpTnKuuzNDKcOb0yeP53+fN4fPnruY7aPHMSrqxdw7n1hBXY6lDOGM3211dVx7442V+3AiIiJSVcrEVdioaD1/vGYuo0f27a/6aL97wd817d/djqpjy1+658JlCjJ+30ylaNQCBhERkSFLQdwA2HdMrgpupdkr1sDab57K6Gg973V4w6eTLlxCy5lT+NzMg9P23fpuO/983zr2/8TRtO07uj+XLCIiIoOcgrgaMGak1xEiyMQBxKLZt26/MSO58XMzBuy6REREpHo0J66GNER6btfoEYq/RUREhjMFcTXm2AP2AmD24XtX+UpERESkmpTOqTG3XXQ8XSnHnv4Qq4iIiAxPCuJqzNhR0WpfgoiIiAwCGk4VERERqUEK4kRERERqkII4ERERkRqkIE5ERESkBimIExEREalBCuJEREREapCCOBEREZEapCBOREREpAYpiBMRERGpQQriRERERGqQgjgRERGRGqQgTkRERKQGKYgTERERqUEK4kRERERqkII4ERERkRpkzrlqX8OAMrPtwGsVfpt9gDcr/B5SmO5B9ekeDA66D9Wne1B9tXwPJjvnJuR6YdgFcQPBzFY552ZU+zqGM92D6tM9GBx0H6pP96D6huo90HCqiIiISA1SECciIiJSgxTEVcZN1b4A0T0YBHQPBgfdh+rTPai+IXkPNCdOREREpAYpEyciIiJSgxTEiYiIiNQgBXElMLMDzez3ZrbBzNab2Zf97ePN7CEze8n/c5y//WgzW2lmHWb2DxnnOs3M/mJmG83sqmp8nlpUrnuQ7zxSmnJ+L/ivR8xstZndP9CfpVaV+f+jsWZ2r5m9YGZ/NrOZ1fhMtabM9+Ar/jnWmdkKMxtZjc9Ua/pwD84zs7Vm9ryZPWlmx4XOVbM/lzUnrgRm1gg0OueeM7M9gWeBs4DPAzucc4v9Gz/OOXelme0LTPb3eds5913/PBHgReAUYDPwDDDfObdhwD9UjSnjPch5Ht2D0pTrPoTO91VgBjDGOXfGQH6WWlXOe2Bmy4H/cs7dbGZRYJRz7p2B/ky1poz/H+0PPA4c45z7wMzuBh5wzt068J+qtvThHswC/uyce9vMTge+6Zw7odZ/LisTVwLnXNw595z//D3gz8D+wJnAcn+35Xj/gHDObXPOPQN0ZpzqeGCjc26Tcy4B/NQ/hxRRrntQ4DxSgjJ+L2BmBwB/A9w8AJc+ZJTrHpjZXsAc4BZ/v4QCuNKU8/sAqAdiZlYPjAK2VPjyh4Q+3IMnnXNv+9ufAg7wn9f0z2UFcb1kZgcDTcDTwH7Oubj/UhuwX5HD9wdeD329GQUQvdbPe5DvPNJLZbgP/x/4JyBViesbDvp5Dw4BtgOt/pD2zWa2R6Wudajqzz1wzr0BfBf4byAO7HTO/bZiFztE9eEeXAw86D+v6Z/LCuJ6wcxGAz8DrnDOvRt+zXnj0hqbrrBy3YNC55Hi+nsfzOwMYJtz7tnKXeXQVobvhXrgw8BS51wTsAuoqflA1VaG74NxeFmfQ4BJwB5mtqBClzsk9fYemNnH8YK4KwfsIitIQVyJzKwB7x/KT5xzP/c3b/XH5YPx+W1FTvMGcGDo6wP8bVKCMt2DfOeREpXpPswG/tbMXsUbvvhrM7ujQpc85JTpHmwGNjvngkz0vXhBnZSgTPfgZOAV59x251wn8HNgVqWueajp7T0ws2Pxpm+c6Zx7y99c0z+XFcSVwMwMb97In51z3wu99CvgAv/5BcB9RU71DHCEmR3iTyI+xz+HFFGue1DgPFKCct0H59zVzrkDnHMH430fPOKcUwaiBGW8B23A62Z2lL9pLlATk7mrrYw/E/4bONHMRvnnnIs3t0uK6O09MLOD8ILkzznnXgztX9s/l51zehR5AB/BS8muBdb4j08CewMPAy8BvwPG+/tPxPst913gHf/5GP+1T+KthHkZ+Fq1P1utPMp1D/Kdp9qfr1Ye5fxeCJ3zY8D91f5stfIo8/9H04BV/rl+ibeSr+qfcbA/ynwPrgVeANYBtwMjqv35auHRh3twM/B2aN9VoXPV7M9llRgRERERqUEaThURERGpQQriRERERGqQgjgRERGRGqQgTkRERKQGKYgTERERqUEK4kRERERqkII4ERERkRr0P1ba6WHI6QcgAAAAAElFTkSuQmCC\n", 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\n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -755,28 +750,28 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", "
Years12345678910111213141516171819202122232425262728293031
1990-8877591113151513107888885666677777787
19912615129131417181815129101091096777788888887
1992463101215171714117998985666677777787
199373121417191915117998985666677778787
1994-2151720212116127999995666677778787
19953427282826191481010101095666688778787
19962026262416115887883455567667676
19973129261693666762344466566676
19982723114-223344-1122345445565
1999204-2-8-2-0022-3-100133334454
2000-10-12-16-7-4-3-1-0-5-3-1-1-022233343
2001-13-18-6-2-112-5-2-0-0133334454
2002-23-22244-3-011245455565
200326171213110354577778787
20049687-4022356566676
2005387-7-211255556575
2006148-10-300256557676
20074-20-8-3-2045456575
2008-38-13-5-4-145456575
2009231812121515121213111210
2010136913131110129119
2011-0614131010119118
201213211813121310139
2013302013121310129
20141157106106
2015-149595
201610147126
2017196136
2018-6102
2019296
2020-13
annual_return_rate4.964.616.806.397.336.925.004.596.776.377.316.916.146.156.166.066.095.645.636.095.996.035.585.56
max_closed_out_drawdown-35.27-34.07-34.29-33.83-33.71-33.77-33.66-33.20-33.02-30.88-30.94-30.97-30.91-35.28-34.21-34.38-33.87-33.82-33.74-33.80-33.23-32.99-30.84-30.84-30.89-31.00
drawdown_annualized_return-7.11-7.39-5.04-5.30-4.60-4.88-5.48-5.40-5.36-5.10-7.06-7.45-5.08-5.49-5.49-5.32-4.63-4.88-5.51-5.46-5.42-5.15-5.11-5.54-5.57
drawdown_recovery
best_month11.4410.8611.3314.8414.9015.1917.7417.8317.7811.4510.9311.3814.8614.9715.1717.8517.8617.7517.9817.9718.0118.0518.0818.0318.11
worst_month-29.78-31.20-31.26-31.30-31.28-31.34-31.23-29.76-31.33-31.35-31.34-31.28-31.38-31.31-31.36-31.38-31.24-30.69-30.69-30.73-30.78-30.82-30.76-30.85
sharpe_ratio0.570.640.610.540.550.540.540.530.410.380.520.490.540.480.530.500.450.450.440.430.400.400.39
monthly_std2.912.902.812.792.742.732.722.722.802.842.842.832.832.822.772.702.692.71
pct_time_in_market47.7746.0444.6843.6442.8942.3841.9641.5141.0140.4738.7337.6036.5447.5845.8444.4843.4542.7442.2341.8241.4240.9340.3938.6537.5336.47
total_num_trades851.00645.00548.00444.00383.00323.00277.00853.00646.00549.00445.00384.00324.00278.00250.00227.00209.00
pct_profitable_trades73.5674.7377.5576.5878.3378.6479.0673.6274.7777.6076.6378.3978.7079.1477.6076.2175.600.340.370.510.570.560.610.670.740.830.960.950.991.06
1421432019-06-272919.662019-07-0151.75207.0043849.533951.59
1431442019-07-182978.872019-07-2438.93155.7244005.254107.31
1441452019-07-312990.712019-08-30-51.63-206.5243798.733900.79
1451462019-09-182979.392019-09-1941.35165.4043964.134066.19
1461472019-09-203000.932019-10-11-37.86-151.4443812.693914.75
1471482019-11-213098.062019-11-2529.58118.3243931.014033.07
1481492019-12-033087.412019-12-1263.19252.7644183.774285.83
1491502020-01-033226.362020-01-0831.78127.1244310.894412.95
1501512020-01-243294.252020-02-0530.66122.6444433.534535.59
1511522020-02-203352.262020-03-25-789.28-3157.1241276.411378.47
2010-01-0410138.4810000.0010000.0010000.00010000.00-10131.4481067.52O
2010-01-0510000.0010000.0010000.0010138.4810138.4810138.48010000.00-10138.48X
2010-01-0610000.0010000.0010000.0010138.4810138.4810138.48010000.0010138.48-
2010-01-0710000.0010000.0010000.0010138.4810138.4810138.48010000.0010138.48-
2010-01-0810000.0010000.0010000.0010138.4810138.4810138.48010000.0010138.48-
annual_return_rate1.178.571.259.91
max_closed_out_drawdown-31.30-31.08-32.79
drawdown_annualized_return-26.68-3.83-24.94-3.31
drawdown_recovery
best_month13.0612.9221.40
worst_month-28.74-28.54-29.90
sharpe_ratio0.160.590.150.66
sortino_ratio0.130.690.120.78
monthly_std2.853.912.823.97
\n", @@ -784,15 +779,15 @@ ], "text/plain": [ " strategy benchmark\n", - "annual_return_rate 1.17 8.57\n", - "max_closed_out_drawdown -31.30 -32.79\n", - "drawdown_annualized_return -26.68 -3.83\n", + "annual_return_rate 1.25 9.91\n", + "max_closed_out_drawdown -31.08 -32.79\n", + "drawdown_annualized_return -24.94 -3.31\n", "drawdown_recovery -0.09 -0.09\n", - "best_month 13.06 21.40\n", - "worst_month -28.74 -29.90\n", - "sharpe_ratio 0.16 0.59\n", - "sortino_ratio 0.13 0.69\n", - "monthly_std 2.85 3.91" + "best_month 12.92 21.40\n", + "worst_month -28.54 -29.90\n", + "sharpe_ratio 0.15 0.66\n", + "sortino_ratio 0.12 0.78\n", + "monthly_std 2.82 3.97" ] }, "execution_count": 13, @@ -801,7 +796,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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" ] diff --git a/examples/double-7s-intra/strategy.py b/examples/double-7s-intra/strategy.py index 73f256d..c41d925 100644 --- a/examples/double-7s-intra/strategy.py +++ b/examples/double-7s-intra/strategy.py @@ -3,12 +3,6 @@ --------- """ -# use future imports for python 3.x forward compatibility -from __future__ import print_function -from __future__ import unicode_literals -from __future__ import division -from __future__ import absolute_import - # other imports import pandas as pd import matplotlib.pyplot as plt @@ -20,6 +14,7 @@ pf.DEBUG = False + class Strategy(): """ strategy """ @@ -37,22 +32,18 @@ def _algo(self): 2. The SPY makes an intraday X-day low, buy. 3. If the SPY makes an intraday X-day high, sell your long position. """ - - self._tlog.cash = self._capital + self._tlog.initialize(self._capital) stop_loss = 0 for i, row in enumerate(self._ts.itertuples()): date = row.Index.to_pydatetime() - high = row.high - low = row.low - close = row.close - open_ = row.open + high = row.high; low = row.low; close = row.close; + end_flag = pf.is_last_row(self._ts, i) prev_close = self._ts['close'][i-1] sma200 = self._ts['sma200'][i-1] period_high = self._ts['period_high'][i-1] period_low = self._ts['period_low'][i-1] - end_flag = True if (i == len(self._ts) - 1) else False shares = 0 # buy @@ -62,7 +53,7 @@ def _algo(self): and not end_flag): # adjust price if opened less than period_low - price = open_ if open_ <= period_low else period_low + price = row.open if row.open <= period_low else period_low # enter buy in trade log shares = self._tlog.enter_trade(date, price) # set stop loss @@ -73,7 +64,7 @@ def _algo(self): # adjust price if opened greater than period_high; stop_loss; close if high >= period_high: - price = open_ if open_ >= period_high else period_high + price = row.open if row.open >= period_high else period_high elif low < stop_loss: price = stop_loss else: @@ -92,8 +83,7 @@ def _algo(self): date, -shares, self._symbol, close)) # record daily balance - self._dbal.append(date, high, low, close, - self._tlog.shares, self._tlog.cash) + self._dbal.append(date, high, low, close, self._tlog.shares) def run(self): self._ts = pf.fetch_timeseries(self._symbol) diff --git a/examples/double-7s-open/optimize.ipynb b/examples/double-7s-open/optimize.ipynb index 04c6369..7ff4b96 100644 --- a/examples/double-7s-open/optimize.ipynb +++ b/examples/double-7s-open/optimize.ipynb @@ -24,12 +24,6 @@ }, "outputs": [], "source": [ - "# use future imports for python 3.x forward compatibility\n", - "from __future__ import print_function\n", - "from __future__ import unicode_literals\n", - "from __future__ import division\n", - "from __future__ import absolute_import\n", - "\n", "# other imports\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", @@ -219,20 +213,20 @@ " \n", " \n", " annual_return_rate\n", - " 6.56\n", - " 5.70\n", - " 8.79\n", - " 8.10\n", - " 4.96\n", - " 9.00\n", - " 10.08\n", - " 7.59\n", - " 4.12\n", - " 2.40\n", - " 2.67\n", - " 2.33\n", - " 1.21\n", - " 2.45\n", + " 6.71\n", + " 5.65\n", + " 9.22\n", + " 8.26\n", + " 4.54\n", + " 8.88\n", + " 9.47\n", + " 7.02\n", + " 3.69\n", + " 1.99\n", + " 2.25\n", + " 1.92\n", + " 0.81\n", + " 2.24\n", " \n", " \n", " max_closed_out_drawdown\n", @@ -253,20 +247,20 @@ " \n", " \n", " drawdown_annualized_return\n", - " -4.67\n", - " -7.48\n", - " -2.84\n", - " -3.06\n", - " -5.69\n", - " -4.03\n", - " -3.60\n", - " -6.39\n", - " -12.23\n", - " -20.67\n", - " -18.81\n", - " -19.92\n", - " -50.14\n", - " -24.11\n", + " -4.56\n", + " -7.55\n", + " -2.71\n", + " -3.00\n", + " -6.22\n", + " -4.09\n", + " -3.83\n", + " -6.91\n", + " -13.68\n", + " -24.98\n", + " -22.31\n", + " -24.20\n", + " -74.85\n", + " -26.38\n", " \n", " \n", " drawdown_recovery\n", @@ -321,122 +315,122 @@ " \n", " \n", " sharpe_ratio\n", - " 0.45\n", + " 0.46\n", " 0.39\n", - " 0.54\n", - " 0.51\n", - " 0.36\n", - " 0.52\n", " 0.56\n", - " 0.45\n", - " 0.29\n", - " 0.22\n", - " 0.24\n", - " 0.22\n", - " 0.16\n", - " 0.22\n", + " 0.52\n", + " 0.34\n", + " 0.51\n", + " 0.53\n", + " 0.42\n", + " 0.28\n", + " 0.20\n", + " 0.21\n", + " 0.20\n", + " 0.14\n", + " 0.21\n", " \n", " \n", " sortino_ratio\n", - " 0.33\n", + " 0.34\n", " 0.31\n", - " 0.43\n", - " 0.39\n", - " 0.26\n", + " 0.45\n", + " 0.40\n", + " 0.24\n", " 0.33\n", - " 0.36\n", - " 0.29\n", - " 0.20\n", + " 0.34\n", + " 0.27\n", + " 0.19\n", + " 0.15\n", " 0.17\n", - " 0.18\n", + " 0.15\n", + " 0.11\n", " 0.17\n", - " 0.13\n", - " 0.18\n", " \n", " \n", " monthly_std\n", - " 4.85\n", - " 5.44\n", - " 4.85\n", - " 4.54\n", - " 4.11\n", - " 4.32\n", - " 4.53\n", - " 4.63\n", - " 4.81\n", + " 4.93\n", + " 5.45\n", + " 4.99\n", + " 4.65\n", + " 4.12\n", + " 4.33\n", + " 4.51\n", + " 4.61\n", + " 4.79\n", + " 4.36\n", + " 4.25\n", + " 4.13\n", " 4.37\n", - " 4.27\n", - " 4.14\n", - " 4.39\n", - " 4.47\n", + " 4.45\n", " \n", " \n", " pct_time_in_market\n", - " 28.06\n", - " 28.67\n", - " 28.33\n", - " 26.49\n", - " 24.19\n", - " 24.58\n", - " 23.98\n", - " 24.77\n", - " 26.73\n", - " 25.46\n", - " 25.49\n", - " 24.74\n", - " 27.09\n", - " 27.25\n", + " 28.38\n", + " 28.98\n", + " 28.59\n", + " 26.70\n", + " 24.42\n", + " 24.78\n", + " 24.06\n", + " 24.84\n", + " 26.76\n", + " 25.50\n", + " 25.53\n", + " 24.78\n", + " 27.12\n", + " 27.12\n", " \n", " \n", " total_num_trades\n", - " 323.00\n", - " 216.00\n", - " 160.00\n", - " 121.00\n", - " 101.00\n", - " 87.00\n", - " 79.00\n", - " 70.00\n", - " 58.00\n", - " 49.00\n", - " 45.00\n", - " 38.00\n", + " 330.00\n", + " 221.00\n", + " 164.00\n", + " 124.00\n", + " 103.00\n", + " 89.00\n", + " 80.00\n", + " 71.00\n", + " 59.00\n", + " 50.00\n", + " 46.00\n", + " 39.00\n", + " 36.00\n", " 35.00\n", - " 34.00\n", " \n", " \n", " pct_profitable_trades\n", - " 60.37\n", - " 63.43\n", - " 66.25\n", - " 67.77\n", - " 68.32\n", - " 68.97\n", - " 69.62\n", - " 64.29\n", - " 62.07\n", - " 61.22\n", - " 62.22\n", - " 55.26\n", - " 54.29\n", - " 61.76\n", + " 60.30\n", + " 63.35\n", + " 65.85\n", + " 66.94\n", + " 67.96\n", + " 68.54\n", + " 68.75\n", + " 63.38\n", + " 61.02\n", + " 60.00\n", + " 60.87\n", + " 53.85\n", + " 52.78\n", + " 60.00\n", " \n", " \n", " avg_points\n", " 0.10\n", " 0.14\n", - " 0.29\n", - " 0.31\n", - " 0.24\n", - " 0.49\n", - " 0.56\n", - " 0.51\n", - " 0.33\n", - " 0.23\n", " 0.30\n", " 0.31\n", - " 0.23\n", + " 0.22\n", " 0.48\n", + " 0.53\n", + " 0.47\n", + " 0.29\n", + " 0.19\n", + " 0.25\n", + " 0.26\n", + " 0.18\n", + " 0.44\n", " \n", " \n", "\n", @@ -444,34 +438,34 @@ ], "text/plain": [ " 2 3 4 5 6 7 8 \\\n", - "annual_return_rate 6.56 5.70 8.79 8.10 4.96 9.00 10.08 \n", + "annual_return_rate 6.71 5.65 9.22 8.26 4.54 8.88 9.47 \n", "max_closed_out_drawdown -30.62 -42.61 -24.94 -24.76 -28.23 -36.28 -36.26 \n", - "drawdown_annualized_return -4.67 -7.48 -2.84 -3.06 -5.69 -4.03 -3.60 \n", + "drawdown_annualized_return -4.56 -7.55 -2.71 -3.00 -6.22 -4.09 -3.83 \n", "drawdown_recovery -0.50 -3.18 -0.57 -0.90 -1.28 -0.02 -0.02 \n", "best_month 26.90 30.31 29.96 26.94 26.95 40.46 40.43 \n", "worst_month -16.77 -21.29 -17.70 -17.70 -17.70 -30.08 -30.07 \n", - "sharpe_ratio 0.45 0.39 0.54 0.51 0.36 0.52 0.56 \n", - "sortino_ratio 0.33 0.31 0.43 0.39 0.26 0.33 0.36 \n", - "monthly_std 4.85 5.44 4.85 4.54 4.11 4.32 4.53 \n", - "pct_time_in_market 28.06 28.67 28.33 26.49 24.19 24.58 23.98 \n", - "total_num_trades 323.00 216.00 160.00 121.00 101.00 87.00 79.00 \n", - "pct_profitable_trades 60.37 63.43 66.25 67.77 68.32 68.97 69.62 \n", - "avg_points 0.10 0.14 0.29 0.31 0.24 0.49 0.56 \n", + "sharpe_ratio 0.46 0.39 0.56 0.52 0.34 0.51 0.53 \n", + "sortino_ratio 0.34 0.31 0.45 0.40 0.24 0.33 0.34 \n", + "monthly_std 4.93 5.45 4.99 4.65 4.12 4.33 4.51 \n", + "pct_time_in_market 28.38 28.98 28.59 26.70 24.42 24.78 24.06 \n", + "total_num_trades 330.00 221.00 164.00 124.00 103.00 89.00 80.00 \n", + "pct_profitable_trades 60.30 63.35 65.85 66.94 67.96 68.54 68.75 \n", + "avg_points 0.10 0.14 0.30 0.31 0.22 0.48 0.53 \n", "\n", " 9 10 11 12 13 14 15 \n", - "annual_return_rate 7.59 4.12 2.40 2.67 2.33 1.21 2.45 \n", + "annual_return_rate 7.02 3.69 1.99 2.25 1.92 0.81 2.24 \n", "max_closed_out_drawdown -48.53 -50.44 -49.66 -50.17 -46.48 -60.50 -58.98 \n", - "drawdown_annualized_return -6.39 -12.23 -20.67 -18.81 -19.92 -50.14 -24.11 \n", + "drawdown_annualized_return -6.91 -13.68 -24.98 -22.31 -24.20 -74.85 -26.38 \n", "drawdown_recovery -3.85 -3.54 -3.52 -3.52 -3.52 -3.52 -3.52 \n", "best_month 40.46 40.39 24.40 22.73 21.90 21.89 21.93 \n", "worst_month -30.08 -30.05 -24.32 -24.33 -24.37 -24.34 -24.37 \n", - "sharpe_ratio 0.45 0.29 0.22 0.24 0.22 0.16 0.22 \n", - "sortino_ratio 0.29 0.20 0.17 0.18 0.17 0.13 0.18 \n", - "monthly_std 4.63 4.81 4.37 4.27 4.14 4.39 4.47 \n", - "pct_time_in_market 24.77 26.73 25.46 25.49 24.74 27.09 27.25 \n", - "total_num_trades 70.00 58.00 49.00 45.00 38.00 35.00 34.00 \n", - "pct_profitable_trades 64.29 62.07 61.22 62.22 55.26 54.29 61.76 \n", - "avg_points 0.51 0.33 0.23 0.30 0.31 0.23 0.48 " + "sharpe_ratio 0.42 0.28 0.20 0.21 0.20 0.14 0.21 \n", + "sortino_ratio 0.27 0.19 0.15 0.17 0.15 0.11 0.17 \n", + "monthly_std 4.61 4.79 4.36 4.25 4.13 4.37 4.45 \n", + "pct_time_in_market 24.84 26.76 25.50 25.53 24.78 27.12 27.12 \n", + "total_num_trades 71.00 59.00 50.00 46.00 39.00 36.00 35.00 \n", + "pct_profitable_trades 63.38 61.02 60.00 60.87 53.85 52.78 60.00 \n", + "avg_points 0.47 0.29 0.19 0.25 0.26 0.18 0.44 " ] }, "execution_count": 6, @@ -517,7 +511,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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LVlUdW1Ufq6rPVtXVVXXmPPcHALAezPsyDd9J8uruvqKq7p/k8qq6tLs/O+f9AgAszFyPYHX3Dd19xfTxrUl2Jnn4PPcJALBoh2wOVlVtSXJSksv2WH9GVe2oqh033XTToYoDADA3h+RK7lX1/Uk+kORV3X3Lyue6+5wk5yTJ1q1b+1DkAWC89XYlbVikuR/Bqqp7ZVKuzuvuC+a9PwCARZvrEayqqiTvTLKzu39znvsCgGXmCODGMu8jWKckeXGSp1XVldOPZ895nwAACzXXI1jd/ckkNc99AACsN67kDgAwmIIFADCYggUAMJiCBQAwmIIFADCYggUAMJiCBQAwmIIFADCYggUAMJiCBQAwmIIFADCYggUAMJiCBQAwmIIFADCYggUAMJiCBQAwmIIFADCYggUAMJiCBQAwmIIFADCYggUAMJiCBQAwmIIFADCYggUAMJiCBQAwmIIFADCYggUAMJiCBQAwmIIFADCYggUAMJiCBQAwmIIFADCYggUAMJiCBQAwmIIFADCYggUAMJiCBQAwmIIFADCYggUAMJiCBQAw2KZFBwAA1r8t2y8aur1dZ28bur31xhEsAIDBFCwAgMEULACAwRQsAIDBFCwAgMEULACAwRQsAIDBFCwAgMEULACAwRQsAIDBFCwAgMEULACAwRQsAIDBFCwAgMEULACAwRQsAIDBFCwAgMEULACAwRQsAIDBFCwAgMEULACAwRQsAIDBFCwAgMEULACAwRQsAIDBFCwAgMEULACAweZesKrqmVX1uar686raPu/9AQAs2lwLVlUdluRtSZ6V5JFJXlhVj5znPgEAFm3eR7CemOTPu/sL3f3tJO9Lcvqc9wkAsFDV3fPbeNVPJHlmd79suvziJD/S3a9Y8ZozkpwxXTwxyecGRjg6ydcGbm80+Q6OfAdHvgO3nrMl8h0s+Q7OPSnfD3b35r09sWnQDg5Yd5+T5Jx5bLuqdnT31nlsewT5Do58B0e+A7eesyXyHSz5Do58E/MeIrw+ybErlo+ZrgMA2LDmXbD+V5ITqur4qrp3khck+cic9wkAsFBzHSLs7u9U1SuS/NckhyV5V3dfPc997mEuQ48DyXdw5Ds48h249Zwtke9gyXdw5MucJ7kDANwTuZI7AMBgChYAwGAbsmBV1bFV9bGq+mxVXV1VZy4600pVdXhV/VlVfXqa79cWnWlPVXVYVX2qqi5cdJa9qapdVfWZqrqyqnYsOs9KVXVkVZ1fVddU1c6qetKiM+1WVSdOv2a7P26pqlctOtdKVfWL0++Lq6rqvVV1+KIzrVRVZ06zXb0evnZV9a6qurGqrlqx7kFVdWlVfX76+ah1lu8np1+/O6pqoafz7yPfm6ffv/+7qj5YVUeus3y/Ps12ZVVdUlUPW0/5Vjz36qrqqjp6vWSrqtdX1fUrfgY+e17735AFK8l3kry6ux+Z5OQkL19nt+j5VpKndfdjkjw2yTOr6uQFZ9rTmUl2LjrEKp7a3Y9dh9dbeWuSi7v7h5I8Juvo69jdn5t+zR6b5PFJbkvywQXH+p6qeniSX0iytbsflcnJMS9YbKo7VdWjkvxcJnepeEyS06rq7yw2Vc5N8sw91m1P8tHuPiHJR6fLi3Ju7p7vqiTPT/KJQ57m7s7N3fNdmuRR3f3oJP8nyVmHOtQK5+bu+d7c3Y+efh9fmORXD3mqO52bu+dLVR2b5BlJvnioA61wbvaSLclv7f452N3/eV4735AFq7tv6O4rpo9vzeQX3MMXm+pOPfH/pov3mn6sm7MNquqYJNuSvGPRWZZNVT0wyVOSvDNJuvvb3f3Xi021T6cm+b/dfe2ig+xhU5L7VtWmJEck+fKC86z095Jc1t23dfd3knw8k6KwMN39iSR/tcfq05O8Z/r4PUl+/JCGWmFv+bp7Z3ePvGvHAdtHvkum/75J8qeZXMNxIfaR75YVi/fLAn9/7OP/vyT5rSSvzfrMdkhsyIK1UlVtSXJSkssWm+SupkNwVya5Mcml3b2e8v12Jt8Ydyw6yH50kkuq6vLp7ZbWi+OT3JTk3dMh1ndU1f0WHWofXpDkvYsOsVJ3X5/kLZn81XtDkpu7+5LFprqLq5L8g6r6gao6Ismzc9eLKa8XD+nuG6aPv5LkIYsMs+RemuS/LDrEnqrqDVX1pSQ/lcUewbqbqjo9yfXd/elFZ9mHV0yHWN81z+HzDV2wqur7k3wgyav2aPwL193fnR7ePSbJE6dDDwtXVaclubG7L190llX8/e5+XJJnZTIE/JRFB5ralORxSd7e3Scl+UYWOzyzV9ML/z43yR8tOstK0x92p2dSVB+W5H5V9aLFprpTd+9M8htJLklycZIrk3x3oaFW0ZNr8aybI+TLpKp+JZMpJ+ctOsueuvtXuvvYTLK9YrXXHyrTPzx+Oeus9K3w9iSPyGR6zg1J/s28drRhC1ZV3SuTcnVed1+w6Dz7Mh0++lj2Pk68CKckeW5V7UryviRPq6rfX2yku5se6Uh335jJHKInLjbR91yX5LoVRyTPz6RwrTfPSnJFd3910UH28GNJ/qK7b+ru25NckOTJC850F939zu5+fHc/JcnXM5mjs958taoemiTTzzcuOM/SqaqfTXJakp/q9X3ByPOS/KNFh1jhEZn8gfTp6e+RY5JcUVV/a6Gpprr7q9MDHHck+Q+Z4++ODVmwqqoymQOzs7t/c9F59lRVm3eflVJV903y9CTXLDbVRHef1d3HdPeWTIaQ/lt3r5sjCElSVferqvvvfpzJRMq7ncGyCN39lSRfqqoTp6tOTfLZBUbalxdmnQ0PTn0xyclVdcT0+/jUrKOTBJKkqh48/XxcJvOv/mCxifbqI0l+Zvr4Z5J8eIFZlk5VPTOTaRLP7e7bFp1nT1V1worF07NOfn8kSXd/prsf3N1bpr9HrkvyuOnPxoXb/YfH1PMyx98dc71VzgKdkuTFST4zneeUJL88z7MFZvTQJO+pqsMyKbnv7+51eTmEdeohST44+f2bTUn+oLsvXmyku3hlkvOmw3BfSPKSBee5i2kpfXqSn190lj1192VVdX6SKzIZmvlU1t9tNz5QVT+Q5PYkL1/0SQxV9d4kP5rk6Kq6Lsnrkpyd5P1V9U+TXJvkH6+zfH+V5HeSbE5yUVVd2d3/cB3lOyvJfZJcOv0586fd/c/WUb5nT/+IuyOTf9+FZNtXvu5+56LyrLSPr92PVtVjMxk235U5/hx0qxwAgME25BAhAMAiKVgAAIMpWAAAgylYAACDKVgAAIMpWAAAgylYAACD/X/yykCYNtHW2gAAAABJRU5ErkJggg==\n", 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\n", 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\n", 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" ] @@ -580,7 +574,7 @@ "output_type": "stream", "text": [ "2007-03-08 00:00:00 BUY 260 GDX @ 38.35\n", - "2020-04-24 00:00:00 SELL 260 GDX @ 33.93\n" + "2020-06-08 00:00:00 SELL 260 GDX @ 32.78\n" ] } ], @@ -612,7 +606,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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OQoVbzhjNtycOibp/+PRXAQilOF+UtDlw1hEusJLrfjT13Z4FPOne9xFQYowZAJwKvGGtLXODtjeAqe65btbaj9ys25PA2cn6fkRERCSzWWupcoOzhrwz2iprnQAvXvbNeVZ79qzlkrqIwRjjN8YsBLbhBGEfu6fuMsYsNsb83hiT77YNAtZ7bt/gtjXVviFGe6x+XGmMmWeMmVdaWtrm70tEREQyT20wRCBkyYuxgtR4UnAVNU6QV5QXf6AylOIx1KQGcNbaoLV2AjAYmGyMGQvcBBwATAJ6Ajcmsw9uPx621k601k7s06dPsr+ciIiIpKFw9m1Yz8JG52Jl4LrEyMC9eO2RQOrnwHVIGRFr7S5gNjDVWrvZHSatAR4DJruXbQS8A82D3bam2gfHaBcRERFpJDy37dIjRzQ6550DF17QEKtY70GDuwMQzNY5cMaYPsaYEvd1F+BkYLk7dw131enZwGfuLS8BFxvHYcBua+1m4HXgFGNMD2NMD+AU4HX33B5jzGHusy4GXkzW9yMiIiKZrcrNrHUtaDw0aozhlNH9gKYn7Btj8BlnPl0qJTMDNwCYbYxZDHyCMwfuFeBvxpglwBKgN3Cne/0sYDWwEvgLcA2AtbYMuMN9xifA7W4b7jV/de9ZhVagioiISByVbgauMDf24oSHL57IuEHdI8FZvFq9PmNSvgo1aWVErLWLgYNjtJ8Q53oLXBvn3KPAozHa5wFj29ZTERERyWa1gRDX/d+nHLZPT8BZXfqbbx5Er655ja41pn5+W7y9FpwALkmdTZB2YhAREZGstmZHBa8t3cJrS7cAUJifw7cnDYl5rTdoM3FScLXBEA++s4obpx7Q3l1NmPZCFRERkayW36BsSK+ixpm3WFK722nTlIETERGRrBZwxzsvOXwYFx0+jCExyohEeLJuKd6vvknKwImIiEhWC7oB3OQRvdi3b3GT10YNoaZxDk4ZOBEREclqgaATwPl9zQdk3qxbvAzcwO4FDCjp0h5dazUFcCIiIpLVwiU/chII4BIxuEchvhSPYWoIVURERLJaeA5cIhm4ZZv2RF7Hy8D5fSYyLJsqCuBEREQkq63Y4gRlAxMY9qwNhiKv482BK8j1UVUXbJ/OtZICOBEREclqX2zdS5dcP/v169qi++Jl4HoU5rGzoq4detZ6CuBEREQkq1XVBSnKz4lbmDeeeJeXFOaxq7K2HXrWegrgREREJKtV1QbpkpdYyJNIGZEehblU1AapCaRuGFWrUEVERCSr/ePTja26L+4QqruTw67KOvp187e2W22iAE5ERETEZYwBt+xIvAHXsw8exNSx/elZmNiWXMmgAE5EREQkhngZuK75OXTNT20IpQBOREREstKuylq65Pnp1y2f4/fv24onaCstERERkQ414fY3OHpUb4Ihm1ARX2iwiCF94zcFcCIiIpK93v9yO5DYLgwNpXH8pjIiIiIikn2sjd7qqlUBXBqn4JSBExERkawSClmeX7Ahqq24IDehe70xW/qGb8rAiYiISJZZvqWc62cujmq7+th9WvycNE7AKYATERGR7FIdY4eEwrzEBh29uy/E24khHSiAExERkawSDNnmL8pwCuBEREQkq9QFQ1HH0087oFXP0RCqiIiISAdpmIE7dFiPxG9O46DNSwGciIiIZJVAgwCuIKd1G84rAyciIiLSQYLB6ACuS17rwp10rgOnAE5ERESySsMMXH4LMnAmzut0owBOREREskrDOXBF+YnvWxBVyDeNIzjtxCAiIiJZ5dl56wH41TfG4TOGnkV5rXpOOteBUwAnIiIiWeO5eet574tSAA4f2YthvYpa/ax0zsBpCFVERESyxg2eLbRatYF91E4M6UsBnIiIiGSlHF8bw5w0juAUwImIiEhWCDVYvNCaDJxXOs+BUwAnIiIiWSFoG5QPyW1bmJPOc+C0iEFEREQy0rbyap6fv5G+xfl889DBjcqHtGYHhqgyIm3tYBIpgBMREZGMdOPMxcxe4aw4PWVMP+av3Rl1PtffxiHUNE7BaQhVREREMtKWPTWR14Gg5devrYgcnza2f5sDsPQN3xTAiYiISIaynjlvQWvpUZgbOd6nT+vqv0VtpZXGEZwCOBEREclIIU8AFwpZenXNjxz7Wxl9ebN2nXIVqjGmwBgz1xizyBiz1Bhzm9s+whjzsTFmpTHmWWNMntue7x6vdM8P9zzrJrd9hTHmVE/7VLdtpTFmerK+FxEREUk/3kULm3dXM2fVjsjx5BG92v4F0jd+S2oGrgY4wVo7HpgATDXGHAb8Gvi9tXZfYCdwmXv9ZcBOt/337nUYY0YD5wNjgKnAn4wxfmOMH3gAOA0YDVzgXisiIiKdgLdqyG0vL2X7XmdO3LybT+KoUb3b/PxOOYRqHXvdw1z3wwInADPd9ieAs93XZ7nHuOdPNE4e8yxghrW2xlr7FbASmOx+rLTWrrbW1gIz3GtFRESkE/DWfVuwblfkdc/C1m1eDw3mwLX6KcmX1DlwbqZsIbANeANYBeyy1gbcSzYAg9zXg4D1AO753UAvb3uDe+K1x+rHlcaYecaYeaWlpe3xrYmIiEiKrd1RGbPd18YdGMI6bRkRa23QWjsBGIyTMTsgmV+viX48bK2daK2d2KdPn1R0QURERNrR+rLYwVubZUgh3w5ZhWqt3QXMBg4HSowx4QLCg4GN7uuNwBAA93x3YIe3vcE98dpFREQky535xw+S82Db/CXpIJmrUPsYY0rc112Ak4HPcQK5c93LLgFedF+/5B7jnn/bOgVeXgLOd1epjgBGAXOBT4BR7qrWPJyFDi8l6/sRERGR9LGzsi7pXyONR1CTupXWAOAJd7WoD3jOWvuKMWYZMMMYcyfwKfCIe/0jwFPGmJVAGU5AhrV2qTHmOWAZEACutdYGAYwxPwBeB/zAo9bapUn8fkRERCQNWJu8NJn3yelcBy5pAZy1djFwcIz21Tjz4Rq2VwPfivOsu4C7YrTPAma1ubMiIiKSMe589fPI6/FDSli0flcTV7eMNzhM5wycdmIQERGRjPL+l/UVJc4YNyDq3D3fHt/R3UkJBXAiIiKSUUq61Nd565Lnjzr3jUMGt+nZUUOoysCJiIiItI+qumDkdV0w1K7P9k6vS+c5cArgREREJKN4A7jK2mATV7ac9eTg2qkecFIogBMREZGMUlUbpLjAWYc5qKRLpP2Ko0e0+dneDJw/jSM4BXAiIiKSUarrgpw1YSCvXncUZ00YGGk/ZUz/dv066byVVjLrwImIiIi0K2stOypq2VVZx5iB3aPO+dI44GpvysCJiIhIxvhqewUAryze3OhcTjsMeWbITloK4ERERCRz5Oc6ZUOuPnZko3NF+f5GbS2VzF0e2pMCOBEREckYoZATYI3sU9ToXGFe55kZpgBOREREMkbIzZDFmu9W1A4BXIYk4BTAiYiISOZwE3D4YkQwhe0whJopFMCJiIhIxmgqA5frb3tYkyEJOAVwIiIikjlsEwFcez4/3XWe2X4iIiKS8SJDqJ4A7unLprB00+4U9Sg1FMCJiIhIxqgfQq1vO2pUb44a1btdnp8Z+TcNoYqIiEgGCYWcz8na5ipDRlAVwImIiEjmiJWB64wUwImIiEjGsDHmwHVGmgMnIiIiaa82EOLVJZtYuW0vELsOXGeiAE5ERDqVd1Zs45BhPehWkJvqrkgLvP9lKf/17CIAjIE+XQtS3KPUUgAnIiKdxpbd1Ux77BNOPKAvj0yblOruSAvsrKwD4PnvH8HIPkWUFOaluEeppQBOREQ6ha+2VxAIOksYv9pRkeLeSEtV1AQAGNFbwRsogBMRkU5g3Y5Kjr/7HcYP7g5AbmefQJVmzn94DuvLqnj5h0fRs6hxcBYIhvjFS0sBKOpE+502RQGciIhkvfIaZ/ht0QanWn9xgfP2V1kb4I1lW8n1+zh1TH/8nb02RQpU1gb4aHUZ4GRJYwVwc9eURV7n5yiAA5URERGRTiDo7r/0vSNHAHDEvk7V/lcXb+ZHMxZyzd8WsHD9zpT1rzPbtKsq8rq8ui7mNYV5yjc1pABORESyXsAN4I7Zrzc+U79heXVdMHJNTV0oJX3r7D5ZUx841wRi/xnkKDPaiAI4ERHJeoGgE7Dl+Hzk+HzUucfhzBxkzh6Y2eamF5ZEXtfGCeDq3MUnvzxnXIf0KRMogBMRkawXcDfQ9PsMhfl+KmudFY2e+C1j9sDMNiN6F0VexwvgwhnUIT27dEifMoECOBERyXrhTFuu39CjMC9SUyxkvRk4RXCpcPDQEvL8Tjjyk78vYn1ZZaNrwhm4HK0ejtBPQkREsl54CNXvM5QU5rKrshZoMISq+C0lAkFLn+L8yPGLCzfGvAacAFwcWtYhIiJZLxDJwPko6ZLLtvIaAIKeqC2kCC4lXlq0Keq4yrOwJCw8BJ7j77i806CS9B6ubTaAM8b0BSqstRXGmC7AfwPFwH3W2s3J7qCIiEhbhXdg8PsM3brksqrU2YnBG7MpfOtYH63eEVVCJKw6xmrgusgilI7LwD171WEd9rVaI5EM3AxgGlAB3Ab0AZYDzwDHJ61nIiIi7STgmQOXn+OLTJYPhhTBdaTaQIirnprH7BWlUe1XHbsPD727GoCF63cxY+46zp88NHI+PISal9NxGbj+3Qo67Gu1RpMBnDHmEmAkcJwxxgDnAb8B9gLDjDEXAwuttYuT3lMREZFWql+F6iMvx0dtsHEAp0UMyffF1vKo4O357x9On64FDOrRJRLAzV+7k/lrdzL9hSWRjFt4eDuvA4dQfSa959s1l4F7ByfzthjoBWwFXgYMcK17fnfyuiciItJ2Ac8QXJ7fH8nARa1CVfyWdF9sLY863rdvMd275AIwtGch6zwrUK89fmTUtT0K8xjWqzD5nXSlefzWdABnrV1rjLkfeB0IAVdYa9cZY4YCO6y16zqikyIiIm0RHkLN8Rty/CaSkUvHAM5ay/43v8b00w7ge0eNaNG9oZBlb22AbgW5Sepd26xoEMB557T9+7+OYeKdb7K3xqnRd/2pB3Ro3xoyaR7BNTsHzlr7oDHmKSBkrQ2HxjuAC5LaMxERkXZgreWn/3Cq/ef4fBhTH6wFPfPl1+yo4P63vkz5QGogZKkNhrj9lWUtDuD++sFqfjlrOXN/eiJ903AOV6m7+jfM7wngCnL9keBNmpdQGRFr7d4GxxXN3WOMGQI8CfTDmRr6sLX2PmPMrcAVQHgQ/KfW2lnuPTcBlwFB4Dpr7etu+1TgPsAP/NVa+yu3fQTOIotewHzgImttbSLfk4iIdA4hWx+w5fgMBhM59mbgHv9wDRt2Nl4VmSqtGS6ctWQLAOt3VqZlAFfdoERIw1Wl3bvksrsq9ob2Ei2ZdeACwE+stQuMMcXAfGPMG+6531tr7/ZebIwZDZwPjAEGAm8aY/ZzTz8AnAxsAD4xxrxkrV0G/Np91gxjzJ9xgr8Hk/g9iYhIhvEuVPD7jbOZvZtnC3nOVdeF6N01j49/elKH97GhY387mwlDSlp0T3VdkD1u8JOuOxZU14WcRSSB+rIuXtq0PnFJ+xO21m621i5wX5cDnwODmrjlLGCGtbbGWvsVsBKY7H6stNaudrNrM4Cz3FWxJwAz3fufAM5OzncjIiKZyhvA5bpDqOEmbyHfQChEjs+H32dS/tGra35ku69ErNhSzuS73mT1dre+Xfv86NpdVW0wKkhLx3lmF3jKl6SzDgnRjTHDgYOBj92mHxhjFhtjHjXG9HDbBgHrPbdtcNvitfcCdllrAw3aRUREIrxBmt9n8BkTGTr1ZuACQdsoI5Qq68sqee+LUj5dtzOh6z9ctZ091QEmD+8JNKhvlwbKKmqZt6aMHRU1jB3YPe51OypSPwvql+eM5av//Vqqu9GshAI4Y8w3jDFfGmN2G2P2GGPKjTF7Ery3K/A88GNr7R6cIc6RwARgM/C7VvY9YcaYK40x84wx80pLS5u/QUREskYwWB/M5PgMxtTPgfMGd3XBEDlpstdmmRvInPOnDxO6Phywfe+o4VHH6aAuGOLqp+Zz7p/n8MXWvQwoaX5u3rNXpm4XBGNMWmYGG0p0DtxvgK9baz9vycONMbk4wdvfrLUvAOvVn/kAACAASURBVFhrt3rO/wV4xT3cCAzx3D7YbSNO+w6gxBiT42bhvNdHsdY+DDwMMHHixPT5Wy0iIkkXLhkC4PMZwm/NgWCIpz9a57kufTJwo/p25cttzvrB4dNfBeDd649jWK+imNeHy6SEdyrYsbeGRet3dUBPmzb3qzLumuWEDhOH9eBHJ41i3KDuTBnRi3lryxpdf/PpB7J4w26m7NOro7uacRIN4La2IngzwCPA59baezztAzx7qJ4DfOa+fgl4xhhzD84ihlHAXJyiwaPcFacbcRY6fMdaa40xs4FzcebFXQK82JI+iohI9tpbE+D1z7awszJ6WC5cYf/qpxdEtQdDNm0m0V8weSi3v7Isqu2zjXviBnDhjFt+jh+A7/9tQczrUqlftwKOHtUHgO9MGcp3pjSea3b50ft0dLcyVqIB3DxjzLPAP4FIEZdwVi2OI4GLgCXGmIVu20+BC4wxE3DmWK4BrnKftdQY8xywDGcF67XW2iCAMeYHOMWE/cCj1tql7vNuBGYYY+4EPsUJGEVERHjm47X8ctbyRu3h0bE3P9/a6Fy6rN6MVQ+tMN8f9/pYe4UeMbIXlx/dsjpy7c1auOyJeYCT/ZT2k2gA1w2oBE7xtFkgbgBnrf0AiPWnNauJe+4C7orRPivWfdba1TirVEVERKLMX7uToT0LmXHlYRzxq7cj7Q3jiF+eM66+0G+azIELeCsM4wRmH63awfH79419fSiEz0BxQf3b+pAehZxwQL+k9jMRfYvz2VZeQ5r8aLNGooV8L012R0RERNrT6tIKDuhfzMCSLuzTuyhSYsM7Qf3J701mYEmXyHG6zIFruAahT9d8SvfWxL4YpwZcfo6f4b2KIjtNpEswWlnrFO/1p0l2M1s0GcAZY26w1v7G3Q+10eR/a+11SeuZiIhIGwStjQwpvviDIyMV/r0LDPt3L4hasZkuc+COGtWbP85eGTkuyvezaP0ubnt5KTefPrpRoFlWUUfPojwKcv307ppPaXkNuf70CJjCw8Fp0p2s0VwGLrxwYV6yOyIiItKerK1fsFBckEuxu8F7wFNWpH/3ApZs2B05/mRNYnXXku0wzyrMW84YzUuLNrFo/S5WlVbw93kbGNIzeputDWWVDHW33spzI6V0CUbDlIFrX00GcNbal93PT3RMd0RERNpHyNpG890A/vDWl5HXxfk59CzK68BetdzwXoWs3la/JfnhIxuX2BjcowunjukP1C9kyEmTlNfXxw/k5UWb6N01vX/OmSaZe6GKiIikjBPANY7gAp4hU2MMB/Qv7shuJeyVHx7F3z5ex/H796Xcsyr1LxdPbPK+XHfuW7pk4Oas2gHAcfv3SXFPskt6hOciIiLtLBSKvdfmsF7Rw4/pWnV/7KDu/O83xrW4/EY4aE2XRQzh3SEmDOnR9IXSIgrgREQkK1lriRWb3XL66I7vTAcKB6TpsojhmuP25av//VrarPDNFonuhbqfMeYtY8xn7vFBxpibk9s1ERGR1gvZxjXfAE4aHb822ugB3ZLYo9Z7+QdHceqYfjw6renhU6gvwJouQ6iQvlnOTJZoeP4X4CagDsBauxhnSysRSYLH/vMVVz81n217qlPdFZGMFW8OXFPuPGdsknrTNuMGd+ehiyYmVJg3ZMPbaqVHBk6SI9FFDIXW2rkNIujG+3yISKvtrKhl4fpdFBfkcNvLzh6IZ00YyGnjBqS4ZyKZydLyzE82BD3byp2CvwM8BYol+yQawG03xozELeZrjDkX2Nz0LSLSEnfN+pyZ8zdEtVUHginqjUjmKy2vobQ8/u4FXgf0L2b5lnJMzB0gM0tZRS3glBaR7JXorxrXAg8BBxhjNgI/Br6ftF6JdELh/3S9qutCMa4UkeaEd12ItWF9LGMGdgegW5fMr641qm9XgEbFfiW7JLoX6mrgJGNMEeCz1pYnt1sinctTc9bw9vJtjdpvemEJ5xw8iIJcf7PPeHPZVo4a1Tuha0WynbWNdn9s0l3njOU7U4YyuEfmBz1PXTaFuWvK6ObuPCHZKaEAzhjz8wbHAFhrb09Cn0Q6nVteXApA/24FbGmwcGF9WSWj+jVdaHTBup1c/uQ8Ljl8GLedlZ6TsEU6Ul2wZQFcQa6fQ4dlR52y/t0LOHP8wFR3Q5Is0Vxxhed1AXAG9fukikgr7K6q40czPqW8un490Pgh3cndbFhfVhVpS+RtaKc7/Lp6e0UzV4pkP2stdUFn+sENU/dPcW9EkiPRIdTfeY+NMXcDryelRyKdxBdby3lnRSklhfXDHNbCXWeP4+JH50baAglkEh58ZxUAn67b1f4dFckgwZDl+LvfiewH2q+4IMU9EkmO1q6XLgQGt2dHRDqbuoCTIZgwpCTSFrJwzH59uP+CgyNtgVDzCxnCb1aqdC6dXW0gxLqySlZu28uA7gXsn6b7nIq0VaI7MSwxxix2P5YCK4B7k9s1kexWWeuUCPHOtS4ucJLiX/fMX/FuvB3PGQc5159wQN927KFI5rHupIPppx3AnJtOZOyg7inukUhyJDoH7gzP6wCw1VqrQr4ibXDV0/Mbtf33yftFXv/4pFHc++aXCQ2hhuf7hD+LdFbhX4iUi5Zs12QAZ4zp6b5sWDakmzEGa21Zcrolkt12VtQSdDNr4fDs5tMPjKrbdNg+vYAvCSQQlM1e4ZQgUQAnnV14G6nmttB6/4bjqdW/F8lgzWXg5uPuRhLjnAX2afceiWSQbXuqOfa37/D05ZM5dFjP5m9wfbR6R+R1rbvbQn6D+m25fuef3cdflXHEvr3jPstayzsrSlvSbZGsFf6FqLkdtFTkVjJdkwGctXZER3VEJBMt2rCbqrog33xwDrl+w0+/diCXHtn8PxvvtDancGgZI3sXRV2T43OmqN731pdUB4LsqqiLnNunTxFXHTsSqJ9LB9Hz6UQ6I/0bkM4i4T1DjDE9gFE4deAAsNa+l4xOiWQKv7sM6KQD+/Lx6jKWbtoT99of/t+nhEKWMw4aEJWBu/b4ffnmIYM5fGSvBs+uTyE89O5qSgpzKcjxs7cmwN6aAJcdNYIcv4+KmvrpqMEEFjyIZLXwHLgWbmIvkmkS3YnhcuBHOKVDFgKHAXOAE5LXNZH0Fy7CO/20A7jsiXlNzld7edEmAF5dsjmqfUTvIkY0yL5B4yGgu88dz0mj+/HA7JX89vUVBEKWHD/s9QRwiaxYFclm4VWoqqgj2S7ROnA/AiYBa621xwMHA6oYKp1eRY0zfNk1P5ccn2l2+56jR/XmtR8fzQvXHAHAD0/YN+61DVefhvc4zXHfmT7buBtrbaQPUD+BW6SzCmkVqnQSiQ6hVltrq40xGGPyrbXLjTHan0Q6vfDwZVG+n1y/r8lVoHl+H2MGdueA/t0AWH7HVPJz4v8OddDg7vTrls/WPTUAFOQ611bXOV/j3D/P4fvHjWRA9/pK84mUHBHJZuFN7DWEKtku0QBugzGmBPgn8IYxZiewNnndEskM5eEALi+n2QAuaG0kewb1GbV4jDF8d8owfvfGFwDk5zjXL1i3M3JNeAutsDmeuXUinVGiq1BFMl1CQ6jW2nOstbustbcCtwCPAGcns2MimWDTrir8PoPPZ8j1G2avKOWsB/7T6DprLcGQbfFWV94gL9/NwHmDxJ+fMZqnLpvMP689spXfgeO5T9azbU91m54hkg6sFjFIJ5HoVlp/MMYcAWCtfdda+5K1tja5XRNJfzPnb4is/Mx1l6QuWr+LXZXR/zzC17Q0gOtaUJ8kD296712ocNq4/hw9qg8ThpRw/qQhFOU1ndWLZVt5NTc8v5jLnpjX4ntF0k1kCDXF/RBJtkQXMcwHbjbGrDLG3G2MmZjMTolkgvCK0y5uliy8IhVg067obNbK0r1AywO4IT3qi432LS5o1FaUXx/gFebltCrrEM5YbFUGTrKAhlCls0hoDpy19gngCXdrrW8CvzbGDLXWjkpq70TS2J2vfg7UbyC/bHN9DbjaYIgXF27EGIOhfm7aPjHKhTRlqFstvk9xfqTtjrPH8PyCDYAz9y7M73NKiqzctpd9+3ZN+GuE3+e0glWyQf1eqIrgJLslXMjXtS9wADAM+Lz9uyOSOd5avhWAQKjxwoWF63Zy68vLotoK8/wc7wZ7iRpY4mTdTjqw/r7CqKCt/k1q5TYny/dfzy7k5R8elfDXCLrveCohJ9kgXAdOGTjJdokW8v0NcA6wCpgB3GGtVR046bRWbiunV1E+68uq+O5hwwAYPaBbJAsXDt7uOHssh+/j7JHaozCv2ZWnDeX4fSz8+clRQ6XNaeluDHO/KgNosgixSKYIZ+BUyFeyXaLvCquAw62125PZGZFMUBcMcdI99bvIHT2qDwD79esaNYwKcGD/YvbtW9ymr1dSmJfQdRXunqi5TdSWi+VHMxYCsMczh08kU4UiixgUwUl2S7SMyEMK3iRbVNUGqa4LNn9hHPFqvV1+9D6N2nL8LQum2kN+E1/TWsu3H5rD8OmvsmlXFQD9uxXEvV4k02zf664AV/wmWa7j311EUuzUe9/j3D9/2Or74+03OnZQd57//uFRbTlJGscpzPNT2KBkyO++NR6AuWvKWLwh9gyHFVvLI0OmR/zqbY75zWy2uKtPzzhoQFL6KtKRznbrMCp+k2zX0kUMIhlvXVllm+4PNrFdVbeC3KjjvBYOZyZqwS0nN2ob0rOQnkV5lFXUcuYf/8Mzl09pdM3ijbsjryeP6Mmgki6Rn0ePBIdqRdKV9ayk9mkVg2S5hAM4Y8x44Gj38H1r7aLkdEmkY1hrW1U3LV4GDhrPV+tVlJygKN5iiPLqusjr7/z14yafcf8FB9OvWwFnHDSAy56YF1mNKpKpvP82Fb9Jtkt0FeqPgCuAF9ymp40xD1tr709az0SSbE91gO5dcpu/sIGm6qWFd0sI69U1P86VyVHnZgevPGYfToxRsuS8hz+KvA6XIDnxwH70Lc6Pyl6IZCLv/NR+mtspWS7RDNxlwBRrbQWAMebXwBwgbgBnjBkCPAn0wymO/bC19j63GPCzwHBgDfBta+1O46RC7gO+BlQC06y1C9xnXQLc7D76TrewMMaYQ4HHgS7ALOBHVu9CkqA9VXWtCuCaysDlehYQtHTXhfZ0yuh+TBzes1F7UZ4/slrVOz/PZwwxytmJpC1rLSNumsWgki5cfdxIAGo8i5P26dOyotkimSbRCToG8C7bC9L8HNEA8BNr7WjgMOBaY8xoYDrwlruLw1vuMcBpwCj340rgQQA34PsFMAWYDPzCGNPDvedBnMxg+L6pCX4/Ii2ulxa5r4k5cAC/+PpoALq2oHZbe+sRZ+jWOy/IHxXAaScGySw1Aec3jo27qrjln59xyz8/i+yOAtCvWBk4yW6JvsM8BnxsjPmHe3w28EhTN1hrNwOb3dflxpjPgUHAWcBx7mVPAO8AN7rtT7oZtI+MMSXGmAHutW9Ya8sAjDFvAFONMe8A3ay1H7ntT7r9+leC35N0Qt4EbVOZtKZ4d17oHWOI9KwJg7jt5WVMHtE4A5ZsA7oXsHl3NSN6xc4+lNfU13rzZguNMdqJQTLKfz/n1C+86ph9okr4TLrrTQB8quQrWS7RvVDvcQOm8P48l1prP030ixhjhgMHAx8D/dzgDmALzhArOMHdes9tG9y2pto3xGiP9fWvxMnqMXTo0ES7LVnIG7StK6to0Z6hYd5M1agY9/csymPm1YczemC31nWyDf557ZFU1Qbjvnn5fSaSeYzKwPnQHDjJKLOWbAFgYEmXqL2Cf/et8SmdviDSUZocQjXGdHM/98SZr/a0+7HWbWuWMaYr8DzwY2ttVJl6N9uW9HcNa+3D1tqJ1tqJffr0SfaXkzTmHTb93uPzWvUMbxB4/dT9Y14zcXjPqD1LO0q/bgUM7x1/7s8rnj1S/abBHLgMCeAeencVU+99r/kLpVNoWKrnm4cO5uyDY/4uL5JVmnuHeQY4A5hPdKBl3OPGpee9FxmTixO8/c1aG17ButUYM8Bau9kdIt3mtm8EhnhuH+y2baR+yDXc/o7bPjjG9SIA7K6sY9X2vfQozGOEG9TE20Vh1pLNDOlRyLjB3Zt9bsCdA/fQRYdyyNAezVydXg4cUJ8V9DVYxNDM1L608b//Wp7qLkgayUvBbici6aDJv/nW2jPczyOstft4PkZYa5sL3gzOPLnPrbX3eE69BFzivr4EeNHTfrFxHAbsdodaXwdOMcb0cBcvnAK87p7bY4w5zP1aF3ueJcJ1Mz7lG3/6kJPueZet7m4DDRcubN5dxUPvruKavy1g2mNzE3pu+BnJ2mUhFTJxEYOGfJ2/i9v2VFNdFyTUSScxJqtYtki6azIDZ4w5pKnz4TIfcRwJXAQsMcYsdNt+CvwKeM4YcxmwFvi2e24WTgmRlThlRC51v0aZMeYO4BP3utvDCxqAa6gvI/IvtIBBPHZVOUVtgyHL2h2V9OtW0GjhwtyvyiIZnYElXRJ6brjgbTbNs/EZk/YBUSAYilpFW1EbTOlK33Rw3YxPeXXx5sjx6l9+rdNN3lcAJ51Vc//7/a6JcxY4Ie5Jaz8gfqmRE2Ncb4Fr4zzrUeDRGO3zgLFN9FE6sUAwFFmVWVbhbHBdG4geQo1sfA0M7VWY0HNjLQLIdJlQB27fn/2LicPqh6w37qxi//7FKexR6n2+OWpaMVv2VCf8i0gm8/6yoQBOOqsmAzhr7fEd1RGR9hYMWXp3zWfz7mruf/tLfv3acqrrglHXbCt3hlb7FucnPAQV3q4qU7M/T182pdG2WSZDhlDnrd0Zeb2urLLTB3CVNdF/n+9+fQX3nDchRb3pON6pENrzVDqrRLfSygW+DxzjNr0DPGStrYt7k0iKBUKWPsXOTgtLNzmZijPHD6Rft3yG9iriln9+xkPvribHZ+hZlJdwXbgdbtauV1HHbpPVXo4a1btRmy+N68BZa/n+041na+ysqI1xdedSWRugINdHdZ2TPn3h042dIoDz/l1tmFUX6SwSTSE8COQCf3KPL3LbLk9Gp0TaYuueau598wuqaoN082yVdeb4gfzhgoMBmDF3XaQ9ELLk+E1CGThrLSu37QWgV9fkbFSfCj5f+mbgnpyzlteWbmnU7i1K3BnNX7uTPdWd82fg/buqAE46q0QDuEnW2vGe47eNMYuS0SGRtvrFi0sjb/hT9ukZyVBEF66NHnbxG9NsBi4UsnztD++zfEs5XXL9FOb527/zKZLOdeB+8dLSmO2d/Y07vBNBXo4v8rPYp4kagNlk4fpdkdcHDOjcw+jSeSU6+zNojBkZPjDG7EP03qgiacMbiOT4DEVuQV1vALd5V3XUPX5f8wFMRW2A5VvKGTuoG49cMhGTRXNv0nkINZ69NXVx6/plu7/PW8/aHZUAnDV+YKR99faKyLzObDZ7hVM+9H+/MY6RfVq+m4pINkg0gLsemG2MeccY8y7wNvCT5HVLpH3k+H0U5juZMm/dtve+LI26zu8zkQK98VTWOr+zfGfyMI7Yt/E8sky2dU81731RmnalRBrW7fN6YPYqzn/4ow7sTXqoCQS5fubiyPHtZ0UvxF+xpbyju9ThwsV7z580pJkrRbJXc3XgvmWt/TuwGhgFhPcNWmGtrUl250RaoiYQ5M1l21iycXekzZuB8w6b9iisnxt32tj+7KysbbQys6EKd85VUX72DJ2Gbd7tZG2+2l7BPmmU0fBm2M6bOIRn562POj9/7U5eWrSpo7vVrhas3cmCdTt57qrDKcht/u9WjWfo+A8XHEyXPD9HjOzFh6t2AE5pkaNHZfeWgbWBEPk5vqzKgou0VHNz4G4C/g48b609BFjczPUiKfPuilKufSZ6taLPmMhcNW8GrshTAuQPFxzMtMfmUlfX9HBchVuyIRV7nHaUE373LpcdNYJbzhid6q4A0QHcoB5OfbMTD+jLW8u3Rdqv+79PO7xfybB5d3Vky7em1HkCuEI34HvmisMYPv1VAB58ZxVXHjMy5r3ZoKImwEPvrc6qOagirdHcO9EOY8y/gRHGmJcanrTWnpmcbom0XJVb4+36U/fnt6+vAJz5cOFgzTsHLjwyN6ikC7l+n7MXaIzhOmttZOi0dK+TpSrK8jeORz74itGePVNTafteJ9E/7YjhjBno9Mk7V/G2M8dwZIYPZ7/22Wbu/vcX1AQSm1Zc6wlqvQHuP645gnP+9CE7K7O7utMXW50hYs19k86uuQDudOAQ4Cma3pVBJOXCb+zelXjWEjMDd8Op+7OrspYHv3to5FysAG7680saDdvl52Zf5fdTRvfj38u2Ro5/8vf0WmR+yuh+VLsBjvdPqTDPz759M/uNfMzA7gBU1SYYwHkycNWeoG9Uv86xGjP87/SGqfs3c6VIdmtuJ4Za4CNjzM+ste96zxljvpXUnom0UDgZUeDJkOX4DTk+J+DyzoEb0rOQpy6bEjn2xwng3vh8K0N6duGiw4bx/pfbef/L7fTumpkFfJty4WHDIgHcwUNLuO+8g1Pco3r5uT76dStgiztP79sTh/DOCmcRSnFBblO3ZoTwvLctu6v5ZE0Zk4b3bPJ6b9at2jPs3zU/h0ElXdi4qyo5HU0TgSzcyk6kNRKdzDMdeK5BW3h+nEhaCBfiLcipD+Dy/D5Ky51huJwm/8M37K6q45+fbuSWf37Ggp+fTK7fR1VtkHMPHcyVx4zkymNGsruqju5dMj9oaMj7szmgf7eE94XtSP27F7DmV6dHtZ06pl+KetN+uri/cHz/b878zRV3TiU/J/4wvXcRQ8Ng72vj+vP0R+sa3pJVwr9ohX8xE+msmluFehrwNWCQMeYPnlPdgM5ZAlzSVngVaRdPBi7X72PumjKgfhFCLP9ZuZ2quiB3vLKM8poAu6vq6FmYR1VdMGplYDYGb+DshRqWSZPDs2EVYkGDIfn731pJcUH8/5rDK4Yfmzap0fBxfo6fmkAQa21W/GxiUQZOxNFcBm4TMA84E5jvaS8H/itZnRJpjfBv5t43xFx/Yr+ln37QAGbO38Bet1RIMGQj84syKaBprT1V9b+PZeMQcTrr0qB0yB9nr2z2njy/L7Iq1ys/x0fIOkFOrj87A5yAO4TcdEZdJPs1NwdukTHmM+BUa+0THdQnkVYJL2LwviHm5ni2z2oiI3HSgX2ZOX9DZHjq1peWRn7Db/gGm42q6uoDuIsPH5bCnnQ+OQ1+yVh2+6nN3uP3mZjDrOEFNjWBUMK/vGSacAYuJ0sDVJFENfsv3FobBIYYY7Jn527JSuEMnHcINS/BN7EhPaPnfC3ZuJuF63exT+8ixg8pab9OpqnTx9Vvx5Sfk51v/Omqd9fo/1oL83Ka/Yg3Ry483F9Tl707HWoOnIgj0UUMXwH/cWvBVYQbrbX3JKVXIq0Q/o89P8fP5OE9mbumjJLC+jfHXl3j/w4yuEd0APfBjSckp5NpKs8TtGXC3KL7zp9An+LsGOptasFCy5/l/DlWB7J3j1jNgRNxJBrArXI/fEDnKDYkGSc8hOr3GZ68bDLPfLyOcw4exP+4Nc2aKvxZnJ+9uyu0VCZMfj9rwqBUdyEpfnD8vm26PxwMZnMGTnPgRBwJvWtZa28DMMZ0dY/3JrNTIq0RLo/lN4aCXD/fO2pE1PlTRscvOeHTm4GkgXGDu7fp/nAGrqkV15lOGTgRR0KTCIwxY40xnwJLgaXGmPnGmDHJ7ZpIy4QzcPGmxihIi2HtHLi1O+xck+qeCLC3um3VmcJTBs7+03/aoztpKTxVIlsXaYgkKtFxo4eB/7bWzgYwxhwH/AU4Ikn9Emmx8H/s/gZDgG/81zEs31Keii6lv4VPO59XvwP0SWVPBNq8r2ufYieAi7WrSLYIZ+C0hkE6u0QDuKJw8AZgrX3HGFPU1A0iHS2SgWsQwI3qV9xp9olssZwC5/Pi57h64k08tlCzI1Lh6mNHsm/frvTvXtCm5/Qqyo6FHU0J7wWb78/+8j4iTUk0gFttjLkFZ1N7gO8Cq5PTJZHWCUV+M9dQacKsO3Fw7X+YPuQOpt/579T2p5OaftoB7fKcksLs3CnEKxLA5SoFJ51bogHc94DbgBcAC7zvtomkjaC1mtjcUivfqn9d9lXq+iHtwhjDhVOG8reP13H1U/MZN7h71u0k8vFXO4DEazyKZKvm9kItAK4G9gWWAD+x1tZ1RMdEWmrJxj1ZPfcnKfZsrH9ts3flYmcyrJdT0/C1pVt4bemWFPcmOYb07KJMu3R6zWXgngDqcDJupwEHAj9OdqdEWuO9L0rbdP8Fk4fyf3PX8bVx/dupRx0gFIQti2Hgwa2733oC3lDbVkBKevDO95x59eGNNrzPBoV5qtso0ty/gtHW2nEAxphHgLnJ75JIy9zz7xX84W1nA/BpRwxv9XNOG9uf/5u7jvGDU7R11vYv4Y+T4Nq50Ge/xO754B54+064/G0YfGjiXysUgn//LDrrVr27Zf2VtOQtSt2jKC9qNxIRyR7NTSKIDJdaa/XruSTV7qo6vtpe0fyFDYSDN6BNq/iO2a8Pz155GFccvU+rn9Emnz4FWPj8pcTv2brM+VzWwjVFmxfCR3+Kf95aeOt22Lq0Zc+VlPPupNFwRbaIZI/mArjxxpg97kc5cFD4tTFmT0d0UDqPbz74Icff/U6bntHWjdin7NMrdXNrKrY7n4taUI+trjL6c6IC1Y3bDr20/nX1Lnj/d/Dk2S17rqRceA4cNK6JKCLZo8l3O2ut31rbzf0ottbmeF5366hOSuewcptTg8za1i9EeO2zDJ60XbXT+ZzbJfF7vnjN+fzydfD2XYnfF6hp3OZ9s69xCx9XbEv8mZIWenetrwWn+E0ke2kdtqSd2vCmpq0QyORVqOHA9YUroC5GhiyWXqPqX7/3G1g1O/61XsHa+tdXvQ9d+zkLIsI0Hy4raKWmSPZSACdppyUbca8qjd45eKgsngAAIABJREFU4OGLWjCRPx3sLXX2In36XDCef457NkJtAvMBB0+MPv7wD4l93bqq+tdFfcD4oxc0vPfb+tdBVQ7KVIrfRLKXAjhJOxU1ia+Xuf3lZZHX+/XrSq+uGbaV0JevO59XvhE93nX/IfDLgc3f37D0x6q3E/u6tZ7At9sA8Pmdlalhy16sf71hXmLPlLSjuogi2UsBnKSN8C4K68oqGT79VV5dvLnZe3L9Gb7iLjzXLJ7wvLiw2gqY92h9Bq3hXLZRp8R/VqDGCfCshTd+Hn3O+Oq31QI45OL616vfabqPkrbaMJ1URNKcqiFK2sjz+6gKBVntDote+8wCPlg5NHJ+cI8uXHPcyKgyCWUVtRTl+amoDWbmNlreAC7WStKyr2BQj/rj+U/A6zdBZRlM/F70UChAXlH8r3VnX+fzuY9B5Y7oc8ZXP4RqLSx40tOvCvjiddjv1Oa/H0krIUVwIllLGThJG+FsWnVdfSbozc+38ubnW3ll0SZ++/oKtpVHZ5zKKmrpXewMm+ZkYgDnXSwQa/izYYZtx5fO57fvgN+McIZeS4bCsKOc9oYBXSzLX23c5vPXL2LYtS763If3wzPfbv65kjbuO38CAH2LW18XUUTSmzJwnVRVbZD73vqSH5ywLxt3VrFsc+pXHe6pduZz3TXrcwAemzaJ4w9wskaPfPAVd7yyjAffWcWtZ46J3LO3JkgfN4DLzcTNrat2RR8fcAYsf6X+uGG9ti/+3fgZu9bBVe/Br4eDL84/ae+q1nUf1b8e5WbVjL9+CDXellqhoBPoSdo7a8IgzpowKNXdEJEkUgDXSb22dDN/fncVf353FQf0L2b5lmbmYqWAtwTCUfv2BhrvtBAIhTh0WAkHDy3hqmNStINCWxT2jD725cCV78LDxzrHDTNweza41+VCyF0devRPoEsPGDAh/orRnWsaPwPgwuecz94h1HirX4N1CuBERNKEArhOqmdR/WrN8uoAU8f0Z/ppB6SwR7BxVxUX/vXjyLF3SLRHUS4AXfOj/8rWBUIU5Pi5+YzRHdPJ9tYw2xWsg4ET4PK34K8nRmfgvCtDQ55Abcw3nM/+3Oh2r3d/1bhtqqfNuwo1XgA363/grD/GPiciIh0qaQGcMeZR4Axgm7V2rNt2K3AFUOpe9lNr7Sz33E3AZUAQuM5a+7rbPhW4D/ADf7XW/sptHwHMAHoB84GLrLWe6qTSFO/k5qq6IL265jG8dxMT4DtAcUH0X0fvooRcnzM8WucW+V27o4LVpRXUhSw5mTh0eu9BsP9pjTNm/cc6n7u4Cxe8Gbh/3xL7Wfldnc9VO2HHqtjXDDwElv4jum3EsfWvvRm4Ok8A58upDzI/fUoBnIhImkjmO9/jwNQY7b+31k5wP8LB22jgfGCMe8+fjDF+Y4wfeAA4DRgNXOBeC/Br91n7Ajtxgj9JUDBYH8CVVdSmxQKAHoV5UcfePuW4CxwCbr9P/8MHXPr4J9QGWr9rQ8osfAZ2rYWP/xwdoA08GI65wXmd4w4Vv/vr+loQQ6bEfl73Ic7nHSuhqszJpD1/Obx3d/013WLUlMvx1MwLlxHZuw1WuospJl8F/gyrqyci0kkkLYCz1r4HlCV4+VnADGttjbX2K2AlMNn9WGmtXe1m12YAZxmnjsQJwEz3/icA7brdAg23nHpiztoU9aSez2d49srDIsdRGTg3yxbeZssbuM1bk+hfszTxz+/Xv174dP3rQ6eB381ChgO4slX1WbVgjP1Lz3u6fl5aOKO2ZTEs+buzUjUs1tw4bwAXXoX6+Bnw0QNO22Hfd4Zlm1K1M/a+qiIiklSpGHv6gTFmsTHmUWNMuMDVIGC955oNblu89l7ALmttoEF7TMaYK40x84wx80pLS+Nd1qmka4X2Q4bV1zzL8dX/9czP8ZHjM5FdGr4+vj6jVNeGvVPTxqhTYMw59cfe4CpYC5/+rX4OXG5h/bmiPvWv+49zPm//ovHzgzFmF3izaxvnw6q3YPuK+ra8ruDPa3xfWGWZs/L1ybOc/t3aHUpjfG0REWl3HR3APQiMBCYAm4HfdcQXtdY+bK2daK2d2KdPn+Zv6AQCoeigpygvPVYXeodNvRk4YwxdC3LY6wZwGRu0heLs83rh36Gge/1xjme1bbAGXrzGeT3yBGeoNcwbwIVXmr5wRePnxwrgcpoZHs0rgopt8c///RLn87o59f374PdNP1NERNpFhwZw1tqt1tqgtTYE/AVniBRgIzDEc+lgty1e+w6gxBiT06BdmrLmA0oXvMxD766ipsHcsfu/c3CcmzqWd5eFHH/0vLyu+Tks2rCbZz9Zxwcrt0fa0zOXGMdv923cdulrjdv8ngUd3uK8xg8n3Vp/7A3gGq4e9efXz5/b7ZYOOffR+vPNBXC5XRq3eQPQhgV/AXwZuKBERCQDdej/tsaYAZ7Dc4DP3NcvAecbY/Ld1aWjgLnAJ8AoY8wIY0wezkKHl6y1FpgNnOvefwngqbEgMT1+On1e+i7/+6/lvNJgn9GBJTHerFOs4dZYG3ZWsWj9Lm58fgllFbXkufPiBvdIv77HtHOts8igoXiB1IXPO5/L/7+98w6Polob+O+kktB7C02kiYoUKQoiWEBAwN7lKuq91mvv3c96FZVr76DgtaFyvSpiV5oiIkV6772FkpBkvj/OjFN2drObbE3e3/PkOWfOnDlzdpLsvvtWx+8qKxeadbePs6vbfa+WrbjArvQw5Rndtj3FPu80j9ZuGXh/v9qyBbvtfl73wPP7dgSOCYIgCFEnZgKcUupdYBrQTim1Vik1EnhCKTVXKTUH6AfcAGAYxnzgfeBP4EvgalNTVwRcA0wCFgDvm3MBbgNuVEotRfvEvR6r11IR+XGx2xewUY3kK7lTWmRsXp0cXrigC4+fcWScdlRO/Gqdgttc6sQyqX54qT1Wr617jlPIGvrvwDUOeCo9OIU257WDR/nvof/dnvUcFTuUz9vHIp8yXYIgCELUiVkeOMMwzvMZDipkGYbxMPCwz/jnwOc+48uxTbBCBKRRQolHdq+ZU0q0YQLIzQr951lcYjDoiMYh5yQVb57iPx5MA5fhE0BwzHXB16/bWgc4OAXF/Tsgx1HtIVglhWAluGq3ch87S3L5RcUKgiAIcUEqMVQWti//q1ubPWyjJofUr8ryLdpvSvmZyxJMvWohIiCBMu946TdQqwXU8/FHiyX7TfPi4Kdg3e/uFCJ+eFN/tBsEVWro/gn32Yl3nVjCW83msGs17N0KBfl67IzXtdbtih8Cr/XWXLXw+sFZ81bP0D53aZ7qD4efEfo1Rcq052HPRjj5odLnCoIgVCLE47gyUFQIo+0ghSpoX6kbTmwb7IqkwCtUek2qZS5e/87p8FzXsm6r/Bx9mdt3rUot/3mNO7mP+95q9/vcCMfdEvwe/e7U7bgzYcwQ3a+Zp9smR0FTz+svzPdfp1lPyKqu662Czvm2/Ht442RY8hXk1nXP95YGKy+T7oSpo7UgKgiCIPyFCHCVgamjXYcZSmtfTu3UhCfP6sT4y4Nk+E8QL17Qhc+v6xMw/uRZboGmTtXQGrq4UVQIn14DK38OPmfzQt12GKrb427WbZsBULWu/zXpmXDiA/ZxZhilzqyqDM18vAssAc6PDsP8x6vWhTvXQusT9HHRAZjq8LWr6Um/uNsdHFMuHOXe+FdrWBjgSSEIglBpERNqZWC3O8NKBrb57MyuIT7UE8QpQfzaehxSx3X8a6IqMBiGNu0ddT7k1oGVP+o6ob+/DdfMhHpt3PN3rYMXTCG5fjvdVq0HNy2C3Hqh7+XUcHm1XX787TNtMvUrnVWtUfDr0kt5K7ACLQp2w9KvHdc5/PeOPAdWTS19j+GyZLL7eNm30H5Q9NYXBEFIYUQDV9EwDHh9ACx0RAN6zE9OAS6VyM5wO+A/f36XxGxkyyL46i54qbc+dkaRrvghcP7Th9l9ZxRo9UalC06NHRG2wTR1Tmq3hEaH++dwK+1eobACKqxkwc41e9+ggyeMEti1xtY2lhdvBO2ssbpWqyAIgiACXIVj7xZYMx0+/oc9Vqu5a0oGqVnFIDvD/nNd+djgoJq6kIQyc4aLFclpaTadyW0Lg6QK+YsIQy8amMJfn5sju85LowhTrTjLeoEtpH7lSSuy4kedWPiuDbBulh774fGy7DAQv7x2T7aBcWf713YVBEGoRIgJNVXZvQFq+AgwVuFzp79TDbefUgZRdjSPE04Brsy8Nbj8a3jLYTkrJRilCMdHnhXZvdIz4Z6twdN8hItfot5g3L8rcMyb6iSvO6z9xT2WWwe2L4P8TRFvz5dgQtqSSVoT6DVVC4IgVCJEA5eKrPwZRrWH+R8HntuzXreOEks7du92TbnyuJa8dGECozDLSIYZdXpa56alzIwx3hQczrxrXq3Rf/+p2x5XwnW/RyZIWaRn+ldFKI2LPrH7/e4qff5l38Kpo/3PpXsEuLqtA+dY1wbLNRcpobRs0Y52FQRBSDFEgEtFtpg+Rst9/K2sTPlZOmJx+vJtvP3TAteUgR3qMvDwRrAvQUEA5WDeAwP415llrLywP0plnpzCQ/FBtwDn1MYB/PaWbqvUgDqHROf+4VLHTMJ76EnQoH3p8/O6QtcR/ue8QlnvG3WrHOMND4M2J0PBnsj36oeVX27wU9Cgo/vcAR8toSAIQiVCBLhUJDNXt36lmfabjt87VsFX97B6+z6q4NFklBRp4e+JVrDk68A1kphq2Rl/aeIi5t3zo7MJpwl13za30BYsIW6wclmxpHZLOHc8nD22/Gt5I2Br5sG1s+AmT8BCWmb0/NMsbeZRF8CZniIubwyIzj0EQRBSFBHgUhFLc+YnwM0ep9vN82HqaD6ZMJ4rMnRE6tS2ZiLY4iLY8IfuL/8u9L2mjI5uaohEsjpKr8Pp57ZzDXxuBhhk5gYX4Hauis69I6X9YMjKLf86SkGva+zjrFxtRq3WwD0vPVMLXtFIvGsJgulZ0KCDFkadOPPECYIgVDJEgEtFvjL9mbymqjW/wralrqGjlA5qKGnUiWP6DtSDJUV2mgmvyc/L5HuC1/BMNZo5EhZbCW8hMkFg2zJ47QT7+PUT7X5ObZj5Brxzpj52mrijmeA2UQwIKFUcSHombF2sE+9Oebbs9yopge/M+1nmW+V5u4qWSVwQBCEFEQEulfEmZvUth6SFk7Q+N2rzFug0I5ZTfGlRkxWJNTOg+THQ82qtIbIEt9dPhnfCrOE57bng56xIzaWTdZTk2KH2uQ6nlmnLKYdTyJp8b9nX8YtkVR4/vI1zyr6+IAhCiiMCXKoRKvDAx8+qvtpln7NSUfz8tK298CuIDtrMOvfDcmw0ydiyWLerp2rn/qL9Oils8UGdDmNpmL6AfhUOLLYvD7wfQP97oPOFke85GTlnHAx5Ovj56mXIzedHiY8fXet+kHe0fbxzdXTuJQiCkIKIAJdq7F5v94s85k+fVBONlSnwZVfT5i2Lb/9Pt96cZhbTnoOPRpZjo0lASQl8/7guZeX8sLcKyRfmw4YItTjBrK13rreDSwA+v8nu9/hH2dKAJCMdhkC3S4OfP+6W6NynqCBwLD0TRnxmH+/fGThHEAShkiACXKrhTJ/w56fw2Y1aUAHfD70T0szs+FUb+Ofn2r5Ct9uWwdrf7HGv030wQS+ZWfEDfP8IfHqVuyyTZebbtUYHe1iE8oUryIeN8+DgXv/zWVV1tKSFU2DMjEIQQaqQXS0661jBIKe/5h7PrAKXf6v7s8fD8u+jcz9BEIQUQwS4VGPvFvfxzNdtYcubRBbIVKbgVa2+7QPnxKpt+dFIeK2/Pe7Ns/XLq2XbbyJ5e7hul3/vFuA2/6nbscO0YGsRKnLyv9fBS8fC1iWQVQ0uciRRPvoy3Z70ILQd6L7uok8grZL9m7Xqa/fLKvgfNAW4nFqB55qYNXC3LNC/Q0EQhEpIJftkSXFWTYMv7wgctxy+fQS4v6hSy78ck2WGXf+7eWxq8db+6p63Zz0pw/SXAk2jO9fo9pIv3IEb+RvtfmGIBLQb5+p24Wfa9OoUhgc/pdusXBj4mPs6Tx3aSsGIiXDiA7r/YJ2yrbHsG9365c/zmqOLQvzdC4IgVFBEgEsl3hzoL0iZSU0n/qbNoRuN2oFzlAqsZwk6x5aT/M3+93aU5kp6vrwNXu7jdnjfskgLsS2OcUfvWiZkCK1ldL7+w4a7/QmdeOrOlql0VkXA+bfmNU3/NgbGnwMvHquDZbws/B98/6juexMI+zF2GKyfXfa9CoIgpCAiwFUUXu7L9KVam3RO4T20PDA+cE6OR7A7+jKdE67AkX5k11rderV1WVHybYo1xZ4yVxbbltivv8ff7fE9jvxsM14Ovq7Tj+0wR3oQbyqXDIdAnFU9enVBUw2nALdrjd03DG2OXvwlbJrnfv4W/zErZqRl6vJcpbF6Krx+EmxeaLsECIIgVHBEgKsobJhNbqGOOD1o+JhKIdD0lJapBZ59Dt+vNwfC5gWQkeOeG63ySLHGWQmhuNBO2Lttqe1gn5YOg0fp/pz3APO5BMvVZhg6t5tFTm2oUlP3+9wUOP+Odbrt/c8yvYQKgdP0+cwROgAE3MIcQMHu4GtEor0sPggv9IBnO4V/jSAIQgojAlyqEEaB8LszdRmtYd1a0bhmFYq7mc71V023J10/1+5bZY+80asv9NTRfk6KfdI6JCPO11JcaBd0B7c5zmU6NqDh4e4i9flb4P6asPSbwFJimVV1aacbF0CPKwL3kF0N7tkGfW4u10tJabym+ZeO1e3Gue7x/14PK370X8OZV69UpKyWIAiViyCqGiGp2LXOrSUDuHEhjGrvO/22wUdwW05t4AQY8pT7ZK3mOi9Zrea6EHtxIbznk2TWq3Hzy8uVjPz5id3fttSOWATIrWf3vYl70zLcQSCvn6Tbd063x84dDyt+giad9XGopL7plfxfKzPHf7zQU7937S8w5lS43xH1XLW+jrYOlmS6NAr26OhXvwhWQRCECoJo4JKdbcvg6cPg5ePc4zVCZLz3mj+9nPI49Lpaa0mMYl270kuJx7k8VIRrMvG/G93HmTm2udOpFXK+nk7n63NOoXWPIzrVon57OOUxt5+b4E+bAXDZN26tZ0lJ4N+Vl61L7VQ5578ffN6R58Bxt/qfezQP/nVoZPsVBEFIMUSAS3b2bQscO9yu2zm3pCXXFl7jPu81fwZjwx/Bzzl9ySB1NHBe0rMgx0xl4YwcdQYlDHvONCebAtzuDdCyd+BafmlYBH/SMyCvm1vrWVxga9Vq5Plf9+Vtuj3qQmg7IPj6p78C/e8Kft6vFJcgCEIFQgS4pMcTeHDqaDjzDT75fR2HH3iNMwvvd5uret8Q/tKLPncfO1NlFORDu0Fw8UTt8+V1Pk9GvP5VoKsuWFogpwau/91Qq4X2Y0tL1wKc9aE/qr07aMHC69cllE6Xi+3+gd3w6dW6f+qzgXMNwzZt9787vPWvmg7nvlu+PQqCIKQgIsAlO956p7V0VOUbU1aQTy4FZPHU+T3s86HKQXlxViEAOPMNu793s9ZSHdJXl4+a95GdHT/eHNitAwpKqwaxbVngmFECuZYGziGA1WkF18+x/djSzICOfdvd1+d1t/vBcr8Jwel5pR2pu3WRPZ5V1T3PMNzVP7LCLD/WoAO0HwQDHnGPe/PxCYIgVDBEgEt2vEJTa13uqrDIriaQlVPdPt/xtPDXPvF+uz/sBWh1nJ1eA2Deh+75+3eEv3Y0mXitbqe/GHqeX6qTjGw7J1koASw9UxdHnz/BHquRB0Oeto8rU03TaJGWbpuetzgEuHpt3PN2roKfnrSP/SowhKLX1XCLKcDXbB7oAiAIglDBEAEu2fFq4EycApwrQW+To8Jfu7Oj+HozU9NU1eGz1G6Qbut30K23Dmu8sCJLt/to2JxY/lVWGSfQgsCC/+p+KAf6HSthxwrYscoey8p1m6fD1QoJbqqZmt6Zb9pjXn/CTX/C1H/b5/yqhpRG1Xo6mvWwoanrsykIghAmIsAlCxvnwdqZgePWB9Eh/eCEe8kvKGLcjFUs37rXnuOtsFAWrJqdmaZpq3pjnTYD7AS3k+8p/33KgiVAloYloJlaSsAtgIUS4CyH+Q2OkkxpmbYgkVU98BohPI428xFunq/bIU/rFB9OM+cfDj+2ezwpcyIlIxsO+n/xEQRBqCiIABdrpj0PH44sfd4bA+G1EwJLAVkfRMOehz438fmcDdz18Tz3nGgIcJagktcV6rWDc8bZlRs6Dtdt817lv09ZaBHmfUtMDZyVNgTcApwK8ed++Jm6dSaVVcouWt/o8PD2IJRO0266HTkZel6l+zsdmk9vxZBIycjR2tjd6/1rrQqCIFQARICLNZPuDPQl86PQrLSw21Mb0jIbmoLIlnytkZt0vSMvXDSd63NqwzW/aEHOoqaZ8iFR9VDDLeNladgyqsDIr3VUrSPlyl+vw4/67QLHlILqDXVwxznjwt+vEBrry0LNpnDEWbrvF0Fc3vVHdYCvwoxmFQRBSDEksVW8KD4YnqB1YKfdNwyYYqZbMAW4nfsKqZKZRrtGHpPe5d8Gz60VihGf2T5KwciqBqjQdStjRf4W+P3t8OZaGri0dGh2NNyy1H3+qPODX+v3u7G0ck4hUCg/TmHZ0pAaJf5zy4LTf27Gizr5siAIQgVDBLh4sXdr6OoJFvsdApxV/7TdIIcAd5BaOTodxnFt69O9pWk+bdqVMtGqT+lz0tK1Zm5vOX2TysImh7nYMr0Fw3AIcE6OOAvmfhCZqfmOdYGpLoSy0/kiLYh7/06tJMsWF35U/ntle77clBQH/k0IgiCkOGJCjSUf/M3ujz87uAC04ie774w6XTVFt1Y0KLBr/0Fq5mht0dhLu3NNf086hlhRtV5gPdZ4UJhv99fNDIwu3Lcdln2n+5YJ1RvhePqrcN9OIiK7Wvl9sQQbq36s8ghS1Ru6jw89sfz38q6xfrb/PEEQhBRGBLhYMv9ju79xDvyrNezZFDhvzBC77xRQvjdNP2b6ip+WbGHJ5vy/BLi4klsP9vqU9Yo13jx4s8a6j/93E7w9HLavsAU4r5CglAhjiSa7hm79IoGjXUmhWgMtsJ/8sD4OkopHEAQhlREBLlYUF+mUHN0udY9v8GgDvJn/nQlIm/fUbXudxuPKd2axYuteDm2YgGCCrKpwcF/872s9D+tD3plMePNCWPmz7u9cZdeNlZqlyYdl1vQT4NoP0mlyel0TeK6sKAWNO+l+NP3rBEEQkgQR4GLB2pnwUF1dgsqbw+zAbph8H7w5WPvmWALJUDOJ6df367JRoEs75daDjCwOFpeQX1DE1f1a8/DwBKS0SMtITIFwS4Cr3VK3q6fDzDd02aUXeuiSXwCLv3Ikgi2jv9PfzRQiZ40p83aFIFQxNXDBhKmLP4EBD0f3nlYwQ1FhdNcVBEFIAkRVEQuWfmP3Gx0Og56Ez2/WxxMus88t+twuGWSZmCz2bNLmVPP8ngNac1GvWjYqEebA9IzE5NQqNj98rdxuy77RPy2Odc+b/rzdD5XvLRSNO8EdawOd4IXyE0oDFyusqiI7VsTvnoIgCHEiZho4pdQbSqnNSql5jrE6SqnJSqklZlvbHFdKqdFKqaVKqTlKqS6Oa0aY85copUY4xrsqpeaa14xWCZFqglC1rt1vdCQcNtx/3nsXwjgzVYW39uOWBVr7ZGoR7v1UP8bqVRJUUH3tTL2neGOZRXNqAY5f8VuDg19Tnj8FEd5ig5VD0ApmiAd1DtE/PzwOBfmlzxcEQUghYmlCfQsY6Bm7HfjGMIw2wDfmMcApQBvz5wrgRdACH3Af0APoDtxnCX3mnMsd13nvlRgMA+a8r/u3LKc4syqvzNrN3tPGuEsHeThjnEdLsHMNrPsN8nXQw2dzdILfhEmpe8wEw7EsaL9rLezZaB8v/gp+ekr3M3NNIc4kUXVZhbJRpxVc/Cmc+mx875tRRf+tfPz3+N5XEAQhxsRMgDMM40fA46HPMMByMBoDDHeMjzU004FaSqnGwABgsmEY2w3D2AFMBgaa52oYhjHdMAwDGOtYK6HsfawtrJkBwA2fraH/U9/zyOcL6fphNtuzmgS9rlu3nhxx4DV7oLhAl9UqdGsOSgwjFtsOnz8/DSz3FQ3WzoSnO8JTjiSvK36w+0qFJzx2vij6exOiwyHHl61IfXmwgoTWzYI5H8AXt8X3/oIgCDEi3kEMDQ3DsGpFbQSsJFBNgTWOeWvNsVDja33GfVFKXaGUmqmUmrllS2w1N1ULtFP9Tqrz26odfwlcBw6WcO/6nv4XNTqSO4Z2Zg+59CvQGqdNm/Rjym96LPPX76JWrjadDu8cXIsXUwY+rtv//hOe7QSF+3QwxlNhFpovjXW/BY5FKqw26AjDnovOfoSKQb6l0TW0/+mMl+zIZUEQhBQmYVGopuYsLuokwzBeMQyjm2EY3erXrx/bm5mCTq36efx4az9+urX/X6c+K+nFaQUPBF7jyPi/ztCO1zNn6IjIW1Z0Y/Don9m5T0eAZqYn6FfmNF8CfP8oTHkG9qwv+5r7ttt1Tr+4NfB8pFGv6RKTIwRhj6PGcCj/SUEQhBQh3tLAJtP8idmaOSBYBzRzzMszx0KN5/mMJ55GZooPK2rSw+9GG1oeGM/Kag5n7kydqPepszpRaAYGD07/BYC/DejOyxd1ZWinJjxx5pGx23dpeHOr7XdYx3euIWJKSuCJVvD2aYHnLM3bL6/o1nJ89wZ6WFjj9dpGvg+hYtO8l/94cQJS4giCkPqsnAITr0v0LoD4C3ATASuSdATwqWP8YjMatSewyzS1TgJOVkrVNoMXTgYmmed2K6V6mtGnFzvWSiyNj4JWfWHI038NfXZt74BpYw59Bq6fB+nZ0OcmAM7omsez57qj9Hq0qMWAjo0YfV5nzu7WLGDxzcuCAAAgAElEQVSduOHNrZbpqBN6YFfk65nBGaz8KfCcVZTe4orvdXvef9zj1RpB5wvhHz/D2WNhyDOR70Oo2Fzyhfu4zQDdFh0InCsIglAabw2CWWPgYOIrvMTM5qSUehc4HqinlFqLjiZ9DHhfKTUSWAWcbU7/HBgELAX2AZcAGIaxXSn1EPCrOe9BwzAs1c9V6EjXHOAL8yfxZFeDERNdQ20bVqd6dgYPDT+cU45oxHu/rmFgx0ZQowrcs9k1d9hRTeETx0BagtKGePFq4AyHkFVYhhQNH15i972JVosL/c2hDT0JjNPSYZiZ/61enGrCCqmFUlCrha7UkdcdDj0BlkzSf3NxjqcQBKECsW871EyQT7pJzAQ4wzDOC3LqBJ+5BnB1kHXeAN7wGZ8JJKAkQeRkZaQx94EBfx1f3Ktl+Bc37xH9DZUFr/nSGRFasCfy9VZPs/sH9+r6pZZQWFwIaLMyHR0m1mxPCTFvzVNB8KNWcy3AnfSgncvwo5G6+oMgCEJZ2J94AU5KaQnhUcUTxOAU4CI1oXqjS4sKtfCWayZAtvyTMqpATYero1eIlKS7Qjgcf4fW3tZtrV0WAJZ/l9g9CYKQejg/u9b/rn25E4gIcMnMyMmJ3oGNMwo1LUOrjzNy9PHerZGttehz93GR6UtgrWdFnxYdcP/DKAX/mAJ9zVxesUwqLFQcWh4LV06Bag0SU89XEISKwWZHNaKJ18KvrwWfGwdEgEtmmnVP9A5scmrb/ZrNtANnRpY+3hehAOestgBw0HQozzQFuKICuzD9NE9et0aH28l6T3spsvsKwtYlid6BIAipyoueqPYNfyRmHyaSOEsID2dalMadYMNsW/CKRAN3cD/870bP2D7d5taBbeiqDF/drcf63By4Rq1mcH8ZIl8FwRmMYxjlq5srCELlwZsdAbRWP4GIBi4Zufw7uPrX0ufFk/RM6HUNnHi/DiY4eECX+4JAjZofs8drX7l3zgw8Z4VjVzWTLE+4zD53yPFl37MgeGk3yO4XFwafJwiCYFFSDI81Dxz3JriPMyLAJSNNu0D9JExKO+Bh6H2DdgR3pg7ZsiD4NQDblsEnV8JHl8MqRxmjrn/T7W4zB7Pft5kgCZEFoUw07wEDHtH9JMjjJAhCCrB1iX+6LG8KrDgjApwQORnZkeV+s0yk3nqndQ/V7YTLdVtVBDghDljRzJLMVxCEcHBWHrrwI/jnHN1f8UNi9mMiApwQOUZJ6GMva3RZsIBgh2oN3cdVagReW7VeZHsThNKwgmVEAycIQjg4v+w16QK1W+j+yp9g5+rE7AkR4ISyMMMT/enN6+ZkyWT48V/2cV2zYsJZY+CIs9xzN/0J92yzjwePgqyqCEJUEQ2cIAiRUFRg983a5X9RrVF89+JAolCFyLFKEwGoNP/oHItxnqCFjCrQuj90HB4498BOdwmtFseUf6+C4MV6A7ZM+4IgCKFwCnAZZjLwy77VgXxWOq0EIBo4IXJOf9XuZ+SUbkJ1smkuLPvW/1znC93H6Yn7xxAqMJmmBu6gaOAqHUWF+sM4lNVAELxYAty1s+zUQ3ldE65kEAFOiJxq9e1+Rjbkb4RJd5V/3XanuI+rJ041LVRgrIofReIDV+n4v/rwfw3guW6J3okQTYoKIq8I5MeBXTDfp0ayVS7S0r4lCSLACZHjrItqacm8FRNCcdytdv/oy/3n1DlE/N+E2GBp4DYvgIIIoqmF1KQgH+Z+6P5db1sKy6QeboWgpBhe6AX/al3+tcYMhQ9GuIXB/M3wxS26763HnWBEgBMix/ktJJJ0IhZdLrL7g58MPH/rCrhyauTrCkI4WD5wX90NjzaFF0wzyAeXwHsX+V+zczXcX1P/rJ4en30K0eHRpvDRSHjiEPf42z5+uELq8csrsH2Z7pfXNL5htm4L99pjs8fZfW8AQ4IRAU6IHGc5og5DI7++RtPQ53Pr2KkeBCHaeL9Fb54PK6fA/AmwYKL/NQv/Z/dnvR27vQmxo7jAfdw5iLAupAYlxbBlEax0JIcvPhidtRd9bvedwlyWCHBCquMU4MItJdL/Hsf16dHdjyBEgt+Xgy9uDRxzku3IUSi5CVObkV9D7Vawb3vpc4Xk5Ycn4PnusPAze2z7Mvjl1eDXWBTkw/hz4PvH/c9/eTusm6X7VpDe6WGsG2ckjYgQOcoh9+/fEXyeYeiyWz3+DsfdDN8+5D9v5OSEFwUWKhF+fizVG8Gmebq/ewPUaOw+n1sn9vsSok+JT4R8lZqQdzSsnhb//QjRY+0vgWNvnqI/kzqeFvqL1n/OgxU/wuIvYesiWP49/P1H9xyrxnf+JqjeBI48O2pbjxaigRMixwqjBrvKgh8H92mzRWkffs26Q+2WUdmaIJSKnx/LrnV235uoGtx5oJZMjp6pRogt+eaHcJcR9liVGvoL496tMONlLbALqUf1xoFjlkKhYE/oa1c4hLV5H8G+bfB0R/ccw8xvuncbVK1b9n3GEBHghPLR787g5ywTRY5oL4QkIs3xttfAfNN2lsOZ8ozdX/g5TBntFtg2z4eJ18EqCbRJeqxyadnV7bHsGjp6vmi/Np2/f3Fi9iaUje3LYcLfYdP84HM+/ocW0gr3wu71ZbuPFbVcXKgtSUmICHBC+QilOVv0hW6tQsAtjo35dgQhIs4br9uDe93je82Sbv85DybfA796/F/+GK/NNdFg9wZJLBsrigt16zSbZ+ZAeqZ9vPYXmPZ8fPcllJ3RnWHOf+yIUYD2Q9xz1kyHMafCayfCqA5QXKTHN87V6YNUmjalh6Jgt25Litx+30mECHBC2fjHzzrdRyjftZzaum3RW7cjPoN7xXFYSCK8X0A6na9br2/nmhm6vfSr6N5/5xoY1R5+HhX+NQcPwAHzw6W4SOc4E5OuP5YGLs+RuFcpSMt0z5t0J+Rvid++hLLT8HD3cYehcPL/+c/d/KduV0/T0aov9YYXeurAhGOu0+fqt4cbTG3e8BftaxdP0q1RkrQCXHLuSkh+Gh2h26xq9tjiSdB2gH1smaqq1HAfC0IyUKtF4Fj7wVq7VhjEh6ZWs+juwXKUnjcB+twU3jUPN9TthRO0RuHr+2DlT3Dqs9HdW0VgvRlJmFMb7lgL+3fq48VfBM7dvc5dZUZITuoeagccdbsUhjxd+jVjhgSOVWsAd6zTwllmFbh/l/3/CLDsG92WFCVtWUcR4ITy4Szk68xevX+nztEDSfvtRajE3L0ZUO6xYS/YvlKFewMuAaBGE2jaDdbNdI8XF8HuteEH4+xap7UBlnuBZa4pjZJiu//O6Xb/t7e0JqHnleGtU1n4nykUZ9fQv1vr99u8F6z7zT33lb76Q1xIboocNYzL89nS8XTIruYec5raDzletyVFSZuXVFQiQvRw1i597UT4wcyxI3nfhGQjI9v95QOg8wX2G7rlwOz85t3xNN1uWRi43luD4NlO2rxZGiUl8PRhtvAGwQVGJxvnwoMhAoK+vB32bCp9ncrAtmXwmEPD6k0Lc1KQlEZOAVlILtbP1oFxi7+0x+q3s/t9b9Na9ePvCJ0s/upftKDuFd7ALaiVFMMXt8PaX2HDH+XffwwQAU4oP92v0K0zvci2JXZfNHBCMvO3/8EZr+u+JbAVF2q/MssJHuzavIMc5d+Ki7Q/muUj9+trpd9vv48faDgmmpd6+487/bnWVNIyXxvnuVMafXoNHDDNpZ3Os/1xLYK5c1hWAyG52LlGa0ifaGWPjfwauo20j/vdCdfPgeNvh7Pe0mOnvwpdL7F//8dc6xb6vDj/D1f+BDNMn7h926LyMqKNCHBC+TnyHN0G+/YqApyQzLTsDUecqfuWMFRyEP541z3PSmDtzDG1YKIujG4Rjqnl93cCx/ZsCD8QocFhurV8+EZOss9tnBfeGhWNl46F10/SJtNpz8NeR0DCsm9Lv76jaY7eu1m3B3aHp417sTf86FPPubzM+UDnJxM0zjQ/oIOJmh3tVho4adYd7tmqk++e+owOuLt3e/BgBwultHauaVf3+MDHyr73GCKfrEL5sUykJUX+55PUAVQQArDSS+zbrovdO9lkRrQ5XQI+vMSdwb1qGE7wP5tO1zWbwQ3z4D8X6HJAq6ZqM2mvqwM/mIod/1uXmwKJU1g85x1470Jdw7H/XaXvoaLipwHND2JWPuFe/Xse8LDW3s2foJ/zvu1a09NuEJz3rv+1oOdtmqt/ajWPXqb+okKYcJnuH35GdNZMdbwCXPMepV/jTBWjFKgIXHm8JtMGHcK/No6IBk4oP5aGLZgAVyXMeqmCkGgs4ezzm21n6VrNdWsVQ+96iY4AtXBqSt6/qPTEoVbOt6Mu0G2vq3X79nD46i5tjvWWgLL2ctKDWnDzavo6nKrbTZVUAxeKrpf4j/e5SQtvYP/ef3jcNtM5C5r7sX253Z9wufucYei0FZYvZSSsmmL3nVGR4bLoSy0EViScGtWLPon9/bx5GasmZ6lHEeCE8mMJcBvm6Nb74SPpQ4RUIcvHsdlKU2CZONPS4NAT7LQdUzzpO0aV8m39cNNcd+w/dWsF/1hFs98YAA/W1ho1i31bg+/Py8qfS59TGRj4GPzzj/DSTFjvYd76mpbW1Q+nAAc6cMJi7Ux4a7D+XUbK28Pt/sd/D/+64oPweCt49xx4tV/k901mnHkZ6x4a+/spz2dWvbaxv2cZkE9WofxYb34/PgHfPAgbfk/sfgShrPgVwP4rX5zHrNlhaPB1/Pynigrg1f7w25s6j2JWrmd9Dwv+C4/k6f63pu9OboiajJam8K3BwedUJtIydFqXYH5SrrmZ/uNF+/3H9++wtW5nvqHb9Y73vV2myc+rEd23HZZ9V/p+LJZ/r6Mv/901dCRk/hZ4/WQ7QKaiaWL3b9fuCXdvjn4uRj+8Alx6cnqbiQAnlB+nT9BPT+kPKUFIVZxC0rHX62/8x1yn/cxc8+rYCa3BXaVhiU/Fhv9rYOce2+Hw6QmVZqdwj9bsbF+hj9ucHHzutZX0i1OwMmSRpC8ySvzHnXnBnIxyFD5vbb7fWebOBZ+5Axt2rDL95ebrIIu3h+s8gH5YaWi6jLDHXumrA2VePi54YMXoo+ykxRZbl/rPTQbW/26/1oJ82OyTmsfJlkXaZzQjTjVJvQJckpIauxSSm2DfXgUhFclw+Jft26Y1OCc/BPV8TDd9brb7zXtokx0E+i55hYwCT8LYoy/TJYIu/w7aDoRrZkIPMynvhCt0VOyhJ9laOz/SM7RjPtglpMKh+KCOXi0qCP+aZKGkBB4I4mMbSfS7tySgVVKp2ONLtuRruL+mu3au5eO79Gt4cxC8d4Fdwglgzvvw4jH6Z77pO+k1c+/ZBPM/tqtstDgGTnwgcJ8zXtKBLjtWwaS7tPCzdSkUOnztLDP7vA9hx8rANfZsgu8e0X8jG/4IL3dhNNm+HF45Ht44Wf/+xgyBF3oEut5YbJyrS2G1OCZ+e0wRAS459YJCahHqjfKIKEVmCUK8cJrcajQJPbdpV53l/6QH9XE18wPYm+ttxwr38RU/uI8HP2X3z39Pt6c8pqs7LPivPrbqtIbCuv/WxdC4U+nzAT67AX5/W/evnQV1W4d3XTLwlSPitv/dcMRZOqEyRPbF0inAdTrPPvamdvnuYfdx82Psv5flHtPo1b9q7dm+rTpNjJOPr4DN8/XfzfrZep6TDkP1++rX9+njE+7V7imT7nTPq5ln567rfCE06KgFnVf6wvePwi+vwK2mr55h6NfzlOnPZSVaB50HcccKLRie8rj+mzjibGhzYuCzKitFBfDueXYC3Q1/aF9Piwdray23FZADWqiz8h9aqX7igVOAs9L2JCEiwAnlJ5QA18GnBp0gJDNWxOcFH8KhpXyA1WoGd6yxjzNztNntmwe1wGVVAHjdNH12PA2GPAM5YUZmOx22Gx0efJ5FbTOC8uXjwi8L5cxL9+8uqVVOavoLdj+njtvk2ax7ZGt1PE1rwQY8YvuQeTVwzpRIZ4+F9qawUat5YKqL+m3h4D6tNfNjyrNQpzX89zr3+MDHbU3rfTu1di27Okx9LvCLwXeP6DJszXrAsOf1mGFoQT5/k9Ygb5oPDTtqQSiYb9xHjoS4ljA/573o/i2smWHXFw3Gexe67+ksWVcvRALeaOP8EnfZ1/G7b4Skhp5QSG6C+SWc/iocNiy+exGE8tLfzP92yPHhOcB7sQTAUe3hm4f0j5UGofNF4QtvoP1+LHr8o/T5ed3s/jtnupMOByWID1mq0elcHdHbbrDpuxihJvHMN+HeHdq30RLUvAEhVjWOG/7U721WhL1TeDvjdbhjbeD6F0+Ee7bBcbfYYy7hTelzPRyRp0rZ9Vsv/1ZrGIe9ANfNhvZD7Bq6Tbq4r3GmmXnxGG32dQpv7c0v1k5fOz9e7quTGkeDfT4VSPzY6fhCtGm+bs94PbT7QLRx+homsYuQCHBC+bHeYLw0DENjIAjJRte/aS1AehnfuJ15x356En591T4+9ITI93LWGC1YhOOUn5ENw02Nz9LJMP6c0PMP+GhYtiz2H09mTn3WFq7OGw8n+fiPlYZStkDm/N2P6ggfX6mFCUuDVNNTa9PymQMtqFjviVVq2uM1mmg/Rcu30Xv9vdv1l4dgXxrqtIIzXtM1e+u0gi4X2+f6eUyrod57a+Tpv6n7d8HQ0bpKwfVztbav/z3u6zfM1mbPslJSDF/eqZNUW2bkem1tX02Ac8bp+1oVfVb+ZJ/bsggyc+1KGfHCmdO0rO8DcUAEOKH8KAWHDQ8clyL2QmXEW67HEobK4hidlg4dh0eWS7FVH7u/akrokkw/PBE49vzR8Fjz8DUmicBKVJtZFVBasxlNnKbS3Wvhj/HwfYhySp0cQo4zMvlmRySoZd6uWlcLT+0d7iVHnR95vkwr+rX1CVClhvvc6a/CldP0OSeDnoQb57vTYuTW0SZgpeC4m/XerpyifeoAVv2s05lEyqyx8GAdmP48vHkKzHobqjXSxeT73AQn3q8FuQ5D9H0tP9JProTZ78LWJdp/sFqD+OcSNRwauLJo4eOE+MAJ0cGvQHCKRPIIQlTJDpJs94YQSWGjSc089/GHl2oNht8H0dYluq2Rp4MnXjrWPrdmBrQ7xT4uKYH/3ag1XdOeg0snQfOe0d9/aSz6Uier7X6Fjgbtd1f0vyzm1A4cWzBRt1k+FgeltObTKIEWvezxjCxtzm3ZJzCX2FljtL9Zp3PLtsf0zOA+alm50PAwuOAD7YeXnq21aZH4BQ57Xgud3z4EY4dF7g838Vr38eb57r/D3je4z1sJrQE+cbgL1E9AGatgVYWSDPmEFaKDXyCDCHCCoBnwqB3QkAjmfQTjzta+UM7UEksm6TY9UwdJOIMAvA7vu9fqJMTTntPH4RSJjzYb52rhDXSEJYRXfzZSauZps6IfZ/jUWwU46jxt3vRy0gP+0ZzpGdDtksCyaNEkLV2bczOyIg/qAK0Zs8ypTt80i5ISyN8cqK396DL/9UqL6r7618CxePq+pRgJ+YRVSq1USs1VSs1WSs00x+oopSYrpZaYbW1zXCmlRiulliql5iilujjWGWHOX6KUKsUbU4gpvgJc8qqeBSGm3LdT/5w9Fk5/DXpdFd/737YKzn0XaprVGTbNt4W1T6/R6SKcnDtet3dttP2gZr6py+Pt2QTTXoBnjnBf88PjsNyTDiXWTPApLRULAQ60WfGfc+COde5o5EiCUCoCw81I39XTA8891Q6ebGPXj92yWAv2cz+w59y/Cy75Uuc67HNT6HvVb2uny2nVV6cUGR4kildIqAm1n2EYWx3HtwPfGIbxmFLqdvP4NuAUoI350wN4EeihlKoD3Ad0Q4dR/aaUmmgYxg6E+OPn6CkaOKGyYn15SVQUdk4taD9IpyF5/mjt52Sx8id49ki3SayhmevK8oP69iGtjXu5DyEZOxTuXG8HEMSSgj3aDOfF6a8WbWqbZc4sLZlKS9q6mDGjQUf9ujf+AW1Pdgdm7N1s9++vGXjtWWN026KX27QciuEvwNB/J0f5qpal/P0nmGT6hB0GmL9txgDDHeNjDc10oJZSqjEwAJhsGMZ2U2ibDAyM96YFE79QaxHgBCGxWOanDXMCz1nlnAb6OOc37wU7VwWOA1z3u3aSt3iiNcybUL59loZh6Nx2Xuq0hkP6Bo5Hm80LdFu/g1sYrgykZ2gfuqn/1sEtoEvCzXo79HXXz9MBOJGiVHIIb2An1U5SEvUJawBfKaV+U0pdYY41NAzDSle9ETBTitMUcBrf15pjwcYDUEpdoZSaqZSauWXLlmi9BsGJ5UTcoCNUNbOYiwAnCIkl0xTg5r4feO59M3LTLxAhPSvQkbvLCLhlOdQ5ROcjs1JBFO2HDy8JXCOaPFBLl2CyyKkDTTrDdbPiUx/Tisjs6ZMCpDJQ5CjNtuxbXe964jX6uHoQ3854FJ2PFf3MCh/x0CyXg0R9wvY2DKML2jx6tVLK9dXKMAyDKGaXNAzjFcMwuhmG0a1+/Rj5S1R2LBOqM/FkJPUYBUGIPqEc5Nf9plu/DPfe3I6NO+lca1Xr6mOloPeNbt/XjUGy/Eeb1v3hthVwxffxuR/oiMn7dkKXKKcrSUW+uN193OJY7SfY6Eh9fMkX/omMU4m+t6ZERZKECHCGYawz283Ax0B3YJNpGsVsLeP6OsApyueZY8HGhURgadtKiu2kks6wcEEQ4o8zqhRg6HOBjuR+UX7OElJNOsOgpwKDkpSCe7batStfOhbW/lb+PYdiyDNw0cexvUcwKnNQVjXzvTyrGmw1a6/2vAoGj4Iho3TqnBET4fwPdC3WYMndhagSdwFOKVVVKVXd6gMnA/OAiYAVSToC+NTsTwQuNqNRewK7TFPrJOBkpVRtM2L1ZHNMSASz39XtlgW66PD9u+SfWBASjVfo6HKRLsBuUauF/3VW1GXr/lrT1ezo4Ouf8w7UML1Xvrq7PLv1p3Cv3a/XJvrrC6Vz00KtgbTKudVrCwMfhaNH2kENObV1kIMQNxLhKdgQ+FjpN5YMYLxhGF8qpX4F3ldKjQRWAWeb8z8HBgFLgX3AJQCGYWxXSj0EWIljHjQMI4lTh1dwul0Kq6cmeheCIATDqhbgTINxwQf+c7tfofOGNekc3tqHngizxsDmMJIVFxXA9hXQoH14a0/9t91Pj4O/mxCI9UWg/91mvdlBid2PACRAgDMMYznQyWd8GxBQKND0h7s6yFpvAG9Ee49CGWgv/9CCkNRYNVqbdNYCWrtB/hVUQH9ghyu8AQz6lxbgDuyE1TOgeY/gc6c9B988qGtgdhgSfJ7F1sV2P5gmUIgPSkH3yxO9C8FEwgSF6GBF6yipfyoIScU57+i2vpm/LC1dC1yt+0XvHhnZdjLg0jTx35g1L9+7AA7sLn3t3Hq6vXFh2fcnCBUQEeCE6HHOOLjKJ1u3IAiJo8Op2ifVr75nNGk/WNcJ3bNRHxcXwc/PQOE+e05Jifua394qfd2De6F6k8SWIhOEJCRJsuUJFYJwzCGCIFRcqjfSAlxJMTxkphwp2G3njFv8pXv+Lp/6ml4K9yZ9Pi5BSASigRMEQRCiQ7UGZnHzbfbYXkfFxD3rddvvLsiuqQvSG2bKzyJH6pKDB3QNVtAaPBHgBCEAEeAEQRCE6JBbB/Zv15GmFlZFh+3LdfmutAw45jo7gGLrEti3Hf6vPkx7Xo99MAKeaquFuyWTYFOckgQLQgohJlRBEAQhOmRVhy0L3UXOZ4/TKUzGmC4WDQ6DzCpw4n3w1mCtlSvYo89NuhP+nAhrTF/apV/r1lvWSxAEEeAEQRCEKPHnJ7p9tb97fOK1dn//Dt1a2f3HDnPPXeMIhBp3pm6POBtBENyICVUQBEGIDocN9x/fscLu79mg20iiYk99pux7EoQKighwgiAIQnQ47UVoNzj0HGfpJSc9r7L7V07VRdIB8o6WIAZB8EFMqIIgCEL0OG88fPcI1D1UByys/Am2LdXRpKe9ZNczTUvT+emmjNa1NdsN1PU1DUNn/K/VHFZNgTYDEvt6BCFJEQFOEARBiC797rT7h58eeu6x17mPrbqbrfvDH++GLsslCJUYEeAEQRCE5OPIs6FpV6jbOtE7EYSkRHzgBEEQhOREhDdBCIoIcIIgCIIgCCmGCHCCIAiCIAgphghwgiAIgiAIKYYIcIIgCIIgCCmGCHCCIAiCIAgphghwgiAIgiAIKYYIcIIgCIIgCCmGCHCCIAiCIAgphghwgiAIgiAIKYYIcIIgCIIgCCmGCHCCIAiCIAgphghwgiAIgiAIKYYIcIIgCIIgCCmGCHCCIAiCIAgphghwgiAIgiAIKYYyDCPRe4grSqktwKpE7yOG1AO2JnoTKYY8s8iQ5xU58swiR55ZZMjzipxUeWYtDMOo7x2sdAJcRUcpNdMwjG6J3kcqIc8sMuR5RY48s8iRZxYZ8rwiJ9WfmZhQBUEQBEEQUgwR4ARBEARBEFIMEeAqHq8kegMpiDyzyJDnFTnyzCJHnllkyPOKnJR+ZuIDJwiCIAiCkGKIBk4QBEEQBCHFEAFOEARBEAQhxRABLgVQSjVTSn2nlPpTKTVfKfVPc7yOUmqyUmqJ2dY2x5VSarRSaqlSao5SqotjrSfMNRaYc1SiXlesKMPzaq+UmqaUKlBK3exZa6BSapH5LG9PxOuJB9F6ZsHWqWhE82/MPJ+ulPpdKfVZvF9LvIjy/2UtpdSHSqmF5ntZr0S8plgS5ed1g7nGPKXUu0qpKol4TbGmDM/sAvMzcq5SaqpSqpNjreR/7zcMQ36S/AdoDHQx+9WBxcBhwBPA7eb47cDjZn8Q8AWggJ7ADHP8GGAKkG7+TAOOT/TrS4Ln1QA4GngYuNmxTjqwDDgEyAL+AA5L9OtL8mfmu06iX1+yPi/HejcC44HPEv3aUuGZAWOAy8x+FlAr0a8vWZ8X0NYzxqIAAAO/SURBVBRYAeSYx+8Df0v060uSZ3YMUNvsn4L9WZkS7/2igUsBDMPYYBjGLLO/B1iA/qcchn4jw2yHm/1hwFhDMx2opZRqDBhAFfQfZDaQCWyK2wuJE5E+L8MwNhuG8Stw0LNUd2CpYRjLDcMoBP5jrlHhiNYzC7FOhSKKf2MopfKAwcBrcdh6wojWM1NK1QSOA1435xUahrEzLi8ijkTzbwzIAHKUUhlALrA+xttPCGV4ZlMNw9hhjk8H8sx+Srz3iwCXYiilWgKdgRlAQ8MwNpinNgINzX5TYI3jsrVAU8MwpgHfARvMn0mGYSyIw7YTRpjPKxi+zzHKW0w6yvnMgq1TYYnC83oGuBUoicX+kpFyPrNWwBbgTdPs/JpSqmqs9poMlOd5GYaxDngSWI1+399lGMZXMdtsklCGZzYSbbmCFHnvFwEuhVBKVQM+Aq43DGO385yh9b4hc8IopQ4FOqC/ZTQF+iul+sRouwmnvM+rMhKtZxZqnYpEFP4nhwCbDcP4LXa7TC6i8DeWAXQBXjQMozOwF20Wq5BE4W+sNlp71ApoAlRVSl0Yo+0mBZE+M6VUP7QAd1vcNhkFRIBLEZRSmeg/yHGGYUwwhzeZplHMdrM5vg5o5rg8zxw7DZhuGEa+YRj56G8bFc75FyJ+XsEI9hwrJFF6ZsHWqXBE6XkdCwxVSq1Em2n6K6XeidGWE06UntlaYK1hGJZm90O0QFfhiNLzOhFYYRjGFsMwDgIT0L5fFZJIn5lS6ki0+8IwwzC2mcMp8d4vAlwKoJRSaH+PBYZhjHKcmgiMMPsjgE8d4xcrTU+0ynwDWoXeVymVYf6R90X7CFQoyvC8gvEr0EYp1UoplQWca65R4YjWMwuxToUiWs/LMIw7DMPIMwyjJfrv61vDMCqkdiSKz2wjsEYp1c4cOgH4M8rbTThRfB9bDfRUSuWaa55ABXzfh8ifmVKqOVqgvcgwjMWO+anx3l/eKAj5if0P0But8p0DzDZ/BgF1gW+AJcDXQB1zvgKeR0fRzAW6mePpwMvof94/gVGJfm1J8rwaob/V7wZ2mv0a5rlB6EimZcBdiX5tyf7Mgq2T6NeXrM/Ls+bxVOwo1Gj+Xx4FzDTX+gQzkrAi/UT5eT0ALATmAW8D2Yl+fUnyzF4DdjjmznSslfTv/VJKSxAEQRAEIcUQE6ogCIIgCEKKIQKcIAiCIAhCiiECnCAIgiAIQoohApwgCIIgCEKKIQKcIAiCIAhCiiECnCAIgiAIQoohApwgCIIgCEKK8f/LylESnKPqtwAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] diff --git a/examples/double-7s-open/strategy.ipynb b/examples/double-7s-open/strategy.ipynb index 05591e2..fd44c1c 100644 --- a/examples/double-7s-open/strategy.ipynb +++ b/examples/double-7s-open/strategy.ipynb @@ -13,7 +13,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 14, "metadata": { "ExecuteTime": { "end_time": "2020-02-16T23:54:34.849000Z", @@ -22,12 +22,6 @@ }, "outputs": [], "source": [ - "# use future imports for python 3.x forward compatibility\n", - "from __future__ import print_function\n", - "from __future__ import unicode_literals\n", - "from __future__ import division\n", - "from __future__ import absolute_import\n", - "\n", "# other imports\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", @@ -46,7 +40,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 15, "metadata": { "ExecuteTime": { "end_time": "2020-02-16T23:54:34.870544Z", @@ -76,7 +70,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 16, "metadata": { "ExecuteTime": { "end_time": "2020-02-16T23:54:34.885762Z", @@ -109,7 +103,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 17, "metadata": { "ExecuteTime": { "end_time": "2020-02-16T23:54:34.899766Z", @@ -130,7 +124,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 18, "metadata": { "ExecuteTime": { "end_time": "2020-02-16T23:54:35.119119Z", @@ -153,7 +147,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 19, "metadata": { "ExecuteTime": { "end_time": "2020-02-16T23:54:35.703518Z", @@ -168,7 +162,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 20, "metadata": { "ExecuteTime": { "end_time": "2020-02-16T23:54:35.758755Z", @@ -359,7 +353,7 @@ "185 15148.40 " ] }, - "execution_count": 7, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" } @@ -370,7 +364,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 21, "metadata": { "ExecuteTime": { "end_time": "2020-02-16T23:54:35.795793Z", @@ -418,7 +412,7 @@ " \n", " \n", " \n", - " 2020-04-17\n", + " 2020-06-02\n", " 25148.40\n", " 25148.40\n", " 25148.40\n", @@ -427,7 +421,7 @@ " -\n", " \n", " \n", - " 2020-04-20\n", + " 2020-06-03\n", " 25148.40\n", " 25148.40\n", " 25148.40\n", @@ -436,7 +430,7 @@ " -\n", " \n", " \n", - " 2020-04-21\n", + " 2020-06-04\n", " 25148.40\n", " 25148.40\n", " 25148.40\n", @@ -445,7 +439,7 @@ " -\n", " \n", " \n", - " 2020-04-22\n", + " 2020-06-05\n", " 25148.40\n", " 25148.40\n", " 25148.40\n", @@ -454,7 +448,7 @@ " -\n", " \n", " \n", - " 2020-04-23\n", + " 2020-06-08\n", " 25148.40\n", " 25148.40\n", " 25148.40\n", @@ -469,14 +463,14 @@ "text/plain": [ " high low close shares cash state\n", "date \n", - "2020-04-17 25148.40 25148.40 25148.40 0 25148.40 -\n", - "2020-04-20 25148.40 25148.40 25148.40 0 25148.40 -\n", - "2020-04-21 25148.40 25148.40 25148.40 0 25148.40 -\n", - "2020-04-22 25148.40 25148.40 25148.40 0 25148.40 -\n", - "2020-04-23 25148.40 25148.40 25148.40 0 25148.40 -" + "2020-06-02 25148.40 25148.40 25148.40 0 25148.40 -\n", + "2020-06-03 25148.40 25148.40 25148.40 0 25148.40 -\n", + "2020-06-04 25148.40 25148.40 25148.40 0 25148.40 -\n", + "2020-06-05 25148.40 25148.40 25148.40 0 25148.40 -\n", + "2020-06-08 25148.40 25148.40 25148.40 0 25148.40 -" ] }, - "execution_count": 8, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" } @@ -494,7 +488,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 22, "metadata": { "ExecuteTime": { "end_time": "2020-02-16T23:54:35.843276Z", @@ -506,79 +500,79 @@ "name": "stdout", "output_type": "stream", "text": [ - "start 2000-01-03\n", - "end 2020-04-23\n", - "beginning_balance 10000\n", - "ending_balance 25148.40\n", - "total_net_profit 15148.40\n", - "gross_profit 31845.83\n", - "gross_loss -16697.43\n", - "profit_factor 1.91\n", - "return_on_initial_capital 151.48\n", - "annual_return_rate 4.65\n", - "trading_period 20 years 3 months 20 days\n", - "pct_time_in_market 31.36\n", - "total_num_trades 186\n", - "trades_per_year 9.16\n", - "num_winning_trades 143\n", - "num_losing_trades 43\n", - "num_even_trades 0\n", - "pct_profitable_trades 76.88\n", - "avg_profit_per_trade 81.44\n", - "avg_profit_per_winning_trade 222.70\n", - "avg_loss_per_losing_trade -388.31\n", - "ratio_avg_profit_win_loss 0.57\n", - "largest_profit_winning_trade 943.10\n", - "largest_loss_losing_trade -2096.40\n", - "num_winning_points 3218.58\n", - "num_losing_points -1789.93\n", - "total_net_points 1428.65\n", - "avg_points 7.68\n", - "largest_points_winning_trade 94.31\n", - "largest_points_losing_trade -262.05\n", - "avg_pct_gain_per_trade 0.54\n", - "largest_pct_winning_trade 4.78\n", - "largest_pct_losing_trade -7.85\n", - "max_consecutive_winning_trades 14\n", - "max_consecutive_losing_trades 3\n", - "avg_bars_winning_trades 7.76\n", - "avg_bars_losing_trades 15.77\n", - "max_closed_out_drawdown -14.36\n", - "max_closed_out_drawdown_start_date 2011-05-10\n", - "max_closed_out_drawdown_end_date 2011-08-08\n", - "max_closed_out_drawdown_recovery_date 2012-07-13\n", - "drawdown_recovery -0.25\n", - "drawdown_annualized_return -3.09\n", - "max_intra_day_drawdown -16.01\n", - "avg_yearly_closed_out_drawdown -6.12\n", - "max_yearly_closed_out_drawdown -14.36\n", - "avg_monthly_closed_out_drawdown -1.32\n", - "max_monthly_closed_out_drawdown -13.13\n", - "avg_weekly_closed_out_drawdown -0.43\n", - "max_weekly_closed_out_drawdown -12.02\n", - "avg_yearly_closed_out_runup 10.14\n", - "max_yearly_closed_out_runup 29.62\n", - "avg_monthly_closed_out_runup 1.60\n", - "max_monthly_closed_out_runup 10.29\n", - "avg_weekly_closed_out_runup 0.53\n", - "max_weekly_closed_out_runup 6.93\n", - "pct_profitable_years 71.01\n", - "best_year 29.20\n", - "worst_year -7.21\n", - "avg_year 5.06\n", - "annual_std 6.96\n", - "pct_profitable_months 48.20\n", - "best_month 10.29\n", - "worst_month -12.57\n", - "avg_month 0.38\n", - "monthly_std 1.84\n", - "pct_profitable_weeks 27.70\n", - "best_week 6.93\n", - "worst_week -12.02\n", - "avg_week 0.10\n", - "weekly_std 1.09\n", - "sharpe_ratio 0.56\n", - "sortino_ratio 0.39\n", + "start 2000-01-03\n", + "end 2020-06-08\n", + "beginning_balance 10000\n", + "ending_balance 25148.40\n", + "total_net_profit 15148.40\n", + "gross_profit 31845.83\n", + "gross_loss -16697.43\n", + "profit_factor 1.91\n", + "return_on_initial_capital 151.48\n", + "annual_return_rate 4.62\n", + "trading_period 20 years 5 months 5 days\n", + "pct_time_in_market 31.17\n", + "total_num_trades 186\n", + "trades_per_year 9.10\n", + "num_winning_trades 143\n", + "num_losing_trades 43\n", + "num_even_trades 0\n", + "pct_profitable_trades 76.88\n", + "avg_profit_per_trade 81.44\n", + "avg_profit_per_winning_trade 222.70\n", + "avg_loss_per_losing_trade -388.31\n", + "ratio_avg_profit_win_loss 0.57\n", + "largest_profit_winning_trade 943.10\n", + "largest_loss_losing_trade -2096.40\n", + "num_winning_points 3218.58\n", + "num_losing_points -1789.93\n", + "total_net_points 1428.65\n", + "avg_points 7.68\n", + "largest_points_winning_trade 94.31\n", + "largest_points_losing_trade -262.05\n", + "avg_pct_gain_per_trade 0.54\n", + "largest_pct_winning_trade 4.78\n", + "largest_pct_losing_trade -7.85\n", + "max_consecutive_winning_trades 14\n", + "max_consecutive_losing_trades 3\n", + "avg_bars_winning_trades 7.76\n", + "avg_bars_losing_trades 15.77\n", + "max_closed_out_drawdown -14.36\n", + "max_closed_out_drawdown_start_date 2011-05-10\n", + "max_closed_out_drawdown_end_date 2011-08-08\n", + "max_closed_out_drawdown_recovery_date 2012-07-13\n", + "drawdown_recovery -0.25\n", + "drawdown_annualized_return -3.11\n", + "max_intra_day_drawdown -16.01\n", + "avg_yearly_closed_out_drawdown -6.16\n", + "max_yearly_closed_out_drawdown -14.36\n", + "avg_monthly_closed_out_drawdown -1.31\n", + "max_monthly_closed_out_drawdown -13.13\n", + "avg_weekly_closed_out_drawdown -0.43\n", + "max_weekly_closed_out_drawdown -12.02\n", + "avg_yearly_closed_out_runup 10.13\n", + "max_yearly_closed_out_runup 29.62\n", + "avg_monthly_closed_out_runup 1.59\n", + "max_monthly_closed_out_runup 10.29\n", + "avg_weekly_closed_out_runup 0.53\n", + "max_weekly_closed_out_runup 6.93\n", + "pct_profitable_years 70.58\n", + "best_year 29.20\n", + "worst_year -7.21\n", + "avg_year 5.00\n", + "annual_std 6.97\n", + "pct_profitable_months 47.91\n", + "best_month 10.29\n", + "worst_month -12.57\n", + "avg_month 0.38\n", + "monthly_std 1.84\n", + "pct_profitable_weeks 27.54\n", + "best_week 6.93\n", + "worst_week -12.02\n", + "avg_week 0.10\n", + "weekly_std 1.09\n", + "sharpe_ratio 0.56\n", + "sortino_ratio 0.39\n", "dtype: object\n" ] } @@ -603,7 +597,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 23, "metadata": { "ExecuteTime": { "end_time": "2020-02-16T23:54:36.469515Z", @@ -616,7 +610,7 @@ "output_type": "stream", "text": [ "2000-01-03 00:00:00 BUY 6 ^GSPC @ 1455.22\n", - "2020-04-23 00:00:00 SELL 6 ^GSPC @ 2797.80\n" + "2020-06-08 00:00:00 SELL 6 ^GSPC @ 3232.39\n" ] } ], @@ -636,7 +630,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 24, "metadata": { "ExecuteTime": { "end_time": "2020-02-16T23:54:36.760025Z", @@ -646,7 +640,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -670,7 +664,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 25, "metadata": { "ExecuteTime": { "end_time": "2020-02-16T23:54:37.066487Z", @@ -681,7 +675,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -705,7 +699,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 26, "metadata": { "ExecuteTime": { "end_time": "2020-02-16T23:54:37.528837Z", @@ -741,8 +735,8 @@ " \n", " \n", " annual_return_rate\n", - " 4.65\n", - " 2.95\n", + " 4.62\n", + " 3.62\n", " \n", " \n", " max_closed_out_drawdown\n", @@ -751,8 +745,8 @@ " \n", " \n", " drawdown_annualized_return\n", - " -3.09\n", - " -16.94\n", + " -3.11\n", + " -13.83\n", " \n", " \n", " drawdown_recovery\n", @@ -772,17 +766,17 @@ " \n", " sharpe_ratio\n", " 0.56\n", - " 0.26\n", + " 0.29\n", " \n", " \n", " sortino_ratio\n", " 0.39\n", - " 0.32\n", + " 0.37\n", " \n", " \n", " monthly_std\n", " 1.84\n", - " 4.05\n", + " 4.08\n", " \n", " \n", "\n", @@ -790,24 +784,24 @@ ], "text/plain": [ " strategy benchmark\n", - "annual_return_rate 4.65 2.95\n", + "annual_return_rate 4.62 3.62\n", "max_closed_out_drawdown -14.36 -50.02\n", - "drawdown_annualized_return -3.09 -16.94\n", + "drawdown_annualized_return -3.11 -13.83\n", "drawdown_recovery -0.25 -1.42\n", "best_month 10.29 20.59\n", "worst_month -12.57 -29.10\n", - "sharpe_ratio 0.56 0.26\n", - "sortino_ratio 0.39 0.32\n", - "monthly_std 1.84 4.05" + "sharpe_ratio 0.56 0.29\n", + "sortino_ratio 0.39 0.37\n", + "monthly_std 1.84 4.08" ] }, - "execution_count": 13, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] diff --git a/examples/double-7s-open/strategy.py b/examples/double-7s-open/strategy.py index 99d5133..23effef 100644 --- a/examples/double-7s-open/strategy.py +++ b/examples/double-7s-open/strategy.py @@ -3,12 +3,6 @@ --------- """ -# use future imports for python 3.x forward compatibility -from __future__ import print_function -from __future__ import unicode_literals -from __future__ import division -from __future__ import absolute_import - # other imports import pandas as pd import matplotlib.pyplot as plt @@ -20,6 +14,7 @@ pf.DEBUG = False + class Strategy(): def __init__(self, symbol, capital, start, end, period): @@ -36,27 +31,21 @@ def _algo(self): 3. If the SPY closes at a X-day high, sell your long position on next open """ - self._tlog.cash = self._capital + self._tlog.initialize(self._capital) stop_loss = 0 sell_on_open = False for i, row in enumerate(self._ts.itertuples()): date = row.Index.to_pydatetime() - high = row.high - low = row.low - open_ = row.open - close = row.close - sma200 = row.sma200 - period_high = row.period_high - period_low = row.period_low - end_flag = True if (i == len(self._ts) - 1) else False + high = row.high; low = row.low; close = row.close; + end_flag = pf.is_last_row(self._ts, i) shares = 0 # buy if (self._tlog.num_open_trades() == 0 - and close > sma200 - and close == period_low + and close > row.sma200 + and close == row.period_low and not end_flag): # enter buy in trade log @@ -67,12 +56,12 @@ def _algo(self): elif (sell_on_open or end_flag): # enter sell in trade log - shares = self._tlog.exit_trade(date, open_) + shares = self._tlog.exit_trade(date, row.open) sell_on_open = False # sell next open elif (self._tlog.num_open_trades() > 0 - and (close == period_high or low < stop_loss)): + and (close == row.period_high or low < stop_loss)): sell_on_open = True if shares > 0: @@ -83,8 +72,7 @@ def _algo(self): date, -shares, self._symbol, close)) # record daily balance - self._dbal.append(date, high, low, close, - self._tlog.shares, self._tlog.cash) + self._dbal.append(date, high, low, close, self._tlog.shares) def run(self): self._ts = pf.fetch_timeseries(self._symbol) diff --git a/examples/double-7s/optimize.ipynb b/examples/double-7s/optimize.ipynb index 3e26e42..823453a 100644 --- a/examples/double-7s/optimize.ipynb +++ b/examples/double-7s/optimize.ipynb @@ -6,7 +6,7 @@ "source": [ "# Double 7's (Short Term Trading Strategies that Work)\n", "\n", - " 1. The SPY is above its 200-day moving average\n", + " 1. The SPY is above its 200-day moving average or X-day ma\n", " 2. The SPY closes at a X-day low, buy.\n", " 3. If the SPY closes at a X-day high, sell your long position.\n", " \n", @@ -24,12 +24,6 @@ }, "outputs": [], "source": [ - "# use future imports for python 3.x forward compatibility\n", - "from __future__ import print_function\n", - "from __future__ import unicode_literals\n", - "from __future__ import division\n", - "from __future__ import absolute_import\n", - "\n", "# other imports\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", @@ -215,16 +209,16 @@ " \n", " \n", " annual_return_rate\n", - " 7.71\n", - " 8.50\n", - " 8.06\n", - " 8.30\n", + " 7.79\n", + " 8.76\n", + " 8.32\n", + " 8.45\n", + " 8.45\n", + " 8.11\n", " 8.30\n", - " 8.15\n", - " 8.34\n", - " 7.66\n", - " 7.48\n", - " 7.64\n", + " 7.62\n", + " 7.45\n", + " 7.60\n", " \n", " \n", " max_closed_out_drawdown\n", @@ -241,16 +235,16 @@ " \n", " \n", " drawdown_annualized_return\n", - " -4.23\n", - " -3.84\n", - " -4.05\n", - " -3.94\n", + " -4.19\n", + " -3.73\n", + " -3.93\n", + " -3.87\n", + " -3.87\n", + " -4.03\n", " -3.94\n", - " -4.01\n", - " -3.92\n", - " -4.26\n", - " -4.37\n", " -4.29\n", + " -4.40\n", + " -4.31\n", " \n", " \n", " drawdown_recovery\n", @@ -293,13 +287,13 @@ " \n", " \n", " sharpe_ratio\n", - " 0.69\n", - " 0.75\n", - " 0.72\n", - " 0.75\n", - " 0.75\n", + " 0.70\n", + " 0.77\n", " 0.74\n", " 0.76\n", + " 0.76\n", + " 0.74\n", + " 0.75\n", " 0.70\n", " 0.69\n", " 0.71\n", @@ -307,49 +301,49 @@ " \n", " sortino_ratio\n", " 0.51\n", - " 0.55\n", - " 0.53\n", - " 0.55\n", - " 0.55\n", + " 0.57\n", + " 0.54\n", + " 0.56\n", + " 0.56\n", " 0.53\n", - " 0.55\n", + " 0.54\n", " 0.51\n", - " 0.50\n", + " 0.49\n", " 0.50\n", " \n", " \n", " monthly_std\n", " 2.66\n", + " 2.69\n", " 2.67\n", - " 2.65\n", " 2.60\n", " 2.60\n", + " 2.58\n", " 2.59\n", + " 2.61\n", " 2.59\n", - " 2.62\n", - " 2.59\n", - " 2.56\n", + " 2.55\n", " \n", " \n", " pct_time_in_market\n", - " 32.32\n", - " 32.84\n", - " 32.81\n", - " 32.47\n", - " 32.47\n", + " 32.18\n", + " 32.75\n", + " 32.72\n", + " 32.36\n", + " 32.36\n", + " 31.94\n", + " 32.05\n", " 32.09\n", - " 32.20\n", - " 32.24\n", - " 31.88\n", - " 31.37\n", + " 31.73\n", + " 31.23\n", " \n", " \n", " total_num_trades\n", " 251.00\n", - " 256.00\n", + " 257.00\n", + " 255.00\n", + " 254.00\n", " 254.00\n", - " 253.00\n", - " 253.00\n", " 251.00\n", " 252.00\n", " 250.00\n", @@ -359,10 +353,10 @@ " \n", " pct_profitable_trades\n", " 80.08\n", - " 80.47\n", - " 79.92\n", - " 80.24\n", - " 80.24\n", + " 80.54\n", + " 80.00\n", + " 80.31\n", + " 80.31\n", " 80.48\n", " 80.56\n", " 80.00\n", @@ -371,11 +365,11 @@ " \n", " \n", " avg_points\n", - " 0.68\n", - " 0.73\n", - " 0.70\n", - " 0.70\n", - " 0.70\n", + " 0.71\n", + " 0.81\n", + " 0.78\n", + " 0.75\n", + " 0.75\n", " 0.70\n", " 0.71\n", " 0.66\n", @@ -388,31 +382,31 @@ ], "text/plain": [ " 20 30 40 50 60 70 80 \\\n", - "annual_return_rate 7.71 8.50 8.06 8.30 8.30 8.15 8.34 \n", + "annual_return_rate 7.79 8.76 8.32 8.45 8.45 8.11 8.30 \n", "max_closed_out_drawdown -32.63 -32.67 -32.67 -32.71 -32.71 -32.72 -32.71 \n", - "drawdown_annualized_return -4.23 -3.84 -4.05 -3.94 -3.94 -4.01 -3.92 \n", + "drawdown_annualized_return -4.19 -3.73 -3.93 -3.87 -3.87 -4.03 -3.94 \n", "drawdown_recovery -0.13 -0.13 -0.13 -0.13 -0.13 -0.13 -0.13 \n", "best_month 17.07 17.09 17.09 17.13 17.13 17.14 17.13 \n", "worst_month -30.88 -30.91 -30.91 -30.95 -30.95 -30.96 -30.95 \n", - "sharpe_ratio 0.69 0.75 0.72 0.75 0.75 0.74 0.76 \n", - "sortino_ratio 0.51 0.55 0.53 0.55 0.55 0.53 0.55 \n", - "monthly_std 2.66 2.67 2.65 2.60 2.60 2.59 2.59 \n", - "pct_time_in_market 32.32 32.84 32.81 32.47 32.47 32.09 32.20 \n", - "total_num_trades 251.00 256.00 254.00 253.00 253.00 251.00 252.00 \n", - "pct_profitable_trades 80.08 80.47 79.92 80.24 80.24 80.48 80.56 \n", - "avg_points 0.68 0.73 0.70 0.70 0.70 0.70 0.71 \n", + "sharpe_ratio 0.70 0.77 0.74 0.76 0.76 0.74 0.75 \n", + "sortino_ratio 0.51 0.57 0.54 0.56 0.56 0.53 0.54 \n", + "monthly_std 2.66 2.69 2.67 2.60 2.60 2.58 2.59 \n", + "pct_time_in_market 32.18 32.75 32.72 32.36 32.36 31.94 32.05 \n", + "total_num_trades 251.00 257.00 255.00 254.00 254.00 251.00 252.00 \n", + "pct_profitable_trades 80.08 80.54 80.00 80.31 80.31 80.48 80.56 \n", + "avg_points 0.71 0.81 0.78 0.75 0.75 0.70 0.71 \n", "\n", " 90 100 110 \n", - "annual_return_rate 7.66 7.48 7.64 \n", + "annual_return_rate 7.62 7.45 7.60 \n", "max_closed_out_drawdown -32.67 -32.73 -32.74 \n", - "drawdown_annualized_return -4.26 -4.37 -4.29 \n", + "drawdown_annualized_return -4.29 -4.40 -4.31 \n", "drawdown_recovery -0.13 -0.13 -0.13 \n", "best_month 17.10 17.14 17.14 \n", "worst_month -30.91 -30.97 -30.97 \n", "sharpe_ratio 0.70 0.69 0.71 \n", - "sortino_ratio 0.51 0.50 0.50 \n", - "monthly_std 2.62 2.59 2.56 \n", - "pct_time_in_market 32.24 31.88 31.37 \n", + "sortino_ratio 0.51 0.49 0.50 \n", + "monthly_std 2.61 2.59 2.55 \n", + "pct_time_in_market 32.09 31.73 31.23 \n", "total_num_trades 250.00 247.00 245.00 \n", "pct_profitable_trades 80.00 80.16 80.41 \n", "avg_points 0.66 0.65 0.68 " @@ -461,7 +455,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", 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" ] @@ -524,7 +518,7 @@ "output_type": "stream", "text": [ "1993-11-11 00:00:00 BUY 215 SPY @ 46.38\n", - "2020-04-23 00:00:00 SELL 215 SPY @ 279.08\n" + "2020-06-08 00:00:00 SELL 215 SPY @ 323.20\n" ] } ], @@ -555,7 +549,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] diff --git a/examples/double-7s/strategy.ipynb b/examples/double-7s/strategy.ipynb index 3f924ba..d3e5395 100644 --- a/examples/double-7s/strategy.ipynb +++ b/examples/double-7s/strategy.ipynb @@ -6,7 +6,7 @@ "source": [ "# Double 7's (Short Term Trading Strategies that Work)\n", "\n", - " 1. The SPY is above its 200-day moving average\n", + " 1. The SPY is above its 200-day moving average or X-day ma\n", " 2. The SPY closes at a 7-day low, buy.\n", " 3. If the SPY closes at a 7-day high, sell your long position." ] @@ -22,12 +22,6 @@ }, "outputs": [], "source": [ - "# use future imports for python 3.x forward compatibility\n", - "from __future__ import print_function\n", - "from __future__ import unicode_literals\n", - "from __future__ import division\n", - "from __future__ import absolute_import\n", - "\n", "# other imports\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", @@ -421,7 +415,7 @@ " \n", " \n", " \n", - " 2020-04-17\n", + " 2020-06-02\n", " 79486.41\n", " 79486.41\n", " 79486.41\n", @@ -430,7 +424,7 @@ " -\n", " \n", " \n", - " 2020-04-20\n", + " 2020-06-03\n", " 79486.41\n", " 79486.41\n", " 79486.41\n", @@ -439,7 +433,7 @@ " -\n", " \n", " \n", - " 2020-04-21\n", + " 2020-06-04\n", " 79486.41\n", " 79486.41\n", " 79486.41\n", @@ -448,7 +442,7 @@ " -\n", " \n", " \n", - " 2020-04-22\n", + " 2020-06-05\n", " 79486.41\n", " 79486.41\n", " 79486.41\n", @@ -457,7 +451,7 @@ " -\n", " \n", " \n", - " 2020-04-23\n", + " 2020-06-08\n", " 79486.41\n", " 79486.41\n", " 79486.41\n", @@ -472,11 +466,11 @@ "text/plain": [ " high low close shares cash state\n", "date \n", - "2020-04-17 79486.41 79486.41 79486.41 0 79486.41 -\n", - "2020-04-20 79486.41 79486.41 79486.41 0 79486.41 -\n", - "2020-04-21 79486.41 79486.41 79486.41 0 79486.41 -\n", - "2020-04-22 79486.41 79486.41 79486.41 0 79486.41 -\n", - "2020-04-23 79486.41 79486.41 79486.41 0 79486.41 -" + "2020-06-02 79486.41 79486.41 79486.41 0 79486.41 -\n", + "2020-06-03 79486.41 79486.41 79486.41 0 79486.41 -\n", + "2020-06-04 79486.41 79486.41 79486.41 0 79486.41 -\n", + "2020-06-05 79486.41 79486.41 79486.41 0 79486.41 -\n", + "2020-06-08 79486.41 79486.41 79486.41 0 79486.41 -" ] }, "execution_count": 8, @@ -510,7 +504,7 @@ "output_type": "stream", "text": [ "start 1993-11-11\n", - "end 2020-04-23\n", + "end 2020-06-08\n", "beginning_balance 10000\n", "ending_balance 79486.41\n", "total_net_profit 69486.41\n", @@ -518,11 +512,11 @@ "gross_loss -70419.85\n", "profit_factor 1.99\n", "return_on_initial_capital 694.86\n", - "annual_return_rate 8.15\n", - "trading_period 26 years 5 months 12 days\n", - "pct_time_in_market 32.09\n", + "annual_return_rate 8.11\n", + "trading_period 26 years 6 months 28 days\n", + "pct_time_in_market 31.94\n", "total_num_trades 251\n", - "trades_per_year 9.49\n", + "trades_per_year 9.44\n", "num_winning_trades 202\n", "num_losing_trades 48\n", "num_even_trades 1\n", @@ -551,31 +545,31 @@ "max_closed_out_drawdown_end_date 2020-03-23\n", "max_closed_out_drawdown_recovery_date Not Recovered Yet\n", "drawdown_recovery -0.13\n", - "drawdown_annualized_return -4.01\n", + "drawdown_annualized_return -4.03\n", "max_intra_day_drawdown -34.59\n", - "avg_yearly_closed_out_drawdown -6.92\n", + "avg_yearly_closed_out_drawdown -7.03\n", "max_yearly_closed_out_drawdown -32.72\n", "avg_monthly_closed_out_drawdown -1.65\n", "max_monthly_closed_out_drawdown -30.96\n", "avg_weekly_closed_out_drawdown -0.55\n", "max_weekly_closed_out_drawdown -17.95\n", - "avg_yearly_closed_out_runup 14.72\n", + "avg_yearly_closed_out_runup 14.73\n", "max_yearly_closed_out_runup 42.01\n", - "avg_monthly_closed_out_runup 2.18\n", + "avg_monthly_closed_out_runup 2.17\n", "max_monthly_closed_out_runup 17.14\n", - "avg_weekly_closed_out_runup 0.73\n", + "avg_weekly_closed_out_runup 0.72\n", "max_weekly_closed_out_runup 17.14\n", - "pct_profitable_years 89.07\n", + "pct_profitable_years 88.65\n", "best_year 37.05\n", "worst_year -29.43\n", - "avg_year 9.54\n", - "annual_std 9.37\n", - "pct_profitable_months 54.93\n", + "avg_year 9.41\n", + "annual_std 9.56\n", + "pct_profitable_months 54.68\n", "best_month 17.14\n", "worst_month -30.96\n", "avg_month 0.66\n", - "monthly_std 2.59\n", - "pct_profitable_weeks 30.36\n", + "monthly_std 2.58\n", + "pct_profitable_weeks 30.22\n", "best_week 17.14\n", "worst_week -17.95\n", "avg_week 0.17\n", @@ -619,7 +613,7 @@ "output_type": "stream", "text": [ "1993-11-11 00:00:00 BUY 215 SPY @ 46.38\n", - "2020-04-23 00:00:00 SELL 215 SPY @ 279.08\n" + "2020-06-08 00:00:00 SELL 215 SPY @ 323.20\n" ] } ], @@ -649,7 +643,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -683,7 +677,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -744,8 +738,8 @@ " \n", " \n", " annual_return_rate\n", - " 8.15\n", - " 7.01\n", + " 8.11\n", + " 7.57\n", " \n", " \n", " max_closed_out_drawdown\n", @@ -754,8 +748,8 @@ " \n", " \n", " drawdown_annualized_return\n", - " -4.01\n", - " -8.05\n", + " -4.03\n", + " -7.45\n", " \n", " \n", " drawdown_recovery\n", @@ -775,17 +769,17 @@ " \n", " sharpe_ratio\n", " 0.74\n", - " 0.45\n", + " 0.48\n", " \n", " \n", " sortino_ratio\n", " 0.53\n", - " 0.57\n", + " 0.61\n", " \n", " \n", " monthly_std\n", - " 2.59\n", - " 4.52\n", + " 2.58\n", + " 4.54\n", " \n", " \n", "\n", @@ -793,15 +787,15 @@ ], "text/plain": [ " strategy benchmark\n", - "annual_return_rate 8.15 7.01\n", + "annual_return_rate 8.11 7.57\n", "max_closed_out_drawdown -32.72 -56.42\n", - "drawdown_annualized_return -4.01 -8.05\n", + "drawdown_annualized_return -4.03 -7.45\n", "drawdown_recovery -0.13 -1.42\n", "best_month 17.14 23.06\n", "worst_month -30.96 -31.38\n", - "sharpe_ratio 0.74 0.45\n", - "sortino_ratio 0.53 0.57\n", - "monthly_std 2.59 4.52" + "sharpe_ratio 0.74 0.48\n", + "sortino_ratio 0.53 0.61\n", + "monthly_std 2.58 4.54" ] }, "execution_count": 13, @@ -810,7 +804,7 @@ }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -851,11 +845,11 @@ "data": { "text/plain": [ "date\n", - "2020-04-17 79486.41\n", - "2020-04-20 79486.41\n", - "2020-04-21 79486.41\n", - "2020-04-22 79486.41\n", - "2020-04-23 79486.41\n", + "2020-06-02 79486.41\n", + "2020-06-03 79486.41\n", + "2020-06-04 79486.41\n", + "2020-06-05 79486.41\n", + "2020-06-08 79486.41\n", "Name: close, dtype: float64" ] }, @@ -883,11 +877,11 @@ "data": { "text/plain": [ "date\n", - "2020-04-17 61656.98\n", - "2020-04-20 60571.22\n", - "2020-04-21 58732.98\n", - "2020-04-22 60035.88\n", - "2020-04-23 60031.57\n", + "2020-06-02 66266.57\n", + "2020-06-03 67148.07\n", + "2020-06-04 66971.77\n", + "2020-06-05 68687.47\n", + "2020-06-08 69517.38\n", "Name: close, dtype: float64" ] }, @@ -913,7 +907,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] diff --git a/examples/double-7s/strategy.py b/examples/double-7s/strategy.py index 0619c4b..aa5864c 100644 --- a/examples/double-7s/strategy.py +++ b/examples/double-7s/strategy.py @@ -3,12 +3,6 @@ --------- """ -# use future imports for python 3.x forward compatibility -from __future__ import print_function -from __future__ import unicode_literals -from __future__ import division -from __future__ import absolute_import - # other imports import pandas as pd import matplotlib.pyplot as plt @@ -20,6 +14,7 @@ pf.DEBUG = False + class Strategy(): def __init__(self, symbol, capital, start, end, period, sma): @@ -32,33 +27,24 @@ def __init__(self, symbol, capital, start, end, period, sma): def _algo(self): """ Algo: - 1. The SPY is above its 200-day moving average or SPY is above its 50-day ma + 1. The SPY is above its 200-day moving average or SPY is above its X-day ma 2. The SPY closes at a X-day low, buy. 3. If the SPY closes at a X-day high, sell your long position. """ - self._tlog.cash = self._capital + self._tlog.initialize(self._capital) stop_loss = 0 for i, row in enumerate(self._ts.itertuples()): date = row.Index.to_pydatetime() - high = row.high - low = row.low - close = row.close - sma200 = row.sma200 - sma = row.sma - period_high = row.period_high - period_low = row.period_low - end_flag = True if (i == len(self._ts) - 1) else False + high = row.high; low = row.low; close = row.close + end_flag = pf.is_last_row(self._ts, i) shares = 0 - lookback = self._ts['close'][i-147] - # buy if (self._tlog.num_open_trades() == 0 - and (close > sma200 or close > sma) - #and close > lookback - and close == period_low + and (close > row.sma200 or close > row.sma) + and close == row.period_low and not end_flag): # enter buy in trade log @@ -67,7 +53,7 @@ def _algo(self): stop_loss = 0*close # sell elif (self._tlog.num_open_trades() > 0 - and (close == period_high or low < stop_loss or end_flag)): + and (close == row.period_high or low < stop_loss or end_flag)): # enter sell in trade log shares = self._tlog.exit_trade(date, close) @@ -80,8 +66,7 @@ def _algo(self): date, -shares, self._symbol, close)) # record daily balance - self._dbal.append(date, high, low, close, - self._tlog.shares, self._tlog.cash) + self._dbal.append(date, high, low, close, self._tlog.shares) def run(self): self._ts = pf.fetch_timeseries(self._symbol) diff --git a/examples/follow-trend/strategy.ipynb b/examples/follow-trend/strategy.ipynb index e7aaff9..99daa96 100644 --- a/examples/follow-trend/strategy.ipynb +++ b/examples/follow-trend/strategy.ipynb @@ -26,12 +26,6 @@ }, "outputs": [], "source": [ - "# use future imports for python 3.x forward compatibility\n", - "from __future__ import print_function\n", - "from __future__ import unicode_literals\n", - "from __future__ import division\n", - "from __future__ import absolute_import\n", - "\n", "# other imports\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", @@ -279,42 +273,42 @@ " \n", " \n", " annual_return_rate\n", - " 4.15\n", - " 2.59\n", - " 3.38\n", - " 9.25\n", + " 4.12\n", + " 2.66\n", + " 3.36\n", + " 9.19\n", " -0.17\n", - " 1.26\n", - " 2.05\n", - " 3.05\n", - " 9.35\n", - " 4.19\n", - " 1.44\n", - " 4.22\n", - " 5.45\n", - " 6.25\n", - " -0.52\n", - " 1.34\n", - " -0.59\n", - " 0.64\n", - " 1.49\n", - " 2.71\n", - " 2.57\n", - " 7.36\n", - " 5.44\n", - " 5.33\n", - " 1.71\n", - " 3.63\n", - " 0.67\n", - " 1.32\n", - " -0.75\n", + " 1.35\n", + " 2.00\n", + " 3.03\n", + " 9.29\n", + " 4.23\n", + " 1.54\n", + " 4.40\n", + " 5.54\n", + " 6.20\n", + " -0.51\n", + " 1.40\n", + " -0.51\n", + " 0.60\n", + " 1.47\n", + " 2.69\n", + " 2.67\n", + " 7.60\n", + " 5.41\n", + " 5.29\n", + " 1.70\n", + " 3.78\n", + " 0.66\n", + " 1.31\n", + " -0.74\n", " 1.02\n", - " 2.07\n", + " 2.06\n", " 0.10\n", - " 1.44\n", - " 12.10\n", - " -0.45\n", - " 1.67\n", + " 1.43\n", + " 12.29\n", + " -0.44\n", + " 1.66\n", " \n", " \n", " max_closed_out_drawdown\n", @@ -327,101 +321,101 @@ " -41.64\n", " -55.14\n", " -31.69\n", - " -33.84\n", + " -33.85\n", " -25.12\n", - " -54.21\n", + " -54.26\n", " -31.16\n", - " -29.46\n", - " -66.95\n", - " -23.44\n", - " -40.08\n", - " -41.85\n", - " -21.62\n", + " -29.47\n", + " -66.96\n", + " -23.38\n", + " -40.86\n", + " -41.87\n", + " -21.63\n", " -30.05\n", " -59.70\n", - " -34.40\n", - " -23.41\n", + " -34.34\n", + " -23.38\n", " -42.67\n", " -50.96\n", - " -49.71\n", + " -49.73\n", " -62.71\n", " -24.03\n", " -47.30\n", - " -43.36\n", - " -37.18\n", + " -43.35\n", + " -37.17\n", " -44.13\n", - " -37.02\n", + " -37.01\n", " -37.36\n", " -41.84\n", - " -30.55\n", + " -30.53\n", " \n", " \n", " sharpe_ratio\n", " 0.35\n", - " 0.25\n", + " 0.26\n", " 0.35\n", - " 0.66\n", + " 0.65\n", " 0.07\n", - " 0.16\n", + " 0.17\n", " 0.22\n", " 0.26\n", " 0.60\n", " 0.33\n", - " 0.19\n", - " 0.34\n", + " 0.20\n", + " 0.35\n", " 0.46\n", " 0.55\n", " 0.08\n", - " 0.19\n", - " -0.01\n", + " 0.20\n", + " 0.00\n", " 0.11\n", " 0.17\n", " 0.30\n", " 0.25\n", - " 0.58\n", + " 0.59\n", " 0.48\n", " 0.44\n", " 0.19\n", - " 0.30\n", + " 0.31\n", " 0.14\n", " 0.18\n", " 0.01\n", " 0.14\n", " 0.25\n", " 0.07\n", - " 0.18\n", - " 0.71\n", + " 0.17\n", + " 0.72\n", " 0.02\n", " 0.20\n", " \n", " \n", " sortino_ratio\n", " 0.38\n", - " 0.22\n", + " 0.23\n", " 0.37\n", - " 0.79\n", + " 0.78\n", " 0.08\n", " 0.17\n", - " 0.22\n", + " 0.21\n", " 0.26\n", " 0.71\n", " 0.35\n", - " 0.18\n", - " 0.38\n", - " 0.47\n", - " 0.60\n", + " 0.19\n", + " 0.39\n", + " 0.48\n", + " 0.59\n", " 0.07\n", - " 0.18\n", - " -0.01\n", + " 0.19\n", + " 0.00\n", " 0.11\n", " 0.19\n", - " 0.30\n", - " 0.20\n", - " 0.62\n", + " 0.29\n", + " 0.21\n", + " 0.63\n", " 0.51\n", " 0.43\n", " 0.20\n", - " 0.27\n", + " 0.28\n", " 0.14\n", " 0.17\n", " 0.01\n", @@ -429,116 +423,116 @@ " 0.25\n", " 0.07\n", " 0.16\n", - " 0.81\n", + " 0.82\n", " 0.02\n", " 0.19\n", " \n", " \n", " monthly_std\n", - " 3.66\n", - " 4.22\n", - " 3.16\n", - " 4.21\n", - " 4.23\n", - " 2.92\n", - " 3.16\n", - " 4.66\n", - " 4.49\n", - " 4.83\n", - " 2.92\n", - " 4.34\n", - " 3.81\n", - " 3.58\n", - " 5.87\n", - " 2.65\n", + " 3.65\n", + " 4.20\n", + " 3.15\n", + " 4.20\n", + " 4.20\n", + " 2.91\n", + " 3.15\n", + " 4.65\n", + " 4.47\n", + " 4.81\n", + " 2.91\n", + " 4.33\n", + " 3.80\n", + " 3.57\n", + " 5.85\n", + " 2.64\n", " 2.57\n", - " 2.97\n", - " 3.86\n", - " 3.02\n", - " 4.52\n", + " 2.96\n", + " 3.84\n", + " 3.01\n", + " 4.50\n", " 3.90\n", + " 3.34\n", + " 4.07\n", + " 3.72\n", + " 4.29\n", + " 6.00\n", + " 2.74\n", + " 3.65\n", + " 4.13\n", + " 2.98\n", + " 3.10\n", + " 3.31\n", + " 5.08\n", " 3.35\n", - " 4.08\n", - " 3.74\n", - " 4.30\n", - " 6.02\n", - " 2.75\n", - " 3.67\n", - " 4.15\n", - " 2.99\n", - " 3.11\n", - " 3.32\n", - " 5.11\n", - " 3.36\n", - " 3.50\n", + " 3.49\n", " \n", " \n", " pct_time_in_market\n", - " 62.30\n", - " 46.76\n", - " 56.90\n", - " 57.04\n", - " 63.85\n", - " 54.47\n", - " 56.14\n", - " 54.65\n", - " 57.35\n", - " 56.92\n", - " 53.14\n", - " 60.32\n", - " 55.24\n", - " 50.64\n", - " 52.67\n", - " 48.66\n", - " 45.98\n", - " 53.67\n", - " 55.37\n", - " 50.50\n", - " 50.48\n", - " 57.13\n", - " 53.34\n", - " 55.84\n", - " 51.30\n", - " 53.90\n", - " 49.34\n", - " 55.69\n", - " 58.41\n", - " 53.98\n", - " 52.03\n", - " 48.25\n", - " 51.58\n", - " 75.38\n", - " 48.44\n", - " 48.87\n", + " 61.93\n", + " 46.65\n", + " 56.56\n", + " 56.87\n", + " 63.08\n", + " 54.30\n", + " 55.97\n", + " 54.32\n", + " 57.00\n", + " 56.61\n", + " 53.00\n", + " 60.14\n", + " 55.08\n", + " 50.33\n", + " 52.53\n", + " 48.54\n", + " 45.82\n", + " 53.50\n", + " 54.57\n", + " 50.19\n", + " 50.35\n", + " 56.96\n", + " 53.02\n", + " 55.51\n", + " 50.99\n", + " 53.75\n", + " 49.05\n", + " 55.35\n", + " 57.78\n", + " 53.66\n", + " 51.71\n", + " 47.96\n", + " 51.26\n", + " 74.88\n", + " 48.15\n", + " 48.58\n", " \n", " \n", " total_num_trades\n", " 50\n", - " 45\n", + " 46\n", " 47\n", - " 69\n", + " 70\n", " 25\n", - " 52\n", - " 61\n", + " 53\n", + " 62\n", " 44\n", " 52\n", - " 48\n", - " 58\n", - " 48\n", - " 63\n", + " 49\n", + " 59\n", + " 49\n", + " 64\n", " 54\n", - " 65\n", - " 58\n", - " 53\n", + " 66\n", + " 59\n", " 54\n", + " 55\n", " 16\n", " 60\n", - " 54\n", - " 65\n", + " 55\n", + " 66\n", " 54\n", " 61\n", " 52\n", - " 51\n", + " 52\n", " 50\n", " 48\n", " 36\n", @@ -546,38 +540,38 @@ " 65\n", " 49\n", " 49\n", - " 34\n", + " 35\n", " 52\n", " 54\n", " \n", " \n", " pct_profitable_trades\n", " 44.00\n", - " 31.11\n", + " 32.61\n", " 42.55\n", - " 52.17\n", + " 51.43\n", " 32.00\n", - " 40.38\n", - " 47.54\n", + " 41.51\n", + " 46.77\n", " 40.91\n", " 46.15\n", - " 29.17\n", - " 44.83\n", - " 35.42\n", - " 44.44\n", + " 30.61\n", + " 45.76\n", + " 36.73\n", + " 45.31\n", " 48.15\n", - " 32.31\n", - " 34.48\n", - " 39.62\n", - " 35.19\n", + " 33.33\n", + " 35.59\n", + " 40.74\n", + " 34.55\n", " 62.50\n", " 43.33\n", - " 40.74\n", - " 46.15\n", + " 41.82\n", + " 46.97\n", " 38.89\n", " 37.70\n", " 38.46\n", - " 33.33\n", + " 34.62\n", " 26.00\n", " 37.50\n", " 33.33\n", @@ -585,38 +579,38 @@ " 43.08\n", " 40.82\n", " 36.73\n", - " 38.24\n", + " 40.00\n", " 38.46\n", " 48.15\n", " \n", " \n", " avg_points\n", " 1.40\n", - " 0.45\n", + " 0.47\n", " 1.09\n", - " 0.09\n", + " 0.08\n", " -0.01\n", - " 0.10\n", - " 0.61\n", + " 0.12\n", + " 0.58\n", " 0.25\n", " 1.59\n", - " 0.76\n", - " 0.17\n", - " 2.16\n", - " 0.15\n", - " 1.66\n", - " -0.20\n", - " 0.29\n", + " 0.77\n", + " 0.18\n", + " 2.32\n", + " 0.16\n", + " 1.65\n", " -0.19\n", - " 0.15\n", - " 0.23\n", + " 0.32\n", + " -0.16\n", + " 0.13\n", + " 0.22\n", " 0.12\n", - " 0.90\n", - " 3.45\n", + " 0.95\n", + " 3.67\n", " 0.73\n", " 0.07\n", " 0.34\n", - " 1.33\n", + " 1.42\n", " -0.18\n", " 0.43\n", " -0.52\n", @@ -624,9 +618,9 @@ " 0.09\n", " -0.05\n", " 0.05\n", - " 2.38\n", + " 2.50\n", " -0.12\n", - " 0.17\n", + " 0.16\n", " \n", " \n", "\n", @@ -635,111 +629,111 @@ "text/plain": [ " ADP BMY BRK-B BTI \\\n", "start 2000-01-03 2000-01-03 2000-01-03 2000-01-03 \n", - "annual_return_rate 4.15 2.59 3.38 9.25 \n", + "annual_return_rate 4.12 2.66 3.36 9.19 \n", "max_closed_out_drawdown -32.08 -37.04 -36.07 -47.56 \n", - "sharpe_ratio 0.35 0.25 0.35 0.66 \n", - "sortino_ratio 0.38 0.22 0.37 0.79 \n", - "monthly_std 3.66 4.22 3.16 4.21 \n", - "pct_time_in_market 62.30 46.76 56.90 57.04 \n", - "total_num_trades 50 45 47 69 \n", - "pct_profitable_trades 44.00 31.11 42.55 52.17 \n", - "avg_points 1.40 0.45 1.09 0.09 \n", + "sharpe_ratio 0.35 0.26 0.35 0.65 \n", + "sortino_ratio 0.38 0.23 0.37 0.78 \n", + "monthly_std 3.65 4.20 3.15 4.20 \n", + "pct_time_in_market 61.93 46.65 56.56 56.87 \n", + "total_num_trades 50 46 47 70 \n", + "pct_profitable_trades 44.00 32.61 42.55 51.43 \n", + "avg_points 1.40 0.47 1.09 0.08 \n", "\n", " BUD CL CLX CMCSA \\\n", "start 2010-04-16 2000-01-03 2000-01-03 2000-01-03 \n", - "annual_return_rate -0.17 1.26 2.05 3.05 \n", + "annual_return_rate -0.17 1.35 2.00 3.03 \n", "max_closed_out_drawdown -32.44 -42.17 -41.64 -55.14 \n", - "sharpe_ratio 0.07 0.16 0.22 0.26 \n", - "sortino_ratio 0.08 0.17 0.22 0.26 \n", - "monthly_std 4.23 2.92 3.16 4.66 \n", - "pct_time_in_market 63.85 54.47 56.14 54.65 \n", - "total_num_trades 25 52 61 44 \n", - "pct_profitable_trades 32.00 40.38 47.54 40.91 \n", - "avg_points -0.01 0.10 0.61 0.25 \n", + "sharpe_ratio 0.07 0.17 0.22 0.26 \n", + "sortino_ratio 0.08 0.17 0.21 0.26 \n", + "monthly_std 4.20 2.91 3.15 4.65 \n", + "pct_time_in_market 63.08 54.30 55.97 54.32 \n", + "total_num_trades 25 53 62 44 \n", + "pct_profitable_trades 32.00 41.51 46.77 40.91 \n", + "avg_points -0.01 0.12 0.58 0.25 \n", "\n", " DIS DOV GIS HD \\\n", "start 2000-01-03 2000-01-03 2000-01-03 2000-01-03 \n", - "annual_return_rate 9.35 4.19 1.44 4.22 \n", - "max_closed_out_drawdown -31.69 -33.84 -25.12 -54.21 \n", - "sharpe_ratio 0.60 0.33 0.19 0.34 \n", - "sortino_ratio 0.71 0.35 0.18 0.38 \n", - "monthly_std 4.49 4.83 2.92 4.34 \n", - "pct_time_in_market 57.35 56.92 53.14 60.32 \n", - "total_num_trades 52 48 58 48 \n", - "pct_profitable_trades 46.15 29.17 44.83 35.42 \n", - "avg_points 1.59 0.76 0.17 2.16 \n", + "annual_return_rate 9.29 4.23 1.54 4.40 \n", + "max_closed_out_drawdown -31.69 -33.85 -25.12 -54.26 \n", + "sharpe_ratio 0.60 0.33 0.20 0.35 \n", + "sortino_ratio 0.71 0.35 0.19 0.39 \n", + "monthly_std 4.47 4.81 2.91 4.33 \n", + "pct_time_in_market 57.00 56.61 53.00 60.14 \n", + "total_num_trades 52 49 59 49 \n", + "pct_profitable_trades 46.15 30.61 45.76 36.73 \n", + "avg_points 1.59 0.77 0.18 2.32 \n", "\n", " HRL HSY INTC JNJ \\\n", "start 2000-01-03 2000-01-03 2000-01-03 2000-01-03 \n", - "annual_return_rate 5.45 6.25 -0.52 1.34 \n", - "max_closed_out_drawdown -31.16 -29.46 -66.95 -23.44 \n", - "sharpe_ratio 0.46 0.55 0.08 0.19 \n", - "sortino_ratio 0.47 0.60 0.07 0.18 \n", - "monthly_std 3.81 3.58 5.87 2.65 \n", - "pct_time_in_market 55.24 50.64 52.67 48.66 \n", - "total_num_trades 63 54 65 58 \n", - "pct_profitable_trades 44.44 48.15 32.31 34.48 \n", - "avg_points 0.15 1.66 -0.20 0.29 \n", + "annual_return_rate 5.54 6.20 -0.51 1.40 \n", + "max_closed_out_drawdown -31.16 -29.47 -66.96 -23.38 \n", + "sharpe_ratio 0.46 0.55 0.08 0.20 \n", + "sortino_ratio 0.48 0.59 0.07 0.19 \n", + "monthly_std 3.80 3.57 5.85 2.64 \n", + "pct_time_in_market 55.08 50.33 52.53 48.54 \n", + "total_num_trades 64 54 66 59 \n", + "pct_profitable_trades 45.31 48.15 33.33 35.59 \n", + "avg_points 0.16 1.65 -0.19 0.32 \n", "\n", " K KMB KMI KO \\\n", "start 2000-01-03 2000-01-03 2011-11-25 2000-01-03 \n", - "annual_return_rate -0.59 0.64 1.49 2.71 \n", - "max_closed_out_drawdown -40.08 -41.85 -21.62 -30.05 \n", - "sharpe_ratio -0.01 0.11 0.17 0.30 \n", - "sortino_ratio -0.01 0.11 0.19 0.30 \n", - "monthly_std 2.57 2.97 3.86 3.02 \n", - "pct_time_in_market 45.98 53.67 55.37 50.50 \n", - "total_num_trades 53 54 16 60 \n", - "pct_profitable_trades 39.62 35.19 62.50 43.33 \n", - "avg_points -0.19 0.15 0.23 0.12 \n", + "annual_return_rate -0.51 0.60 1.47 2.69 \n", + "max_closed_out_drawdown -40.86 -41.87 -21.63 -30.05 \n", + "sharpe_ratio 0.00 0.11 0.17 0.30 \n", + "sortino_ratio 0.00 0.11 0.19 0.29 \n", + "monthly_std 2.57 2.96 3.84 3.01 \n", + "pct_time_in_market 45.82 53.50 54.57 50.19 \n", + "total_num_trades 54 55 16 60 \n", + "pct_profitable_trades 40.74 34.55 62.50 43.33 \n", + "avg_points -0.16 0.13 0.22 0.12 \n", "\n", " LLY LMT MCD MO \\\n", "start 2000-01-03 2000-01-03 2000-01-03 2000-01-03 \n", - "annual_return_rate 2.57 7.36 5.44 5.33 \n", - "max_closed_out_drawdown -59.70 -34.40 -23.41 -42.67 \n", - "sharpe_ratio 0.25 0.58 0.48 0.44 \n", - "sortino_ratio 0.20 0.62 0.51 0.43 \n", - "monthly_std 4.52 3.90 3.35 4.08 \n", - "pct_time_in_market 50.48 57.13 53.34 55.84 \n", - "total_num_trades 54 65 54 61 \n", - "pct_profitable_trades 40.74 46.15 38.89 37.70 \n", - "avg_points 0.90 3.45 0.73 0.07 \n", + "annual_return_rate 2.67 7.60 5.41 5.29 \n", + "max_closed_out_drawdown -59.70 -34.34 -23.38 -42.67 \n", + "sharpe_ratio 0.25 0.59 0.48 0.44 \n", + "sortino_ratio 0.21 0.63 0.51 0.43 \n", + "monthly_std 4.50 3.90 3.34 4.07 \n", + "pct_time_in_market 50.35 56.96 53.02 55.51 \n", + "total_num_trades 55 66 54 61 \n", + "pct_profitable_trades 41.82 46.97 38.89 37.70 \n", + "avg_points 0.95 3.67 0.73 0.07 \n", "\n", " MRK MSFT NUE PG \\\n", "start 2000-01-03 2000-01-03 2000-01-03 2000-01-03 \n", - "annual_return_rate 1.71 3.63 0.67 1.32 \n", - "max_closed_out_drawdown -50.96 -49.71 -62.71 -24.03 \n", - "sharpe_ratio 0.19 0.30 0.14 0.18 \n", - "sortino_ratio 0.20 0.27 0.14 0.17 \n", - "monthly_std 3.74 4.30 6.02 2.75 \n", - "pct_time_in_market 51.30 53.90 49.34 55.69 \n", - "total_num_trades 52 51 50 48 \n", - "pct_profitable_trades 38.46 33.33 26.00 37.50 \n", - "avg_points 0.34 1.33 -0.18 0.43 \n", + "annual_return_rate 1.70 3.78 0.66 1.31 \n", + "max_closed_out_drawdown -50.96 -49.73 -62.71 -24.03 \n", + "sharpe_ratio 0.19 0.31 0.14 0.18 \n", + "sortino_ratio 0.20 0.28 0.14 0.17 \n", + "monthly_std 3.72 4.29 6.00 2.74 \n", + "pct_time_in_market 50.99 53.75 49.05 55.35 \n", + "total_num_trades 52 52 50 48 \n", + "pct_profitable_trades 38.46 34.62 26.00 37.50 \n", + "avg_points 0.34 1.42 -0.18 0.43 \n", "\n", " PM RDS-B SO T \\\n", "start 2008-12-29 2000-01-03 2000-01-03 2000-01-03 \n", - "annual_return_rate -0.75 1.02 2.07 0.10 \n", - "max_closed_out_drawdown -47.30 -43.36 -37.18 -44.13 \n", + "annual_return_rate -0.74 1.02 2.06 0.10 \n", + "max_closed_out_drawdown -47.30 -43.35 -37.17 -44.13 \n", "sharpe_ratio 0.01 0.14 0.25 0.07 \n", "sortino_ratio 0.01 0.15 0.25 0.07 \n", - "monthly_std 3.67 4.15 2.99 3.11 \n", - "pct_time_in_market 58.41 53.98 52.03 48.25 \n", + "monthly_std 3.65 4.13 2.98 3.10 \n", + "pct_time_in_market 57.78 53.66 51.71 47.96 \n", "total_num_trades 36 56 65 49 \n", "pct_profitable_trades 33.33 41.07 43.08 40.82 \n", "avg_points -0.52 0.05 0.09 -0.05 \n", "\n", " UL V VZ XOM \n", "start 2000-01-03 2008-12-31 2000-01-03 2000-01-03 \n", - "annual_return_rate 1.44 12.10 -0.45 1.67 \n", - "max_closed_out_drawdown -37.02 -37.36 -41.84 -30.55 \n", - "sharpe_ratio 0.18 0.71 0.02 0.20 \n", - "sortino_ratio 0.16 0.81 0.02 0.19 \n", - "monthly_std 3.32 5.11 3.36 3.50 \n", - "pct_time_in_market 51.58 75.38 48.44 48.87 \n", - "total_num_trades 49 34 52 54 \n", - "pct_profitable_trades 36.73 38.24 38.46 48.15 \n", - "avg_points 0.05 2.38 -0.12 0.17 " + "annual_return_rate 1.43 12.29 -0.44 1.66 \n", + "max_closed_out_drawdown -37.01 -37.36 -41.84 -30.53 \n", + "sharpe_ratio 0.17 0.72 0.02 0.20 \n", + "sortino_ratio 0.16 0.82 0.02 0.19 \n", + "monthly_std 3.31 5.08 3.35 3.49 \n", + "pct_time_in_market 51.26 74.88 48.15 48.58 \n", + "total_num_trades 49 35 52 54 \n", + "pct_profitable_trades 36.73 40.00 38.46 48.15 \n", + "avg_points 0.05 2.50 -0.12 0.16 " ] }, "execution_count": 6, diff --git a/examples/follow-trend/strategy.py b/examples/follow-trend/strategy.py index d6e8c7e..2fbe8de 100644 --- a/examples/follow-trend/strategy.py +++ b/examples/follow-trend/strategy.py @@ -3,12 +3,6 @@ --------- """ -# use future imports for python 3.x forward compatibility -from __future__ import print_function -from __future__ import unicode_literals -from __future__ import division -from __future__ import absolute_import - # other imports import pandas as pd import matplotlib.pyplot as plt @@ -20,6 +14,7 @@ pf.DEBUG = False + class Strategy(): def __init__(self, symbol, capital, start, end, use_adj=False, @@ -41,24 +36,20 @@ def _algo(self): 3. S&P 500 index closes below its 200 day moving average 4. The stock closes below its lower band, sell your long position. """ - self._tlog.cash = self._capital + self._tlog.initialize(self._capital) for i, row in enumerate(self._ts.itertuples()): date = row.Index.to_pydatetime() - high = row.high - low = row.low - close = row.close - sma = row.sma - upper_band = sma + sma * self._percent_band - lower_band = sma - sma * self._percent_band - regime = row.regime - end_flag = True if (i == len(self._ts) - 1) else False + high = row.high; low = row.low; close = row.close; + end_flag = pf.is_last_row(self._ts, i) + upper_band = row.sma + row.sma * self._percent_band + lower_band = row.sma - row.sma * self._percent_band shares = 0 # buy if (self._tlog.num_open_trades() == 0 - and (regime > 0 or not self._regime_filter) + and (row.regime > 0 or not self._regime_filter) and close > upper_band and not end_flag): @@ -66,7 +57,7 @@ def _algo(self): shares = self._tlog.enter_trade(date, close) # sell elif (self._tlog.num_open_trades() > 0 - and ((self._regime_filter and regime < 0) + and ((self._regime_filter and row.regime < 0) or close < lower_band or end_flag)): @@ -81,8 +72,7 @@ def _algo(self): date, -shares, self._symbol, close)) # record daily balance - self._dbal.append(date, high, low, close, - self._tlog.shares, self._tlog.cash) + self._dbal.append(date, high, low, close, self._tlog.shares) def run(self): self._ts = pf.fetch_timeseries(self._symbol) diff --git a/examples/golden-cross/golden-cross.ipynb b/examples/golden-cross/golden-cross.ipynb index a51c3a2..47f33d9 100644 --- a/examples/golden-cross/golden-cross.ipynb +++ b/examples/golden-cross/golden-cross.ipynb @@ -21,12 +21,6 @@ }, "outputs": [], "source": [ - "# use future imports for python 3.x forward compatibility\n", - "from __future__ import print_function\n", - "from __future__ import unicode_literals\n", - "from __future__ import division\n", - "from __future__ import absolute_import\n", - "\n", "# other imports\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", @@ -675,7 +669,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 9, @@ -684,7 +678,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
" ] @@ -817,12 +811,12 @@ "2018-12-07 00:00:00 SELL 190 ^GSPC @ 2633.08\n", "2019-04-01 00:00:00 BUY 175 ^GSPC @ 2867.19\n", "2020-03-30 00:00:00 SELL 175 ^GSPC @ 2626.65\n", - "0.09079480171203613\n" + "0.09794878959655762\n" ] } ], "source": [ - "tlog.cash = capital\n", + "tlog.initialize(capital)\n", "\n", "import time\n", "t0 = time.time()\n", @@ -873,9 +867,8 @@ "for i, row in enumerate(ts.itertuples()):\n", "\n", " date = row.Index.to_pydatetime()\n", - " high = row.high; low = row.low; close = row.close\n", - " sma50 = row.sma50; sma200 = row.sma200\n", - " end_flag = True if (i == len(ts) - 1) else False\n", + " high = row.high; low = row.low; close = row.close; \n", + " end_flag = pf.is_last_row(ts, i)\n", " shares = 0\n", " \n", " # close all positions on last trade day\n", @@ -889,7 +882,7 @@ " shares = tlog.enter_trade(date, close) \n", " # sell\n", " elif (tlog.num_open_trades() > 0\n", - " and sma50 < sma200 and ts['sma50'][i-1] >= ts['sma200'][i-1]):\n", + " and row.sma50 < row.sma200 and ts['sma50'][i-1] >= ts['sma200'][i-1]):\n", "\n", " # enter sell in trade log\n", " shares = tlog.exit_trade(date, close)\n", @@ -902,7 +895,7 @@ " date, -shares, symbol, close))\n", "\n", " # record daily balance\n", - " dbal.append(date, high, low, close, tlog.shares, tlog.cash) \n", + " dbal.append(date, high, low, close, tlog.shares) \n", "\n", "t1 = time.time()\n", "total = t1-t0\n", @@ -1285,7 +1278,7 @@ " \n", " \n", " \n", - " 2020-04-17\n", + " 2020-06-02\n", " 459733.37\n", " 459733.37\n", " 459733.37\n", @@ -1294,7 +1287,7 @@ " -\n", " \n", " \n", - " 2020-04-20\n", + " 2020-06-03\n", " 459733.37\n", " 459733.37\n", " 459733.37\n", @@ -1303,7 +1296,7 @@ " -\n", " \n", " \n", - " 2020-04-21\n", + " 2020-06-04\n", " 459733.37\n", " 459733.37\n", " 459733.37\n", @@ -1312,7 +1305,7 @@ " -\n", " \n", " \n", - " 2020-04-22\n", + " 2020-06-05\n", " 459733.37\n", " 459733.37\n", " 459733.37\n", @@ -1321,7 +1314,7 @@ " -\n", " \n", " \n", - " 2020-04-23\n", + " 2020-06-08\n", " 459733.37\n", " 459733.37\n", " 459733.37\n", @@ -1336,11 +1329,11 @@ "text/plain": [ " high low close shares cash state\n", "date \n", - "2020-04-17 459733.37 459733.37 459733.37 0 459733.37 -\n", - "2020-04-20 459733.37 459733.37 459733.37 0 459733.37 -\n", - "2020-04-21 459733.37 459733.37 459733.37 0 459733.37 -\n", - "2020-04-22 459733.37 459733.37 459733.37 0 459733.37 -\n", - "2020-04-23 459733.37 459733.37 459733.37 0 459733.37 -" + "2020-06-02 459733.37 459733.37 459733.37 0 459733.37 -\n", + "2020-06-03 459733.37 459733.37 459733.37 0 459733.37 -\n", + "2020-06-04 459733.37 459733.37 459733.37 0 459733.37 -\n", + "2020-06-05 459733.37 459733.37 459733.37 0 459733.37 -\n", + "2020-06-08 459733.37 459733.37 459733.37 0 459733.37 -" ] }, "execution_count": 15, @@ -1374,79 +1367,79 @@ "name": "stdout", "output_type": "stream", "text": [ - "start 1957-03-04\n", - "end 2020-04-23\n", - "beginning_balance 10000\n", - "ending_balance 459733.37\n", - "total_net_profit 449733.37\n", - "gross_profit 523232.94\n", - "gross_loss -73499.57\n", - "profit_factor 7.12\n", - "return_on_initial_capital 4497.33\n", - "annual_return_rate 6.25\n", - "trading_period 63 years 1 months 19 days\n", - "pct_time_in_market 69.59\n", - "total_num_trades 34\n", - "trades_per_year 0.54\n", - "num_winning_trades 25\n", - "num_losing_trades 9\n", - "num_even_trades 0\n", - "pct_profitable_trades 73.53\n", - "avg_profit_per_trade 13227.45\n", - "avg_profit_per_winning_trade 20929.32\n", - "avg_loss_per_losing_trade -8166.62\n", - "ratio_avg_profit_win_loss 2.56\n", - "largest_profit_winning_trade 142056.59\n", - "largest_loss_losing_trade -42094.51\n", - "num_winning_points 2893.27\n", - "num_losing_points -398.06\n", - "total_net_points 2495.21\n", - "avg_points 73.39\n", - "largest_points_winning_trade 676.46\n", - "largest_points_losing_trade -240.54\n", - "avg_pct_gain_per_trade 13.93\n", - "largest_pct_winning_trade 120.93\n", - "largest_pct_losing_trade -10.13\n", - "max_consecutive_winning_trades 8\n", - "max_consecutive_losing_trades 2\n", - "avg_bars_winning_trades 409.28\n", - "avg_bars_losing_trades 95.89\n", - "max_closed_out_drawdown -33.92\n", - "max_closed_out_drawdown_start_date 2020-02-19\n", - "max_closed_out_drawdown_end_date 2020-03-23\n", - "max_closed_out_drawdown_recovery_date Not Recovered Yet\n", - "drawdown_recovery -0.09\n", - "drawdown_annualized_return -5.43\n", - "max_intra_day_drawdown -35.81\n", - "avg_yearly_closed_out_drawdown -8.74\n", - "max_yearly_closed_out_drawdown -33.92\n", - "avg_monthly_closed_out_drawdown -2.24\n", - "max_monthly_closed_out_drawdown -31.36\n", - "avg_weekly_closed_out_drawdown -0.86\n", - "max_weekly_closed_out_drawdown -28.41\n", - "avg_yearly_closed_out_runup 15.54\n", - "max_yearly_closed_out_runup 51.98\n", - "avg_monthly_closed_out_runup 2.74\n", - "max_monthly_closed_out_runup 17.55\n", - "avg_weekly_closed_out_runup 0.99\n", - "max_weekly_closed_out_runup 17.55\n", - "pct_profitable_years 66.95\n", - "best_year 50.23\n", - "worst_year -28.56\n", - "avg_year 7.24\n", - "annual_std 11.25\n", - "pct_profitable_months 45.97\n", - "best_month 17.39\n", - "worst_month -30.94\n", - "avg_month 0.53\n", - "monthly_std 3.07\n", - "pct_profitable_weeks 40.62\n", - "best_week 17.39\n", - "worst_week -27.22\n", - "avg_week 0.13\n", - "weekly_std 1.61\n", - "sharpe_ratio 0.58\n", - "sortino_ratio 0.59\n", + "start 1957-03-04\n", + "end 2020-06-08\n", + "beginning_balance 10000\n", + "ending_balance 459733.37\n", + "total_net_profit 449733.37\n", + "gross_profit 523232.94\n", + "gross_loss -73499.57\n", + "profit_factor 7.12\n", + "return_on_initial_capital 4497.33\n", + "annual_return_rate 6.24\n", + "trading_period 63 years 3 months 4 days\n", + "pct_time_in_market 69.45\n", + "total_num_trades 34\n", + "trades_per_year 0.54\n", + "num_winning_trades 25\n", + "num_losing_trades 9\n", + "num_even_trades 0\n", + "pct_profitable_trades 73.53\n", + "avg_profit_per_trade 13227.45\n", + "avg_profit_per_winning_trade 20929.32\n", + "avg_loss_per_losing_trade -8166.62\n", + "ratio_avg_profit_win_loss 2.56\n", + "largest_profit_winning_trade 142056.59\n", + "largest_loss_losing_trade -42094.51\n", + "num_winning_points 2893.27\n", + "num_losing_points -398.06\n", + "total_net_points 2495.21\n", + "avg_points 73.39\n", + "largest_points_winning_trade 676.46\n", + "largest_points_losing_trade -240.54\n", + "avg_pct_gain_per_trade 13.93\n", + "largest_pct_winning_trade 120.93\n", + "largest_pct_losing_trade -10.13\n", + "max_consecutive_winning_trades 8\n", + "max_consecutive_losing_trades 2\n", + "avg_bars_winning_trades 409.28\n", + "avg_bars_losing_trades 95.89\n", + "max_closed_out_drawdown -33.92\n", + "max_closed_out_drawdown_start_date 2020-02-19\n", + "max_closed_out_drawdown_end_date 2020-03-23\n", + "max_closed_out_drawdown_recovery_date Not Recovered Yet\n", + "drawdown_recovery -0.09\n", + "drawdown_annualized_return -5.44\n", + "max_intra_day_drawdown -35.81\n", + "avg_yearly_closed_out_drawdown -8.79\n", + "max_yearly_closed_out_drawdown -33.92\n", + "avg_monthly_closed_out_drawdown -2.24\n", + "max_monthly_closed_out_drawdown -31.36\n", + "avg_weekly_closed_out_drawdown -0.85\n", + "max_weekly_closed_out_drawdown -28.41\n", + "avg_yearly_closed_out_runup 15.56\n", + "max_yearly_closed_out_runup 51.98\n", + "avg_monthly_closed_out_runup 2.73\n", + "max_monthly_closed_out_runup 17.55\n", + "avg_weekly_closed_out_runup 0.99\n", + "max_weekly_closed_out_runup 17.55\n", + "pct_profitable_years 66.82\n", + "best_year 50.23\n", + "worst_year -28.56\n", + "avg_year 7.21\n", + "annual_std 11.26\n", + "pct_profitable_months 45.89\n", + "best_month 17.39\n", + "worst_month -30.94\n", + "avg_month 0.53\n", + "monthly_std 3.07\n", + "pct_profitable_weeks 40.54\n", + "best_week 17.39\n", + "worst_week -27.22\n", + "avg_week 0.13\n", + "weekly_std 1.61\n", + "sharpe_ratio 0.58\n", + "sortino_ratio 0.59\n", "dtype: object\n" ] } @@ -1478,7 +1471,7 @@ "output_type": "stream", "text": [ "1957-03-04 00:00:00 BUY 226 ^GSPC @ 44.06\n", - "2020-04-23 00:00:00 SELL 226 ^GSPC @ 2797.80\n" + "2020-06-08 00:00:00 SELL 226 ^GSPC @ 3232.39\n" ] } ], @@ -1549,7 +1542,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1583,7 +1576,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -1649,17 +1642,17 @@ " \n", " ending_balance\n", " $459,733.37\n", - " $632,345.25\n", + " $730,562.56\n", " \n", " \n", " total_net_profit\n", " $449,733.37\n", - " $622,345.25\n", + " $720,562.56\n", " \n", " \n", " gross_profit\n", " $523,232.94\n", - " $622,345.25\n", + " $720,562.56\n", " \n", " \n", " gross_loss\n", @@ -1673,9 +1666,9 @@ "text/plain": [ " strategy benchmark\n", "beginning_balance $10,000.00 $10,000.00\n", - "ending_balance $459,733.37 $632,345.25\n", - "total_net_profit $449,733.37 $622,345.25\n", - "gross_profit $523,232.94 $622,345.25\n", + "ending_balance $459,733.37 $730,562.56\n", + "total_net_profit $449,733.37 $720,562.56\n", + "gross_profit $523,232.94 $720,562.56\n", "gross_loss -$73,499.57 $0.00" ] }, @@ -1728,8 +1721,8 @@ " \n", " \n", " annual_return_rate\n", - " 6.25\n", - " 6.79\n", + " 6.24\n", + " 7.02\n", " \n", " \n", " max_closed_out_drawdown\n", @@ -1738,8 +1731,8 @@ " \n", " \n", " drawdown_annualized_return\n", - " -5.43\n", - " -8.36\n", + " -5.44\n", + " -8.09\n", " \n", " \n", " drawdown_recovery\n", @@ -1759,17 +1752,17 @@ " \n", " sharpe_ratio\n", " 0.58\n", - " 0.49\n", + " 0.50\n", " \n", " \n", " sortino_ratio\n", " 0.59\n", - " 0.62\n", + " 0.64\n", " \n", " \n", " monthly_std\n", " 3.07\n", - " 4.27\n", + " 4.28\n", " \n", " \n", " trades_per_year\n", @@ -1782,15 +1775,15 @@ ], "text/plain": [ " strategy benchmark\n", - "annual_return_rate 6.25 6.79\n", + "annual_return_rate 6.24 7.02\n", "max_closed_out_drawdown -33.92 -56.77\n", - "drawdown_annualized_return -5.43 -8.36\n", + "drawdown_annualized_return -5.44 -8.09\n", "drawdown_recovery -0.09 -1.42\n", "best_month 17.39 23.49\n", "worst_month -30.94 -30.94\n", - "sharpe_ratio 0.58 0.49\n", - "sortino_ratio 0.59 0.62\n", - "monthly_std 3.07 4.27\n", + "sharpe_ratio 0.58 0.50\n", + "sortino_ratio 0.59 0.64\n", + "monthly_std 3.07 4.28\n", "trades_per_year 0.54 0.02" ] }, @@ -1800,7 +1793,7 @@ }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] diff --git a/examples/merge-trades/strategy.ipynb b/examples/merge-trades/strategy.ipynb index 00781df..47f3111 100644 --- a/examples/merge-trades/strategy.ipynb +++ b/examples/merge-trades/strategy.ipynb @@ -25,12 +25,6 @@ }, "outputs": [], "source": [ - "# use future imports for python 3.x forward compatibility\n", - "from __future__ import print_function\n", - "from __future__ import unicode_literals\n", - "from __future__ import division\n", - "from __future__ import absolute_import\n", - "\n", "# other imports\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", @@ -237,8 +231,8 @@ " \n", " \n", " end\n", - " 2020-04-23\n", - " 2020-04-23\n", + " 2020-06-08\n", + " 2020-06-08\n", " \n", " \n", " beginning_balance\n", @@ -277,18 +271,18 @@ " \n", " \n", " annual_return_rate\n", - " 3.36\n", - " 3.36\n", + " 3.34\n", + " 3.34\n", " \n", " \n", " trading_period\n", - " 20 years 3 months 20 days\n", - " 20 years 3 months 20 days\n", + " 20 years 5 months 5 days\n", + " 20 years 5 months 5 days\n", " \n", " \n", " pct_time_in_market\n", - " 27.85\n", - " 27.85\n", + " 27.68\n", + " 27.68\n", " \n", " \n", " total_num_trades\n", @@ -297,8 +291,8 @@ " \n", " \n", " trades_per_year\n", - " 20.19\n", - " 8.37\n", + " 20.07\n", + " 8.32\n", " \n", " \n", " num_winning_trades\n", @@ -442,8 +436,8 @@ " \n", " \n", " drawdown_annualized_return\n", - " -9.17\n", - " -9.17\n", + " -9.23\n", + " -9.23\n", " \n", " \n", " max_intra_day_drawdown\n", @@ -452,8 +446,8 @@ " \n", " \n", " avg_yearly_closed_out_drawdown\n", - " -4.28\n", - " -4.28\n", + " -4.43\n", + " -4.43\n", " \n", " \n", " max_yearly_closed_out_drawdown\n", @@ -482,8 +476,8 @@ " \n", " \n", " avg_yearly_closed_out_runup\n", - " 7.48\n", - " 7.48\n", + " 7.54\n", + " 7.54\n", " \n", " \n", " max_yearly_closed_out_runup\n", @@ -492,8 +486,8 @@ " \n", " \n", " avg_monthly_closed_out_runup\n", - " 1.15\n", - " 1.15\n", + " 1.14\n", + " 1.14\n", " \n", " \n", " max_monthly_closed_out_runup\n", @@ -512,8 +506,8 @@ " \n", " \n", " pct_profitable_years\n", - " 74.82\n", - " 74.82\n", + " 74.35\n", + " 74.35\n", " \n", " \n", " best_year\n", @@ -527,18 +521,18 @@ " \n", " \n", " avg_year\n", - " 4.24\n", - " 4.24\n", + " 4.11\n", + " 4.11\n", " \n", " \n", " annual_std\n", - " 5.16\n", - " 5.16\n", + " 5.40\n", + " 5.40\n", " \n", " \n", " pct_profitable_months\n", - " 50.42\n", - " 50.42\n", + " 50.12\n", + " 50.12\n", " \n", " \n", " best_month\n", @@ -557,13 +551,13 @@ " \n", " \n", " monthly_std\n", - " 1.80\n", - " 1.80\n", + " 1.79\n", + " 1.79\n", " \n", " \n", " pct_profitable_weeks\n", - " 27.45\n", - " 27.45\n", + " 27.28\n", + " 27.28\n", " \n", " \n", " best_week\n", @@ -582,8 +576,8 @@ " \n", " \n", " weekly_std\n", - " 1.03\n", - " 1.03\n", + " 1.02\n", + " 1.02\n", " \n", " \n", " sharpe_ratio\n", @@ -600,155 +594,155 @@ "" ], "text/plain": [ - " SPY \\\n", - "start 2000-01-03 \n", - "end 2020-04-23 \n", - "beginning_balance 10000 \n", - "ending_balance 19565.30 \n", - "total_net_profit 9565.30 \n", - "gross_profit 20626.01 \n", - "gross_loss -11060.71 \n", - "profit_factor 1.86 \n", - "return_on_initial_capital 95.65 \n", - "annual_return_rate 3.36 \n", - "trading_period 20 years 3 months 20 days \n", - "pct_time_in_market 27.85 \n", - "total_num_trades 410 \n", - "trades_per_year 20.19 \n", - "num_winning_trades 322 \n", - "num_losing_trades 88 \n", - "num_even_trades 0 \n", - "pct_profitable_trades 78.54 \n", - "avg_profit_per_trade 23.33 \n", - "avg_profit_per_winning_trade 64.06 \n", - "avg_loss_per_losing_trade -125.69 \n", - "ratio_avg_profit_win_loss 0.51 \n", - "largest_profit_winning_trade 287.04 \n", - "largest_loss_losing_trade -1228.76 \n", - "num_winning_points 850.98 \n", - "num_losing_points -523.82 \n", - "total_net_points 327.17 \n", - "avg_points 0.80 \n", - "largest_points_winning_trade 11.96 \n", - "largest_points_losing_trade -72.28 \n", - "avg_pct_gain_per_trade 0.69 \n", - "largest_pct_winning_trade 6.69 \n", - "largest_pct_losing_trade -21.67 \n", - "max_consecutive_winning_trades 32 \n", - "max_consecutive_losing_trades 5 \n", - "avg_bars_winning_trades 7.18 \n", - "avg_bars_losing_trades 16.81 \n", - "max_closed_out_drawdown -30.83 \n", - "max_closed_out_drawdown_start_date 2018-09-13 \n", - "max_closed_out_drawdown_end_date 2020-03-23 \n", - "max_closed_out_drawdown_recovery_date Not Recovered Yet \n", - "drawdown_recovery -1.53 \n", - "drawdown_annualized_return -9.17 \n", - "max_intra_day_drawdown -32.45 \n", - "avg_yearly_closed_out_drawdown -4.28 \n", - "max_yearly_closed_out_drawdown -29.92 \n", - "avg_monthly_closed_out_drawdown -0.89 \n", - "max_monthly_closed_out_drawdown -29.36 \n", - "avg_weekly_closed_out_drawdown -0.30 \n", - "max_weekly_closed_out_drawdown -17.78 \n", - "avg_yearly_closed_out_runup 7.48 \n", - "max_yearly_closed_out_runup 18.48 \n", - "avg_monthly_closed_out_runup 1.15 \n", - "max_monthly_closed_out_runup 16.91 \n", - "avg_weekly_closed_out_runup 0.38 \n", - "max_weekly_closed_out_runup 16.91 \n", - "pct_profitable_years 74.82 \n", - "best_year 17.08 \n", - "worst_year -28.26 \n", - "avg_year 4.24 \n", - "annual_std 5.16 \n", - "pct_profitable_months 50.42 \n", - "best_month 16.91 \n", - "worst_month -29.36 \n", - "avg_month 0.27 \n", - "monthly_std 1.80 \n", - "pct_profitable_weeks 27.45 \n", - "best_week 16.91 \n", - "worst_week -17.78 \n", - "avg_week 0.07 \n", - "weekly_std 1.03 \n", - "sharpe_ratio 0.43 \n", - "sortino_ratio 0.24 \n", + " SPY \\\n", + "start 2000-01-03 \n", + "end 2020-06-08 \n", + "beginning_balance 10000 \n", + "ending_balance 19565.30 \n", + "total_net_profit 9565.30 \n", + "gross_profit 20626.01 \n", + "gross_loss -11060.71 \n", + "profit_factor 1.86 \n", + "return_on_initial_capital 95.65 \n", + "annual_return_rate 3.34 \n", + "trading_period 20 years 5 months 5 days \n", + "pct_time_in_market 27.68 \n", + "total_num_trades 410 \n", + "trades_per_year 20.07 \n", + "num_winning_trades 322 \n", + "num_losing_trades 88 \n", + "num_even_trades 0 \n", + "pct_profitable_trades 78.54 \n", + "avg_profit_per_trade 23.33 \n", + "avg_profit_per_winning_trade 64.06 \n", + "avg_loss_per_losing_trade -125.69 \n", + "ratio_avg_profit_win_loss 0.51 \n", + "largest_profit_winning_trade 287.04 \n", + "largest_loss_losing_trade -1228.76 \n", + "num_winning_points 850.98 \n", + "num_losing_points -523.82 \n", + "total_net_points 327.17 \n", + "avg_points 0.80 \n", + "largest_points_winning_trade 11.96 \n", + "largest_points_losing_trade -72.28 \n", + "avg_pct_gain_per_trade 0.69 \n", + "largest_pct_winning_trade 6.69 \n", + "largest_pct_losing_trade -21.67 \n", + "max_consecutive_winning_trades 32 \n", + "max_consecutive_losing_trades 5 \n", + "avg_bars_winning_trades 7.18 \n", + "avg_bars_losing_trades 16.81 \n", + "max_closed_out_drawdown -30.83 \n", + "max_closed_out_drawdown_start_date 2018-09-13 \n", + "max_closed_out_drawdown_end_date 2020-03-23 \n", + "max_closed_out_drawdown_recovery_date Not Recovered Yet \n", + "drawdown_recovery -1.53 \n", + "drawdown_annualized_return -9.23 \n", + "max_intra_day_drawdown -32.45 \n", + "avg_yearly_closed_out_drawdown -4.43 \n", + "max_yearly_closed_out_drawdown -29.92 \n", + "avg_monthly_closed_out_drawdown -0.89 \n", + "max_monthly_closed_out_drawdown -29.36 \n", + "avg_weekly_closed_out_drawdown -0.30 \n", + "max_weekly_closed_out_drawdown -17.78 \n", + "avg_yearly_closed_out_runup 7.54 \n", + "max_yearly_closed_out_runup 18.48 \n", + "avg_monthly_closed_out_runup 1.14 \n", + "max_monthly_closed_out_runup 16.91 \n", + "avg_weekly_closed_out_runup 0.38 \n", + "max_weekly_closed_out_runup 16.91 \n", + "pct_profitable_years 74.35 \n", + "best_year 17.08 \n", + "worst_year -28.26 \n", + "avg_year 4.11 \n", + "annual_std 5.40 \n", + "pct_profitable_months 50.12 \n", + "best_month 16.91 \n", + "worst_month -29.36 \n", + "avg_month 0.27 \n", + "monthly_std 1.79 \n", + "pct_profitable_weeks 27.28 \n", + "best_week 16.91 \n", + "worst_week -17.78 \n", + "avg_week 0.07 \n", + "weekly_std 1.02 \n", + "sharpe_ratio 0.43 \n", + "sortino_ratio 0.24 \n", "\n", - " SPY_merged \n", - "start 2000-01-03 \n", - "end 2020-04-23 \n", - "beginning_balance 10000 \n", - "ending_balance 19565.30 \n", - "total_net_profit 44336.24 \n", - "gross_profit 19433.38 \n", - "gross_loss -9868.08 \n", - "profit_factor 1.97 \n", - "return_on_initial_capital 443.36 \n", - "annual_return_rate 3.36 \n", - "trading_period 20 years 3 months 20 days \n", - "pct_time_in_market 27.85 \n", - "total_num_trades 170 \n", - "trades_per_year 8.37 \n", - "num_winning_trades 144 \n", - "num_losing_trades 26 \n", - "num_even_trades 0 \n", - "pct_profitable_trades 84.71 \n", - "avg_profit_per_trade 260.80 \n", - "avg_profit_per_winning_trade 134.95 \n", - "avg_loss_per_losing_trade -379.54 \n", - "ratio_avg_profit_win_loss 0.36 \n", - "largest_profit_winning_trade 586.33 \n", - "largest_loss_losing_trade -4314.27 \n", - "num_winning_points 797.67 \n", - "num_losing_points -470.50 \n", - "total_net_points 327.17 \n", - "avg_points 1.92 \n", - "largest_points_winning_trade 25.65 \n", - "largest_points_losing_trade -235.25 \n", - "avg_pct_gain_per_trade 1.65 \n", - "largest_pct_winning_trade 12.80 \n", - "largest_pct_losing_trade -73.63 \n", - "max_consecutive_winning_trades 26 \n", - "max_consecutive_losing_trades 3 \n", - "avg_bars_winning_trades 7.71 \n", - "avg_bars_losing_trades 18.58 \n", - "max_closed_out_drawdown -30.83 \n", - "max_closed_out_drawdown_start_date 2018-09-13 \n", - "max_closed_out_drawdown_end_date 2020-03-23 \n", - "max_closed_out_drawdown_recovery_date Not Recovered Yet \n", - "drawdown_recovery -1.53 \n", - "drawdown_annualized_return -9.17 \n", - "max_intra_day_drawdown -32.45 \n", - "avg_yearly_closed_out_drawdown -4.28 \n", - "max_yearly_closed_out_drawdown -29.92 \n", - "avg_monthly_closed_out_drawdown -0.89 \n", - "max_monthly_closed_out_drawdown -29.36 \n", - "avg_weekly_closed_out_drawdown -0.30 \n", - "max_weekly_closed_out_drawdown -17.78 \n", - "avg_yearly_closed_out_runup 7.48 \n", - "max_yearly_closed_out_runup 18.48 \n", - "avg_monthly_closed_out_runup 1.15 \n", - "max_monthly_closed_out_runup 16.91 \n", - "avg_weekly_closed_out_runup 0.38 \n", - "max_weekly_closed_out_runup 16.91 \n", - "pct_profitable_years 74.82 \n", - "best_year 17.08 \n", - "worst_year -28.26 \n", - "avg_year 4.24 \n", - "annual_std 5.16 \n", - "pct_profitable_months 50.42 \n", - "best_month 16.91 \n", - "worst_month -29.36 \n", - "avg_month 0.27 \n", - "monthly_std 1.80 \n", - "pct_profitable_weeks 27.45 \n", - "best_week 16.91 \n", - "worst_week -17.78 \n", - "avg_week 0.07 \n", - "weekly_std 1.03 \n", - "sharpe_ratio 0.43 \n", - "sortino_ratio 0.24 " + " SPY_merged \n", + "start 2000-01-03 \n", + "end 2020-06-08 \n", + "beginning_balance 10000 \n", + "ending_balance 19565.30 \n", + "total_net_profit 44336.24 \n", + "gross_profit 19433.38 \n", + "gross_loss -9868.08 \n", + "profit_factor 1.97 \n", + "return_on_initial_capital 443.36 \n", + "annual_return_rate 3.34 \n", + "trading_period 20 years 5 months 5 days \n", + "pct_time_in_market 27.68 \n", + "total_num_trades 170 \n", + "trades_per_year 8.32 \n", + "num_winning_trades 144 \n", + "num_losing_trades 26 \n", + "num_even_trades 0 \n", + "pct_profitable_trades 84.71 \n", + "avg_profit_per_trade 260.80 \n", + "avg_profit_per_winning_trade 134.95 \n", + "avg_loss_per_losing_trade -379.54 \n", + "ratio_avg_profit_win_loss 0.36 \n", + "largest_profit_winning_trade 586.33 \n", + "largest_loss_losing_trade -4314.27 \n", + "num_winning_points 797.67 \n", + "num_losing_points -470.50 \n", + "total_net_points 327.17 \n", + "avg_points 1.92 \n", + "largest_points_winning_trade 25.65 \n", + "largest_points_losing_trade -235.25 \n", + "avg_pct_gain_per_trade 1.65 \n", + "largest_pct_winning_trade 12.80 \n", + "largest_pct_losing_trade -73.63 \n", + "max_consecutive_winning_trades 26 \n", + "max_consecutive_losing_trades 3 \n", + "avg_bars_winning_trades 7.71 \n", + "avg_bars_losing_trades 18.58 \n", + "max_closed_out_drawdown -30.83 \n", + "max_closed_out_drawdown_start_date 2018-09-13 \n", + "max_closed_out_drawdown_end_date 2020-03-23 \n", + "max_closed_out_drawdown_recovery_date Not Recovered Yet \n", + "drawdown_recovery -1.53 \n", + "drawdown_annualized_return -9.23 \n", + "max_intra_day_drawdown -32.45 \n", + "avg_yearly_closed_out_drawdown -4.43 \n", + "max_yearly_closed_out_drawdown -29.92 \n", + "avg_monthly_closed_out_drawdown -0.89 \n", + "max_monthly_closed_out_drawdown -29.36 \n", + "avg_weekly_closed_out_drawdown -0.30 \n", + "max_weekly_closed_out_drawdown -17.78 \n", + "avg_yearly_closed_out_runup 7.54 \n", + "max_yearly_closed_out_runup 18.48 \n", + "avg_monthly_closed_out_runup 1.14 \n", + "max_monthly_closed_out_runup 16.91 \n", + "avg_weekly_closed_out_runup 0.38 \n", + "max_weekly_closed_out_runup 16.91 \n", + "pct_profitable_years 74.35 \n", + "best_year 17.08 \n", + "worst_year -28.26 \n", + "avg_year 4.11 \n", + "annual_std 5.40 \n", + "pct_profitable_months 50.12 \n", + "best_month 16.91 \n", + "worst_month -29.36 \n", + "avg_month 0.27 \n", + "monthly_std 1.79 \n", + "pct_profitable_weeks 27.28 \n", + "best_week 16.91 \n", + "worst_week -17.78 \n", + "avg_week 0.07 \n", + "weekly_std 1.02 \n", + "sharpe_ratio 0.43 \n", + "sortino_ratio 0.24 " ] }, "execution_count": 8, diff --git a/examples/merge-trades/strategy.py b/examples/merge-trades/strategy.py index a9e117a..0b1d1de 100644 --- a/examples/merge-trades/strategy.py +++ b/examples/merge-trades/strategy.py @@ -3,12 +3,6 @@ --------- """ -# use future imports for python 3.x forward compatibility -from __future__ import print_function -from __future__ import unicode_literals -from __future__ import division -from __future__ import absolute_import - # other imports import pandas as pd import matplotlib.pyplot as plt @@ -20,6 +14,7 @@ pf.DEBUG = False + class Strategy(): def __init__(self, symbol, capital, start, end, use_adj=False, @@ -39,35 +34,30 @@ def _algo(self): If it falls further, buy some more, etc... 3. If the SPY closes at a X-day high, sell your entire long position. """ - self._tlog.cash = self._capital + self._tlog.initialize(self._capital) for i, row in enumerate(self._ts.itertuples()): date = row.Index.to_pydatetime() - high = row.high - low = row.low - close = row.close - sma200 = row.sma200 - period_high = row.period_high - period_low = row.period_low - end_flag = True if (i == len(self._ts) - 1) else False + high = row.high; low = row.low; close = row.close; + end_flag = pf.is_last_row(self._ts, i) shares = 0 # buy if (self._tlog.num_open_trades() < self._max_positions - and close > sma200 - and close == period_low + and close > row.sma200 + and close == row.period_low and not end_flag): # calc number of shares - cash = self._tlog.cash / (self._max_positions - self._tlog.num_open_trades()) + cash = self._tlog._cash / (self._max_positions - self._tlog.num_open_trades()) shares = self._tlog.calc_shares(price=close, cash=cash) # enter buy in trade log self._tlog.enter_trade(date, close, shares) # sell elif (self._tlog.num_open_trades() > 0 - and (close == period_high + and (close == row.period_high or end_flag)): # enter sell in trade log @@ -83,8 +73,7 @@ def _algo(self): pass # HOLD # record daily balance - self._dbal.append(date, high, low, close, - self._tlog.shares, self._tlog.cash) + self._dbal.append(date, high, low, close, self._tlog.shares) def run(self): self._ts = pf.fetch_timeseries(self._symbol) diff --git a/examples/momentum/optimize.ipynb b/examples/momentum/optimize.ipynb index fc0beab..c28b193 100644 --- a/examples/momentum/optimize.ipynb +++ b/examples/momentum/optimize.ipynb @@ -23,12 +23,6 @@ }, "outputs": [], "source": [ - "# use future imports for python 3.x forward compatibility\n", - "from __future__ import print_function\n", - "from __future__ import unicode_literals\n", - "from __future__ import division\n", - "from __future__ import absolute_import\n", - "\n", "# other imports\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", @@ -222,22 +216,22 @@ " \n", " \n", " annual_return_rate\n", - " 7.91\n", - " 7.11\n", - " 7.89\n", - " 7.97\n", - " 8.45\n", - " 7.67\n", - " 7.81\n", - " 8.39\n", - " 8.13\n", - " 8.59\n", - " 8.71\n", + " 7.88\n", + " 7.08\n", + " 7.85\n", " 7.93\n", - " 8.30\n", - " 8.71\n", + " 8.63\n", + " 7.85\n", + " 7.99\n", + " 8.58\n", " 8.62\n", - " 8.06\n", + " 8.77\n", + " 9.20\n", + " 8.42\n", + " 8.84\n", + " 9.20\n", + " 9.11\n", + " 8.55\n", " \n", " \n", " max_closed_out_drawdown\n", @@ -260,22 +254,22 @@ " \n", " \n", " drawdown_annualized_return\n", - " -2.30\n", - " -4.74\n", - " -4.27\n", - " -4.23\n", - " -3.99\n", - " -4.40\n", - " -4.31\n", - " -4.01\n", - " -4.15\n", + " -2.31\n", + " -4.76\n", + " -4.29\n", + " -4.25\n", + " -3.90\n", + " -4.29\n", + " -4.21\n", " -3.92\n", - " -3.86\n", - " -4.24\n", - " -4.06\n", - " -3.86\n", " -3.91\n", - " -4.18\n", + " -3.84\n", + " -3.66\n", + " -4.00\n", + " -3.81\n", + " -3.66\n", + " -3.70\n", + " -3.95\n", " \n", " \n", " drawdown_recovery\n", @@ -340,75 +334,75 @@ " 0.62\n", " 0.66\n", " 0.66\n", - " 0.68\n", - " 0.63\n", - " 0.63\n", - " 0.67\n", + " 0.70\n", + " 0.64\n", " 0.65\n", - " 0.68\n", " 0.69\n", - " 0.63\n", - " 0.65\n", " 0.68\n", + " 0.70\n", + " 0.72\n", + " 0.67\n", " 0.68\n", - " 0.63\n", + " 0.71\n", + " 0.71\n", + " 0.67\n", " \n", " \n", " sortino_ratio\n", - " 0.83\n", - " 0.67\n", + " 0.82\n", + " 0.66\n", " 0.71\n", - " 0.72\n", - " 0.75\n", - " 0.69\n", + " 0.71\n", + " 0.76\n", " 0.70\n", - " 0.74\n", - " 0.72\n", + " 0.71\n", + " 0.76\n", " 0.76\n", " 0.77\n", - " 0.71\n", + " 0.81\n", " 0.74\n", - " 0.77\n", + " 0.78\n", + " 0.80\n", + " 0.80\n", " 0.76\n", - " 0.72\n", " \n", " \n", " monthly_std\n", - " 2.89\n", + " 2.88\n", " 3.30\n", " 3.35\n", + " 3.40\n", " 3.41\n", - " 3.42\n", - " 3.42\n", - " 3.47\n", - " 3.47\n", - " 3.50\n", + " 3.41\n", + " 3.46\n", + " 3.46\n", + " 3.51\n", " 3.51\n", - " 3.49\n", - " 3.52\n", - " 3.63\n", - " 3.56\n", - " 3.54\n", - " 3.58\n", + " 3.50\n", + " 3.53\n", + " 3.66\n", + " 3.57\n", + " 3.55\n", + " 3.59\n", " \n", " \n", " pct_time_in_market\n", - " 70.85\n", - " 73.89\n", - " 76.22\n", - " 77.75\n", - " 78.71\n", - " 78.69\n", - " 79.70\n", - " 79.70\n", - " 80.96\n", - " 80.37\n", - " 80.97\n", - " 80.25\n", - " 81.79\n", - " 81.63\n", - " 80.91\n", - " 81.54\n", + " 70.51\n", + " 73.53\n", + " 75.85\n", + " 77.37\n", + " 78.43\n", + " 78.42\n", + " 79.42\n", + " 79.42\n", + " 80.99\n", + " 80.09\n", + " 81.00\n", + " 80.28\n", + " 81.88\n", + " 81.66\n", + " 80.94\n", + " 81.57\n", " \n", " \n", " total_num_trades\n", @@ -473,46 +467,46 @@ ], "text/plain": [ " 63 84 105 126 147 168 189 \\\n", - "annual_return_rate 7.91 7.11 7.89 7.97 8.45 7.67 7.81 \n", + "annual_return_rate 7.88 7.08 7.85 7.93 8.63 7.85 7.99 \n", "max_closed_out_drawdown -18.17 -33.71 -33.64 -33.68 -33.70 -33.72 -33.66 \n", - "drawdown_annualized_return -2.30 -4.74 -4.27 -4.23 -3.99 -4.40 -4.31 \n", + "drawdown_annualized_return -2.31 -4.76 -4.29 -4.25 -3.90 -4.29 -4.21 \n", "drawdown_recovery -3.54 -0.09 -0.09 -0.09 -0.09 -0.09 -0.09 \n", "best_month 15.03 15.46 15.43 15.43 15.44 15.44 17.79 \n", "worst_month -11.23 -30.98 -30.92 -30.95 -30.97 -30.99 -30.93 \n", - "sharpe_ratio 0.74 0.62 0.66 0.66 0.68 0.63 0.63 \n", - "sortino_ratio 0.83 0.67 0.71 0.72 0.75 0.69 0.70 \n", - "monthly_std 2.89 3.30 3.35 3.41 3.42 3.42 3.47 \n", - "pct_time_in_market 70.85 73.89 76.22 77.75 78.71 78.69 79.70 \n", + "sharpe_ratio 0.74 0.62 0.66 0.66 0.70 0.64 0.65 \n", + "sortino_ratio 0.82 0.66 0.71 0.71 0.76 0.70 0.71 \n", + "monthly_std 2.88 3.30 3.35 3.40 3.41 3.41 3.46 \n", + "pct_time_in_market 70.51 73.53 75.85 77.37 78.43 78.42 79.42 \n", "total_num_trades 33.00 27.00 20.00 16.00 13.00 14.00 12.00 \n", "pct_profitable_trades 69.70 62.96 60.00 62.50 61.54 71.43 50.00 \n", "avg_points 5.93 6.04 8.94 11.05 15.29 11.85 13.72 \n", "\n", " 210 231 252 273 294 315 336 \\\n", - "annual_return_rate 8.39 8.13 8.59 8.71 7.93 8.30 8.71 \n", + "annual_return_rate 8.58 8.62 8.77 9.20 8.42 8.84 9.20 \n", "max_closed_out_drawdown -33.66 -33.70 -33.65 -33.66 -33.66 -33.70 -33.66 \n", - "drawdown_annualized_return -4.01 -4.15 -3.92 -3.86 -4.24 -4.06 -3.86 \n", + "drawdown_annualized_return -3.92 -3.91 -3.84 -3.66 -4.00 -3.81 -3.66 \n", "drawdown_recovery -0.09 -0.09 -0.09 -0.09 -0.09 -0.09 -0.09 \n", "best_month 17.79 17.79 17.79 17.79 17.79 23.06 17.79 \n", "worst_month -30.93 -30.97 -30.92 -30.93 -30.94 -30.97 -30.93 \n", - "sharpe_ratio 0.67 0.65 0.68 0.69 0.63 0.65 0.68 \n", - "sortino_ratio 0.74 0.72 0.76 0.77 0.71 0.74 0.77 \n", - "monthly_std 3.47 3.50 3.51 3.49 3.52 3.63 3.56 \n", - "pct_time_in_market 79.70 80.96 80.37 80.97 80.25 81.79 81.63 \n", + "sharpe_ratio 0.69 0.68 0.70 0.72 0.67 0.68 0.71 \n", + "sortino_ratio 0.76 0.76 0.77 0.81 0.74 0.78 0.80 \n", + "monthly_std 3.46 3.51 3.51 3.50 3.53 3.66 3.57 \n", + "pct_time_in_market 79.42 80.99 80.09 81.00 80.28 81.88 81.66 \n", "total_num_trades 8.00 9.00 9.00 8.00 9.00 7.00 6.00 \n", "pct_profitable_trades 75.00 66.67 77.78 62.50 77.78 57.14 66.67 \n", "avg_points 22.41 20.47 22.46 25.97 21.10 19.76 35.87 \n", "\n", " 357 378 \n", - "annual_return_rate 8.62 8.06 \n", + "annual_return_rate 9.11 8.55 \n", "max_closed_out_drawdown -33.71 -33.71 \n", - "drawdown_annualized_return -3.91 -4.18 \n", + "drawdown_annualized_return -3.70 -3.95 \n", "drawdown_recovery -0.09 -0.09 \n", "best_month 17.79 17.79 \n", "worst_month -30.98 -30.98 \n", - "sharpe_ratio 0.68 0.63 \n", - "sortino_ratio 0.76 0.72 \n", - "monthly_std 3.54 3.58 \n", - "pct_time_in_market 80.91 81.54 \n", + "sharpe_ratio 0.71 0.67 \n", + "sortino_ratio 0.80 0.76 \n", + "monthly_std 3.55 3.59 \n", + "pct_time_in_market 80.94 81.57 \n", "total_num_trades 6.00 5.00 \n", "pct_profitable_trades 66.67 60.00 \n", "avg_points 37.72 42.87 " @@ -561,7 +555,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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\n", 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" ] @@ -624,7 +618,7 @@ "output_type": "stream", "text": [ "1995-01-27 00:00:00 BUY 212 SPY @ 47.11\n", - "2020-04-23 00:00:00 SELL 212 SPY @ 279.08\n" + "2020-06-08 00:00:00 SELL 212 SPY @ 323.20\n" ] } ], @@ -655,7 +649,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] diff --git a/examples/momentum/strategy.ipynb b/examples/momentum/strategy.ipynb index 36bf806..28d76ff 100644 --- a/examples/momentum/strategy.ipynb +++ b/examples/momentum/strategy.ipynb @@ -23,12 +23,6 @@ }, "outputs": [], "source": [ - "# use future imports for python 3.x forward compatibility\n", - "from __future__ import print_function\n", - "from __future__ import unicode_literals\n", - "from __future__ import division\n", - "from __future__ import absolute_import\n", - "\n", "# other imports\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", @@ -214,123 +208,123 @@ " \n", " \n", " \n", - " 7\n", - " 2004-10-01\n", - " 83.00\n", + " 9\n", + " 2008-01-02\n", + " 112.59\n", " 2008-02-01\n", " 108.43\n", - " 25.43\n", - " 8723.04\n", - " 343\n", - " 27264.89\n", + " -4.16\n", + " -1329.96\n", + " 320\n", + " 24808.62\n", " \n", " \n", " \n", - " 8\n", - " 2008-05-01\n", - " 110.17\n", - " 2008-07-01\n", - " 100.73\n", - " -9.44\n", - " -3192.29\n", - " 338\n", - " 24072.59\n", - " \n", - " \n", - " \n", - " 9\n", - " 2009-05-01\n", - " 70.42\n", + " 10\n", + " 2009-06-01\n", + " 75.93\n", " 2010-06-01\n", " 87.89\n", - " 17.46\n", - " 8435.49\n", - " 483\n", - " 32508.08\n", + " 11.95\n", + " 5474.16\n", + " 458\n", + " 30282.78\n", " \n", " \n", " \n", - " 10\n", - " 2010-10-01\n", - " 94.62\n", - " 2011-09-01\n", - " 101.31\n", - " 6.69\n", - " 3002.44\n", - " 449\n", - " 35510.53\n", + " 11\n", + " 2010-07-01\n", + " 84.39\n", + " 2011-10-03\n", + " 92.56\n", + " 8.18\n", + " 3899.80\n", + " 477\n", + " 34182.57\n", " \n", " \n", " \n", - " 11\n", - " 2012-01-03\n", - " 108.04\n", + " 12\n", + " 2011-11-01\n", + " 102.73\n", " 2012-06-01\n", " 109.07\n", - " 1.04\n", - " 435.80\n", - " 421\n", - " 35946.33\n", + " 6.35\n", + " 2729.25\n", + " 430\n", + " 36911.82\n", " \n", " \n", " \n", - " 12\n", + " 13\n", " 2012-07-02\n", " 116.78\n", " 2015-09-01\n", " 174.38\n", " 57.60\n", - " 22636.59\n", - " 393\n", - " 58582.92\n", + " 23097.39\n", + " 401\n", + " 60009.21\n", " \n", " \n", " \n", - " 13\n", + " 14\n", " 2015-11-02\n", " 192.31\n", - " 2016-02-01\n", - " 178.06\n", - " -14.25\n", - " -5072.19\n", - " 356\n", - " 53510.73\n", + " 2016-01-04\n", + " 184.84\n", + " -7.47\n", + " -2719.49\n", + " 364\n", + " 57289.72\n", " \n", " \n", " \n", - " 14\n", - " 2016-04-01\n", - " 191.24\n", + " 15\n", + " 2016-03-01\n", + " 182.16\n", + " 2018-07-02\n", + " 262.52\n", + " 80.36\n", + " 29652.94\n", + " 369\n", + " 86942.66\n", + " \n", + " \n", + " \n", + " 16\n", + " 2018-08-01\n", + " 271.21\n", " 2019-01-02\n", " 244.10\n", - " 52.85\n", - " 17547.49\n", - " 332\n", - " 71058.22\n", + " -27.12\n", + " -9680.11\n", + " 357\n", + " 77262.55\n", " \n", " \n", " \n", - " 15\n", - " 2019-02-01\n", - " 263.49\n", + " 17\n", + " 2019-03-01\n", + " 273.60\n", " 2019-06-03\n", " 269.07\n", - " 5.58\n", - " 1713.16\n", - " 307\n", - " 72771.38\n", + " -4.53\n", + " -1439.82\n", + " 318\n", + " 75822.73\n", " \n", " \n", " \n", - " 16\n", + " 18\n", " 2019-07-01\n", " 291.15\n", " 2020-04-01\n", " 246.15\n", " -45.00\n", - " -12779.73\n", - " 284\n", - " 59991.64\n", + " -13229.72\n", + " 294\n", + " 62593.00\n", " \n", " \n", " \n", @@ -339,28 +333,28 @@ ], "text/plain": [ " entry_date entry_price exit_date exit_price pl_points pl_cash qty \\\n", - "7 2004-10-01 83.00 2008-02-01 108.43 25.43 8723.04 343 \n", - "8 2008-05-01 110.17 2008-07-01 100.73 -9.44 -3192.29 338 \n", - "9 2009-05-01 70.42 2010-06-01 87.89 17.46 8435.49 483 \n", - "10 2010-10-01 94.62 2011-09-01 101.31 6.69 3002.44 449 \n", - "11 2012-01-03 108.04 2012-06-01 109.07 1.04 435.80 421 \n", - "12 2012-07-02 116.78 2015-09-01 174.38 57.60 22636.59 393 \n", - "13 2015-11-02 192.31 2016-02-01 178.06 -14.25 -5072.19 356 \n", - "14 2016-04-01 191.24 2019-01-02 244.10 52.85 17547.49 332 \n", - "15 2019-02-01 263.49 2019-06-03 269.07 5.58 1713.16 307 \n", - "16 2019-07-01 291.15 2020-04-01 246.15 -45.00 -12779.73 284 \n", + "9 2008-01-02 112.59 2008-02-01 108.43 -4.16 -1329.96 320 \n", + "10 2009-06-01 75.93 2010-06-01 87.89 11.95 5474.16 458 \n", + "11 2010-07-01 84.39 2011-10-03 92.56 8.18 3899.80 477 \n", + "12 2011-11-01 102.73 2012-06-01 109.07 6.35 2729.25 430 \n", + "13 2012-07-02 116.78 2015-09-01 174.38 57.60 23097.39 401 \n", + "14 2015-11-02 192.31 2016-01-04 184.84 -7.47 -2719.49 364 \n", + "15 2016-03-01 182.16 2018-07-02 262.52 80.36 29652.94 369 \n", + "16 2018-08-01 271.21 2019-01-02 244.10 -27.12 -9680.11 357 \n", + "17 2019-03-01 273.60 2019-06-03 269.07 -4.53 -1439.82 318 \n", + "18 2019-07-01 291.15 2020-04-01 246.15 -45.00 -13229.72 294 \n", "\n", " cumul_total symbol \n", - "7 27264.89 \n", - "8 24072.59 \n", - "9 32508.08 \n", - "10 35510.53 \n", - "11 35946.33 \n", - "12 58582.92 \n", - "13 53510.73 \n", - "14 71058.22 \n", - "15 72771.38 \n", - "16 59991.64 " + "9 24808.62 \n", + "10 30282.78 \n", + "11 34182.57 \n", + "12 36911.82 \n", + "13 60009.21 \n", + "14 57289.72 \n", + "15 86942.66 \n", + "16 77262.55 \n", + "17 75822.73 \n", + "18 62593.00 " ] }, "execution_count": 7, @@ -422,48 +416,48 @@ " \n", " \n", " \n", - " 2020-04-17\n", - " 69991.64\n", - " 69991.64\n", - " 69991.64\n", + " 2020-06-02\n", + " 72593.00\n", + " 72593.00\n", + " 72593.00\n", " 0\n", - " 69991.64\n", + " 72593.00\n", " -\n", " \n", " \n", - " 2020-04-20\n", - " 69991.64\n", - " 69991.64\n", - " 69991.64\n", + " 2020-06-03\n", + " 72593.00\n", + " 72593.00\n", + " 72593.00\n", " 0\n", - " 69991.64\n", + " 72593.00\n", " -\n", " \n", " \n", - " 2020-04-21\n", - " 69991.64\n", - " 69991.64\n", - " 69991.64\n", + " 2020-06-04\n", + " 72593.00\n", + " 72593.00\n", + " 72593.00\n", " 0\n", - " 69991.64\n", + " 72593.00\n", " -\n", " \n", " \n", - " 2020-04-22\n", - " 69991.64\n", - " 69991.64\n", - " 69991.64\n", + " 2020-06-05\n", + " 72593.00\n", + " 72593.00\n", + " 72593.00\n", " 0\n", - " 69991.64\n", + " 72593.00\n", " -\n", " \n", " \n", - " 2020-04-23\n", - " 69991.64\n", - " 69991.64\n", - " 69991.64\n", + " 2020-06-08\n", + " 72593.00\n", + " 72593.00\n", + " 72593.00\n", " 0\n", - " 69991.64\n", + " 72593.00\n", " -\n", " \n", " \n", @@ -473,11 +467,11 @@ "text/plain": [ " high low close shares cash state\n", "date \n", - "2020-04-17 69991.64 69991.64 69991.64 0 69991.64 -\n", - "2020-04-20 69991.64 69991.64 69991.64 0 69991.64 -\n", - "2020-04-21 69991.64 69991.64 69991.64 0 69991.64 -\n", - "2020-04-22 69991.64 69991.64 69991.64 0 69991.64 -\n", - "2020-04-23 69991.64 69991.64 69991.64 0 69991.64 -" + "2020-06-02 72593.00 72593.00 72593.00 0 72593.00 -\n", + "2020-06-03 72593.00 72593.00 72593.00 0 72593.00 -\n", + "2020-06-04 72593.00 72593.00 72593.00 0 72593.00 -\n", + "2020-06-05 72593.00 72593.00 72593.00 0 72593.00 -\n", + "2020-06-08 72593.00 72593.00 72593.00 0 72593.00 -" ] }, "execution_count": 8, @@ -511,78 +505,78 @@ "output_type": "stream", "text": [ "start 1993-01-29\n", - "end 2020-04-23\n", + "end 2020-06-08\n", "beginning_balance 10000\n", - "ending_balance 69991.64\n", - "total_net_profit 59991.64\n", - "gross_profit 82725.65\n", - "gross_loss -22734.01\n", - "profit_factor 3.64\n", - "return_on_initial_capital 599.92\n", - "annual_return_rate 7.41\n", - "trading_period 27 years 2 months 25 days\n", - "pct_time_in_market 80.26\n", - "total_num_trades 17\n", - "trades_per_year 0.62\n", - "num_winning_trades 11\n", - "num_losing_trades 6\n", + "ending_balance 72593.00\n", + "total_net_profit 62593.00\n", + "gross_profit 97748.50\n", + "gross_loss -35155.50\n", + "profit_factor 2.78\n", + "return_on_initial_capital 625.93\n", + "annual_return_rate 7.51\n", + "trading_period 27 years 4 months 10 days\n", + "pct_time_in_market 80.00\n", + "total_num_trades 19\n", + "trades_per_year 0.69\n", + "num_winning_trades 10\n", + "num_losing_trades 9\n", "num_even_trades 0\n", - "pct_profitable_trades 64.71\n", - "avg_profit_per_trade 3528.92\n", - "avg_profit_per_winning_trade 7520.51\n", - "avg_loss_per_losing_trade -3789.00\n", - "ratio_avg_profit_win_loss 1.98\n", - "largest_profit_winning_trade 22636.59\n", - "largest_loss_losing_trade -12779.73\n", - "num_winning_points 229.71\n", - "num_losing_points -73.69\n", - "total_net_points 156.02\n", - "avg_points 9.18\n", - "largest_points_winning_trade 57.60\n", + "pct_profitable_trades 52.63\n", + "avg_profit_per_trade 3294.37\n", + "avg_profit_per_winning_trade 9774.85\n", + "avg_loss_per_losing_trade -3906.17\n", + "ratio_avg_profit_win_loss 2.50\n", + "largest_profit_winning_trade 29652.94\n", + "largest_loss_losing_trade -13229.72\n", + "num_winning_points 265.85\n", + "num_losing_points -110.09\n", + "total_net_points 155.76\n", + "avg_points 8.20\n", + "largest_points_winning_trade 80.36\n", "largest_points_losing_trade -45.00\n", - "avg_pct_gain_per_trade 13.90\n", - "largest_pct_winning_trade 49.32\n", + "avg_pct_gain_per_trade 14.37\n", + "largest_pct_winning_trade 124.53\n", "largest_pct_losing_trade -15.46\n", "max_consecutive_winning_trades 4\n", - "max_consecutive_losing_trades 2\n", - "avg_bars_winning_trades 426.64\n", - "avg_bars_losing_trades 70.67\n", - "max_closed_out_drawdown -33.69\n", - "max_closed_out_drawdown_start_date 2020-02-19\n", + "max_consecutive_losing_trades 4\n", + "avg_bars_winning_trades 459.10\n", + "avg_bars_losing_trades 59.56\n", + "max_closed_out_drawdown -35.09\n", + "max_closed_out_drawdown_start_date 2018-09-20\n", "max_closed_out_drawdown_end_date 2020-03-23\n", "max_closed_out_drawdown_recovery_date Not Recovered Yet\n", - "drawdown_recovery -0.09\n", - "drawdown_annualized_return -4.55\n", - "max_intra_day_drawdown -35.22\n", - "avg_yearly_closed_out_drawdown -9.99\n", - "max_yearly_closed_out_drawdown -33.69\n", - "avg_monthly_closed_out_drawdown -2.85\n", - "max_monthly_closed_out_drawdown -30.96\n", - "avg_weekly_closed_out_drawdown -1.13\n", - "max_weekly_closed_out_drawdown -17.95\n", - "avg_yearly_closed_out_runup 19.16\n", - "max_yearly_closed_out_runup 55.58\n", - "avg_monthly_closed_out_runup 3.50\n", - "max_monthly_closed_out_runup 17.33\n", - "avg_weekly_closed_out_runup 1.31\n", - "max_weekly_closed_out_runup 17.33\n", - "pct_profitable_years 73.32\n", - "best_year 53.20\n", - "worst_year -24.68\n", - "avg_year 9.17\n", - "annual_std 12.78\n", - "pct_profitable_months 55.51\n", + "drawdown_recovery -1.51\n", + "drawdown_annualized_return -4.67\n", + "max_intra_day_drawdown -36.66\n", + "avg_yearly_closed_out_drawdown -9.98\n", + "max_yearly_closed_out_drawdown -33.64\n", + "avg_monthly_closed_out_drawdown -2.87\n", + "max_monthly_closed_out_drawdown -30.92\n", + "avg_weekly_closed_out_drawdown -1.14\n", + "max_weekly_closed_out_drawdown -17.92\n", + "avg_yearly_closed_out_runup 19.49\n", + "max_yearly_closed_out_runup 55.66\n", + "avg_monthly_closed_out_runup 3.54\n", + "max_monthly_closed_out_runup 17.30\n", + "avg_weekly_closed_out_runup 1.32\n", + "max_weekly_closed_out_runup 17.30\n", + "pct_profitable_years 70.49\n", + "best_year 53.28\n", + "worst_year -24.64\n", + "avg_year 9.24\n", + "annual_std 13.35\n", + "pct_profitable_months 55.11\n", "best_month 15.44\n", - "worst_month -30.96\n", + "worst_month -30.92\n", "avg_month 0.68\n", - "monthly_std 3.49\n", - "pct_profitable_weeks 48.04\n", - "best_week 17.33\n", - "worst_week -17.95\n", + "monthly_std 3.52\n", + "pct_profitable_weeks 48.09\n", + "best_week 17.30\n", + "worst_week -17.92\n", "avg_week 0.17\n", - "weekly_std 1.87\n", + "weekly_std 1.90\n", "sharpe_ratio 0.61\n", - "sortino_ratio 0.67\n", + "sortino_ratio 0.68\n", "dtype: object\n" ] } @@ -620,7 +614,7 @@ "output_type": "stream", "text": [ "1995-01-27 00:00:00 BUY 212 SPY @ 47.11\n", - "2020-04-23 00:00:00 SELL 212 SPY @ 279.08\n" + "2020-06-08 00:00:00 SELL 212 SPY @ 323.20\n" ] } ], @@ -645,12 +639,13 @@ "ExecuteTime": { "end_time": "2020-02-17T00:14:29.867093Z", "start_time": "2020-02-17T00:14:29.559972Z" - } + }, + "scrolled": true }, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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\n", 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\n", "text/plain": [ "
" ] @@ -744,22 +739,22 @@ " \n", " \n", " annual_return_rate\n", - " 7.41\n", - " 7.30\n", + " 7.51\n", + " 7.88\n", " \n", " \n", " max_closed_out_drawdown\n", - " -33.69\n", + " -35.09\n", " -56.45\n", " \n", " \n", " drawdown_annualized_return\n", - " -4.55\n", - " -7.73\n", + " -4.67\n", + " -7.16\n", " \n", " \n", " drawdown_recovery\n", - " -0.09\n", + " -1.51\n", " -1.42\n", " \n", " \n", @@ -769,23 +764,23 @@ " \n", " \n", " worst_month\n", - " -30.96\n", + " -30.92\n", " -31.38\n", " \n", " \n", " sharpe_ratio\n", " 0.61\n", - " 0.46\n", + " 0.49\n", " \n", " \n", " sortino_ratio\n", - " 0.67\n", - " 0.59\n", + " 0.68\n", + " 0.62\n", " \n", " \n", " monthly_std\n", - " 3.49\n", - " 4.60\n", + " 3.52\n", + " 4.62\n", " \n", " \n", "\n", @@ -793,15 +788,15 @@ ], "text/plain": [ " strategy benchmark\n", - "annual_return_rate 7.41 7.30\n", - "max_closed_out_drawdown -33.69 -56.45\n", - "drawdown_annualized_return -4.55 -7.73\n", - "drawdown_recovery -0.09 -1.42\n", + "annual_return_rate 7.51 7.88\n", + "max_closed_out_drawdown -35.09 -56.45\n", + "drawdown_annualized_return -4.67 -7.16\n", + "drawdown_recovery -1.51 -1.42\n", "best_month 15.44 23.07\n", - "worst_month -30.96 -31.38\n", - "sharpe_ratio 0.61 0.46\n", - "sortino_ratio 0.67 0.59\n", - "monthly_std 3.49 4.60" + "worst_month -30.92 -31.38\n", + "sharpe_ratio 0.61 0.49\n", + "sortino_ratio 0.68 0.62\n", + "monthly_std 3.52 4.62" ] }, "execution_count": 13, @@ -810,7 +805,7 @@ }, { "data": { - "image/png": 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0NjGT1CDOspOkjmjqGDNJkqQBx8RMkiSpIUzMJEmSGsLETJIkqSFMzCRJkhrCxEySJKkhTMwkSZIawsRMkiSpIUzMJEmSGsLETJIkqSFMzCRJkhrCxEySJKkhTMwkSZIaYvG6A5A6LU/Khf/m8dF3gUiSNAdbzCRJkhrCxEySJKkhTMwkSZIawsRMkiSpIUzMJEmSGsLETJIkqSFMzCRJkhrCxEySJKkhTMwkSZIawsRMkiSpIUzMJEmSGsLETJIkqSFMzCRJkhpi8boDkPqVzLojkCR1MVvMJEmSGsLETJIkqSFMzCRJkhrCxEySJKkhXjUxi4jvRcSKLY9fGxHXtjcsSZKkgac3LWb/B9wYEe+IiIOAq4EzFuVFI2KPiJgaES9FxJg5njsuIu6NiHsiYqdFeR1JkqT+5FXLZWTmORExFZgIPAJskpl/X8TXnQLsBpzTujEi3gDsBWwEDAGuiYj1M/PFRXw9SZKkxutNV+YHgfOADwHnA1dExKhFedHMvCsz75nLU7sCF2bmc5n5V+BeYPNFeS1JkqT+ojcFZt8HbJWZDwM/jIhLgO8Ao9sQz9rA71seT6u2SZIkdb3edGW+Z47HN0XEq7ZiRcQ1wJpzeer4zLy09yHO8+ePA8YBrLPOOov64yRJkmo3z8QsIo7JzC9ExJnA3NahOWJ+Pzgzd1iIeB4EhrU8Hlptm9vPnwBMABgzZozr5EiSpH5vfi1md1X/T+pEIJXLgAsi4iuUwf/rATd18PUlSZJqM8/ELDN/HhGDgJGZ+cm+fNGIeC9wJrA68IuIuDUzd8rMqRFxEXAnMAs41BmZkiRpoJjvGLPMfDEi3tzXL5qZlwCXzOO504DT+vo1JUmSmq43szJvjYjLgB8D/+rZmJk/bVtUkiRJA1BvErPBwKPAW1u2JWBiJkmS1Id6k5idm5m/bd3Qju5NSZKkga43a2We2cttkiRJWgTzq2P2RuBNwOoR8YmWp1YABrU7MEmSpIFmfl2ZSwLLVfss37L9SWD3dgYlSZI0EM2vjtmvgV9HxPmZeX9ELJOZz3QwNkmSpAGlN2PMhkTEncDdABExKiK+0d6wJEmSBp7eJGZnADtRSmaQmbcBb2lnUJIkSQNRbxIzMvOBOTa5TJIkSVIf600dswci4k1ARsQSwMd4eYFzSZIk9ZHetJgdDBwKrA08CIyuHkuSJKkPvWqLWWY+AuzdgVgkSZIGtPkVmP3a/L4xM4/o+3AkSZIGrvm1mB0MTAEuAh4CoiMRSZIkDVDzS8zWAvYA9gRmAT8CLs7MxzsRmCRJ0kAzz8H/mfloZn4zM7cD9gdWAu6MiA92LDpJkqQB5FUH/0fEpsD7gR2BXwKT2x2UJEnSQDS/wf+nALtQapZdCByXmbM6FZgkSdJAM78WsxOAvwKjqn//FRFQJgFkZm7c/vAkSZIGjvklZut2LApJkiTNOzHLzPs7GYgkSdJA16tFzCVJktR+JmaSJEkNYWImSZLUEL2pY3YHkHNsfgKYBJyamY+2IzBJkqSB5lUTM0pR2ReBC6rHewHLAH8Hzgfe1ZbIJEmSBpjeJGY7ZOamLY/viIhbMnPTiNinXYFJkiQNNL0ZYzYoIjbveRARY4FB1UNXApAkSeojvWkxOxA4LyKWo1T9fxI4MCKWBT7XzuAkSZIGkldNzDLzZmBkRKxYPX6i5emL2hWYJEnSQNObWZlLAe8DhgOLV+tlkpmntDUySZKkAaY3XZmXUspjTAaea284kiRJA1dvErOhmblz2yORJEka4HozK/N3ETGy7ZFIkiQNcL1JzLYCJkfEPRFxe0TcERG3L8qLRsQXI+Lu6uddEhErtTx3XETcW73eTovyOpIkSf1Jb7oy396G170aOC4zZ0XE54HjgGMj4g2UlQU2AoYA10TE+pn5YhtikCRJapR5tphFxArVl0/N499Cy8z/zcye4rS/B4ZWX+8KXJiZz2XmX4F7gc3n9jMkSZK6zfxazC4A3kmZjZmU4rI9EnhdH8VwAPCj6uu1KYlaj2nVtn8TEeOAcQDrrLNOH4UiSZJUn3kmZpn5zur/dRfmB0fENcCac3nq+My8tNrneMqyTj9Y0J+fmROACQBjxozJhYlRkiSpSeaZmEXEpvN6DiAzb3mV53eY3/MRsR+lRW77zOxJrB4EhrXsNrTaJkmS1PXm15X55er/wcAY4DZKd+bGwCTgjQv7ohGxM3AMsE1mPtPy1GXABRHxFcrg//WAmxb2dSRJkvqT+XVlbgcQET8FNs3MO6rHI4Dxi/i6XweWAq6ulnj6fWYenJlTI+Ii4E5KF+ehzsiUJEkDRW/KZWzQk5QBZOaUiNhwUV40M18/n+dOA05blJ8vSZLUH/UmMbs9Is4Fvl893htYpAKzkiRJ+ne9Scz2Bz4KfKx6/Bvg7LZFJEmSNEC9amKWmTOB/67+SZIkqU1eNTGLiPWAzwFvoMzQBCAz+6rArCRJkujdIubfpnRdzgK2A77Ly+PNJEmS1Ed6k5gtnZnXApGZ92fmeGCX9oYlSZI08PRm8P9zEbEY8KeIOIxSiX+59oYlSZI08PSmxexjwDLAEcBmwD7Avu0MSpIkaSCab4tZRAwC9szMTwJPU0pnSJIkqQ3m2WIWEYtXyyFt1cF4JEmSBqz5tZjdBGwK/CEiLgN+DPyr58nM/GmbY5MkSRpQejP4fzDwKPBWIIGo/jcxkyRJ6kPzS8xeExGfAKbwckLWI9salSRJ0gA0v8RsEKUsRszlORMzSZKkPja/xGx6Zp7SsUgkSZIGuPnVMZtbS5kkSZLaZH6J2fYdi0KSJEnzTswy87FOBiJJkjTQ9WZJJkmSJHWAiZkkSVJDmJhJkiQ1hImZJElSQ5iYSZIkNYSJmSRJUkOYmEmSJDWEiZkkSVJDmJhJkiQ1hImZJElSQ5iYSZIkNYSJmSRJUkOYmEmSJDWEiZkkSVJDmJhJkiQ1hImZJElSQ9SSmEXEZyPi9oi4NSL+NyKGVNsjIr4WEfdWz29aR3ySJEl1qKvF7IuZuXFmjgYuBz5TbX87sF71bxxwdk3xSZIkdVwtiVlmPtnycFkgq693Bb6bxe+BlSJirY4HKEmSVIPF63rhiDgN+BDwBLBdtXlt4IGW3aZV26Z3NjpJkqTOa1uLWURcExFT5vJvV4DMPD4zhwE/AA5biJ8/LiImRcSkGTNm9HX4kiRJHde2FrPM3KGXu/4AuAI4CXgQGNby3NBq29x+/gRgAsCYMWNybvtIkiT1J3XNylyv5eGuwN3V15cBH6pmZ24JPJGZdmNKkqQBoa4xZqdHxAbAS8D9wMHV9iuAdwD3As8A+9cTniRJUufVkphl5vvmsT2BQzscjiR1nTxpEUZ4jI++C0TSArHyvyRJUkPUVi5DktRQ6XwqqS62mEmSJDWEiZkkSVJDmJhJkiQ1hImZJElSQ5iYSZIkNYSJmSRJUkOYmEmSJDWEiZkkSVJDmJhJkiQ1hJX/BzDX0pMkqVlsMZMkSWoIEzNJkqSGMDGTJElqCBMzSZKkhjAxkyRJaggTM0mSpIYwMZMkSWoIEzNJkqSGMDGTJElqCBMzSZKkhjAxkyRJaggTM0mSpIYwMZMkSWoIEzNJkqSGMDGTJElqCBMzSZKkhjAxkyRJaggTM0mSpIYwMZMkSWoIEzNJkqSGMDGTJElqCBMzSZKkhjAxkyRJaohaE7OIOCoiMiJWqx5HRHwtIu6NiNsjYtM645MkSeqk2hKziBgGvA34W8vmtwPrVf/GAWfXEJokSVIt6mwx+2/gGCBbtu0KfDeL3wMrRcRatUQnSZLUYbUkZhGxK/BgZt42x1NrAw+0PJ5WbZvbzxgXEZMiYtKMGTPaFKkkSVLnLN6uHxwR1wBrzuWp44FPU7oxF1pmTgAmAIwZMyZfZXdJkqTGa1tilpk7zG17RIwE1gVuiwiAocAtEbE58CAwrGX3odU2SZKkrtfxrszMvCMzX5OZwzNzOKW7ctPM/DtwGfChanbmlsATmTm90zFKkiTVoW0tZgvpCuAdwL3AM8D+9YYjSZLUObUnZlWrWc/XCRxaXzSSJEn1sfK/JElSQ5iYSZIkNYSJmSRJUkOYmEmSJDWEiZkkSVJDmJhJkiQ1hImZJElSQ5iYSZIkNYSJmSRJUkOYmEmSJDWEiZkkSVJDmJhJkiQ1hImZJElSQ5iYSZIkNYSJmSRJUkOYmEmSJDWEiZkkSVJDmJhJkiQ1hImZJElSQ5iYSZIkNYSJmSRJUkOYmEmSJDWEiZkkSVJDmJhJkiQ1hImZJElSQ5iYSZIkNYSJmSRJUkOYmEmSJDWEiZkkSVJDmJhJkiQ1hImZJElSQ5iYSZIkNYSJmSRJUkOYmEmSJDVELYlZRIyPiAcj4tbq3ztanjsuIu6NiHsiYqc64pMkSarD4jW+9n9n5pdaN0TEG4C9gI2AIcA1EbF+Zr5YR4CSJEmd1LSuzF2BCzPzucz8K3AvsHnNMUmSJHVEnYnZYRFxe0ScFxErV9vWBh5o2WdatU2SJKnrtS0xi4hrImLKXP7tCpwN/AcwGpgOfHkhfv64iJgUEZNmzJjRx9FLkiR1XtvGmGXmDr3ZLyL+B7i8evggMKzl6aHVtrn9/AnABIAxY8bkwkcqSZLUDHXNylyr5eF7gSnV15cBe0XEUhGxLrAecFOn45MkSapDXbMyvxARo4EE7gM+ApCZUyPiIuBOYBZwqDMyJUnSQFFLYpaZH5zPc6cBp3UwHEmSpEZoWrkMSZKkAcvETJIkqSFMzCRJkhrCxEySJKkhTMwkSZIawsRMkiSpIUzMJEmSGsLETJIkqSFMzCRJkhrCxEySJKkhTMwkSZIawsRMkiSpIUzMJEmSGsLETJIkqSFMzCRJkhrCxEySJKkhTMwkSZIawsRMkiSpIUzMJEmSGsLETJIkqSFMzCRJkhrCxEySJKkhTMwkSZIaYvG6A1A/lVl3BJIkdR1bzCRJkhrCxEySJKkhTMwkSZIawsRMkiSpIUzMJEmSGsLETJIkqSFMzCRJkhrCxEySJKkhTMwkSZIawsRMkiSpIUzMJEmSGqK2xCwiDo+IuyNiakR8oWX7cRFxb0TcExE71RWfJElSp9WyiHlEbAfsCozKzOci4jXV9jcAewEbAUOAayJi/cx8sY44JUmSOqmuFrOPAqdn5nMAmflwtX1X4MLMfC4z/wrcC2xeU4ySJEkdVVditj6wdUTcGBG/joix1fa1gQda9ptWbfs3ETEuIiZFxKQZM2a0OVxJkqT2a1tXZkRcA6w5l6eOr153FWBLYCxwUUS8bkF+fmZOACYAjBkzJhctWkmSpPq1LTHLzB3m9VxEfBT4aWYmcFNEvASsBjwIDGvZdWi1bb4mT578SETcv4ghL6zVgEdqeu06edwDi8c9sHjcA4vH3XmvndcTtQz+B34GbAdMjIj1gSUpv5zLgAsi4iuUwf/rATe92g/LzNXbGOt8RcSkzBxT1+vXxeMeWDzugcXjHlg87mapKzE7DzgvIqYAzwP7Vq1nUyPiIuBOYBZwqDMyJUnSQFFLYpaZzwP7zOO504DTOhuRJElS/az8v+gm1B1ATTzugcXjHlg87oHF426QKD2IkiRJqpstZpIkSQ1hYiZJktQQJmaSJEkNYWImqRYREa3/S+pfBsrfbkSs28nXMzFTvzFQTgLz0i3HHxE9551lALILZyC1HOOAM8CPvSv+Rnur52+3m487IpYFjouIUyLiDR15zS48J/ZLERGtF6iIWCozn6szpqaKiPcCrwEeyMwr6o6nU3o+IxGxHbApZVmzv9Yd18KKiJOBGZn59YgY1F+LSffEHhHLAa/JzL9U2wO6M/HsERGLZeZLEbEaZW3kv2TmM63P1Rthe0XEEMq6zy9l5p11x9MpEbEJMBJ4ODOvrLZFN37WI2Jlyrreb6Iso3QtcEVmzmjba3bh77FfarnoHgisAKwE/Dwzb645tEZo+f0cBhwKXACMBZ4AvpyZt9YaYJu1XADfRFk54w+U478I+Fpm/r3WABdQlbS8HdgN+ExmPlRzSAul5X0ZCnwPeIrytzs+M69r3afOONspIt4InA3cSrlh+lFmfqfeqNqnJRHfjXIueoRSrP1e4POZ+VitAbZJyz32nxcAACAASURBVHG/HzgC+A3l73c6sF/PDUk3aU02I+L7wDrAP4FpwJWUBK3PbygHbJNzk1Qn7oyILYD9gYeBvYEXolih3gjr1ZKUDQLWAvbIzM8CHwemAudExAm1BtlmLRf2DwDHZub7KYnNa4ErIuKQ2oJbCNXJ7krgQeDHETES+lc3WEQsDuxYxfxJ4HfAnsAPgbMi4kcRMbwbk7KIeE1E7Fs9/H/ANym/g/8B3hURl1Qtu12n5UL8X8BxwCeAE4DlgV3qiqvdWo7748BRmXlsZq4H3AgcVV9k7RcRpwLPZuZbgM8Bf6V83s+MiDX7+vX6zUmwm7WcuD8EHEO5WN1atQK9FtizuggMSC3N48dRLnzrVdv/DHyVcqK4CrpzrEPLIPkNKXds20TEapn5p8zcGxgPDKoxxF5pOY5tI+KdlJi/Tqm+vQ284m+hPxgLfBE4s3r888x8NjPPpnR7PAV8qq7g2mwocGpE/JrSwn99Zj4CXE75e7wJ6Mh4nDpExBrA7Zl5U2Y+CPyRcg56V0Ss3I3nIYCIGAzcBjzbsvmzwLoR8dp6omqflmtPArdU235PuRGZAUxrR2/FgL3YN8Uc3Ry/Bd5PuUjtXG07FnghM2fVEV/dWrqKlgLOoLSYfT4i1sjMb2bms5SWCqD7xvO0tBYuAewLTAY2APaNiMnAbzPzsjn3rynceWp5H1egtPTtCOwOLE1JcNaIiNcBJwLPNPEY5pSZN1StQkdQ/l5Xioi/Aw9m5j+BA3tuqLqpO7P6jN0CDIuIDwHHA6+JiAMz8x/AAxHxFeD5lv0b/36+mogYDTydmfdm5j8iYrGIuBr4VGZOjoh/AStU733XiIi3ACsCl2fmzIi4C7igGlZyHfAOYJnMvL/OONulGjv6c+DbVb59UWY+WiXnV1f79Onft2PMajRH//U7gJspd9/LAmcBs4CvAVtk5lPddHJfUBHxReD5zDw+IrYBTgdeBE7LzF/WG137tCRmxwFLZeb4iNiF0iIzGPgHcG5/GdcSEWcCf8jM8yLi9cDfKceyEuWG5FvVRb/RqhbLR6rE7B+U3odjgZWBH1EGCE/vhoRkThGxcmb+MyI+DvySMsboS8BbgXMpYz6frzPGdoiIo4FzgI0p7/nfgAMprfg93XxfyMxfRj+ezDKn6nx7C/BOYJXMPCsi3gN8HvgTpTXpK5k5sVuOOyJel5l/iYixwCmZ+faI2JnyGd+F0pX5dGbu1ZbX78LzRr8REe8DXgKGA8My8xMRsTXlQrUV8ADwy8z8ebd84BdEayIaZfbT4cBtmXlhte1TlBPFMTWG2XYRsRJl7M6FmfmTattrgHcDK2Xml+qM79W0tJatB3wU+FJmPhQRi7e2BEfEMcDWwHub3EJcvR/voIwpOg7YMzNvrJ57L/Ax4M7M7Ffj/nqjGk+zL6W3ZX9gh8y8r3puU8qN5T8yc7fagmyjqvXkPEo31nWUMa6PAJsBd/TXSSyvpvrM70FJSgG+nZm3VOflh5v897qgqm7o3Smt98tTWkR/VL33y1Fm4T4PPJSZz7SjwcSuzHpNpjSFDqeMLyMzrweuj4ivZ+a/enYcaEkZvDzeKCI+APwEuB3YJyJWycxvZObpPft2eWviWEpXwqER8Tzw68x8GDg3IpaGZh9/S1yHUrr9HgZOz8xZVVdfVp/vZ4Gb+sFJ/gnKxfgk4F/A4Ij4j8z8c2ZeUnUxLwvd043XIzP/HhHXAz+gvF9DIuLZzPxHdaHentI93ejP5IKIMulocHU+fgsl8X4f8B5gFCVBuzEzH68vyr4XEUtSyr9MAw6gdOfdArwZ+GhEzAAuq26yuuZzXh3HjyNiVcrEjsMj4l+ZeTnwdNVy9nOqcXbt+IzbYlazqkl4V8od+O2UaccPRsSPgGO6td++tyLizcBE4PvAzyizEt8FfItyYXy8W04IrVq6MNesLoZrUU6OawL3AZMz81dNPyHOGV9EvJsy2P8e4KDM/GNtwS2iiNgdWJtSU+5vwGXADsDrM/PDdcbWDnMMvXgXsCqwD2Xg+9coCcsKWSakdI0oNbvWofRkvDkzt6q2/yflfLQp5Ubj/+qLsu9FxAaUc+1WwKqZuXW1fVVKQro9cHNm/qy+KPvWHGN6t6ZMYnkvpWX8bkpCdjKwbjsbS5yVWYOoSgJU3ZM/y8z9M3MN4A7g3oi4ElhsoCZlVVNyjxspsw7HUMYhfYUySWJYZv6zyUnJomg5ro9Fmfm2YWaeBlxImQDxvohYtsnHP8eFfIeIeBswNTPXBK4H7oyIs6rnGz+rtFVErA1MocwqPZ4yJOEjlEkA36326aqZeS3v5QjKGJsfUC5a/6CM+VyTUjaiX5U96YUnKTfORwBXR8SQiFg+M+/OzM8AX6Cck7rNdEq9rl2Af0TEHtXYykcpdRSv7aakrNLzN3sqMCIzn87M7wEbUc5Zo4D9s9Rza9s5yxazGlUDukdQ7ji/n5l/jlKocnNgYjXAtiu6AxZG1Zq4GqV1bHfKyfGEqkVxrcyc3u1j76qWsrcBe1HKqJxCGTC/fmZOaXKLWcvYsuOBDSnjM57LzD2r518DjMnMK5p8HD1ajuedlDIZN1IGPv8iMy+OiBWBJbJMCmj88SyIlmMfR6nfdDtlDOzvgJ8CSwGDsksnKVWtY/tSbg5nUSZ3/J5SWPekzLy9xvDapmo52h14jnIeeo5SEuUw4IzMnFhjeH2qpbXsPyirqoyq/qYPprSMnwY82omhFiZmHRYvV08eR+n2+AGlevt1wDXA96rxQwNadUL4APBGSlP6d6uvl6AUtHy2my58PeZ2Qa9+F2tTmtO3As7OzK/XEd+CiojVKTcZIyLi58AlWWZk7gD8PjOfrjnEXpmj9e9rlL/VuyiDvrelfC5/lJn/W1uQbdJywVqccpN0avXUtpRaZUEppXBNTSG2RUsyulRmPhdlzcRZwH6UGcTPA//R08XXLVqOeznKzO8hmXl7S9fmZpQu664sphsRB1OuNedTSvsMo/RmTc/Mb3ciBgf/d1hLE+hBlAGkH6F01d1N6aZ6DWXaveAKSkI2lNJFNJUyPX14dum6dC0X/xOA1wMfz1IX6b6I+AYlAbijxhAX1IrAL6vxWEtm5nnV9s9R7kQn1xbZAmh5Xz5Caf07OUsto+mUkgFvo1zEuk7LjcLhwGjK+qaPR8S9lHFXO1K6+7pKS6vfFyPiOWB1SnfWDyjjXVegLM8z+4a7lkD7WMtxnwv8BXhHRPwB+K+sZoBXSVtXHXeLCyiF3c+lzMg8JiI+Q+nJ6khi1k3jABqvZ9xF9UE+BHiGcmL7fGZeQukS+FW1b1eNT+mNnj77atbLjyl3LGdRZgGdm5knUO7e7uyyMSzAK45/KUrLxHLAbyPi4Oq5MZTZYb+uMcxX1TKGchXgz8DTlPfxZ9X2TwD3Zma/SMrm8A9gE2BiRKxfjUGZDEzIlkK/XWoS8ALlM/meLH4LfDEzb6o5tj7V8hl+N6Wg88WUGZlvpNQy2wH4a5bVDrpm1nzPdac67pUo4+depLQOXhUR34hS/f8Z6J7j7lG1Dj8JfJlSP/THUeotfoAy6L8j4yftyuyQlubh/6QMYH8nJTE+E1gGuB/YMjPfVmOYjRAR91BaU56j1Ix5D6WLt9EJyaKoEq8NqqTzKsosr4lRyg+MpyzvsyJlncz/6w/jeCLiREpr0jXA0ZRZfGOo1pmrxlT2h+OYW/fyMcCngUuAj2bmzFqC65CW89fSlLGeHwMepSzWflu90bVPNTllAuXmcFPKOKMLKC1JB2fmUzWG1zYRcSxlNvxmwCaZOa5qsd8EeGc1AaDrRcTyVDULM/PcTrUQ2pXZIS0Xn32Aq6rHL0XE2ZTEYz3K7K5ubR7ulYhYn1Kcc2L1eGnKHeuHIuImYGY3ji2jJC37RsRWlET9BoDMvBa4thqQ+khmPlElCk1PZhanlJB4P6UL+kRKN/3KwN+q4+gPSVnPmNDhlOEHK1AGvV9IaTn5CaV19111xdguLcc+llI/cG3K7MMbKcMwPkWZlNJViVlLEroBpZX3L5Qbi/GZ+dfqxvGibpvo0HLcb6FMbpgK7EaZ5NDjpKoLv+uuUXO7Aave459nZkdbCG0x66Aoi7xeQfnAfzAzn6u2L9Xz9UAUZY3EZ7LU61oa+AWlC+z0qlXlzcCnu3WwaY+q1ewyymDTn1KKN94SZWbmWzPzB7UGuBCirKe3O2Wsxu9fbf+miojrKOOLnqR0521EGXNzf0Qsk6UCeNddrAAiYgqlHMaylO714ZThF9NakreuSFBaJjosTxlLtk9mPhkRn6WUjfgO8LHMfF2tgfaxluNejnKN2iPLeqC7UsZB3wm8LzPXrTXQPtZy3POcRd2SsI6hDMFoeyHhrhun03BPU1oOlqUsArsbwEBOyiqnAd+IiLdmWZT8g5RWic9FxE8oA8XPhf5X76o35hh7eBRlkOnSlMXaP0qZtTuyvggXTERsExH7VA/PoXT9bNVfxwVWLSeRmSdl5pcpSfPzlMHwULrcu268DUB1MbovM7+fmecA36MsU3NEayLaDUlZpWds7/aUlvsnATLzRMoN4+qU8UZdeS4CdgLuz7IYPZl5KSVB/Q0lMe1pDe8KVVI2BDg1IgZFpef5OXonLqDMym07W8xqEBHrUBZD3QlYEjgsM6fXG1W9IuIUSl/+XyiJ2guU5GRTYFJm/qHG8Nqm5W5sBUp9qOWBpzLzMxGxLWXG28OZ+dVq/0bXx6oGBn+Slxcmv5YyaHpr4H8y8yM1hrdQotRb+znwQ+BrLd1cX6Gs69l1C3b3qFprL6Yko9/JUqNtc8qqJLvXG117VMd8B6WA8N6Z+WDLc43++1sUEbEyZU3edSkrOVyVmX+vN6r2i4iNKON4v5WZV87xXM/5+QRKuYxvdSSmLv2MNV51AVsf2Dozz6o7nrq0fPDPpayhuBmlJMSVwPnZUtOtG0+KLU3pZ1EGUz8JvCszt5mza6y/dBdFxMpZiiOvS1mlYBXKmKSvZeYf+sNxzPlZi4itKfXzkrJe4K6UZbFO7Q/HsyiqG4S3U1Y3mEWppXd+Zn6nW489yoLs44EhwGlZZs13vWq4Tc9i5XdQxhRO6Wk57BZz+fvenXJD+aUsxaIHURrUXopS9P2HwLaOMRsgImLJbr7j7o0oFf6Pzsw3V4/fTKlf9iywV2ZOqTO+douINYELM3PbKMtxfTMzfxYRh1DGNDS6aGnLOKMtKQuVD6Z0RU+kVMXvVxfulpuFFSnrkz5ImV26JqXQ7/aU5Wh6ute75oah5b18LbA/ZTbwzyi121ahTMS5NTN/XGOYbdWabEbEB4BjKIvV75llQe+u1Po5jog3UcaGrkOp8N9V64D2iIhtsprtHxG7UOr0fTlbZllHxHmUlXmu61hcXXI+abxXu7OMiB0z8+pOxtQUUWZ9nUiZ+fS3zHw2It4KfILSVfRCrQG2WUSsAXycUg5jmczcNyKWpCx7877MnFprgL0UEbcBn6dcxJYGtgPOy8wbaw1sIVUn5FUoLbh/otTx+nVmPtCyT7e2GF1HWQ/xDZSaVT8Brmvt2uqmhHROc2mtPpGSoHRleYwec36eI+K9wJXV2N+uEBFDMvOhiHgj5ZqzHqW7fmNKS/iVlOFF91X7D+/5ulP65WDc/qRlYPdLPYML53wuIk6inAAHjJ7fQ5TifX+kzMLcDxgdEZsARwIXZOYL3TjItuW935VSQmUyZcxhRql193XKGI+p/WHQfBXz3zLzgmrA8JWUNT33jYglWj/3TdbyuVwRWCwz35NlNvBtlHGh4yNii579uykpa/lMrkAZ+H5UZr6dMuB/T+C7ETF7Ekq3JmXw8kSOnnNPZn42S+mEJeuNrL1aWgp7rluXVDfKy9YbWd+oemN+HBF7A//MzN0oJV9+SymC/QVKncUder6n00kZmJi1Rbxcwf1NwGci4nsRsXZmvliNJ1q8uiN7qerG2olyIR4wqt/DcsBnKRe8YygVpg+n3MXMyMwLqn27arZb1dLQc0F/N3Bz1TW0O/A4ZQDu3VR17fqJ+4BVIuLLEbF6linll1CWz3qhv1zEW+LcHFghypq2ZFkj7wTK5JT7awqvbeb4TO4JbFS1EpGZP8vMXYFLKcfflVqS8tnXxapbt/U6uWeUtWu7TmvDQXVtaj3u46vzdb+WZaWKr1Jm1h4bEW/LzKmZeU1mXpeZnwa+ARwSEZvVFaddmW0UEXdR3uQRlKz8m5l5bPVcz6Dvc4HvZuZvagy1NlEKqn6Zsoj7CZRCq49RWiuen7NLoZtExIeAj1KKlZ7dM9awddxhk7uLWsZibUGpc7QWZS3TIZSJDBtTPtvf7g9dfi3HcwBlvdpLKTdNf6IU1pzasm9j35eF0XI++jTlZuESYBSlfMR3smW2Wjcde8txDwLWAB7Pqphoyz494+7GAetn5idrCbYPtRz3cpSuvPuyrMnb+nfQc9wHUo77mFqDXkRzjB1cAjiM0nV5C2UNzD9nVY+QcmM8JjOfqCNWW8z6WEt3wPbAbzPzzCwlAjYFNomIlyJiRPVHMQJYZyAlZS13pWOirJk4k1If5wngI5n5cGbO6klMujUpq9xCmZL/bsqd+BoRsXi2TAZp6gWw5eS9MaVsxDLAvZRJG9+jJGanVi1N/aLLryXGscC+1YVoe0rSeWlEnNaybyPfl4Uxx0V6dWC/zPw8Zdzn9cAnI2J8z/7dcuxV4pFVy8gPKK3234xSXLZnn8Wq5GRJylCLE+uJtu+0HPdYys3HMcDUns939XcdLcd9AHBSjSH3iZakbDjlxv+/KTOtZ1GWRjw0Ipaorjlb1ZWUgS1mfarlBLc88EVKdfDPURK0J6p9tsuXlxtaFXg+u3xA6dxExKmUwf1/oNQs+xuljtnXM3N8jaF1XJRZqQdRWgovpAy27RcJaURcQJmh+K2WbYOBF1rG6fSbFpYo0+Y/Thlz8tWsalhFGfe4Upb1S/vN8SyIiPg4ZY3a71PKBjxbvZcjKS1Jf+rGY4+IXwFfopQEGZSZB0dZGu7vlJqCGRH/BdyRmT+sMdQ+FWVN3h9m5vlRZuF+G7g9M49suZZ9vtrW71YdmZsoha8/Qblx/F/KON7bq1b/9TPze01o3e+aCr4N8yHKAMKZlDX0Vo2IScCfWpKyyAGyEGyPeGWl8BMi4gZKgd2HKd0ID1NKZAwIPSeALKUxLgOOo9yp/aLu2HojIpahVMB/tHo8OMs080MoM0qvgX7XwvI7SomAscDeEfFbYGq2FDjuZ8ezIM6krGKwB7BcRHyfcuw39+zQbcceZfLRnzPz8mpMXc+KFQcCv6wS8TWBLShDLbpCRKxCWYnmVwBZlhb7IGW1lVWzrIe5ItUqNfVFuuiiTFh5O2Uc916U93YV4G3AwRFxJ3Bxvjx7vPbPuC1mfaSla+c/gQmZ+ZZq+/6UqufPU4oy9tv1AvtCdQf+P5QxLCsDY4C7gG+3thw24a6lU+YY+7B4ZnZk2Y++UI3H2pZSv2wmMJRS7X9MZj5WY2iLJMpSRO+nfEZvp/xNPzP/7+q/5vgMDqMsDTaKsm7iV/pLC+6Cqno3vg5sCfw0M4+LiNGUZGSzrMpERFU0ucZQ+1zVCrg+pT7bi9WwhO8CW+TL6zgv098/91HGMR8OLAUslWWmcc+1aDdK48mZmfm7+qJ8JROzPhYRR1OWozk4q/XGoqzFdQClptNDdcZXp5bBpJ+k3IklZXD1lsCvKQsGd+Xvp2oqv7enlXTOLqFq7N2gzJwVZQmg1zUxiW+5AVkcWDPLQtZnAG+kJNhDgJ9l5jeiH07cmPOGICL2BFbNzG9Uj7uuK69H9RmMlgRtO8oY2O/UG1nfmsvf3obAp6qHd1NuNC6tPsP96kZpfuZIvgdRxph/hTIL92eUSQA/zMwJ3XTcABGxHmVo0X9RxsKe1tNCFhFr9Fyrm8LErA+09McvTSn/MBb4JaWW0z3ZUpyvm0/s89JyMV+GUhJjtZaxO+tQZibOyrJQcNepxm+cSKnV9jvg/+Y3/ioifgycmJl3dzzY+Wh5H1enrKW3CrBkZm5XjcFakVLL7C/V/v32sz7HRWzAtN7C3I+3Wy7ULZ/h11C6tBajdOk9RpmAtB0lKZtYY5h9ruW4h1HG0/0DmAacQ1mfdzRlqM09NYbZp6objRUz8/GqMeAGYAZlJubWwFRKpYTGlb8xMetDEbFTZl4VZZbPRyizPW4AfpeZf643uvpVY1amU7pI7qB0X06pnlsyS3mMrrsIRpnZ9EbgnZQlfa4Hrs+WpaZ6LnwRsRPwwczcZ+4/rX4RcTale+9u4L8zc3SUoqTPZeZz/S0hi7J481NzSzxa3pfhwCbZJWsmttxMrpjzmH0WZYbaC9X5bJXsopVJIuKHlPF0D1FqB65FmexxX8s+/epz3BtR1uQdRBn/uRFlia2JlFbuGXXG1teqv9njgRWAYZn5pmr7apQu3PcDD2Xm5+qKcV4sl9FHImIUcFBEfI2y2O9HKAMr9wJeU2NotaruWoiI3YCVgLMp45CWBL4REadXLWmzoH+UVVgQVXfe85SSC5sAy1FKMHwwIvaIiLUAWpKC4ymzAhspIlaifJ6/T5ms8JnqqU9QBv33iwHiEbFCRPxHlJnRX6CU+5hzn2h5X75KucPu96oL09rVmKLvVd3Sc+4T+fJSaGcBt3YyxnZoORdtSln6bL8sBUV/Rlnf9cDW/frD53hBVAn2M5l5cGZeTBlPdiHlpnHPWoNrgyrJPgN4C7B6lFVWyMxHqErgULpyZ5e5aopGBdPP/YVSIuMvlAvr0ZSiqXtl5g11BlanlpPbJsCnKa1Gv8nMwynNyv8JLN5tCVmPljFWX6B0kbyb0q05k9Lt/ckqOSAi9qUs+t3kO9dlKZ/r71G66S+rxqvsQem6n31ha7jXA++lTEJZJTOfnMs+PRfy91BWovhjB+Nrp40og6G/Tel6nlsXZU89xkMpn9smfyZ7peVctDmwU0R8uNr+R0rivW1ELN9NCVmU5dB6rvPvBY6KiC8BZOZfKX+zXwHOq/bvD3+7C+IvlDptHwM+HhFXRsRGlBvg1/dMcmja9cfEbBG03IGtkZlPVYMJL6Sc7HejXLz6/TIWCyteLra7OXAVZdBlz4KxUMZ0nJ2ZTzbtjqUvRaky/QilG5PMvCszT6J0B/4xXy6bci9lFYRGaXkfPwCcBtwIrAlsWV3cfgpcnpl3VV3R/eHCdgfwT0rh5+kR8cFqEDgRsVFEbNBysj6OcqPVFTLz15TVDNYAXoqI3arB0UTEWyPitVkm6SwPfJgGfiYXVMtneFdKzcQTgf8XEd+OiHcC+wNXZ1kPs5vW5v0UMLRqAT2BMjHt7RFxT0TsmJnPZ+aUrGZe9pO/3flqea8HUc65/5uZV1DGll1LuUZvAkyoLchX4RizRRQRQyl/6N8EDu35YFd3JVMy8/waw6tNyxiWlYCfALtl5hMRcTClgvbVwN6Z+bo64+yUiHgDZZmf31KSgj9SurrflpnTawyt1yLie5Tlea6pHh9LaUG7kXJRe74/jMtp+WyuTVkCbARlZvDTlOT4BOA9WQpP7kUpLPvN+iLue9XN0gzKYPftKeewvwKnAxtnmW17JOXG4Yr6Il10Le/3UpS/uf0y854oZTE+SKk7eTuld6Pftwy2iogtM/P3EXE+cElmXlptP5AygefnmdlV3Zjx8kSHMyiTGjYBzgXOyMwHqoRtlcycEQ2dOW5itogi4nXAM5TaXFsC4yldPZcD21QnuMZfrNolIvag/B4Oa9l2MGXg7U2ZObWpfxyLIl4uDTKcMlsxKCeI1wFbUcbUXZWZX4p+MOEhyhJjJwJPUdaNvKXaPvuz3R8+5y3vyzsoyy7tWW1/LaWrZy3KahwnVts3oMxWa/T70xstx34AMDozj6i2rwLsTUlS/5aZPd1aa2bm3+uLuG9FKaC6X2Zu37JtWcos+p0of5fjM/PamkLsU/HK0jaHU1ZWuQf4VlYFkyNiTGZO6g/noN5oScKHARdm5pujFAj+HKUL/1Lgi9my7F0TmZgthCgF6x6jjFX4f5n5jmr7Wyn99XcDN2fml7vlA78gImL16m5kOUp9spcoXUG/z1IZvqu1nByWpXRrT6d04X4UeJCSlA3uuej1k4RmdUrrytaU5GwqZazgA7UGtpAi4jbgyCyV3fek1F87J8sixj3vX+PflwUVpajmVGAHSrmEcZQWw09ly+zMbjtvVcd9CGXps99SyiRMqp4bRJnQsjVwTfbjwsg9opQDeZIy+/CzmblrlaB8kjIr/mbgy9mlq89ExEcoaxDvm2WwPxHxFkqL8AHZsFJEczIxWwgRsSVl/NgQSmmDn0ZV7mEu+3bdyX1+qnEpJ1BmvfyEMlX5cEqF/58Bl1GmKHdVC9ncRMQXgQcoU9MvyFJWYnlKYdY/1RvdwomyssVOwLqUVs/P97cLWZRZecdl5h4R8RlgQ0pL5m8pCUqj76YXRdXyOY4ya/z/t3fe0XaV1fp+XkgIEC79J4bQFLgoIblIR0SKNFGaQRABL6jgALyGIopcQiCASA2KIh25dASkC4gIoUgxdEILXVoooZdQ3t8f89vJ4hggxBzW3mvPZ4wzcs7aX8aYa++11zfXLO/cg4iS9SUeGIY3yRnrSYkcDSFqjQYSgsjnuOhYNckZlbQB0ZCzJFH/uU/lteWJyQ4j3CDdshYK6Z5hRDfmP4i6smtdCv3LmrbelxtbcN2bOBTZdyaGoB4saRQwC4Ckk1uFtGVt2374vcTshHjhYMJBm8/2L8rvqxIO7aD6zPt0UBT8v0fUruxXfiCGRP+sLrumFWmShMB9tn9NpATGtJwydVbzxhPAZyQ9Qoxp2YaoNVq8iU5ZpRj6M0Qd3QxE8f+ThJN2CvCFpjglLVpF/JK+KGk9YmzYvcBI4gFxSWDN1vomnb/tHntMyQAAH5xJREFUiwinZD5gQUmrqXR/E2UVrTq7pnVhYvsV2/sBPyayExsCOynkQlpr2npfzojZJ6CSs+9HiPS1xlocSzgio4nC2S/XaGZt9Kg3Oot4Tx4h0pln2n681Jxd7Mo0hCZSHLPlgIOImqW1yvFbiXFdN3fiE3qPz7hj7K+kJ/sSauDPSxps+66Scr6ImId5Zied1ydBIfB8ge0/SlrM9riSor6CaFy6oYnnLukm4AQilTkTMRfx9wo9t9dsv9XuEZRpQdJeRAfihuXnBuA24A/AIm5Qo0OlfnJT4r67OpG2vJyoHdycyFpcVZ+VU08nPeXWTuWGdQihyXUusEwpIN4euI4QlJ30tNaNSNqXkCJYjrgJLAAcI+nHwIW232zik1rlCX014qZwB3AJ8Kik8yRdTIxjurlsBB2xAVajYRWnrE95SFlU0eHVtpSbthUi0GcDB0i6Ani0LFmZ0Ck7E5oVOWl9z0p9zZvEQxLAw4qJFMsQcgI3dNI1ObVI2o1wRi4A3iE6o3eRdC8hMvsWtH8EZWqp3IPWIKKg42wfDvw30UG9IrB9qQFuxB5Vrtv3JM1BREOvITpO9yakmW4ERnaKUwbwL4rPyZSpPHFvRBRy7wkMBcaXp/B7bV/XWt8NNVQ9Ke9PH0Lj6mqHNs4fyxPrGcSMzJagXyNuhC1aN4fy56FEtPA0wolflQipP8dkZ0DEEPe2okdETESTwpvl70nRFE8WJT2ESFO3LZXP5VfEbMBBwGwOzaovECNproHJT971WDr9qXzPVic0yWYiCqLfByYCl0tqjVpqy2tyWinX70tEGcGuwJ9tX6SYeDCv7cdrNbAXKA7KbMAo4C6FYO6rpY5umKRZKtmKRjjhlWv8O4RE1Z/L36dLOgZY1zHpoGPIiNlUUvnwBxOCk4OJ6Mc9ROfLXuUJtKspG/blwA6SviGpf7kBvgFcCh1XjzS1tJ5UdyFqOzYCNrT9vkPQcwbg0VYNUxtHJloRlj2Bo4D/a0XEWjYX5xuFMOcE22NrsnWqkbQQ8LTt84m0zq/KS98HNnAZP9Qkp6walbY9kph2sJCkpxT6bK3X3q/+2xTKPfsPtp8k6l5fUIx/W5uInDbuXlQeLF4jMhVLE2PvFmq9Xi0hacLDcY/MyxWEWPSilWMPEB3IHUXWmE0FldqyRYhQ8DAiKrRYOX46IcS4TxNrFT4pZePejuh0G0I4Ze/bHlqrYb1E66m03PQvJIpOnyMU8dcgahx2s71RjWZ+LJXrfAGik3QXIv3xbcLxPMn2JZX1NwFfd4d0ZUo6kejAvNr2LxSiv+cBK3jKI5k6lspnOTPhiPYHnrB9paR1iNqj0bY3rtXQ6YwmD52fm+g4nc/2dSVK9lui8WNu21+v1dDpTI/654nE7M/3CF3NTYnrfLgnzz9tFOWaHkQ08TwKnAXMS5QYfc/2HZ1UP5mO2cdQSWH+B3Ez+w4h//BV4G5gPLC57WWr62szuE0oBdVDiA1hJuAG2y81LVUEIOkM4pp4gQ+m/k4k6huGAsfZPqcTbg6Stgf62T6y3OjnJTb3rQh5mIcVAq2L2D6qTls/isomvR6xSa8EbEZENP9CyH5cWs6zUddl5b51NHHurxP3qpmAnzmmNHzRk8dotfU1+UmRdBXxfexLdKKOIKJmMwFv2369aZ85gEIhYGHCORsP7Av8P0IAfVvb42o0b7pSuca3Is7z90Q0dGViGslxALbP7rR9OR2zj6HyJLIxsLLtnytGuSxJXAQPECnN+5r4RZ8WOu1L8O8iaQBRQ3YdMMplfI9i7M0FhGjl1jWa+LFUbnLzEk0LLxIjs+4sr/cD5rH9VPl7AUKPri03dH1Q5Pg24M/AQ8RT9YLAY8Bptq+t0cxeofJZLkBMlxhUji9JSLXcY/uQpjlkknYnHO6JxEb9XWAhYm7xusS9+hfAK026P1U+7y2BHxLdp/2JusL/tL19z7X1WNo7KCbJ3GX7+rI3t96HY2wfVtZ01Hln8f/HUJyyAcSsrbslzV9qFp4kbgLVtV3vlMEHaxd6FJPP39rYm4BCamCVUrfUqsvaTqEk/0vbf5F0LjFHta0Lyyuf2VLEZjYCOF8xH/MgRyPHU5X1//z0rZw6St3J2ZIeJGZAHmn7N5LmIh6ovkPMzXuotb6TbtofR+VcPg88IGkF2zfbHivpN8BwSbM3LX1LjD47jxC3vtX2OwqtuiMJkdHNgXea9FnDBz7v+YhZtveWeudngFGSNrJ9QZOuc02Wx1gDWBSYX9K4sjcfLOk6YO7W+k4770YVPvYWjiHT6xAjLi6S1MhaqWlF0vaSlvuQl1vilkOZLLLa8ZTNfwngHEl/lbSE7XNtr0eMYTqg1B7uZvvuclNsS6cM4nwU8+X2IcaM7U2kL5cjpBWWqtO+T0K5CW9HfF+3AdYrxyfYvp5I7WzaY32jkLQYIaj6FrCzpJ1LNGEzQhrklXINNwbbexGyEG8A25YImmy/5Zjtupdj5FZj9j1NFg9eAnge2F/SJrYnloenGSni5025zlv3UsWIqWOIKSQrAJtLWkHSbLZvsH1xvZZOO5nKnAqqIX9J3yXSAa8TtWVtGznoTRSNEHsSc0E3s71SOT4pKtTj96vKuufrsbj3kPQrIn1wFrBjeVIfQIw92btEm9qSnuksSSsTqZ/LXIY5S1rf9qV12fjvoNDvOpjYoH5L1J4cRYj8PtCwKMIHzkXSTkQ0YSzRrLQZkW7fozhmjUhlVspNFgaOICKiiwMnEXVWR7nStNIUKuc9kDjX9YFvEM5pX6KWcgPbH/bQ3JFUUre7Emnp4yWtBWxCnPftROTw9VoN/TdozJNDb1Iu/hnL76fbXhq4DHj5o/9nc7H9KNFyvi8RRh5Qjr8nacZS49Nyyn4CXNI0p0xFNsL2HoRkynzAM5KG2X7a9k/b/Qm98sCxv6RDiQHlAn5XoiwztpyyToyw2B4NrEI4ZfsTN+0zilM2Q1OcskJL6uRbii61/yOK3XcFrgKWB37cJKcMPiDzsTeTZyLOSHQWLw6cLOlLddnXW1TOeyTxIPUuES18gGi8Gks8ZDVK8Lw4ZQMJseCvl2NXEt3wNwMzdbJTBhkx+8T0rBPShwwvbzKVJzUBuxMO/h6E87WlpJ2JQvHhkuYExhAq1I1o1a6c/yxEzdLMJUWGpK8QYrp32V6/TjunluJgHkC0mh8OPExEQ79IRJZOqdG86YZCQmFzokP23SZFy1oomjTOJkSNDyZmtQ4n5BN2tP33Gs3rNcpnexbhgH+e6MC9mXDQ/mB7fI3m9RpTOO/lifvtPMBhtl+o0bxeRdLXiFrYPsS5nluOt+7PHfvwkY5ZDxRK4HMDt39YCqpHanNrYg5kI5yOT4JCePRu2zeWwuqjiQ3hESJt+aSk+QgtoTvrtHV6Ugmln0k0gWxHqMcf6tLlJ2lgOf+2vzmUz+4V4ia3KtG59hyRij3UIY/RKCemEz6XaUXRfbkf8B/A74A5idrBLWzfWKNpvYqkTYjpBhOJrjwTztkaTS45mcJ5v0/I9KzjBk43qFIigVsQemUi0vXPdvp3Ox2zHpR6ofmJMPhNwLieRduVjpDtiXbkn9Zgam2U1NzsxDyyOYjh7afbflrRot/X9iM9o4tNoOKUrQrsa3tNSdcSUgwbEbIMPwFe6ARHpmziIwgH8yDiJje/7Z9V1jTKKWsqpXljC0Lu5CpKIbzt02s17FOibNL9iGzXm5KOJyZT7N5wR7wrz7tKiRz+gOi27vggSTpmPSgX+eaE7s0LwNXAGEcbbjVMOlN57WuujLloMlPaoCWtSXS+LUzMhjy3yeHzFqXj6z7CQV3X9vdKLd0OwJqOTt62p9zQBgIbEJ3HDxI6QBfZ3rxO25JPhqJzdk1i0sTiwF1EBPRwh4hut2zSAhYh7ksHOMR0G/9w0a3n3ZMmXOfpmFXokaKclxAoXBG4n4gK3QG8VCImvyTqiM6ozeCakLQZUVR8WutLL+kIQl5hA8f80MYxhfrCmQlJgs/b3knSgcCDtk9s55tD5eFiMDCAqNG4FZhA6Jh9joh6ntGNN/YmIGlFos5qWeAx28NrNulTR1JfR4d0234Xe4NuPe8mkY5ZoZKeXIxwOt6x/aCkzwHbAl8CDrZ9rUI/5TRg7W678IszsgOhoP4CcHF5T9YF1rc9rFYDe5lSKH8ioU/2nGJA8IFEA8QywOB2flKtOGWfJcQ4ny4/MxNRsgt6rG/L80imDpWxVOX33KiTpANIx4wP1A3NQNSWPUJEDf5OpOZulbQS8I/KTW4u2xPqs7peyvuxGtGVOCswmBjhM6apG0C5PgScS6SIjrG9Z3HO5gYmOtTV2762TjFTb4LtkcX+1QgdoO3dMFmTJEmSTqJt9ZVqYh/gWqLNfGFiEz5M0j7EfLl3y+ZMNzllpe4OSctI2lXSqUQb+gVE19efgf8tTpma5pSV2g0gdNpsb0w4MqtLegxYzvbttse21tRk6keiD+qpPULUx2H7cYckxttEjVKSJElSE+mYMUmwblZC++U3hIO2t+09idbjt22/WtY2yumYGiqOxsnAa8TMxP8FtnHM4DvRRUOmiVRSeetJWklSf9t32/4yEWE9R9KgGk38WErN5DCFOjrApcBgSftKWkWhf7U8UWvWkWKySZIkTSCHmBccCu0/J7Rg3iA67iDeo8uhu2s0JH0LeNT2seXv+YFTJP3I9jGtdU2tRyqOzVaE3tdoSbfZvpcYcXO17XvavB7rM0Sn8bKSLiTmeQ4nIn9HA+OA422P6+brPEmSpG6yxgyQtDiwFnCV7fsl/QD4PXANUYezWa0GtgGKIbkHEFpX9xRHdkPgm7a3r9e6T4cikbIBsDHR+ADwbSKV+XS7OmZVuyRdRsgpXEmk7O8loqCztdLz7XoeSZIk3UA6ZoCkjYgN9glCVPYCYCFiAPA/3LDZctNC6cYcThS5X0F0ru4IHGn7nCa+P5VO3XWBBYmaw4uIAfYblr8n2L6knQv+K52YI4nP7XhC62g9YnbkEYSznTeDJEmSmulax6ynI1FkMb5NzAd8iXDOrm3XzbYOJPUlBsUuQaR7n7F9cL1W9Q6VTt3+wD3AhcBbxFSIq4E/2n655/pajJ0KynlcAuxj++pybEXgYuBU27vUaF6SJElS6FrHDCY5GrsBJ9h+rhz7GpHG/JPtn9dpX530dDR6iO/2t/165bVJWklNoRJl2gQYYPuoonG3FLA60bW7s+3H6rTzkyBpRyIKfDAwvjieZwIH2b6tiVHPJEmSTqPbHbNFgX2B/oRQ6gnl+OmEs/bXbt6spqB0L5jUxdqnyIe0bQrv30XSQCK9fbHtDcuxmQjttvltX1qnfVNLuc4XBe4GDgfGA88A/wW8b3uLGs1LkiRJKnSdXEYPTaqHiMGnZxKaVKMlHUtsun8ta7rKKStaZUdI6tdyuFo6Zi6U31sRskMlzVeTub1GiRg+STSFfE7S/ZLWsj3R9u3AZa11tRo6dQwGDiVG9GxFjBZ7C/gbMXC9p8ZZkiRJUhNdJ5dR6U77BrA0cLnts0q32kbEQOdflTWNjQZ9BK8The5XS/q17TMrDlorvdcqil+LSPM9W6vF05HKZz5nOd+rCL2v7YCTJT1FDPt+GdpXHqTyGc1u+3xJDwAjgYVtj+rRqdk4UeAkSZJOpatSmRXHYmNivuH5wI+ILsMdbb9Yq4E1U9nM5yLqkNYm5BQOtD26uqb8fiWwle1najO6l5D0RyJleQNwsu3rSnTsMGA/d8DkhyIaeyOhyXcj0cSwCTDa9ll12pYkSZJMma5KX1SiAmsCP7b9C2AA8CbwtKT9oWPSU71B6/35PTGyZxihEP8bSb+WNLDilO0MXNckp6yVzitF8q8AXwWeA/aQtBewhO1dbU9o99RfqQF8G7ieiIx/CfgfIkp8hqTl67QvSZIkmTJdl8qUtB4RCXlJ0t0lDbetpF8DQ6B901O9TSnqXxD4T9vfgUlO6uvECCYDO5easwXKscZQoqmzEnVlp9t+AdhT0nLAroSjukNrbX2WfjiVFOWshHM5goh8/pOoLZsVGGT7lvqsTJIkST6MrkplAkgaAmwGfIFQP78FuN/2a5U1ba1J1ZuUSNBpwG0tjTLF+KU9gb1svySpDzBz9T1rCiWS9HPg88Ao4Bzbb5bXPmv7mU7o1JV0CLAMEfEcRDx0jAZG2X6irOna6zxJkqRd6QrHrCIW2o8IDE2UtBKhfg5wM3B2Ex2NqWEKYrtfAI4lUptHA1sA42zv1sTNvGchPDAXsCmR9nsDuMb2Re1+7lPQnhsCLA7MR1zrg4DdbR9Vj4VJkiTJx9F4x6xS8P8l4DfAA8CrwCnArcCWwEK2f1mjmbVRcVpnIqQT5gGeBY4BtgNWICItJ5TGgLZ2Tv4dJH2VcGTusn1zcVA3IaZB7Gr7+VoNnEokDQXmAB72ZJX/PsBQ4BLbrzX5c0ySJOlkGu+YtZD0e+BR4O9EJGQ54GEiMvR0cU7aPkU1vak4rgcRcxSfBja2/eUprG3cZl7pRN2a0Pi6lhg7dQ3wU9tPSFrM9rh2Pv/KeewCrEp0025c/j3C9nWVtW17HkmSJN1OW3eWTS8krQ/0I+prRgNnAycBcwLrVURTu8opg0kF7/MBX3XMS/wy8DsASdtKWrOytnGbeUWnbjdCOmVOwll/Ebhd0h62x5W1bXv+Lc0yIsq5JbAIcCrRXXuSpH0ra9v2PJIkSbqdbunKXISosZkd2LRIPDwj6RFi5E63RxGeJwRl9wYm2j6tHN+VyXV4jUXS4kQt3avAOraHlO7UWYnUd6ewGNEpOz8h7bFlqTObmxjC3u3XeZIkSdvT2IhZRZNqIHAuUTs0p6TxRacK24+2IibdtllV3p/ZynvwMJHCmyBpTkmHAzfZHtMFum4PAacTM1NvLk7ZqkAf2+fVatnHUKRLWg0byxNjlgzcJmkW4CtEB+0Y6L7rPEmSpNNoZMSsUjc1kJiD+RowG3AQ0XF3sKT1XAZTdyOVtO1wSSfZPk7SWEJK5Crgz8R0BAARm30jKe/FK5ImAu8Rg74XJgbc/0vXajtRScXuQQxbf0nSe0Tx/5XAu8Au0N7nkSRJkgSNLv6XdDxRxH0foc31MCEBcRjwhO0HunGzqjiuuwEr295U0pzEDMjbgMdsTyxruy71JWkF4PGS8m5bh0bS0rZvl7Q0ob12HqG71pL+GAQ8a/v5bvwckyRJOpFGRswASkH77MCfgIuADW3fJ+kuYBXbI6GrC/5nJrS6fiRpKeBnRFRxfYq6fVnbNZt5ywGzfXP1eDteIyUavKOkB4mxYp8DNgQekvSQ7Zdt39Na302fY5IkSSfT2Bozx6ilbZg8mmbOUlf1BHAiTK6z6jaKA/IWEWE5EDih/P5DYCGiiLwrqF4DLQesUre1qKQf1mXbxzCBeOiYB3gbOAuYBfgl8H1JS3br9Z0kSdLJNDZiBmD7DeANSZcC+xFSCFfb/mdJ7bRdJKQ3qaTkWtGTC4CbgOdtj5W0LfC67btqM7IXmYLC/8yePG5pUrqyUrd1CLBXLcZ+BEWz7A1J1xMyH32JB47riajnxsAitofVaGaSJEkyDTTaMavwB2Im5pxEzVlXUnFEt5P0FeBu4HFgbEmNDQX2hsmCpfVY2msIsKQ9gQWBeSVdbvv4SrSsj+13JX0TmGB7bJ0GT4nK53I4cLntQxSD1r8NrARcQUTT2rY+LkmSJJkyjS7+/zC6sRC6UvD/XWAn4EiiLmku4E5CdHeg7Uea+P5Uzn8BoltxF0Ie49vAjMBJti+prL8J+LrtF2sx+GOQ1JfoMn7R9v6V4xcCV9j+bW3GJUmSJNNMVzpm3Yyko4GLbF9S5id+ExgBbGb7wXqt630kbQ/0s32kYqj9vETR/FbA1rYfLpMiFnGbD/uWtAyRar0QGEOMX7oF2MT2o010sJMkSZpOOmZdhqRhwEbAT2zfXY6dD/zW9pW1GtdLtBwUSfMCdxDjlra0fWd5vR8wj+2nyt8LAE+1ewqw1MmtDaxBCMlOBK61vU+mMJMkSTqTdMwajqR1iLTlMNuXlSjZCEJIdWZgPLCN7SE1mvmpIGl1Ykj5CCJCdgpwUGkS6Vgk9Se6j/sTGnTOaFmSJElnko5ZFyBpJ0Kb7H5CIf5NYHVgMPAG8Cfbdza04L8VWVqAcMSOsX1G0W47CFgWWKsVPUySJEmSOknHrMG0OgxbvxOaZUMJ3bIjbb9Sp329Tc90nqSVgW8Bl9n+azm2vu1L67IxSZIkSaqkAGWDqThluwEDbO9OjF1ajhjWvcNH/f9OpyKBsb+kQ4FXCcmM30nauUQILy1rmj6oPUmSJOkA0jFrKC3Vd0nfB75h+4kSQRpnexNCmLRfrUZ+CpRIYV/gu8B6wA3EUPsDyjEgRxYlSZIk7UGmMhuOpEuAA21fJ6mf7bclLQY8OSXV+6YhaS5iJNcIYFXgF8BzhGN6aJHHyEL5JEmSpC3IiFlDqaTmbgOGANh+uxw7kJBXoBxvqlO2JHA0MVrpd8QIqm/Zfsj2jumUJUmSJO1Gt4xk6joqzsatwP9IepaYp7gSsIDtv9Rm3KfHM8D+wAbEkO8HgS0lLWx7c8gUZpIkSdJeZCqzC5C0ATGG6TngdeA422OaKI9RGb00GBhAPHzcCkwAliLGUPUtkhkZLUuSJEnainTMGkxPx0PSvLafr/zdqNqyilP2WeA84OnyMzMxhuqCHuvTMUuSJEnainTMGsgUHLLGRcY+CkmjgAm2R0paCFgN2ATYvuqYJkmSJEm7kcX/DaEljwH/WjfVcsoqEhqLl2HejaF6/sAjwOwAth+3fQrwNrBmHbYlSZIkydSSjllDKCm8mSUdU/79F8HUStryYGD0p2th71GGkw+TtHA5dCkwWNK+klYpQ8qXJ2rNUkw2SZIkaVuyK7MhSJoRMFHwPoftZ3u83sf2u5I2Bp63fV8ddvYSnwHWBZaVdCHwJ2A4kcI8GhgHHG97XNPq6pIkSZJmkTVmHU6l4L2v7XckHQ28QDgkLwDLAH+vpDNvAdaxPaE+q6cf1Xo6SZcR+mxXElHBewmV/9la55sF/0mSJEk7k45ZQ5C0O7Ai0YW4E3AL8CIwP/A923dI+gYwv+3j6rN0+lJxTEcCMwHHA9sQ45duB44A7klnLEmSJOkE0jFrAJLmAL4JTARuAnYEHgZOs/16WSMizfl005wUSf2BS4B9bF9djq0IXAycanuXGs1LkiRJkqkmHbOGURywLwPHAkNt39cN6TtJOwKLEinM8bYt6UzgINu3ZW1ZkiRJ0gmkY9ahtLTJJG0OLAisABxViRgdC5xh+281mtnrSFqUcMjuBg4HxhOjmP4LeN/2FjWalyRJkiSfiHTMOpBWBEzSXITsxQ7AKGBeoq7qp8CrtsfXaOanQukyHQnsA1wI/DcwB/AGcK7t5zJaliRJknQKKZfRgVTSknsCpxCdh68SkhEXE9GjIUT0qHFUooWz2z5f0gOEc7aw7VE9OjWVTlmSJEnSKWTErMPo4XSsavvakra8tzgluwIv2z6hXkt7lyIaeyNwX/n3HmLs0mjbZ9VpW5IkSZJMK+mYdSiS1gSWAG4jxg8tA/ydiKCtbfv+phb9V8RyfwvMB7wOzEWkclcGVrR9S502JkmSJMm0kI5ZB1GpLduaqKk6BVifGK1l4Fygj+39m1hXVTn/2W2/ImkeYG3gn8AdwKzAINtX1WpokiRJkkwjWWPWQVSiX/0J0djrJR0HbA1sC/S3Pbw2A3uZyvkPl7QMMRNzEFFPNxoY1XLKmhotTJIkSZpNOmYdQqXgfQ1CHmJ+SeNsPwn8StI1RDqvkQXvVUfL9u6ShgCLA28CSwE/ImZiHlXWpFOWJEmSdByZyuwAKim8zxKRoTuB2YiI0Y3AWNuv1Wnjp4WkoYQcxsMVzbY+wFDgEtuvZbQsSZIk6VTSMesAKo7ZrsArto+XtBbRhdiX0C47uTV+qWlUooW7AKsSw8k3Lv8eYfu6ytp0ypIkSZKOJR2zDkHSQOBW4DrbQ8sxAT8AZrN9RJ329TaSZieig8sSg8rvBuYmHLTTbY+o0bwkSZIkmS6kY9ZBSPoaMIKoDTzM9rnl+Ay2329iJ2aLUuy/MJHGPcv2cqXObBgximpMRsuSJEmSTmeGug1Iph7bfwXWIArch0m6VtKAyuuNcsokzVj+/QKwPPA3QhbkNkmzAF8BZrY9BrLgP0mSJOl8siuzw7D9HnCqpEuJNObzTXPIWpRzBdgDuNj2S5LeI4r/rwTeBXaByVHDeixNkiRJkulDOmYdiu0XgUOgmU6JpKVt3y5paaBfHJJsvwpsJmkQ8Kzt55soD5IkSZJ0J+mYNYCmOSWl0WFHSQ8CA4DPARsCD0l6yPbLtu9prc8UZpIkSdIUsvg/aTskzQqsVn4MjAdWIbTbLi8/9zXNIU2SJEmSdMyStqKiWTY7cB6h0/YEMIZwzNYCbrc9rEYzkyRJkqRXyK7MpK2oFPwfDlxuezXgCOCzhFN2BXAMRG1dLUYmSZIkSS+RNWZJ2yGpL/AKUfSP7X8A/5B0IfCy7bHleKYykyRJkkaREYek7bD9DnAqsIykbSQNLvMwFwQuhklTD5IkSZKkUWSNWdKWFMdrbUJQ9yvAROBa2/s0UR4kSZIkSSAds6TNkdQfmBXoDzxWhrnn6KUkSZKkkaRjliRJkiRJ0iZkjVmSJEmSJEmbkI5ZkiRJkiRJm5COWZIkSZIkSZuQjlmSJEmSJEmbkI5ZkiRJkiRJm5COWZIkSZIkSZuQjlmSJEmSJEmb8P8B3jbHLyz1er8AAAAASUVORK5CYII=\n", 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5ssmVJDVdUwf/S5IkDTgmZpIkSQ1hYiZJktQQJmaSJEkNYWImSZLUECZmkiRJDWFiJkmS1BAmZpIkSQ1hYiZJktQQJmaSJEkNYWImSZLUECZmkiRJDeEi5hpwerSY9/jovUAkSZqNLWaSJEkNYWImSZLUECZmkiRJDWFiJkmS1BAmZpIkSQ1hYiZJktQQJmaSJEkNYWImSZLUECZmkiRJDWFiJkmS1BAuySQtiOzBck6SJM2HLWaSJEkNYWImSZLUECZmkiRJDWFiJkmS1BAmZpIkSQ1hYiZJktQQJmaSJEkNMd/ELCK+HxHLtzx+Q0Tc0N6wJEmSBp7utJj9H3BLRLw7Ig4CrgPO7MmLRsTuETElIl6NiDGzPXd8RDwQEfdHxI49eR1JkqT+ZL6V/zPz3IiYAkwAHgc2zsy/9/B1JwO7Aue2boyINwN7AhsCQ4DrI2K9zHylh68nSZLUeN3pytwHuAD4CHAhcHVEjOrJi2bmvZl5/xye2gW4ODNfzMy/Ag8Am/XktSRJkvqL7qyV+UFgy8x8DPhRRFwGfBcY3YZ41gJ+3/J4arVNkiSp43WnK/P9sz2+NSLm24oVEdcDa8zhqRMy84ruhzjXnz8OGAew9tpr9/THSZIk1W6uiVlEHJuZX4yIs4Ccwy5HzusHZ+b2CxHPI8CwlsdDq21z+vnnAecBjBkzZk7xSZIk9SvzajG7t/p/Yl8EUrkSuCgivkoZ/L8ucGsfvr4kSVJt5pqYZebPI2IQMDIzP9WbLxoRHwDOAlYFfhERd2Tmjpk5JSIuAe4BZgKHOSNTkiQNFPMcY5aZr0TE23r7RTPzMuCyuTx3OnB6b7+mJElS03VnVuYdEXEl8BPgX10bM/NnbYtKkiRpAOpOYjYYeAJ4R8u2BEzMJEmSelF3ErPzM/O3rRva0b0pSZI00HVnrcyzurlNkiRJPTCvOmZvAd4KrBoRn2x5ajlgULsDkyRJGmjm1ZW5OLBMtc+yLdufAXZrZ1CSJEkD0bzqmP0a+HVEXJiZD0XEUpn5fB/GJkmSNKB0Z4zZkIi4B7gPICJGRcQ32xuWJEnSwNOdxOxMYEdKyQwy807g7e0MSpIkaSDqTmJGZj482yaXSZIkSepl3alj9nBEvBXIiFgM+DivLXAuSZKkXtKdFrNDgMOAtYBHgNHVY0mSJPWi+baYZebjwF59EIskSdKANq8Cs1+f1zdm5pG9H44kSdLANa8Ws0OAycAlwKNA9ElEkiRJA9S8ErM1gd2BPYCZwI+BSzPzqb4ITJIkaaCZ6+D/zHwiM7+VmdsC+wMrAPdExD59Fp0kSdIAMt/B/xGxCfAhYAfgl8CkdgclSZI0EM1r8P+pwM6UmmUXA8dn5sy+CkySJGmgmVeL2YnAX4FR1b//iggokwAyMzdqf3iSJEkDx7wSs3X6LApJkiTNPTHLzIf6MhBJkqSBrluLmEuSJKn9TMwkSZIawsRMkiSpIbpTx+xuIGfb/DQwETgtM59oR2CSJEkDzXwTM0pR2VeAi6rHewJLAX8HLgTe25bIJEmSBpjuJGbbZ+YmLY/vjojbM3OTiNi7XYFJkiQNNN0ZYzYoIjbrehARY4FB1UNXApAkSeol3WkxOxC4ICKWoVT9fwY4MCKWBj7fzuAkSZIGkvkmZpl5GzAyIpavHj/d8vQl7QpMkiRpoOnOrMwlgA8Cw4FFq/UyycxT2xqZJEnSANOdrswrKOUxJgEvtjccSZKkgas7idnQzNyp7ZFIkiQNcN2Zlfm7iBjZ9kgkSZIGuO4kZlsCkyLi/oi4KyLujoi7evKiEfGliLiv+nmXRcQKLc8dHxEPVK+3Y09eR5IkqT/pTlfmu9rwutcBx2fmzIj4AnA8cFxEvJmyssCGwBDg+ohYLzNfaUMMkiRJjTLXFrOIWK768tm5/Ftomfm/mdlVnPb3wNDq612AizPzxcz8K/AAsNmcfoYkSVKnmVeL2UXAeyizMZNSXLZLAm/spRgOAH5cfb0WJVHrMrXa9m8iYhwwDmDttdfupVAkSZLqM9fELDPfU/2/zsL84Ii4HlhjDk+dkJlXVPucQFnW6YcL+vMz8zzgPIAxY8bkwsQoSZLUJHNNzCJik7k9B5CZt8/n+e3n9XxE7EdpkdsuM7sSq0eAYS27Da22SZIkdbx5dWV+pfp/MDAGuJPSnbkRMBF4y8K+aETsBBwLbJ2Zz7c8dSVwUUR8lTL4f13g1oV9HUmSpP5kXl2Z2wJExM+ATTLz7urxCGB8D1/3G8ASwHXVEk+/z8xDMnNKRFwC3EPp4jzMGZmSJGmg6E65jPW7kjKAzJwcERv05EUz803zeO504PSe/HxJkqT+qDuJ2V0RcT7wg+rxXkCPCsxKkiTp33UnMdsf+Bjw8erxb4Bz2haRJEnSADXfxCwzZwD/Xf2TJElSm8w3MYuIdYHPA2+mzNAEIDN7q8CsJEmS6N4i5t+hdF3OBLYFvsdr480kSZLUS7qTmC2ZmTcAkZkPZeZ4YOf2hiVJkjTwdGfw/4sRsQjwp4g4nFKJf5n2hiVJkjTwdKfF7OPAUsCRwKbA3sC+7QxKkiRpIJpni1lEDAL2yMxPAc9RSmdIkiSpDebaYhYRi1bLIW3Zh/FIkiQNWPNqMbsV2AT4Q0RcCfwE+FfXk5n5szbHJkmSNKB0Z/D/YOAJ4B1AAlH9b2ImSZLUi+aVmK0WEZ8EJvNaQtYl2xqVJEnSADSvxGwQpSxGzOE5EzNJkqReNq/EbFpmntpnkUiSJA1w86pjNqeWMkmSJLXJvBKz7fosCkmSJM09McvMJ/syEEmSpIGuO0sySZIkqQ+YmEmSJDWEiZkkSVJDmJhJkiQ1hImZJElSQ5iYSZIkNYSJmSRJUkOYmEmSJDWEiZkkSVJDmJhJkiQ1hImZJElSQ5iYSZIkNYSJmSRJUkOYmEmSJDWEiZkkSVJDmJhJkiQ1RC2JWUR8LiLuiog7IuJ/I2JItT0i4usR8UD1/CZ1xCdJklSHulrMvpSZG2XmaOAq4LPV9ncB61b/xgHn1BSfJElSn6slMcvMZ1oeLg1k9fUuwPey+D2wQkSs2ecBSpIk1WDRul44Ik4HPgI8DWxbbV4LeLhlt6nVtml9G50kSVLfa1uLWURcHxGT5/BvF4DMPCEzhwE/BA5fiJ8/LiImRsTE6dOn93b4kiRJfa5tLWaZuX03d/0hcDVwMvAIMKzluaHVtjn9/POA8wDGjBmTc9pHkiSpP6lrVua6LQ93Ae6rvr4S+Eg1O3ML4OnMtBtTkiQNCHWNMTsjItYHXgUeAg6ptl8NvBt4AHge2L+e8CRJkvpeLYlZZn5wLtsTOKyPw5GkjpMn92CEx/jovUAkLRAr/0uSJDVEbeUyJEkNlc6nkupii5kkSVJDmJhJkiQ1hImZJElSQ5iYSZIkNYSJmSRJUkOYmEmSJDWEiZkkSVJDmJhJkiQ1hImZJElSQ5iYSZIkNYSJmSRJUkOYmEmSJDWEiZkkSVJDmJhJkiQ1hImZJElSQyxadwCqT56cC//N46P3ApEkSYAtZpIkSY1hYiZJktQQJmaSJEkNYWImSZLUECZmkiRJDWFiJkmS1BAmZpIkSQ1hYiZJktQQJmaSJEkNYWImSZLUECZmkiRJDWFiJkmS1BAmZpIkSQ1hYiZJktQQJmaSJEkNYWImSZLUECZmkiRJDVFrYhYRR0dERsQq1eOIiK9HxAMRcVdEbFJnfJIkSX2ptsQsIoYB7wT+1rL5XcC61b9xwDk1hCZJklSLOlvM/hs4FsiWbbsA38vi98AKEbFmLdFJkiT1sVoSs4jYBXgkM++c7am1gIdbHk+tts3pZ4yLiIkRMXH69OltilSSJKnvLNquHxwR1wNrzOGpE4DPULoxF1pmngecBzBmzJicz+6SJEmN17bELDO3n9P2iBgJrAPcGREAQ4HbI2Iz4BFgWMvuQ6ttkiRJHa/PuzIz8+7MXC0zh2fmcEp35SaZ+XfgSuAj1ezMLYCnM3NaX8coSZJUh7a1mC2kq4F3Aw8AzwP71xuOJElS36k9Matazbq+TuCw+qKRJEmqj5X/JUmSGsLETJIkqSFMzCRJkhrCxEySJKkhTMwkSZIawsRMkiSpIUzMJEmSGsLETJIkqSFMzCRJkhrCxEySJKkhTMwkSZIawsRMkiSpIUzMJEmSGsLETJIkqSFMzCRJkhrCxEySJKkhTMwkSZIawsRMkiSpIUzMJEmSGsLETJIkqSFMzCRJkhrCxEySJKkhTMwkSZIawsRMkiSpIUzMJEmSGsLETJIkqSFMzCRJkhrCxEySJKkhTMwkSZIawsRMkiSpIUzMJEmSGsLETJIkqSFMzCRJkhrCxEySJKkhaknMImJ8RDwSEXdU/97d8tzxEfFARNwfETvWEZ8kSVIdFq3xtf87M7/cuiEi3gzsCWwIDAGuj4j1MvOVOgKUJEnqS03rytwFuDgzX8zMvwIPAJvVHJMkSVKfqDMxOzwi7oqICyJixWrbWsDDLftMrbZJkiR1vLYlZhFxfURMnsO/XYBzgP8ARgPTgK8sxM8fFxETI2Li9OnTezl6SZKkvte2MWaZuX139ouI/wGuqh4+AgxreXpotW1OP/884DyAMWPG5MJHKkmS1Ax1zcpcs+XhB4DJ1ddXAntGxBIRsQ6wLnBrX8cnSZJUh7pmZX4xIkYDCTwIHAyQmVMi4hLgHmAmcJgzMiVJ0kBRS2KWmfvM47nTgdP7MBxJkqRGaFq5DEmSpAHLxEySJKkhTMwkSZIawsRMkiSpIUzMJEmSGsLETJIkqSFMzCRJkhrCxEySJKkhTMwkSZIawsRMkiSpIUzMJEmSGsLETJIkqSFMzCRJkhrCxEySJKkhTMwkSZIawsRMkiSpIUzMJEmSGsLETJIkqSFMzCRJkhrCxEySJKkhTMwkSZIawsRMkiSpIUzMJEmSGmLRugNQP5VZdwSSJHUcW8wkSZIawsRMkiSpIUzMJEmSGsLETJIkqSFMzCRJkhrCxEySJKkhTMwkSZIawsRMkiSpIUzMJEmSGsLETJIkqSFMzCRJkhqitsQsIo6IiPsiYkpEfLFl+/ER8UBE3B8RO9YVnyRJUl+rZRHziNgW2AUYlZkvRsRq1fY3A3sCGwJDgOsjYr3MfKWOOCVJkvpSXS1mHwPOyMwXATLzsWr7LsDFmfliZv4VeADYrKYYJUmS+lRdidl6wFYRcUtE/Doixlbb1wIebtlvarXt30TEuIiYGBETp0+f3uZwJUmS2q9tXZkRcT2wxhyeOqF63ZWALYCxwCUR8cYF+fmZeR5wHsCYMWOyZ9FKkiTVr22JWWZuP7fnIuJjwM8yM4FbI+JVYBXgEWBYy65Dq23zNGnSpMcj4qEehrywVgEer+m16+RxDywe98DicQ8sHnffe8Pcnqhl8D9wObAtMCEi1gMWp/xyrgQuioivUgb/rwvcOr8flpmrtjHWeYqIiZk5pq7Xr4vHPbB43AOLxz2weNzNUldidgFwQURMBl4C9q1az6ZExCXAPcBM4DBnZEqSpIGilsQsM18C9p7Lc6cDp/dtRJIkSfWz8n/PnVd3ADXxuAcWj3tg8bgHFo+7QaL0IEqSJKlutphJkiQ1hImZJElSQ5iYSZIkNYSJmaRaRES0/i+pfxkof7sRsU5fvp6JmfqNgXISmJtOOf6I6DrvLAWQHTgDqeUYB5wBfuwd8TfaXV1/u5183BGxNHB8RJwaEW/uk9fswHNivxQR0XqBioglMvPFOmNqqoj4ALAa8HBmXl13PH2l6zMSEdsCm1CWNftr3XEtrIg4BZiemd+IiEH9tZh0V+wRsQywWmb+pdoe0JmJZ5eIWCQzX42IVShrI/8lM59vfa7eCNsrIoZQ1n1+NTPvqTuevhIRGwMjgccy85pqW3TiZz0iVqSs6/1WyjJKNwBXZ+b0tr1mB/4e+6WWi+6BwHLACsDPM/O2mkNrhJbfz+HAYcBFwFjgaeArmXlHrQG2WcsF8K2UlTP+QDn+S4CvZ+bfaw1wAVVJy7uAXYHPZuajNYe0UFrel6HA94FnKX+74zPzxtZ96oyznSLiLcA5wB2UG6YfZ+Z3642qfVoS8V0p56LHKcXaHwC+kJlP1hpgm7Qc94eAI/zgGtAAACAASURBVIHfUP5+pwH7dd2QdJLWZDMifgCsDfwTmApcQ0nQev2GcsA2OTdJdeLOiNgc2B94DNgLeDmK5eqNsF4tSdkgYE1g98z8HPAJYApwbkScWGuQbdZyYf8wcFxmfoiS2LwBuDoiDq0tuIVQneyuAR4BfhIRI6F/dYNFxKLADlXMnwJ+B+wB/Ag4OyJ+HBHDOzEpi4jVImLf6uH/A75F+R38D/DeiLisatntOC0X4v8Cjgc+CZwILAvsXFdc7dZy3J8Ajs7M4zJzXeAW4Oj6Imu/iDgNeCEz3w58Hvgr5fN+VkSs0duv129Ogp2s5cT9EeBYysXqjqoV6A3AHtVFYEBqaR4/nnLhW7fa/mfga5QTxbXQmWMdWgbJb0C5Y9s6IlbJzD9l5l7AeGBQjSF2S8txbBMR76HE/A1K9e2t4XV/C/3BWOBLwFnV459n5guZeQ6l2+NZ4NN1BddmQ4HTIuLXlBb+mzLzceAqyt/jrUCfjMepQ0SsDtyVmbdm5iPAHynnoPdGxIqdeB4CiIjBwJ3ACy2bPwesExFvqCeq9mm59iRwe7Xt95QbkenA1Hb0VgzYi31TzNbN8VvgQ5SL1E7VtuOAlzNzZh3x1a2lq2gJ4ExKi9kXImL1zPxWZr5AaakAOm88T0tr4WLAvsAkYH1g34iYBPw2M6+cff+awp2rlvdxOUpL3w7AbsCSlARn9Yh4I3AS8HwTj2F2mXlz1Sp0JOXvdYWI+DvwSGb+Eziw64aqk7ozq8/Y7cCwiPgIcAKwWkQcmJn/AB6OiK8CL7Xs3/j3c34iYjTwXGY+kJn/iIhFIuI64NOZOSki/gUsV733HSMi3g4sD1yVmTMi4l7gompYyY3Au4GlMvOhOuNsl2rs6M+B71T59iWZ+USVnF9X7dOrf9+OMavRbP3X7wZuo9x9Lw2cDcwEvg5snpnPdtLJfUFFxJeAlzLzhIjYGjgDeAU4PTN/WW907dOSmB0PLJGZ4yNiZ0qLzGDgH8D5/WVcS0ScBfwhMy+IiDcBf6ccywqUG5JvVxf9RqtaLB+vErN/UHofjgNWBH5MGSA8rRMSktlFxIqZ+c+I+ATwS8oYoy8D7wDOp4z5fKnOGNshIo4BzgU2orznfwMOpLTid3XzfTEzfxn9eDLL7Krz7e3Ae4CVMvPsiHg/8AXgT5TWpK9m5oROOe6IeGNm/iUixgKnZua7ImInymd8Z0pX5nOZuWdbXr8Dzxv9RkR8EHgVGA4My8xPRsRWlAvVlsDDwC8z8+ed8oFfEK2JaJTZT0cAd2bmxdW2T1NOFMfWGGbbRcQKlLE7F2fmT6ttqwHvA1bIzC/XGd/8tLSWrQt8DPhyZj4aEYu2tgRHxLHAVsAHmtxCXL0f76aMKToe2CMzb6me+wDwceCezOxX4/66oxpPsy+lt2V/YPvMfLB6bhPKjeU/MnPX2oJso6r15AJKN9aNlDGujwObAnf310ks81N95nenJKUA38nM26vz8mNN/ntdUFU39G6U1vtlKS2iP67e+2Uos3BfAh7NzOfb0WBiV2a9JlGaQodTxpeRmTcBN0XENzLzX107DrSkDF4bbxQRHwZ+CtwF7B0RK2XmNzPzjK59O7w1cSylK+GwiHgJ+HVmPgacHxFLQrOPvyWuwyjdfo8BZ2TmzKqrL6vP9wvArf3gJP805WJ8MvAvYHBE/Edm/jkzL6u6mJeGzunG65KZf4+Im4AfUt6vIRHxQmb+o7pQb0fpnm70Z3JBRJl0NLg6H7+dknh/EHg/MIqSoN2SmU/VF2Xvi4jFKeVfpgIHULrzbgfeBnwsIqYDV1Y3WR3zOa+O4ycRsTJlYscREfGvzLwKeK5qOfs51Ti7dnzGbTGrWdUkvAvlDvwuyrTjRyLix8Cxndpv310R8TZgAvAD4HLKrMT3At+mXBif6pQTQquWLsw1qovhmpST4xrAg8CkzPxV00+Is8cXEe+jDPa/HzgoM/9YW3A9FBG7AWtRasr9DbgS2B54U2Z+tM7Y2mG2oRfvBVYG9qYMfP86JWFZLsuElI4RpWbX2pSejLdl5pbV9v+knI82odxo/F99Ufa+iFifcq7dElg5M7eqtq9MSUi3A27LzMvri7J3zTamdyvKJJYPUFrG76MkZKcA67SzscRZmTWIqiRA1T15eWbun5mrA3cDD0TENcAiAzUpq5qSu9xCmXU4hjIO6auUSRLDMvOfTU5KeqLluD4eZebbBpl5OnAxZQLEByNi6SYf/2wX8u0j4p3AlMxcA7gJuCcizq6eb/ys0lYRsRYwmTKr9ATKkISDKZMAvlft01Ez81reyxGUMTY/pFy0/kEZ87kGpWxEvyp70g3PUG6cjwSui4ghEbFsZt6XmZ8Fvkg5J3WaaZR6XTsD/4iI3auxlU9Q6ije0ElJWaXrb/Y0YERmPpeZ3wc2pJyzRgH7Z6nn1rZzli1mNaoGdI+g3HH+IDP/HKVQ5WbAhGqAbUd0ByyMqjVxFUrr2G6Uk+OJVYvimpk5rdPH3lUtZe8E9qSUUTmVMmB+vcyc3OQWs5axZScAG1DGZ7yYmXtUz68GjMnMq5t8HF1ajuc9lDIZt1AGPv8iMy+NiOWBxbJMCmj88SyIlmMfR6nfdBdlDOzvgJ8BSwCDskMnKVWtY/tSbg5nUiZ3/J5SWPfkzLyrxvDapmo52g14kXIeepFSEuVw4MzMnFBjeL2qpbXsPyirqoyq/qYPobSMnw480RdDLUzM+li8Vj15HKXb44eU6u03AtcD36/GDw1o1Qnhw8BbKE3p36u+XoxS0PKFTrrwdZnTBb36XaxFaU7fEjgnM79RR3wLKiJWpdxkjIiInwOXZZmRuT3w+8x8ruYQu2W21r+vU/5W76UM+t6G8rn8cWb+b21BtknLBWtRyk3SadVT21BqlQWllML1NYXYFi3J6BKZ+WKUNRNnAvtRZhC/BPxHVxdfp2g57mUoM7+HZOZdLV2bm1K6rDuymG5EHEK51lxIKe0zjNKbNS0zv9MXMTj4v4+1NIEeRBlAejClq+4+SjfVapRp94KrKQnZUEoX0RTK9PTh2aHr0rVc/E8E3gR8IktdpAcj4puUBODuGkNcUMsDv6zGYy2emRdU2z9PuROdVFtkC6DlfTmY0vp3SpZaRtMoJQPeSbmIdZyWG4UjgNGU9U2fiogHKOOudqB093WUlla/L0XEi8CqlO6sH1LGuy5HWZ5n1g13LYH2spbjPh/4C/DuiPgD8F9ZzQCvkraOOu4WF1EKu59PmZF5bER8ltKT1SeJWSeNA2i8rnEX1Qf5UOB5yontC5l5GaVL4FfVvh01PqU7uvrsq1kvP6HcsZxNmQV0fmaeSLl7u6fDxrAArzv+JSgtE8sAv42IQ6rnxlBmh/26xjDnq2UM5UrAn4HnKO/j5dX2TwIPZGa/SMpm8w9gY2BCRKxXjUGZBJyXLYV+O9RE4GXKZ/L9WfwW+FJm3lpzbL2q5TP8PkpB50spMzLfQqlltj3w1yyrHXTMrPmu60513CtQxs+9QmkdvDYivhml+v/z0DnH3aVqHX4G+AqlfuhPotRb/DBl0H+fjJ+0K7OPtDQP/ydlAPt7KInxWcBSwEPAFpn5zhrDbISIuJ/SmvIipWbM+yldvI1OSHqiSrzWr5LOaymzvCZEKT8wnrK8z/KUdTL/rz+M44mIkyitSdcDx1Bm8Y2hWmeuGlPZH45jTt3LxwKfAS4DPpaZM2oJro+0nL+WpIz1/DjwBGWx9jvrja59qskp51FuDjehjDO6iNKSdEhmPltjeG0TEcdRZsNvCmycmeOqFvuNgfdUEwA6XkQsS1WzMDPP76sWQrsy+0jLxWdv4Nrq8asRcQ4l8ViXMrurU5uHuyUi1qMU55xQPV6Scsf6kYi4FZjRiWPLKEnLvhGxJSVRvxkgM28AbqgGpD6emU9XiULTk5lFKSUkPkTpgj6J0k2/IvC36jj6Q1LWNSZ0OGX4wXKUQe8XU1pOfkpp3X1vXTG2S8uxj6XUD1yLMvvwFsowjE9TJqV0VGLWkoSuT2nl/QvlxmJ8Zv61unG8pNMmOrQc99spkxumALtSJjl0Obnqwu+4a9ScbsCq9/jnmdmnLYS2mPWhKIu8Xk35wO+TmS9W25fo+nogirJG4vNZ6nUtCfyC0gV2RtWq8jbgM5062LRL1Wp2JWWw6c8oxRtvjzIz8x2Z+cNaA1wIUdbT240yVuP389u/qSLiRsr4omco3XkbUsbcPBQRS2WpAN5xFyuAiJhMKYexNKV7fThl+MXUluStIxKUlokOy1LGku2dmc9ExOcoZSO+C3w8M99Ya6C9rOW4l6Fco3bPsh7oLpRx0PcAH8zMdWoNtJe1HPdcZ1G3JKxjKEMw2l5IuOPG6TTcc5SWg6Upi8DuCjCQk7LK6cA3I+IdWRYl34fSKvH5iPgpZaD4+dD/6l11x2xjD4+mDDJdkrJY+8cos3ZH1hfhgomIrSNi7+rhuZSuny3767jAquUkMvPkzPwKJWl+iTIYHkqXe8eNtwGoLkYPZuYPMvNc4PuUZWqObE1EOyEpq3SN7d2O0nL/DEBmnkS5YVyVMt6oI89FwI7AQ1kWoyczr6AkqL+hJKZdreEdoUrKhgCnRcSgqHQ9P1vvxEWUWbltZ4tZDSJibcpiqDsCiwOHZ+a0eqOqV0ScSunL/wslUXuZkpxsAkzMzD/UGF7btNyNLUepD7Us8GxmfjYitqHMeHssM79W7d/o+ljVwOBP8drC5DdQBk1vBfxPZh5cY3gLJUq9tZ8DPwK+3tLN9VXKup4dt2B3l6q19lJKMvrdLDXaNqOsSrJbvdG1R3XMd1MKCO+VmY+0PNfov7+eiIgVKWvyrkNZyeHazPx7vVG1X0RsSBnH++3MvGa257rOzydSymV8u09i6tDPWONVF7D1gK0y8+y646lLywf/fMoaiptSSkJcA1yYLTXdOvGk2NKUfjZlMPUzwHszc+vZu8b6S3dRRKyYpTjyOpRVClaijEn6emb+oT8cx+yftYjYilI/LynrBe5CWRbrtP5wPD1R3SC8i7K6wUxKLb0LM/O7nXrsURZkHw8MAU7PMmu+41XDbboWK7+bMqZwclfLYaeYw9/3bpQbyi9nKRY9iNKg9mqUou8/ArZxjNkAERGLd/Idd3dEqfB/TGa+rXr8Nkr9sheAPTNzcp3xtVtErAFcnJnbRFmO61uZeXlEHEoZ09DooqUt44y2oCxUPpjSFT2BUhW/X124W24WlqesT/oIZXbpGpRCv9tRlqPp6l7vmBuGlvfyDcD+lNnAl1Nqt61EmYhzR2b+pMYw26o12YyIDwPHUhar3yPLgt4dqfVzHBFvpYwNXZtS4b+j1gHtEhFbZzXbPyJ2ptTp+0q2zLKOiAsoK/Pc2Gdxdcj5pPHmd2cZETtk5nV9GVNTRJn1dRJl5tPfMvOFiHgH8ElKV9HLtQbYZhGxOvAJSjmMpTJz34hYnLLszQczc0qtAXZTRNwJfIFyEVsS2Ba4IDNvqTWwhVSdkFeitOD+iVLH69eZ+XDLPp3aYnQjZT3EN1NqVv0UuLG1a6uTEtLZzaG1+iRKgtKR5TG6zP55jogPANdUY387QkQMycxHI+ItlGvOupTu+o0oLeHXUIYXPVjtP7zr677SLwfj9ictA7tf7RpcOPtzEXEy5QQ4YHT9HqIU7/sjZRbmfsDoiNgYOAq4KDNf7sRBti3v/S6UEiqTKGMOM0qtu29QxnhM6Q+D5quY/5aZF1UDhq+hrOm5b0Qs1vq5b7KWz+XywCKZ+f4ss4HvpIwLHR8Rm3ft30lJWctncjnKwPejM/NdlAH/ewDfi4hZk1A6NSmD1yZydJ17MvNzWUonLF5vZO3V0lLYdd26rLpRXrreyHpH1Rvzk4jYC/hnZu5KKfnyW0oR7C9S6ixu3/U9fZ2UgYlZW8RrFdzfCnw2Ir4fEWtl5ivVeKJFqzuyV6turB0pF+IBo/o9LAN8jnLBO5ZSYfoIyl3M9My8qNq3o2a7VS0NXRf09wG3VV1DuwFPUQbg3kdV166feBBYKSK+EhGrZplSfhll+ayX+8tFvCXOzYDloqxpS5Y18k6kTE55qKbw2ma2z+QewIZVKxGZeXlm7gJcQTn+jtSSlM+6Llbduq3XyT2irF3bcVobDqprU+txn1Cdr/u1LCtVfI0ys/a4iHhnZk7JzOsz88bM/AzwTeDQiNi0rjjtymyjiLiX8iaPoGTl38rM46rnugZ9nw98LzN/U2OotYlSUPUrlEXcT6QUWn2S0lrx0uxdCp0kIj4CfIxSrPScrrGGreMOm9xd1DIWa3NKnaM1KWuZDqFMZNiI8tn+Tn/o8ms5ngMo69VeQblp+hOlsOaUln0b+74sjJbz0WcoNwuXAaMo5SO+my2z1Trp2FuOexCwOvBUVsVEW/bpGnc3DlgvMz9VS7C9qOW4l6F05T2YZU3e1r+DruM+kHLcx9YadA/NNnZwMeBwStfl7ZQ1MP+cVT1Cyo3xmMx8uo5YbTHrZS3dAdsBv83Ms7KUCNgE2DgiXo2IEdUfxQhg7YGUlLXclY6JsmbiDEp9nKeBgzPzscyc2ZWYdGpSVrmdMiX/fZQ78dUjYtFsmQzS1Atgy8l7I0rZiKWAByiTNr5PScxOq1qa+kWXX0uMY4F9qwvRdpSk84qIOL1l30a+Lwtjtov0qsB+mfkFyrjPm4BPRcT4rv075dirxCOrlpEfUlrtvxWluGzXPotUycnilKEWJ9UTbe9pOe6xlJuPY4EpXZ/v6u86Wo77AODkGkPuFS1J2XDKjf9/U2Zaz6QsjXhYRCxWXXO2rCspA1vMelXLCW5Z4EuU6uCfpyRoT1f7bJuvLTe0MvBSdviA0jmJiNMog/v/QKlZ9jdKHbNvZOb4GkPrc1FmpR5EaSm8mDLYtl8kpBFxEWWG4rdbtg0GXm4Zp9NvWliiTJv/BGXMydeyqmEVZdzjClnWL+03x7MgIuITlDVqf0ApG/BC9V6OpLQk/akTjz0ifgV8mVISZFBmHhJlabi/U2oKZkT8F3B3Zv6oxlB7VZQ1eX+UmRdGmYX7HeCuzDyq5Vr2hWpbv1t1ZE6iFL7+JOXG8X8p43jvqlr918vM7zehdb9jKvg2zEcoAwhnUNbQWzkiJgJ/aknKIgfIQrBd4vWVwk+MiJspBXYfo3QjPEYpkTEgdJ0AspTGuBI4nnKn9ou6Y+uOiFiKUgH/ierx4CzTzA+lzCi9HvpdC8vvKCUCxgJ7RcRvgSnZUuC4nx3PgjiLsorB7sAyEfEDyrHf1rVDpx17lMlHf87Mq6oxdV0rVhwI/LJKxNcANqcMtegIEbESZSWaXwFkWVpsH8pqKytnWQ9zeapVauqLtOeiTFh5F2Uc956U93Yl4J3AIRFxD3BpvjZ7vPbPuC1mvaSla+c/gfMy8+3V9v0pVc9fohRl7LfrBfaG6g78fyhjWFYExgD3At9pbTlswl1LX5lt7MOimdkny370hmo81jaU+mUzgKGUav9jMvPJGkPrkShLEX2I8hm9i/I3/fy8v6v/mu0zOIyyNNgoyrqJX+0vLbgLqurd+AawBfCzzDw+IkZTkpFNsyoTEVXR5BpD7XVVK+B6lPpsr1TDEr4HbJ6vreO8VH//3EcZx3wEsASwRJaZxl3Xol0pjSdnZebv6ovy9UzMellEHENZjuaQrNYbi7IW1wGUmk6P1hlfnVoGk36KcieWlMHVWwC/piwY3JG/n6qp/IGuVtLZu4SqsXeDMnNmlCWA3tjEJL7lBmRRYI0sC1mfCbyFkmAPAS7PzG9GP5y4MfsNQUTsAaycmd+sHndcV16X6jMYLQnatpQxsN+tN7LeNYe/vQ2AT1cP76PcaFxRfYb71Y3SvMyWfA+ijDH/KmUW7uWUSQA/yszzOum4ASJiXcrQov+ijIU9vauFLCJW77pWN4WJWS9o6Y9fklL+YSzwS0otp/uzpThfJ5/Y56blYr4UpSTGKi1jd9amzEycmWWh4I5Tjd84iVKr7XfA/81r/FVE/AQ4KTPv6/Ng56HlfVyVspbeSsDimbltNQZreUots79U+/fbz/psF7EB03oLcz7eTrlQt3yGV6N0aS1C6dJ7kjIBaVtKUjahxjB7XctxD6OMp/sHMBU4l7I+72jKUJv7awyzV1U3Gstn5lNVY8DNwHTKTMytgCmUSgmNK39jYtaLImLHzLw2yiyfgymzPW4GfpeZf643uvpVY1amUbpI7qZ0X06unls8S3mMjrsIRpnZ9BbgPZQlfW4CbsqWpaa6LnwRsSOwT2buPeefVr+IOIfSvXcf8N+ZOTpKUdIXM/PF/paQRVm8+dk5JR4t78twYOPskDUTW24ml8+5zD6LMkPt5ep8tlJ20MokEfEjyni6Rym1A9ekTPZ4sGWffvU57o4oa/IOooz/3JCyxNYESiv39Dpj623V3+wJwHLAsMx8a7V9FUoX7oeARzPz83XFODeWy+glETEKOCgivk5Z7PdgysDKPYHVagytVtVdCxGxK7ACcA5lHNLiwDcj4oyqJW0m9I+yCgui6s57iVJyYWNgGUoJhn0iYveIWBOgJSk4gTIrsJEiYgXK5/kHlMkKn62e+iRl0H+/GCAeEctFxH9EmRn9RUq5j9n3iZb35WuUO+x+r7owrVWNKfp+1S09+z6Rry2FdjZwR1/G2A4t56JNKEuf7ZeloOjllPVdD2zdrz98jhdElWA/n5mHZOallPFkF1NuGveoNbg2qJLsM4G3A6tGWWWFzHycqgQOpSt3VpmrpmhUMP3cXyglMv5CubAeQymaumdm3lxnYHVqObltDHyG0mr0m8w8gtKs/J/Aop2WkHVpGWP1RUoXyfso3ZozKN3en6qSAyJiX8qi302+c12a8rn+PqWb/spqvMrulK77WRe2hnsT8AHKJJSVMvOZOezTdSF/P2Ulij/2YXzttCFlMPR3KF3Pc+qi7KrHeBjlc9vkz2S3tJyLNgN2jIiPVtv/SEm8t4mIZTspIYuyHFrXdf4DwNER8WWAzPwr5W/2q8AF1f794W93QfyFUqft48AnIuKaiNiQcgP8pq5JDk27/piY9UDLHdjqmflsNZjwYsrJflfKxavfL2OxsOK1YrubAddSBl12LRgLZUzHOZn5TNPuWHpTlCrTj1O6McnMezPzZEp34B/ztbIpD1BWQWiUlvfxw8DpwC3AGsAW1cXtZ8BVmXlv1RXdHy5sdwP/pBR+nhYR+1SDwImIDSNi/ZaT9fGUG62OkJm/pqxmsDrwakTsWg2OJiLeERFvyDJJZ1ngozTwM7mgWj7Du1BqJp4E/L+I+E5EvAfYH7guy3qYnbQ276eBoVUL6ImUiWnvioj7I2KHzHwpMydnNfOyn/ztzlPLez2Ics7938y8mjK27AbKNXpj4LzagpwPx5j1UEQMpfyhfws4rOuDXd2VTM7MC2sMrzYtY1hWAH4K7JqZT0fEIZQK2tcBe2XmG+uMs69ExJspy/z8lpIU/JHS1f3OzJxWY2jdFhHfpyzPc331+DhKC9otlIvaS/1hXE7LZ3MtyhJgIygzg5+jJMcnAu/PUnhyT0ph2W/VF3Hvq26WplMGu29HOYf9FTgD2CjLbNujKDcOV9cXac+1vN9LUP7m9svM+6OUxdiHUnfyLkrvRr9vGWwVEVtk5u8j4kLgssy8otp+IGUCz88zs6O6MeO1iQ5nUiY1bAycD5yZmQ9XCdtKmTk9Gjpz3MSshyLijcDzlNpcWwDjKV09VwFbVye4xl+s2iUidqf8Hg5v2XYIZeDtrZk5pal/HD0Rr5UGGU6ZrRiUE8QbgS0pY+quzcwvRz+Y8BBlibGTgGcp60beXm2f9dnuD5/zlvfl3ZRll/aotr+B0tWzJmU1jpOq7etTZqs1+v3pjpZjPwAYnZlHVttXAvaiJKl/y8yubq01MvPv9UXcu6IUUN0vM7dr2bY0ZRb9jpS/y/GZeUNNIfaqeH1pmyMoK6vcD3w7q4LJETEmMyf2h3NQd7Qk4cOAizPzbVEKBH+e0oV/BfClbFn2rolMzBZClIJ1T1LGKvy/zHx3tf0dlP76+4DbMvMrnfKBXxARsWp1N7IMpT7Zq5SuoN9nqQzf0VpODktTurWnUbpwPwY8QknKBndd9PpJQrMqpXVlK0pyNoUyVvDhWgNbSBFxJ3BUlsrue1Dqr52bZRHjrvev8e/LgopSVHMKsD2lXMI4Sovhp7Nldmannbeq4z6UsvTZbyllEiZWzw2iTGjZCrg++3Fh5C5RyoE8Q5l9+LnM3KVKUD5FmRV/G/CV7NDVZyLiYMoaxPtmGexPRLyd0iJ8QDasFNHsTMwWQkRsQRk/NoRS2uBnUZV7mMO+HXdyn5dqXMqJlFkvP6VMVT6CUuH/cuBKyhTljmohm5OI+BLwMGVq+kVZykosSynM+qd6o1s4UVa22BFYh9Lq+YX+diGLMivv+MzcPSI+C2xAacn8LSVBafTddE9ULZ/j/n975x1tV1mt7+eFhADh0n9iCE2BixKSi3REpEgTpRkEEfCCCg7AayiiyCUEAojUoCjSkUtHQLqAiBCKFEMntNClhRJ6CeX9/TG/nSyOAULMYe299nzGOCPnrP1ljLn2Xnt9c83yTqJrfA8iStaXeGAY3iRnrCclcjSEqDUaSAgin+OiY9UkZ1TSBkRDzpJE/ec+ldeWJyY7jHCDdMtaKKR7hhHdmP8g6squdSn0L2vael9ubMF1b+JQZN+ZGIJ6sKRRwCwAkk5uFdKWtW374fcSsxPihYMJB20+278ov69KOLSD6jPv00FR8P8eUbuyX/mBGBL9s7rsmlakSRIC99n+NZESGNNyytRZzRtPAJ+R9AgxpmUbotZo8SY6ZZVi6M8QdXQzEMX/TxJO2inAF5rilLRoFfFL+qKk9YixYfcCI4kHxCWBNVvrm3T+ti8inJL5gAUlh+yD8wAAH5RJREFUrabS/U2UVbTq7JrWhYntV2zvB/yYyE5sCOykkAtprWnrfTkjZp+ASs6+HyHS1xprcSzhiIwmCme/XKOZtdGj3ugs4j15hEhnnmn78VJzdrEr0xCaSHHMlgMOImqW1irHbyXGdd3ciU/oPT7jjrG/kp7sS6iBPy9psO27Ssr5ImIe5pmddF6fBIXA8wW2/yhpMdvjSor6CqJx6YYmnrukm4ATiFTmTMRcxN8r9Nxes/1Wu0dQpgVJexEdiBuWnxuA24A/AIu4QY0OlfrJTYn77upE2vJyonZwcyJrcVV9Vk49nfSUWzuVG9YhhCbXucAypYB4e+A6QlB20tNaNyJpX0KKYDniJrAAcIykHwMX2n6ziU9qlSf01Yibwh3AJcCjks6TdDExjunmshF0xAZYjYZVnLI+5SFlUUWHV9tSbtpWiECfDRwg6Qrg0bJkZUKn7ExoVuSk9T0r9TVvEg9JAA8rJlIsQ8gJ3NBJ1+TUImk3whm5AHiH6IzeRdK9hMjsW9D+EZSppXIPWoOIgo6zfTjw30QH9YrA9qUGuBF7VLlu35M0BxENvYboON2bkGa6ERjZKU4ZwL8oPidTpvLEvRFRyL0nMBQYX57C77V9XWt9N9RQ9aS8P30IjaurHdo4fyxPrGcQMzJbgn6NuBG2aN0cyp+HEtHC0wgnflUipP4ck50BEUPc24oeETERTQpvlr8nRVM8WZT0ECJN3bZUPpdfEbMBBwGzOTSrvkCMpLkGJj9512Pp9KfyPVud0CSbiSiIfh+YCFwuqTVqqS2vyWmlXL8vEWUEuwJ/tn2RYuLBvLYfr9XAXqA4KLMBo4C7FIK5r5Y6umGSZqlkKxrhhFeu8e8QElV/Ln+fLukYYF3HpIOOISNmU0nlwx9MCE4OJqIf9xCdL3uVJ9CupmzYlwM7SPqGpP7lBvgGcCl0XD3S1NJ6Ut2FqO3YCNjQ9vsOQc8ZgEdbNUxtHJloRVj2BI4C/q8VEWvZXJxvFMKcE2yPrcnWqUbSQsDTts8n0jq/Ki99H9jAZfxQk5yyalTa9khi2sFCkp5S6LO1Xnu/+m9TKPfsP9h+kqh7fUEx/m1tInLauHtRebB4jchULE2MvVuo9Xq1hKQJD8c9Mi9XEGLRi1aOPUB0IHcUWWM2FVRqyxYhQsHDiKjQYuX46YQQ4z5NrFX4pJSNezui020I4ZS9b3torYb1Eq2n0nLTv5AoOn2OUMRfg6hx2M32RjWa+bFUrvMFiE7SXYj0x7cJx/Mk25dU1t8EfN0d0pUp6USiA/Nq279QiP6eB6zgKY9k6lgqn+XMhCPaH3jC9pWS1iFqj0bb3rhWQ6czmjx0fm6i43Q+29eVKNlvicaPuW1/vVZDpzM96p8nErM/3yN0NTclrvPhnjz/tFGUa3oQ0cTzKHAWMC9RYvQ923d0Uv1kOmYfQyWF+R/Ezew7hPzDV4G7gfHA5raXra6vzeA2oRRUDyE2hJmAG2y/1LRUEYCkM4hr4gU+mPo7kahvGAocZ/ucTrg5SNoe6Gf7yHKjn5fY3Lci5GEeVgi0LmL7qDpt/Sgqm/R6xCa9ErAZEdH8CyH7cWk5z0Zdl5X71tHEub9O3KtmAn7mmNLwRU8eo9XW1+QnRdJVxPexL9GJOoKIms0EvG379aZ95gAKhYCFCedsPLAv8P8IAfRtbY+r0bzpSuUa34o4z98T0dCViWkkxwHYPrvT9uV0zD6GypPIxsDKtn+uGOWyJHERPECkNO9r4hd9Wui0L8G/i6QBRA3ZdcAol/E9irE3FxCilVvXaOLHUrnJzUs0LbxIjMy6s7zeD5jH9lPl7wUIPbq23ND1QZHj24A/Aw8RT9ULAo8Bp9m+tkYze4XKZ7kAMV1iUDm+JCHVco/tQ5rmkEnanXC4JxIb9XeBhYi5xesS9+pfAK806f5U+by3BH5IdJ/2J+oK/9P29j3X1mNp76CYJHOX7evL3tx6H46xfVhZ01HnncX/H0NxygYQs7buljR/qVl4krgJVNd2vVMGH6xd6FFMPn9rY28CCqmBVUrdUqsuazuFkvwvbf9F0rnEHNW2LiyvfGZLEZvZCOB8xXzMgxyNHE9V1v/z07dy6ih1J2dLepCYAXmk7d9Imot4oPoOMTfvodb6TrppfxyVc/k88ICkFWzfbHuspN8AwyXN3rT0LTH67DxC3PpW2+8otOqOJERGNwfeadJnDR/4vOcjZtneW+qdnwFGSdrI9gVNus41WR5jDWBRYH5J48refLCk64C5W+s77bwbVfjYWziGTK9DjLi4SFIja6WmFUnbS1ruQ15uiVsOZbLIasdTNv8lgHMk/VXSErbPtb0eMYbpgFJ7uJvtu8tNsS2dMojzUcyX24cYM7Y3kb5cjpBWWKpO+z4J5Sa8HfF93QZYrxyfYPt6IrWzaY/1jULSYoSg6lvAzpJ2LtGEzQhpkFfKNdwYbO9FyEK8AWxbImiy/ZZjtutejpFbjdn3NFk8eAngeWB/SZvYnlgenmakiJ835Tpv3UsVI6aOIaaQrABsLmkFSbPZvsH2xfVaOu1kKnMqqIb8JX2XSAe8TtSWtW3koDdRNELsScwF3cz2SuX4pKhQj9+vKuuer8fi3kPSr4j0wVnAjuVJfQAx9mTvEm1qS3qmsyStTKR+LnMZ5ixpfduX1mXjv4NCv+tgYoP6LVF7chQh8vtAw6IIHzgXSTsR0YSxRLPSZkS6fY/imDUilVkpN1kYOIKIiC4OnETUWR3lStNKU6ic90DiXNcHvkE4p32JWsoNbH/YQ3NHUknd7kqkpY+XtBawCXHetxORw9drNfTfoDFPDr1JufhnLL+fbntp4DLg5Y/+n83F9qNEy/m+RBh5QDn+nqQZS41Pyyn7CXBJ05wyFdkI23sQkinzAc9IGmb7ads/bfcn9MoDx/6SDiUGlAv4XYmyzNhyyjoxwmJ7NLAK4ZTtT9y0zyhO2QxNccoKLamTbym61P6PKHbfFbgKWB74cZOcMviAzMfeTJ6JOCPRWbw4cLKkL9VlX29ROe+RxIPUu0S08AGi8Wos8ZDVKMHz4pQNJMSCv16OXUl0w98MzNTJThlkxOwT07NOSB8yvLzJVJ7UBOxOOPh7EM7XlpJ2JgrFh0uaExhDqFA3olW7cv6zEDVLM5cUGZK+Qojp3mV7/TrtnFqKg3kA0Wp+OPAwEQ39IhFZOqVG86YbCgmFzYkO2XebFC1roWjSOJsQNT6YmNU6nJBP2NH232s0r9con+1ZhAP+eaID92bCQfuD7fE1mtdrTOG8lyfut/MAh9l+oUbzehVJXyNqYfsQ53puOd66P3fsw0c6Zj1QKIHPDdz+YSmoHqnNrYk5kI1wOj4JCuHRu23fWAqrjyY2hEeItOWTkuYjtITurNPW6UkllH4m0QSyHaEef6hLl5+kgeX82/7mUD67V4ib3KpE59pzRCr2UIc8RqOcmE74XKYVRfflfsB/AL8D5iRqB7ewfWONpvUqkjYhphtMJLryTDhnazS55GQK5/0+IdOzjhs43aBKiQRuQeiViUjXP9vp3+10zHpQ6oXmJ8LgNwHjehZtVzpCtifakX9ag6m1UVJzsxPzyOYghrefbvtpRYt+X9uP9IwuNoGKU7YqsK/tNSVdS0gxbETIMvwEeKETHJmyiY8gHMyDiJvc/LZ/VlnTKKesqZTmjS0IuZOrKIXwtk+v1bBPibJJ9yOyXW9KOp6YTLF7wx3xrjzvKiVy+AOi27rjgyTpmPWgXOSbE7o3LwBXA2McbbjVMOlM5bWvuTLmoslMaYOWtCbR+bYwMRvy3CaHz1uUjq/7CAd1XdvfK7V0OwBrOjp5255yQxsIbEB0Hj9I6ABdZHvzOm1LPhmKztk1iUkTiwN3ERHQwx0iut2ySQtYhLgvHeAQ0238w0W3nndPmnCdp2NWoUeKcl5CoHBF4H4iKnQH8FKJmPySqCM6ozaDa0LSZkRR8WmtL72kIwh5hQ0c80MbxxTqC2cmJAk+b3snSQcCD9o+sZ1vDpWHi8HAAKJG41ZgAqFj9jki6nlGN97Ym4CkFYk6q2WBx2wPr9mkTx1JfR0d0m37XewNuvW8m0Q6ZoVKenIxwul4x/aDkj4HbAt8CTjY9rUK/ZTTgLW77cIvzsgOhIL6C8DF5T1ZF1jf9rBaDexlSqH8iYQ+2XOKAcEHEg0QywCD2/lJteKUfZYQ43y6/MxMRMku6LG+Lc8jmTpUxlKV33OjTpIOIB0zPlA3NANRW/YIETX4O5Gau1XSSsA/Kje5uWxPqM/qeinvx2pEV+KswGBihM+Ypm4A5foQcC6RIjrG9p7FOZsbmOhQV2/72jrFTL0JtkcW+1cjdIC2d8NkTZIkSTqJttVXqol9gGuJNvOFiU34MEn7EPPl3i2bM93klJW6OyQtI2lXSacSbegXEF1ffwb+tzhlappTVmo3gNBps70x4cisLukxYDnbt9se21pTk6kfiT6op/YIUR+H7ccdkhhvEzVKSZIkSU2kY8YkwbpZCe2X3xAO2t629yRaj9+2/WpZ2yinY2qoOBonA68RMxP/F9jGMYPvRBcNmSZSSeWtJ2klSf1t3237y0SE9RxJg2o08WMpNZPDFOroAJcCgyXtK2kVhf7V8kStWUeKySZJkjSBHGJecCi0/5zQgnmD6LiDeI8uh+6u0ZD0LeBR28eWv+cHTpH0I9vHtNY1tR6pODZbEXpfoyXdZvteYsTN1bbvafN6rM8QncbLSrqQmOc5nIj8HQ2MA463Pa6br/MkSZK6yRozQNLiwFrAVbbvl/QD4PfANUQdzma1GtgGKIbkHkBoXd1THNkNgW/a3r5e6z4dikTKBsDGROMDwLeJVObT7eqYVe2SdBkhp3AlkbK/l4iCztZKz7freSRJknQD6ZgBkjYiNtgnCFHZC4CFiAHA/3DDZstNC6UbczhR5H4F0bm6I3Ck7XOa+P5UOnXXBRYkag4vIgbYb1j+nmD7knYu+K90Yo4kPrfjCa2j9YjZkUcQznbeDJIkSWqmax2zno5EkcX4NjEf8CXCObu2XTfbOpDUlxgUuwSR7n3G9sH1WtU7VDp1+wP3ABcCbxFTIa4G/mj75Z7razF2KijncQmwj+2ry7EVgYuBU23vUqN5SZIkSaFrHTOY5GjsBpxg+7ly7GtEGvNPtn9ep3110tPR6CG+29/265XXJmklNYVKlGkTYIDto4rG3VLA6kTX7s62H6vTzk+CpB2JKPDBwPjieJ4JHGT7tiZGPZMkSTqNbnfMFgX2BfoTQqknlOOnE87aX7t5s5qC0r1gUhdrnyIf0rYpvH8XSQOJ9PbFtjcsx2YitNvmt31pnfZNLeU6XxS4GzgcGA88A/wX8L7tLWo0L0mSJKnQdXIZPTSpHiIGn55JaFKNlnQssen+tazpKqesaJUdIalfy+Fq6Zi5UH5vRcgOlTRfTeb2GiVi+CTRFPI5SfdLWsv2RNu3A5e11tVq6NQxGDiUGNGzFTFa7C3gb8TA9Z4aZ0mSJElNdJ1cRqU77RvA0sDlts8q3WobEQOdf1XWNDYa9BG8ThS6Xy3p17bPrDhorfReqyh+LSLN92ytFk9HKp/5nOV8ryL0vrYDTpb0FDHs+2VoX3mQymc0u+3zJT0AjAQWtj2qR6dm40SBkyRJOpWuSmVWHIuNifmG5wM/IroMd7T9Yq0G1kxlM5+LqENam5BTOND26Oqa8vuVwFa2n6nN6F5C0h+JlOUNwMm2ryvRscOA/dwBkx+KaOyNhCbfjUQTwybAaNtn1WlbkiRJMmW6Kn1RiQqsCfzY9i+AAcCbwNOS9oeOSU/1Bq335/fEyJ5hhEL8byT9WtLAilO2M3Bdk5yyVjqvFMm/AnwVeA7YQ9JewBK2d7U9od1Tf6UG8G3geiIy/iXgf4go8RmSlq/TviRJkmTKdF0qU9J6RCTkJUl3lzTctpJ+DQyB9k1P9TalqH9B4D9tfwcmOamvEyOYDOxcas4WKMcaQ4mmzkrUlZ1u+wVgT0nLAbsSjuoOrbX1WfrhVFKUsxLO5Qgi8vlPorZsVmCQ7VvqszJJkiT5MLoqlQkgaQiwGfAFQv38FuB+269V1rS1JlVvUiJBpwG3tTTKFOOX9gT2sv2SpD7AzNX3rCmUSNLPgc8Do4BzbL9ZXvus7Wc6oVNX0iHAMkTEcxDx0DEaGGX7ibKma6/zJEmSdqUrHLOKWGg/IjA0UdJKhPo5wM3A2U10NKaGKYjtfgE4lkhtHg1sAYyzvVsTN/OehfDAXMCmRNrvDeAa2xe1+7lPQXtuCLA4MB9xrQ8Cdrd9VD0WJkmSJB9H4x2zSsH/l4DfAA8ArwKnALcCWwIL2f5ljWbWRsVpnYmQTpgHeBY4BtgOWIGItJxQGgPa2jn5d5D0VcKRucv2zcVB3YSYBrGr7edrNXAqkTQUmAN42JNV/vsAQ4FLbL/W5M8xSZKkk2m8Y9ZC0u+BR4G/E5GQ5YCHicjQ08U5afsU1fSm4rgeRMxRfBrY2PaXp7C2cZt5pRN1a0Lj61pi7NQ1wE9tPyFpMdvj2vn8K+exC7Aq0U27cfn3CNvXVda27XkkSZJ0O23dWTa9kLQ+0I+orxkNnA2cBMwJrFcRTe0qpwwmFbzPB3zVMS/xy8DvACRtK2nNytrGbeYVnbrdCOmUOQln/UXgdkl72B5X1rbt+bc0y4go55bAIsCpRHftSZL2raxt2/NIkiTpdrqlK3MRosZmdmDTIvHwjKRHiJE73R5FeJ4QlN0bmGj7tHJ8VybX4TUWSYsTtXSvAuvYHlK6U2clUt+dwmJEp+z8hLTHlqXObG5iCHu3X+dJkiRtT2MjZhVNqoHAuUTt0JySxhedKmw/2oqYdNtmVXl/ZivvwcNECm+CpDklHQ7cZHtMF+i6PQScTsxMvbk4ZasCfWyfV6tlH0ORLmk1bCxPjFkycJukWYCvEB20Y6D7rvMkSZJOo5ERs0rd1EBiDuZrwGzAQUTH3cGS1nMZTN2NVNK2wyWdZPs4SWMJKZGrgD8T0xEARGz2jaS8F69Imgi8Rwz6XpgYcP8vXavtRCUVuwcxbP0lSe8Rxf9XAu8Cu0B7n0eSJEkSNLr4X9LxRBH3fYQ218OEBMRhwBO2H+jGzariuO4GrGx7U0lzEjMgbwMesz2xrO261JekFYDHS8q7bR0aSUvbvl3S0oT22nmE7lpL+mMQ8Kzt57vxc0ySJOlEGhkxAygF7bMDfwIuAja0fZ+ku4BVbI+Eri74n5nQ6vqRpKWAnxFRxfUp6vZlbdds5i0HzPbN1ePteI2UaPCOkh4kxop9DtgQeEjSQ7Zftn1Pa303fY5JkiSdTGNrzByjlrZh8miaOUtd1RPAiTC5zqrbKA7IW0SE5UDghPL7D4GFiCLyrqB6DbQcsErd1qKSfliXbR/DBOKhYx7gbeAsYBbgl8D3JS3Zrdd3kiRJJ9PYiBmA7TeANyRdCuxHSCFcbfufJbXTdpGQ3qSSkmtFTy4AbgKetz1W0rbA67bvqs3IXmQKCv8ze/K4pUnpykrd1iHAXrUY+xEUzbI3JF1PyHz0JR44rieinhsDi9geVqOZSZIkyTTQaMeswh+ImZhzEjVnXUnFEd1O0leAu4HHgbElNTYU2BsmC5bWY2mvIcCS9gQWBOaVdLnt4yvRsj6235X0TWCC7bF1GjwlKp/L4cDltg9RDFr/NrAScAURTWvb+rgkSZJkyjS6+P/D6MZC6ErB/3eBnYAjibqkuYA7CdHdgbYfaeL7Uzn/BYhuxV0IeYxvAzMCJ9m+pLL+JuDrtl+sxeCPQVJfosv4Rdv7V45fCFxh+7e1GZckSZJMM13pmHUzko4GLrJ9SZmf+E1gBLCZ7Qfrta73kbQ90M/2kYqh9vMSRfNbAVvbfrhMiljEbT7sW9IyRKr1QmAMMX7pFmAT24820cFOkiRpOumYdRmShgEbAT+xfXc5dj7wW9tX1mpcL9FyUCTNC9xBjFva0vad5fV+wDy2nyp/LwA81e4pwFIntzawBiEkOxG41vY+mcJMkiTpTNIxaziS1iHSlsNsX1aiZCMIIdWZgfHANraH1Gjmp4Kk1Ykh5SOICNkpwEGlSaRjkdSf6D7uT2jQOaNlSZIknUk6Zl2ApJ0IbbL7CYX4N4HVgcHAG8CfbN/Z0IL/VmRpAcIRO8b2GUW77SBgWWCtVvQwSZIkSeokHbMG0+owbP1OaJYNJXTLjrT9Sp329TY903mSVga+BVxm+6/l2Pq2L63LxiRJkiSpkgKUDabilO0GDLC9OzF2aTliWPcOH/X/O52KBMb+kg4FXiUkM34naecSIby0rGn6oPYkSZKkA0jHrKG0VN8lfR/4hu0nSgRpnO1NCGHSfrUa+SlQIoV9ge8C6wE3EEPtDyjHgBxZlCRJkrQHmcpsOJIuAQ60fZ2kfrbflrQY8OSUVO+bhqS5iJFcI4BVgV8AzxGO6aFFHiML5ZMkSZK2ICNmDaWSmrsNGAJg++1y7EBCXoFyvKlO2ZLA0cRopd8RI6i+Zfsh2zumU5YkSZK0G90ykqnrqDgbtwL/I+lZYp7iSsACtv9Sm3GfHs8A+wMbEEO+HwS2lLSw7c0hU5hJkiRJe5GpzC5A0gbEGKbngNeB42yPaaI8RmX00mBgAPHwcSswAViKGEPVt0hmZLQsSZIkaSvSMWswPR0PSfPafr7yd6NqyypO2WeB84Cny8/MxBiqC3qsT8csSZIkaSvSMWsgU3DIGhcZ+ygkjQIm2B4paSFgNWATYPuqY5okSZIk7UYW/zeEljwG/GvdVMspq0hoLF6GeTeG6vkDjwCzA9h+3PYpwNvAmnXYliRJkiRTSzpmDaGk8GaWdEz5918EUytpy4OB0Z+uhb1HGU4+TNLC5dClwGBJ+0papQwpX56oNUsx2SRJkqRtya7MhiBpRsBEwfsctp/t8Xof2+9K2hh43vZ9ddjZS3wGWBdYVtKFwJ+A4UQK82hgHHC87XFNq6tLkiRJmkXWmHU4lYL3vrbfkXQ08ALhkLwALAP8vZLOvAVYx/aE+qyeflTr6SRdRuizXUlEBe8lVP5na51vFvwnSZIk7Uw6Zg1B0u7AikQX4k7ALcCLwPzA92zfIekbwPy2j6vP0ulLxTEdCcwEHA9sQ4xfuh04ArgnnbEkSZKkE0jHrAFImgP4JjARuAnYEXgYOM3262WNiDTn001zUiT1By4B9rF9dTm2InAxcKrtXWo0L0mSJEmmmnTMGkZxwL4MHAsMtX1fN6TvJO0ILEqkMMfbtqQzgYNs35a1ZUmSJEknkI5Zh9LSJpO0ObAgsAJwVCVidCxwhu2/1WhmryNpUcIhuxs4HBhPjGL6L+B921vUaF6SJEmSfCLSMetAWhEwSXMRshc7AKOAeYm6qp8Cr9oeX6OZnwqly3QksA9wIfDfwBzAG8C5tp/LaFmSJEnSKaRcRgdSSUvuCZxCdB6+SkhGXExEj4YQ0aPGUYkWzm77fEkPEM7ZwrZH9ejUVDplSZIkSaeQEbMOo4fTsarta0va8t7ilOwKvGz7hHot7V2KaOyNwH3l33uIsUujbZ9Vp21JkiRJMq2kY9ahSFoTWAK4jRg/tAzwdyKCtrbt+5ta9F8Ry/0tMB/wOjAXkcpdGVjR9i112pgkSZIk00I6Zh1EpbZsa6Km6hRgfWK0loFzgT62929iXVXl/Ge3/YqkeYC1gX8CdwCzAoNsX1WroUmSJEkyjWSNWQdRiX71J0Rjr5d0HLA1sC3Q3/bw2gzsZSrnP1zSMsRMzEFEPd1oYFTLKWtqtDBJkiRpNumYdQiVgvc1CHmI+SWNs/0k8CtJ1xDpvEYWvFcdLdu7SxoCLA68CSwF/IiYiXlUWZNOWZIkSdJxZCqzA6ik8D5LRIbuBGYjIkY3AmNtv1anjZ8WkoYSchgPVzTb+gBDgUtsv5bRsiRJkqRTScesA6g4ZrsCr9g+XtJaRBdiX0K77OTW+KWmUYkW7gKsSgwn37j8e4Tt6ypr0ylLkiRJOpZ0zDoESQOBW4HrbA8txwT8AJjN9hF12tfbSJqdiA4uSwwqvxuYm3DQTrc9okbzkiRJkmS6kI5ZByHpa8AIojbwMNvnluMz2H6/iZ2YLUqx/8JEGvcs28uVOrNhxCiqMRktS5IkSTqdGeo2IJl6bP8VWIMocB8m6VpJAyqvN8opkzRj+fcLwPLA3whZkNskzQJ8BZjZ9hjIgv8kSZKk88muzA7D9nvAqZIuJdKYzzfNIWtRzhVgD+Bi2y9Jeo8o/r8SeBfYBSZHDeuxNEmSJEmmD+mYdSi2XwQOgWY6JZKWtn27pKWBfnFIsv0qsJmkQcCztp9vojxIkiRJ0p2kY9YAmuaUlEaHHSU9CAwAPgdsCDwk6SHbL9u+p7U+U5hJkiRJU8ji/6TtkDQrsFr5MTAeWIXQbru8/NzXNIc0SZIkSdIxS9qKimbZ7MB5hE7bE8AYwjFbC7jd9rAazUySJEmSXiG7MpO2olLwfzhwue3VgCOAzxJO2RXAMRC1dbUYmSRJkiS9RNaYJW2HpL7AK0TRP7b/AfxD0oXAy7bHluOZykySJEkaRUYckrbD9jvAqcAykraRNLjMw1wQuBgmTT1IkiRJkkaRNWZJW1Icr7UJQd2vABOBa23v00R5kCRJkiSBdMySNkdSf2BWoD/wWBnmnqOXkiRJkkaSjlmSJEmSJEmbkDVmSZIkSZIkbUI6ZkmSJEmSJG1COmZJkiRJkiRtQjpmSZIkSZIkbUI6ZkmSJEmSJG1COmZJkiRJkiRtQjpmSZIkSZIkbcL/B/KTyZ4YeoWhAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] @@ -850,11 +845,11 @@ "data": { "text/plain": [ "date\n", - "2020-04-17 69991.64\n", - "2020-04-20 69991.64\n", - "2020-04-21 69991.64\n", - "2020-04-22 69991.64\n", - "2020-04-23 69991.64\n", + "2020-06-02 72593.00\n", + "2020-06-03 72593.00\n", + "2020-06-04 72593.00\n", + "2020-06-05 72593.00\n", + "2020-06-08 72593.00\n", "Name: close, dtype: float64" ] }, @@ -882,11 +877,11 @@ "data": { "text/plain": [ "date\n", - "2020-04-17 60780.50\n", - "2020-04-20 59709.89\n", - "2020-04-21 57897.29\n", - "2020-04-22 59182.01\n", - "2020-04-23 59177.77\n", + "2020-06-02 65325.77\n", + "2020-06-03 66194.97\n", + "2020-06-04 66021.13\n", + "2020-06-05 67712.89\n", + "2020-06-08 68531.22\n", "Name: close, dtype: float64" ] }, @@ -912,7 +907,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] diff --git a/examples/momentum/strategy.py b/examples/momentum/strategy.py index a4466d9..1fcd1a6 100644 --- a/examples/momentum/strategy.py +++ b/examples/momentum/strategy.py @@ -3,12 +3,6 @@ --------- """ -# use future imports for python 3.x forward compatibility -from __future__ import print_function -from __future__ import unicode_literals -from __future__ import division -from __future__ import absolute_import - # other imports import pandas as pd import matplotlib.pyplot as plt @@ -23,6 +17,7 @@ TRADING_DAYS_PER_MONTH = 21 TRADING_DAYS_PER_YEAR = 252 + class Strategy(): def __init__(self, symbol, capital, start, end, period=None): @@ -37,7 +32,7 @@ def _algo(self): 1. The SPY is higher than X days ago, buy 2. If the SPY is lower than X days ago, sell your long position. """ - self._tlog.cash = self._capital + self._tlog.initialize(self._capital) start_flag = True stop_loss = 0 periods = range(TRADING_DAYS_PER_MONTH*3, TRADING_DAYS_PER_MONTH*13, TRADING_DAYS_PER_MONTH) @@ -45,10 +40,8 @@ def _algo(self): for i, row in enumerate(self._ts.itertuples()): date = row.Index.to_pydatetime() - high = row.high - low = row.low - close = row.close - end_flag = True if (i == len(self._ts) - 1) else False + high = row.high; low = row.low; close = row.close; + end_flag = pf.is_last_row(self._ts, i) shares = 0 if i < TRADING_DAYS_PER_YEAR*2: @@ -94,8 +87,7 @@ def _algo(self): date, -shares, self._symbol, close)) # record daily balance - self._dbal.append(date, high, low, close, - self._tlog.shares, self._tlog.cash) + self._dbal.append(date, high, low, close, self._tlog.shares) def run(self): self._ts = pf.fetch_timeseries(self._symbol) diff --git a/examples/percent-allocate/strategy.ipynb b/examples/percent-allocate/strategy.ipynb index be5741f..d169dc5 100644 --- a/examples/percent-allocate/strategy.ipynb +++ b/examples/percent-allocate/strategy.ipynb @@ -20,12 +20,6 @@ }, "outputs": [], "source": [ - "# use future imports for python 3.x forward compatibility\n", - "from __future__ import print_function\n", - "from __future__ import unicode_literals\n", - "from __future__ import division\n", - "from __future__ import absolute_import\n", - "\n", "# other imports\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", @@ -162,30 +156,27 @@ " self._end = end\n", "\n", " def _algo(self):\n", - " self._tlog.cash = self._capital\n", + " self._tlog.initialize(self._capital)\n", "\n", " for i, row in enumerate(self._ts.itertuples()):\n", "\n", " date = row.Index.to_pydatetime()\n", - " high = row.high\n", - " low = row.low\n", - " close = row.close\n", - " sma200 = row.sma200\n", - " end_flag = True if (i == len(self._ts) - 1) else False\n", + " high = row.high; low = row.low; close = row.close; \n", + " end_flag = pf.is_last_row(self._ts, i)\n", " shares = 0\n", "\n", " # adjust shares\n", " if ((self._tlog.percent(close) > target_percent+band or\n", " self._tlog.percent(close) < target_percent-band)\n", - " and close > sma200*(1+sma200_band)\n", + " and close > row.sma200*(1+sma200_band)\n", " and not end_flag):\n", " # adjust shares to target_percent\n", - " shares = self._tlog.adjust_percent(date, close, target_percent) \n", + " shares = self._tlog.adjust_percent(date, close, target_percent, self._symbol) \n", " # close out\n", - " elif (close < sma200*(1-sma200_band)\n", + " elif (close < row.sma200*(1-sma200_band)\n", " or end_flag):\n", " # adjust shares to 0\n", - " shares = self._tlog.adjust_percent(date, close, 0)\n", + " shares = self._tlog.adjust_percent(date, close, 0, self._symbol)\n", "\n", " if shares > 0:\n", " pf.DBG(\"{0} BUY {1} {2} @ {3:.2f}\".format(\n", @@ -195,8 +186,7 @@ " date, -shares, self._symbol, close))\n", "\n", " # record daily balance\n", - " self._dbal.append(date, high, low, close,\n", - " self._tlog.shares, self._tlog.cash)\n", + " self._dbal.append(date, high, low, close, self._tlog.shares)\n", "\n", " def run(self):\n", " self._ts = pf.fetch_timeseries(self._symbol)\n", @@ -310,28 +300,12 @@ " \n", " \n", " \n", - " 32\n", - " 2014-02-24\n", - " 163.39\n", - " 6\n", - " exit\n", - " \n", - " \n", - " \n", - " 33\n", - " 2014-12-26\n", - " 187.78\n", - " 5\n", - " exit\n", - " \n", - " \n", - " \n", " 34\n", " 2015-08-21\n", " 179.89\n", " 80\n", " exit\n", - " \n", + " SPY\n", " \n", " \n", " 35\n", @@ -339,7 +313,7 @@ " 191.24\n", " 77\n", " entry\n", - " \n", + " SPY\n", " \n", " \n", " 36\n", @@ -347,7 +321,7 @@ " 216.59\n", " 5\n", " exit\n", - " \n", + " SPY\n", " \n", " \n", " 37\n", @@ -355,7 +329,7 @@ " 250.42\n", " 5\n", " exit\n", - " \n", + " SPY\n", " \n", " \n", " 38\n", @@ -363,7 +337,7 @@ " 255.95\n", " 67\n", " exit\n", - " \n", + " SPY\n", " \n", " \n", " 39\n", @@ -371,7 +345,7 @@ " 276.68\n", " 61\n", " entry\n", - " \n", + " SPY\n", " \n", " \n", " 40\n", @@ -379,7 +353,7 @@ " 321.05\n", " 4\n", " exit\n", - " \n", + " SPY\n", " \n", " \n", " 41\n", @@ -387,7 +361,23 @@ " 272.63\n", " 57\n", " exit\n", - " \n", + " SPY\n", + " \n", + " \n", + " 42\n", + " 2020-06-03\n", + " 312.18\n", + " 54\n", + " entry\n", + " SPY\n", + " \n", + " \n", + " 43\n", + " 2020-06-08\n", + " 323.20\n", + " 54\n", + " exit\n", + " SPY\n", " \n", " \n", "\n", @@ -395,16 +385,16 @@ ], "text/plain": [ " date price shares entry_exit symbol\n", - "32 2014-02-24 163.39 6 exit \n", - "33 2014-12-26 187.78 5 exit \n", - "34 2015-08-21 179.89 80 exit \n", - "35 2016-04-01 191.24 77 entry \n", - "36 2017-02-09 216.59 5 exit \n", - "37 2017-11-28 250.42 5 exit \n", - "38 2018-10-29 255.95 67 exit \n", - "39 2019-03-18 276.68 61 entry \n", - "40 2019-12-26 321.05 4 exit \n", - "41 2020-03-09 272.63 57 exit " + "34 2015-08-21 179.89 80 exit SPY\n", + "35 2016-04-01 191.24 77 entry SPY\n", + "36 2017-02-09 216.59 5 exit SPY\n", + "37 2017-11-28 250.42 5 exit SPY\n", + "38 2018-10-29 255.95 67 exit SPY\n", + "39 2019-03-18 276.68 61 entry SPY\n", + "40 2019-12-26 321.05 4 exit SPY\n", + "41 2020-03-09 272.63 57 exit SPY\n", + "42 2020-06-03 312.18 54 entry SPY\n", + "43 2020-06-08 323.20 54 exit SPY" ] }, "execution_count": 9, @@ -460,18 +450,6 @@ " \n", " \n", " \n", - " 22\n", - " 2012-01-10\n", - " 109.42\n", - " 2012-09-13\n", - " 125.40\n", - " 15.99\n", - " 111.90\n", - " 7\n", - " 12924.02\n", - " \n", - " \n", - " \n", " 23\n", " 2012-01-10\n", " 109.42\n", @@ -481,7 +459,7 @@ " 205.98\n", " 6\n", " 13130.00\n", - " \n", + " SPY\n", " \n", " \n", " 24\n", @@ -493,7 +471,7 @@ " 323.84\n", " 6\n", " 13453.85\n", - " \n", + " SPY\n", " \n", " \n", " 25\n", @@ -505,7 +483,7 @@ " 391.82\n", " 5\n", " 13845.67\n", - " \n", + " SPY\n", " \n", " \n", " 26\n", @@ -517,7 +495,7 @@ " 5637.78\n", " 80\n", " 19483.45\n", - " \n", + " SPY\n", " \n", " \n", " 27\n", @@ -529,7 +507,7 @@ " 126.73\n", " 5\n", " 19610.18\n", - " \n", + " SPY\n", " \n", " \n", " 28\n", @@ -541,7 +519,7 @@ " 295.87\n", " 5\n", " 19906.05\n", - " \n", + " SPY\n", " \n", " \n", " 29\n", @@ -553,7 +531,7 @@ " 4335.34\n", " 67\n", " 24241.38\n", - " \n", + " SPY\n", " \n", " \n", " 30\n", @@ -565,7 +543,7 @@ " 177.50\n", " 4\n", " 24418.89\n", - " \n", + " SPY\n", " \n", " \n", " 31\n", @@ -577,7 +555,19 @@ " -230.84\n", " 57\n", " 24188.05\n", - " \n", + " SPY\n", + " \n", + " \n", + " 32\n", + " 2020-06-03\n", + " 312.18\n", + " 2020-06-08\n", + " 323.20\n", + " 11.02\n", + " 595.08\n", + " 54\n", + " 24783.13\n", + " SPY\n", " \n", " \n", "\n", @@ -585,7 +575,6 @@ ], "text/plain": [ " entry_date entry_price exit_date exit_price pl_points pl_cash qty \\\n", - "22 2012-01-10 109.42 2012-09-13 125.40 15.99 111.90 7 \n", "23 2012-01-10 109.42 2013-05-14 143.75 34.33 205.98 6 \n", "24 2012-01-10 109.42 2014-02-24 163.39 53.97 323.84 6 \n", "25 2012-01-10 109.42 2014-12-26 187.78 78.36 391.82 5 \n", @@ -595,18 +584,19 @@ "29 2016-04-01 191.24 2018-10-29 255.95 64.71 4335.34 67 \n", "30 2019-03-18 276.68 2019-12-26 321.05 44.38 177.50 4 \n", "31 2019-03-18 276.68 2020-03-09 272.63 -4.05 -230.84 57 \n", + "32 2020-06-03 312.18 2020-06-08 323.20 11.02 595.08 54 \n", "\n", " cumul_total symbol \n", - "22 12924.02 \n", - "23 13130.00 \n", - "24 13453.85 \n", - "25 13845.67 \n", - "26 19483.45 \n", - "27 19610.18 \n", - "28 19906.05 \n", - "29 24241.38 \n", - "30 24418.89 \n", - "31 24188.05 " + "23 13130.00 SPY \n", + "24 13453.85 SPY \n", + "25 13845.67 SPY \n", + "26 19483.45 SPY \n", + "27 19610.18 SPY \n", + "28 19906.05 SPY \n", + "29 24241.38 SPY \n", + "30 24418.89 SPY \n", + "31 24188.05 SPY \n", + "32 24783.13 SPY " ] }, "execution_count": 10, @@ -668,7 +658,7 @@ " \n", " \n", " \n", - " 2020-04-17\n", + " 2020-06-02\n", " 34188.05\n", " 34188.05\n", " 34188.05\n", @@ -677,40 +667,40 @@ " -\n", " \n", " \n", - " 2020-04-20\n", - " 34188.05\n", - " 34188.05\n", - " 34188.05\n", - " 0\n", + " 2020-06-03\n", + " 34244.21\n", + " 34067.09\n", " 34188.05\n", - " -\n", + " 54\n", + " 17330.33\n", + " O\n", " \n", " \n", - " 2020-04-21\n", - " 34188.05\n", - " 34188.05\n", - " 34188.05\n", - " 0\n", - " 34188.05\n", + " 2020-06-04\n", + " 34232.33\n", + " 34020.65\n", + " 34143.77\n", + " 54\n", + " 17330.33\n", " -\n", " \n", " \n", - " 2020-04-22\n", - " 34188.05\n", - " 34188.05\n", - " 34188.05\n", - " 0\n", - " 34188.05\n", + " 2020-06-05\n", + " 34678.91\n", + " 34456.97\n", + " 34574.69\n", + " 54\n", + " 17330.33\n", " -\n", " \n", " \n", - " 2020-04-23\n", - " 34188.05\n", - " 34188.05\n", - " 34188.05\n", + " 2020-06-08\n", + " 34783.13\n", + " 34783.13\n", + " 34783.13\n", " 0\n", - " 34188.05\n", - " -\n", + " 34783.13\n", + " X\n", " \n", " \n", "\n", @@ -719,11 +709,11 @@ "text/plain": [ " high low close shares cash state\n", "date \n", - "2020-04-17 34188.05 34188.05 34188.05 0 34188.05 -\n", - "2020-04-20 34188.05 34188.05 34188.05 0 34188.05 -\n", - "2020-04-21 34188.05 34188.05 34188.05 0 34188.05 -\n", - "2020-04-22 34188.05 34188.05 34188.05 0 34188.05 -\n", - "2020-04-23 34188.05 34188.05 34188.05 0 34188.05 -" + "2020-06-02 34188.05 34188.05 34188.05 0 34188.05 -\n", + "2020-06-03 34244.21 34067.09 34188.05 54 17330.33 O\n", + "2020-06-04 34232.33 34020.65 34143.77 54 17330.33 -\n", + "2020-06-05 34678.91 34456.97 34574.69 54 17330.33 -\n", + "2020-06-08 34783.13 34783.13 34783.13 0 34783.13 X" ] }, "execution_count": 11, @@ -757,78 +747,78 @@ "output_type": "stream", "text": [ "start 1993-11-11\n", - "end 2020-04-23\n", + "end 2020-06-08\n", "beginning_balance 10000\n", - "ending_balance 34188.05\n", - "total_net_profit 24188.05\n", - "gross_profit 24624.09\n", + "ending_balance 34783.13\n", + "total_net_profit 24783.13\n", + "gross_profit 25219.17\n", "gross_loss -436.04\n", - "profit_factor 56.47\n", - "return_on_initial_capital 241.88\n", - "annual_return_rate 4.76\n", - "trading_period 26 years 5 months 12 days\n", - "pct_time_in_market 75.39\n", - "total_num_trades 32\n", - "trades_per_year 1.21\n", - "num_winning_trades 30\n", + "profit_factor 57.84\n", + "return_on_initial_capital 247.83\n", + "annual_return_rate 4.80\n", + "trading_period 26 years 6 months 28 days\n", + "pct_time_in_market 75.10\n", + "total_num_trades 33\n", + "trades_per_year 1.24\n", + "num_winning_trades 31\n", "num_losing_trades 2\n", "num_even_trades 0\n", - "pct_profitable_trades 93.75\n", - "avg_profit_per_trade 755.88\n", - "avg_profit_per_winning_trade 820.80\n", + "pct_profitable_trades 93.94\n", + "avg_profit_per_trade 751.00\n", + "avg_profit_per_winning_trade 813.52\n", "avg_loss_per_losing_trade -218.02\n", - "ratio_avg_profit_win_loss 3.76\n", + "ratio_avg_profit_win_loss 3.73\n", "largest_profit_winning_trade 5637.78\n", "largest_loss_losing_trade -230.84\n", - "num_winning_points 871.99\n", + "num_winning_points 883.01\n", "num_losing_points -5.22\n", - "total_net_points 866.78\n", - "avg_points 27.09\n", + "total_net_points 877.80\n", + "avg_points 26.60\n", "largest_points_winning_trade 78.36\n", "largest_points_losing_trade -4.05\n", - "avg_pct_gain_per_trade 40.44\n", + "avg_pct_gain_per_trade 39.32\n", "largest_pct_winning_trade 148.28\n", "largest_pct_losing_trade -4.13\n", "max_consecutive_winning_trades 30\n", "max_consecutive_losing_trades 1\n", - "avg_bars_winning_trades 459.93\n", + "avg_bars_winning_trades 445.23\n", "avg_bars_losing_trades 173.00\n", "max_closed_out_drawdown -10.19\n", "max_closed_out_drawdown_start_date 1998-07-17\n", "max_closed_out_drawdown_end_date 1998-11-03\n", "max_closed_out_drawdown_recovery_date 1999-04-12\n", "drawdown_recovery -0.30\n", - "drawdown_annualized_return -2.14\n", + "drawdown_annualized_return -2.12\n", "max_intra_day_drawdown -10.80\n", - "avg_yearly_closed_out_drawdown -4.15\n", + "avg_yearly_closed_out_drawdown -4.18\n", "max_yearly_closed_out_drawdown -10.19\n", "avg_monthly_closed_out_drawdown -1.23\n", "max_monthly_closed_out_drawdown -9.61\n", "avg_weekly_closed_out_drawdown -0.49\n", "max_weekly_closed_out_drawdown -6.14\n", - "avg_yearly_closed_out_runup 8.81\n", + "avg_yearly_closed_out_runup 8.82\n", "max_yearly_closed_out_runup 25.48\n", - "avg_monthly_closed_out_runup 1.56\n", + "avg_monthly_closed_out_runup 1.55\n", "max_monthly_closed_out_runup 7.58\n", "avg_weekly_closed_out_runup 0.58\n", "max_weekly_closed_out_runup 4.70\n", - "pct_profitable_years 75.14\n", + "pct_profitable_years 74.91\n", "best_year 24.51\n", "worst_year -5.20\n", - "avg_year 5.30\n", + "avg_year 5.27\n", "annual_std 5.59\n", - "pct_profitable_months 52.49\n", + "pct_profitable_months 52.28\n", "best_month 7.58\n", "worst_month -9.61\n", "avg_month 0.38\n", "monthly_std 1.59\n", - "pct_profitable_weeks 45.57\n", + "pct_profitable_weeks 45.39\n", "best_week 4.70\n", "worst_week -6.14\n", "avg_week 0.10\n", "weekly_std 0.84\n", - "sharpe_ratio 0.78\n", - "sortino_ratio 0.86\n", + "sharpe_ratio 0.79\n", + "sortino_ratio 0.87\n", "dtype: object\n" ] } @@ -859,7 +849,7 @@ "output_type": "stream", "text": [ "1993-11-11 00:00:00 BUY 215 SPY @ 46.38\n", - "2020-04-23 00:00:00 SELL 215 SPY @ 279.08\n" + "2020-06-08 00:00:00 SELL 215 SPY @ 323.20\n" ] } ], @@ -912,16 +902,16 @@ "output_type": "stream", "text": [ "start 1993-11-11\n", - "end 2020-04-23\n", + "end 2020-06-08\n", "beginning_balance 10000\n", - "ending_balance 60031.57\n", - "total_net_profit 50031.57\n", - "gross_profit 50031.57\n", + "ending_balance 69517.38\n", + "total_net_profit 59517.38\n", + "gross_profit 59517.38\n", "gross_loss 0.00\n", "profit_factor 1000\n", - "return_on_initial_capital 500.32\n", - "annual_return_rate 7.01\n", - "trading_period 26 years 5 months 12 days\n", + "return_on_initial_capital 595.17\n", + "annual_return_rate 7.57\n", + "trading_period 26 years 6 months 28 days\n", "pct_time_in_market 100.00\n", "total_num_trades 1\n", "trades_per_year 0.04\n", @@ -929,61 +919,61 @@ "num_losing_trades 0\n", "num_even_trades 0\n", "pct_profitable_trades 100.00\n", - "avg_profit_per_trade 50031.57\n", - "avg_profit_per_winning_trade 50031.57\n", + "avg_profit_per_trade 59517.38\n", + "avg_profit_per_winning_trade 59517.38\n", "avg_loss_per_losing_trade 0\n", "ratio_avg_profit_win_loss 1000\n", - "largest_profit_winning_trade 50031.57\n", + "largest_profit_winning_trade 59517.38\n", "largest_loss_losing_trade 0\n", - "num_winning_points 232.70\n", + "num_winning_points 276.83\n", "num_losing_points 0\n", - "total_net_points 232.70\n", - "avg_points 232.70\n", - "largest_points_winning_trade 232.70\n", + "total_net_points 276.83\n", + "avg_points 276.83\n", + "largest_points_winning_trade 276.83\n", "largest_points_losing_trade 0\n", - "avg_pct_gain_per_trade 501.79\n", - "largest_pct_winning_trade 501.79\n", + "avg_pct_gain_per_trade 596.93\n", + "largest_pct_winning_trade 596.93\n", "largest_pct_losing_trade 0\n", "max_consecutive_winning_trades 1\n", "max_consecutive_losing_trades 0\n", - "avg_bars_winning_trades 6659.00\n", + "avg_bars_winning_trades 6690.00\n", "avg_bars_losing_trades 0\n", "max_closed_out_drawdown -56.42\n", "max_closed_out_drawdown_start_date 2007-10-09\n", "max_closed_out_drawdown_end_date 2009-03-09\n", "max_closed_out_drawdown_recovery_date 2013-03-14\n", "drawdown_recovery -1.42\n", - "drawdown_annualized_return -8.05\n", + "drawdown_annualized_return -7.45\n", "max_intra_day_drawdown -57.35\n", - "avg_yearly_closed_out_drawdown -14.04\n", + "avg_yearly_closed_out_drawdown -14.14\n", "max_yearly_closed_out_drawdown -52.34\n", "avg_monthly_closed_out_drawdown -4.05\n", "max_monthly_closed_out_drawdown -31.38\n", "avg_weekly_closed_out_drawdown -1.65\n", "max_weekly_closed_out_drawdown -19.77\n", - "avg_yearly_closed_out_runup 23.63\n", + "avg_yearly_closed_out_runup 23.68\n", "max_yearly_closed_out_runup 68.79\n", - "avg_monthly_closed_out_runup 4.75\n", + "avg_monthly_closed_out_runup 4.77\n", "max_monthly_closed_out_runup 28.55\n", - "avg_weekly_closed_out_runup 1.84\n", + "avg_weekly_closed_out_runup 1.85\n", "max_weekly_closed_out_runup 19.37\n", - "pct_profitable_years 77.98\n", + "pct_profitable_years 77.90\n", "best_year 67.92\n", "worst_year -48.54\n", - "avg_year 9.02\n", - "annual_std 16.65\n", - "pct_profitable_months 62.98\n", + "avg_year 8.99\n", + "annual_std 16.61\n", + "pct_profitable_months 63.13\n", "best_month 23.06\n", "worst_month -31.38\n", - "avg_month 0.63\n", - "monthly_std 4.52\n", - "pct_profitable_weeks 57.35\n", + "avg_month 0.67\n", + "monthly_std 4.54\n", + "pct_profitable_weeks 57.43\n", "best_week 19.37\n", "worst_week -19.77\n", - "avg_week 0.16\n", + "avg_week 0.17\n", "weekly_std 2.43\n", - "sharpe_ratio 0.45\n", - "sortino_ratio 0.57\n", + "sharpe_ratio 0.48\n", + "sortino_ratio 0.61\n", "dtype: object\n" ] } @@ -1012,7 +1002,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", "text/plain": [ "
" ] @@ -1108,8 +1098,8 @@ " \n", " \n", " annual_return_rate\n", - " 4.76\n", - " 7.01\n", + " 4.80\n", + " 7.57\n", " \n", " \n", " max_closed_out_drawdown\n", @@ -1118,8 +1108,8 @@ " \n", " \n", " drawdown_annualized_return\n", - " -2.14\n", - " -8.05\n", + " -2.12\n", + " -7.45\n", " \n", " \n", " drawdown_recovery\n", @@ -1138,18 +1128,18 @@ " \n", " \n", " sharpe_ratio\n", - " 0.78\n", - " 0.45\n", + " 0.79\n", + " 0.48\n", " \n", " \n", " sortino_ratio\n", - " 0.86\n", - " 0.57\n", + " 0.87\n", + " 0.61\n", " \n", " \n", " monthly_std\n", " 1.59\n", - " 4.52\n", + " 4.54\n", " \n", " \n", "\n", @@ -1157,15 +1147,15 @@ ], "text/plain": [ " strategy benchmark\n", - "annual_return_rate 4.76 7.01\n", + "annual_return_rate 4.80 7.57\n", "max_closed_out_drawdown -10.19 -56.42\n", - "drawdown_annualized_return -2.14 -8.05\n", + "drawdown_annualized_return -2.12 -7.45\n", "drawdown_recovery -0.30 -1.42\n", "best_month 7.58 23.06\n", "worst_month -9.61 -31.38\n", - "sharpe_ratio 0.78 0.45\n", - "sortino_ratio 0.86 0.57\n", - "monthly_std 1.59 4.52" + "sharpe_ratio 0.79 0.48\n", + "sortino_ratio 0.87 0.61\n", + "monthly_std 1.59 4.54" ] }, "execution_count": 18, @@ -1174,7 +1164,7 @@ }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] diff --git a/examples/pinkfish-challenge/strategy.ipynb b/examples/pinkfish-challenge/strategy.ipynb index 33a256b..96dd725 100644 --- a/examples/pinkfish-challenge/strategy.ipynb +++ b/examples/pinkfish-challenge/strategy.ipynb @@ -20,17 +20,9 @@ }, "outputs": [], "source": [ - "# use future imports for python 3.x forward compatibility\n", - "from __future__ import print_function\n", - "from __future__ import unicode_literals\n", - "from __future__ import division\n", - "from __future__ import absolute_import\n", - "\n", "# other imports\n", "import pandas as pd\n", - "import matplotlib.pyplot as plt\n", "import datetime\n", - "from talib.abstract import *\n", "\n", "# project imports\n", "import pinkfish as pf\n", @@ -53,7 +45,6 @@ "outputs": [], "source": [ "symbol = '^GSPC'\n", - "#symbol = 'SPY'\n", "capital = 10000\n", "start = datetime.datetime(2016, 1, 1)\n", "end = datetime.datetime.now()" @@ -84,94 +75,26 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Define Strategy Class" + "Timeseries" ] }, { "cell_type": "code", "execution_count": 4, - "metadata": { - "ExecuteTime": { - "end_time": "2020-02-17T03:17:21.365341Z", - "start_time": "2020-02-17T03:17:21.293441Z" - } - }, + "metadata": {}, "outputs": [], "source": [ - "class Strategy(object):\n", - "\n", - " def __init__(self, symbol, capital, start, end, period):\n", - " self._symbol = symbol\n", - " self._capital = capital\n", - " self._start = start\n", - " self._end = end\n", - " self._period = period\n", - "\n", - " def _algo(self):\n", - " self._tlog.cash = self._capital\n", - "\n", - " for i, row in enumerate(self._ts.itertuples()):\n", - "\n", - " date = row.Index.to_pydatetime()\n", - " high = row.high\n", - " low = row.low\n", - " close = row.close\n", - " period_high = row.period_high\n", - " end_flag = True if (i == len(self._ts) - 1) else False\n", - " shares = 0\n", - "\n", - " # buy\n", - " if (self._tlog.num_open_trades() == 0\n", - " and high > period_high\n", - " and not end_flag):\n", - "\n", - " # enter buy in trade log\n", - " shares = self._tlog.enter_trade(date, close)\n", - " # sell\n", - " elif end_flag:\n", - "\n", - " # enter sell in trade log\n", - " shares = self._tlog.exit_trade(date, close)\n", - "\n", - " if shares > 0:\n", - " print(\"{0} BUY {1} {2} @ {3:.2f}\".format(\n", - " date, shares, self._symbol, close))\n", - " elif shares < 0:\n", - " print(\"{0} SELL {1} {2} @ {3:.2f}\".format(\n", - " date, -shares, self._symbol, close))\n", + "ts = pf.fetch_timeseries(symbol)\n", + "ts = pf.select_tradeperiod(ts, start, end, use_adj=False)\n", "\n", - " # record daily balance\n", - " self._dbal.append(date, high, low, close,\n", - " self._tlog.shares, self._tlog.cash)\n", + "# Add technical indicator: X day high, and X day low\n", + "period_high = pd.Series(ts.close).rolling(period).max()\n", + "ts['period_high'] = period_high\n", "\n", - " def run(self):\n", - " self._ts = pf.fetch_timeseries(self._symbol)\n", - " self._ts = pf.select_tradeperiod(self._ts, self._start,\n", - " self._end, use_adj=False)\n", - " \n", - " # Add technical indicator: X day high, and X day low\n", - " period_high = pd.Series(self._ts.close).rolling(self._period).max()\n", - " self._ts['period_high'] = period_high\n", - " \n", - " self._ts, self._start = pf.finalize_timeseries(self._ts, self._start)\n", - " \n", - " self._tlog = pf.TradeLog()\n", - " self._dbal = pf.DailyBal()\n", + "ts, start = pf.finalize_timeseries(ts, start)\n", "\n", - " self._algo()\n", - "\n", - " def get_logs(self):\n", - " \"\"\" return DataFrames \"\"\"\n", - " self.tlog = self._tlog.get_log()\n", - " self.dbal = self._dbal.get_log(self.tlog)\n", - " return self.tlog, self.dbal" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Run Strategy" + "tlog = pf.TradeLog()\n", + "dbal = pf.DailyBal()\n" ] }, { @@ -179,10 +102,9 @@ "execution_count": 5, "metadata": { "ExecuteTime": { - "end_time": "2020-02-17T03:17:21.580968Z", - "start_time": "2020-02-17T03:17:21.375378Z" - }, - "scrolled": false + "end_time": "2020-02-17T03:17:21.365341Z", + "start_time": "2020-02-17T03:17:21.293441Z" + } }, "outputs": [ { @@ -190,320 +112,59 @@ "output_type": "stream", "text": [ "2016-02-22 00:00:00 BUY 5 ^GSPC @ 1945.50\n", - "2020-04-23 00:00:00 SELL 5 ^GSPC @ 2797.80\n" + "2020-06-08 00:00:00 SELL 5 ^GSPC @ 3232.39\n" ] - }, - { - "data": { - "text/html": [ - "
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highlowopenclosevolumeadj_closeperiod_high
date
2016-02-011947.201920.301936.941939.3843225300001939.382016.71
2016-02-021935.261897.291935.261903.0344631900001903.032016.71
2016-02-031918.011872.231907.071912.5351729500001912.531990.26
2016-02-041927.351900.521911.671915.4551933200001915.451943.09
2016-02-051913.071872.651913.071880.0549299400001880.051940.24
2016-02-081873.251828.461873.251853.4456364600001853.441940.24
2016-02-091868.251834.941848.461852.2151832200001852.211940.24
2016-02-101881.601850.321857.101851.8644711700001851.861940.24
2016-02-111847.001810.101847.001829.0855008000001829.081940.24
2016-02-121864.781833.401833.401864.7846969200001864.781940.24
2016-02-161895.771871.441871.441895.5845706700001895.581940.24
2016-02-171930.681898.801898.801926.8250115400001926.821940.24
2016-02-181930.001915.091927.571917.8344364900001917.831940.24
2016-02-191918.781902.171916.741917.7841428500001917.781940.24
2016-02-221946.701924.441924.441945.5040547100001945.501945.50
2016-02-231942.381919.441942.381921.2738906500001921.271945.50
2016-02-241932.081891.001917.561929.8043172500001929.801945.50
2016-02-251951.831925.411931.871951.7041182100001951.701951.70
2016-02-261962.961945.781954.951948.0543485100001948.051951.70
2016-02-291958.271931.811947.131932.2345881800001932.231951.70
2016-03-011978.351937.091937.091978.3548197500001978.351978.35
\n", - "
" - ], - "text/plain": [ - " high low open close volume adj_close period_high\n", - "date \n", - "2016-02-01 1947.20 1920.30 1936.94 1939.38 4322530000 1939.38 2016.71\n", - "2016-02-02 1935.26 1897.29 1935.26 1903.03 4463190000 1903.03 2016.71\n", - "2016-02-03 1918.01 1872.23 1907.07 1912.53 5172950000 1912.53 1990.26\n", - "2016-02-04 1927.35 1900.52 1911.67 1915.45 5193320000 1915.45 1943.09\n", - "2016-02-05 1913.07 1872.65 1913.07 1880.05 4929940000 1880.05 1940.24\n", - "2016-02-08 1873.25 1828.46 1873.25 1853.44 5636460000 1853.44 1940.24\n", - "2016-02-09 1868.25 1834.94 1848.46 1852.21 5183220000 1852.21 1940.24\n", - "2016-02-10 1881.60 1850.32 1857.10 1851.86 4471170000 1851.86 1940.24\n", - "2016-02-11 1847.00 1810.10 1847.00 1829.08 5500800000 1829.08 1940.24\n", - "2016-02-12 1864.78 1833.40 1833.40 1864.78 4696920000 1864.78 1940.24\n", - "2016-02-16 1895.77 1871.44 1871.44 1895.58 4570670000 1895.58 1940.24\n", - "2016-02-17 1930.68 1898.80 1898.80 1926.82 5011540000 1926.82 1940.24\n", - "2016-02-18 1930.00 1915.09 1927.57 1917.83 4436490000 1917.83 1940.24\n", - "2016-02-19 1918.78 1902.17 1916.74 1917.78 4142850000 1917.78 1940.24\n", - "2016-02-22 1946.70 1924.44 1924.44 1945.50 4054710000 1945.50 1945.50\n", - "2016-02-23 1942.38 1919.44 1942.38 1921.27 3890650000 1921.27 1945.50\n", - "2016-02-24 1932.08 1891.00 1917.56 1929.80 4317250000 1929.80 1945.50\n", - "2016-02-25 1951.83 1925.41 1931.87 1951.70 4118210000 1951.70 1951.70\n", - "2016-02-26 1962.96 1945.78 1954.95 1948.05 4348510000 1948.05 1951.70\n", - "2016-02-29 1958.27 1931.81 1947.13 1932.23 4588180000 1932.23 1951.70\n", - "2016-03-01 1978.35 1937.09 1937.09 1978.35 4819750000 1978.35 1978.35" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" } ], "source": [ - "s = Strategy(symbol, capital, start, end, int(period))\n", - "s.run()\n", - "s._ts['2016-02-01':'2016-03-01']" + "tlog.initialize(capital)\n", + "\n", + "for i, row in enumerate(ts.itertuples()):\n", + "\n", + " date = row.Index.to_pydatetime()\n", + " high = row.high; low = row.low; close = row.close; \n", + " end_flag = pf.is_last_row(ts, i)\n", + " shares = 0\n", + "\n", + " # buy\n", + " if (tlog.shares == 0\n", + " and high > row.period_high\n", + " and not end_flag):\n", + "\n", + " # enter buy in trade log\n", + " shares = tlog.enter_trade(date, close)\n", + " # sell\n", + " elif end_flag:\n", + "\n", + " # enter sell in trade log\n", + " shares = tlog.exit_trade(date, close)\n", + "\n", + " if shares > 0:\n", + " print(\"{0} BUY {1} {2} @ {3:.2f}\".format(\n", + " date, shares, symbol, close))\n", + " elif shares < 0:\n", + " print(\"{0} SELL {1} {2} @ {3:.2f}\".format(\n", + " date, -shares, symbol, close))\n", + "\n", + " # record daily balance\n", + " dbal.append(date, high, low, close, tlog.shares)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Retrieve log DataFrames" + "Get logs" ] }, { "cell_type": "code", "execution_count": 6, - "metadata": { - "ExecuteTime": { - "end_time": "2020-02-17T03:17:21.733559Z", - "start_time": "2020-02-17T03:17:21.585678Z" - } - }, + "metadata": {}, "outputs": [], "source": [ - "tlog, dbal = s.get_logs()" + "tlog = tlog.get_log()\n", + "dbal = dbal.get_log(tlog)" ] }, { @@ -553,12 +214,12 @@ " 0\n", " 2016-02-22\n", " 1945.50\n", - " 2020-04-23\n", - " 2797.80\n", - " 852.30\n", - " 4261.50\n", + " 2020-06-08\n", + " 3232.39\n", + " 1286.89\n", + " 6434.45\n", " 5\n", - " 4261.50\n", + " 6434.45\n", " \n", " \n", " \n", @@ -567,10 +228,10 @@ ], "text/plain": [ " entry_date entry_price exit_date exit_price pl_points pl_cash qty \\\n", - "0 2016-02-22 1945.50 2020-04-23 2797.80 852.30 4261.50 5 \n", + "0 2016-02-22 1945.50 2020-06-08 3232.39 1286.89 6434.45 5 \n", "\n", " cumul_total symbol \n", - "0 4261.50 " + "0 6434.45 " ] }, "execution_count": 7, diff --git a/examples/portfolio/weights.ipynb b/examples/portfolio/weights.ipynb new file mode 100644 index 0000000..47f9cd5 --- /dev/null +++ b/examples/portfolio/weights.ipynb @@ -0,0 +1,947 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Weighted Portfolio\n", + "\n", + "On the first trading day of every month, rebalance portfolio to given percentages" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "ExecuteTime": { + "end_time": "2020-02-17T05:42:08.798393Z", + "start_time": "2020-02-17T05:42:07.455687Z" + } + }, + "outputs": [], + "source": [ + "# other imports\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import datetime\n", + "from talib.abstract import *\n", + "\n", + "# project imports\n", + "import pinkfish as pf\n", + "\n", + "# format price data\n", + "pd.options.display.float_format = '{:0.2f}'.format\n", + "\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "ExecuteTime": { + "end_time": "2020-02-17T05:42:08.816893Z", + "start_time": "2020-02-17T05:42:08.808607Z" + } + }, + "outputs": [], + "source": [ + "# set size of inline plots\n", + "'''note: rcParams can't be in same cell as import matplotlib\n", + " or %matplotlib inline\n", + " \n", + " %matplotlib notebook: will lead to interactive plots embedded within\n", + " the notebook, you can zoom and resize the figure\n", + " \n", + " %matplotlib inline: only draw static images in the notebook\n", + "'''\n", + "plt.rcParams[\"figure.figsize\"] = (10, 7)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Some global data" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "ExecuteTime": { + "end_time": "2020-02-17T05:42:08.835362Z", + "start_time": "2020-02-17T05:42:08.821138Z" + } + }, + "outputs": [], + "source": [ + "symbols = ['SPY', 'TLT', 'GLD']\n", + "weights = {'SPY': 0.50, 'TLT': 0.40, 'GLD': 0.10}\n", + "capital = 10000\n", + "start = datetime.datetime(1900, 1, 1)\n", + "#start = datetime.datetime.strptime(pf.SP500_BEGIN, '%Y-%m-%d')\n", + "end = datetime.datetime.now()\n", + "\n", + "use_cache = False" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "portfolio = pf.Portfolio()\n", + "ts = portfolio.fetch_timeseries(symbols, start, end, use_cache=use_cache)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "# add calendar columns\n", + "ts = pf.calendar(ts)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "ts, start = pf.finalize_timeseries(ts, start)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "SPY \n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
datepricesharesentry_exitsymbol
02004-12-0187.3357entrySPY
12004-12-0151.5377entryTLT
22004-12-0145.3822entryGLD
32005-01-0343.021entryGLD
42005-01-0353.091exitTLT
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entry_dateentry_priceexit_dateexit_pricepl_pointspl_cashqtycumul_totalsymbol
02004-12-0151.532005-01-0353.091.571.5711.57TLT
12004-12-0151.532005-02-0154.783.266.5128.08TLT
22004-12-0145.382005-03-0143.22-2.16-2.1615.92GLD
32004-12-0151.532005-04-0154.002.472.4718.39TLT
42004-12-0151.532005-05-0255.894.364.36112.75TLT
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highlowclosesharescashstate
date
2004-11-1810000.0010000.0010000.00010000.00-
2004-11-1910000.0010000.0010000.00010000.00-
2004-11-2210000.0010000.0010000.00010000.00-
2004-11-2310000.0010000.0010000.00010000.00-
2004-11-2410000.0010000.0010000.00010000.00-
\n", + "
" + ], + "text/plain": [ + " high low close shares cash state\n", + "date \n", + "2004-11-18 10000.00 10000.00 10000.00 0 10000.00 -\n", + "2004-11-19 10000.00 10000.00 10000.00 0 10000.00 -\n", + "2004-11-22 10000.00 10000.00 10000.00 0 10000.00 -\n", + "2004-11-23 10000.00 10000.00 10000.00 0 10000.00 -\n", + "2004-11-24 10000.00 10000.00 10000.00 0 10000.00 -" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dbal.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "start 2004-11-18\n", + "end 2020-06-12\n", + "beginning_balance 10000\n", + "ending_balance 37248.35\n", + "total_net_profit 26204.63\n", + "gross_profit 27809.82\n", + "gross_loss -561.46\n", + "profit_factor 49.53\n", + "return_on_initial_capital 262.05\n", + "annual_return_rate 8.82\n", + "trading_period 15 years 6 months 25 days\n", + "pct_time_in_market 99.80\n", + "total_num_trades 345\n", + "trades_per_year 22.16\n", + "num_winning_trades 311\n", + "num_losing_trades 22\n", + "num_even_trades 12\n", + "pct_profitable_trades 90.14\n", + "avg_profit_per_trade 75.96\n", + "avg_profit_per_winning_trade 89.42\n", + "avg_loss_per_losing_trade -25.52\n", + "ratio_avg_profit_win_loss 3.50\n", + "largest_profit_winning_trade 1269.89\n", + "largest_loss_losing_trade -118.39\n", + "num_winning_points 18646.73\n", + "num_losing_points -415.66\n", + "total_net_points 18231.07\n", + "avg_points 52.84\n", + "largest_points_winning_trade 238.58\n", + "largest_points_losing_trade -53.03\n", + "avg_pct_gain_per_trade 60.13\n", + "largest_pct_winning_trade 380.03\n", + "largest_pct_losing_trade -34.01\n", + "max_consecutive_winning_trades 49\n", + "max_consecutive_losing_trades 3\n", + "avg_bars_winning_trades 1206.94\n", + "avg_bars_losing_trades 877.86\n", + "max_closed_out_drawdown -24.04\n", + "max_closed_out_drawdown_start_date 2007-12-06\n", + "max_closed_out_drawdown_end_date 2009-03-09\n", + "max_closed_out_drawdown_recovery_date 2010-04-09\n", + "drawdown_recovery -1.26\n", + "drawdown_annualized_return -2.73\n", + "max_intra_day_drawdown -24.04\n", + "avg_yearly_closed_out_drawdown -6.31\n", + "max_yearly_closed_out_drawdown -23.77\n", + "avg_monthly_closed_out_drawdown -1.88\n", + "max_monthly_closed_out_drawdown -15.53\n", + "avg_weekly_closed_out_drawdown -0.76\n", + "max_weekly_closed_out_drawdown -10.34\n", + "avg_yearly_closed_out_runup 13.98\n", + "max_yearly_closed_out_runup 29.96\n", + "avg_monthly_closed_out_runup 2.49\n", + "max_monthly_closed_out_runup 16.78\n", + "avg_weekly_closed_out_runup 0.93\n", + "max_weekly_closed_out_runup 9.48\n", + "pct_profitable_years 90.18\n", + "best_year 28.76\n", + "worst_year -21.14\n", + "avg_year 8.91\n", + "annual_std 7.97\n", + "pct_profitable_months 67.80\n", + "best_month 16.78\n", + "worst_month -15.40\n", + "avg_month 0.70\n", + "monthly_std 2.36\n", + "pct_profitable_weeks 60.49\n", + "best_week 9.48\n", + "worst_week -9.67\n", + "avg_week 0.18\n", + "weekly_std 1.20\n", + "sharpe_ratio 1.00\n", + "sortino_ratio 1.31\n", + "dtype: object\n" + ] + } + ], + "source": [ + "stats = pf.stats(ts, tlog, dbal, capital)\n", + "pf.print_full(stats)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2004-11-18 00:00:00 BUY 114 SPY @ 86.97\n", + "2020-06-12 00:00:00 SELL 114 SPY @ 304.21\n" + ] + } + ], + "source": [ + "benchmark = pf.Benchmark(symbol='SPY', capital=capital, start=start, end=end, use_adj=True)\n", + "benchmark.run()" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "benchmark.tlog, benchmark.dbal = benchmark.get_logs()" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "benchmark.stats = benchmark.get_stats()" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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strategybenchmark
beginning_balance$10,000.00$10,000.00
ending_balance$37,248.35$34,764.83
total_net_profit$26,204.63$24,764.83
gross_profit$27,809.82$24,764.83
gross_loss-$561.46$0.00
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" + ], + "text/plain": [ + " strategy benchmark\n", + "beginning_balance $10,000.00 $10,000.00\n", + "ending_balance $37,248.35 $34,764.83\n", + "total_net_profit $26,204.63 $24,764.83\n", + "gross_profit $27,809.82 $24,764.83\n", + "gross_loss -$561.46 $0.00" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pf.summary5(stats, benchmark.stats)\n", + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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strategybenchmark
annual_return_rate8.828.33
max_closed_out_drawdown-24.04-54.85
drawdown_annualized_return-2.73-6.58
drawdown_recovery-1.26-1.42
best_month16.7823.30
worst_month-15.40-30.92
sharpe_ratio1.000.51
sortino_ratio1.310.60
monthly_std2.364.56
trades_per_year22.160.06
\n", + "
" + ], + "text/plain": [ + " strategy benchmark\n", + "annual_return_rate 8.82 8.33\n", + "max_closed_out_drawdown -24.04 -54.85\n", + "drawdown_annualized_return -2.73 -6.58\n", + "drawdown_recovery -1.26 -1.42\n", + "best_month 16.78 23.30\n", + "worst_month -15.40 -30.92\n", + "sharpe_ratio 1.00 0.51\n", + "sortino_ratio 1.31 0.60\n", + "monthly_std 2.36 4.56\n", + "trades_per_year 22.16 0.06" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "metrics = ('annual_return_rate',\n", + " 'max_closed_out_drawdown',\n", + " 'drawdown_annualized_return',\n", + " 'drawdown_recovery',\n", + " 'best_month',\n", + " 'worst_month',\n", + " 'sharpe_ratio',\n", + " 'sortino_ratio',\n", + " 'monthly_std',\n", + " 'trades_per_year')\n", + "\n", + "df = pf.plot_bar_graph(stats, benchmark.stats, *metrics)\n", + "df" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.8.2" + }, + "latex_envs": { + "LaTeX_envs_menu_present": true, + "autoclose": false, + "autocomplete": true, + "bibliofile": "biblio.bib", + "cite_by": "apalike", + "current_citInitial": 1, + "eqLabelWithNumbers": true, + "eqNumInitial": 1, + "hotkeys": { + "equation": "Ctrl-E", + "itemize": "Ctrl-I" + }, + "labels_anchors": false, + "latex_user_defs": false, + "report_style_numbering": false, + "user_envs_cfg": false + } + }, + "nbformat": 4, + "nbformat_minor": 1 +} diff --git a/examples/pyfolio-empyrical/empyrical.ipynb b/examples/pyfolio-empyrical/empyrical.ipynb index 49b036e..6cbdd8a 100644 --- a/examples/pyfolio-empyrical/empyrical.ipynb +++ b/examples/pyfolio-empyrical/empyrical.ipynb @@ -24,12 +24,6 @@ }, "outputs": [], "source": [ - "# use future imports for python 3.x forward compatibility\n", - "from __future__ import print_function\n", - "from __future__ import unicode_literals\n", - "from __future__ import division\n", - "from __future__ import absolute_import\n", - "\n", "# other imports\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", @@ -240,18 +234,6 @@ " \n", " \n", " \n", - " 18\n", - " 1995-02-03\n", - " 478.65\n", - " 1998-08-31\n", - " 957.28\n", - " 478.63\n", - " 88546.56\n", - " 185\n", - " 167099.49\n", - " \n", - " \n", - " \n", " 19\n", " 1998-11-04\n", " 1118.67\n", @@ -359,13 +341,24 @@ " 601063.95\n", " \n", " \n", + " \n", + " 28\n", + " 2020-06-03\n", + " 3122.87\n", + " 2020-06-08\n", + " 3232.39\n", + " 109.52\n", + " 21356.36\n", + " 195\n", + " 622420.31\n", + " \n", + " \n", " \n", "\n", "" ], "text/plain": [ " entry_date entry_price exit_date exit_price pl_points pl_cash qty \\\n", - "18 1995-02-03 478.65 1998-08-31 957.28 478.63 88546.56 185 \n", "19 1998-11-04 1118.67 1999-10-15 1247.41 128.74 20340.92 158 \n", "20 1999-10-29 1362.93 2000-10-10 1387.02 24.09 3468.96 144 \n", "21 2003-04-22 911.37 2004-08-06 1063.97 152.60 33571.99 220 \n", @@ -375,9 +368,9 @@ "25 2012-01-18 1308.04 2015-08-21 1970.89 662.85 168363.89 254 \n", "26 2016-04-18 2094.34 2018-10-24 2656.10 561.76 134260.64 239 \n", "27 2019-03-21 2854.88 2020-03-09 2746.56 -108.32 -24047.00 222 \n", + "28 2020-06-03 3122.87 2020-06-08 3232.39 109.52 21356.36 195 \n", "\n", " cumul_total symbol \n", - "18 167099.49 \n", "19 187440.41 \n", "20 190909.37 \n", "21 224481.36 \n", @@ -386,7 +379,8 @@ "24 322486.42 \n", "25 490850.31 \n", "26 625110.95 \n", - "27 601063.95 " + "27 601063.95 \n", + "28 622420.31 " ] }, "execution_count": 8, @@ -448,7 +442,7 @@ " \n", " \n", " \n", - " 2020-04-17\n", + " 2020-06-02\n", " 611063.95\n", " 611063.95\n", " 611063.95\n", @@ -457,40 +451,40 @@ " -\n", " \n", " \n", - " 2020-04-20\n", + " 2020-06-03\n", + " 612637.57\n", + " 606389.76\n", " 611063.95\n", - " 611063.95\n", - " 611063.95\n", - " 0\n", - " 611063.95\n", - " -\n", + " 195\n", + " 2104.28\n", + " O\n", " \n", " \n", - " 2020-04-21\n", - " 611063.95\n", - " 611063.95\n", - " 611063.95\n", - " 0\n", - " 611063.95\n", + " 2020-06-04\n", + " 612241.71\n", + " 604734.21\n", + " 609012.55\n", + " 195\n", + " 2104.28\n", " -\n", " \n", " \n", - " 2020-04-22\n", - " 611063.95\n", - " 611063.95\n", - " 611063.95\n", - " 0\n", - " 611063.95\n", + " 2020-06-05\n", + " 628389.67\n", + " 619053.10\n", + " 624920.62\n", + " 195\n", + " 2104.28\n", " -\n", " \n", " \n", - " 2020-04-23\n", - " 611063.95\n", - " 611063.95\n", - " 611063.95\n", + " 2020-06-08\n", + " 632420.31\n", + " 632420.31\n", + " 632420.31\n", " 0\n", - " 611063.95\n", - " -\n", + " 632420.31\n", + " X\n", " \n", " \n", "\n", @@ -499,11 +493,11 @@ "text/plain": [ " high low close shares cash state\n", "date \n", - "2020-04-17 611063.95 611063.95 611063.95 0 611063.95 -\n", - "2020-04-20 611063.95 611063.95 611063.95 0 611063.95 -\n", - "2020-04-21 611063.95 611063.95 611063.95 0 611063.95 -\n", - "2020-04-22 611063.95 611063.95 611063.95 0 611063.95 -\n", - "2020-04-23 611063.95 611063.95 611063.95 0 611063.95 -" + "2020-06-02 611063.95 611063.95 611063.95 0 611063.95 -\n", + "2020-06-03 612637.57 606389.76 611063.95 195 2104.28 O\n", + "2020-06-04 612241.71 604734.21 609012.55 195 2104.28 -\n", + "2020-06-05 628389.67 619053.10 624920.62 195 2104.28 -\n", + "2020-06-08 632420.31 632420.31 632420.31 0 632420.31 X" ] }, "execution_count": 9, @@ -537,7 +531,7 @@ "output_type": "stream", "text": [ "1957-03-04 00:00:00 BUY 226 ^GSPC @ 44.06\n", - "2020-04-23 00:00:00 SELL 226 ^GSPC @ 2797.80\n" + "2020-06-08 00:00:00 SELL 226 ^GSPC @ 3232.39\n" ] } ], @@ -703,11 +697,11 @@ " \n", " \n", " alpha_beta\n", - " [0.03753113848336609, 0.43105392962689204]\n", + " [0.03708332823527849, 0.42986110591508403]\n", " \n", " \n", " alpha_beta_aligned\n", - " [0.03753113848336609, 0.43105392962689204]\n", + " [0.03708332823527849, 0.42986110591508403]\n", " \n", " \n", " annual_return\n", @@ -735,7 +729,7 @@ " \n", " \n", " capture\n", - " 0.99\n", + " 0.97\n", " \n", " \n", " conditional_value_at_risk\n", @@ -749,11 +743,11 @@ " \n", " \n", " cum_returns_final\n", - " 60.11\n", + " 62.24\n", " \n", " \n", " down_alpha_beta\n", - " [-0.35990376411484826, 0.31763918555573734]\n", + " [-0.3598577438017967, 0.31670530011720666]\n", " \n", " \n", " down_capture\n", @@ -765,7 +759,7 @@ " \n", " \n", " excess_sharpe\n", - " -0.00\n", + " -0.01\n", " \n", " \n", " max_drawdown\n", @@ -777,18 +771,18 @@ " \n", " \n", " sharpe_ratio\n", - " 0.67\n", + " 0.68\n", " \n", " \n", " simple_returns\n", " date\n", - "1957-03-05 0.00\n", - "1957-03-06 0.00\n", - "1957-...\n", + "1957-03-05 0.00\n", + "1957-03-06 0.00\n", + "195...\n", " \n", " \n", " sortino_ratio\n", - " 0.95\n", + " 0.96\n", " \n", " \n", " stability_of_timeseries\n", @@ -800,11 +794,11 @@ " \n", " \n", " up_alpha_beta\n", - " [0.6886319981105786, 0.29042182804405087]\n", + " [0.6877735756024472, 0.2892848502962125]\n", " \n", " \n", " up_capture\n", - " 0.41\n", + " 0.40\n", " \n", " \n", " up_down_capture\n", @@ -826,36 +820,36 @@ "1960 ...\n", "alpha 0.04\n", "alpha_aligned 0.04\n", - "alpha_beta [0.03753113848336609, 0.43105392962689204]\n", - "alpha_beta_aligned [0.03753113848336609, 0.43105392962689204]\n", + "alpha_beta [0.03708332823527849, 0.42986110591508403]\n", + "alpha_beta_aligned [0.03708332823527849, 0.42986110591508403]\n", "annual_return 0.07\n", "annual_volatility 0.10\n", "beta 0.43\n", "beta_aligned 0.43\n", "cagr 0.07\n", "calmar_ratio 0.32\n", - "capture 0.99\n", + "capture 0.97\n", "conditional_value_at_risk -0.02\n", "cum_returns date\n", "1957-03-04 00:00:00+00:00 0.00\n", "1957-03...\n", - "cum_returns_final 60.11\n", - "down_alpha_beta [-0.35990376411484826, 0.31763918555573734]\n", + "cum_returns_final 62.24\n", + "down_alpha_beta [-0.3598577438017967, 0.31670530011720666]\n", "down_capture 0.77\n", "downside_risk 0.07\n", - "excess_sharpe -0.00\n", + "excess_sharpe -0.01\n", "max_drawdown -0.21\n", "omega_ratio 1.15\n", - "sharpe_ratio 0.67\n", + "sharpe_ratio 0.68\n", "simple_returns date\n", - "1957-03-05 0.00\n", - "1957-03-06 0.00\n", - "1957-...\n", - "sortino_ratio 0.95\n", + "1957-03-05 0.00\n", + "1957-03-06 0.00\n", + "195...\n", + "sortino_ratio 0.96\n", "stability_of_timeseries 0.98\n", "tail_ratio 1.05\n", - "up_alpha_beta [0.6886319981105786, 0.29042182804405087]\n", - "up_capture 0.41\n", + "up_alpha_beta [0.6877735756024472, 0.2892848502962125]\n", + "up_capture 0.40\n", "up_down_capture 0.53\n", "value_at_risk NaN" ] diff --git a/examples/pyfolio-empyrical/pyfolio.ipynb b/examples/pyfolio-empyrical/pyfolio.ipynb index 7c2e4cd..ef83525 100644 --- a/examples/pyfolio-empyrical/pyfolio.ipynb +++ b/examples/pyfolio-empyrical/pyfolio.ipynb @@ -15,7 +15,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 12, "metadata": { "ExecuteTime": { "end_time": "2020-02-17T03:22:22.921907Z", @@ -24,12 +24,6 @@ }, "outputs": [], "source": [ - "# use future imports for python 3.x forward compatibility\n", - "from __future__ import print_function\n", - "from __future__ import unicode_literals\n", - "from __future__ import division\n", - "from __future__ import absolute_import\n", - "\n", "import warnings\n", "warnings.simplefilter(action='ignore', category=UserWarning)\n", "\n", @@ -52,7 +46,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 13, "metadata": { "ExecuteTime": { "end_time": "2020-02-17T03:22:22.939154Z", @@ -82,7 +76,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 14, "metadata": { "ExecuteTime": { "end_time": "2020-02-17T03:22:22.959743Z", @@ -117,7 +111,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 15, "metadata": { "ExecuteTime": { "end_time": "2020-02-17T03:22:22.977895Z", @@ -138,7 +132,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 16, "metadata": { "ExecuteTime": { "end_time": "2020-02-17T03:22:22.997784Z", @@ -163,7 +157,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 17, "metadata": { "ExecuteTime": { "end_time": "2020-02-17T03:22:23.408198Z", @@ -186,7 +180,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 18, "metadata": { "ExecuteTime": { "end_time": "2020-02-17T03:22:24.622661Z", @@ -201,7 +195,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 19, "metadata": { "ExecuteTime": { "end_time": "2020-02-17T03:22:24.675675Z", @@ -243,18 +237,6 @@ " \n", " \n", " \n", - " 18\n", - " 1995-02-03\n", - " 478.65\n", - " 1998-08-31\n", - " 957.28\n", - " 478.63\n", - " 88546.56\n", - " 185\n", - " 167099.49\n", - " \n", - " \n", - " \n", " 19\n", " 1998-11-04\n", " 1118.67\n", @@ -362,13 +344,24 @@ " 601063.95\n", " \n", " \n", + " \n", + " 28\n", + " 2020-06-03\n", + " 3122.87\n", + " 2020-06-08\n", + " 3232.39\n", + " 109.52\n", + " 21356.36\n", + " 195\n", + " 622420.31\n", + " \n", + " \n", " \n", "\n", "" ], "text/plain": [ " entry_date entry_price exit_date exit_price pl_points pl_cash qty \\\n", - "18 1995-02-03 478.65 1998-08-31 957.28 478.63 88546.56 185 \n", "19 1998-11-04 1118.67 1999-10-15 1247.41 128.74 20340.92 158 \n", "20 1999-10-29 1362.93 2000-10-10 1387.02 24.09 3468.96 144 \n", "21 2003-04-22 911.37 2004-08-06 1063.97 152.60 33571.99 220 \n", @@ -378,9 +371,9 @@ "25 2012-01-18 1308.04 2015-08-21 1970.89 662.85 168363.89 254 \n", "26 2016-04-18 2094.34 2018-10-24 2656.10 561.76 134260.64 239 \n", "27 2019-03-21 2854.88 2020-03-09 2746.56 -108.32 -24047.00 222 \n", + "28 2020-06-03 3122.87 2020-06-08 3232.39 109.52 21356.36 195 \n", "\n", " cumul_total symbol \n", - "18 167099.49 \n", "19 187440.41 \n", "20 190909.37 \n", "21 224481.36 \n", @@ -389,10 +382,11 @@ "24 322486.42 \n", "25 490850.31 \n", "26 625110.95 \n", - "27 601063.95 " + "27 601063.95 \n", + "28 622420.31 " ] }, - "execution_count": 8, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" } @@ -403,7 +397,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 20, "metadata": { "ExecuteTime": { "end_time": "2020-02-17T03:22:24.711652Z", @@ -451,7 +445,7 @@ " \n", " \n", " \n", - " 2020-04-17\n", + " 2020-06-02\n", " 611063.95\n", " 611063.95\n", " 611063.95\n", @@ -460,40 +454,40 @@ " -\n", " \n", " \n", - " 2020-04-20\n", - " 611063.95\n", + " 2020-06-03\n", + " 612637.57\n", + " 606389.76\n", " 611063.95\n", - " 611063.95\n", - " 0\n", - " 611063.95\n", - " -\n", + " 195\n", + " 2104.28\n", + " O\n", " \n", " \n", - " 2020-04-21\n", - " 611063.95\n", - " 611063.95\n", - " 611063.95\n", - " 0\n", - " 611063.95\n", + " 2020-06-04\n", + " 612241.71\n", + " 604734.21\n", + " 609012.55\n", + " 195\n", + " 2104.28\n", " -\n", " \n", " \n", - " 2020-04-22\n", - " 611063.95\n", - " 611063.95\n", - " 611063.95\n", - " 0\n", - " 611063.95\n", + " 2020-06-05\n", + " 628389.67\n", + " 619053.10\n", + " 624920.62\n", + " 195\n", + " 2104.28\n", " -\n", " \n", " \n", - " 2020-04-23\n", - " 611063.95\n", - " 611063.95\n", - " 611063.95\n", + " 2020-06-08\n", + " 632420.31\n", + " 632420.31\n", + " 632420.31\n", " 0\n", - " 611063.95\n", - " -\n", + " 632420.31\n", + " X\n", " \n", " \n", "\n", @@ -502,14 +496,14 @@ "text/plain": [ " high low close shares cash state\n", "date \n", - "2020-04-17 611063.95 611063.95 611063.95 0 611063.95 -\n", - "2020-04-20 611063.95 611063.95 611063.95 0 611063.95 -\n", - "2020-04-21 611063.95 611063.95 611063.95 0 611063.95 -\n", - "2020-04-22 611063.95 611063.95 611063.95 0 611063.95 -\n", - "2020-04-23 611063.95 611063.95 611063.95 0 611063.95 -" + "2020-06-02 611063.95 611063.95 611063.95 0 611063.95 -\n", + "2020-06-03 612637.57 606389.76 611063.95 195 2104.28 O\n", + "2020-06-04 612241.71 604734.21 609012.55 195 2104.28 -\n", + "2020-06-05 628389.67 619053.10 624920.62 195 2104.28 -\n", + "2020-06-08 632420.31 632420.31 632420.31 0 632420.31 X" ] }, - "execution_count": 9, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" } @@ -527,7 +521,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 21, "metadata": { "ExecuteTime": { "end_time": "2020-02-17T03:22:25.870759Z", @@ -540,7 +534,7 @@ "output_type": "stream", "text": [ "1957-03-04 00:00:00 BUY 226 ^GSPC @ 44.06\n", - "2020-04-23 00:00:00 SELL 226 ^GSPC @ 2797.80\n" + "2020-06-08 00:00:00 SELL 226 ^GSPC @ 3232.39\n" ] } ], @@ -559,7 +553,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 22, "metadata": { "ExecuteTime": { "end_time": "2020-02-17T03:27:01.796014Z", @@ -574,9 +568,9 @@ "\n", " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -588,31 +582,31 @@ " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -624,7 +618,7 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -636,43 +630,43 @@ " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -718,9 +712,9 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -752,7 +746,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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" ] diff --git a/examples/pyfolio-empyrical/strategy.py b/examples/pyfolio-empyrical/strategy.py index 81e5fe0..ad70097 100644 --- a/examples/pyfolio-empyrical/strategy.py +++ b/examples/pyfolio-empyrical/strategy.py @@ -3,12 +3,6 @@ --------- """ -# use future imports for python 3.x forward compatibility -from __future__ import print_function -from __future__ import unicode_literals -from __future__ import division -from __future__ import absolute_import - # other imports import pandas as pd import matplotlib.pyplot as plt @@ -20,6 +14,7 @@ pf.DEBUG = False + class Strategy(): def __init__(self, symbol, capital, start, end, use_adj=False, @@ -37,17 +32,15 @@ def _algo(self): 1. The SPY closes above its upper band, buy 2. If the SPY closes below its lower band, sell your long position. """ - self._tlog.cash = self._capital + self._tlog.initialize(self._capital) for i, row in enumerate(self._ts.itertuples()): date = row.Index.to_pydatetime() - high = row.high - low = row.low - close = row.close - sma = row.sma - upper_band = sma + sma * self._percent_band - lower_band = sma - sma * self._percent_band + high = row.high; low = row.low; close = row.close; + end_flag = pf.is_last_row(self._ts, i) + upper_band = row.sma + row.sma * self._percent_band + lower_band = row.sma - row.sma * self._percent_band end_flag = True if (i == len(self._ts) - 1) else False shares = 0 @@ -75,8 +68,7 @@ def _algo(self): date, -shares, self._symbol, close)) # record daily balance - self._dbal.append(date, high, low, close, - self._tlog.shares, self._tlog.cash) + self._dbal.append(date, high, low, close, self._tlog.shares) def run(self): self._ts = pf.fetch_timeseries(self._symbol) diff --git a/examples/scaling-in-out/optimize.ipynb b/examples/scaling-in-out/optimize.ipynb index 45bcd06..19835f0 100644 --- a/examples/scaling-in-out/optimize.ipynb +++ b/examples/scaling-in-out/optimize.ipynb @@ -25,12 +25,6 @@ }, "outputs": [], "source": [ - "# use future imports for python 3.x forward compatibility\n", - "from __future__ import print_function\n", - "from __future__ import unicode_literals\n", - "from __future__ import division\n", - "from __future__ import absolute_import\n", - "\n", "# other imports\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", @@ -235,15 +229,15 @@ "
\n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -259,15 +253,15 @@ " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -307,11 +301,11 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -320,7 +314,7 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -331,27 +325,27 @@ " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", - " \n", " \n", " \n", " \n", @@ -407,32 +401,32 @@ ], "text/plain": [ " 1 2 3 4 5 6 7 \\\n", - "annual_return_rate 7.16 6.31 5.50 5.24 5.02 4.49 3.97 \n", + "annual_return_rate 7.13 6.28 5.48 5.21 4.99 4.47 3.95 \n", "max_closed_out_drawdown -14.63 -18.58 -21.96 -23.56 -18.74 -15.45 -13.98 \n", - "drawdown_annualized_return -2.04 -2.95 -3.99 -4.50 -3.73 -3.44 -3.53 \n", + "drawdown_annualized_return -2.05 -2.96 -4.01 -4.52 -3.75 -3.46 -3.54 \n", "drawdown_recovery -1.84 -0.13 -0.13 -0.13 -0.13 -0.13 -0.18 \n", "best_month 12.88 10.33 10.41 12.35 9.26 7.64 8.47 \n", "worst_month -13.54 -17.67 -21.10 -22.93 -18.21 -14.99 -12.66 \n", - "sharpe_ratio 0.75 0.68 0.62 0.61 0.65 0.64 0.61 \n", - "sortino_ratio 0.55 0.52 0.46 0.46 0.49 0.49 0.46 \n", - "monthly_std 2.11 2.03 1.93 1.87 1.70 1.53 1.41 \n", - "pct_time_in_market 29.87 36.07 39.90 42.71 44.24 45.04 45.53 \n", + "sharpe_ratio 0.74 0.68 0.62 0.61 0.64 0.64 0.61 \n", + "sortino_ratio 0.55 0.51 0.46 0.46 0.49 0.49 0.46 \n", + "monthly_std 2.10 2.02 1.93 1.87 1.70 1.52 1.41 \n", + "pct_time_in_market 29.73 35.90 39.72 42.51 44.04 44.83 45.32 \n", "total_num_trades 264.00 423.00 521.00 589.00 635.00 659.00 672.00 \n", "pct_profitable_trades 78.03 76.83 76.39 76.74 77.17 77.39 77.23 \n", "avg_points 0.86 0.90 0.94 1.07 1.26 1.35 1.38 \n", "pct_profitable_trades 78.03 76.83 76.39 76.74 77.17 77.39 77.23 \n", "\n", " 8 9 \n", - "annual_return_rate 3.48 3.13 \n", + "annual_return_rate 3.46 3.11 \n", "max_closed_out_drawdown -13.94 -13.52 \n", - "drawdown_annualized_return -4.00 -4.32 \n", + "drawdown_annualized_return -4.02 -4.34 \n", "drawdown_recovery -0.18 -0.18 \n", "best_month 7.98 8.15 \n", "worst_month -12.13 -12.24 \n", "sharpe_ratio 0.58 0.56 \n", "sortino_ratio 0.43 0.41 \n", "monthly_std 1.30 1.21 \n", - "pct_time_in_market 45.92 46.13 \n", + "pct_time_in_market 45.71 45.92 \n", "total_num_trades 679.00 684.00 \n", "pct_profitable_trades 77.17 77.05 \n", "avg_points 1.40 1.41 \n", @@ -483,7 +477,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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Yv7sv7e6HJ/nVJK+4g2Mu6+6d3b1zy5Yt6zsgAMAEpg6xQ0m2Lts+dbbvjlyR5KcmnQgAYE5MHWJ7k+yoqu1VdVKS85LsXn5AVe1Ytnl2kr+YeCYAgLkw6Rqx7j5SVRcmuTrJpiRv6e79VXVJkn3dvTvJhVX1jCS3JvlqkudOORMAwLyYerF+untPkj0r9l287PZFU88AADCP5mKxPgDAIhJiAACDCDEAgEGEGADAIEIMAGAQIQYAMIgQAwAYRIgBAAwixAAABhFiAACDCDEAgEGEGADAIEIMAGAQIQYAMIgQAwAYRIgBAAwixAAABhFiAACDCDEAgEGEGADAIEIMAGAQIQYAMIgQAwAYRIgBAAwixAAABhFiAACDCDEAgEGEGADAIEIMAGAQIQYAMIgQAwAYRIgBAAwixAAABhFiAACDCDEAgEGEGADAIEIMAGAQIQYAMIgQAwAYZPIQq6ozq+qGqjpQVbtWuf+lVXVdVf1ZVX2wqh469UwAAPNg0hCrqk1JLk1yVpLTkpxfVaetOOwTSXZ29w8nuSrJa6ecCQBgXkx9Ruz0JAe6+8buviXJFUnOXX5Ad3+4u7812/xoklMnngkAYC5MHWKnJLl52fbB2b478vNJ/stqd1TVBVW1r6r2HT58+DiOCAAwxtws1q+qn0uyM8mvr3Z/d1/W3Tu7e+eWLVvWdzgAgAlsnvjxDyXZumz71Nm+71FVz0jyr5M8pbu/PfFMAABzYeozYnuT7Kiq7VV1UpLzkuxefkBVPSbJG5Kc091fnHgeAIC5MWmIdfeRJBcmuTrJ9Umu7O79VXVJVZ0zO+zXk9wnyTur6tqq2n0HDwcAsKFMfWky3b0nyZ4V+y5edvsZU88AADCP5maxPgDAohFiAACDCDEAgEGEGADAIEIMAGAQIQYAMIgQAwAYRIgBAAwixAAABhFiAACDCDEAgEGEGADAIEIMAGAQIQYAMIgQAwAYRIgBAAwixAAABhFiAACDCDEAgEGEGADAIEIMAGAQIQYAMIgQAwAYRIgBAAwixAAABhFiAACDCDEAgEGEGADAIEIMAGAQIQYAMIgQAwAYRIgBAAwixAAABhFiAACDCDEAgEGEGADAIEIMAGAQIQYAMIgQAwAYRIgBAAwyeYhV1ZlVdUNVHaiqXavc/+Sq+nhVHamqZ089DwDAvJg0xKpqU5JLk5yV5LQk51fVaSsO+3yS5yV5+5SzAADMm80TP/7pSQ50941JUlVXJDk3yXW3H9DdN83u+87EswAAzJWpL02ekuTmZdsHZ/vWrKouqKp9VbXv8OHDx2U4AICRTpjF+t19WXfv7O6dW7ZsGT0OAMDf2NQhdijJ1mXbp872AQAsvKlDbG+SHVW1vapOSnJekt0TPycAwAlh0hDr7iNJLkxydZLrk1zZ3fur6pKqOidJqurHqupgkn+S5A1VtX/KmQAA5sXU75pMd+9JsmfFvouX3d6bpUuWAAAL5YRZrA8AsNEIMQCAQYQYAMAgQgwAYBAhBgAwiBADABhEiAEADCLEAAAGEWIAAIMIMQCAQYQYAMAgQgwAYBAhBgAwiBADABhEiAEADCLEAAAGEWIAAIMIMQCAQYQYAMAgQgwAYBAhBgAwiBADABhEiAEADCLEAAAGEWIAAIMIMQCAQYQYAMAgQgwAYBAhBgAwiBADABhEiAEADCLEAAAGEWIAAIMIMQCAQYQYAMAgQgwAYBAhBgAwiBADABhEiAEADCLEAAAGmTzEqurMqrqhqg5U1a5V7v++qvq92f0fq6ptU88EADAPJg2xqtqU5NIkZyU5Lcn5VXXaisN+PslXu/sRSX4jyWumnAkAYF5MfUbs9CQHuvvG7r4lyRVJzl1xzLlJLp/dvirJ06uqJp4LAGC46u7pHrzq2UnO7O4XzLafk+Tx3X3hsmM+PTvm4Gz7L2fHfGnFY12Q5ILZ5qOS3DDZ4Hfu5CRfusujNh6ve7F43YvF614sXvf6e2h3b1ntjs3rPcmx6u7Lklw2eo6q2tfdO0fPsd687sXidS8Wr3uxeN3zZepLk4eSbF22feps36rHVNXmJPdL8uWJ5wIAGG7qENubZEdVba+qk5Kcl2T3imN2J3nu7Pazk3yop7xeCgAwJya9NNndR6rqwiRXJ9mU5C3dvb+qLkmyr7t3J3lzkt+pqgNJvpKlWJtnwy+PDuJ1Lxave7F43YvF654jky7WBwDgjvlkfQCAQYQYAMAgQuwoVdVbquqLs889WxhVtbWqPlxV11XV/qq6aPRM66Gq7lFVf1pVn5y97n8zeqb1UlWbquoTVfWHo2dZT1V1U1V9qqqurap9o+dZL1V1/6q6qqr+vKqur6onjJ5palX1qNl/59t/vl5VvzR6rqlV1S/P/j77dFW9o6ruMXqm9VBVF81e8/55/O9sjdhRqqonJ/lGkt/u7kePnme9VNWDkzy4uz9eVfdNck2Sn+ru6waPNqnZtzvcu7u/UVV3T/LHSS7q7o8OHm1yVfXSJDuTfH93P3P0POulqm5KsnPlh0lvdFV1eZL/3t1vmr27/V7d/bXRc62X2VfxHcrSB4l/bvQ8U6mqU7L099hp3f1/qurKJHu6+z+NnWxaVfXoLH2rz+lJbknyviQv6u4DQwdbxhmxo9Tdf5Sld3UulO7+Qnd/fHb7r5Ncn+SUsVNNr5d8Y7Z599nPhv+/lqo6NcnZSd40ehamV1X3S/LkLL17Pd19yyJF2MzTk/zlRo6wZTYnuefsMzvvleR/Dp5nPfxQko9197e6+0iSjyR51uCZvocQ46hV1bYkj0nysbGTrI/ZJbprk3wxyQe6exFe939M8itJvjN6kAE6yfur6prZV6otgu1JDid56+xy9Juq6t6jh1pn5yV5x+ghptbdh5L8hySfT/KFJH/V3e8fO9W6+HSSf1BVP1BV90ryj/K9HzQ/nBDjqFTVfZK8K8kvdffXR8+zHrr7tu7+0Sx9I8Tps1PcG1ZVPTPJF7v7mtGzDPKk7n5skrOSvHi2HGGj25zksUle392PSfLNJLvGjrR+Zpdiz0nyztGzTK2qHpDk3CzF999Jcu+q+rmxU02vu69P8pok78/SZclrk9w2dKgVhBh3abZG6l1J3tbd7x49z3qbXar5cJIzR88ysScmOWe2VuqKJE+rqt8dO9L6mZ0xSHd/Mcl7srSmZKM7mOTgsrO9V2UpzBbFWUk+3t3/e/Qg6+AZST7b3Ye7+9Yk707y9wfPtC66+83d/bjufnKSryb5zOiZlhNi3KnZovU3J7m+u183ep71UlVbqur+s9v3THJGkj8fO9W0uvvl3X1qd2/L0uWaD3X3hv8/5iSpqnvP3oyS2aW5f5ilSxobWnf/ryQ3V9WjZruenmRDvxFnhfOzAJclZz6f5Mer6l6zv9efnqU1vxteVT1o9udDsrQ+7O1jJ/pek37F0UZSVe9I8tQkJ1fVwSSv7O43j51qXTwxyXOSfGq2XipJ/lV37xk403p4cJLLZ++ouluSK7t7oT7OYcH8rSTvWfr3KZuTvL273zd2pHXzi0neNrtMd2OS5w+eZ13MgvuMJL8wepb10N0fq6qrknw8yZEkn8icfuXPBN5VVT+Q5NYkL563N6T4+AoAgEFcmgQAGESIAQAMIsQAAAYRYgAAgwgxAIBBhBgAwCBCDABgkP8HxHqZMbz4nVYAAAAASUVORK5CYII=\n", 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" ] @@ -546,7 +540,7 @@ "output_type": "stream", "text": [ "1993-11-11 00:00:00 BUY 215 SPY @ 46.38\n", - "2020-04-23 00:00:00 SELL 215 SPY @ 279.08\n" + "2020-06-08 00:00:00 SELL 215 SPY @ 323.20\n" ] } ], @@ -577,7 +571,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] diff --git a/examples/scaling-in-out/strategy.ipynb b/examples/scaling-in-out/strategy.ipynb index 2a8906d..c27aff4 100644 --- a/examples/scaling-in-out/strategy.ipynb +++ b/examples/scaling-in-out/strategy.ipynb @@ -26,12 +26,6 @@ }, "outputs": [], "source": [ - "# use future imports for python 3.x forward compatibility\n", - "from __future__ import print_function\n", - "from __future__ import unicode_literals\n", - "from __future__ import division\n", - "from __future__ import absolute_import\n", - "\n", "# other imports\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", @@ -461,7 +455,7 @@ " \n", "
\n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -470,7 +464,7 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -479,7 +473,7 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -488,7 +482,7 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -497,7 +491,7 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -512,11 +506,11 @@ "text/plain": [ " high low close shares cash state\n", "date \n", - "2020-04-17 22002.14 22002.14 22002.14 0 22002.14 -\n", - "2020-04-20 22002.14 22002.14 22002.14 0 22002.14 -\n", - "2020-04-21 22002.14 22002.14 22002.14 0 22002.14 -\n", - "2020-04-22 22002.14 22002.14 22002.14 0 22002.14 -\n", - "2020-04-23 22002.14 22002.14 22002.14 0 22002.14 -" + "2020-06-02 22002.14 22002.14 22002.14 0 22002.14 -\n", + "2020-06-03 22002.14 22002.14 22002.14 0 22002.14 -\n", + "2020-06-04 22002.14 22002.14 22002.14 0 22002.14 -\n", + "2020-06-05 22002.14 22002.14 22002.14 0 22002.14 -\n", + "2020-06-08 22002.14 22002.14 22002.14 0 22002.14 -" ] }, "execution_count": 9, @@ -550,79 +544,79 @@ "name": "stdout", "output_type": "stream", "text": [ - "start 2000-01-03\n", - "end 2020-04-23\n", - "beginning_balance 10000\n", - "ending_balance 22002.14\n", - "total_net_profit 12002.14\n", - "gross_profit 24827.20\n", - "gross_loss -12825.06\n", - "profit_factor 1.94\n", - "return_on_initial_capital 120.02\n", - "annual_return_rate 3.96\n", - "trading_period 20 years 3 months 20 days\n", - "pct_time_in_market 40.09\n", - "total_num_trades 432\n", - "trades_per_year 21.28\n", - "num_winning_trades 324\n", - "num_losing_trades 108\n", - "num_even_trades 0\n", - "pct_profitable_trades 75.00\n", - "avg_profit_per_trade 27.78\n", - "avg_profit_per_winning_trade 76.63\n", - "avg_loss_per_losing_trade -118.75\n", - "ratio_avg_profit_win_loss 0.65\n", - "largest_profit_winning_trade 334.88\n", - "largest_loss_losing_trade -1163.18\n", - "num_winning_points 983.23\n", - "num_losing_points -550.46\n", - "total_net_points 432.77\n", - "avg_points 1.00\n", - "largest_points_winning_trade 14.23\n", - "largest_points_losing_trade -61.22\n", - "avg_pct_gain_per_trade 0.76\n", - "largest_pct_winning_trade 6.92\n", - "largest_pct_losing_trade -18.99\n", - "max_consecutive_winning_trades 27\n", - "max_consecutive_losing_trades 7\n", - "avg_bars_winning_trades 9.93\n", - "avg_bars_losing_trades 20.24\n", - "max_closed_out_drawdown -23.53\n", - "max_closed_out_drawdown_start_date 2020-02-05\n", - "max_closed_out_drawdown_end_date 2020-03-23\n", - "max_closed_out_drawdown_recovery_date Not Recovered Yet\n", - "drawdown_recovery -0.13\n", - "drawdown_annualized_return -5.94\n", - "max_intra_day_drawdown -25.27\n", - "avg_yearly_closed_out_drawdown -5.43\n", - "max_yearly_closed_out_drawdown -23.53\n", - "avg_monthly_closed_out_drawdown -1.18\n", - "max_monthly_closed_out_drawdown -22.90\n", - "avg_weekly_closed_out_drawdown -0.42\n", - "max_weekly_closed_out_drawdown -13.57\n", - "avg_yearly_closed_out_runup 8.78\n", - "max_yearly_closed_out_runup 20.30\n", - "avg_monthly_closed_out_runup 1.48\n", - "max_monthly_closed_out_runup 12.36\n", - "avg_weekly_closed_out_runup 0.52\n", - "max_weekly_closed_out_runup 12.01\n", - "pct_profitable_years 69.92\n", - "best_year 16.77\n", - "worst_year -19.54\n", - "avg_year 4.56\n", - "annual_std 5.49\n", - "pct_profitable_months 54.39\n", - "best_month 12.36\n", - "worst_month -22.90\n", - "avg_month 0.32\n", - "monthly_std 1.86\n", - "pct_profitable_weeks 34.05\n", - "best_week 12.01\n", - "worst_week -13.57\n", - "avg_week 0.08\n", - "weekly_std 1.10\n", - "sharpe_ratio 0.48\n", - "sortino_ratio 0.34\n", + "start 2000-01-03\n", + "end 2020-06-08\n", + "beginning_balance 10000\n", + "ending_balance 22002.14\n", + "total_net_profit 12002.14\n", + "gross_profit 24827.20\n", + "gross_loss -12825.06\n", + "profit_factor 1.94\n", + "return_on_initial_capital 120.02\n", + "annual_return_rate 3.94\n", + "trading_period 20 years 5 months 5 days\n", + "pct_time_in_market 39.84\n", + "total_num_trades 432\n", + "trades_per_year 21.14\n", + "num_winning_trades 324\n", + "num_losing_trades 108\n", + "num_even_trades 0\n", + "pct_profitable_trades 75.00\n", + "avg_profit_per_trade 27.78\n", + "avg_profit_per_winning_trade 76.63\n", + "avg_loss_per_losing_trade -118.75\n", + "ratio_avg_profit_win_loss 0.65\n", + "largest_profit_winning_trade 334.88\n", + "largest_loss_losing_trade -1163.18\n", + "num_winning_points 983.23\n", + "num_losing_points -550.46\n", + "total_net_points 432.77\n", + "avg_points 1.00\n", + "largest_points_winning_trade 14.23\n", + "largest_points_losing_trade -61.22\n", + "avg_pct_gain_per_trade 0.76\n", + "largest_pct_winning_trade 6.92\n", + "largest_pct_losing_trade -18.99\n", + "max_consecutive_winning_trades 27\n", + "max_consecutive_losing_trades 7\n", + "avg_bars_winning_trades 9.93\n", + "avg_bars_losing_trades 20.24\n", + "max_closed_out_drawdown -23.53\n", + "max_closed_out_drawdown_start_date 2020-02-05\n", + "max_closed_out_drawdown_end_date 2020-03-23\n", + "max_closed_out_drawdown_recovery_date Not Recovered Yet\n", + "drawdown_recovery -0.13\n", + "drawdown_annualized_return -5.98\n", + "max_intra_day_drawdown -25.27\n", + "avg_yearly_closed_out_drawdown -5.54\n", + "max_yearly_closed_out_drawdown -23.53\n", + "avg_monthly_closed_out_drawdown -1.17\n", + "max_monthly_closed_out_drawdown -22.90\n", + "avg_weekly_closed_out_drawdown -0.42\n", + "max_weekly_closed_out_drawdown -13.57\n", + "avg_yearly_closed_out_runup 8.80\n", + "max_yearly_closed_out_runup 20.30\n", + "avg_monthly_closed_out_runup 1.47\n", + "max_monthly_closed_out_runup 12.36\n", + "avg_weekly_closed_out_runup 0.51\n", + "max_weekly_closed_out_runup 12.01\n", + "pct_profitable_years 69.48\n", + "best_year 16.77\n", + "worst_year -19.54\n", + "avg_year 4.47\n", + "annual_std 5.58\n", + "pct_profitable_months 54.20\n", + "best_month 12.36\n", + "worst_month -22.90\n", + "avg_month 0.32\n", + "monthly_std 1.85\n", + "pct_profitable_weeks 33.85\n", + "best_week 12.01\n", + "worst_week -13.57\n", + "avg_week 0.08\n", + "weekly_std 1.09\n", + "sharpe_ratio 0.48\n", + "sortino_ratio 0.34\n", "dtype: object\n" ] } @@ -660,7 +654,7 @@ "output_type": "stream", "text": [ "2000-01-03 00:00:00 BUY 68 SPY @ 145.44\n", - "2020-04-23 00:00:00 SELL 68 SPY @ 279.08\n" + "2020-06-08 00:00:00 SELL 68 SPY @ 323.20\n" ] } ], @@ -690,7 +684,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -724,7 +718,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -784,8 +778,8 @@ "
\n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -794,8 +788,8 @@ " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -815,17 +809,17 @@ " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", " \n", "
Start date1957-03-04
End date2020-04-23
End date2020-06-08
In-sample months633
Out-of-sample months123
Out-of-sample months125
In-sample
Annual return6.89%5.959%6.737%6.236%6.782%
Cumulative returns3267.612%81.453%6010.64%87.795%6224.203%
Annual volatility10.214%11.856%10.499%11.819%10.495%
Sharpe ratio0.700.550.670.570.68
Calmar ratio0.320.320.330.32
Max drawdown-21.313%-18.855%-19.128%-21.313%
Sortino ratio1.010.730.950.770.96
SkewNaN-1.03-1.01NaN
KurtosisNaN9.529.59NaN
Tail ratio1.060.950.971.05
Daily value at risk-1.258%-1.468%-1.295%-1.462%-1.294%
Alpha0.040.020.010.04
Beta0.420.470.460.43
218.8619.132020-02-192020-03-092020-06-04NaTNaN
annual_return_rate7.166.315.505.245.024.493.973.483.137.136.285.485.214.994.473.953.463.11
max_closed_out_drawdown
drawdown_annualized_return-2.04-2.95-3.99-4.50-3.73-3.44-3.53-4.00-4.32-2.05-2.96-4.01-4.52-3.75-3.46-3.54-4.02-4.34
drawdown_recovery
sharpe_ratio0.750.740.680.620.610.650.640.640.610.58
sortino_ratio0.550.520.510.460.460.49
monthly_std2.112.032.102.021.931.871.701.531.521.411.301.21
pct_time_in_market29.8736.0739.9042.7144.2445.0445.5329.7335.9039.7242.5144.0444.8345.3245.7145.9246.13
total_num_trades
2020-04-172020-06-0222002.1422002.1422002.14-
2020-04-202020-06-0322002.1422002.1422002.14-
2020-04-212020-06-0422002.1422002.1422002.14-
2020-04-222020-06-0522002.1422002.1422002.14-
2020-04-232020-06-0822002.1422002.1422002.14
annual_return_rate3.963.243.943.95
max_closed_out_drawdown
drawdown_annualized_return-5.94-17.28-5.98-14.13
drawdown_recovery
sharpe_ratio0.480.260.30
sortino_ratio0.340.330.37
monthly_std1.864.641.854.67
\n", @@ -833,15 +827,15 @@ ], "text/plain": [ " strategy benchmark\n", - "annual_return_rate 3.96 3.24\n", + "annual_return_rate 3.94 3.95\n", "max_closed_out_drawdown -23.53 -55.89\n", - "drawdown_annualized_return -5.94 -17.28\n", + "drawdown_annualized_return -5.98 -14.13\n", "drawdown_recovery -0.13 -1.42\n", "best_month 12.36 22.91\n", "worst_month -22.90 -31.24\n", - "sharpe_ratio 0.48 0.26\n", - "sortino_ratio 0.34 0.33\n", - "monthly_std 1.86 4.64" + "sharpe_ratio 0.48 0.30\n", + "sortino_ratio 0.34 0.37\n", + "monthly_std 1.85 4.67" ] }, "execution_count": 14, @@ -850,7 +844,7 @@ }, { "data": { - "image/png": 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QmVcCV9YdhyRJUl9palemJEnSgNPYFjNJDeL0B5LUJ2wxkyRJaggTM0mSpIYwMZMkSWoIEzNJkqSGMDGTJElqCBMzSZKkhjAxkyRJaggTM0mSpIYwMZMkSWoIEzNJkqSGMDGTJElqCBMzSZKkhjAxkyRJaggTM0mSpIYwMZMkSWoIEzNJkqSGMDGTJElqCBMzSZKkhhhcdwBSX8vjc96/eVz0XiCSJM3EFjNJkqSGMDGTJElqCBMzSZKkhjAxkyRJaggTM0mSpIYwMZMkSWoIEzNJkqSGMDGTJElqCBMzSZKkhjAxkyRJaggTM0mSpIYwMZMkSWqIN0zMIuK8iFiy7fGbI+K6zoYlSZI08PSkxez/gJsj4r0RsS9wDXBKZ8OSJEkaeN4wMcvMM4B9gMuAE4B3ZuYv5+dFI2LniJgUEf+KiDEzPXd0RNwfEfdFxLbz8zqSJEn9SU+6Mj8GnA18HDgHuDIiRs3n604EdgR+O9NrvQ3YFVgH2A74XkQMms/XkiRJ6hcG92CfDwObZubjwE8i4lLgXGD0vL5oZt4DEBEzP7UDcGFmvgQ8EBH3AxsCN83ra0mSJPUXPenK/GCVlLUe30JJljphFeDhtseTq23/JiL2i4jxETF+6tSpHQpHkiSp78y2xSwijsjMr0bEqUDOYpdD5vSDI+JaYMVZPHVMZl42d2H+u8w8EzgTYMyYMbOKT5IkqV+ZU1fmPdX/4+flB2fm1vPwbY8Aw9oer1ptkyRJ6nqzTcwy85dV4f3IzPxcH8VzOXBBRHwTWBlYA7ilj15bkiSpVnOsMcvMV4F39PaLRsSHImIysAnwq4i4unq9ScBFwN3AVcCBVQySJEldryejMm+PiMuBnwH/bG3MzEvm9UUz81Lg0tk8dxJw0rz+bEmSpP6qJ4nZEOBJ4F1t2xKY58RMkiRJ/64nidlZmfm79g0R0evdm5IkSQNdT9bKPLWH2yRJkjQf5jSP2SbA24GhEfHZtqeWAFwmSZIkqZfNqSvzTcBi1T6Lt21/Ftipk0FJkiQNRHOax+w3wG8i4pzMfCgiFsnMF/owNkmSpAGlJzVmK0fE3cC9ABExKiK+19mwJEmSBp6eJGanANtSpswgM+8A3tnJoCRJkgainiRmZObDM21yNn5JkqRe1pN5zB6OiLcDGRELAp/mtQXOJUmS1Et60mK2P3AgsArwCDC6eixJkqRe9IYtZpn5BLBbH8QiSZI0oM1pgtnvzOkbM/OQ3g9HkiRp4JpTi9n+wETgIuBRIPokIkmSpAFqTonZSsDOwC7AdOCnwMWZ+XRfBCZJkjTQzLb4PzOfzMzvZ+aWwF7AUsDdEfGxPotOkiRpAHnD4v+IWB/4CLAN8GtgQqeDkiRJGojmVPx/ArA9Zc6yC4GjM3N6XwUmSZI00MypxexY4AFgVPXvvyMCyiCAzMx1Ox+eJEnSwDGnxGz1PotCkiRJs0/MMvOhvgxEkiRpoOvRIuaSJEnqPBMzSZKkhjAxkyRJaoiezGN2F5AzbX4GGA+cmJlPdiIwSZKkgeYNEzPKpLKvAhdUj3cFFgH+DpwDvL8jkUmSJA0wPUnMts7M9dse3xURt2Xm+hGxe6cCkxopZ248liSp9/SkxmxQRGzYehARY4FB1UNXApAkSeolPWkx2wc4OyIWo8z6/yywT0QsCny5k8FJkiQNJG+YmGXmrcDIiFiyevxM29MXdSowSZKkgaYnozIXAj4MDAcGV+tlkpkndDQySZKkAaYnXZmXUabHmAC81NlwJEmSBq6eJGarZuZ2HY9EkiRpgOvJqMzfR8TIjkciSZI0wPWkxWxTYM+IeIDSlRlAZua6HY1MkiRpgOlJYvae3n7RiPgaZcWAl4G/AHtl5tPVc0cDn6CsNnBIZl7d268vSZLURLPtyoyIJaovn5vNv/lxDTCianX7E3B09Zpvoyz5tA6wHfC9iBg0258iSZLURebUYnYB8D7KaMykdGG2JPCWeX3RzPzftod/AHaqvt4BuDAzXwIeiIj7gQ2Bm+b1tSRJkvqL2SZmmfm+6v/VOxzD3sBPq69XoSRqLZOrbf8mIvYD9gNYbbXVOhmfJElSn5htYhYR68/uOYDMvG1Oz0fEtcCKs3jqmMy8rNrnGMp6m+e/caj/9vpnAmcCjBkzxpWlJUlSvzenrsxvVP8PAcYAd1C6M9cFxgObzOkHZ+bWc3o+IvakdJVulZmtxOoRYFjbbqtW2yRJkrrebIv/M3PLzNwSmAKsn5ljMnMDYD3mM1mKiO2AI4APZOYLbU9dDuwaEQtFxOrAGsAt8/NakiRJ/UVPpstYKzPvaj3IzIkRsfZ8vu53gYWAa6q1N/+Qmftn5qSIuAi4m9LFeWBmvjqfryVJktQv9CQxuzMizgJ+XD3eDbhzfl40M986h+dOAk6an58vSZLUH/UkMdsL+BTw6erxb4HTOxaRJEnSAPWGiVlmTgO+Vf2TJElSh7xhYhYRawBfBt5GGaEJQGbO8wSzkiRJ+nezHZXZ5oeUrsvpwJbAj3it3kySJEm9pCeJ2cKZeR0QmflQZo4Dtu9sWJIkSQNPT4r/X4qIBYA/R8RBlDnMFutsWJIkSQNPT1rMPg0sAhwCbADsDuzRyaAkSZIGojm2mEXEIGCXzPwc8Dxl6gxJUsPl8fOxhPC46L1AJM2V2baYRcTgatb9TfswHkmSpAFrTi1mtwDrA3+MiMuBnwH/bD2ZmZd0ODZJkqQBpSfF/0OAJ4F3AQlE9b+JWT9nV4ckSc0yp8Rs+Yj4LDCR1xKylvm4okuSJGlW5pSYDaJMizGrphETM0mSpF42p8RsSmae0GeRSJIkDXBzmsfMIiJJkqQ+NKfEbKs+i0KSJEmzT8wy86m+DESSJGmg68mSTJIkSeoDJmaSJEkNYWImSZLUECZmkiRJDWFiJkmS1BAmZpIkSQ1hYiZJktQQJmaSJEkNYWImSZLUECZmkiRJDWFiJkmS1BAmZpIkSQ1hYiZJktQQJmaSJEkNYWImSZLUECZmkiRJDWFiJkmS1BAmZpIkSQ1RS2IWEV+KiDsj4vaI+N+IWLnaHhHxnYi4v3p+/TrikyRJqkNdLWZfy8x1M3M0cAXwhWr7e4A1qn/7AafXFJ8kSVKfqyUxy8xn2x4uCmT19Q7Aj7L4A7BURKzU5wFKkiTVYHBdLxwRJwEfB54Btqw2rwI83Lbb5GrblFl8/36UVjVWW221jsYqSZLUFzrWYhYR10bExFn82wEgM4/JzGHA+cBBc/vzM/PMzByTmWOGDh3a2+FLkiT1uY61mGXm1j3c9XzgSuB44BFgWNtzq1bbJEmSul5dozLXaHu4A3Bv9fXlwMer0ZkbA89k5r91Y0qSJHWjumrMTo6ItYB/AQ8B+1fbrwTeC9wPvADsVU94kiRJfa+WxCwzPzyb7Qkc2MfhSJIkNUJtozIlSQ2V+cb7SOoIl2SSJElqCBMzSZKkhjAxkyRJaggTM0mSpIYwMZMkSWoIEzNJkqSGMDGTJElqCBMzSZKkhjAxkyRJaggTM0mSpIYwMZMkSWoIEzNJkqSGMDGTJElqCBMzSZKkhjAxkyRJaggTM0mSpIYwMZMkSWoIEzNJkqSGMDGTJElqCBMzSZKkhjAxkyRJaggTM0mSpIYwMZMkSWoIEzNJkqSGMDGTJElqCBMzSZKkhjAxkyRJaggTM0mSpIYwMZMkSWoIEzNJkqSGMDGTJElqCBMzSZKkhjAxkyRJaggTM0mSpIaoNTGLiMMiIiNiuepxRMR3IuL+iLgzItavMz5JkqS+VFtiFhHDgHcDf2vb/B5gjerffsDpNYQmSZJUizpbzL4FHAFk27YdgB9l8QdgqYhYqZboJEmS+lgtiVlE7AA8kpl3zPTUKsDDbY8nV9tm9TP2i4jxETF+6tSpHYpUkiSp7wzu1A+OiGuBFWfx1DHA5yndmPMsM88EzgQYM2ZMvsHukiRJjdexxCwzt57V9ogYCawO3BERAKsCt0XEhsAjwLC23VettkmSJHW9Pu/KzMy7MnP5zByemcMp3ZXrZ+bfgcuBj1ejMzcGnsnMKX0doyRJUh061mI2j64E3gvcD7wA7FVvOJIkSX2n9sSsajVrfZ3AgfVFI0mSVB9n/pckSWoIEzNJkqSGMDGTJElqCBMzSZKkhjAxkyRJaggTM0mSpIYwMZMkSWoIEzNJkqSGMDGTJElqCBMzSZKkhjAxkyRJaggTM0mSpIYwMZMkSWoIEzNJkqSGMDGTJElqCBMzSZKkhjAxkyRJaggTM0mSpIYwMZMkSWoIEzNJkqSGMDGTJElqCBMzSZKkhjAxkyRJaggTM0mSpIYwMZMkSWoIEzNJkqSGMDGTJElqCBMzSZKkhjAxkyRJaggTM0mSpIYwMZMkSWoIEzNJkqSGMDGTJElqCBMzSZKkhjAxkyRJaohaErOIGBcRj0TE7dW/97Y9d3RE3B8R90XEtnXEJ0mSVIfBNb72tzLz6+0bIuJtwK7AOsDKwLURsWZmvlpHgJIkSX2paV2ZOwAXZuZLmfkAcD+wYc0xSZIk9Yk6E7ODIuLOiDg7Ipautq0CPNy2z+Rq27+JiP0iYnxEjJ86dWqnY5UkSeq4jiVmEXFtREycxb8dgNOB/wBGA1OAb8ztz8/MMzNzTGaOGTp0aC9HL0mS1Pc6VmOWmVv3ZL+I+B/giurhI8CwtqdXrbZJkiR1vbpGZa7U9vBDwMTq68uBXSNioYhYHVgDuKWv45MkSapDXaMyvxoRo4EEHgQ+CZCZkyLiIuBuYDpwoCMyJUnSQFFLYpaZH5vDcycBJ/VhOJIkSY3QtOkyJEmSBiwTM0mSpIYwMZMkSWoIEzNJkqSGMDGTJElqCBMzSZKkhjAxkyRJaggTM0mSpIYwMZMkSWoIEzNJkqSGMDGTJElqCBMzSZKkhjAxkyRJaggTM0mSpIYwMZMkSWoIEzNJkqSGMDGTJElqCBMzSZKkhjAxkyRJaggTM0mSpIYYXHcA6qcy645AkqSuY4uZJElSQ5iYSZIkNYSJmSRJUkOYmEmSJDWEiZkkSVJDmJhJkiQ1hImZJElSQ5iYSZIkNYSJmSRJUkOYmEmSJDWEiZkkSVJDmJhJkiQ1hImZJElSQ5iYSZIkNYSJmSRJUkOYmEmSJDVEZGbdMcy3iJgKPFTTyy8HPFHTa9fJ4x5YPO6BxeMeWDzuvvfmzBw6qye6IjGrU0SMz8wxdcfR1zzugcXjHlg87oHF424WuzIlSZIawsRMkiSpIUzM5t+ZdQdQE497YPG4BxaPe2DxuBvEGjNJkqSGsMVMkiSpIUzMJEmSGsLETJIkqSFMzCTVIiKi/X9J/ctA+duNiNX78vVMzNRvDJSTwOx0y/FHROu8swhAduEIpLZjHHAG+LF3xd9oT7X+drv5uCNiUeDoiDghIt7WJ6/ZhefEfikiov0CFRELZeZLdcbUVBHxIWB54OHMvLLuePpK6zMSEVsC6wOXZOYDdcc1ryLii8DUzPxuRAzKzFfrjmletGKPiMWA5TPzr9X2gO5MPFsiYoHM/FdELAesCPw1M19of67eCDsrIlYGlgH+lZl31x1PX4mI9YCRwOOZeVW1Lbrxsx4RSwMbA28H3gxcB1yZmVM79ppd+Hvsl9ouuvsASwBLAb/MzFtrDq0R2n4/BwEHAhcAY4FngG9k5u21BthhbRfAtwNnA3+kHP9FwHcy8++1BjiXqqTlPcCOwBcy89GaQ5onbe/LqsB5wHOUv91xmXl9+z51xtlJEbEJcDpwO+WG6aeZeW69UXVOWyK+I+Vc9AQwGLgf+EpmPlVrgB3SdtwfAQ4Bfkv5+50C7Nm6Iekm7clmRPwYWA34BzAZuIqSoPX6DeWAbXJukurEnRGxEbAX8DiwG/BKFEvUG2G92pKyQcBKwM6Z+SXgM8Ak4IyIOLbWIDus7cL+UeDIzPwIJbF5M3BlRBxQW3DzoDrZXQU8AvwsIkZC/+oGi4jBwDZVzJ8Dfg/sAvwEOC0ifhoRw7sxKYuI5SNij+rhfwHfp/wO/gd4f0RcWrXsdp22C/F/A0cDnwWOBRYHtq8rrk5rO+7PAIdl5pGZuQZwM3BYfZF1XkScCLyYme8Evgw8QPm8nxoRK/b26/Wbk2A3a0EjL9MAACAASURBVDtxfxw4gnKxur1qBXozsEt1ERiQ2prHj6Zc+Naotv8F+DblRHE1dGetQ1uR/NqUO7bNI2K5zPxzZu4GjAMG1Rhij7QdxxYR8T5KzN+lzL69Obzub6E/GAt8DTi1evzLzHwxM0+ndHs8BxxVV3AdtipwYkT8htLCf2NmPgFcQfl7vAXok3qcOkTECsCdmXlLZj4C/IlyDnp/RCzdjechgIgYAtwBvNi2+UvA6hHx5nqi6py2a08Ct1Xb/kC5EZkKTO5Eb8WAvdg3xUzdHL8DPkK5SG1XbTsSeCUzp9cRX93auooWAk6htJh9JSJWyMzvZ+aLlJYKoPvqedpaCxcE9gAmAGsBe0TEBOB3mXn5zPvXFO5stb2PS1Ba+rYBdgIWpiQ4K0TEW4DjgBeaeAwzy8ybqlahQyh/r0tFxN+BRzLzH8A+rRuqburOrD5jtwHDIuLjwDHA8hGxT2Y+BjwcEd8EXm7bv/Hv5xuJiNHA85l5f2Y+FhELRMQ1wFGZOSEi/gksUb33XSMi3gksCVyRmdMi4h7ggqqs5HrgvcAimflQnXF2SlU7+kvgh1W+fVFmPlkl59dU+/Tq37c1ZjWaqf/6vcCtlLvvRYHTgOnAd4CNMvO5bjq5z62I+BrwcmYeExGbAycDrwInZeav642uc9oSs6OBhTJzXERsT2mRGQI8BpzVX+paIuJU4I+ZeXZEvBX4O+VYlqLckPyguug3WtVi+USVmD1G6X04Elga+CmlQHhKNyQkM4uIpTPzHxHxGeDXlBqjrwPvAs6i1Hy+XGeMnRARhwNnAOtS3vO/AftQWvFb3XxfzcxfRz8ezDKz6nx7G/A+YJnMPC0iPgh8BfgzpTXpm5l5Q7ccd0S8JTP/GhFjgRMy8z0RsR3lM749pSvz+czctSOv34XnjX4jIj4M/AsYDgzLzM9GxGaUC9WmwMPArzPzl93ygZ8b7YlolNFPBwN3ZOaF1bajKCeKI2oMs+MiYilK7c6FmfnzatvywAeApTLz63XG90baWsvWAD4FfD0zH42Iwe0twRFxBLAZ8KEmtxBX78d7KTVFRwO7ZObN1XMfAj4N3J2Z/aruryeqepo9KL0tewFbZ+aD1XPrU24sH8vMHWsLsoOq1pOzKd1Y11NqXJ8ANgDu6q+DWN5I9ZnfmZKUAvwwM2+rzsuPN/nvdW5V3dA7UVrvF6e0iP60eu8Xo4zCfRl4NDNf6ESDiV2Z9ZpAaQodTqkvIzNvBG6MiO9m5j9bOw60pAxeqzeKiI8CPwfuBHaPiGUy83uZeXJr3y5vTRxL6Uo4MCJeBn6TmY8DZ0XEwtDs42+L60BKt9/jwMmZOb3q6svq8/0icEs/OMk/Q7kYHw/8ExgSEf+RmX/JzEurLuZFoXu68Voy8+8RcSNwPuX9WjkiXszMx6oL9VaU7ulGfybnRpRBR0Oq8/E7KYn3h4EPAqMoCdrNmfl0fVH2voh4E2X6l8nA3pTuvNuAdwCfioipwOXVTVbXfM6r4/hZRCxLGdhxcET8MzOvAJ6vWs5+SVVn14nPuC1mNauahHeg3IHfSRl2/EhE/BQ4olv77XsqIt4B3AD8GPgFZVTi+4EfUC6MT3fLCaFdWxfmitXFcCXKyXFF4EFgQmb+v6afEGeOLyI+QCn2vw/YNzP/VFtw8ykidgJWocwp9zfgcmBr4K2Z+Yk6Y+uEmUov3g8sC+xOKXz/DiVhWSLLgJSuEWXOrtUoPRnvyMxNq+3/STkfrU+50fi/+qLsfRGxFuVcuymwbGZuVm1flpKQbgXcmpm/qC/K3jVTTe9mlEEsH6K0jN9LSci+CKzeycYSR2XWIKopAaruyV9k5l6ZuQJwF3B/RFwFLDBQk7KqKbnlZsqowzGUOqRvUgZJDMvMfzQ5KZkfbcf16Sgj39bOzJOACykDID4cEYs2+fhnupBvHRHvBiZl5orAjcDdEXFa9XzjR5W2i4hVgImUUaXHUEoSPkkZBPCjap+uGpnX9l6OoNTYnE+5aD1GqflckTJtRL+a9qQHnqXcOB8CXBMRK0fE4pl5b2Z+Afgq5ZzUbaZQ5uvaHngsInauaiufpMyjeF03JWWV1t/sicCIzHw+M88D1qGcs0YBe2WZz61j5yxbzGpUFXSPoNxx/jgz/xJlosoNgRuqAtuu6A6YF1Vr4nKU1rGdKCfHY6sWxZUyc0q3195VLWXvBnalTKNyAqVgfs3MnNjkFrO22rJjgLUp9RkvZeYu1fPLA2My88omH0dL2/G8jzJNxs2UwudfZebFEbEksGCWQQGNP5650Xbs+1Hmb7qTUgP7e+ASYCFgUHbpIKWqdWwPys3hdMrgjj9QJtY9PjPvrDG8jqlajnYCXqKch16iTIlyEHBKZt5QY3i9qq217D8oq6qMqv6m96e0jJ8EPNkXpRYmZn0sXps9eT9Kt8f5lNnbrweuBc6r6ocGtOqE8FFgE0pT+o+qrxekTGj5Yjdd+FpmdUGvfherUJrTNwVOz8zv1hHf3IqIoZSbjBER8Uvg0iwjMrcG/pCZz9ccYo/M1Pr3Hcrf6j2Uou8tKJ/Ln2bm/9YWZIe0XbAGU26STqye2oIyV1lQplK4tqYQO6ItGV0oM1+KsmbidGBPygjil4H/aHXxdYu2416MMvJ75cy8s61rcwNKl3VXTqYbEftTrjXnUKb2GUbpzZqSmT/sixgs/u9jbU2g+1IKSD9J6aq7l9JNtTxl2L3gSkpCtiqli2gSZXj68OzSdenaLv7HAm8FPpNlXqQHI+J7lATgrhpDnFtLAr+u6rHelJlnV9u/TLkTnVBbZHOh7X35JKX174tZ5jKaQpky4N2Ui1jXabtROBgYTVnf9OmIuJ9Sd7UNpbuvq7S1+n0tIl4ChlK6s86n1LsuQVmeZ8YNdy2B9rK24z4L+Cvw3oj4I/DfWY0Ar5K2rjruNhdQJnY/izIi84iI+AKlJ6tPErNuqgNovFbdRfVBPgB4gXJi+0pmXkrpEvh/1b5dVZ/SE60++2rUy88odyynUUYBnZWZx1Lu3u7ushoW4HXHvxClZWIx4HcRsX/13BjK6LDf1BjmG2qroVwG+AvwPOV9/EW1/bPA/ZnZL5KymTwGrAfcEBFrVjUoE4Azs22i3y41HniF8pn8YBa/A76WmbfUHFuvavsMf4AyofPFlBGZm1DmMtsaeCDLagddM2q+dd2pjnspSv3cq5TWwasj4ntRZv9/AbrnuFuq1uFngW9Q5g/9WZT5Fj9KKfrvk/pJuzL7SFvz8H9SCtjfR0mMTwUWAR4CNs7Md9cYZiNExH2U1pSXKHPGfJDSxdvohGR+VInXWlXSeTVllNcNUaYfGEdZ3mdJyjqZ/9cf6ngi4jhKa9K1wOGUUXxjqNaZq2oq+8NxzKp7+Qjg88ClwKcyc1otwfWRtvPXwpRaz08DT1IWa7+j3ug6pxqccibl5nB9Sp3RBZSWpP0z87kaw+uYiDiSMhp+A2C9zNyvarFfD3hfNQCg60XE4lRzFmbmWX3VQmhXZh9pu/jsDlxdPf5XRJxOSTzWoIzu6tbm4R6JiDUpk3PeUD1emHLH+vGIuAWY1o21ZZSkZY+I2JSSqN8EkJnXAddVBalPZOYzVaLQ9GRmMGUKiY9QuqCPo3TTLw38rTqO/pCUtWpCh1PKD5agFL1fSGk5+Tmldff9dcXYKW3HPpYyf+AqlNGHN1PKMI6iDErpqsSsLQldi9LK+1fKjcW4zHygunG8qNsGOrQd9zspgxsmATtSBjm0HF914XfdNWpWN2DVe/zLzOzTFkJbzPpQlEVer6R84D+WmS9V2xdqfT0QRVkj8YUs83UtDPyK0gV2ctWq8g7g891abNpStZpdTik2vYQyeeNtUUZmviszz681wHkQZT29nSi1Gn94o/2bKiKup9QXPUvpzluHUnPzUEQskmUG8K67WAFExETKdBiLUrrXh1PKLya3JW9dkaC0DXRYnFJLtntmPhsRX6JMG3Eu8OnMfEutgfaytuNejHKN2jnLeqA7UOqg7wY+nJmr1xpoL2s77tmOom5LWMdQSjA6PpFw19XpNNzzlJaDRSmLwO4IMJCTsspJwPci4l1ZFiX/GKVV4ssR8XNKofhZ0P/mu+qJmWoPD6MUmS5MWaz9U5RRuyPri3DuRMTmEbF79fAMStfPpv21LrBqOYnMPD4zv0FJml+mFMND6XLvunobgOpi9GBm/jgzzwDOoyxTc0h7ItoNSVmlVdu7FaXl/lmAzDyOcsM4lFJv1JXnImBb4KEsi9GTmZdREtTfUhLTVmt4V6iSspWBEyNiUFRaz8/UO3EBZVRux9liVoOIWI2yGOq2wJuAgzJzSr1R1SsiTqD05f+Vkqi9QklO1gfGZ+YfawyvY9ruxpagzA+1OPBcZn4hIragjHh7PDO/Xe3f6PmxqsLgz/HawuTXUYqmNwP+JzM/WWN48yTKfGu/BH4CfKetm+ublHU9u27B7paqtfZiSjJ6bpY52jakrEqyU73RdUZ1zHdRJhDeLTMfaXuu0X9/8yMilqasybs6ZSWHqzPz7/VG1XkRsQ6ljvcHmXnVTM+1zs/HUqbL+EGfxNSln7HGqy5gawKbZeZpdcdTl7YP/lmUNRQ3oEwJcRVwTrbN6daNJ8W2pvTTKMXUzwLvz8zNZ+4a6y/dRRGxdJbJkVenrFKwDKUm6TuZ+cf+cBwzf9YiYjPK/HlJWS9wB8qyWCf2h+OZH9UNwnsoqxtMp8yld05mntutxx5lQfZxwMrASVlGzXe9qtymtVj5XZSawomtlsNuMYu/750oN5RfzzJZ9CBKg9q/okz6/hNgC2vMBoiIeFM333H3RJQZ/g/PzHdUj99Bmb/sRWDXzJxYZ3ydFhErAhdm5hZRluP6fmb+IiIOoNQ0NHrS0rY6o40pC5UPoXRF30CZFb9fXbjbbhaWpKxP+ghldOmKlIl+t6IsR9PqXu+aG4a29/LNwF6U0cC/oMzdtgxlIM7tmfmzGsPsqPZkMyI+ChxBWax+lywLenel9s9xRLydUhu6GmWG/65aB7QlIjbParR/RGxPmafvG9k2yjoizqaszHN9n8XVJeeTxnujO8uI2CYzr+nLmJoiyqiv4ygjn/6WmS9GxLuAz1K6il6pNcAOi4gVgM9QpsNYJDP3iIg3UZa9+XBmTqo1wB6KiDuAr1AuYgsDWwJnZ+bNtQY2j6oT8jKUFtw/U+bx+k1mPty2T7e2GF1PWQ/xbZQ5q34OXN/etdVNCenMZtFafRwlQenK6TFaZv48R8SHgKuq2t+uEBErZ+ajEbEJ5ZqzBqW7fl1KS/hVlPKiB6v9h7e+7iv9shi3P2kr7P5Xq7hw5uci4njKCXDAaP0eokze9yfKKMw9gdERsR5wKHBBZr7SjUW2be/9DpQpVCZQag4zylx336XUeEzqD0XzVcx/y8wLqoLhqyhreu4REQu2f+6brO1zuSSwQGZ+MMto4DsodaHjImKj1v7dlJS1fSaXoBS+H5aZ76EU/O8C/CgiZgxC6dakDF4byNE692Tml7JMnfCmeiPrrLaWwtZ169LqRnnReiPrHVVvzM8iYjfgH5m5I2XKl99RJsH+KmWexa1b39PXSRmYmHVEvDaD+9uBL0TEeRGxSma+WtUTDa7uyP5VdWNtS7kQDxjV72Ex4EuUC94RlBmmD6bcxUzNzAuqfbtqtFvV0tC6oH8AuLXqGtoJeJpSgHsv1bx2/cSDwDIR8Y2IGJplSPmllOWzXukvF/G2ODcEloiypi1Z1sg7ljI45aGawuuYmT6TuwDrVK1EZOYvMnMH4DLK8XeltqR8xnWx6tZtv07uEmXt2q7T3nBQXZvaj/uY6nzdr2VZqeLblJG1R0bEuzNzUmZem5nXZ+bnge8BB0TEBnXFaVdmB0XEPZQ3eQQlK/9+Zh5ZPdcq+j4L+FFm/rbGUGsTZULVb1AWcT+WMtHqU5TWipdn7lLoJhHxceBTlMlKT2/VGrbXHTa5u6itFmsjyjxHK1HWMl2ZMpBhXcpn+4f9ocuv7Xj2pqxXexnlpunPlIk1J7Xt29j3ZV60nY8+T7lZuBQYRZk+4txsG63WTcfedtyDgBWAp7OaTLRtn1bd3X7Ampn5uVqC7UVtx70YpSvvwSxr8rb/HbSOex/KcR9Ra9DzaabawQWBgyhdl7dR1sD8S1bzEVJujMdk5jN1xGqLWS9r6w7YCvhdZp6aZYqA9YH1IuJfETGi+qMYAaw2kJKytrvSMVHWTJxGmR/nGeCTmfl4Zk5vJSbdmpRVbqMMyf8A5U58hYgYnG2DQZp6AWw7ea9LmTZiEeB+yqCN8yiJ2YlVS1O/6PJri3EssEd1IdqKknReFhEnte3byPdlXsx0kR4K7JmZX6HUfd4IfC4ixrX275ZjrxKPrFpGzqe02n8/yuSyrX0WqJKTN1FKLY6rJ9re03bcYyk3H0cAk1qf7+rvOtqOe2/g+BpD7hVtSdlwyo3/tygjradTlkY8MCIWrK45m9aVlIEtZr2q7QS3OPA1yuzgX6YkaM9U+2yZry03tCzwcnZ5QemsRMSJlOL+P1LmLPsbZR6z72bmuBpD63NRRqXuS2kpvJBSbNsvEtKIuIAyQvEHbduGAK+01en0mxaWKMPmP0OpOfl2VnNYRal7XCrL+qX95njmRkR8hrJG7Y8p0wa8WL2XIyktSX/uxmOPiP8HfJ0yJcigzNw/ytJwf6fMKZgR8d/AXZn5kxpD7VVR1uT9SWaeE2UU7g+BOzPz0LZr2Veqbf1u1ZFZiTLx9WcpN47/S6njvbNq9V8zM89rQut+18zg2zAfpxQQTqOsobdsRIwH/tyWlEUOkIVgW+L1M4UfGxE3USbYfZzSjfA4ZYqMAaF1AsgyNcblwNGUO7Vf1R1bT0TEIpQZ8J+sHg/JMsz8AMqI0muh37Ww/J4yRcBYYLeI+B0wKdsmOO5nxzM3TqWsYrAzsFhE/Jhy7Le2dui2Y48y+OgvmXlFVVPXWrFiH+DXVSK+IrARpdSiK0TEMpSVaP4fQJalxT5GWW1l2SzrYS5JtUpNfZHOvygDVt5DqePelfLeLgO8G9g/Iu4GLs7XRo/X/hm3xayXtHXt/CdwZma+s9q+F2XW85cpkzL22/UCe0N1B/4/lBqWpYExwD3AD9tbDptw19JXZqp9GJyZfbLsR2+o6rG2oMxfNg1YlTLb/5jMfKrG0OZLlKWIPkL5jN5J+Zt+Yc7f1X/N9BkcRlkabBRl3cRv9pcW3LlV9W58F9gYuCQzj46I0ZRkZIOspomIatLkGkPtdVUr4JqU+dlercoSfgRslK+t47xIf//cR6ljPhhYCFgoy0jj1rVoR0rjyamZ+fv6onw9E7NeFhGHU5aj2T+r9cairMW1N2VOp0frjK9ObcWkn6PciSWluHpj4DeUBYO78vdTNZXf32olnblLqKq9G5SZ06MsAfSWJibxbTcgg4EVsyxkfQqwCSXBXhn4RWZ+L/rhwI2ZbwgiYhdg2cz8XvW467ryWqrPYLQlaFtSamDPrTey3jWLv721gaOqh/dSbjQuqz7D/epGaU5mSr4HUWrMv0kZhfsLyiCAn2Tmmd103AARsQaltOi/KbWwJ7VayCJihda1uilMzHpBW3/8wpTpH8YCv6bM5XRftk3O180n9tlpu5gvQpkSY7m22p3VKCMTp2dZKLjrVPUbx1Hmavs98H9zqr+KiJ8Bx2XmvX0e7By0vY9DKWvpLQO8KTO3rGqwlqTMZfbXav9++1mf6SI2YFpvYdbH2y0X6rbP8PKULq0FKF16T1EGIG1JScpuqDHMXtd23MMo9XSPAZOBMyjr846mlNrcV2OYvaq60VgyM5+uGgNuAqZSRmJuBkyizJTQuOlvTMx6UURsm5lXRxnl80nKaI+bgN9n5l/qja5+Vc3KFEoXyV2U7suJ1XNvyjI9RtddBKOMbNoEeB9lSZ8bgRuzbamp1oUvIrYFPpaZu8/6p9UvIk6ndO/dC3wrM0dHmZT0pcx8qb8lZFEWb35uVolH2/syHFgvu2TNxLabySVzNqPPooxQe6U6ny2TXbQySUT8hFJP9yhl7sCVKIM9Hmzbp199jnsiypq8gyj1n+tQlti6gdLKPbXO2Hpb9Td7DLAEMCwz315tX47ShfsR4NHM/HJdMc6O02X0kogYBewbEd+hLPb7SUph5a7A8jWGVqvqroWI2BFYCjidUof0JuB7EXFy1ZI2HfrHtApzo+rOe5ky5cJ6wGKUKRg+FhE7R8RKAG1JwTGUUYGNFBFLUT7PP6YMVvhC9dRnKUX//aJAPCKWiIj/iDIy+quU6T5m3ifa3pdvU+6w+73qwrRKVVN0XtUtPfM+ka8thXYacHtfxtgJbeei9SlLn+2ZZULRX1DWd92nfb/+8DmeG1WC/UJm7p+ZF1PqyS6k3DTuUmtwHVAl2acA7wSGRlllhcx8gmoKHEpX7oxprpqiUcH0c3+lTJHxV8qF9XDKpKm7ZuZNdQZWp7aT23rA5ymtRr/NzIMpzcr/CQzutoSspa3G6quULpIPULo1p1G6vT9XJQdExB6URb+bfOe6KOVzfR6lm/7yql5lZ0rX/YwLW8O9FfgQZRDKMpn57Cz2aV3IP0hZieJPfRhfJ61DKYb+IaXreVZdlK35GA+kfG6b/JnskbZz0YbAthHxiWr7nyiJ9xYRsXg3JWRRlkNrXec/BBwWEV8HyMwHKH+z3wTOrvbvD3+7c+OvlHnaPg18JiKuioh1KDfAb20Ncmja9cfEbD603YGtkJnPVcWEF1JO9jtSLl79fhmLeRWvTba7IXA1peiytWAslJqO0zPz2abdsfSmKLNMP0HpxiQz78nM4yndgX/K16ZNuZ+yCkKjtL2PHwVOAm4GVgQ2ri5ulwBXZOY9VVd0f7iw3QX8gzLx85SI+FhVBE5ErBMRa7WdrI+m3Gh1hcz8DWU1gxWAf0XEjlVxNBHxroh4c5ZBOosDn6CBn8m51fYZ3oEyZ+JxwH9FxA8j4n3AXsA1WdbD7Ka1eY8CVq1aQI+lDEx7T0TcFxHbZObLmTkxq5GX/eRvd47a3utBlHPu/2bmlZTasuso1+j1gDNrC/INWGM2nyJiVcof+veBA1sf7OquZGJmnlNjeLVpq2FZCvg5sGNmPhMR+1Nm0L4G2C0z31JnnH0lIt5GWebnd5Sk4E+Uru53Z+aUGkPrsYg4j7I8z7XV4yMpLWg3Uy5qL/eHupy2z+YqlCXARlBGBj9PSY6PBT6YZeLJXSkTy36/voh7X3WzNJVS7L4V5Rz2AHAysG6W0baHUm4crqwv0vnX9n4vRPmb2zMz74syLcbHKPNO3knp3ej3LYPtImLjzPxDRJwDXJqZl1Xb96EM4PllZnZVN2a8NtDhFMqghvWAs4BTMvPhKmFbJjOnRkNHjpuYzaeIeAvwAmVuro2BcZSuniuAzasTXOMvVp0SETtTfg8HtW3bn1J4e0tmTmrqH8f8iNemBhlOGa0YlBPEW4BNKTV1V2fm16MfDHiIssTYccBzlHUjb6u2z/hs94fPedv78l7Ksku7VNvfTOnqWYmyGsdx1fa1KKPVGv3+9ETbse8NjM7MQ6rtywC7UZLUv2Vmq1trxcz8e30R964oE6jumZlbtW1blDKKflvK3+W4zLyuphB7Vbx+apuDKSur3Af8IKsJkyNiTGaO7w/noJ5oS8KHARdm5juiTBD8ZUoX/mXA17Jt2bsmMjGbB1EmrHuKUqvwX5n53mr7uyj99fcCt2bmN7rlAz83ImJodTeyGGV+sn9RuoL+kGVm+K7WdnJYlNKtPYXShfsp4BFKUjakddHrJwnNUErrymaU5GwSpVbw4VoDm0cRcQdwaJaZ3XehzL92RpZFjFvvX+Pfl7kVZVLNScDWlOkS9qO0GB6VbaMzu+28VR33AZSlz35HmSZhfPXcIMqAls2Aa7MfT4zcEmU6kGcpow+/lJk7VAnK5yij4m8FvpFduvpMRHySsgbxHlmK/YmId1JahPfOhk1FNDMTs3kQERtT6sdWpkxtcElU0z3MYt+uO7nPSVWXcixl1MvPKUOVD6bM8P8L4HLKEOWuaiGblYj4GvAwZWj6BVmmlVicMjHrn+uNbt5EWdliW2B1SqvnV/rbhSzKqLyjM3PniPgCsDalJfN3lASl0XfT86Nq+dyPMmr8KEor2YKUG4bjuikZm1nVcrQupdZoFcqEyBdnNY9VNyWjEfF+yoCct1HqP8e1PTeWsrLD8dlF85a1RJm659OU0ZjjKXVlN2ZV6F/t0+jrctcWXHdSlhnZD6UsgvrViPgWsDBARJzbKqSt9m3sm98hS1AmLxxJSdBWyMyjq683oyS069QXXt+IUvD/KqV25UvVPyiLRB9RV1zzKmLGFAL3Zua3KV0CE1pJWfSvwRsPA8tHxAOUZVr2pNQardGNSVlbMfTylDq6BSjF/49QkrTzgP/slqSkpVXEHxFrR8R2lGXD7gFOoNwgvg14V2v/bjr+zPwlJSlZARgWEZtHNfqbUlbRqrPrtlGYZOazmfkl4CBK78QHgAOjTBfS2qfR12VbzOZCW5/9QpRJ+lrLWpxJSUR+SymcfXuNYdZmpnqjn1J+Jw9QujMvzMy/VTVnV2TbagjdqErMxgBf4f+3d97RdpXV+n5eSUggXPrvYkJV4OI1hIt0RKRIE6UZigh4QQUH6DUUUeQSmiDSURRBmlw6AtKCgIgQAlKEUEJooYm0EAgtlFDe3x/z28niGEiIOay9157PGBnnnLW/jDHX3muvb65Z3hk1S+uV43cS47pu68Qn9B6fccfYX0lP9iXUwCdIGmL73pJyvpyYh3leJ53XR0Eh8Hyp7d9LWsr2uJKivoZoXLq5iecu6VbgVCKVOTsxF/E3Cj2312y/2e4RlJlB0n5EB+Km5d/NwGjgd8ASblCjQ6V+ckvivrs2kba8mqgdQmyrpwAAHrtJREFU3IbIWlxXn5UzTic95dZO5YZ1JKHJdRGwQikg3gUYRQjKTnla60YkHURIEaxE3AQWAU6S9H3gMttvNPFJrfKEvhZxU7gbGAE8LuliSVcQ45huKxtBR2yA1WhYxSnrUx5SllR0eLUt5aZthQj0BcChkq4BHi9LVid0ys6DZkVOWt+zUl/zBvGQBPCoYiLFCoScwM2ddE3OKJL2IpyRS4G3ic7oPSTdT4jMvgntH0GZUSr3oHWIKOg428cA/010UK8K7FJqgBuxR5Xr9l1J8xDR0BuIjtP9CWmmW4CDO8UpA/gnxedk2lSeuDcjCrn3BYYC48tT+P22R7XWd0MNVU/K+9OH0Li63qGN8/vyxHouMSOzJejXiBthi9bNofx5FBEtPJtw4tckQurPM9UZEDHEva3oERET0aTwRvl7SjTFU0VJjyTS1G1L5XP5OTEbcDAwl0Oz6jPESJobYOqTdz2Wznoq37O1CU2y2YmC6PeAycDVklqjltrympxZyvX7ElFGsCfwR9uXKyYeLGj777Ua2AsUB2Uu4FjgXoVg7quljm6YpDkq2YpGOOGVa/zrhETVH8vf50g6CdjQMemgY8iI2QxS+fCHEIKTQ4jox31E58t+5Qm0qykb9tXArpK+ImlAuQG+DlwJHVePNKO0nlT3IGo7NgM2tf2eQ9DzE8DjrRqmNo5MtCIs+wInAP/Xioi1bC7ONwphzom2x9Zk6wwjaTHgGduXEGmdn5eXvgVs4jJ+qElOWTUqbftgYtrBYpKeVuiztV57r/qzKZR79u9sP0XUvb6gGP+2PhE5bdy9qDxYvEZkKpYnxt4t1nq9WkLShIfjHpmXawix6CUrxx4iOpA7iqwxmwEqtWVLEKHgYURUaKly/BxCiPHAJtYqfFTKxr0z0em2HOGUvWd7aK2G9RKtp9Jy07+MKDp9nlDEX4eocdjL9mY1mjldKtf5IkQn6R5E+mMrwvE83faIyvpbgS+7Q7oyJZ1GdGBeb/snCtHfi4FVPO2RTB1L5bPsTziiA4AnbV8raQOi9mik7c1rNXQWo6lD5+cnOk4Xsj2qRMl+RTR+zG/7y7UaOovpUf88mZj9+S6hq7klcZ0P99T5p42iXNODiSaex4HzgQWJEqNv2r67k+on0zGbDpUU5r8RN7OvE/IPXwTGAOOBbWyvWF1fm8FtQimoXo7YEGYHbrb9UtNSRQCSziWuiRd4f+rvNKK+YShwsu0LO+HmIGkXoJ/t48uNfkFic9+ekId5VCHQuoTtE+q09cOobNIbEZv0asDWRETzT4Tsx5XlPBt1XVbuWycS5z6JuFfNDvzIMaXhPz11jFZbX5MfFUnXEd/HvkQn6gFE1Gx24C3bk5r2mQMoFAIWJ5yz8cBBwP8jBNB3sj2uRvNmKZVrfHviPH9DRENXJ6aRnAxg+4JO25fTMZsOlSeRzYHVbf9YMcrls8RF8BCR0nygiV/0maHTvgT/KpIGEjVko4BjXcb3KMbeXEqIVu5Qo4nTpXKTW5BoWniRGJl1T3m9H7CA7afL34sQenRtuaHr/SLHo4E/Ao8QT9WLAk8AZ9u+sUYze4XKZ7kIMV1icDn+WUKq5T7bRzbNIZO0N+FwTyY26m8AixFzizck7tU/AV5p0v2p8nlvB3yH6D4dQNQV/oftXXqurcfS3kExSeZe2zeVvbn1Ppxk++iypqPOO4v/p0NxygYSs7bGSBpUahaeIm4C1bVd75TB+2sXehSTD2pt7E1AITWwRqlbatVl7axQkv+Z7T9JuoiYo9rWheWVz2xZYjM7ALhEMR/zcEcjx9OV9f/4+K2cMUrdyQWSHiZmQB5v+5eS5iMeqL5OzM17pLW+k27a06NyLp8GHpK0iu3bbI+V9EtguKS5m5a+JUafXUyIW99p+22FVt3xhMjoNsDbTfqs4X2f90LELNv7S73zs8CxkjazfWmTrnNNlcdYB1gSGCRpXNmbj5A0Cpi/tb7TzrtRhY+9hWPI9AbEiIvLJTWyVmpmkbSLpJU+4OWWuOVQpoqsdjxl818GuFDSnyUtY/si2xsRY5gOLbWHe9keU26KbemUQZyPYr7cgcSYsf2J9OVKhLTCsnXa91EoN+Gdie/rjsBG5fhE2zcRqZ0te6xvFJKWIgRV3wR2l7R7iSZsTUiDvFKu4cZgez9CFuJ1YKcSQZPtNx2zXfdzjNxqzL6nqeLBywATgEMkbWF7cnl4mo0ift6U67x1L1WMmDqJmEKyCrCNpFUkzWX7ZttX1GvpzJOpzBmgGvKX9A0iHTCJqC1r28hBb6JohNiXmAu6te3VyvEpUaEev19X1k2ox+LeQ9LPifTB+cBu5Ul9IDH2ZP8SbWpLeqazJK1OpH6uchnmLGlj21fWZeO/gkK/6whig/oVUXtyAiHy+1DDogjvOxdJ3yOiCWOJZqWtiXT7PsUxa0Qqs1JusjhwHBERXRo4naizOsGVppWmUDnvhYlz3Rj4CuGc9iVqKTex/UEPzR1JJXW7J5GWPkXSesAWxHnfRUQOJ9Vq6L9AY54cepNy8c9Wfj/H9vLAVcDLH/4/m4vtx4mW84OIMPLAcvxdSbOVGp+WU/YDYETTnDIV2Qjb+xCSKQsBz0oaZvsZ2z9s9yf0ygPHIZKOIgaUC/h1ibLM1nLKOjHCYnsksAbhlB1C3LTPLU7ZJ5rilBVaUidfU3Sp/R9R7L4ncB2wMvD9Jjll8D6Zj/2ZOhNxNqKzeGngDEmfq8u+3qJy3gcTD1LvENHCh4jGq7HEQ1ajBM+LU7YwIRb85XLsWqIb/jZg9k52yiAjZh+ZnnVC+oDh5U2m8qQmYG/Cwd+HcL62k7Q7USg+XNK8wB2ECnUjWrUr5z8HUbPUv6TIkPQFQkz3Xtsb12nnjFIczEOJVvNjgEeJaOh/EpGlM2s0b5ahkFDYhuiQfadJ0bIWiiaNCwhR4yOIWa3DCfmE3Wz/tUbzeo3y2Z5POOCfJjpwbyMctN/ZHl+jeb3GNM57ZeJ+uwBwtO0XajSvV5H0JaIWtg9xrheV4637c8c+fKRj1gOFEvj8wF0flILqkdrcgZgD2Qin46OgEB4dY/uWUlh9IrEhPEakLZ+StBChJXRPnbbOSiqh9POIJpCdCfX4o1y6/CQtXM6/7W8O5bN7hbjJrUl0rj1PpGKPcshjNMqJ6YTPZWZRdF/+FPg34NfAvETt4La2b6nRtF5F0hbEdIPJRFeeCedsnSaXnEzjvN8jZHo2cAOnG1QpkcBtCb0yEen65zr9u52OWQ9KvdAgIgx+KzCuZ9F2pSNkF6Id+Yc1mFobJTU3NzGPbB5iePs5tp9RtOj3tf1Yz+hiE6g4ZWsCB9leV9KNhBTDZoQsww+AFzrBkSmb+AGEg3k4cZMbZPtHlTWNcsqaSmne2JaQO7mOUghv+5xaDfuYKJt0PyLb9YakU4jJFHs33BHvyvOuUiKH3ya6rTs+SJKOWQ/KRb4NoXvzAnA9cIejDbcaJp29vPYlV8ZcNJlpbdCS1iU63xYnZkNe1OTweYvS8fUA4aBuaPubpZZuV2BdRydv21NuaAsDmxCdxw8TOkCX296mTtuSj4aic3ZdYtLE0sC9RAT0GIeIbrds0gKWIO5LhzrEdBv/cNGt592TJlzn6ZhV6JGiXJAQKFwVeJCICt0NvFQiJj8j6ojOrc3gmpC0NVFUfHbrSy/pOEJeYRPH/NDGMY36wv6EJMGnbX9P0mHAw7ZPa+ebQ+XhYggwkKjRuBOYSOiYfYqIep7bjTf2JiBpVaLOakXgCdvDazbpY0dSX0eHdNt+F3uDbj3vJpGOWaGSnlyKcDretv2wpE8BOwGfA46wfaNCP+VsYP1uu/CLM7IroaD+AnBFeU82BDa2PaxWA3uZUih/GqFP9rxiQPBhRAPECsCQdn5SrThlnyTEOJ8p//oTUbJLe6xvy/NIZgyVsVTl99yok6QDSMeM99UNfYKoLXuMiBr8lUjN3SlpNeBvlZvcfLYn1md1vZT3Yy2iK3FOYAgxwueOpm4A5foQcBGRIjrJ9r7FOZsfmOxQV2/72jrFTL2Jtg8u9q9F6ADt4obJmiRJknQSbauvVBMHAjcSbeaLE5vw0ZIOJObLvVM2Z7rJKSt1d0haQdKeks4i2tAvJbq+/gj8b3HK1DSnrNRuAKHTZntzwpFZW9ITwEq277I9trWmJlM/FL1fT+0xoj4O2393SGK8RdQoJUmSJDWRjhlTBOvmJLRffkk4aPvb3pdoPX7L9qtlbaOcjhmh4micAbxGzEz8X2BHxwy+01w0ZJpIJZW3kaTVJA2wPcb254kI64WSBtdo4nQpNZPDFOroAFcCQyQdJGkNhf7VykStWUeKySZJkjSBHGJecCi0/5jQgnmd6LiDeI+uhu6u0ZD0NeBx278tfw8CzpT0XdsntdY1tR6pODbbE3pfIyWNtn0/MeLmetv3tXk91r8TncYrSrqMmOc5nIj8nQiMA06xPa6br/MkSZK6yRozQNLSwHrAdbYflPRt4DfADUQdzta1GtgGKIbkHkpoXd1XHNlNga/a3qVe6z4eikTKJsDmROMDwFZEKvOZdnXMqnZJuoqQU7iWSNnfT0RB52ql59v1PJIkSbqBdMwASZsRG+yThKjspcBixADgv7lhs+VmhtKNOZwocr+G6FzdDTje9oVNfH8qnbobAosSNYeXEwPsNy1/T7Q9op0L/iudmAcTn9sphNbRRsTsyOMIZztvBkmSJDXTtY5ZT0eiyGJsRcwHfIlwzm5s1822DiT1JQbFLkOke5+1fUS9VvUOlU7dAcB9wGXAm8RUiOuB39t+uef6WoydAcp5jAAOtH19ObYqcAVwlu09ajQvSZIkKXStYwZTHI29gFNtP1+OfYlIY/7B9o/rtK9OejoaPcR3B9ieVHltilZSU6hEmbYABto+oWjcLQusTXTt7m77iTrt/ChI2o2IAh8BjC+O53nA4bZHNzHqmSRJ0ml0u2O2JHAQMIAQSj21HD+HcNb+3M2b1TSU7gVTulj7FPmQtk3h/atIWphIb19he9NybHZCu22Q7SvrtG9GKdf5ksAY4BhgPPAs8F/Ae7a3rdG8JEmSpELXyWX00KR6hBh8eh6hSTVS0m+JTffPZU1XOWVFq+w4Sf1aDldLx8yF8nsrQnaUpIVqMrfXKBHDp4imkE9JelDSerYn274LuKq1rlZDZ4whwFHEiJ7tidFibwJ/IQau99Q4S5IkSWqi6+QyKt1pXwGWB662fX7pVtuMGOj887KmsdGgD2ESUeh+vaRf2D6v4qC10nutovj1iDTfc7VaPAupfObzlvO9jtD72hk4Q9LTxLDvl6F95UEqn9Hcti+R9BBwMLC47WN7dGo2ThQ4SZKkU+mqVGbFsdicmG94CfBdostwN9sv1mpgzVQ28/mIOqT1CTmFw2yPrK4pv18LbG/72dqM7iUk/Z5IWd4MnGF7VImOHQ381B0w+aGIxt5CaPLdQjQxbAGMtH1+nbYlSZIk06ar0heVqMC6wPdt/wQYCLwBPCPpEOiY9FRv0Hp/fkOM7BlGKMT/UtIvJC1cccp2B0Y1ySlrpfNKkfwrwBeB54F9JO0HLGN7T9sT2z31V2oA3wJuIiLjnwP+h4gSnytp5TrtS5IkSaZN16UyJW1EREJekjSmpOF2kvQLYDlo3/RUb1OK+hcF/sP212GKkzqJGMFkYPdSc7ZIOdYYSjR1TqKu7BzbLwD7SloJ2JNwVHdtra3P0g+mkqKck3AuDyAin/8gasvmBAbbvr0+K5MkSZIPoqtSmQCSlgO2Bj5DqJ/fDjxo+7XKmrbWpOpNSiTobGB0S6NMMX5pX2A/2y9J6gP0r75nTaFEkn4MfBo4FrjQ9hvltU/afrYTOnUlHQmsQEQ8BxMPHSOBY20/WdZ07XWeJEnSrnSFY1YRC+1HBIYmS1qNUD8HuA24oImOxowwDbHdzwC/JVKbJwLbAuNs79XEzbxnITwwH7AlkfZ7HbjB9uXtfu7T0J5bDlgaWIi41gcDe9s+oR4LkyRJkunReMesUvD/OeCXwEPAq8CZwJ3AdsBitn9Wo5m1UXFaZyekExYAngNOAnYGViEiLaeWxoC2dk7+FSR9kXBk7rV9W3FQtyCmQexpe0KtBs4gkoYC8wCPeqrKfx9gKDDC9mtN/hyTJEk6mcY7Zi0k/QZ4HPgrEQlZCXiUiAw9U5yTtk9RzWoqjuvhxBzFZ4DNbX9+Gmsbt5lXOlF3IDS+biTGTt0A/ND2k5KWsj2unc+/ch57AGsS3bSbl5/H2R5VWdu255EkSdLttHVn2axC0sZAP6K+ZiRwAXA6MC+wUUU0taucMphS8L4Q8EXHvMTPA78GkLSTpHUraxu3mVd06vYipFPmJZz1F4G7JO1je1xZ27bn39IsI6Kc2wFLAGcR3bWnSzqosrZtzyNJkqTb6ZauzCWIGpu5gS2LxMOzkh4jRu50exRhAiEouz8w2fbZ5fieTK3DayySliZq6V4FNrC9XOlOnZNIfXcKSxGdsoMIaY/tSp3Z/MQQ9m6/zpMkSdqexkbMKppUCwMXEbVD80oaX3SqsP14K2LSbZtV5f2Zq7wHjxIpvImS5pV0DHCr7Tu6QNftEeAcYmbqbcUpWxPoY/viWi2bDkW6pNWwsTIxZsnAaElzAF8gOmjvgO67zpMkSTqNRkbMKnVTCxNzMF8D5gIOJzrujpC0kctg6m6kkrYdLul02ydLGktIiVwH/JGYjgAgYrNvJOW9eEXSZOBdYtD34sSA+3/qWm0nKqnYfYhh6y9Jepco/r8WeAfYA9r7PJIkSZKg0cX/kk4hirgfILS5HiUkII4GnrT9UDduVhXHdS9gddtbSpqXmAE5GnjC9uSytutSX5JWAf5eUt5t69BIWt72XZKWJ7TXLiZ011rSH4OB52xP6MbPMUmSpBNpZMQMoBS0zw38Abgc2NT2A5LuBdawfTB0dcF/f0Kr67uSlgV+REQVN6ao25e1XbOZtxww27dVj7fjNVKiwbtJepgYK/YpYFPgEUmP2H7Z9n2t9d30OSZJknQyja0xc4xa2pGpo2nmLXVVTwKnwdQ6q26jOCBvEhGWw4BTy+/fARYjisi7guo10HLAKnVbS0r6Tl22TYeJxEPHAsBbwPnAHMDPgG9J+my3Xt9JkiSdTGMjZgC2Xwdel3Ql8FNCCuF62/8oqZ22i4T0JpWUXCt6cilwKzDB9lhJOwGTbN9bm5G9yDQU/vt76rilKenKSt3WkcB+tRj7IRTNstcl3UTIfPQlHjhuIqKemwNL2B5Wo5lJkiTJTNBox6zC74iZmPMSNWddScUR3VnSF4AxwN+BsSU1NhTYH6YKltZjaa8hwJL2BRYFFpR0te1TKtGyPrbfkfRVYKLtsXUaPC0qn8sxwNW2j1QMWt8KWA24hoimtW19XJIkSTJtGl38/0F0YyF0peD/G8D3gOOJuqT5gHsI0d2FbT/WxPencv6LEN2KexDyGFsBswGn2x5RWX8r8GXbL9Zi8HSQ1JfoMn7R9iGV45cB19j+VW3GJUmSJDNNVzpm3YykE4HLbY8o8xO/ChwAbG374Xqt630k7QL0s328Yqj9gkTR/PbADrYfLZMilnCbD/uWtAKRar0MuIMYv3Q7sIXtx5voYCdJkjSddMy6DEnDgM2AH9geU45dAvzK9rW1GtdLtBwUSQsCdxPjlrazfU95vR+wgO2ny9+LAE+3ewqw1MmtD6xDCMlOBm60fWCmMJMkSTqTdMwajqQNiLTlMNtXlSjZAYSQan9gPLCj7eVqNPNjQdLaxJDyA4gI2ZnA4aVJpGORNIDoPh5AaNA5o2VJkiSdSTpmXYCk7xHaZA8SCvFvAGsDQ4DXgT/YvqehBf+tyNIihCN2ku1zi3bb4cCKwHqt6GGSJEmS1Ek6Zg2m1WHY+p3QLBtK6JYdb/uVOu3rbXqm8yStDnwNuMr2n8uxjW1fWZeNSZIkSVIlBSgbTMUp2wsYaHtvYuzSSsSw7l0/7P93OhUJjEMkHQW8Skhm/FrS7iVCeGVZ0/RB7UmSJEkHkI5ZQ2mpvkv6FvAV20+WCNI421sQwqT9ajXyY6BECvsC3wA2Am4mhtofWo4BObIoSZIkaQ8yldlwJI0ADrM9SlI/229JWgp4alqq901D0nzESK4DgDWBnwDPE47pUUUeIwvlkyRJkrYgI2YNpZKaGw0sB2D7rXLsMEJegXK8qU7ZZ4ETidFKvyZGUH3N9iO2d0unLEmSJGk3umUkU9dRcTbuBP5H0nPEPMXVgEVs/6k24z4+ngUOATYhhnw/DGwnaXHb20CmMJMkSZL2IlOZXYCkTYgxTM8Dk4CTbd/RRHmMyuilIcBA4uHjTmAisCwxhqpvkczIaFmSJEnSVqRj1mB6Oh6SFrQ9ofJ3o2rLKk7ZJ4GLgWfKv/7EGKpLe6xPxyxJkiRpK9IxayDTcMgaFxn7MCQdC0y0fbCkxYC1gC2AXaqOaZIkSZK0G1n83xBa8hjwz3VTLaesIqGxdBnm3Riq5w88BswNYPvvts8E3gLWrcO2JEmSJJlR0jFrCCWF11/SSeXnPwmmVtKWRwAjP14Le48ynHyYpMXLoSuBIZIOkrRGGVK+MlFrlmKySZIkSduSXZkNQdJsgImC93lsP9fj9T6235G0OTDB9gN12NlL/DuwIbCipMuAPwDDiRTmicA44BTb45pWV5ckSZI0i6wx63AqBe99bb8t6UTgBcIheQFYAfhrJZ15O7CB7Yn1WT3rqNbTSbqK0Ge7logK3k+o/M/VOt8s+E+SJEnamXTMGoKkvYFViS7E7wG3Ay8Cg4Bv2r5b0leAQbZPrs/SWUvFMT0YmB04BdiRGL90F3AccF86Y0mSJEknkI5ZA5A0D/BVYDJwK7Ab8Chwtu1JZY2INOczTXNSJA0ARgAH2r6+HFsVuAI4y/YeNZqXJEmSJDNMOmYNozhgnwd+Cwy1/UA3pO8k7QYsSaQwx9u2pPOAw22PztqyJEmSpBNIx6xDaWmTSdoGWBRYBTihEjH6LXCu7b/UaGavI2lJwiEbAxwDjCdGMf0X8J7tbWs0L0mSJEk+EumYdSCtCJik+QjZi12BY4EFibqqHwKv2h5fo5kfC6XL9GDgQOAy4L+BeYDXgYtsP5/RsiRJkqRTSLmMDqSSltwXOJPoPHyVkIy4gogeLUdEjxpHJVo4t+1LJD1EOGeL2z62R6em0ilLkiRJOoWMmHUYPZyONW3fWNKW9xenZE/gZdun1mtp71JEY28BHig/7yPGLo20fX6dtiVJkiTJzJKOWYciaV1gGWA0MX5oBeCvRARtfdsPNrXovyKW+ytgIWASMB+Ryl0dWNX27XXamCRJkiQzQzpmHUSltmwHoqbqTGBjYrSWgYuAPrYPaWJdVeX857b9iqQFgPWBfwB3A3MCg21fV6uhSZIkSTKTZI1ZB1GJfg0gRGNvknQysAOwEzDA9vDaDOxlKuc/XNIKxEzMwUQ93Ujg2JZT1tRoYZIkSdJs0jHrECoF7+sQ8hCDJI2z/RTwc0k3EOm8Rha8Vx0t23tLWg5YGngDWBb4LjET84SyJp2yJEmSpOPIVGYHUEnhfZKIDN0DzEVEjG4Bxtp+rU4bPy4kDSXkMB6taLb1AYYCI2y/ltGyJEmSpFNJx6wDqDhmewKv2D5F0npEF2JfQrvsjNb4paZRiRbuAaxJDCffvPw8zvaoytp0ypIkSZKOJR2zDkHSwsCdwCjbQ8sxAd8G5rJ9XJ329TaS5iaigysSg8rHAPMTDto5tg+o0bwkSZIkmSWkY9ZBSPoScABRG3i07YvK8U/Yfq+JnZgtSrH/4kQa93zbK5U6s2HEKKo7MlqWJEmSdDqfqNuAZMax/WdgHaLAfZikGyUNrLzeKKdM0mzl52eAlYG/ELIgoyXNAXwB6G/7DsiC/yRJkqTzya7MDsP2u8BZkq4k0pgTmuaQtSjnCrAPcIXtlyS9SxT/Xwu8A+wBU6OG9ViaJEmSJLOGdMw6FNsvAkdCM50SScvbvkvS8kC/OCTZfhXYWtJg4DnbE5ooD5IkSZJ0J+mYNYCmOSWl0WE3SQ8DA4FPAZsCj0h6xPbLtu9rrc8UZpIkSdIUsvg/aTskzQmsVf4ZGA+sQWi3XV3+PdA0hzRJkiRJ0jFL2oqKZtncwMWETtuTwB2EY7YecJftYTWamSRJkiS9QnZlJm1FpeD/GOBq22sBxwGfJJyya4CTIGrrajEySZIkSXqJrDFL2g5JfYFXiKJ/bP8N+Juky4CXbY8txzOVmSRJkjSKjDgkbYftt4GzgBUk7ShpSJmHuShwBUyZepAkSZIkjSJrzJK2pDhe6xOCul8AJgM32j6wifIgSZIkSQLpmCVtjqQBwJzAAOCJMsw9Ry8lSZIkjSQdsyRJkiRJkjYha8ySJEmSJEnahHTMkiRJkiRJ2oR0zJIkSZIkSdqEdMySJEmSJEnahHTMkiRJkiRJ2oR0zJIkSZIkSdqEdMySJEmSJEnahP8PmYlt8LZNNfUAAAAASUVORK5CYII=\n", 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\n", "text/plain": [ "
" ] diff --git a/examples/scaling-in-out/strategy.py b/examples/scaling-in-out/strategy.py index fc4a28c..86bb260 100644 --- a/examples/scaling-in-out/strategy.py +++ b/examples/scaling-in-out/strategy.py @@ -3,12 +3,6 @@ --------- """ -# use future imports for python 3.x forward compatibility -from __future__ import print_function -from __future__ import unicode_literals -from __future__ import division -from __future__ import absolute_import - # other imports import pandas as pd import matplotlib.pyplot as plt @@ -20,6 +14,7 @@ pf.DEBUG = False + class Strategy(): def __init__(self, symbol, capital, start, end, use_adj=False, @@ -40,29 +35,24 @@ def _algo(self): 3. If the SPY closes at a X-day high, sell some. If it sets further highs, sell some more, etc... """ - self._tlog.cash = self._capital + self._tlog.initialize(self._capital) stop_loss = 0 for i, row in enumerate(self._ts.itertuples()): date = row.Index.to_pydatetime() - high = row.high - low = row.low - close = row.close - sma200 = row.sma200 - period_high = row.period_high - period_low = row.period_low - end_flag = True if (i == len(self._ts) - 1) else False + high = row.high; low = row.low; close = row.close; + end_flag = pf.is_last_row(self._ts, i) shares = 0 # buy if (self._tlog.num_open_trades() < self._max_positions - and close > sma200 - and close == period_low + and close > row.sma200 + and close == row.period_low and not end_flag): # calc number of shares - cash = self._tlog.cash / (self._max_positions - self._tlog.num_open_trades()) + cash = self._tlog._cash / (self._max_positions - self._tlog.num_open_trades()) shares = self._tlog.calc_shares(price=close, cash=cash) # if we have enough cash to buy any shares, then buy them @@ -75,7 +65,7 @@ def _algo(self): # sell elif (self._tlog.num_open_trades() > 0 - and (close == period_high + and (close == row.period_high or low < stop_loss or end_flag)): @@ -96,8 +86,7 @@ def _algo(self): date, -shares, self._symbol, close)) # record daily balance - self._dbal.append(date, high, low, close, - self._tlog.shares, self._tlog.cash) + self._dbal.append(date, high, low, close, self._tlog.shares) def run(self): self._ts = pf.fetch_timeseries(self._symbol) diff --git a/examples/scaling-in/optimize.ipynb b/examples/scaling-in/optimize.ipynb index 9708af9..bc01905 100644 --- a/examples/scaling-in/optimize.ipynb +++ b/examples/scaling-in/optimize.ipynb @@ -25,12 +25,6 @@ }, "outputs": [], "source": [ - "# use future imports for python 3.x forward compatibility\n", - "from __future__ import print_function\n", - "from __future__ import unicode_literals\n", - "from __future__ import division\n", - "from __future__ import absolute_import\n", - "\n", "# other imports\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", @@ -235,15 +229,15 @@ " \n", " \n", " annual_return_rate\n", - " 4.93\n", - " 4.48\n", - " 4.34\n", - " 3.99\n", - " 3.55\n", - " 3.01\n", - " 2.63\n", - " 2.32\n", - " 2.07\n", + " 4.90\n", + " 4.45\n", + " 4.32\n", + " 3.97\n", + " 3.53\n", + " 3.00\n", + " 2.61\n", + " 2.31\n", + " 2.05\n", " \n", " \n", " max_closed_out_drawdown\n", @@ -259,15 +253,15 @@ " \n", " \n", " drawdown_annualized_return\n", - " -2.97\n", - " -3.25\n", - " -3.14\n", - " -3.35\n", - " -3.00\n", - " -3.13\n", + " -2.99\n", + " -3.28\n", + " -3.16\n", + " -3.37\n", + " -3.02\n", + " -3.15\n", + " -3.39\n", + " -3.36\n", " -3.37\n", - " -3.34\n", - " -3.35\n", " \n", " \n", " drawdown_recovery\n", @@ -307,9 +301,9 @@ " \n", " \n", " sharpe_ratio\n", - " 0.55\n", " 0.54\n", - " 0.59\n", + " 0.54\n", + " 0.58\n", " 0.60\n", " 0.62\n", " 0.61\n", @@ -323,7 +317,7 @@ " 0.37\n", " 0.38\n", " 0.38\n", - " 0.40\n", + " 0.39\n", " 0.38\n", " 0.38\n", " 0.38\n", @@ -332,26 +326,26 @@ " \n", " monthly_std\n", " 1.97\n", - " 1.72\n", + " 1.71\n", " 1.49\n", - " 1.28\n", + " 1.27\n", " 1.08\n", " 0.93\n", - " 0.82\n", + " 0.81\n", " 0.71\n", " 0.62\n", " \n", " \n", " pct_time_in_market\n", - " 28.40\n", - " 28.40\n", - " 28.40\n", - " 28.40\n", - " 28.40\n", - " 28.40\n", - " 28.40\n", - " 28.40\n", - " 28.40\n", + " 28.23\n", + " 28.23\n", + " 28.23\n", + " 28.23\n", + " 28.23\n", + " 28.23\n", + " 28.23\n", + " 28.23\n", + " 28.23\n", " \n", " \n", " total_num_trades\n", @@ -395,31 +389,31 @@ ], "text/plain": [ " 1 2 3 4 5 6 7 \\\n", - "annual_return_rate 4.93 4.48 4.34 3.99 3.55 3.01 2.63 \n", + "annual_return_rate 4.90 4.45 4.32 3.97 3.53 3.00 2.61 \n", "max_closed_out_drawdown -14.65 -14.58 -13.64 -13.38 -10.66 -9.44 -8.87 \n", - "drawdown_annualized_return -2.97 -3.25 -3.14 -3.35 -3.00 -3.13 -3.37 \n", + "drawdown_annualized_return -2.99 -3.28 -3.16 -3.37 -3.02 -3.15 -3.39 \n", "drawdown_recovery -1.84 -1.78 -0.05 -0.05 -0.05 -0.07 -0.07 \n", "best_month 12.27 10.66 8.14 7.39 6.12 6.13 6.13 \n", "worst_month -13.52 -13.30 -12.84 -12.41 -9.87 -8.14 -7.49 \n", - "sharpe_ratio 0.55 0.54 0.59 0.60 0.62 0.61 0.60 \n", - "sortino_ratio 0.39 0.37 0.38 0.38 0.40 0.38 0.38 \n", - "monthly_std 1.97 1.72 1.49 1.28 1.08 0.93 0.82 \n", - "pct_time_in_market 28.40 28.40 28.40 28.40 28.40 28.40 28.40 \n", + "sharpe_ratio 0.54 0.54 0.58 0.60 0.62 0.61 0.60 \n", + "sortino_ratio 0.39 0.37 0.38 0.38 0.39 0.38 0.38 \n", + "monthly_std 1.97 1.71 1.49 1.27 1.08 0.93 0.81 \n", + "pct_time_in_market 28.23 28.23 28.23 28.23 28.23 28.23 28.23 \n", "total_num_trades 191.00 191.00 191.00 191.00 191.00 191.00 191.00 \n", "pct_profitable_trades 75.39 76.96 80.63 84.29 85.34 85.86 85.86 \n", "avg_points 0.78 1.38 1.99 2.47 2.82 2.93 3.00 \n", "\n", " 8 9 \n", - "annual_return_rate 2.32 2.07 \n", + "annual_return_rate 2.31 2.05 \n", "max_closed_out_drawdown -7.76 -6.91 \n", - "drawdown_annualized_return -3.34 -3.35 \n", + "drawdown_annualized_return -3.36 -3.37 \n", "drawdown_recovery -0.07 -0.07 \n", "best_month 5.26 4.66 \n", "worst_month -6.54 -5.82 \n", "sharpe_ratio 0.61 0.61 \n", "sortino_ratio 0.38 0.39 \n", "monthly_std 0.71 0.62 \n", - "pct_time_in_market 28.40 28.40 \n", + "pct_time_in_market 28.23 28.23 \n", "total_num_trades 191.00 191.00 \n", "pct_profitable_trades 86.39 86.39 \n", "avg_points 3.03 3.05 " @@ -468,7 +462,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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\n", 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" ] @@ -531,7 +525,7 @@ "output_type": "stream", "text": [ "2000-01-03 00:00:00 BUY 68 SPY @ 145.44\n", - "2020-04-23 00:00:00 SELL 68 SPY @ 279.08\n" + "2020-06-08 00:00:00 SELL 68 SPY @ 323.20\n" ] } ], @@ -562,7 +556,7 @@ "outputs": [ { "data": { - "image/png": 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7cxjXty3fb8zi2W83AxBrszAivRXHSu2B/wDlZt2tNYRFEsQJIYQQoik5XFjKmwt3OAO4aZOGE2eLYlTXVpz3+s/YKzT/XLCdJTtzWLIzh3vO7M2k95ax8/AxxvRMpUebRN77ZTd/m7uFeZsO8dGyvQC8cdXxDOyQwiOz1uMW6wXOvMeN7d6l0OOM6ucliBNCCCFEJCuvqOSX7YdZvfcoy3cf4dcdOc5zlw3ryOl92jqPbVaLc1ybw/PfbWbn4WMA/OemUWzLKuC9X3az+WCBR0vexAHHYbEoFMYM1YA7tMnYthvk/bwEcUIIIYSIZCc/P5+s/FLn8djeafQ5LpkhnVI8AjgAm9WVGqRFvI2jReW8uXCHxzUpcTbn/oc3n0C/9ske5y0K/BrCLX8X0npD+sme5UOvhaVvQt/zqt2y/VAhP6/YyyR/1sNPJIgTQgghRJ2y8kucAdy3d42hfUocKfG2Gq+PshitVxcP7cCCLa4Wua1PT8RixnfJbkFcfLS12jMsSlHpr5a4CjvM/rOxPzUPts6F2ffCrYuhJA+SO3q97Z8LtvPr6l1MivVPNfxJgjghhBBC1GjzwXx+3HSIv83d4izr2y65ljsMtigjiIuLtmJxS9gbHeXqmoy1uQK3Nskx1Z6hFFRWNqja1b1/tufxh5cb259fhuIjEN/S622fr95PmzDNyCZBnBBCCCG82pNzjAmvLPYoe3BiH5/u3XXYSDkSH22lwofWtPjo6iGJUsp/3an7lnovr7TD1u+ch3lF5fxz0XZKyyvZctBIPaIJ8qoRPpIgTgghhBAeSu0V7DtSzBkvLQLg/8Z2565xPdl8sIBBHVJ8esa+I8YqCEopKuqYYtqxZZzXcovy08SGvIzqZe2HwoHVcHCtR/EJz/5IcXkFSkGiGVhKECeEEEKIsJeZV8zEfyzmaFE5AJPHdOX+s3qjlGJIpxb1fp5FKVITYygo8Z7vbe3UM7FZvHdXltkr2XywgOyCUtKSqne3+mz2vR6Hby/awS0HVhsHu35ylk96bxnF5cYKEjufORulFNuyCti+cwfMbfjrA0WCOCGEEEJwuLCUGb/uZsOBfI4WlXPb2O6M7NqKsb3bNOq50VEW2qXEsstMLVJVcmzNkyMWbMkG4Nk5m3jpiiH1eu/N01cA8O/rh0P+fo9zL367jluqTFT4Z8Lt5B4rY2jnFtx/Vh+UOY6vZ9skDh1wjd1zTz4ca7NitYSulU6COCGEEKKZq6jUTHhlMYcLS4m2Wji5Ryr3T/Bt7FtdYm0W/nHlUEb8dR7tUxo2xbO+M1S11szblAUYn80aneBx3kb1VsHbbrmd25LbeX2e1W1iRv/HXU1yX/7xpAa1TvqLBHFCCCFEM6K1ZmNmPiXlroXnL3lziXN/45NnEWX132zM2CgraUkx7H7unAY/o76rNkz5z0rn/rZNv9Nnr/H5tnS9hh47P/AaxGGNrvmBMYnO3b+c7QpuGxqU+osEcUIIIUQzUVRm59I3l7AxM7/Ga/wZwIFnGpH6Ugq09r0lbtHWbL75/QA/bMxylrX79THn/pytxfzJpomhvPrN8a1qfnBMEv+zn8I51qVMOaW7z/UPtIAlPlFKdVJKLVBKbVRKbVBK3WWWt1JK/aCU2mZuW5rlSin1qlJqu1JqrVLqeLdnXW9ev00pdb1b+TCl1DrznleVUuE5fUQIIYQIA09+vdEZwP3jyiHMuHGk81y/dsl8ftuJfntX11SjCzPW1vBQw9GN6Wtv6hvzt/PV7wc417KE8y2/AlBU5ko0V44RUMYpI2nx4cTerptrCSGsFsVREv27eoQfBDJ7nR24R2vdDzgB+KNSqh/wIPCj1ron8KN5DDAR6Gl+TQHeBCPoAx4HRgEjgccdgZ95zWS3+yYE8PMIIYQQEW3/USPtxytXDOGCIR04pVcam5+awHuTRvDV7SdxfGfvCW8bos9xSQDERDWgJa6yAv41jjGsAsDuY8bfTQfzuXhQKq9Hv8ar0a8DsOKgq9VtdA9jabBrrfMAiKoo9um5VouiEhV2iUYCFsRprTO11qvM/QJgE9ABuACYbl42HbjQ3L8AmKENvwEtlFLtgLOAH7TWR7TWucAPwATzXLLW+jdtJJGZ4fYsIYQQQpgqKjV/m7uZxdsOM6ZnKhcO7eA8F2uzclqfNn7vRnXkhmvQY0vyYP8KXrG9AcDBvJI6b/lufSYFJXa6HPzeWRZDGTu1a7KCxZxJelPUtwCURSXiC6tSaCxY8NfyEf4RlDFxSql0YCiwFGirtc40Tx0EHCvmdgD2ud2WYZbVVp7hpdzb+6dgtO7RuXPnhn8QIYQQIoLsyC5k9tpMvl1/kE1mN+rObO+pPvzN1fVYz/arinI4dhiAFFVEMoVsyao9EswpLOXW/xqtdhPs853l8ZR4JOqtOupK6Qp84WqJC68O1YAHcUqpROAz4G6tdb77N1BrrZVSAf+OaK3fAd4BGD58eHj9BIQQQogAeXvRDj5dkUGURTG+X1t+2JjFyK61DOD3I8c4tnqnUZt5I2z6ynn4UNRHPFQ+ma9+P1DjLUt35gBwRt+2dB5wPXxt5Iiz4RmkVQ3i4ssO+1SlKKsRvlmaUxCnlLJhBHAfaK0/N4uzlFLttNaZZpfoIbN8P9DJ7faOZtl+YGyV8oVmeUcv1wshhBACOFZWQbfUBObfOxaAtRlH6dkmKSjvdiyXVe85h24BHMBWbfyqv/Oj1XXe+sg5fbG8Ps55bMPukU6kal3yYzuQUJZT53OtSlGJpfm0xJkzRd8FNmmtX3I79RVwPfCcuZ3lVn67UupjjEkMeWagNxd4xm0yw5nAQ1rrI0qpfKXUCRjdtNcBrwXq8wghhBCRprS8khi3FB+DOgYvMa0j3GnsggYV5vD9e8b3YuJA78l43/15Jx8t20d7W6FHeZSq4AarmZz3tt9QP/zP43x+5zNot95z7VRvHN2pzakl7iTgWmCdUmqNWfYXjODtU6XUTcAe4HLz3BzgbGA7UATcAGAGa08By83rntRaHzH3bwPeB+KAb80vIYQQotl78fstzNuURbfUhLovDoBHz+2H1poTu6fW78bjBsLBdc7DaLMlrX2LOHq08T4R4dmLB/HsxYNg09ce5XGUEW+mE6FNX1oneib07d3Gt++NsbSWwqK00U8cJhnNAhbEaa1/pubRjOOqFpgzTP9Yw7OmAdO8lK8ABjSimkIIIUSTsikzn9925vDa/O0A7KxhzdJA65qawHs3jKz7wqqqNHYNj97Dv4vBFuXDNNdPrjG2rXtCzjaus37vcbpHWpUg0OJb+hOrRXGpdZFxsHsxdD3Fp/sCTVZsEEIIIZqIjNwiJv5jcair0Til5moSrbrBkZ20rDAmH9jq0y+bsw2Aq6KMmaqll8wgBqq3oI28BQoOwumP1vq4KIuF45Q5di57S9gEcYFM9iuEEEKIILr23WXO/TE969mN6U9H98LzXeHw9vrdpzUc3QNt+sEti6HbaUSZM0x9ymPX7TRje+KdHsXWRMf3okoQFx0PE5/3WBvVG4/4UWv43yT41+l11yfAJIgTQgghmoDlu4+wy+w6TYmz8Z+bRoWuMhu/guIjsOLd+t03+8/G9tBGI7BSrskENqsvLXEaOo6EUbd4lFqjbMZOA8ey6apHG76A/Ssb9Cx/ku5UIYQQIkKVlFeQlV/CJW8u4XBhqbP8g5tdAdx5g9sHv2JxZkKJ4lzf7ynOhRXm8PdzXjS2ypXWw1ZXS9zhbbBzIXQfB9YYj1PKavO9Hl54rN2qw2fVBgnihBBCiAhUUl7BkCe/p6TcM6hYO/VMkmONoGX3c+eEomqu7snSAt/v+eVV137PM42tWxAXVdeYuNeHm+9OgqpBm8UR7rg949ovfK5aSpzb83T4pBmRIE4IIYSIQI98uZ6S8krOG9yesb3SuPj4DvVPrBsouXuMbX0Cnp/dUspGxRlb5Vqv1KfZqWAGcZ6pRLCYQVjnE1xl3X0f0xYX7T6LVYI4IYQQQjTCoQKj+/TBiX3o0CIuxLWp4sgOY5vUtvbrahJldocqi2tMnMXXIC655pa49kPg0RywNiL8CaPuVJnYIIQQQkSgn7ZmA4RfAAdgize2W3zMwV+1xc4RxLmtkhDl08QGjK5cS5UgzT0fXGMCOJAgTgghhBANV1kZPl16XpXkGVvlY5ix9zfXfr8LXd2hSmGzKq60zidl/fSa78/PdO0XHKw+C7VqUNcY7gFnZYX/ntsAEsQJIYQQEaaswmgNapMUU8eVIeII4toP9e36L6a49i+f7grCjuyih97Dc7Z/0/6XR2q+/6U+rn3H0lvu7/ZnEOc+Ji7EkxwkiBNCCCEiTKk5I/WWU7uHuCY12PyNsXW0VNUU7FTYzQS/e72fP7TB83jNh0YqEXdV723T19hOWegq82tLnFt3anloljRzkCBOCCGEiCCr9+by36XG7M/sgtI6rg4xXQG7FsMTLYzlqqp6qrVxzuGxOvLKffl/8M5Yz7J5T3gen/MS1fi4RqpP3APS7fP899wGkNmpQgghRIQoKrNz2VtLsJtj4tbvzwtxjbwocatTeTFMP9fY3/Q1pPV2ncvLqH6vLzNQywo9j9fPdO1f8i606UM1/myJ2/WTa79NP/89twGkJU4IIYSIEM9/u9kZwIGRXiTsuE9S2L3YtV9e7HldVpWuUm+8TYyoLSBzdKXW55768qh3aPPySRAnhBBCRACtNdOX7PEoa5kQXcPVIRSd4L3cXuJ57MvMTm/pPKKqpFSJinXt22pIt+LPIC7Orfs3xMmVJYgTQgghIoB7C9wrVwwhMSaKtMQwnJ3qCNYsVRLulhd5HleUeR5f9LZvz7fFeh67v8eRn64qfwZxMUluB6EN4mRMnBBCCBEBSu1Gq9TDZ/flwqEduHBohxDXqAaFRhJiouOrj49zV/W4pha8qtyX1LKXQpnb+qxRsdWvB9/G2vkqjNZOlZY4IYQQIoCm/byLS9/8lX1Hiuq+uBYr9xgzN2NsYf6re97jxrakyqSLqi1xubs9j30N4vL3u/bLqqT4qNoSd9Yz/pt84HhObIqrTLpThRBCiKbpaFEZT36zkRV7clm972iDnzP1qw1cP20ZADG+LgQfKp1GGdvu46qccAt43j0TFj3nedrmYxB33CDX/p5fje2E5+HxoxBVZYzg6D/CbUt8e25dznza2HoEhRLECSGEEE3S5BkrnPv5xeVer9mbU8TRojKv5wDmbjjI+7/udh53alnDuK9wUV5srJZQdRH6CvPzlxbCvqXV7/O1Jc69JeyTq8174wPfKuZYz7XS7ipL6RjYd9ZBxsQJIYQQAbJ8tyt57SNfrmfepixS4lzBzaw1B5z7/dolozFmoVZqjdZQqTU7so0uw8SYKApL7XRuHeZBnL3EmEGqqiTYdaxuULUL1CHay+cadgOsfK/ud1adRBFI2pxVe9tv1SdZBJkEcUIIIUQAvP/LrmplC7dkkxBtJS0phqx8z9UWyisqSU9NwKJAobBYjG2/9ilMGdONnm0T2ZiZT8dIaImLTa4+mWDnQmMiQvER7/d5m0F63ivw+8dgd5sE4a3FzZ8rMtTIfK+jJa5qkBoCEsQJIYQQflRYaufzVRm8PG+b1/Prpp6FxaJ4e9EOnv12s7P8llO7c+mw2rvnju/c0q91DQh7CUS19R7k/Ot0yFrv/b6UTjU8r8osVm/55ZKOq18dG8IRPFaaueu8JSIOMgnihBBCCD/6YeNBHpvlyuo/smsrlu0yWp/ev2EEFosRDFx/YjpJsTZO6tGaD5bu5dxB7UJSX7+zlxjdjEf3VT9XUwAHvo9py/Py3PQxvt3bGI4xfftXGlt/pi1poNDXQAghhGhCPlrqGWR8MuUE5/7Y3m2c+7E2K1eN6kyX1gn85ey+xNpC3z3XaAfXQe4eY0xcxjLPc1YviYl7jDfWO500p2HvS2wLwyYFJ9VH9hZzu8nYSneqEEII0bQs2+055kspxdy7TyHKGtp0FEHx1snG1tu4t6pLaF3zGfQ4o/7vcA+eKso8k/8GUtVAMQy6U0NfAyGEEKKJamWubdr7uCS6pyWGuDYBVuyWB29flVa4DsOrB3HeWuZ84VgftbzEmOkarCCuqk39iSQAACAASURBVKBMpqijCqGugBBCCNEUZBeUcsmbvzqPrz2hCx9OHhXCGgXZgr+69m/8zrV/yn3Q/XRXag6HlAYuG+bI1/bXtmZLXJDSi1RteZPuVCGEECLybcsqYPzLP3mUPXXhgBDVJkS2mIHbyX+G1J6ucmuMZ4Jch5ZdG/aeA6uh8JDrOGtjw55TX1WDOGmJE0IIISLfKz8a6US6p/m46kBTk70F8vYa+6c/6nkuKho2z65+T2MmI+xe7NrP8Z7Kxe9kTJwQQgjRtMzbmMXstZkAPDixL3E2K29efXyIaxVkZYWu/aqpN6wxcOwQDdb1lOpl7uus1rQChN9JECeEEEI0GQ99vpabzfVRR6a34vQ+bdj01AQmDmwiOd98pb2UdT7R2EZF06iF4i/+N5x0t2dZTJJrv/fZDX92fUh3qhBCCNE0aK35aJmRE+6pC/rz6a2jsVqaQRoRbxyrKpz2iKusZRdja42pPjO1PpLawvgn4M7VMP4po8x9ksTZf2/4s+ujWndq6IM4mdgghBBCNMDtH6527l87Oj10FQkH9hJj2+1UtzJzbdioKkHcZdOhy4n1f0erbtBxuLFfWWEkFB41BaxBCmWqzU4NfTtY6GsghBBCRKDfM4y8aB/e3IzSiNTEMVs0KtZV5piRaonyDOJikiDRtXJFvThav3RFcBP9Qlh2p0pLnBBCCOGj7YcK+c+S3ezOKSIjt5iW8TZO7JEa6mqF3pf/Z2xjU1xl2m2hePfuz8S2DX+PxQxbKsqNZwY10a90pwohhBAR6+Nle5nx2x60OZA/t6g8tBUKBwufd+07xsGBZxCX0glK8ozj1j0a/q4oM2jLyzALgjgGseqYuKqzcEMg9DUQQgghwtyWgwU8Pms9OcfKaJ8Sx6iurQCwNYf1UGujNSx8puZzUL0b0hZb/VpfObprvzdz0e3+qeZr/S0MxsBVFbAaKaWmKaUOKaXWu5V9opRaY37tVkqtMcvTlVLFbufecrtnmFJqnVJqu1LqVaWMUFgp1Uop9YNSapu5bRmozyKEEKJ5u/H95Uxfsoff9x2lRbyNs80UIleN7BzimoXYzy/XfM4RrFmjYcjV/nmfo/vUMRu24KB/nhuhAtmd+j7wOjDDUaC1vsKxr5R6Echzu36H1nqIl+e8CUwGlgJzgAnAt8CDwI9a6+eUUg+axw/4+TMIIYQQzp6znYeNxLKXDuvIqr253DGuZy13NQM/PuHa73u+57lzXoLU3sa6qT3GQWm+MRmhMRzrpia0MRIIV10dIpAas8JEgAQsiNNa/6SUSvd2zmxNuxw4vbZnKKXaAcla69/M4xnAhRhB3AXAWPPS6cBCJIgTQgjhZ3nF5ew7Uuw8VgoSYqL4x5VDQ1irMKCrZPjtc47ncXwrOO0h1/HYBxv/TkcQ55j5GqxEvxCW3amhmtgwBsjSWrsveNZVKbUayAce0VovBjoAGW7XZJhlAG211pnm/kGgxukuSqkpwBSAzp2bedO3EEKIeplirsjgsOWpiSGqSZjZOte1/+Bez5mpgWI1g7iSPGOmarByxAFBnUTho1CFlX8APnI7zgQ6a62HAn8GPlRKJfv6MK21xvuiH47z72ith2uth6elpTW0zkIIIZqhI8c8uwCjo8KvRSYkPjJHSI17PDgBHLha4rSZ7LeZC3pLnFIqCrgYGOYo01qXAqXm/kql1A6gF7Af6Oh2e0ezDCBLKdVOa51pdrs2YnVdIYQQwruKSlcbQbNdVquqSrfkvWP+HLz3WqxGC1ylHWISg/deCMsxcaH4c+IMYLPW2tlNqpRKU8rImqeU6gb0BHaa3aX5SqkTzHF01wGzzNu+Aq439693KxdCCCH8ptwtYHEP6Jq1cmOCB8MmBf/dji7V+CAnWa46BjAMBDLFyEfAEqC3UipDKXWTeepKPLtSAU4B1popR2YCt2qtj5jnbgP+DWwHdmBMagB4DhivlNqGERg+F6jPIoQQovmyV4TfL++QO7rP2KaPCf67HV2q8a2C/+4wE8jZqX+ooXySl7LPgM9quH4FMMBLeQ4wrnG1FEIIIVzu/Gg1pfYK3r52uLPMXqkZ3a01S3bmkBQjCx0BcGSnsW3VLfjvdgRxQV1yi7DsTpV/jUIIIZo9rTVdH5rj9Zy9opIebRK5dnQXBrQP0gD+cFZWBJu+MvZTOtZ+bSBYbca2ND+47w3D7lQJ4oQQQjR7Gw54BgR5xcaaqPaKSnKLyomyKucqDc3evMdh7SfGflwIFktyjFHctzT47w4zEsQJIYRotuZvzmLqVxvZe6TIo3zwE997HO/J8TzfrC17x7XvaBULpuLc4L8TwrI7VZLdCCGEaLYWbclm75EierdN8ijv2SaRR8/tx7g+bQA4XFgaiuqFl/2rjCS7LdON45ODmFrEnWNmrJCWOCGEEM3X9CV7AJj7p1MASH9wNgBdUxO46eSuXDCkPcOfnsfuw804cNAankp1LXXlcMbjoalPqHSvdaXQkJAgTgghRLOwM7uQorIKAHbnHOP2D1dXu+b8we356vcD2MxVGRLN2aidW8cHr6LhZtsP1QO45igmqe5rgkyCOCGEEE3e9dOWsWhrdp3XRZkrMkRbjSAu1mZl2qThDOzQIqD1C2s520NdA1EDCeKEEEI0WQUl5Tz77WZnAPfCpYNoEWcMxv/fygx+2Jjlcb1jWa0ot+W1Tu/TNki1DTOVFZC7G/avrH7uTxuCXp2wcuWHoa4BIEGcEEKIJuydn3by4dK9AMy+82T6u+V5G9u7Db0e+dbjekc3apS1mc/7O7ge3jrJ2G+ZbiT1dST4BUjuEJJqhY2k40JdA0CCOCGEEE3Y1qwCerRJZN6fT612LjrKwpieqVw1srOzLN5mBSAptpn/evziFtd+7m7ocrJnEBcO6TZOfSCELw+Dz4+kGBFCCNGELdiSXWtA9p+bRjHRLYmvowWu2S+vVTVIO3YIznjC2O93QfDr483wG0P37nAIYpGWOCGEEE3U3+duocxeyeq9R32+p9JcWkm6U9d5Hh/eCsdfB1kbYNxjoalTVcoaypeH8N0uEsQJIYRokt5ctKPe9zgmNlSG4TqZQXMsp3pZ+hiIbwWX/Cv49amJJYRBXJi0xDXzPzWEEEI0RZ+u2EdFpRGIDenke3qQGHNiQ6m9MiD1igjL/21sT7wDuo8z9juNDF19aqJCGcKERxAnLXFCCCGaBK01O7ILKbVX8uqP2wB45Jy+XHJ8R5+fERNltO6U2isCUsew81I/6HUWnPuycbzhC1j4jLHf/XQY/xSs+QAGXha6OtZEWuIkiBNCCNE0zN98iJumr3AeD+3cgpvHdKvXM4Z2NlrthnZq6de6ha38/bBiGqR0gjF/hv9Ncp1L7mgEK0OvCVn1ahXKMXEhbQV0kSBOCCFEk+BYpP65iwdSWGrnbLdZp746oVtrlv5lHG2SYvxdvfD24xNw4p2eZcntQ1MXX4WyJS5SulOVUm2AY1rrY0qpOODPQBLwD611ZqArKIQQQtRl0dZsHvjMmFF5Rr+2pCY2PAhrmxzrr2qFt6qTN4pzPY+jE4JXl4YIaUtceARxvrQHfgy0NvefAHoAuUB4rDkhhBCiWSsqs3P9tGXOY8fkBFGHtZ94Hu/91fM4TAKVGsnEhtqDOKXU9UB3YKy5fwWwAjgIdFFKXaeUGhT4agohhBDVLdh8iOFPz/Moi5YgzjfrP/c8/vS60NSjoSwh/DmHSYBb13dgIXAMWAtkAFnA12b5YXO7J2C1E0IIIWrx8rytFJVVkOY2hi26uSfq9dW2ucb2hD96lp/zElz5UfDrE1EiIIjTWu8BXgPmAv8FntRa7wU0kKO13qu1zgt8NYUQQojqCkvsnD3wOH57aJyzTIVJK0nE2PS153Hvs6HP2aGpiy+SfU8ZEzBh8m+szj9XtNZvYnSpdtdaf2MW5wB/CGTFhBBCiNpUVGp2Hj7GnHUHnSstiHqIb22sP1qY5VmeXP9ZvUE1eT5c/03d1wVUePx786nNWWtdqLUucjs+prX2fTE6IYQQws9e/mErAO1SmslsUn+qKIeiHEhoAw/tg0veDXWNfJfUFrqOCW0dwqQlTvLECSGEiCj5JeWs3JPLGwu3A/DjPaeGuEYRqPCQsU1qC1ExMPBSOLAausr3MpJIECeEECIiZOYV89nKDF6bv91jbdP4aONX2bRJw9lx6FioqhdZig4b24Q0V9lZfw1NXSKRtMQJIYQQvvt0eQYvzzO6UNNbxzNxYDt6tkl0nj+9T1tO7xOq2kWYMjPYjUkKbT0iVgQFcUqpi4HngTYYNVeA1lonB7BuQgghhNPajKNYFGz/69koJbNQG+zITnhvorEfnVj7tcK7CFs79QXgPK31pkBWRgghRPNWUanZlJlPeUUl+SV2EmOsrNyTyzNzNjuvschM1MbZOMu1n5AaunpEsjD5A8LXIC5LAjghhBCB1vfR7yirqKz7QlE/9jL4+SU48Q5IclvYvmV6yKoUkSxRUGknXLpTfW0PXKGU+kQp9Qel1MWOr4DWTAghRLPjCODeu2EE4/q0cZa/eNngUFWpafj9Q1j4LLzQHb6YYpTFtQxtnSKRNdrYhklLnK9BXDJQBJwJnGd+nRuoSgkhhGh+sgtKARjauQWn9W7D2QNdSWcvGRYGWfoj2e/mYvf2YlfZ5PmhqUsks9rMnfAI4nzqTtVa3xDoigghhGi+DheWMuoZYyH7rLwSIGwaO5qGqOjqZckdgl+PSBdmLXG1BnFKqfu11i8opV7DWC/Vg9b6zoDVTAghRJNWZq/k/pm/k3OsjMXbDjvLD5hB3Ek9ZNC937TuCTsXuo7v32Uk+RX1YzFb4nR4jNusqyXOMZlhRaArIoQQonnZnXOML9ccoFtqgkf5K1cMAaBtciz/u3U03dOMNBjtU2KdAZ6oJ/egIyoO4luFri6RzNGdWlEW2nqYag3itNZfm9vpwamOEEKI5mJntpFw9qkLB3D1v5cC8KczenHhUFc334h0V7DxzZ1jsMvM1Yaxl0BMCpTmQf8LQ12byOXoTq0oD209TOGRrU4IIUSzc+t/VwLQ57gkbj+tB1D7UKNWCdG0SZbF7hvEXgKJaXD7Cjjv1VDXJnKddJexTToutPUwSRAnhBAi6DYcyHPut0qIZkCHFAD6tZOFgPzuyC5Y/xlExUJqT++THIRvjr8WpuZBbEqoawIEMIhTSk1TSh1SSq13K5uqlNqvlFpjfp3tdu4hpdR2pdQWpdRZbuUTzLLtSqkH3cq7KqWWmuWfKKXkX6UQQkSAfUeKOOfVnwEY16cNSikmDDiOhfeO5Yx+bUNcuyboP2b3adb62q8TEcenIE4p1Usp9aMjIFNKDVJKPVLHbe8DE7yUv6y1HmJ+zTGf1w+4Euhv3vNPpZRVKWUF3gAmAv2AP5jXgrGW68ta6x5ALnCTL59FCCFE6MzfnMWYFxYAMLhjCu9OGuE8l15lgoPwk9zdoa6BCBBfW+L+BTwElANorddiBF010lr/BBzx8fkXAB9rrUu11ruA7cBI82u71nqn1roM+Bi4QBmrHp8OzDTvnw7ISE0hhAhzd3+8xrn/xtXHh7AmTcyxHPj8Flj/ORze7v2abmODWSMRBL4GcfFa62VVyuwNfOftSqm1ZnerY82PDsA+t2syzLKaylsDR7XW9irlXimlpiilViilVmRnZzew2kIIIRqqzF7JuBcXkl9ip1fbRBbdN5aOLeNDXa2m42/dYO3HMPMG48uhwu1X9ZUfBr9eIqB8DeIOK6W6Yyb8VUpdCmQ24H1vAt2BIeb9LzbgGfWmtX5Haz1caz08LS0tGK8UQggBfL/hIHd9vJqBU+eyw0wpcuBoCV1aS9ep3+Ts8Dw+uNa1X2JOIOlzLkTL97yp8TWI+yPwNtBHKbUfuBv4v/q+TGudpbWu0FpXYnTRjjRP7Qc6uV3a0SyrqTwHaKGUiqpSLoQQIoy898tuvlt/kNRE1+oAZ/UPj/QMTUL2FnjNS7f0U2aDxa5FxrbvecGrkwgaX9dO3QmcoZRKACxa64KGvEwp1U5r7WjBuwhwTJX5CvhQKfUS0B7oCSzDWGG2p1KqK0aQdiVwldZaK6UWAJdijJO7HpjVkDoJIYQInGNldk7o1prpNxp/s/+87TDHd2kR4lo1IW+MdO2f/Gf4+SVjv6IM3jwZ8jOM4/jWwa+bCDifgjil1GNVjgHQWj9Zyz0fAWOBVKVUBvA4MFYpNQSjW3Y3cIv5nA1KqU+BjRhj7f6ota4wn3M7MBewAtO01hvMVzwAfKyUehpYDbzry2cRQggRPMdK7XRyG/t2ck9ZDzVg2g/xPM5aB0OvhdX/gR5nhKZOIqB8CuKAY277scC5uNZV9Upr/QcvxTUGWlrrvwJ/9VI+B5jjpXwnru5YIYQQYaiorIKEGGuoq9F0dR8Hh7fBqfdD3/Orn1/9H4hrWftSGCJi+dqd6jEBQSn1d4zWMSGEEMKpzF6JvbKS+Gjj10tBiZ2EGF/bCyJchR0ylkOX0cF7Z9kxaNnFWEmgJlFxwauPCKqG/pcVjzGZQAghRJiorNR8sHQPPdokMbp78MdAldkr6fXItwBEWRQJMVEUltrJKwqPxcID7q2TIXsTXPY+xCQZrWRFOZAQwC7kY9nQtn/gni/Cmq8rNqwzc7utVUptALYArwS2akIIIepj66ECHp21gT/867eQvN8RwAHYK7VzHdQDecUhqU9AbZ8HR3Z6lmWbo4z+Nwn+ewl8+wD8rTscWFPt9kYpLzECxq1zjTq06es6d/N8aDsQTn/UVVZwwL/vF2HD15a4c9327UCWW6JdIYQQIbJyzxFmrz3Io+f2ZX+uK1jKPVZGy4TgLSldVOb6ldCxZRyvXDGEQR1b8OBna7nrjJ5Bq0dQbJ4NH19l7E/Ng7wMeNlLa9iyt41t7u7qkw4ASgvBFgeWeo4ZzNkGB9fBrNsBDbFus307DoP/+xkqK6EwC5a9U79ni4hSaxCnlGpl7lZNKZKslEJr7euyWkIIIQLg0S83sDEzn0qtef/X3c7ynCAHcTmFZQD87dJBXDbcld7zpSu8BC+Rbut3rv0V06on263qf9fDspPguq/Aav7a1Rqe7QBDrzHGrI2cDGm9fXv/Zzcb22OHjK3Ny5g3iwVOe1iCuCaurpa4lRjpQLxNa9FAN7/XSAghhE+01mzMzAfwCOAA7JWVQanD0aIyMnKLuW6asTJjm+TYoLw3pFbNcO1/8yff7tnzixH89TU7tkqNnxur/2tsf/8Y/pJR8/1rPoIvb4W/HIDszZ7nvAVxANGJvtVNRKxagzitdddgVUQIIUT93P2J51ira07ozKH8Ur7fmIW9QgelDrf+dyW/7XR1yvRs00QDh9zdkNKpzsvofCLs/dX7uSjXqhXkVFmkvqyOHPo/mmlZv7il+rnyGsYcWpvJrOBmzNdlt1BKtVRKjVRKneL4CmTFhBBCeFdYamfqVxuYtcZzwPqI9FZcOdIINOyVgQ/iSsorPAK4/xvbnfYtmlg6i+wtRmvZPwbDuplQVlj79f0vqvmc+9i3uQ9XP192rHqZQ4G52NGmr6ufK23QIkqiCfB1xYabgbsw0oqsAU4AlgCnB65qQggRuQpL7disipgo/ye6XbjlULXuU4A4m5Uoi/G3ub0icN2pnyzfy3u/7GbzQc/g4d4zfRzTFSl2/QTT3dYcPbqn5lYvh94Tje2391U/V+E2H3Dvkurnn2kPD+2HGG+tmbUE5cNvrPncDd9BkqxV21T52hJ3FzAC2KO1Pg0YChwNWK2EECLCDXh8Lhe8/ktAnn0ovxSAt67xXPg8PjqKKKsxhLk8gN2pP246xP6jxQzumALAd3eP4du7xmC1NLFVAaZXWTTeEgXlRd6vveUneOQQtOgEo6Z4v6bSh6QOc/9Svew7L2XuvAZ9pi6joZWMjGqqfO0wL9FalyilUErFaK03K6Wa2J9cQgjhX1Vbqhor91gZV77zG1uyjOeO7pbKLad24+1FRr6ydi1iOXLMmCUayIkNxeUV9GiTyBe3nRSwd4QFa7SxkLzDj08YXwApnSFvr+tcu8E1P+fkP8HPL0OlD0mPjx2uXvbbG9XLWvc0Uo2IZs3XlrgMpVQL4EvgB6XULGBP4KolhBCiqt925jgDOICk2CgemtiXFy4ZhNWi6No6gSizNcwfExsWbDnEuz/voqS8wlmWV1zO4m2H2XW4lvFbTYV7AFdVXIpvz4hJhsHmUuLuLXHth3q/3jFrtS7DJvl2nWjSfF071TFSc6pSagGQAnxXyy1CCNFs7ckJTIDz509/B2BIpxas2XcUixmwXT6iE5ePMCY0OMbElTdyTNzO7EJueG85APM2ZvHRlBMAuHm6UdbEOk6rK6ojDap7gt17t1c/f8O38N5ESEgzumHBc0xcRQ1dq51GeR4/08H7dcFcn1WELV8nNrwKfKy1/lVrvSjAdRJCiIiRXVDKkp05HmV3frTa7+9ZsPkQxWaL2Be3nYhS3sMox5i4ikbMTv1hYxaTZ6xwHucVG92Aq/fmsnx3LgBf33Fyg58fERypPLqcDHt+rn7+6pmw8FkYcw/EJlc/3+VEOPNp6HchaDOgdu9OzVrn/b3R8Z7H7rNh2w4wnrvsHWjTz/fPIposX8fErQQeMcfBfYER0K2o4x4hhGjynpmziS9W7w/4e6b9ssu5X1MAB2BzTGxoQBB3rNTOs99u4r+/ucZ6dUtLoGtaAgBPfL0RgM6t4unYMt7rM5oO83s85A/egzhbLIx/ovZHnHiHsT26z9g6grlDm2q+xz1diHtrXXwqTJ5v5Jo7+2+1v1c0G752p04HppvLcF0CPK+U6qy1bmIL4gkhhO+01nyxej+DOqbw0uWu5aVmrdnPa/O9dLE14j2Lt3kZ8O5FQ1KM5B4rY2NmPou2ZnsEcAAt4mxs2J/H+JcWse2Q0Sq08N6xPj87ouxcaHRn2uKMFRbaDQFrTJ231cmRH84RxB3L9jyf2NZY5xSgJM9Vfnira/9P6z2TBQuB7y1xDj2APkAXoJY/JYQQounLLTK6x9qnxNHDbaWCbmbLlT9orcnIrSM3mRtHd+qafUfp3MpoLXM13Kkqx0bJi99v5eftriDx01tGc/nbRh6zlvHRrNprZJTq0CKO20/v4RyL16T8/DLMmwpDrjbWHC0rhMw1EOWH9WeVOYfQEcQ5Uoa0TDdSk+z+BT42Jz+4B3GO7teT/1Tz0lqiWfN1TNwLwEXADuBj4CmtteSJE0I0ax8vN1qtTu/bxqPcn9k9np69iXd/dnWlrnp0fK3X26xGwDBjyR5mLPE9icCpvdJo3yKWj5bto22y0eLTNjmGlHib85qHz+nL2QPb1af6kWHBM7DoeWP/4FrXwvJxLcHmh25jRxBXWQGZv7vGw134FsSmQJ+zXdcWu/1q3fSNse04svF1EE2Sry1xO4DRWmvf2vOFEKIZ2JtjJH4d3a21R3mlbvikggdmrmX5HtfMyJ3Zrpmuk05Mp1VC7S1D7gl3X/3DUFrE2Txy/Wu3umm3ncGdWtAqIZpnLx6E1ppJJ6Zz5chO/HuxK4BMjrXRJDkCOICD61yrMlw2HeJbNf75yuxOXTUd5tzrKveWwsS9Je6nF4xtbctxiWbN1zFxbwe6IkIIESkcY9Q+Xr6PlDgbnVrFVznv2q+s1D53P170z19Yvfco6a3jGdDByEM2uGMLbj21O72PS/LpGTaLK/3n+L5tiYuu/7JfSimmnt8fgKNFrkBjQAcvszAj2aFNRh63qhyrMtjiIdHLklX9Lqjfexz91werzEhNSHXt37IYvnvINTbOXU1j4fpfDHEtvJ8TzUJ9x8QJIUSzpbVmY2Y+ny7fx3Szq9KRfsOde0ucvVITXUsQ9/Q3G/lhUxbRVotz4kC3tERev+r4Gu+pjdXqeleszdd87jU7VmqkNXn72mG0iPfD+LBwkLPDaBHbMd9V1uMM2D7P2He0xNniXAFUdKIxVq7zCcaEh/pQXn4OHYZD2/6u43aDoFU6HNlR/drkGnLFXfZe/eohmhwJ4oQQog6/7zvKN2sPsOFAPr/uyKnzevfsHj9tzebJbzbWmLftYH4JFZWaM/u1dQZx8zcfanBdo9wCxtpSkfiqyMxNl5rYRAI4gCVveAZwACMmu4K4vAxja4tzjYkbdQuMvq1h77N4aQ1N95Jnz2Izxs05tOoGR3ZCx2ENe69o8nwO4pRSg4Ex5uFirfXvgamSEEKEl3cW72TOukzibFZaxtv426WDGdG1FYOf+N7r9e4tccv3HGHvkSIuOb4j3mIqBVw3Op1+7ZPp/pc5gDE7tKH8vQj9sVIjV1lSUxkPV1oAK6ZVL09Ic+1/96CxtcWBNQqm5lW/vj4sXn7VeksQbInyXJrLYqt/161oVnydnXoXMBn43Cz6r1LqHa31awGrmRBChFhFpWZ/bjGz12bSPS2BH+8ZW+2aMT1Tq5V1TXWlGCkpq8Ci4MXLa1kg3bT4/tNomxxLdFTDu0Gtfmh9c1dcZrQMxTdgbF1YevsUwEuraEL1nyMxvo1DrJPVSyumt7F4lijPlrjDWzy7XIWowtf/U9wEjNJaP6a1fgw4ASOoE0KIJuuZOZs45W8LANiRXX2G4KYnJzBt0ohq5Sf1SOWqUZ0BmL5kD74untCpVXyjAjjA7znc3r52GFeN6kz7lCaQpyx7q9E96U1ye7joHc8yfwVx3rpTY1O8X+doiXN07W74vPp1Qph8/b+FAtz+PKCCZrD+sRCiecvILar1fFy01ZmXraq+7ZrGTM4BHVJ45qKBTSPBb77b8mjdT4fxT7qOrTbPhLrRruTNAeEt/5x7EPf5lMC+XzQJvo6Jew9YqpT6wjy+EHg3MFUSQojwUFRWUfdFNYhqCkFPU+O+mPxVn8LnVTqUek3wfm0geEsbkrcfKkphqpdWOiG88DVP3EtK3lZuqAAAIABJREFUqYWAYzrNDVrr1QGrlRBChIHcIi/JWH3k77Fpwg82zza2E18wWt6yNnie98cSW76yepkosv2H6mXDbwx8XUTEqrU7VSmVbG5bAbuB/5pfe8wyIYRokuZtzGL9/vwG3z93w0HnvrTKhQnHeLiRZlfliXdUv2bg5eZOgH9m3iY7xHuZXDH02sDWQ0S0usbEfWhuVwIr3L4cx0II0eSs2pvLzTM8/xc3pFP9MuNnF5Y69zu39sP6m6Lx8jOh/0WuFRQG/6H6NY50IMcHOHiyeGmJ63d+9bIODUv6LJqHWrtTtdbnmtuuwamOEEKE3ifL9jn3o60WLhzanjtO71mvZ6TEuX5JN5n0HJEseyvk7YVRbhMGrDZoPxRG3epWZv5aVAH6maV0grx93rtTqy503+OMwNRBNBm1BnFKqVr/BNBar/JvdYQQIvS2ZxfSpXU8e3KKiI+x8sKlded4qyotyTVwPTZKgriQe8NMBdO6h2f5lIWex9FmWhFvs0f9wdEK6K07teryXN5a64RwU9fEhhdrOaeB0/1YFyGECAubMvO5YEh79uQUcd3o9AY949Fz+vH5KiOlRawtuEHcj/ecKq1/AKtmwOGtcPqjrjJvSXbdOVri4lsGpk6OFj5vLXFVV3bwV5460WTV1Z16WrAqIoQQ4WDuhoMUlVXQKiGaLU9PILqGPHB1aZkQzXWjuzBjyZ6g51jrnhbgHGfhbsMX8L9JruNf3RYXcl/WyhtdaWy9LZXlD8kdIHcXaC8ZoLue4nkcV79xmKL58en/Tkopm1LqTqXUTPPrdqWUtPMKIWpVXlFJSXnDc62Fwi3/WQnA2ow8YqKsjVpE/qz+xwFQZo+s70HEW/p2zeeSjqv93igz4a+9tPbrGuqsp2HoNcbi9tXeXaWLNVaCOFE7X//UeBOwAf80j681y24ORKWEEOFv35EibvtgFQfzS7hrXE+uOaFLtWsGP/E9RWUV7H7unBDUsP6OHHPlhWuXEtvo58WZXZrF5ZWNfpaoh71LvJf3PR/Setd+r2PVhrLqy6w1ykVvG89uPxQueMO3e2yN/zcomjZfg7gRWmv3kb3zlVK/B6JCQojI8M3aTNbtzwNg0dbsakHcxgP5jVrxIFi01mzNKmTZrhw+WLoXgEknpnP/hDp+2fugbbLxS3hQB8nAH3In3glnPlX3dX3OhR+fhEGX131tfQy+sv73lJf4tw6iyfE1iKtQSnXXWu8AUEp1w3MtVSFEM7Jqby7Pf7cZgF5tE/lhYxbjX1pEjM0YoaE1bDjgSpS770hR0Af3+6JSa27/cBXLd+c6y9qlxPL4ef0a1Y3q0KFFHHPuHEP3NgmNfpaoxfYfoTgXupwIUTW0XvkSwAGk9YKpR/1Xt/q69D2YfQ8UH4HsTaGrh4gIvgZx9wELlFI7MdJYdwFuqO0GpdQ04FzgkNZ6gFn2N+A8oAzYgbF811GlVDqwCdhi3v6b1vpW855hwPtAHDAHuEtrrc0VIz4B0jFWk7hca+36P7EQIiDK7JVc/M9fncdbs4w1JrcdKmRcnzYAHCvzHDw+5oUFwatgI6x6dDyJMVF+CeAc+rWvYzakaBx7Gfz3YreCCF8dY8DFxqSKT6/1PvlBCDd15Ym7TGv9P2An0BNw9C9s0VrXNerzfeB1YIZb2Q/AQ1pru1LqeeAh4AHz3A6t9RAvz3kTmAwsxQjiJgDfAg8CP2qtn1NKPWgeP+DlfiFEPT337WZmLNnNgA4pnNorzePcf5bsce6fP7g9X/1+wHn87qQRzv30B2d73Hfx8R0Y2jlAaRsa6PFZ66l0+z3ZKiGIa2cK/9j6bZUC8wd6/y4oOAhvjg56lRrNkS9Oy1hKUbu6WuIeAv4HfKa1Ph5Y6+uDtdY/mS1s7mXfux3+Blxa2zOUUu2AZK31b+bxDOBCjCDuAmCseel0YCESxAnRaAu2HOKtRTsAWLbrCMt2HfF6XWpiDK/+YahHEFebsb3bcP7g9n6rpz+c3COV0/6+EIAF944NaV1EA+Vs914e3woqI3TUT7L530mbfqGthwh7dQVxOUqp74GuSqmvqp7UWntZ6M1nN2J0hzp0VUqtBvKBR7TWi4EOQIbbNRlmGUBbrXWmuX8QaFvTi5RSU4ApAJ07d25ElYVo+mauyPA4nvXHk+jTzpV0VJndVTarsU2KiaKg1M6gjrUP3i8uqyM/VwgkxBjj9CwKuqbKuLWIU1FuTEKo6qS7ja1zCa2G5foLmQ7Hw00/QHtZN1XUrq4g7hzgeOA/1L56Q70opR4G7MAHZlEm0FlrnWOOgftSKdXf1+eZY+RqHDygtX4HeAdg+PDhMshAiBos332EzQfzOalHa37ZngP/3959h1dRpQ8c/55Uegm996aigEhTAUVp9t4WsaKL+lN3LdjL6tob9l7WLlgQFURFxYI0FRQUQu8EQksCqef3x5nJzK25SW7P+3mePDNzZu7cE4Yk7z3lPUCD2ulkBlk26slz+3LBq/M91goFuH5UD3q2rM9789fz5dKtdGoafwlo62WaX4EtG0gqh4Tz1+fwrp8F7AHqmbGZ5UtnDb85OnUKp3YDKr5G1HgVrdhQBMxVSt2itf7OfU4pdUZV3lApdQFmwsMIrc2oTWt8XaG1v1AptRLoDmwE2rpe3tYqA9iqlGqltd5sdbtuq0p9hBBmssK5L85lwVozN2hwFyeIq5UevBVjUOcmnHhIa64f5ZmS44qjzBqVI3q1YH1uAe2yIrQWZTXUyUjjtuMPYHiPZhVfLOKH1p4BXPvBcNTN8PoJ5jjD+sCQlgl3xHCmqRARFurs1EnA+15l9ni5kCmlRgM3AMO01gWu8mZArta61Epf0g1YpbXOVUrtUUoNwkxsOB+w10+ZBowH7re2n1SmLkLUdFprdu8rZvTjc9iyx+SjGtgpi0ljetKjZX3enGtyptWuIDVIrfRUJp/TN+g18RjA2S4+olOsqyAqa+caz+M9myDd1R3esI2zH8aZxkLEm4pmp44BxgJtlFKTXacaYLpDg732HczEg6ZKqQ3AHZjALxOYZU3ht1OJDAXuVkoVA2XA5VprezT1RJwUI19YX2CCt/eVUhcDa4EwZ2YUIrk9992q8lxvYGaaPnLmIaR7rRUaj/ndRA1XXOB5vGut50zOZr2iWx8hYqSilrhNwALgRGChq3wvcG2wF2qt/Q1WeDnAtVOBqQHOLQAO8lO+AxgRrA5CCE8rc/L472fLKCnTfLc8B4D7Tu3NKX3b+ARrH00cwse/biQzLcEGhYvkV5jnedxtFKS4/v/aS2cJkeQqGhP3u1LqD2CU1vr1KNVJCFFFxaVl7Mwvokyb1QjKtEZrKCwp5c2563jtpzUA9G7TkLoZqUwY2oVzBvifsd23feO4y+smBLs3wCsjzf5Zb5qF6nudCKmuiTXp8dt9L0Q4VTgmzhqn1k4plWFNdBBCxBGtNau357OvuJSr3/2N7G15Aa+tn5nG8+MOZUjXplGsoRBh9Mvzzn77wVDXz//ltMzo1UeIGAp1YsNq4EcrV1y+Xai1fjQitRJChOy9+euZ9OGS8uOuzetx0eGdSE0BpRQpSpGizDqe/TtmkZoiA71FAlvwirPvL4ADmcwgaoxQg7iV1lcKUL+Ca4UQUfDe/HXc/elS8os8s9Jnb8vj3IGS1FokqaLALc1C1DQhBXFa67sAlFL1rGP5KRIiRtbnFnDHtD/55i8nNeLATlnceeKBjHliDk1k/U+RrEqLnf0LPgt8nRA1REhBnFLqIMyqDVnW8XbgfK31nxGsmxDCy/7iUo58cHb58TG9WvDS+P7l5wCuOaZbTOomRETNexE6DTP7R98KHY/wveaqRZAned9FzRFqd+oLwL+01rMBlFLDgReBIRGqlxDCi9aanrfN8Ci7blT38v1a6amsuf+4aFdLiMjLy4HPr4O61nJatQPMmm7SxXwJUUOEGsTVtQM4AK31t0opWS1aiCiZ/fc2Lnx1fvnx77ePpGGd9CCvECKJlFqJEfKtVrY0WetWCDATFUKxSil1m1Kqo/V1K7AqkhUTQjjmLN9evv/Aab0lgBPJL3c1vHAUbPsLSvZ7niveF5s6CRFnQg3iLgKaAR9iVlZoapUJISKssKSUz5ZsKj8e0atFDGsjRJSs/RE2LYKPL4e9mz3Pbfo1NnUSIs5UtHZqLeByoCuwBPi31ro42GuEqOlemrOKez5bxgmHtObJChaGBzPW7fnvV/Hxrxv5a8teju7ZnOMPbkWKUkxZuIEfsp1WuNX3jUVJDiyR7Ir3wydXmP1Nv8IfXqsy9hgT/ToJEYcqGhP3OlAMzAHGAL2AayJdKSGi6Y+NuzmwdYNqB0cL1+5k6qINvP3LOgA+/X1TSEHcD9nbuf8LZyH6b/7a5pE+xE0COFEjbFniebxvl+dxrxOiVxch4lhFQdwBWuveAEqpl4F5ka+SENHz1DcrePjL5VxxVBf+MagDny3ezMw/t/DIGX1o3yT09Rf3F5dy8evz2VVQTJtGtamVnsL+4rKA12dvyyM3v4h7PlvK4g27fc6fcWhbJh7VFQW0y6rDonU7adlABnOLGuLlYzyPJW2IEH5VFMSVd51qrUukFUAkk/3FpTz85XIAnp69kqdnryw/N/Sh2Vw9ohvXHts90MspKS1jZ4H5EXnsq+XsKijmqqO78u+RPXh45t88NTuby/63gJy9hRzRrRn2T88TX68IWq/l94whI81zuOphHbOq8B0KkSDmvWhSiFwxH5q5fuZG3QczbzJj4zocbsbJCSHKVRTEHaKU2mPtK6C2dawArbVuENHaCREhf2zczfFP/uBR1rx+JteN7MENUxcDJtiyg7h9RaX8snpH+eLyRaVlPDjjb5/7jhvcAYBercyPxsw/twKwaN0un2sfOK03Tetl8uy3K1mwdif/PaU3mWkpPgGcEEnv8+vM9u0z4MIvoNUhUK+Fkw+uuADqNY9d/YSIU0GDOK11arQqIkQ0PTDjL5+yp87tx4BOWTSrn8mFr5mcbB0nBV/aZ+QBLfhy6dby4+b1TZdnqlccdlb/djxw+sGAWTZrX3Ep3VuYZYiHdW9GQXEpDWpJ2hBRw+1cA4/2Mvu9z4BU189E/dYxqZIQ8SzUZL9CJJVVOfkM6JTFroIiTu3Xlu4t6jGgk+myPKhNw/LrJg7vQnpqSnkX6DuXDuKgNqaVrU5GGqkpip35RQz471fce3Lv8te1aljb4/1uGtuzfL9dludYu7TUFBp4R31C1HSZDaBuM+e4fgs4fxrs2xm7OgkRZySIEzXKm3PXcuvHfwBwYp/W3Di6p881zepnlu9fN7IHKSmKa4/tTkFRCXUyfH9kGtfNYMW9Yz3KDmnXiAsP70jLBrW4bJgsAyREUI07mlY4t1oNoNNQ5zizPnQeFs1aCRH3JIgTNUJZmeb3DbvKAzi7rCIpKc5kHn8BXDB3nHBgpa4XokbassQ3gANo1AHck+l6SloRIbxJECeS1vw1uWzfW0ip1nz3dw4fLNzgcX7i8K4BX3v+4A6sysmPdBWFEHu3+i9v1N5sb1gNeVuhXjP/1wlRg0kQJ5JOUUkZz3ybzeNf+abyuGxoZ57/3iz7G2z90btPOihi9RNCuOzLNdtuo2DFTKe8ViOzrZNlvoQQPiSIE0nHHcBNPqcvPVvWp7C4jNyCIoZ1b8bSzXvo175xjGsphABg2zJQqXD0LZ5BnN0SJ4QISII4kTS01jz5jRPAfXf9cDo0qetz3f8uHhjtqgkhAtn0K+hSkxtuwrfwwnBTLt2nQlRI8hqIpLF8ax6PzlpeftyucejLZgkhokxr+OACWDXbKUvNDHi5EMKXtMTFgdIyTWmZLs/Uv7ugmHlrchneoxnpkj8sJBPeWOCRdBc8Z5YKIeJMUT78+ZFnWYZvy7kQIjAJ4mJsz/5ihj44m13WGpzpqYriUpP64vJhXZg0xjePmfBUUlrmEcBdPqwL+4tLY1gjIUSFigt8y+o0iX49hEhgEsTF2BdLNpcHcAC92zQkLTWFeatzyc0vjGHNEkdhSRkAN43pKYl140X+dsj5CzoeEeuaiHj089Mw82bn+Mw3zNZuiWt+QPTrJEQCkr66GNFa8868ddw4dQkAh3c1n0CH92jOGxcNAOD9BRvIKyyJWR0TxUMzzUL0v2/wXWRexMhDXeC142DHyljXRMSb4n2eARw46USUgsu+hwuCr1kshDAkiIuRqYs2ctOHS8qPm9YzA3rrZaZRKz21vPygO2b6vFbAhp0FPPXNCu6c9iev/bQGgKWb9sS2UjXRvl3w2XVmfJM/m3+Lbn1E/Fv9vW9ZM9ewkVaHSF44IUIk3alRVlJaxjGPfseaHWY8yMdXHE6fdo248u1FADSsHTgBrTAWrdvJqc/85FP+4cTDY1CbGqioADYuNF2lzx0Ju9fB/l1w2kvmvHYtZzblIti/G/pfFJu6iviza51vWb3m0a+HEElAWuKi5ednYMdKbvvkz/IADqBPO9ON0NdKPntYR/MJdPzgDtGvYwLYV1TqEcCtvm8sq+8by5r7jyOrbkYMa1aDfHsfvH48/P4upFofOpZ84Jxf/L7n9dOvjV7dRHwrKTJ54WyHnGu2SmaSC1EV0hIXDcX7YOZNFM5+iFllL5YXp7lSYFw4pCOn9G1jApHc1dw1titlGj7+dSNlZTou0mVs3LWPGX9s4ezD2lE3M/r/ddbnFnDkg05OqdcuPAwlv/yjqzAPfpps9j++3Cmv60rM+tGE6NZJJI4PxsPfn5tZqDesgrIyOHFyrGslRMKSIC4K1m7bSQcgsyiX7fsLqZuRyudXH+mxmkBKijIBXGkJTO4DXY+le5eH2VtYQuebPyczLfaNpvYs0P9MX8qcG46iXVZ0kun+tn4Xs5Zu4enZziD5dy4dxOAuko4g6ha+6r+8y9GBX5OaAXs2w+x74bhHIE0SutZIZWUmgAOo18JsU1KQDiEhqk6CuAgqKzNjg6YvXM0VVtmolHnMLBrguRzU7o1myv3Rt8C0q0xZ9iwyezgTHC44vGN0Kh1EcYnmlR9XA3Dkg7OjFsjdM30pC9buLD/+9rrhdGwqSUGjrqwUvrzV/7mSIOlwSovg/XGwYT4cdBp0OSoy9RPxbdqVzv62pbGrhxBJRIK4CNmzv5iRj37Plj37aUMOV9Qy5c9nPM47Y5d4Xvzb2zD3aVj7A2z+vbx4uytP3E1jekWj2hWaMLQzg+77GjATDApLSiktA40JWLW2vtAe49u9yzQmzYrGPQ5eW9c5rykqKWPB2p1cPqwLz31nWuJaNqwV6W9T+DPvhcDnSq1ch2WmtZY6TaBgh3N+w3yrXGYd1khlZfDbW7GuhRBJR4K4CLn706Vs2bMfgAzlmevtlL5tPC/eb+U3cwVwAA2KcyJWv6pyB1BXvxu99BEHt23ImvuPi9r7CT/mPuu/vElX+Psz+OExGDTRlA2aCN/8x7kmvY7J0L/oDRj9AKTKr54aZfOvnscN2samHkIkGflNGgFD7vuaTbv3lx9nUuxx3p0HjpIi0GV+73Pioku5lQciUsfqWPXfsXS++fPy42fO6weAwp5kZiYbKGWXKY/zptyakBDoGtc9MtNSymfvihgpK4Vda83+4VfDj0845+o0hR3Z8NWdZlgAmO7VQRNh7jPm2F5iaf5L0KoP9BsXtaqLOJC72vO4fovY1EOIJCNBXJjNW53rEcABZHgFcSyfCd1GwpIp8OElAe9VXLsp7IRDO8RXAOM9U3Zs71YxqomImgWvOPvH3g1ZneHTq81xqiu3Yb7VevznR3DVAvMB5ZfnPO+VkoqoYVZ+A7Ubw3Ur4Ou7oP/Fsa6REEkhotOClFKvKKW2KaX+cJVlKaVmKaVWWNvGVrlSSk1WSmUrpRYrpfq5XjPeun6FUmq8q/xQpdQS6zWTVRzkm9iRV0gD8mivzILs5wxoz03HeOV8e/tMWP1d4ABuwncANB54Lv856UDeumRgJKtcJdcc0y3WVRDRtCPbbHseb7aHXgD/mArjPoI1c3yvH32f2a75MSrVEzFUlA/zXnTGRXrT2uQRbNrDBPwj74GsTtGtoxBJKtJzu18DRnuVTQK+1lp3A762jgHGAN2srwnAs2CCPuAOYCAwALjDDvysay51vc77vaIuJUWxuNYEvs+8lknHduS+U3szeMXDvhe+cVLgm9Q3LVspuoxxgzt6dr/GiX8O70LPlvV59cLDYl0VESnumSl2d6i9KgNA12MCpxbpNNRs/bW65cffWE9RDb+9DZ9fB++cDXs2ma53tz+mmhnK6bVjUz8hklhEgzit9fdArlfxScDr1v7rwMmu8je0MRdopJRqBYwCZmmtc7XWO4FZwGjrXAOt9VyttQbecN0rdpbPKN+9fLDVzbh9udmmh5gWw/5lN+PGMFYsvDLTUplxzVCO6iHL5SSl2ffBXY2cJZL274Em3UL/Q2zngkv3k4Jm59rw1FHEhwzr91r2V/BoL5hxk3OupBCmWl2nAy/3fa0QolpikWWxhdZ6s7W/BbBHuLYB1ruu22CVBSvf4Kc8pvr/frtzYLdeDLzMbNuH0C065P8go55znL89fJUTIhRrf4bv7jf7f39htjl/OQlaK9JtpLOfWd/3/M411aqeiDPeOQLdS7Dd4/qQ17J3dOojRA0S01TZVguarvDCalJKTVBKLVBKLcjJiWxXTrFyZaN/+2zYutR0L6TXhU0hpOSo3djKYm55qIvp1iopCn9lhfDnVdeohN3rYcdKE8St/cH/9Ud4rY16/GPOfh3XqhptDwMU5G0LW1VFHPjOawa9vxU5ehwHDWP+GVuIpBOLIG6r1RWKtbV/o28E2rmua2uVBStv66fch9b6Ba11f611/2bNmvm7JHzcM/W2LjHrS5aVQkoa7PPuWQYOOcdsD7DGyPlruZj7DNzfDor3+54TIhx2rjUtKp9e41m+az08ac0x6hxgpYVeJ3oep7mSMbc40NkfeDn0OgHKPPMm+lXg52dFxKe9m/0f79/tlNVqEL36CFGDxCKImwbYM0zHA5+4ys+3ZqkOAnZb3a4zgZFKqcbWhIaRwEzr3B6l1CBrVur5rnvFTNP6XqsJ7N1i/mgFSqsw8l64czekWMGfuyvVNvNmKNkPhXvCW1khwARvTxxsur6810Zd+rGzf94U/69v0w8atTf7vc+Auk2dc4P+6eyXFpkPMxUFcT8/Aw928s0tJuJPoA+Wdzb0TEuTmhGd+ghRw0Q6xcg7wM9AD6XUBqXUxcD9wLFKqRXAMdYxwOfAKiAbeBGYCKC1zgX+A8y3vu62yrCuecl6zUrgi0h+P6FI88qhRpOuVhAXICWfPSjYPp/V2WwPPtv32lLpUhUR8Ov/fMsyG0KtRtiJm4Hgqyy0G2S2XY/xLHd/eCktMsfBgrjdG2CmNTBeZrHGzoJXPIMwf7Znw73WOMlDzoEb13ie/+pOZ9+9BJsQImwimuxXa31OgFMj/FyroXydeO9zrwA+v1G01guAg6pTx/DzCuLW/mi+MgN0J9jjR0b9FzoeDu0GmONTn4eSfbDxV9htzRCUIE6E294t8Nm/Pcu6jICjb4EXXelDvMe9ebMDs0AfVuxr8nNg52r44kYY42c1kicPdfa3/mnG0cU+/WPNsmEhTLee9yHnQPE+/2verprt7O/ZaMbzBrLH70gXIUQ1xXRiQ1LSpf7LA3WF2n+g6jaBfud7/sGq39oJ4CBwMk0hqurRA3zLzngV2hzqWTb85uD3OfJf0LC9/7xxF88y285HwSZrDU3vVRxs7pmO06+Bn54M/r4i/F5yPcN7W5qubX+W+OleP+pW/9empPsvF0JUiwRx4Za7Knz3atzR83jFrPDdW4iyMs8PHeOnwxmvQa2GvtemVTCmqWVvuHaJ/xabdgPMuM8mXaC5a6LDgld9r/WerL5ubvD3FbFRWgI5y0yXe/+LYZw1HHnY9ebDqG3Ct2Z7YOxTeAqRjGTt1HBr1MFZKLy6MrwSpX55C9RtBt1HQe1G4XkPUTPtWgdPD3KO+/wDOh0Z+fdt1B7W/WT2p19j/rhnNjBj5QrzfK+XcXHRpQNkfNLas5dg0Wtm9umJT3oGbeBMYmg7AFr3hRtWB+9qFUJUmbTEhVs41wT01wXx0QT4cILZXzrNGbsiRGVMvQSK853jUBJRh4O9pqrtgY7w8USz/809vtfnbY14lYTLliVm23aAZ7l3Ql97HGWqn5xwGxeabZEVlNfJknGNQkSIBHHh5m9Wqbez3jJbf78A3QLN6LIz3r8/ruIZZEL44+72v2oR9B3ne42dqPfKheF73zpZ0KynZ9nid00C4F+eNcfuFR8OvSB87y2CKyuD563W2BZeYyX37zLbLUtM+pDy8t346H2G2e7dEv46CiE8SBAXbn3Ogdt3Br+m1/FmjNBtFWSuDzYbNVC3hxAV2bbMs5uySRf/LSUXz4IxD0HTruF9/1Q/LczuFuVz3oNLvjH7X98V3vdOJovegF/fDN/9ZrtaQjsN8zy3xlqt49e3PMv9Pctuo6xzkhtOiEiTIC4SUvz8s47/FBq28y0Pep8ACYLLSjzXn9wrXU6iErYtNdumPWDcR4Gva9IFBk4I//v7++Nu50sE8/PjXulBWnT8m3YVfHIFLHzNKduypOoru8x5xNmv38rz3P5dZhUNu7XU5q8F1/695X6mQoiIkCAuUi743HM5ok5D4bLv4coFod9DBQjiclfC5D7OsXvBaSEqMuUisx33of+UIJGW52eywuL3PI/TXSuf7NsV2fokgsI82B0g19qnV5sALH8HPHcEvDAMivL9XxvI/Jc9j+u3NC2i12Wb4/zt/lv9/CWAbtQBBk2Ec96tXB2EEJUmQVykdDwcTvHKhVUnC5p2C/0egVrivPlbb1UIf8pcKUUatg18XSS5cx+GYs2cyNQjkbx+AjxmjVPT2jew/fpuZ1b3BN7BAAAgAElEQVR8zl/muDLck0pqN4YGraHHaKjXDGpnmbV1t/4Z2r1SUswElmbdK1cHIUSlSRAXSdXtTrBb4lr0hvZDAl/36f9V731EzfHHh2bbOIyzqCOlfmuzrSXpdNi0yGyfGgA/PAYPdPC9xp1HMlAy5UBaWy37k9aZ5bPSXJOu6jaD3982E1DcjvhX5d5DCBF2EsRF2tDr4fxpVXut3dU19kEok9UaRBD5282swWXTA1+jNXx4idk/+Kzo1Kuy3EMIxlkBZ6gt0slqx0pnf/vf/lOxgFmmryr27YKV30CzXv4TPduzlN3GT4dj7qja+wkhwkaCuEg7+lboPKzi6/xp2tXMYu0wBNoPqvh6N63h56dhz+aqvbdILPYi9h8GmYjw9pnO/vBJka1PKC6bY34+3P61zNm38yTOezF6dYpHy7w+BLpX2bhwhrO/P8DSfhV51mrlz1nm/7y/4DAaiaGFEBWSIC5RjLjTWcLG5p444W33eph5M0y5MIKVEjH161vw+Q3w3JHw1Z2mrNXB/q9dMgVWfOkcxzL5at1mZptRFzJc4znbDoD6LZzjes3N1l7hIX87bF4cnTrGk2Dfc9v+pgUNYF8FqY0CsRenTw8w/KO0xPM40HVCiKiTIC5RpKaZJWzcajcy41JUqm/euPztZluQG536iej7ZCLMex62uP7I24GP294tMPVi5/jfyyNft2CG3Wi2tRt7dpWO/9TzuloNzNYO+h49wCSj/ezfJjFtTfHnh4HPpaY7aWACJQevSPfRZnv1b/7Pl7hSlhx+NVz9e9XeRwgRdhLEJRr3mJXc1Wa8ii51Mqrb7CAuvXb06iYiR2uY+6zpHt+1zjNrvtvST0yqCTfv9UfdrV2xMOBSuG2Hma2d4kpR4U4rYut8lDMJo9Ra+mn+S4G7/pLNW64u8H/+5Oyf+4FZaQOcnG6rv4OMetD1GCfwrUjhXlg+A+q18P8BAKDVIc5+m/5mxqoQIi5IEJdwXN1gp74ADaxf4N5j3/ZZLXCbfzN/2EVi27IEZkyCR3vC472DX/tQZ9ie7Rz/9o7ZDr0ebo2TBeXt/GK1Q5h5umGe7//vshL/1yaT0hJYMdM5didAbj/QJGMGzyTiRXnQfrD5EOfdCp+7Gj67Dkpdk6RWfWe2wdaoPXGyCQ4B0utU/vsQQkSMBHGJxh7LdPxjJpdTXevT80avJMLFBc7+dEkFkNB+eDxwyoguR0PD9mb1haNckwTW/wJTL4UvboS5T5uy7mMgLc6WQrLTiASyarbZPuq13uqmAF1/yWRzkG5Ld4t8lle6mKxOgPZtgf3hUZj/IrxxklP2/UNmG2zljoy60PN4s1+7cYXVFkJEj5902yK+WUFcj+PM1l7CaNpVZr3Dxh1g8fuea1EW5UW3iiI8cv6GpwcEv6btAOcP8MxbnPKZN/kuTh6PSaHbDYBj7oJeJ1TudXOfgUPHR6ZO8eIl12oaJ0wOfJ13Pkr7d4L32sv2ShlrfzQzWQv3mJZ6gA5HBK/L6Pug6who06/iegshokZa4hKN/YvZHj/kXvZm5s1m++Glnq9J8zPWSMS/7x4Mfn78dBh2g3Psbq3zDuDAt8UmHigFR1zjdA16G/uw//KcvyJXp3hzzZKKA9Yj/222B58VOIjLcHWF3t8OHrO6Zxt3rLiFtk4WHHxmbGc1CyF8SBCXaM5516QWybRm7hW7cjhl1PVMDGrznvQgEkOwcV+1s0yuLvfszlOD5FO7c7eZyZhoGnf0PG7pSqES6jJQichO6Nu0OzRq75QfdLpZl9TbiNvh9lw4+TkniCvxCuI2BFi3eeeaaldXCBEbEsQlmk5Hwln/cz4RNz/AOZdex/8i1SkJ+Me7Jti1Hh47yATe2/6C3972PG8PNu/zD6fsqkXQZQRMnOt7v27HRq6usdLJK1G2O6Bxp75IJkX5zli107wWpj/9ZdO16U9Kqlm3NFBLnL22qrcmXateVyFETEkQl+jqZHnuZ9Zzjm9cC0NvMEt23d0k+EBpEX2PH2SSMj/ZD54ZCB//08wgBDMzcd3P0PVYOPlp0yXe5x+m23Hch/7ThGTWh+v9tMQmMu9uvpOedva/fyS6dYmW311rlAZK3hxMeRAX4lJ9F8+q+BohRFySIC4ZdD7KbDMbOKkAwKRvsMfBlJXAwteiXrUaqazUM8WHP3u3+C+f3MfkeVszxxxnW39gb91qgrmK1G3qW3bs3RW/Lp6luhZjd6ck+fuz6NclkkoKoXi/8+yrGlzZ3eZ2Xr2KuD8ICiESigRxyeDst8y2rNh3ppq7K3XBKyZJ7B9To1e3mujb++GpQ01ut0C+uCHwuXfPdbpWT3mh6vW4YTWMvMf/GKpEYudCvOQbsz3yutjVJZL+dwrc2wL+/sIct6tgZnIgaVbQW5gHi94wiaI3/RqeOgoh4ooEccnATsBZWux0pdi8x8UAzHk08nWqSdbPh73W+LXi/fC9Nat0+wrfa4v3mWWjVlitLKP8jG/atRaWvG/2Dzyl8vX5509w9jumhWXIVYk5ocHN/j9tDxVo2DZ2dQnFtmXmw1L2V5V73dofzbZkP3SsxgLz9r/XzJtN6qGXRsCPQVKUCCESlgRxyUAp84u7tMiZ0WinZuhwuO/1W/+IXt2S3ZSL4OVj4AlraaJ7XWPVplzoeW1BLtzb0iwbVVxgEqgO9tNK1qQr1GsJB59dteS8LQ6EnmMr/7p4Vc/6N7WX6HLPto7HNVSfGWS2b55W9Xs061H119pBe4G19N7GhZ7rr6pU39cIIRKSBHHJorQIln3qBHE9rD/i7QfCtUtjV69kVpjndE2X7IPlM4Nf/6BXnra/ppvtiU+Z7VnWzOI1cyBvi1kXV8Dpr5pkt3YuOfcQgd3rYlOnUJWVVu11KdXIw+7dGu9Wr4X/cZNCiIQkQVwy2ZFtMrGD5x+Bhm18r83+Ojp1SlbF++ATr1a0t8/0PK7TxCx7lbfNdLEF0m+cyePmvWpB/ZbhqWuiq9fMM9mtu4vZPekhHuz1WoO0JMTJBd78dcWHKlgQ98+fnXGzQ6+Hib9U/X2EEDEnQVyy+dJaeqmicVBvnmrSWIjKy8sx3aJLPwl+XcEOs4rCw91gnZXXLauzE2BfXUHKl+q0xiQz9wokuootXZHi3YXub0yqP697BfArq/EhK9D/m8wGULeJmegAZqhF857+rxVCJAQJ4pKV91JbAy7zvWbPRt+yfTtNPrnt2TD3Wc9z+dth9Zzw1TFR5a7yPHYnoK3bDIbf7JvWY/o1Znv+NLhpI9y2w3c1AoCBlzv71RkXldS0sxtqLrRoKCtzJifYQlkNYfX35svtsmr8nAX6AGenH7KTJNurvgghEpYEccnKO4gb+yD8YyqM+q9T5q+rZ9bt8PxQ0zU4Y5KTz2zPJnioC7x+vOkerMm+usPZP+st00Vla3UIDL/RtLj5UyfLrHubGqC1xN1V2HVE9euajLQriKvqmLNIsCe3gLNg/QvD/F/rts7VpXn9Krh9Z9WS/NoCdaeWWEv02Uv11ZIgTohEJ0FcMjr4bLP8jreux0D/i5xj72WL9u0yeaUAcq3M//ZM1h+fcK4LtqZnvFo/z+ThurOh+SrIrfq98q1Zf9etgF7Hm9QX4z4yZb2tcXHtBvl/rXceP2/tB8GtOWaMnPDP/W8YTxMb7Lqk1Qo+Ls3bbGud1MMuNd2d/n52KyMlwOzTfTvN1m4BrtXI/3VCiIQhQVwySq8V5FxtZ9+7Je6BDr7X2/nMGrnOFeZVvW6xsHMtvHwsrPzGKdv0K3xzr9MqAaG36jTuAK37Qr3mTlmXo826pr3PMMf1mlV9CayqpBWpSTLqOAl/3xsXu3rsXANb/zT77vGlN2+uWm6+4x4OS7Uq9I+pcPKz5v+oECKhSRCXjP74MPj586aYbcm+4NeBGZgPkO/qQn333KrVK1b85euaMckk5b23pTPp4O4sp6XOX/6xH58ws02LCiDdT4taky6erSjeqRwk1Uv42B9GimL0gWJ7tuk+fXaIOd640GyH32z+D4Q6KWVyP7Nte1j46wies3ftFri6TaFPgv0MCyH8kiAuWRz7H2e/cE/wa+0WJ/eMuGCtUL+/B/k5zvGOFYnVGrfDT7oG94DzV0b5DpDf7FqmqLTYTPKYdbsJaovznTVpK8NfqhdRNYG6DKNlwSuex8utpbIOOtVsQx1yYA9b2DA/PPXyppSzL3kHhUg6EsQlC3c3aaBB9bbM+r5lwVo0Pppg8s816eqU3dcmMVKULP7A8/hC64+td+qHHx73PHYPnn/7LNNyZ9v8O9QOcdHwqxZB0+5w9eLQrhehiXX6lTVes0lLrP9PTbuZrftDkfv/UmmJaen98Qln0hDAOe9Fpp64grh4mgQihAgLCeKShXI9yhF3BL4OoKO1FFfzA5yy1443W3/dhADLpplA8ex3nLI/K+i2jQfeLSZNu/u/zh5cbvvOWv+0rNR/zq6OR4T2/k26wJXzzTg6ET6xXDpq3ouwZYlzXFZmWr/rusZIlrladtfPgykXm2DO/n8263ZnEhFAj9GRqetBp0GthladEuBDlxCiUiSISxbuIC6UrqYuIyDd1SVoD/A//WXTyjHyXrh5k+drtiyBHmOcY/uPQzyzx/L96y8z49PdgmbnzXK7zGphWTETvpjkjJfzVlFrp0g+Pz1lWtE+v86zvGAH/Po/Z1kw8Oyen3IR/DHFjJtzJ4i2Z4dfOCP8dW0/GDoNgxMed+5f1dUjhBBxK+pBnFKqh1LqN9fXHqXUNUqpO5VSG13lY12vuUkpla2U+lspNcpVPtoqy1ZKTfL/jjVEZfNKpWY4XYoFuWbcWK2GJki7fQcMudJ/Ogz3GJt5L1Y/XUek7cg23cANWplj98SD7qM8A7mDTjN53upZy1398iy8FmAh+YpShYjI6n262R5wcnTeT2tnNRRbB6s11v4/suUP51ynoc7+ng1mu/VPJ1F0ShrMecS6z+Dw1/eiGTB+mpkla89WD3X1CCFEwoh6EKe1/ltr3Udr3Qc4FCgArCRbPGaf01p/DqCUOgA4GzgQGA08o5RKVUqlAk8DY4ADgHOsa2umNoc6kxta9q74+uxZsGWxWdPTXph9fwW5yRp5dQlmW+lHPv2/ytU1WuxZuv3Ge5afYOW8KyowY9ZsdivdhZ/73uuM16F1P+fYXyueiJ56zc0zaNA6su+jNbx5Onz2L99zPa3gbftys23UzjnXpAsc96jn9Tl/OfvR7NqMt/VlhRBhE+vu1BHASq312iDXnAS8q7Uu1FqvBrKBAdZXttZ6lda6CHjXurbmGnIV3LrN/3JO3uw/IrPvDX7dsBudfbub9o5dntcs+zTkKkaVvY5l2/6e5e0Gmm2LA6F+C6fc/v7c3WIAB50OB54ME2bDBZ9D9zHQsG1k6ixCl5oe+WW3Vn1rPqx4j62c+Av85RXsn/mG57F39+XcZ8JevZA0aA2HXwPnvh+b9xdCREysV9g+G3CNlOdKpdT5wALg31rrnUAbwD0waYNVBrDeq3xgBOsa/5SCtEp+6nbPOPXHvS5ogzbO+8Q794zADkM8zzXvBZd8A637eJYffZuzX6eJGesE0OUop7zj4c7EEBFbKemeEwgiQXvN6DzlBRPQp2XCaS/Co71MeYfDnZmptj+mVHz/U18MTz2DUQqOvSvy7yOEiLqYtcQppTKAEwE7B8SzQBegD7AZeCSM7zVBKbVAKbUgJyen4hfUBHarwW/vBL+uzaHO/qkvRK4+4XZXBUsKtT3UaXm7bTvcnmuWz7Jd+6ez30Dyu8Wl1PTIprlZ+gms+cE5zmwAh5zlfFByd+X6G29mj60MpjLLcwkhhJdYtsSNARZprbcC2FsApdSLwHTrcCPgGmxCW6uMIOUetNYvAC8A9O/fX/u7psZpYHUH5m0Jfl3zXjBpfcWLZe/fEx8LahfmeSb37XFcxa/xt0SSO++edJ3Gp9QItsTlLIf3z/cqDNIC7W8FhOMegb8/8y1PzYRSq6s1LcgSeUIIUYFYjok7B1dXqlKqlevcKYA91WsacLZSKlMp1QnoBswD5gPdlFKdrFa9s61rRSgqE3D5u/bwazyPC7ZXrz7hcl8beGG4c3zSU1W/19G3mgXtvbvJRHxISY/cjEs7/YdboZ+JP3YQlr/D91yDVnDay77l7lbeSHcHCyGSWkyCOKVUXeBYwJ0t9kGl1BKl1GLgKOBaAK31n8D7wFJgBnCF1rpUa10CXAnMBJYB71vXilBkegVm6a5FxUPRwyv1xuS+sc0In5dj0p24TfwF6oS4soI/Q683455EfIrkxIa9FbRQ2674xYwbPeRs/+db9/U8HnqD58LzhXurVj8hhCBG3ala63ygiVfZuCDX3wv4TKO00pD4yQchKuRuXev7Dzjp6cq9vmVvs/pBo/aQ/ZUp+/lpODwG6UYm94WifN9y96QMkXxS0yOXquOv6RVfA2Ym+DVLAp9v0gXGTzeTHBa+5oynG32/WcrtoNOqW1MhRA0W6xQjIlbcY3Gqsg5lRh2znNTJzzllobZehNPMW0wC1bytvueqski9SByR6k7Ny4GVs33Lq7qAfKcjneXs7CBu0D/NCiKVnU0uhBAusU4xImLFnSbkED+DskPl7hpKj/Igba3hZz9j3oZNkrFGNUGkulOf6g/7vXIhthsIo+6rxk1lPpUQIvwkiBOeqTWqI5Iz7bSG/ByTqd+2d7PnNUP+D4bfJC1wNUVKWmS6U+0Azs5D1+98OPHJ6t3THi8a6RUmhBA1igRxAjLrh+c+kcx5tfJrePM0Myv24DPNagsb5ntek9lAAriapHAPbP7drN1bnQksbk+6Vvdo2h3O+wDqtQh8faiGXmdarXvV7EVlhBDhJWPiRPXXAb30G7P1l28tXN60BoD/+Dg8O8T88bbzeNVubLahZMgXyWPz72b7/vmw+vvq368o3zPHYEoqNGwDqWH4rFuvuZntHI57CSGERYI4Uf2WuOYHmO3MmyOTZqSszLfs+aHOfnlm/ARYDkyE35o58PoJ1b/PjmzP43C1UAshRIRIECeq34KW6pphN2NS9e7lz5bFgc/1OQ8ummFWZrjkq/C/t6g59nrNcI7GuqZCCFENEsSJ6ktx/TeaF4H1VYO17p34FNRuBOe8Hb4JGqJm+vhyZ3/wlaYrVQgh4pgEcSL+7d/pedyog7OfIv+FRZgUWEtnDb/JfAkhRJyTv4A12ZHXQa8Tw3Ovnsd7Hv/wGPxUjXVL3dbPB5UCI26HQy+Ea4J0rwpRVakZ5gPC8EnSqiuESAgyVaomG3Fb+O7VfrDnUkVf3Wm2Q66s/r1XfQu6DI78t1OWXhcGXR7wJUJUWmkR9BgT61oIIUTIJIgT4REo6WpZWfW6PL++G9bP9S2/ZVPV7ykEmPxyH4w3rci9zzBlJYWxrZMQQlSCdKeK8Dj4LLOt1RCKCpzywj2e1+WuhjsbmsXAQzHnEbNteXC1qyiEh9eOM/nlvrjBSS/SfXRs6ySEEJUgQZwIjwat4MBToW4z2LXWKd+/29kvLYHJfcz+p1eb7ZIpsGWJ/3uu+tbZb94rrNUVSUhb65Pm/A2z7nCOA127balzvPUPs23UPnL1E0KIMJMgToRPWi3TouFeDssdxH0w3vP6Ba/C1IvhuSP832/us85+JFeDEMmhINdsnx5gVvawZ5v6u+6uRp5l0681W0nwK4RIIBLEifD5/W2z1a4VFpZ+4uy7Jz4ATL8m8L0K82D5DOf4wFOrXz+R3Aq2e3bTlxb5v27NnMD3CMc6qUIIESUSxInwsQeH212lAHMedlpIKiM/x9m/fSd0HVG9uonkt2G+5/+94n3+r3N/sPAmLb5CiAQiQZwIn95n+i8v3AN/fBj4dQ39jENyr9IgCX1FKD65wvO4ZL//67I6B76HkvV3hRCJQ1KMiPBJy/RfvvA1k/w3kD0boaQI0jJgezZ8MhE2Wwl9Oxwe9mqKGiJQS5x0mQohkoQ0cYjwSa/tvzx/u+ex9yoRuhT2bDD739wN63+BEusP8OmvhreOInlkNgh+vrjAf/n+Xc5+w3bhq48QQkSZBHEifNJq+S8vLfY87jAE/vmzZ9l+K5+c92L39aXVRATQd1zw8/v3BCh3zZi+Yh5MWh++OgkhRBRJECfCx7sl7qIvzbY43yk77WU47FKo19zzWjspcFFe5OonksvIe6BJ18Dn3zsPHukFea5JMjvXwKI3oEEbuHM3ZNSBWlaLXo+xEa2uEEKEmwRxIny8W+LaDzTjj9xLGfU+HVLToG5TGP0AnPOeKX/3PLMtcaWFaNwpsvUViS0lpeIu1b2bYPF7zvFTA0xL3J6NntfduRvOeSf8dRRCiAiSiQ0ifPyNicvbCiusFrnBV3qeG3Q57LbGwhXugZm3QMM2zvmrf4tMPUXyyKhb8TV292lJIZTK2qhCiOQhLXEifALNTrX5Wzqrfmtn/+enYMkH4a2TSG4Z9XzLbt4EdZo6x+lWC3FV8hUKIUQckyBOhE9agNmpNn9dX4FywLUfXP36iOTnryUuo65ZvcGWmmG2y6Y5ZbICiBAiCUgQJ8In1dU732mo7/lAi9gf96jncccj4aIZ/q8Vwm3gZRVfM/u/ZvvFDU7ZwQESUwshRAKRIE5ExnlTfMtSAgzB7PsPz+Nga1sK4dZugJmUEExxAezb5VnWbWTk6iSEEFEiQZyIDHt8XOt+TlmgdSm9x9JVNONQiED8rcbQbSQsft85HjABUlKjVychhIgQCeJEZF08y9kP1BIHcNUiuMxqgQuUaV+Iilzxi+dx+yGmFW7Tr07ZYZdEt05CCBEhEsSJyHKPk0sJ0BIH0KQLNOth9jsMiWydRPKq3dhsux5jtnWbmGW23P8P7f9nQgiR4CRPnAivtFqBJzBU1IWVlgkTvoWsLuGulahpzvwf7N0MPz5u8sQteiPWNRJCiLCTIE6E1y1bQCn/54J1p9pa9w1vfUTNlFHHtO7WauQ7qUEIIZKEdKeK8PIXwLXsbbYymFxEW+1Gnqs0nPZy7OoihBBhJi1xIvLGfWIGlvtblkuISHKvxQvQeXgsaiGEEBEhLXEi8uo2gW7HxLoWoibybv1NqxWbegghRARIECeESF72bFVbpp+1VoUQIkFJd6oQIvGNvAd2ZPuWZ7iCtr7jolcfIYSIAgnihBCJb8hV/su7j3L2m0jqGiFEcolZd6pSao1SaolS6jel1AKrLEspNUsptcLaNrbKlVJqslIqWym1WCnVz3Wf8db1K5RS42P1/Qgh4lCdLKjf2uynZsS2LkIIEWaxHhN3lNa6j9a6v3U8Cfhaa90N+No6BhgDdLO+JgDPggn6gDuAgcAA4A478BNCCADSrOAt2IohQgiRgGIdxHk7CXjd2n8dONlV/oY25gKNlFKtgFHALK11rtZ6JzALGB3tSgsh4tjONWabKkGcECK5xDKI08CXSqmFSqkJVlkLrfVma38L0MLabwOsd712g1UWqNyDUmqCUmqBUmpBTk5OOL8HIUSikCBOCJFkYjmx4Qit9UalVHNgllLqL/dJrbVWSulwvJHW+gXgBYD+/fuH5Z5CiAQjY+KEEEkmZi1xWuuN1nYb8BFmTNtWq5sUa7vNunwj0M718rZWWaByIYQwUjPNNpS1e4UQIoHEJIhTStVVStW394GRwB/ANMCeYToe+MTanwacb81SHQTstrpdZwIjlVKNrQkNI60yIYQw6jQx2/ztsa2HEEKEWaw+mrYAPlJmsfQ04G2t9Qyl1HzgfaXUxcBa4Ezr+s+BsUA2UABcCKC1zlVK/QeYb113t9Y6N3rfhhAi7o38D0y9GOq3qPhaIYRIIErrmjVErH///nrBggWxroYQIppyV0HjTmA+OAohRMJQSi10pWLzIINEhBDJL6tzrGsghBBhF2954oQQQgghRAgkiBNCCCGESEASxAkhhBBCJCAJ4oQQQgghEpAEcUIIIYQQCUiCOCGEEEKIBCRBnBBCCCFEApIgTgghhBAiAUkQJ4QQQgiRgCSIE0IIIYRIQBLECSGEEEIkIAnihBBCCCESkARxQgghhBAJSII4IYQQQogEJEGcEEIIIUQCUlrrWNchqpRSOcDaCL9NU2B7hN9DhE6eR3yR5xFf5HnEF3ke8SUenkcHrXUzfydqXBAXDUqpBVrr/rGuhzDkecQXeR7xRZ5HfJHnEV/i/XlId6oQQgghRAKSIE4IIYQQIgFJEBcZL8S6AsKDPI/4Is8jvsjziC/yPOJLXD8PGRMnhBBCCJGApCVOCCGEECIBSRAnhBBCCJGAJIgLgVKqnVJqtlJqqVLqT6XU1VZ5llJqllJqhbVtbJUrpdRkpVS2UmqxUqqf617jretXKKXGx+p7SmThfB7W+QZKqQ1Kqadi8f0kujD/fDxo3WOZdY2K1feVqKrwPHoqpX5WShUqpa6r6D6icsL1PKxzjZRSU5RSf1k/I4Nj8T0lsio8j/Os31NLlFI/KaUOcd1rtFLqb+t32aSYfENaa/mq4AtoBfSz9usDy4EDgAeBSVb5JOABa38s8AWggEHAL1Z5FrDK2ja29hvH+vtLtK9wPQ/X/Z4A3gaeivX3lohfYfz5GAL8CKRaXz8Dw2P9/SXaVxWeR3PgMOBe4LqK7hPr7y/RvsL1PKxzrwOXWPsZQKNYf3+J9lWF5zHE/jsNjHH9vkoFVgKdrWfxeyx+PqQlLgRa681a60XW/l5gGdAGOAnzQ4W1PdnaPwl4QxtzgUZKqVbAKGCW1jpXa70TmAWMjuK3khTC+DxQSh0KtAC+jOK3kFTC+Dw0UAvzCzETSAe2Ru0bSRKVfR5a621a6/lAcYj3EZUQruehlGoIDAVetq4r0lrviso3kUSq8Dx+sv5eA8wF2lr7A4BsrfUqrXUR8K51j6iSIK6SlFIdgb7AL0ALrfVm69QWTDAA5j/EetfLNlhlgcpFFahQifEAAAKLSURBVFXneSilUoBHAI8uC1F11XkeWuufgdnAZutrptZ6WRSqnbRCfB6VvY+oomo+j05ADvCqUupXpdRLSqm6kaprTVCF53ExphcB4uTvuQRxlaCUqgdMBa7RWu9xn9OmfVXytURRGJ7HROBzrfWGCFWxRqnu81BKdQV6YT7ptgGOVkodGaHqJr1w/b4Kdh8RujA8jzSgH/Cs1rovkI/p9hNVUNnnoZQ6ChPE3Ri1SoZAgrgQKaXSMQ/8La31h1bxVle3XCtgm1W+EWjnenlbqyxQuaikMD2PwcCVSqk1wMPA+Uqp+6NQ/aQTpudxCjBXa52ntc7DfOKVgdtVUMnnUdn7iEoK0/PYAGzQWtutoVMwQZ2opMo+D6XUwcBLwEla6x1WcVz8PZcgLgTWDLmXgWVa60ddp6YB9gzT8cAnrvLzrVl4g4DdVjPtTGCkUqqxNfNlpFUmKiFcz0NrfZ7Wur3WuiOmS/UNrbV8sq2kMP58rAOGKaXSrF+ywzDjVUQlVOF5VPY+ohLC9Ty01luA9UqpHlbRCGBpmKub9Cr7PJRS7YEPgXFa6+Wu6+cD3ZRSnZRSGcDZ1j2iK9IzJ5LhCzgC07S6GPjN+hoLNAG+BlYAXwFZ1vUKeBozc2UJ0N91r4uAbOvrwlh/b4n4Fc7n4brnBcjs1Jg+D8xsr+cxgdtS4NFYf2+J+FWF59ES08qzB9hl7TcIdJ9Yf3+J9hWu52Gd6wMssO71MZLdIBrP4yVgp+vaBa57jcXMbl0J3BKL70eW3RJCCCGESEDSnSqEEEIIkYAkiBNCCCGESEASxAkhhBBCJCAJ4oQQQgghEpAEcUIIIYQQCUiCOCGEEEKIBCRBnBBCCCFEAvp/1fNy5ZgvgyUAAAAASUVORK5CYII=\n", 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\n", "text/plain": [ "
" ] diff --git a/examples/scaling-in/strategy.ipynb b/examples/scaling-in/strategy.ipynb index 7c18f00..fc1e10d 100644 --- a/examples/scaling-in/strategy.ipynb +++ b/examples/scaling-in/strategy.ipynb @@ -25,12 +25,6 @@ }, "outputs": [], "source": [ - "# use future imports for python 3.x forward compatibility\n", - "from __future__ import print_function\n", - "from __future__ import unicode_literals\n", - "from __future__ import division\n", - "from __future__ import absolute_import\n", - "\n", "# other imports\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", @@ -588,7 +582,7 @@ " \n", " \n", " \n", - " 2020-04-17\n", + " 2020-06-02\n", " 19565.30\n", " 19565.30\n", " 19565.30\n", @@ -597,7 +591,7 @@ " -\n", " \n", " \n", - " 2020-04-20\n", + " 2020-06-03\n", " 19565.30\n", " 19565.30\n", " 19565.30\n", @@ -606,7 +600,7 @@ " -\n", " \n", " \n", - " 2020-04-21\n", + " 2020-06-04\n", " 19565.30\n", " 19565.30\n", " 19565.30\n", @@ -615,7 +609,7 @@ " -\n", " \n", " \n", - " 2020-04-22\n", + " 2020-06-05\n", " 19565.30\n", " 19565.30\n", " 19565.30\n", @@ -624,7 +618,7 @@ " -\n", " \n", " \n", - " 2020-04-23\n", + " 2020-06-08\n", " 19565.30\n", " 19565.30\n", " 19565.30\n", @@ -639,11 +633,11 @@ "text/plain": [ " high low close shares cash state\n", "date \n", - "2020-04-17 19565.30 19565.30 19565.30 0 19565.30 -\n", - "2020-04-20 19565.30 19565.30 19565.30 0 19565.30 -\n", - "2020-04-21 19565.30 19565.30 19565.30 0 19565.30 -\n", - "2020-04-22 19565.30 19565.30 19565.30 0 19565.30 -\n", - "2020-04-23 19565.30 19565.30 19565.30 0 19565.30 -" + "2020-06-02 19565.30 19565.30 19565.30 0 19565.30 -\n", + "2020-06-03 19565.30 19565.30 19565.30 0 19565.30 -\n", + "2020-06-04 19565.30 19565.30 19565.30 0 19565.30 -\n", + "2020-06-05 19565.30 19565.30 19565.30 0 19565.30 -\n", + "2020-06-08 19565.30 19565.30 19565.30 0 19565.30 -" ] }, "execution_count": 10, @@ -676,79 +670,79 @@ "name": "stdout", "output_type": "stream", "text": [ - "start 2000-01-03\n", - "end 2020-04-23\n", - "beginning_balance 10000\n", - "ending_balance 19565.30\n", - "total_net_profit 9565.30\n", - "gross_profit 20626.01\n", - "gross_loss -11060.71\n", - "profit_factor 1.86\n", - "return_on_initial_capital 95.65\n", - "annual_return_rate 3.36\n", - "trading_period 20 years 3 months 20 days\n", - "pct_time_in_market 27.85\n", - "total_num_trades 410\n", - "trades_per_year 20.19\n", - "num_winning_trades 322\n", - "num_losing_trades 88\n", - "num_even_trades 0\n", - "pct_profitable_trades 78.54\n", - "avg_profit_per_trade 23.33\n", - "avg_profit_per_winning_trade 64.06\n", - "avg_loss_per_losing_trade -125.69\n", - "ratio_avg_profit_win_loss 0.51\n", - "largest_profit_winning_trade 287.04\n", - "largest_loss_losing_trade -1228.76\n", - "num_winning_points 850.98\n", - "num_losing_points -523.82\n", - "total_net_points 327.17\n", - "avg_points 0.80\n", - "largest_points_winning_trade 11.96\n", - "largest_points_losing_trade -72.28\n", - "avg_pct_gain_per_trade 0.69\n", - "largest_pct_winning_trade 6.69\n", - "largest_pct_losing_trade -21.67\n", - "max_consecutive_winning_trades 32\n", - "max_consecutive_losing_trades 5\n", - "avg_bars_winning_trades 7.18\n", - "avg_bars_losing_trades 16.81\n", - "max_closed_out_drawdown -30.83\n", - "max_closed_out_drawdown_start_date 2018-09-13\n", - "max_closed_out_drawdown_end_date 2020-03-23\n", - "max_closed_out_drawdown_recovery_date Not Recovered Yet\n", - "drawdown_recovery -1.53\n", - "drawdown_annualized_return -9.17\n", - "max_intra_day_drawdown -32.45\n", - "avg_yearly_closed_out_drawdown -4.28\n", - "max_yearly_closed_out_drawdown -29.92\n", - "avg_monthly_closed_out_drawdown -0.89\n", - "max_monthly_closed_out_drawdown -29.36\n", - "avg_weekly_closed_out_drawdown -0.30\n", - "max_weekly_closed_out_drawdown -17.78\n", - "avg_yearly_closed_out_runup 7.48\n", - "max_yearly_closed_out_runup 18.48\n", - "avg_monthly_closed_out_runup 1.15\n", - "max_monthly_closed_out_runup 16.91\n", - "avg_weekly_closed_out_runup 0.38\n", - "max_weekly_closed_out_runup 16.91\n", - "pct_profitable_years 74.82\n", - "best_year 17.08\n", - "worst_year -28.26\n", - "avg_year 4.24\n", - "annual_std 5.16\n", - "pct_profitable_months 50.42\n", - "best_month 16.91\n", - "worst_month -29.36\n", - "avg_month 0.27\n", - "monthly_std 1.80\n", - "pct_profitable_weeks 27.45\n", - "best_week 16.91\n", - "worst_week -17.78\n", - "avg_week 0.07\n", - "weekly_std 1.03\n", - "sharpe_ratio 0.43\n", - "sortino_ratio 0.24\n", + "start 2000-01-03\n", + "end 2020-06-08\n", + "beginning_balance 10000\n", + "ending_balance 19565.30\n", + "total_net_profit 9565.30\n", + "gross_profit 20626.01\n", + "gross_loss -11060.71\n", + "profit_factor 1.86\n", + "return_on_initial_capital 95.65\n", + "annual_return_rate 3.34\n", + "trading_period 20 years 5 months 5 days\n", + "pct_time_in_market 27.68\n", + "total_num_trades 410\n", + "trades_per_year 20.07\n", + "num_winning_trades 322\n", + "num_losing_trades 88\n", + "num_even_trades 0\n", + "pct_profitable_trades 78.54\n", + "avg_profit_per_trade 23.33\n", + "avg_profit_per_winning_trade 64.06\n", + "avg_loss_per_losing_trade -125.69\n", + "ratio_avg_profit_win_loss 0.51\n", + "largest_profit_winning_trade 287.04\n", + "largest_loss_losing_trade -1228.76\n", + "num_winning_points 850.98\n", + "num_losing_points -523.82\n", + "total_net_points 327.17\n", + "avg_points 0.80\n", + "largest_points_winning_trade 11.96\n", + "largest_points_losing_trade -72.28\n", + "avg_pct_gain_per_trade 0.69\n", + "largest_pct_winning_trade 6.69\n", + "largest_pct_losing_trade -21.67\n", + "max_consecutive_winning_trades 32\n", + "max_consecutive_losing_trades 5\n", + "avg_bars_winning_trades 7.18\n", + "avg_bars_losing_trades 16.81\n", + "max_closed_out_drawdown -30.83\n", + "max_closed_out_drawdown_start_date 2018-09-13\n", + "max_closed_out_drawdown_end_date 2020-03-23\n", + "max_closed_out_drawdown_recovery_date Not Recovered Yet\n", + "drawdown_recovery -1.53\n", + "drawdown_annualized_return -9.23\n", + "max_intra_day_drawdown -32.45\n", + "avg_yearly_closed_out_drawdown -4.43\n", + "max_yearly_closed_out_drawdown -29.92\n", + "avg_monthly_closed_out_drawdown -0.89\n", + "max_monthly_closed_out_drawdown -29.36\n", + "avg_weekly_closed_out_drawdown -0.30\n", + "max_weekly_closed_out_drawdown -17.78\n", + "avg_yearly_closed_out_runup 7.54\n", + "max_yearly_closed_out_runup 18.48\n", + "avg_monthly_closed_out_runup 1.14\n", + "max_monthly_closed_out_runup 16.91\n", + "avg_weekly_closed_out_runup 0.38\n", + "max_weekly_closed_out_runup 16.91\n", + "pct_profitable_years 74.35\n", + "best_year 17.08\n", + "worst_year -28.26\n", + "avg_year 4.11\n", + "annual_std 5.40\n", + "pct_profitable_months 50.12\n", + "best_month 16.91\n", + "worst_month -29.36\n", + "avg_month 0.27\n", + "monthly_std 1.79\n", + "pct_profitable_weeks 27.28\n", + "best_week 16.91\n", + "worst_week -17.78\n", + "avg_week 0.07\n", + "weekly_std 1.02\n", + "sharpe_ratio 0.43\n", + "sortino_ratio 0.24\n", "dtype: object\n" ] } @@ -786,7 +780,7 @@ "output_type": "stream", "text": [ "2000-01-03 00:00:00 BUY 68 SPY @ 145.44\n", - "2020-04-23 00:00:00 SELL 68 SPY @ 279.08\n" + "2020-06-08 00:00:00 SELL 68 SPY @ 323.20\n" ] } ], @@ -816,7 +810,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -850,7 +844,7 @@ "outputs": [ { "data": { - "image/png": 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rOwypqbitRkqZiWsDvuecOwA4DLjIzA4AZgFPOef2AZ7ynwN8CW+e4T7A+cB14AV9wE+AzwCfBn6SDPz8c85LuW5KCT+PiIiIlELAQvWp23504mfjXMZ9moEG/2jOdp0vDsz2H69evbrT61VVVnELHEoWxDnnos65l/zHm/AWh+wKnAjc7J92M/BV//GJwC3O8zywg5nVAl8E5jvnNjjnPgDmA1P814Y55553zjnglpR7iYiISF8RsFB9wQUH9fXEM/Z0SwAR/8gVg6Vm4UKhEK+//nqnc8wgUWFRXK/MiTOzPYA64AVgF+dc1H+pCdjFf7wr8FbKZY1+W772xizt2d7/fDNbbGaL161b16PPIiIiIkVWYE5ba1VVp20/ct3nrp1GtWfcmoHf4wVnTWTPxjUD79CRhYvH48yePZtMVTaAMnFJZjYUuA+41Dn3Ueprfgat5P8kzrkbnXMTnXMTR4wYUeq3ExERka7Kk41rTSR474ILCt4iGo0ye/3b7YFFArgi5fVs2bgEcAheoJf08MMPd7q3McAycWZWgxfA3eacu99vftcfCsX/+p7f/jYwJuXy0X5bvvbRWdpFRESkr/GzcS0ZheqTc9p+dsMNBW8RiUR4K56gAW+OWwPpwVlmNq45yzkAY8aMIVOVWcXVbSjl6lQD5gD/dM79d8pLDwHJFabTgQdT2s/yV6keBmz0h12fAL5gZjv6Cxq+ADzhv/aRmR3mv9dZKfcSERGRvqa+HpdjTtucOXNoamrKeWk0GqWhoQHibUTwNvWNZDkvNRuXAH4eqmH0RfNwzrUfS5Ys6XRd1QCbE3cEcCbweTNb6h9fBq4EjjWz14Bj/OcAjwFrgFXA74CZAM65DXj/5n/3jyv8NvxzbvKvWQ08XsLPIyIiIsWWur3IqFEMjqdvBrINXgZtUUsLkUgk57W1o0axtbkZB0TxNvVtwgvYXkq5JJmNS2bqmnB8uPCOwv3058S5CgrkSrYFsXPuWSDXjipHZznfARfluNdcYG6W9sXAuB50U0RERMpp0iRYuRJisZynNAML8bJx9fX1jEwucOjCtakiwFj/K/E2Wt5+pWA3713srbFctGY9h++9c8Hze4MqNoiIiEj5BNheJDmk2pKZjevCteFwmKO+ejq7XnQLH4wZxxkXzeP1ljZ+8uByPnjz1YLdfGejN5Nu9XubC57bWxTEiYiISFE1frCFuiv+xJp1AQKeHJv0JmUuPkibG+dfmzsP1zEc2xKL8fQfbqPxmrNY9NZyPlx4B0PCIX76lbFdqo2acHDR7S9x4jXPBb6mVBTEiYiISFH9cXkTH2xp5dbn3wx2QX09rfF41peSmbSkbNm48ODBgfuWHF79+OUn8y6UyMU5x6PLovzjrQ+7fG2xKYgTERGRotp+SA1tmzdw4+VnBgqUosCceDzrRrzZtgB58sknO57U1vLx1Kl5S2qlSgaFziU6L5QIcn3lrGtQECciIiLFNXRQNRufu4O3X1kSKFCaNWsWV5B9I96cV6esTN32llsIkotLCwrjbTQ0NHQ5G1dBMZyCOBERESmu5avW8vHyp8C5QIHSo48+GngjXvAL1E+alLNMVy6ZQWE8Hu9yNq6SthhRECciIiJFdccN/4tzCSBYoJSskJC5EW+uq8aPHx9oZWqqbEFhLBbrcjaugmI4BXEiIiJSPK3jxvHSE3fj4m04vFWh11x7bceGvsmjrq79mrlzva1gMzfiPTxyG1/8nwVp1RTaKyr4K1NzZeOCDs12NRtXSVUbFMSJiIhI0SyEwosMwmE4/PD2p/9+6mntj1NLZv3l+noA7vjbm8xbtLbzffJk49qAFv9xvqHZrmbjUkO4eJlXOSiIExERkaKIRqOcvWpV4cn/oRDU1xONRjn44IN5/bWOzXabgKPwAq4P3l7Dsn8sY/b9L1P/4IrO9/GzcdlWtd6Kl32DAgsk6Fo2LjURV+75cQriREREpCgikQjvOJe2QKGTcNgbBh05kssuuzxrsflU6x7+dfvje19sZHXGBsJPH/ulrEOns0kfms2WhUuKxWIsXJhZnCu71OHULa3Z97brLQriREREpMei0SgNDQ3EYrG0BQqZXFVVexbu1lvnFbxv2/o3ib37OgDfv+cffOXqZ9NeP+mib+Vc1Zo6NBsOh5k5c2an+XVp8+y6aMGr67p8TTEFrzMhIiIikkMkEiGR8AYwkwsUzoG0/duagRf23pvJI0fy7dPOyHmvl4C61IbffyvjzbwvW/bbjw+jbxABZvgvpQ6dJodmAfDnvtXX1zNy5MiufLQ0C1e/3/54v5Hbdfs+xaBMnIiIiPTYokWLiMU6qphmy8YNBiavWAFm3HPnbTj/nNTjJWARwRZHPOAvRshc1Zpr6LQ7+8JleiW6qf2x9ehOPacgTkRERHpsyZIlOOdYtPp9hk74Ek2h6rRhzoRZoH3d6oCZwGDLHyIlzPjexo3tz1OHTnPpyty3XLYfUtP+uEAXS05BnIiIiBTNO+9EvWoN8ba0bFxbqDp4hYVwGA44gJZQjllf4TB3DB6clnFLXdWaqnqn3YjHEz2a+5Zq6ODUPpU3ilMQJyIiIkVzw29/1V6tIXWY8/6Ru8GMGbQGSV+FQnDbbTjLEaaEQly2aVP21zK0fdhEVVXxgq0K2utXQZyIiIgURzQaZf4f7oJ4W3tbcpjz0sbV/PWoo2grEAU1Ax9PnQoHHcQ9447ulI1rCVXz8dSpbCiQ1RsyZAi/eeB5vvDr+d38NOn228VbxDBsSEd/NJwqIiIi/UIkEsEyljOkDnMed+65+feQw1td+sOtWwG46ojTOmfjqkJE8BYp5NPW1saa+bfwxHeO7NJnyOVHx+0PwL67dKxI1cIGERER6fOi0SgXXH898bbWrKtOHfDRpk3MBHLl0JJ7vM2b72XP1g0dnpaNawlV85fDj+OJf/yD1tbWvP1pbW3t8SKGVOFqL2RKLbU1aochRbt/dyiIExERke6rqwMzakeN4qAAE8aagRVkz8Yl93ir8lexTvvMbmnZuIRV8cBx5/DYY48xePDgLHfoMGTIEB5//PEufZQgkkHcn75zJINrQkW/f1coiBMREZHumzQp+KpTvEDtdDpWrSa/plZaSG7G+/++Np5NO+7MPeOOJoFxz/hj+GiHndI2Fs6lGHvCpUoOnSaDuKpyT4hDQZyIiIj0RH19oP3fkrYBlgHJgchkKBSmozzW5MmT289vbk1w1RGn8fcxY7n68NNoS7hOGwtnU4w94VKZH7R1BHFFu3W3qeyWiIiIdF9trVfQfs4cKBBY5eLwhljfBcgSfK0bOpxTp10JwKAPt7bv9bbHrEcBeP0XX24PskqlLe5l/v7R+CEAoQqI4pSJExERkZ7pYjYuUwJ4aOrULm/IO2K7QZz26d1KHsABvPbeZgD+9a73VcOpIiIi0vf52bjmbmy60QZcD/znww/T5NdCzSc1A9YaTxAO9U4wlRmzFXMD4e5SECciIiI9tuqsGbiMPeKCFDdohfZ934IsRBhc7a0IbW6Ns6UlTk2od0KZzJAtpEyciIiI9Adf/9lvaMDatw5ppnAQ1wbMxZsLF4vFaGhoKJiNG1TjhS6fqv8jsXiCmupeCuIygrYejB4XTQV0QURERPqyaDTKS0/+gUhKLi4B3E3+QC6ZhUsKko1b1riRdZta2p+/2hSshmpPZc6Bq4RMnFanioiISI98/4f1OJdoL3h/gf/158BngZ2BQRnXpGbhkoJuC/L8mvXtj9es29yjvhdUVwdLlzINmJba/suM8yZMgIALMopFmTgRERHptmg0yn133NZe9D5Z8D6CVzd1Il5WLlMr8K+UFam5VqYevvdOna7dJtxRKeHjWP4aqj0WZDPjcBgOP7y0/chCQZyIiIh0jV9qK1luq7mlub0+ahSYjBfAveR/TS163+afNxe45r77Cs6B+9+vT+DCyXuntQ0d1DGQeOwBuxTlI+UUZPuUUMg7r5cpiBMREZGuCZCdagaSA6MROubGxYDn6ViROnv27Lz3+cR2g5n1pU+x4AdH8cMvfwqAeEqN1iu+MrYbH6AL/O1T4jU5Pm847G127JcK600K4kRERKRrAmSnksXsoSMbF/e/Hk7HXLh58+YF2h9u9522ZcKYHb17J2BwTRUXTN6L6t7YYqS+PnedrTJl4UBBnIiIiASVHEYdNQqam3OelqCjmH1S6ly5VEGycUnJeC3uHK1xR7iX9oijtpY3TphKSyhjPWgZs3CgIE5ERESCCjLJn/QsXFITcBTpgV1S0GxcyM/+tbYliCdcr230C/DKeZfgLOP9ypiFAwVxIiIiElSAYVQHzCN7sJZL0GxcMvP2zsatQOcqCqUUGzGSe8Yd3ZGNK3MWDhTEiYiISFD+JP982biEGa9On05VqKZLt3744YcLnpOs1vD/HvsnAItS9osrNTO46ojTOrJxZc7CQQmDODOba2bvmdnylLa7zGypf6w1s6V++x5mtjXltetTrjnEzF42s1VmdpX5dS/MbLiZzTez1/yvO5bqs4iIiIgvTzbOAfOc47d33UUi3tql244ZM6bgOclMXHOrt/Pcux/lnpdXbGbGuqHDuWfc0SSwsmfhoLSZuN8DU1IbnHOnOucmOOcmAPcB96e8vDr5mnPuwpT264DzgH38I3nPWcBTzrl9gKf85yIiIlJKfjbOZcnGxfF+GcdisbT2cDjMESdM41d//GenzX1zbfKbzSC/TurOQ736Dz/44n49/jhBJYdurzriNP4+ZmzZs3BQwiDOOfcMsCHba342bSpwR757mFktMMw597xzzgG3AF/1Xz4RuNl/fHNKu4iIiJRSfT2t8fRKCalz4RKJ9BoNsViMl558gDMP2qFHbzuo2qvUEPfvf8z+Jd7oN0Wyduq6ocM5ddqVZc/CQfnmxH0WeNc591pK255mtsTMFpjZZ/22XYHGlHMa/TaAXZxzUf9xE5Dzv6SZnW9mi81s8bp164r0EURERAamKHBTPN5ehaEZeAfItzQhSHH7QsJ+Ju6j5jaqq6x39ojzVUC9+07KFcSdRnoWLgrs5pyrA74L3G5mw4LezM/SuTyv3+icm+icmzhixIju9llERESAWbNmpVVhSACHkH9FaiwWo6GhIdBWIrkkg7h4wjG4JlTg7P6v14M4M6sGTgLuSrY551qcc+v9xy8Cq4F9gbeB0SmXj/bbAN71h1uTw67vlb73IiIiA1BKrVTMuPmWW4gCQ/yXt6GjVmo+Pc3GhaqMar9ywraDejeIq8BEXFkycccArzjn2odJzWyEmYX8x3vhLWBY4w+XfmRmh/nz6M4CHvQvewiY7j+entIuIiIixdTFWqm5xGIxFi4sdFZ+yWzc8G0H9eg+XZVzuK+MSrnFyB3AImA/M2s0s2/4L32dzgsajgSW+VuO3Atc6JxLLoqYCdwErMLL0D3ut18JHGtmr+EFhleW6rOIiIgMaF2slZo0YcKEbq1CzWdQexDXtX3o+qPqwqd0j3PutBztZ2dpuw9vy5Fs5y8GxmVpXw8c3bNeioiISEH+tiKtN9xATcbKU/CycMlaqeFwmHPPPZdrrrmmJF1JZuJ6s+QWVOZwasmCOBEREemj6upg6dJOzblyX6lZuGIMmeaTDN42NbeV7D2yGVDDqSIiItJHBSx0D9BaVcU2M2fSVMQh03wSCS+cevGND0r2Hn2FgjgRERFJF2AOXFJNIkHrk0+WuEMdPtzatXJexVKJw6kK4kRERCR9G5FRo6A5WF3SNmBhTe8tMtgSixc+aYBQECciIiJdGkJNFQPOXr26R5v49gWf3bfyigUoiBMREZEuDaEmteGtSn0nkehxSa1KN3RQ5a0FVRAnIiIi7duI0IWh0RjeqtRilNSSrlMQJyIiIp76eggFK2eVujccFKfAfV9x45mHlLsLgII4ERERSfKzcYnqwkOHmRUaSr0/XCXZZdjgcncB0Ga/IiIikrG5b64Mj8PbaqMZuCUUYmljIyNHjuyFDnb27aP3Kcv7greAtxIoEyciIjLQdXFlagL4aZmHT8/4zG5le2+rkF3jFMSJiIgMdAFWpjrgFSBOx1y4BQsWlL5vOVRVlS+QUiZOREREKoM/F87lycbFgVOBZ3W1lfQAACAASURBVOmYCzd27Nhe6Fx2oUqJpMpIQZyIiIhAfT2t8ezVEBwwD3gZOIqOFal333132bYVUSZOQZyIiMjAk1piK6XUVjhLENcMvAPMznGrSy65pJQ9zSlUziBOc+JERESkLCZNCnxqGDiEjuxbpgcffLAYPeqycg6ndrGwRclUSDdERESk1wTc1NcBK8gdwAFYmYKpcgZSfSYTZ2afMLNt/cdDzOxHZnalmdWWvnsiIiJSdLW1uGnTcAFOnZalLRQKEY1Gcc6xdevWYvcukHJm4vrSnLg7gZ38xz8DPgl8ANxeqk6JiIhIad0x5XSyL2PwOGC5f2SqhBJbVeUM4sr2zunyBnFmNh3YGzjKf3wqsBhoAnY3s7PM7MDSd1NERESK6YqbfsetkDMblyB7Fi6p3CW2tDq1cCbuL8DHwDKgEW9Y/GG//X3/6xsl652IiIgUXTQa5V9/fZjZkDUb1wJcD/wrHGbmzJk45zodS5Ys6d1OV5TKiOLyBnHOuTeAq4EngFuBK5xzb+IF7uudc2865zaWvpsiIiJSLJFIBJeI0wRZs3FxvA19Y7EYDQ0NZdsLLptR25e/+HxfycThnLsOb0h1b+fcI37zeuC0UnZMREREii8ajdLQ0AAJLweXmY1roaOsFlTG/LdUf7j4CO4477Cy9qFCYrhgW4w45zY757akPP/YOfdh6bolIiIipRCJRIinbOqbmY1LZuGSKi0b94ntBjNp750Kn1hC5dpWJZP2iRMRERlAFi1aRGtra1rbbLyqDKnF7VNVWjau3CojhIPqcndARERESqiuDpYubX+aaznCy8Aq0rNwSbFYrOyrUStJhSTilIkTERHp1yZNgnA47ynNwDOkF7cHqKqqal+dOrBXo6arlIoNgTJxZnYS8EvgE3hZRAOcc25YCfsmIiIiPZGRhcslTPYMXCKRYMGCBUXvVl/X1zJxvwK+4pzb3jk3zDm3nQI4ERGRChcgC1eoPurkyZOL3as+r68Fce865/5Z0p6IiIhIcdXXB6oUX8mVGSpJtV8lolJWpwZd2LDYzO4C/oC3hQwAzrn7S9IrERER6bnaWpgxg/hNcwi1xjq97AAbO5aXl2erkCqZakJVtCXiFTIjLngmbhiwBfgCcIJ/HF+qTomIiEiR1NfnLXT//lVX9VpX+rqaUDITV+aO+AJl4pxzM0rdERERESmB2lqeOfx4/m3B/aQWrHLAcuC/582j4fOfL1Pn+pZwtZf76hOrU83sMufcr8zsajqXVsM59+2S9UxERES6J2NV6jFZTjG8IGDevHn84he/YOTIkb3Vuz6r2p9fmHCdQqKyKDScmlzMsBh4McshIiIilSbAqtQE8Ge8agyzZ8/ulW71dTXVXgauNZ4oc0885iokmuwtEydOdIsXLy53N0REREonGoW99oLm5pynbAH2wttaJBQK0djYqGxcAZ//r7+wZt3HPPndI/nkJ7brlfc0sxedcxOzvaaKDSIiIv2Nvyo1VzaujfQaqcrGBXPhkXsD8Ilhgwuc2TuUiRMREelrAlZiyCU1C5e000478f777/e0Z1JkZcnEmdlcM3vPzJantP3UzN42s6X+8eWU12ab2Soze9XMvpjSPsVvW2Vms1La9zSzF/z2u8ws/+C/iIhIfxFgzltSZqqmmfQsXNKYMWOK0DHpTYGCODPb18yeSgZkZnagmf1Hgct+D0zJ0v4/zrkJ/vGYf78DgK8DY/1rrjWzkJmFgGuALwEHAKf554JXy/V/nHOfBD4AvhHks4iIiPR5ASsxAJ02w0jQuU7qoEGDVOC+DwqaifsdMBtoBXDOLcMLunJyzj0DbAh4/xOBO51zLc6514FVwKf9Y5Vzbo1zLgbcCZxoXr2LzwP3+tffDHw14HuJiIj0bQXmvGVKZuOyZeHC4TDf+IbyIH1R0CBuG+fc3zLa2rr5nheb2TJ/uHVHv21X4K2Ucxr9tlztOwEfOufaMtqzMrPzzWyxmS1et25dN7stIiJSQbqQjUvKloWLxWKqj9pHBf2v/76Z7Y0fzJvZyUC0G+93HbA3MMG//r+6cY8uc87d6Jyb6JybOGLEiN54SxERkdLys3ExK/yrPDmkug3wODBkyBCi0SjOOZxzGkrto4IGcRcBNwCfMrO3gUuBb3b1zZxz7zrn4s65BN4Q7af9l94GUmdUjvbbcrWvB3Yws+qMdhERkQHj7yefTtx1bePZOmDh1q1EIpk5OelrAgVx/py0Y4ARwKecc//mnFvb1Tczs9qUp1/DK9sG8BDwdTMbZGZ7AvsAfwP+Duzjr0QN483De8h5+6I8DZzsXz8deLCr/REREemxujqvInqho66u6O916NH/xpAu3qIFeA5oaGigqamp532SsslbOzXJzH6c8RwA59wVea65AzgK2NnMGoGfAEeZ2QS8Ydm1wAX+fVaY2d3ASry5dhc55+L+fS4GngBCwFzn3Ar/LS4H7jSznwNLgDlBPouIiEhRTZoEK1dCLJb7nHAYDj+8d96rgDjevLh4PE4kEuGaa67peb+kLAJt9mtm30t5Ohg4Hvinc+6cUnWsVLTZr4iIFEVXNtwdMgTWrIGelrUKUE7L0XlbkaQW4CbgYv/5hAkTNB+uwuXb7LdbFRvMbBDwhHPuqB72rdcpiBMRkW7pYZWETiZMgK4EUAHfP18QV7RgUnpNKSo2bIO3mEBERGRg6EKVhIK6M7wa4P0d3kar2dIzrqbG21tOAVy/EXQ49WU6vidCeAscrnDO/V8J+1YSysSJiEi3BBjKLJpsWboA798KHII3kXwk6Rm5lqoqBr39toK4PiZfJi7Qwga8OXBJbcC7KRvtioiI9H/+vmyJ66+nqhtTkQILh6Gx0VuB2gUOuBV4GTgYb6f85C/5FuCmRIJ/xwvupH/IO5xqZsPNbDiwKeXYCgzz20VERAaO+nq6vy40oFgM3n+/W5fO9r824QV0yVAzuSL1rLPO6nH3pHIUysS9SO45kg7Yq+g9EhERKacCCwgG9+DWLUDVfvtR/frrWA+2CcnkgFdIr4k6GzgWL/OWrJc6f/58mpqaGKkh1X4hbybOObenc24v/2vmoQBORET6nx4uYHBkX1gAXkbs1wcdRKKLQ6VBTM143gRMBJ4lvV7q+eefX/T3lvIIvMWIX6x+H1L+CHHOPVOifpWMFjaIiEhePVzA0IY3fBXKaE/u0fa9QYP43faf4JT33sqf1aupgUQC4vG875fMwh0QsH9mRiLRtVJdUj493mLEzM4FnsFb8PIz/+tPi9VBERGRipFcwFBd0+VLHTAPr9h4c0obdMxLa2lp4bL3GnNm69pVV8MZZ+ACZAWnAqFQZtiYo4/OqdxWPxF0n7hLgEOBN5xzn8Orn/thyXolIiJSTvX1xHJvmdsudei0DXgHby5aJKM9Tse8NIAmHA10DvTa7xsOe3u6/eIXtLTl3gzC4RUhXw5UV1dzyimnFOwzwOzZswufJBUvaBDX7JxrBq9ag3PuFWC/0nVLRESkjGprue/AY2ix/NmtBN4wKUAMb4+2d/HmozXgBW+30nleGqQHepla43GorycKzE0kcgZ7CWCa/7ilpYWHHnoob3+THn744UDnSWULGsQ1mtkOwB+A+Wb2IPBG6bolIiJSXv876eskyD13rA24HphL50wbeEHas3iZuaMyXoP0QG85HVm5Zr+9CZg1a1bOYK/Ff//lXfhMSWPGjOnGVVJpAm3265z7mv/wp2b2NLA98MeS9UpERKSMPtwSIwo0OMc5ZN9WpBUvUDNgLJ0zbU14wVs+Ef/abwEv+G0J4D+rqlg0axa33HIL4AV1FwD/Aj7lv2dyjl2q3XffnVdffbXQx5N+IlAQZ2ZXAXc65xY65xaUuE8iIiKll2c/uB2ARv9xMheXumlqG14GLpldO6qbXUgN9JKBWgPwVmtr2tBoarD3OOl7v6VavXp1N3sifVHQ4dQXgf8ws9Vm9hszy7rUVUREpM8IsB9cM7ACL+uVutFHMgtXTMnh1wfGjsU5l7YNSDLYe5nse78ljR8/vsi9kkoWeJ848MpwAf8OfB3YzTm3T6k6ViraJ05ERIBA+8FtAQ4DrgbWANPxsnHXAhf34K1rPrEXo2ZcBcCI7QaxbpO3POL0z+zGf35tPNFolFGjRgW+Xzgc5txzz+Waa67pQa+kEvV4n7gUn8Qbjt8db29BERGRvqGuzisqnzxGjcobwCUXGLyMlwX7Id68tecJloV7iY4tSDKP2HtrWPvL41n7y+N56tZL26/5qNnbTiQS6VqeLxaL0dDQoP3fBpigm/3+ysxeA67Az+Y6504oac9ERESKqYvltBKkB2tNwOH+kTkXLZtFdKw4zSkcZtjnJ7c/3bi1lWg0SkNDQ+B+JsXj8S4Hf9K3Bc3ErQYmOeemOOd+75zTRr8iItK31NdDVbBfe8ksXJBgLdOECRNwzjHznXcYPDhvYS0Ihbx++T7a2kokEulWWSxl4waeQN/NzrkbnHPvl7ozIiIiJeOX0wqSjcvMwuUSCoWIRqM459qPJUuWpL1frrJZiWRVhpEjefTb/8Zn9hzOR82tLFq0iFgsFvxzpVA2bmDp6pw4ERGRvuuZZyBAgPQxwbJw8Xg8fwmrPNm/qpQs3NhR27P7TtvwcUsbS5YswTnH7pc/wu6XP8KSNz/AOceECRMK9icWi7Fw4cIAPZf+QEGciIgMHEceScIK10QdQefFCC/lOHfevHm5hzBra2k9azotofRtWduqa9qzcEnVoSriKaOoe+y0DQATxuwA0B7cFTraM4HS7wUO4szsIDO72D8OKmWnRERESuHjy2bTnYHKZiBXfqtQNi7xo//AWcav26r0uXAA1VVGPGUuXHWoii+PH4lILkFXp14C3AZ8wj9uNbNvlbJjIiIixXbMnBeY6xxtXbyu0By5fAXla0bvyj3jjm7PxrWEqll1/MlpWTiAUJXRlujYu3XVe5upCpA1lIEraCbuG8BnnHM/ds79GG/vw/NK1y0REZHiWvXeZpY9cC0RvIoLQQVZqZqvoHyoyrjqiNPas3EJq+L1C7/b6TwvE+cFcQv+tQ6AR5ZFu9BTGWiCBnHJWrtJcTpKyImIiFS85a+tZcvKBTThBWWZ2bhc9YuyZeHC4TAzZ84MPA9t3dDh3DPuaBIY94w/hqpRtZ3OqUrJxH3nruw1XUVSVRc+BfC+318wswf8518F5pSmSyIiIsX3f7+8Apw35ywCzCD9l2AbXsA2KKUtVxauO6tArzriNPZd/xZXH34av6runEOJfthMrC3BHrMe7dJ9ZeAKuk/cf+N9v2/wjxnOuf8tZcdERESKJRqN8tQj97U/T2bjkhUVmoFb8YK4VAngX1OnFmUV6Lqhwzl12pWsG7oj4VDnX79/efW9Tm2nf2a3Lr2HDCx5gzgzG+Z/HQ6sxfsevxV4w28TERGpeJFIpD0L195GxxBqAphN58CuAZg3f37R+1OTJYjbaeigTm2nHpp7rp1IoUzc7f7XF4HFKUfyuYiISPllFrfPOK697rpOe74ls3FxOoZMMwO7CPDRRx8VvZRVdajztPIp4zpvJ3Lg6B2K+r7Sv+QN4pxzx/tf93TO7ZVy7Omc26t3uigiIlLApEmB66K20bHnWwR4lo6FC9kCu4JVGbpg1x2GAGQdTj14tx3Tnk/ed0RR3lP6r7wLG8zs4HyvO+dybWAtIiLSe+rrYe5caGkpeGor6UHbURmvR4CxpK9IzbcPXFckt33LNpxalZGcq8mSrRNJVWh16n/lec0Bny9iX0RERLqnthbOOQduuAESmcsTOrQBc8m/51u2wC7fPnBdEfIjtWzDqaGMKG7ooKAbSMhAlfc7xDn3ud7qiIiISGB1dbC063uppWbh8jnyxNNZ8Idbu3z/QkYOG8wb67fgsmxKd/jeO6c9335ITdHfX/qXoGW3aszs22Z2r39cbGb67hIRkfKYNAnC4S5dEjfjgeHD82bhklYvL81sof847gCmThzdXtw+VThj7zgFcVJI0FztdUANcK3//Ey/7dxSdEpERCSv+npoaOjSJfHqGqatWMG0kbmLyl/7l1X86o+vcsGRxV27999TD2JITYjxo7fnVycfFOiaQTWhovZB+p+gZbcOdc5Nd8792T9mAIeWsmMiIiI51dbCjBk5s3GZo5VtQPi8czsVnc/0hQNGYgYnTti1OP30nXTwaL40vnOprXxaWuOFT5IBLWgQFzezvZNPzGwv0mupioiIlFbmXnDXXQexWKBLW4FnP1d4mvcnPzGU139xHAeMGtbDznbP/02rY8dtvGHUf727uSx9kL4jaBD3A+BpM/uLmS0A/gx8L98FZjbXzN4zs+Upbb82s1fMbJmZPWBmO/jte5jZVjNb6h/Xp1xziJm9bGarzOwqM2+BtpkNN7P5Zvaa/3XHzr0QEZF+I+BecA6vPmSCjs195wLHn1v5M4COP3AUvzhpPACuUz5RJF2hslun+A/XAPsA3wa+BeznnHu6wL1/D0zJaJsPjHPOHQj8C6/KSdJq59wE/7gwpf064Dz//fdJuecs4Cnn3D7AU/5zERHpr+rroSbYZP+TgRfwygs9j7cidePGjfz5z38uXf+KxM9VEM+9U4oIUDgTlwyy7nPOtTjnlvlHwd0UnXPP4P0xlNr2J+dcm//0eWB0vnuYWS0wzDn3vHPOAbcAX/VfPhG42X98c0q7iIj0R8m94Apk4wx4GpgETAQG07Ev3EknnVTSLhZD7faDAfjUyO3K3BOpdIWCuPVm9idgTzN7KPPo4XufAzye8nxPM1tiZgvM7LN+265AY8o5jX4bwC7Ouaj/uAnYJdcbmdn5ZrbYzBavW7euh90WEZGy6UI2Drwi9gtTnveFbNyBo3fgvm8ezqXH7FPurkiFK7TFyHHAwcA88ldv6BIz+xHeYqHb/KYosJtzbr2ZHQL8wczGBr2fc86ZWc7JA865G4EbASZOnKhJBiIifZWfjUtcdz1VAeaMJYvYpzrppJP48MMPS9K9Yjlkd03zlsIKVWyIAc+b2Y+ccwtSX0uZL9clZnY2cDxwtD9Eij882+I/ftHMVgP7Am+TPuQ62m8DeNfMap1zUX/Y9b3u9EdERCpcluoMQVblNdNRxD7Vxo0baWpqYmSB7UZEKl3Q1anZFg3MztKWl5lNAS4DvuKc25LSPsLMQv7jvfAWMKzxh0s/MrPD/FWpZwEP+pc9BEz3H09PaRcRkf6kG9UZIHsWLikSCVJ8S6Sy5c3EmdmXgC8Du5rZVSkvDcMbDs137R14NYR3NrNG4Cd4gd8gYL6/+uZ5fyXqkcAVZtaK9//dhc655KKImXgrXYfgzaFLzqO7ErjbzL4BvAFMDfB5RUSkrwlQncHhLWhIypWFS1qwYEGOV0T6jkJz4t4BFgNfwVupnbQJ+E6+C51zp2VpnpPj3PuA+3K8thgYl6V9PXB0vj6IiEg/kKzOMGdO1s19k3vBpQZx+bJw4XCYyZMnF7+fIr2s0Jy4f/ib9X7ROXdzvnNFRERKJk82LgHcg7fP1GAKZ+FisRgLFy7M8apI31FwTpxzLg6MMbOuT0gQEREphtpa3j/hBJozmpuB6/GGhpJrVVOzcNFoFOdcp2PJkiW91HGR0gm6sOF14Dkzqzez7yaPUnZMREQk1fEvvNBpU5FkwNaEl32Lk56Fu+SSS3qvgyK9LGgQtxp4xD9/u5RDRESkV7zw5ps0QHs2LnPYNAI8S/pcuLvvvpumpqbe66RILzJ/q7ZgJ5sNBXDObS5Zj0ps4sSJbvHixeXuhoiIdJGZMRKvmPcQYAuwF7nnviWdffbZNBRY3SpSqczsRefcxGyvBcrEmdk4M1sCrABWmNmLXamoICIi0mV1dWDWfji88j5D/Je3wRtGfanAbR5++OFS9lKkbIIOp94IfNc5t7tzbnfge8DvStctEREZ6D4+8EBiZnnPyayNms2YMWOK1ieRShI0iNvWOfd08olz7i/AtiXpkYiICDB7yxbiBab8FNoPbubMmVqJKv1W0CBujb8ydQ//+A+8aQkiIiJF9/cVq7n6vvvTFjJkCrIfXENDgxY2SL8VNIg7BxgB3I9XWWFnv01ERKTovn/ZZeASRKDTtiJJ+bJwSfF4XHVSpd8qVDt1MHAh8EngZeB7zrnW3uiYiIgMTC1jx7Jg5crC54VCvBuP5z1H1RmkPyuUibsZmIgXwH0J+HXJeyQiIgNDxurT5DEoQADngB3PPDNrNQZVZ5CBolAQd4Bz7gzn3A3AycCRvdAnEREZCCZNgnD3Kjq2AQ8ffnhx+yPSxxQK4tqHTp1zbSXui4iIDCT19VAVdGp2BwfcCpx88cVF75JIX1Lo/56DzOwj/9gEHJh8bGYf9UYHRUSkn6qthRkzcq4+zbWgoQ2YjTff7d577y1N30T6gLxBnHMu5Jwb5h/bOeeqUx4P661OiohI/7T8a1/LG6y1ZLQl8LJwyW1FTj/99FJ1TaTidT2PLSIiUiShE05oL6OVqQYYlNHWjJeFS4rFYixbtqwkfROpdAriRESkLJYuXcrTLS2dsm2Zkpm6XJv7Tps2reh9E+kL8u4TJyIiUipnnHEG64EZAc/Ptbnv6tWri9cpkT5EmTgREel1S5cuZcWKFTThZddyZeOageVAnI4s3NixY9P2gdu6dWvvdFqkwigTJyIivaOuDpYuBWACuVefpkoApwNX05GFU+ZNxKNMnIiI9I5Jk7p0ejNwS1UVy5xjsnM0KfMmkkZBnIiI9I76egiFAp+eAN4466zS9Uekj1MQJyIipVdXB6NGQYGC9UkteHPg7lfxepGcFMSJiEjpBayTmpwnF8ebA2dmpeyVSJ+mIE5EiqeuDswKH3V15e6p9LaAdVLjpK9EffXVV7WZr0gOCuJEpHiCZFvCYTj88N7pj1QOv05qvu+PNmAe8Czp+8FpM1+R7BTEiUhhQTNszzxTONsSCnlZGRl46utJ5BkebcUrqXUU6VUZVqxYoWycSBYK4kSksKBbQ6xYAdtuS0tVjhWI4bCXjRk5snh9k8qW+gfAqFFUtWTf1tcBc+lcUitJ2TiRzhTElZLmB0l/EXRriHAYd9xxJBI5ViAqCzfwBFzQkFzIkIs2+BXpTEFcKWl+kPQXtbVw+umFzwuFuP6wKTTgbdSaKlFToyzcQBRgQYPDmwuXKws3ZMgQXn/99WL3TKTPUxBXSkFWY2XJTPx9xWo+e+SRNDU1lbBzIl105ZW4PNm4FuDjqVP5dv3lROhcUqmlrU1ZuIHIX9AQr85e5dHhBW+z89wiHo8TieTL04kMTAriSsn/4eVyZeOyzA9qiyf4/Bnf4tlnn9UPLakstbW8dsyJOetdxoFLN2ygbf1b7UXNk9m4ZmCuc/z9nWhv9FQqTX09sba2rC+14dVRzZWFA4jFYizUpr8inSiIK7VnnsFiseyvxWJw7bVp8+Oqq0M8s/RxcI65c+cqGycVI55wnP7JrxK3zj82krvr3/Tww+1tqdm4hP/8pJNPKX1HpeLMX748+xA7cCudA7h9990X59dJTR5Llizplb6K9CUK4krtyCNxATa4TFWH98tvYXOzsnFSMW5euJZ1Q4dz316HdMrGDQIuwvu+TR5RYIj/+jZAE/DW66u1qGcAOuWUU7IOsTeTfRhVixhEglEQVwz5VqFedx2WSHTvtsA1115L67hxxe2vSDc0LPQmln/v/TdzDqmmKniOFvUMCNFolI0bN2YdYk9WZcg0fvz43uqeSJ+WfaapdM2kSbBypTc8moMDulMBsBl4AZjcza6JBFJXB0uX5j3lr8DyHXdl/MZ3uQeYSve+p9tpu5G+LcD3DEAt2QP6MN4Q+9SpU7nrrruK3DmRgUGZuGIIsAq1u7/sEsD0Vas0N05KK8B2OC2hap75+AMALgU+Jne2rRlYTuc5UElOm/72fZMmBaqFmo0DVuBl4e6++279fBPpppIGcWY218zeM7PlKW3DzWy+mb3mf93Rbzczu8rMVpnZMjM7OOWa6f75r5nZ9JT2Q8zsZf+aq8zy1HMppQI1AdvwgrGuSg43vBmLaW6clE5dHVx3Xd5MMkBNvI0rYlsAb37bEeT+vk4Ap5M7yGuNx5WF6+vq66GmpluXJoDU+guXXHJJUbokMtCUOhP3e2BKRtss4Cnn3D7AU/5zgC8B+/jH+cB14AV9wE+AzwCfBn6SDPz8c85LuS7zvXrPM8/k/CVYTff+oZMr+pxWqkopBcjCOWBFVSht/tIy4AY6Z9uSf3y8DFlXJDYD9w0bpixcX5WcAzxqFOQooZVPM3A9XqY26cEHHyxW70QGlJIGcc65Z4ANGc0nAjf7j28GvprSfovzPA/sYGa1wBeB+c65Dc65D4D5wBT/tWHOueedcw64JeVeve/II7s9tJBN5qTflpYWZeOkuJK/jANk4QCmZSmllW3FYfKPj3yvLzvxxC53VypEwDJauaR+fyTFYjH9kSrSDeWYE7eLcy6542cTsIv/eFfgrZTzGv22fO2NWdrLI8DQQpAVfUmZP+iccyxYsKA7PRPJLmhRezrmuGUqtOIw1+t/DDAhXnpRV+o8B6lEk0OuFak1NTX6I1WkG8q6sMHPoHUltukWMzvfzBab2eJ169aV5k1qa+Gcc4jnmJbXTOEPmnw91w+6Qw89tEddFAHSM3ABDSF9D7iXUl7LtqlvOBxm5syZfPeupTRcdAtUe5kbVx3muSse0MatlaYrdZ4LVaLJI1sWDlSRQaS7yhHEvesPheJ/fc9vfxsYk3LeaL8tX/voLO2dOOdudM5NdM5NHDFiRFE+RFb19bSFsu/akgDuIXcglxrN5vpB93DKbvgi3dbD4bBmIPXXbTLbFqfjj4/kL+X9a7dj3dDh3DPuaJwZL0z+Cu8P3THLXdN98HHh4V0pkoALW2ht7ViMUl/vLU4JIPWPUzd9Ok0ZlRhUe8M8DgAAIABJREFUkUGk+8oRxD0EJFeYTgceTGk/y1+lehiw0R92fQL4gpnt6C9o+ALwhP/aR2Z2mL8q9ayUe5VHbS2PHvQ5MisEJjNrl+L9ossmAdyN9wMvubu9yzjeX79eO91Lz/VgOAxg8JAhvDV9OuGUQDACPEt6Fm7JkiXMOGJPAK464jTen/BpnjjpPNoS+XPSc559nbrIfN5cv6XbfZQuCBrUH3BA+2KUKNDgXM4tZLJJAD8v0wYCIv1VqbcYuQNYBOxnZo1m9g3gSuBYM3sNOMZ/DvAYsAZYBfwOmAngnNuA97vh7/5xhd+Gf85N/jWrgcdL+XmCOGDlok47KA/GK0kUJfvuysnVWt8B3sGrQ5mXdrqX7khdVdjclV+/HZqB9084gd/edRexlMxNE3AUHVm4hoYGmpqaCFV5v7TXDR3Ok9ffzZbhI4jnCeLe+XArkUdWetds7vrKR+mGoEH9ihXtf0TWjhrFBYkEgwPcPhm2bQOcevPNWsAgUkSlXp16mnOu1jlX45wb7Zyb45xb75w72jm3j3PumGRA5q9Kvcg5t7dzbrxzbnHKfeY65z7pHw0p7Yudc+P8ay7259iVTTQa5c9bN3fKxGXKtZqvCZhIgD3ltNO9dEcPh1HB+97896VLSRQoJRePxztNVG9LONZvjvHG+i389KEVWa/73G/+0v741aZNlPl/6YGhwD6XQRX6L9UMPOecFjCIFJEqNhRRJBIhgqO1wHmpm/8WWs3XiXa6l+7q4jBqtmLlDcDf3nwzLQuXTepE9fu+6WWN/+2TO7Os8UMAfr9wbfbr4h3B4Q8feJnf/XVN4P5KD/RwiD2I5B+rc+bMUTZOpEgUxBVJNBr1NuTF+0WXKxvXDNxKx5BptkUM2fbWaqcsnHRXFzIuCTrP30wAjWefzdatW7NOTM81Uf2Q3Xdk7ZXHsefO2/KpkcPa73f7C292et/MxNvf137QxQ8p3VJby8dTp3ZpjlumOLmngqT+sao9L0WKR0FckUQiEVr83csjkDMblwBm03k135AhQ4hGozjniDrHkG9+k3hN+i/bllA1a44/hY3b71SqjyH9XZ6MS+oK6WZgHsXf3230jkPaH//wgZfZuKW1fY7cxy2d//RZr3lxvSbvH48FOOAR8pdhSw3blI0TKQ4FcUWQzMIl5RoSTf1rNHU1H2SZQ1RfD1XpK7kSVsWpnziW79zl/SL94/IoP3rg5WJ+FOnv/GxctoxLHO97M/nHxQ/pvO3N44/3bO3Qj084IO35QVf8iR/c8w8AfvOnVzudr8UNWXRlY96AotEo/3PnnWk/t7oS0MWBC/G+bzL/i2Xb91LZOJHiUBBXBKlZuPY28pcjSl3NB+kr+gCoreXVKSfT4u871xKq5p7xx7Bu6I68ucHbeuHCW1/itixDUiL5vHv++Z2+Nx1e5q2Ojj8usu3/Nnv27B699w7bhNnnE0PT2u5f8jbrNrXQ8NxaAD63X8dejqd9ercevV+/FHSBytKlgYO6SCRCLBbrVjYu+b2T/OM0MxuXa99LVaAR6TkFcT2UmYVLKlSOKJvMbNzfzpyJM+8/UcKquPrw09pf06o9CSRL1maXujqGZJzWijfMn/nHRWbGeN68eT0eBqsJdf6xk5pRnjP9UP5w0REA/OqPnbNzA0aujFvAWrdp8mxLFI1GmTNnDtDxc8vRsTVIEMnQPujPvXA4zOTJk7vwDiKSjYK4HopEIrS2Zp8Bl60cUT6ZpWdadt6Fe8YdTQJrz8IBxBOOtzZsbT/vvU09mY4s/VqArI0DbiP7HxiZQV08Hu9xNq6muvOPnW0HdeygWFVlfGrkdu3P3/togH5/F2FLmHaZC6JSAsT/396dx0lRnfsf/5zpmZ4Z9lUYBQEFUdEIAkbQgEuCWyJZfhpRE2OuMYr+jPld71U0JLlicrk32w1JJDEqEaPmBjVGXKLE4BpAUVAQRQEVhUFA9mW27vP7o6p6qrure7pneqaX+b5fr37RU11TU031TD/9nHOep+bQQ6lvaIjNiZxO5gGcBd4m/rWTyd89tdkSyQ0FcW30/PPPp6yZFTQcBfCNb3yjxRV9AKEyw5xTpvHK4FFxWbj3tu9n0k8Wx75+dOXmnD8vKQGZtlOiOZOSiba2f9u+N3me219WxHfMq6oIxe7vPthS0Z4SlauyH0FliTIM7jNxVa9ecV+n+rs3evRotdkSyTEFcW00adKkuPZDiRKHoyDzN8EyY9jWrQ9fvXh2LAsXpFtlcL9WKVGZTmz/8MOM3qgTMyktGdjGGoWbdh1seSefpRs+adPPKzo56KwRJ6gsUQYBYhOpSyVB82vnlfr62Mp67zZ982ZCkyZxjW+7gjaR3FMQ10ZLlixJW/g0cTgKYPDgwRkd22tZdExND04a2iflfjc9rBWqnYL35p5pmY/Pfz6jTM6FWZxCR85lGtjDaerUo7qiQ35ewWjDMGpS9ixVcfAWagZ69SxbyoFeSHB3Dmpq4LnnVJRcpJ0piGujFStWpC14+tOn3uald7e1ahjhMyP6AfAf54+isYU2R9IJTJiQ+fBaKASzZ6d9o7bAaveWqfaeyxTyldWZ/y8nJW3rFNowjJr0P9XQAO6ihWx+jr+eZVA2zv/aSVpZLyIdRkFcO/vXKSOZOLxfq773iP7deH/2eZw0rA/j02TiglhrufOFDXzcWSeFlwr/0OncuZBpMB+JONmQFubEXRywraqqKqNODG31+HWncsOUo+K2LZlxRux+uRu8zf/nBzn5eUUjR71Mwc3MDR+e8ucEdWlIrGcZlI2LEv/aCczGiUi7UxBXJP79rJEsvPbUuG3nHJd6qGLTroPc9vhbXHv/a+19atKeJkxo+zHKypJaaFngTWDS9OlJQdrBg9nNWctWv25OcNIlXB63KvXEw3txSPeq2Nf9u1cC8PL7OwCne8Obm3e367kVjFz2Mr3//pQPfXfHjhbrWSZm45qA3xKfwVU2TiQ/FMQVifJQGccP6hm3rWd1BdNPO5JQmUmqG7djv5N92Xmgk67sK3ZeBm7u3DYfKlJeTlAubhrk5Y33ujNHANCruiKWbQO4/1snx+3XvcqZC+cFfRNm/4Pz5rzIzEdWE42WeJ3EDHuZ+lulBT22GvjH9u0pv3/+okUt1nVLzMY1Elw2RNk4kY6nIK7I9Khqzly8/8l++nQNE4la9hyMn7nyyT7nbbvaV6pBikiuaoSFwzxQ3SWpnZI3nykfb7xfnzCUdT86h95dw4R82aaqgNfqZ0b04/A+XQBoaHKGku9d+gHvbN3bMSebR0HdExK/Trd6FJwhz6lTpwY+tnLlSqf9FcF13S644ALC4XAsGxd197ub4NXMqv0m0vEUxBUZY5ozF//z1TEMcFfwbUmY+7bzgBPErdq0mydX1XbcCUpu5Gg4LWoMN+zelfRG7c1nytcwWLnbtaFnBitPX9u4K2luZ1OktDNxtbW1/PLPf07Kku2nuTdpFGcF6WqCgz0vUN+3bx//+Mc/2PjJAb7/19U0Rpxg+NJLLwVS13V78MEHYyvvZwHLgKWkLlo+evRolRER6WAK4oqMF8P96EvHMbBnFf26OfOGVn64M26/g43Ns6C+90g26w+lILRicnviG3kdMC9UwcfEv1EnzmfK5zDYwJ6VaR9/4V1nKPDTP34mbvvqTaU9N27WrFnUJ/QyjQITae5NWoezgvTSFMfwLzyYOnUqtz+7jvlLPuCSO5excuVK3nzzzeafR3I9S/8UjS3uz55Ichauurqa2tpaBXAieaAgrsh4ebjPHTsAgHC5s+XGh1bx4Y4DADyyYhO3/KX5bXpffUuDLtJhMi3UO2YM7139XeoyzDhZSFq8EAVuObAv9nXQGzXkdxjsxMN7c9M5R/PsDadl9X13vfhe+5xQgViyZAk2Gk3Kkq0iOWv2BvHZuKDSMfv27WPtGqee5Mvv7WDaxZfE/bygepaZ0lw4kfxREFdkvHlB3vyhct+Q222PrwHg+v+NLwYbNNdI8iSDuW7RigqYOJFfrN7H/B79005u9ya2bwbuJf0E9aA36nA4zPTp0/OWRTHGcNXkIxnar2vg47Omjgrc/u7WfYHbS8UTTzwRu58YfAcF44nZuKDSMc/efkvs/tvvrMvoPPzTN1LRXDiR/FG/piJz52Xjmb/kfbq7pRn8w6ZdwuW8v31/0vd02t6ThWjmTJg3L+0uZY2NcPvtzLn99rT71QM7gPeBL+FkaS9yH0vVeDxRob8BD3IXNXhGHdqDNzfvAeDtLXs4emCPfJxWu/vKlf8PQuUQaYoF357Er6E5G3ccqQs479qyEW99+5AbHo577P3Z5+XgrEWkoykTV2QmHNmXuZeOjX1CHjmge+yx6nCIPy//MOl7KkKdrOJ9R8tiiDQ21y2LRQv+HpZNNA+bRYAxNM9TSjVBvbzv4R1SvLc9nHJkfKHsw3pVx+7XN5ZmF5P1H3zI0r89DJHspkFcCuwmOAsHYKq6BW4/IkUWVEQKn4K4Ite7a/PQXO8uFXHFU1//wRSuO2M4jRHL8JufKPnJ4HmTaTmQlSuz77wANNBcp6sBJzhLDNQ8QUNtlTUjMv5ZhSZcHv8n6icXnBC7/+vFmQ0JFryEDwFHDj2caFNDbKjcu6Ur2/0a8DrQC2feXOL3WiBat5fH512X9L0PT5+Y06cjIh1HQVwJ8Hqsdq+qoGu4ef5bz+oKqsNOUNcUtTzw8sa8nF+p+/jKK6lvaiFrEgq1uu5bF6Aa5414Hk72LWiBAgTPezu4ZnFRV9L3B3L+kiSL1rRmGn4ByuBDQB2QbtB7CbRYGLg+VM6rhx2dtL1XlxzUIxSRvFAQVwJ+97WxADRFonSpjJ/m6B9KvW/ZRobe9DgLX9/coedXknzZkwFjxlCZLrMWDsOll7ap7lsdzuKFWWS/kjAajRb16sGBbi3ER645BYBrT0/RC7RYZVATsKU5jkGFgZOOYcr41cRpWZ6ciBQyBXElwOvK0BCxhEPxl7Qhkhxc/KZUhqHyKZuepg0NcM89UNdSriS1KDCW1pWAAAp68UJLvA8i3Sqd1/mhvnlxheidj/cy6Np7OeGkiZllQN15kvVlwevMglYaJxo4ejTVV1+dMqPXWF7BguM/y7ZuvVs+HxEpGgriSoAxhnCojMZIlCa3p+StbmmGTw/rk7T/21tKv2VRu5s50xkizVJr+gxk8iYOTsX8Yly80JJDujuZOK+cjn+1dSH2UJ3yi+fZ+ew83nhlCTNmzMjsm2bOJGqDs7lV1dVcU1vb8uKUNBm9JkwsCxcq00InkVKhIK5ENESiPLV6CxF3WM8rBjx2SB+WzDgjn6dWmmpq2DN1atZBWRPNbZM8luYq/EHSDaX5A7diDtTS+dXFY5j95eNjteT8UwQ27TqYr9NKqWnfDg68+SwA8+fPzygbVwvMszZpXpsNh53VzAMHtvyD3YyeTcjG1YfKY1m4/t0r6dNVc+BESoWCuBKyYft+9tY5E+z9n7ZreiYPPz3/zrYOO6+8yqb8RxbqGiOcv7U+qUtCSyqAxEZTUZxVpxDcOuuh7t3ZUoIZtkz161bJRScdHvv6vE/VxO4nrl7Nt61769j57Dy8KxmNRjPKxs2aNYtZ2KTr3xiJOBm2TAVk4/xz4Z66flJs8dP/PWM4i747KfNji0jBKay/gNJmtz3+FgAVLUyU/vrdL9MUMF8undraWk4++WQmTJhQPKsdMyn/EQ7DxMzLLGzfV8/w797Pc0ue5o+0bojU+546nF6md+OUDUk8VhT4t70a/varLG8exo505HBqBh8IDulRzYtvLo77tpaycbW1tfzu93fG6vz5u27cjbOQJWM1NTR+7TLqQ878On8WrntlOX26hmOvsU8P68sIX51JESk+CuJKVGKrrW9MHJq0T+3u5In2uw80snrTbjZs28fdCf0pb5n5Q5YtW8bSpUsLf7Wj94Y7d66zsCCdhga4/faMM3UffLKf3S89AJFGZpDcsxQyD+y8oVKvvtsC4huczwO2GlM8QXMH8Ddmb8qwt2xOZFQKxCSVAmkpG3fNDTcTdUvUJDa8v7UVK4uj3/se1jh/2v1ZOK+GZJ3b5aVblRr2iBQ7BXElqjJhmOmH54/inm+exPfOOya2rb4pORP3n0++xed/9SL/cs9ybn1sDVv3OIHe62vfY94fmttF3X333YUdWGRagDdTXqFeYxg7tC97Vz6JxZnLtJvssnF1OG2R/AV7vbIh19M8Z84L8IwxhR80dyD//3VTFkWT2yyjUiA2cP5iqmxcbW0tCxfcj/esErtu1Fqb9e9axaDDWHDcmUQxcStS65qc4K3O7XTRXUGcSNFTEFeCvjzmMMoCVqBNPqo/l548JPZ1fVN8Dmn3wUb+9IrTtus9twfrW+5K1iuunxHXBqihoaGwA4sM3nBzoQ54lPhsXD3wNqkDuyhwCcEFe4NaZ0Wj0aIuEZJrXcPNwUeHLmzwWqal+HBQh0m5ijhVNm7WrFk0Ncb3Nk7supHt71qozDDnlGm8MnhUXF24XQecn3O424/WXzhZRIqTgrgSVFmRuvSFf5g1MRN3wn88nbT/4re3Ultby8pn/oI/LIlGo4WdjWvhDTdXosAMiJsbFwG+SvAwqzdEuorkgr19+/bFWsv0zZsJTZoUV1aiMyxgyFR1OBQr+HvVva927A9P8+HAy8K9RnDbq3l/+EPSEP3zzz9PYrifWMw5Go3y3HPPZXWa27r14asXzw6sC/eHy8fz0wtOoF+3xCU2IlJsFMSVoMda6Mgw7/LxQPPcmHT+8M/3nWxBU2PSY50hG2fTtMvy12+bgdNRwcugrYLARQ/pyoUMHjzYuVNTA889l1lZiU6q2l1hub8h2/XBbeR+OGhMeF3V0/xayKQFlreYZkePIyGUflgzHA4zefLkVp2uf/Wul4Hr262S/zN2UKuOJyKFRUFcibj53OaeiHvr0/fx9AqkXvz7ZbFtqVb5Ne3bwZ133QU2+fFiyca1vk8CmEgk5cIIf0C2BRhH/DCYF9h5c9y8oG97KERtQPFWZdsyV2byVLB2zBiYO5eKhLl4lcA1OEH7dKDF/G8oBDNnsn396rhpCkEaGhpaPZzu/1/qrfpwIiVHQVyJqPYNkw7t2yXtvt0qkz/5728IfiPZ/dIDNDY4WbigYaKDdXUMrKlpU8219nTH8ae2qgRIS4K6KCQOg3mBnfd27wV9kUgk80r+Eqg8X10HJkxIW5jZU0bqAs71oXJWT/kyW7v04tDL5zDkxsf4+5otLXdkaAV/rFuI3S1EpG0UxJUI4/tr/e9nH51mT/j0EX0BGOmrETXtjqUAdAk3B4NN+3awb9Xf8QYFsxkmKhQ3zPpeXO2tKK2r65bIGpO2IbknaKECwMKFC3NwFp1X0MKdjvDxlVdmFMTVkzqIi5oyLh90dmwREcCZxwzIxekl+cKnDqWHuwq1Mcu6kCJS+BTElQj/8FImQ02Tjuofm1cEcNCdHzfnojGUlxm+d94xnNP4UtxQj7+GVUruMFEhWLlyJXtr34s77zrSt7hKpcm9ecd4bvjIwC4Ko0ePTvrexNWG4Jv/JgWvtraWyZMn87NHljH88pszKvAcAe4l+UNPg6/4rrc6fMFVE3J+zuOH9uaU4X358ZePZ8FVzoeqBgVxIiWnw4M4Y8xIY8xK322PMeZ6Y8wPjTGbfNvP9X3PDGPMOmPMWmPMWb7tZ7vb1hljburo51JIRh3aI6v9wyET+2S+60ADG7btp0dVOZ89dgDrfnwuV3zmCJa/vAz/21ViRfnkg2bR57E9JFTUHz1mTKyWm9d4rAuwg+bnkGlWrgHwlnZEgW9vfC9wLuCKFSuSArtaa5lsbVzQp/lvbXP+CYcCcN7xNS3s2XazZs3ixRdf5Pszb2b/6mdSFnj2eIscbib59RVxi++Wlxl+s3g9AOOH9sn5OS+4aiL3XXEyFaEyqiqcP/PKxImUng4P4qy1a621o621o4GxwAHgL+7Dv/Aes9Y+AWCMORa4CBgFnA3cbowJGWNCwG+Ac4BjgWnuvp3SCYN7xRY3ZBLQPbt2G29u3sM7H+9l9K2LANhTFz8vbsWKFQy58bHY7dT/eobpmzdDeYoJ0vnOwmVUUR8eI/vivPNILsJa0CtzS1z/7pV0DYcY0KMqtwcOaK11+9y5RKJR9q/+B9GmBmqBdOtJIzhZ16A2Wn8++jNs69abpg6cn1Zo/WVFJHfy/dt9JrDeWvtBmn2mAn+y1tZba98D1gEnubd11toN1toG4E/uvp3Wtz5zBGtvO5vBfdIvbABibyI/f/qdtPtdd+aI2P2QMVBTQ+UV34z1ZozJZxYuixZbXl03LyBbTXJmMVVZEP+waGNDA/PmzSvclbmdQEV5We47NmTR6SMoDPOXGoGANlptPb9WGNijiqsmH8ndl43Pw08XkfaU7yDuIuAB39fXGmPeMMbcbYzxqlQeBnzo2+cjd1uq7Z2WMSauOXgmhvXvmvbxQb2rY/drejr3zfe/H+vNGJOvLNyYMU5LrAw00fwG6wVkl5D8ZtxEclkQf2ss7w06EokoG5dH5WVlNOa6d2oWtQWbCBguJX7uY+LClg+3xvcj/p+vJs+hzDVjDDedc7Sa3YuUoLwFccaYMHA+Ts9vgLnAkcBonGlMP8vhz7rSGLPcGLN827ZtuTpsUZt7yYkAPPTqR2n3Gz24V+z+L7w3nJoaFhx3ZiwbVx8qz18WbsIEqMisfVAj8XXdTsMpyps45PVHksuCBGlL/S5pu4qQoSnX87wy7PThvU4S263NA74yfTrWWq645xWG3PgY866Zz/LBx/GHa+7l0MvnxB1HQ50i0hb57IB8DvCatfZjAO9fAGPM73GmLgFsAvxL+Qa520izPY619g7gDoBx48apWBJQ08vJqm3dW592v6MGdGfVD6fQvSo+UJpzyjQuWP0M4JRM2PdvN9GtfU41WBYZOHCyJncT3NdyFnC5e98bbj0IfJv4obHRo0drQUIBqQiV5W5uWZavJ+91YoDL3H+9LFw/t0XWbV88jkVrPo61wPKEy8tocFveVSqIE5E2yOdfkGn4hlKNMf5lZl/Cma4ETn/xi4wxlcaYYcAI4GXgFWCEMWaYm9W7yN1XMtC9KvP4PTGAA/jKeeNZcNyZRDEsOP6zfNI99yvs0spi7hLEZ+ESBdVymwW83rsvW+Y+rRWlBao8ZHJTNiPLAC5du7WPgSOOOAKAAT2q+OVFycOl/7zpjNj9nA8Hi0inkpcgzhjTFfgc8LBv838bY1YZY94ATge+C2CtfRP4M7AG+BtwjbU2Yq1tAq4FngLeAv7s7isZSAziqiuam4pn4nPHHsKcU6bxyuBR/GriNCb/5NmUrbvaRZZzl+aHQqx0W1317ds3aZ/EWm5bgCllMOuqz+XohCXXKsrKcjOcmsWQPLTcbm3hwoWxBS8nDOoV973XnTE8rvH8vhZa5ImIpJOXIM5au99a29dau9u37WvW2uOttZ+y1p5vra31PfYja+2R1tqR1tonfdufsNYe5T72o45+HsWshy+7duG4Qbw162xuOGtkxt9/bE1PegwbzO0/vItt3Zw1KHe9uCHn55lShnOXwMnC/aisLLYIIajQbuKihVT7SeGoKDc05SKTNXOmszAnDX+x6JbarQF85zvfAWBov6488K2TmXbS4QBUuu3xvv95pxrSF05o/zp3IlK6NCGjk/LPxQllmNHyqw6HeOZfT+NnF54Q2/bxnvTz61otoHZXJiVFvP6udwMfNjbGSoIEFeTNZb9K6RjlZWW5GU71PhBkkI1Lt9DF75FHHondn3Bk31g7u3DI+V375qnDeH/2eVmvJhcR8VMQ10n5e63+n7Gtr8ziHxryKsPnjBe8ZTFfyS8CLKX5TVclQUqLszo1R0P4abJxFthJcv/bdBoaGuJqCFpNfRORdqAgTuhamZtFyjnPKmS5eMHP4vSunEjzm65KgpSW8rIcFvutqWH/hRcGtpSzwFdI7n/bEv8HhqgbxQ3smeMOEyLSqSmIE7rlKIjLec2rLBYveLwCrJtxVg76TZ8+XUOkJWRvfSOvvL+TnfvTd+nI1IwDB5KK91rgHuBZkue9tcT/geGa04dzw5SjOOe4PPUVFpGSpCBO2hzE/fWaUwAoLzMt7JmlLBYveG++DThDqGNJfsN9zq3fJaVh9aY9AFx936v8c/32Nh/vvsWL4wo/gzOEmvhhACAcDjPdLeqbyZzK/t0rufaMEZSH9CdXRHJHf1GkzcOpIwc67Xxue/yt3JcZmTkTa1oODptonrPkH0L1hMNhJk+enNtzk4KwdMMOLv79sjYfp//AQ+N6nXpD8kHZNw3Ni0ghUBAnVLQxOxD2ff+tC3Ncqq+mhqeHDAucq+Spx2mBlG7Okt50pSW33X5fXOHnoCF5z6hRozQ0LyJ5pyBO2qzMN4x6z5IP2n7AhJIiZ73zNummg3tDXqcRnzV5/fXXVTJEMvat6dcAzYWfg4bkPevXr++gsxIRSU1BnBSeLFalek3Hg95sL7zwwlyelZSw2tpadr35AhBcvBcgFApR63b9OHjwYAefoYhIMgVxndi1pw/P2Wq5s0YNiPt67rPrufOFVnZwyGBVqjdvyWs6HmTt2rVxtbpEUrnuuuta3CcSiTBjRqoBVhGRjqcgrhO74ayRzL10bE6ONX5on7iv/+tvb3Pb42+17mDuqtTGFIFcE7CfzIqvqrivJAnoALLgwQdjHT6822sB37pw4cIOPVURkXQUxElONKVYlRpt7WrVmTOJpChz34CzAjWT4qtazCBJMhiurwOCXjnqpysihURBnOTEl8Y4rbt6VJVzsCES2763viluv42fHGDoTY/zwMsb0x+wpoaXRoxIWpXqNSBfRfK8pVGjRqn/qbQsg+H6xB6pXl04vZ5EpJAoiJOcGNCjis9/qoZ+3Sr5cOeB2PY9BxskIu0+AAANsklEQVRj95siUSb9ZDEAMx5eBcCjr29mzeY9gce8esvWpAr66RqQr1mzRnPgOjHrZm7Xbd3L7Cffjn2dpKYG27Vr2mN1wVng4A2pqkSNiBQiBXGSM5XlITZs38+KjTtj2/bUNQdx0++Ln2V0/7KNXPfACs6d80Lg8bZ17xNXQd/LwqWaA1dRUaE5cJ3YzgPOa+2zP3+e3z63nh0p2nHtOtDAgn5HJ31ASBIOM8bXlUFZOBEpNAriJGceeu0jAPzT4J5c1ZwZe3pNfPh1819WpTzW/vommvqPZFZZKPZmmy4LB8qWdHY79tfHDdM3RoLDtCXrP+GmxnoigY/6hELO0KuISIFSECc5M3X0oUDzUCnArxeva1WD8jXrPmD/6mfYEo3EKuh7Wbjq6upYvS7NgRPPaxt3xb326hqDw7QFL6zivQ3L+SOkzsaFw07f3oFqWC8ihUtBnOTMF0cfFrh9X30Tj72xOeX3HdarOmnbL3/6n1gbBZor6HtZuEgkomFTSfLvD74R93VdU3AQ9+qffg44XT5SZuOUhRORIqAgTnKmsjz45XT/yxu59v7UGbIte+poaHICtg3b9nHu7Ee5/4/3QsRZ2ZpYQb+hoYF58+ZpEYOk5V8l7amtreWNF54CnNdVUDauDtj+hS8oCyciBU9BnORMZUUocPuOffHDqYldIiJRS+1up43RT59eywv/+9tYFi4VZeOke2V52scPBgynJnZmCMrGRYHPL1vWtpMTEekACuIkZ6oqgl9OjZH4gGz80D48df2kuG1765ysWyRqqd+8NpaFS0WLGOTC8ekL73qvKb/EjgteNs57hXoroJd98IEyvSJS8BTESc5UJWTiHrp6AgAHfMNac6aN4esThtCvW3zFfK8Uyf76CIdePochNz7GkBsfC1y8oEUMAnDLucdwRL/U9d6+fe+rnPzjZ9i+r755ozFJ+80AvD38K6CV6RWRQqcgTnImMYgbO6QP/btXUu+bYH7+CYdSHiqjb7dKfvCFY7nrsnEAfHv+qwCxuXEAQ/p26YCzlmJVVmboXpV+SHXLnjoeWbEp9vXh//owQ258jMOumU9VVZWzDyStgAY071JECp6COMmZqoCFDdv21rN47TYArjh1WNxjl58yjGNqegBOe67bHltDTa+q2OPP/dvp7Xi2Ugq6hNMHcdDcNaS+KRL7kLD7pQeIRps/MCSugAbNuxSRwqcgTnIm1cIGz1EDuydtG9ijOWi788X3+OvK1KVIRBJ1rUx+za259Sz6dm0ervdel7sONHcPqd+8loaG5gU3iSugQfMuRaTwKYiTnAnKxPn1CBj6KitLnqMEMH5o75yck5S2oExcl3A5n/gKTIdDzuvyyVW1sW1X/mJB2vmWmncpIsVAQZzkTHmo+eU08ci+SY+PGJCciQO47YvHxX198hF9WHDVxNyenJSkyyYObXGfny96B4AfLlwT25aqMLWISDFRECftYt7l45O2VZQFv9wuGDco7uulG3a0yzlJ6Rk7pDfvzz4v7T4HGyPsPtgYt+30ow9pz9MSEekQCuKkXVSWO/OQThjUM7atPBQ8dOrt62mpiKtIKv27VyZtO31k/7gVqpdNGEIoxTC+iEgxURAn7eqhq5uHRcvTvHEuvuE0Hr/uVCC40r5IJv7+3clxX580tA+7Dzbyxke7Y9u+NmFIR5+WiEi7UBAn7co/T85/P9Gwfl0Zfkg3AE4a1qfdz0tKU88uFQBMPqo/AH26htl9sJEKXxZ4+CHBczNFRIqNxq0kpyrLyxgZUEoEaHEIq7I8xMJrT2VoPxX5lbb57aVj2bKnjt89t549dU386ZUP831KIiI5pyBOcurtWWdjAlobQfrhVM/xvjl0Iq1VHQ4xrF9XelZXJC1qEBEpFRpOlZwKCuCOdbsyaDK5dLQe1RVxrdzmTBuTx7MREcktZeKk3f3xik/zxke7knqrirQ3fwAHcEpA/UIRkWKlTJy0uz5dw5w2UnW5pOMlZn/1QUJESomCOBEpWb3d1aqerqpBKCIlRH/RRKTo3XLuMWzYvj9pu7+36lfHDe7IUxIRaXcK4kSk6H1r0hGB2888pnkYf2i/rh11OiIiHSJvw6nGmPeNMauMMSuNMcvdbX2MMYuMMe+6//Z2txtjzBxjzDpjzBvGmBN9x7nM3f9dY8xl+Xo+IlJ4enUJM7BHFUBcwV8RkVKQ7zlxp1trR1trx7lf3wQ8Y60dATzjfg1wDjDCvV0JzAUn6AN+AHwaOAn4gRf4iYgAhMudP3MVaTqGiIgUo0L7qzYVuMe9fw/wRd/2+daxFOhljKkBzgIWWWt3WGt3AouAszv6pEWkcG3ccQBQECcipSeff9Us8LQx5lVjzJXutgHW2lr3/hZggHv/MMDfN+cjd1uq7XGMMVcaY5YbY5Zv27Ytl89BRIpEuYZTRaTE5HNhw6nW2k3GmEOARcaYt/0PWmutMcbm4gdZa+8A7gAYN25cTo4pIsUlrEyciJSYvP1Vs9Zucv/dCvwFZ07bx+4wKe6/W93dNwH++gCD3G2ptouIAM1z4pSJE5FSk5cgzhjT1RjT3bsPTAFWA48C3grTy4C/uvcfBb7urlI9GdjtDrs+BUwxxvR2FzRMcbeJiADQp0sYgE/2NeT5TEREcitfmbgBwIvGmNeBl4HHrbV/A2YDnzPGvAt81v0a4AlgA7AO+D0wHcBauwOYBbzi3m51t4mIADDj3KMBOKR7ZZ7PREQkt4y1nWuK2Lhx4+zy5cvzfRoi0oE++GQ/h/fpgjEaUhWR4mKMedVXii2OOjaISMkb0lfdGkSk9Gi5loiIiEgRUhAnIiIiUoQUxImIiIgUIQVxIiIiIkVIQZyIiIhIEVIQJyIiIlKEFMSJiIiIFCEFcSIiIiJFSEGciIiISBFSECciIiJShBTEiYiIiBQhBXEiIiIiRUhBnIiIiEgRUhAnIiIiUoQUxImIiIgUIWOtzfc5dChjzDbgg3b+Mf2A7e38MyRzuh6FRdejsOh6FBZdj8JSCNdjiLW2f9ADnS6I6wjGmOXW2nH5Pg9x6HoUFl2PwqLrUVh0PQpLoV8PDaeKiIiIFCEFcSIiIiJFSEFc+7gj3ycgcXQ9CouuR2HR9Sgsuh6FpaCvh+bEiYiIiBQhZeJEREREipCCOBEREZEipCAuA8aYwcaYxcaYNcaYN40x33G39zHGLDLGvOv+29vdbowxc4wx64wxbxhjTvQd6zJ3/3eNMZfl6zkVs1xeD/fxHsaYj4wxv87H8yl2Of79+G/3GG+5+5h8Pa9i1YrrcbQxZokxpt4Yc0NLx5Hs5Op6uI/1MsY8aIx52/0dmZCP51TMWnE9LnH/Tq0yxvzTGHOC71hnG2PWun/LbsrLE7LW6tbCDagBTnTvdwfeAY4F/hu4yd1+E/Bf7v1zgScBA5wMLHO39wE2uP/2du/3zvfzK7Zbrq6H73i/BO4Hfp3v51aMtxz+fkwEXgJC7m0JcFq+n1+x3VpxPQ4BxgM/Am5o6Tj5fn7FdsvV9XAfuwe4wr0fBnrl+/kV260V12Oi9z4NnOP7exUC1gNHuNfi9Xz8figTlwFrba219jX3/l7gLeAwYCrOLxXuv190708F5lvHUqCXMaYGOAtYZK3dYa3dCSwCzu7Ap1IScng9MMaMBQYAT3fgUygpObweFqjC+YNYCVQAH3fYEykR2V4Pa+1Wa+0rQGOGx5Es5Op6GGN6ApOAu9z9Gqy1uzrkSZSQVlyPf7rv1wBLgUHu/ZOAddbaDdbaBuBP7jE6lIK4LBljhgJjgGXAAGttrfvQFpxgAJwXxIe+b/vI3ZZqu7RSW66HMaYM+BkQN2QhrdeW62GtXQIsBmrd21PW2rc64LRLVobXI9vjSCu18XoMA7YB84wxK4wxdxpjurbXuXYGrbge/4IzigAF8n6uIC4LxphuwEPA9dbaPf7HrJNfVb2WDpSD6zEdeMJa+1E7nWKn0tbrYYwZDhyD80n3MOAMY8xn2ul0S16u/l6lO45kLgfXoxw4EZhrrR0D7McZ9pNWyPZ6GGNOxwnibuywk8yAgrgMGWMqcC74fdbah93NH/uG5WqAre72TcBg37cPcrel2i5ZytH1mABca4x5H/gp8HVjzOwOOP2Sk6Pr8SVgqbV2n7V2H84nXk3cboUsr0e2x5Es5eh6fAR8ZK31sqEP4gR1kqVsr4cx5lPAncBUa+0n7uaCeD9XEJcBd4XcXcBb1tqf+x56FPBWmF4G/NW3/evuKryTgd1umvYpYIoxpre78mWKu02ykKvrYa29xFp7uLV2KM6Q6nxrrT7ZZimHvx8bgcnGmHL3j+xknPkqkoVWXI9sjyNZyNX1sNZuAT40xox0N50JrMnx6Za8bK+HMeZw4GHga9bad3z7vwKMMMYMM8aEgYvcY3Ss9l45UQo34FSc1OobwEr3di7QF3gGeBf4O9DH3d8Av8FZubIKGOc71jeBde7t8nw/t2K85fJ6+I75DbQ6Na/XA2e11+9wArc1wM/z/dyK8daK6zEQJ8uzB9jl3u+R6jj5fn7FdsvV9XAfGw0sd4/1CKpu0BHX405gp2/f5b5jnYuzunU9cEs+no/abomIiIgUIQ2nioiIiBQhBXEiIiIiRUhBnIiIiEgRUhAnIiIiUoQUxImIiIgUIQVxIiIiIkVIQZyIiIhIEfr/8pFpfqjzX7EAAAAASUVORK5CYII=\n", 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\n", "text/plain": [ "
" ] @@ -910,8 +904,8 @@ " \n", " \n", " annual_return_rate\n", - " 3.36\n", - " 3.24\n", + " 3.34\n", + " 3.95\n", " \n", " \n", " max_closed_out_drawdown\n", @@ -920,8 +914,8 @@ " \n", " \n", " drawdown_annualized_return\n", - " -9.17\n", - " -17.28\n", + " -9.23\n", + " -14.13\n", " \n", " \n", " drawdown_recovery\n", @@ -941,17 +935,17 @@ " \n", " sharpe_ratio\n", " 0.43\n", - " 0.26\n", + " 0.30\n", " \n", " \n", " sortino_ratio\n", " 0.24\n", - " 0.33\n", + " 0.37\n", " \n", " \n", " monthly_std\n", - " 1.80\n", - " 4.64\n", + " 1.79\n", + " 4.67\n", " \n", " \n", "\n", @@ -959,15 +953,15 @@ ], "text/plain": [ " strategy benchmark\n", - "annual_return_rate 3.36 3.24\n", + "annual_return_rate 3.34 3.95\n", "max_closed_out_drawdown -30.83 -55.89\n", - "drawdown_annualized_return -9.17 -17.28\n", + "drawdown_annualized_return -9.23 -14.13\n", "drawdown_recovery -1.53 -1.42\n", "best_month 16.91 22.91\n", "worst_month -29.36 -31.24\n", - "sharpe_ratio 0.43 0.26\n", - "sortino_ratio 0.24 0.33\n", - "monthly_std 1.80 4.64" + "sharpe_ratio 0.43 0.30\n", + "sortino_ratio 0.24 0.37\n", + "monthly_std 1.79 4.67" ] }, "execution_count": 15, @@ -976,7 +970,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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" ] diff --git a/examples/scaling-in/strategy.py b/examples/scaling-in/strategy.py index 487ea0a..d729983 100644 --- a/examples/scaling-in/strategy.py +++ b/examples/scaling-in/strategy.py @@ -3,12 +3,6 @@ --------- """ -# use future imports for python 3.x forward compatibility -from __future__ import print_function -from __future__ import unicode_literals -from __future__ import division -from __future__ import absolute_import - # other imports import pandas as pd import matplotlib.pyplot as plt @@ -20,6 +14,7 @@ pf.DEBUG = False + class Strategy(): def __init__(self, symbol, capital, start, end, use_adj=False, @@ -40,29 +35,24 @@ def _algo(self): If it falls further, buy some more, etc... 3. If the SPY closes at a X-day high, sell your entire long position. """ - self._tlog.cash = self._capital + self._tlog.initialize(self._capital) stop_loss = 0 for i, row in enumerate(self._ts.itertuples()): date = row.Index.to_pydatetime() - high = row.high - low = row.low - close = row.close - sma200 = row.sma200 - period_high = row.period_high - period_low = row.period_low - end_flag = True if (i == len(self._ts) - 1) else False + high = row.high; low = row.low; close = row.close; + end_flag = pf.is_last_row(self._ts, i) shares = 0 # buy if (self._tlog.num_open_trades() < self._max_positions - and close > sma200 - and close == period_low + and close > row.sma200 + and close == row.period_low and not end_flag): # calc number of shares - cash = self._tlog.cash / (self._max_positions - self._tlog.num_open_trades()) + cash = self._tlog._cash / (self._max_positions - self._tlog.num_open_trades()) shares = self._tlog.calc_shares(price=close, cash=cash) # enter buy in trade log self._tlog.enter_trade(date, close, shares) @@ -71,7 +61,7 @@ def _algo(self): # sell elif (self._tlog.num_open_trades() > 0 - and (close == period_high + and (close == row.period_high or low < stop_loss or end_flag)): @@ -86,8 +76,7 @@ def _algo(self): date, -shares, self._symbol, close)) # record daily balance - self._dbal.append(date, high, low, close, - self._tlog.shares, self._tlog.cash) + self._dbal.append(date, high, low, close, self._tlog.shares) def run(self): self._ts = pf.fetch_timeseries(self._symbol) diff --git a/examples/scaling-out/optimize.ipynb b/examples/scaling-out/optimize.ipynb index c8b4ee4..439f977 100644 --- a/examples/scaling-out/optimize.ipynb +++ b/examples/scaling-out/optimize.ipynb @@ -26,12 +26,6 @@ }, "outputs": [], "source": [ - "# use future imports for python 3.x forward compatibility\n", - "from __future__ import print_function\n", - "from __future__ import unicode_literals\n", - "from __future__ import division\n", - "from __future__ import absolute_import\n", - "\n", "# other imports\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", @@ -236,15 +230,15 @@ " \n", " \n", " annual_return_rate\n", - " 8.25\n", - " 6.54\n", - " 6.29\n", - " 6.74\n", - " 6.90\n", - " 7.15\n", - " 7.23\n", - " 7.10\n", - " 6.85\n", + " 8.47\n", + " 6.80\n", + " 6.57\n", + " 7.11\n", + " 7.35\n", + " 7.53\n", + " 7.57\n", + " 7.40\n", + " 7.13\n", " \n", " \n", " max_closed_out_drawdown\n", @@ -260,15 +254,15 @@ " \n", " \n", " drawdown_annualized_return\n", - " -4.40\n", - " -5.54\n", - " -6.12\n", - " -6.24\n", - " -6.30\n", - " -6.34\n", - " -6.42\n", - " -6.73\n", - " -7.11\n", + " -4.29\n", + " -5.33\n", + " -5.86\n", + " -5.91\n", + " -5.91\n", + " -6.02\n", + " -6.14\n", + " -6.46\n", + " -6.83\n", " \n", " \n", " drawdown_recovery\n", @@ -308,99 +302,99 @@ " \n", " \n", " sharpe_ratio\n", - " 0.48\n", - " 0.40\n", - " 0.39\n", - " 0.40\n", - " 0.40\n", + " 0.49\n", " 0.41\n", + " 0.40\n", + " 0.42\n", + " 0.42\n", + " 0.43\n", + " 0.42\n", " 0.41\n", " 0.40\n", - " 0.39\n", " \n", " \n", " sortino_ratio\n", - " 0.30\n", + " 0.31\n", " 0.29\n", - " 0.30\n", - " 0.33\n", - " 0.35\n", + " 0.31\n", + " 0.34\n", " 0.37\n", - " 0.38\n", - " 0.39\n", " 0.39\n", + " 0.40\n", + " 0.40\n", + " 0.40\n", " \n", " \n", " monthly_std\n", - " 4.17\n", - " 4.36\n", - " 4.66\n", - " 4.96\n", - " 5.16\n", - " 5.36\n", - " 5.53\n", - " 5.67\n", - " 5.77\n", + " 4.19\n", + " 4.39\n", + " 4.70\n", + " 5.03\n", + " 5.25\n", + " 5.48\n", + " 5.68\n", + " 5.85\n", + " 5.97\n", " \n", " \n", " pct_time_in_market\n", - " 22.04\n", - " 29.54\n", - " 35.32\n", - " 40.37\n", - " 45.12\n", - " 48.26\n", - " 51.10\n", - " 54.22\n", - " 55.49\n", + " 22.24\n", + " 29.73\n", + " 35.60\n", + " 40.64\n", + " 45.40\n", + " 48.64\n", + " 51.45\n", + " 54.51\n", + " 55.86\n", " \n", " \n", " total_num_trades\n", - " 89.00\n", - " 178.00\n", - " 251.00\n", - " 304.00\n", - " 347.00\n", - " 386.00\n", - " 419.00\n", - " 445.00\n", - " 460.00\n", + " 91.00\n", + " 181.00\n", + " 255.00\n", + " 309.00\n", + " 353.00\n", + " 393.00\n", + " 426.00\n", + " 452.00\n", + " 468.00\n", " \n", " \n", " pct_profitable_trades\n", - " 69.66\n", - " 66.29\n", - " 64.14\n", - " 63.16\n", - " 63.98\n", - " 62.95\n", - " 63.01\n", - " 62.92\n", - " 61.74\n", + " 69.23\n", + " 66.30\n", + " 64.31\n", + " 63.43\n", + " 64.31\n", + " 63.36\n", + " 63.38\n", + " 63.27\n", + " 62.18\n", " \n", " \n", " avg_points\n", " 0.51\n", + " 0.41\n", " 0.39\n", - " 0.36\n", - " 0.40\n", - " 0.54\n", + " 0.43\n", " 0.58\n", - " 0.67\n", - " 0.71\n", - " 0.74\n", + " 0.61\n", + " 0.70\n", + " 0.73\n", + " 0.77\n", " \n", " \n", " pct_profitable_trades\n", - " 69.66\n", - " 66.29\n", - " 64.14\n", - " 63.16\n", - " 63.98\n", - " 62.95\n", - " 63.01\n", - " 62.92\n", - " 61.74\n", + " 69.23\n", + " 66.30\n", + " 64.31\n", + " 63.43\n", + " 64.31\n", + " 63.36\n", + " 63.38\n", + " 63.27\n", + " 62.18\n", " \n", " \n", "\n", @@ -408,36 +402,36 @@ ], "text/plain": [ " 1 2 3 4 5 6 7 \\\n", - "annual_return_rate 8.25 6.54 6.29 6.74 6.90 7.15 7.23 \n", + "annual_return_rate 8.47 6.80 6.57 7.11 7.35 7.53 7.57 \n", "max_closed_out_drawdown -36.28 -36.26 -38.53 -42.06 -43.47 -45.30 -46.42 \n", - "drawdown_annualized_return -4.40 -5.54 -6.12 -6.24 -6.30 -6.34 -6.42 \n", + "drawdown_annualized_return -4.29 -5.33 -5.86 -5.91 -5.91 -6.02 -6.14 \n", "drawdown_recovery -0.02 -0.02 -3.52 -3.52 -3.52 -3.52 -3.13 \n", "best_month 38.47 38.51 43.15 47.85 50.70 52.57 53.94 \n", "worst_month -30.33 -30.07 -30.09 -29.54 -29.04 -29.84 -30.42 \n", - "sharpe_ratio 0.48 0.40 0.39 0.40 0.40 0.41 0.41 \n", - "sortino_ratio 0.30 0.29 0.30 0.33 0.35 0.37 0.38 \n", - "monthly_std 4.17 4.36 4.66 4.96 5.16 5.36 5.53 \n", - "pct_time_in_market 22.04 29.54 35.32 40.37 45.12 48.26 51.10 \n", - "total_num_trades 89.00 178.00 251.00 304.00 347.00 386.00 419.00 \n", - "pct_profitable_trades 69.66 66.29 64.14 63.16 63.98 62.95 63.01 \n", - "avg_points 0.51 0.39 0.36 0.40 0.54 0.58 0.67 \n", - "pct_profitable_trades 69.66 66.29 64.14 63.16 63.98 62.95 63.01 \n", + "sharpe_ratio 0.49 0.41 0.40 0.42 0.42 0.43 0.42 \n", + "sortino_ratio 0.31 0.29 0.31 0.34 0.37 0.39 0.40 \n", + "monthly_std 4.19 4.39 4.70 5.03 5.25 5.48 5.68 \n", + "pct_time_in_market 22.24 29.73 35.60 40.64 45.40 48.64 51.45 \n", + "total_num_trades 91.00 181.00 255.00 309.00 353.00 393.00 426.00 \n", + "pct_profitable_trades 69.23 66.30 64.31 63.43 64.31 63.36 63.38 \n", + "avg_points 0.51 0.41 0.39 0.43 0.58 0.61 0.70 \n", + "pct_profitable_trades 69.23 66.30 64.31 63.43 64.31 63.36 63.38 \n", "\n", " 8 9 \n", - "annual_return_rate 7.10 6.85 \n", + "annual_return_rate 7.40 7.13 \n", "max_closed_out_drawdown -47.79 -48.71 \n", - "drawdown_annualized_return -6.73 -7.11 \n", + "drawdown_annualized_return -6.46 -6.83 \n", "drawdown_recovery -3.13 -3.13 \n", "best_month 54.88 55.69 \n", "worst_month -30.83 -31.17 \n", - "sharpe_ratio 0.40 0.39 \n", - "sortino_ratio 0.39 0.39 \n", - "monthly_std 5.67 5.77 \n", - "pct_time_in_market 54.22 55.49 \n", - "total_num_trades 445.00 460.00 \n", - "pct_profitable_trades 62.92 61.74 \n", - "avg_points 0.71 0.74 \n", - "pct_profitable_trades 62.92 61.74 " + "sharpe_ratio 0.41 0.40 \n", + "sortino_ratio 0.40 0.40 \n", + "monthly_std 5.85 5.97 \n", + "pct_time_in_market 54.51 55.86 \n", + "total_num_trades 452.00 468.00 \n", + "pct_profitable_trades 63.27 62.18 \n", + "avg_points 0.73 0.77 \n", + "pct_profitable_trades 63.27 62.18 " ] }, "execution_count": 7, @@ -484,7 +478,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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" ] @@ -547,7 +541,7 @@ "output_type": "stream", "text": [ "2007-03-08 00:00:00 BUY 260 GDX @ 38.35\n", - "2020-04-24 00:00:00 SELL 260 GDX @ 33.93\n" + "2020-06-08 00:00:00 SELL 260 GDX @ 32.78\n" ] } ], @@ -578,7 +572,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] diff --git a/examples/scaling-out/strategy.ipynb b/examples/scaling-out/strategy.ipynb index 7c9a3d0..098a898 100644 --- a/examples/scaling-out/strategy.ipynb +++ b/examples/scaling-out/strategy.ipynb @@ -26,12 +26,6 @@ }, "outputs": [], "source": [ - "# use future imports for python 3.x forward compatibility\n", - "from __future__ import print_function\n", - "from __future__ import unicode_literals\n", - "from __future__ import division\n", - "from __future__ import absolute_import\n", - "\n", "# other imports\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", @@ -235,42 +229,6 @@ " \n", " \n", " \n", - " 168\n", - " 2019-12-09\n", - " 26.92\n", - " 2019-12-23\n", - " 27.77\n", - " 0.85\n", - " 342.55\n", - " 403\n", - " 12361.46\n", - " \n", - " \n", - " \n", - " 169\n", - " 2019-12-20\n", - " 27.13\n", - " 2019-12-23\n", - " 27.77\n", - " 0.64\n", - " 2.56\n", - " 4\n", - " 12364.02\n", - " \n", - " \n", - " \n", - " 170\n", - " 2019-12-20\n", - " 27.13\n", - " 2019-12-24\n", - " 28.66\n", - " 1.53\n", - " 622.71\n", - " 407\n", - " 12986.73\n", - " \n", - " \n", - " \n", " 171\n", " 2020-01-08\n", " 28.35\n", @@ -354,15 +312,48 @@ " 12974.14\n", " \n", " \n", + " \n", + " 178\n", + " 2020-04-30\n", + " 32.26\n", + " 2020-05-05\n", + " 34.79\n", + " 2.53\n", + " 900.68\n", + " 356\n", + " 13874.82\n", + " \n", + " \n", + " \n", + " 179\n", + " 2020-04-30\n", + " 32.26\n", + " 2020-05-07\n", + " 35.03\n", + " 2.77\n", + " 986.12\n", + " 356\n", + " 14860.94\n", + " \n", + " \n", + " \n", + " 180\n", + " 2020-05-26\n", + " 34.08\n", + " 2020-06-08\n", + " 32.78\n", + " -1.30\n", + " -947.70\n", + " 729\n", + " 13913.24\n", + " \n", + " \n", " \n", "\n", "" ], "text/plain": [ " entry_date entry_price exit_date exit_price pl_points pl_cash qty \\\n", - "168 2019-12-09 26.92 2019-12-23 27.77 0.85 342.55 403 \n", - "169 2019-12-20 27.13 2019-12-23 27.77 0.64 2.56 4 \n", - "170 2019-12-20 27.13 2019-12-24 28.66 1.53 622.71 407 \n", "171 2020-01-08 28.35 2020-01-21 28.95 0.60 243.00 405 \n", "172 2020-01-08 28.35 2020-01-24 29.22 0.87 352.35 405 \n", "173 2020-01-28 28.31 2020-02-18 29.23 0.92 382.72 416 \n", @@ -370,18 +361,21 @@ "175 2020-02-04 28.05 2020-02-19 29.75 1.70 1.70 1 \n", "176 2020-02-27 28.15 2020-03-25 26.31 -1.84 -802.24 436 \n", "177 2020-02-27 28.15 2020-04-06 26.34 -1.81 -789.16 436 \n", + "178 2020-04-30 32.26 2020-05-05 34.79 2.53 900.68 356 \n", + "179 2020-04-30 32.26 2020-05-07 35.03 2.77 986.12 356 \n", + "180 2020-05-26 34.08 2020-06-08 32.78 -1.30 -947.70 729 \n", "\n", " cumul_total symbol \n", - "168 12361.46 \n", - "169 12364.02 \n", - "170 12986.73 \n", "171 13229.73 \n", "172 13582.08 \n", "173 13964.80 \n", "174 14563.84 \n", "175 14565.54 \n", "176 13763.30 \n", - "177 12974.14 " + "177 12974.14 \n", + "178 13874.82 \n", + "179 14860.94 \n", + "180 13913.24 " ] }, "execution_count": 8, @@ -443,49 +437,49 @@ " \n", " \n", " \n", - " 2020-04-20\n", - " 22974.14\n", - " 22974.14\n", - " 22974.14\n", - " 0\n", - " 22974.14\n", + " 2020-06-02\n", + " 25954.44\n", + " 24758.88\n", + " 24868.23\n", + " 729\n", + " 16.62\n", " -\n", " \n", " \n", - " 2020-04-21\n", - " 22974.14\n", - " 22974.14\n", - " 22974.14\n", - " 0\n", - " 22974.14\n", + " 2020-06-03\n", + " 24503.73\n", + " 23658.09\n", + " 23949.69\n", + " 729\n", + " 16.62\n", " -\n", " \n", " \n", - " 2020-04-22\n", - " 22974.14\n", - " 22974.14\n", - " 22974.14\n", - " 0\n", - " 22974.14\n", + " 2020-06-04\n", + " 24496.44\n", + " 23956.98\n", + " 24153.81\n", + " 729\n", + " 16.62\n", " -\n", " \n", " \n", - " 2020-04-23\n", - " 22974.14\n", - " 22974.14\n", - " 22974.14\n", - " 0\n", - " 22974.14\n", + " 2020-06-05\n", + " 23679.96\n", + " 22776.00\n", + " 23679.96\n", + " 729\n", + " 16.62\n", " -\n", " \n", " \n", - " 2020-04-24\n", - " 22974.14\n", - " 22974.14\n", - " 22974.14\n", + " 2020-06-08\n", + " 23913.24\n", + " 23913.24\n", + " 23913.24\n", " 0\n", - " 22974.14\n", - " -\n", + " 23913.24\n", + " X\n", " \n", " \n", "\n", @@ -494,11 +488,11 @@ "text/plain": [ " high low close shares cash state\n", "date \n", - "2020-04-20 22974.14 22974.14 22974.14 0 22974.14 -\n", - "2020-04-21 22974.14 22974.14 22974.14 0 22974.14 -\n", - "2020-04-22 22974.14 22974.14 22974.14 0 22974.14 -\n", - "2020-04-23 22974.14 22974.14 22974.14 0 22974.14 -\n", - "2020-04-24 22974.14 22974.14 22974.14 0 22974.14 -" + "2020-06-02 25954.44 24758.88 24868.23 729 16.62 -\n", + "2020-06-03 24503.73 23658.09 23949.69 729 16.62 -\n", + "2020-06-04 24496.44 23956.98 24153.81 729 16.62 -\n", + "2020-06-05 23679.96 22776.00 23679.96 729 16.62 -\n", + "2020-06-08 23913.24 23913.24 23913.24 0 23913.24 X" ] }, "execution_count": 9, @@ -531,79 +525,79 @@ "name": "stdout", "output_type": "stream", "text": [ - "start 2007-03-08\n", - "end 2020-04-24\n", - "beginning_balance 10000\n", - "ending_balance 22974.14\n", - "total_net_profit 12974.14\n", - "gross_profit 35419.48\n", - "gross_loss -22445.34\n", - "profit_factor 1.58\n", - "return_on_initial_capital 129.74\n", - "annual_return_rate 6.54\n", - "trading_period 13 years 1 months 16 days\n", - "pct_time_in_market 29.54\n", - "total_num_trades 178\n", - "trades_per_year 13.56\n", - "num_winning_trades 118\n", - "num_losing_trades 59\n", - "num_even_trades 1\n", - "pct_profitable_trades 66.29\n", - "avg_profit_per_trade 72.89\n", - "avg_profit_per_winning_trade 300.17\n", - "avg_loss_per_losing_trade -380.43\n", - "ratio_avg_profit_win_loss 0.79\n", - "largest_profit_winning_trade 1060.66\n", - "largest_loss_losing_trade -2140.32\n", - "num_winning_points 178.58\n", - "num_losing_points -109.09\n", - "total_net_points 69.49\n", - "avg_points 0.39\n", - "largest_points_winning_trade 5.86\n", - "largest_points_losing_trade -6.90\n", - "avg_pct_gain_per_trade 1.17\n", - "largest_pct_winning_trade 15.11\n", - "largest_pct_losing_trade -25.08\n", - "max_consecutive_winning_trades 17\n", - "max_consecutive_losing_trades 5\n", - "avg_bars_winning_trades 8.28\n", - "avg_bars_losing_trades 18.05\n", - "max_closed_out_drawdown -36.26\n", - "max_closed_out_drawdown_start_date 2020-03-05\n", - "max_closed_out_drawdown_end_date 2020-03-13\n", - "max_closed_out_drawdown_recovery_date Not Recovered Yet\n", - "drawdown_recovery -0.02\n", - "drawdown_annualized_return -5.54\n", - "max_intra_day_drawdown -46.74\n", - "avg_yearly_closed_out_drawdown -12.75\n", - "max_yearly_closed_out_drawdown -36.26\n", - "avg_monthly_closed_out_drawdown -2.87\n", - "max_monthly_closed_out_drawdown -36.26\n", - "avg_weekly_closed_out_drawdown -0.98\n", - "max_weekly_closed_out_drawdown -35.37\n", - "avg_yearly_closed_out_runup 19.75\n", - "max_yearly_closed_out_runup 57.35\n", - "avg_monthly_closed_out_runup 3.42\n", - "max_monthly_closed_out_runup 38.51\n", - "avg_weekly_closed_out_runup 1.18\n", - "max_weekly_closed_out_runup 34.17\n", - "pct_profitable_years 53.52\n", - "best_year 57.35\n", - "worst_year -21.20\n", - "avg_year 6.78\n", - "annual_std 15.56\n", - "pct_profitable_months 31.67\n", - "best_month 38.51\n", - "worst_month -30.07\n", - "avg_month 0.59\n", - "monthly_std 4.36\n", - "pct_profitable_weeks 21.99\n", - "best_week 33.65\n", - "worst_week -35.37\n", - "avg_week 0.16\n", - "weekly_std 2.69\n", - "sharpe_ratio 0.40\n", - "sortino_ratio 0.29\n", + "start 2007-03-08\n", + "end 2020-06-08\n", + "beginning_balance 10000\n", + "ending_balance 23913.24\n", + "total_net_profit 13913.24\n", + "gross_profit 37306.28\n", + "gross_loss -23393.04\n", + "profit_factor 1.59\n", + "return_on_initial_capital 139.13\n", + "annual_return_rate 6.80\n", + "trading_period 13 years 3 months 0 days\n", + "pct_time_in_market 29.73\n", + "total_num_trades 181\n", + "trades_per_year 13.66\n", + "num_winning_trades 120\n", + "num_losing_trades 60\n", + "num_even_trades 1\n", + "pct_profitable_trades 66.30\n", + "avg_profit_per_trade 76.87\n", + "avg_profit_per_winning_trade 310.89\n", + "avg_loss_per_losing_trade -389.88\n", + "ratio_avg_profit_win_loss 0.80\n", + "largest_profit_winning_trade 1060.66\n", + "largest_loss_losing_trade -2140.32\n", + "num_winning_points 183.88\n", + "num_losing_points -110.39\n", + "total_net_points 73.49\n", + "avg_points 0.41\n", + "largest_points_winning_trade 5.86\n", + "largest_points_losing_trade -6.90\n", + "avg_pct_gain_per_trade 1.22\n", + "largest_pct_winning_trade 15.11\n", + "largest_pct_losing_trade -25.08\n", + "max_consecutive_winning_trades 17\n", + "max_consecutive_losing_trades 5\n", + "avg_bars_winning_trades 8.22\n", + "avg_bars_losing_trades 17.92\n", + "max_closed_out_drawdown -36.26\n", + "max_closed_out_drawdown_start_date 2020-03-05\n", + "max_closed_out_drawdown_end_date 2020-03-13\n", + "max_closed_out_drawdown_recovery_date Not Recovered Yet\n", + "drawdown_recovery -0.02\n", + "drawdown_annualized_return -5.33\n", + "max_intra_day_drawdown -46.74\n", + "avg_yearly_closed_out_drawdown -12.96\n", + "max_yearly_closed_out_drawdown -36.26\n", + "avg_monthly_closed_out_drawdown -2.87\n", + "max_monthly_closed_out_drawdown -36.26\n", + "avg_weekly_closed_out_drawdown -0.98\n", + "max_weekly_closed_out_drawdown -35.37\n", + "avg_yearly_closed_out_runup 20.03\n", + "max_yearly_closed_out_runup 57.35\n", + "avg_monthly_closed_out_runup 3.46\n", + "max_monthly_closed_out_runup 38.51\n", + "avg_weekly_closed_out_runup 1.19\n", + "max_weekly_closed_out_runup 34.17\n", + "pct_profitable_years 53.97\n", + "best_year 57.35\n", + "worst_year -21.20\n", + "avg_year 7.07\n", + "annual_std 15.77\n", + "pct_profitable_months 32.17\n", + "best_month 38.51\n", + "worst_month -30.07\n", + "avg_month 0.64\n", + "monthly_std 4.39\n", + "pct_profitable_weeks 22.15\n", + "best_week 33.65\n", + "worst_week -35.37\n", + "avg_week 0.17\n", + "weekly_std 2.70\n", + "sharpe_ratio 0.41\n", + "sortino_ratio 0.29\n", "dtype: object\n" ] } @@ -641,7 +635,7 @@ "output_type": "stream", "text": [ "2007-03-08 00:00:00 BUY 260 GDX @ 38.35\n", - "2020-04-24 00:00:00 SELL 260 GDX @ 33.93\n" + "2020-06-08 00:00:00 SELL 260 GDX @ 32.78\n" ] } ], @@ -671,7 +665,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", 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" ] @@ -765,8 +759,8 @@ " \n", " \n", " annual_return_rate\n", - " 6.54\n", - " -0.93\n", + " 6.80\n", + " -1.17\n", " \n", " \n", " max_closed_out_drawdown\n", @@ -775,8 +769,8 @@ " \n", " \n", " drawdown_annualized_return\n", - " -5.54\n", - " 87.69\n", + " -5.33\n", + " 69.16\n", " \n", " \n", " drawdown_recovery\n", @@ -795,7 +789,7 @@ " \n", " \n", " sharpe_ratio\n", - " 0.40\n", + " 0.41\n", " 0.19\n", " \n", " \n", @@ -805,8 +799,8 @@ " \n", " \n", " monthly_std\n", - " 4.36\n", - " 10.90\n", + " 4.39\n", + " 11.04\n", " \n", " \n", "\n", @@ -814,15 +808,15 @@ ], "text/plain": [ " strategy benchmark\n", - "annual_return_rate 6.54 -0.93\n", + "annual_return_rate 6.80 -1.17\n", "max_closed_out_drawdown -36.26 -81.15\n", - "drawdown_annualized_return -5.54 87.69\n", + "drawdown_annualized_return -5.33 69.16\n", "drawdown_recovery -0.02 -4.36\n", "best_month 38.51 67.61\n", "worst_month -30.07 -52.01\n", - "sharpe_ratio 0.40 0.19\n", + "sharpe_ratio 0.41 0.19\n", "sortino_ratio 0.29 0.28\n", - "monthly_std 4.36 10.90" + "monthly_std 4.39 11.04" ] }, "execution_count": 14, @@ -831,7 +825,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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" ] diff --git a/examples/scaling-out/strategy.py b/examples/scaling-out/strategy.py index 127036f..9217faf 100644 --- a/examples/scaling-out/strategy.py +++ b/examples/scaling-out/strategy.py @@ -3,12 +3,6 @@ --------- """ -# use future imports for python 3.x forward compatibility -from __future__ import print_function -from __future__ import unicode_literals -from __future__ import division -from __future__ import absolute_import - # other imports import pandas as pd import matplotlib.pyplot as plt @@ -20,6 +14,7 @@ pf.DEBUG = False + class Strategy(): def __init__(self, symbol, capital, start, end, use_adj=False, @@ -41,28 +36,23 @@ def _algo(self): If it sets further highs, sell some more, etc... 4. If you have free cash, use it all when fresh lows are set. """ - self._tlog.cash = self._capital + self._tlog.initialize(self._capital) stop_loss = 0 for i, row in enumerate(self._ts.itertuples()): date = row.Index.to_pydatetime() - high = row.high - low = row.low - close = row.close - sma200 = row.sma200 - period_high = row.period_high - period_low = row.period_low - end_flag = True if (i == len(self._ts) - 1) else False + high = row.high; low = row.low; close = row.close; + end_flag = pf.is_last_row(self._ts, i) shares = 0 # buy - if (close > sma200 - and close == period_low + if (close > row.sma200 + and close == row.period_low and not end_flag): # calc number of shares - shares = self._tlog.calc_shares(price=close, cash=self._tlog.cash) + shares = self._tlog.calc_shares(price=close, cash=self._tlog._cash) # if we have enough cash to buy any shares, then buy them if shares > 0: @@ -76,7 +66,7 @@ def _algo(self): # sell elif (self._tlog.num_open_trades() > 0 - and (close == period_high + and (close == row.period_high or low < stop_loss or end_flag)): @@ -97,8 +87,7 @@ def _algo(self): date, -shares, self._symbol, close)) # record daily balance - self._dbal.append(date, high, low, close, - self._tlog.shares, self._tlog.cash) + self._dbal.append(date, high, low, close, self._tlog.shares) def run(self): self._ts = pf.fetch_timeseries(self._symbol) diff --git a/examples/sell-in-may-and-go-away/strategy.ipynb b/examples/sell-in-may-and-go-away/strategy.ipynb index 8114a23..2a61fc5 100644 --- a/examples/sell-in-may-and-go-away/strategy.ipynb +++ b/examples/sell-in-may-and-go-away/strategy.ipynb @@ -13,7 +13,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 7, "metadata": { "ExecuteTime": { "end_time": "2020-02-17T03:41:59.416311Z", @@ -22,12 +22,6 @@ }, "outputs": [], "source": [ - "# use future imports for python 3.x forward compatibility\n", - "from __future__ import print_function\n", - "from __future__ import unicode_literals\n", - "from __future__ import division\n", - "from __future__ import absolute_import\n", - "\n", "# other imports\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", @@ -45,7 +39,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 8, "metadata": { "ExecuteTime": { "end_time": "2020-02-17T03:41:59.432971Z", @@ -68,7 +62,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 9, "metadata": { "ExecuteTime": { "end_time": "2020-02-17T03:41:59.444369Z", @@ -89,7 +83,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 10, "metadata": { "ExecuteTime": { "end_time": "2020-02-17T03:41:59.454422Z", @@ -115,7 +109,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 11, "metadata": { "ExecuteTime": { "end_time": "2020-02-17T03:41:59.538335Z", @@ -133,40 +127,36 @@ " self._end = end\n", "\n", " def _algo(self):\n", - " self._tlog.cash = self._capital\n", + " self._tlog.initialize(self._capital)\n", "\n", " for i, row in enumerate(self._ts.itertuples()):\n", "\n", " date = row.Index.to_pydatetime()\n", - " high = row.high\n", - " low = row.low\n", - " open_ = row.open\n", - " close = row.close\n", - " end_flag = True if (i == len(self._ts) - 1) else False\n", + " high = row.high; low = row.low; close = row.close; \n", + " end_flag = pf.is_last_row(self._ts, i)\n", " shares = 0\n", "\n", " # buy (at the open on first trading day in Nov)\n", " if (self._tlog.num_open_trades() == 0\n", " and row.month == 11 and row.first_dotm):\n", " # enter buy in trade log\n", - " shares = self._tlog.enter_trade(date, open_)\n", + " shares = self._tlog.enter_trade(date, row.open)\n", " # sell\n", " elif (self._tlog.num_open_trades() > 0\n", " and row.month == 5 and row.first_dotm\n", " or end_flag):\n", " # enter sell in trade log\n", - " shares = self._tlog.exit_trade(date, open_)\n", + " shares = self._tlog.exit_trade(date, row.open)\n", "\n", " if shares > 0:\n", " pf.DBG(\"{0} BUY {1} {2} @ {3:.2f}\".format(\n", - " date, shares, self._symbol, open_))\n", + " date, shares, self._symbol, row.open))\n", " elif shares < 0:\n", " pf.DBG(\"{0} SELL {1} {2} @ {3:.2f}\".format(\n", - " date, -shares, self._symbol, open_))\n", + " date, -shares, self._symbol, row.open))\n", "\n", " # record daily balance\n", - " self._dbal.append(date, high, low, close,\n", - " self._tlog.shares, self._tlog.cash)\n", + " self._dbal.append(date, high, low, close, self._tlog.shares)\n", "\n", " def run(self):\n", " self._ts = pf.fetch_timeseries(self._symbol)\n", @@ -203,7 +193,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 12, "metadata": { "ExecuteTime": { "end_time": "2020-02-17T03:42:00.914179Z", @@ -226,7 +216,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 13, "metadata": { "ExecuteTime": { "end_time": "2020-02-17T03:42:02.701765Z", @@ -241,7 +231,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 14, "metadata": { "ExecuteTime": { "end_time": "2020-02-17T03:42:02.745231Z", @@ -312,8 +302,8 @@ " \n", " \n", " 183\n", - " 2020-04-23\n", - " 2810.42\n", + " 2020-05-01\n", + " 2869.09\n", " 148\n", " exit\n", " \n", @@ -328,10 +318,10 @@ "180 2018-11-01 2717.58 153 entry \n", "181 2019-05-01 2952.33 153 exit \n", "182 2019-11-01 3050.72 148 entry \n", - "183 2020-04-23 2810.42 148 exit " + "183 2020-05-01 2869.09 148 exit " ] }, - "execution_count": 8, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -342,7 +332,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 15, "metadata": { "ExecuteTime": { "end_time": "2020-02-17T03:42:02.785222Z", @@ -436,12 +426,12 @@ " 91\n", " 2019-11-01\n", " 3050.72\n", - " 2020-04-23\n", - " 2810.42\n", - " -240.30\n", - " -35564.41\n", + " 2020-05-01\n", + " 2869.09\n", + " -181.63\n", + " -26881.22\n", " 148\n", - " 408857.61\n", + " 417540.80\n", " \n", " \n", " \n", @@ -454,17 +444,17 @@ "88 2016-11-01 2128.68 2017-05-01 2388.50 259.82 44429.23 171 \n", "89 2017-11-01 2583.21 2018-05-01 2642.96 59.75 9440.50 158 \n", "90 2018-11-01 2717.58 2019-05-01 2952.33 234.75 35916.75 153 \n", - "91 2019-11-01 3050.72 2020-04-23 2810.42 -240.30 -35564.41 148 \n", + "91 2019-11-01 3050.72 2020-05-01 2869.09 -181.63 -26881.22 148 \n", "\n", " cumul_total symbol \n", "87 354635.54 \n", "88 399064.77 \n", "89 408505.27 \n", "90 444422.02 \n", - "91 408857.61 " + "91 417540.80 " ] }, - "execution_count": 9, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -475,7 +465,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 16, "metadata": { "ExecuteTime": { "end_time": "2020-02-17T03:42:02.820218Z", @@ -523,49 +513,49 @@ " \n", " \n", " \n", - " 2020-04-17\n", - " 429040.02\n", - " 421885.69\n", - " 428350.35\n", - " 148\n", - " 2915.47\n", + " 2020-06-02\n", + " 427540.80\n", + " 427540.80\n", + " 427540.80\n", + " 0\n", + " 427540.80\n", " -\n", " \n", " \n", - " 2020-04-20\n", - " 427524.50\n", - " 420339.10\n", - " 420743.13\n", - " 148\n", - " 2915.47\n", + " 2020-06-03\n", + " 427540.80\n", + " 427540.80\n", + " 427540.80\n", + " 0\n", + " 427540.80\n", " -\n", " \n", " \n", - " 2020-04-21\n", - " 415175.39\n", - " 406526.28\n", - " 407926.35\n", - " 148\n", - " 2915.47\n", + " 2020-06-04\n", + " 427540.80\n", + " 427540.80\n", + " 427540.80\n", + " 0\n", + " 427540.80\n", " -\n", " \n", " \n", - " 2020-04-22\n", - " 419550.28\n", - " 413756.06\n", - " 417213.35\n", - " 148\n", - " 2915.47\n", + " 2020-06-05\n", + " 427540.80\n", + " 427540.80\n", + " 427540.80\n", + " 0\n", + " 427540.80\n", " -\n", " \n", " \n", - " 2020-04-23\n", - " 418857.61\n", - " 418857.61\n", - " 418857.61\n", + " 2020-06-08\n", + " 427540.80\n", + " 427540.80\n", + " 427540.80\n", " 0\n", - " 418857.61\n", - " X\n", + " 427540.80\n", + " -\n", " \n", " \n", "\n", @@ -574,14 +564,14 @@ "text/plain": [ " high low close shares cash state\n", "date \n", - "2020-04-17 429040.02 421885.69 428350.35 148 2915.47 -\n", - "2020-04-20 427524.50 420339.10 420743.13 148 2915.47 -\n", - "2020-04-21 415175.39 406526.28 407926.35 148 2915.47 -\n", - "2020-04-22 419550.28 413756.06 417213.35 148 2915.47 -\n", - "2020-04-23 418857.61 418857.61 418857.61 0 418857.61 X" + "2020-06-02 427540.80 427540.80 427540.80 0 427540.80 -\n", + "2020-06-03 427540.80 427540.80 427540.80 0 427540.80 -\n", + "2020-06-04 427540.80 427540.80 427540.80 0 427540.80 -\n", + "2020-06-05 427540.80 427540.80 427540.80 0 427540.80 -\n", + "2020-06-08 427540.80 427540.80 427540.80 0 427540.80 -" ] }, - "execution_count": 10, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } @@ -592,7 +582,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 17, "metadata": { "ExecuteTime": { "end_time": "2020-02-17T03:42:02.862277Z", @@ -604,79 +594,79 @@ "name": "stdout", "output_type": "stream", "text": [ - "start 1927-12-30\n", - "end 2020-04-23\n", - "beginning_balance 10000\n", - "ending_balance 418857.61\n", - "total_net_profit 408857.61\n", - "gross_profit 555329.27\n", - "gross_loss -146471.65\n", - "profit_factor 3.79\n", - "return_on_initial_capital 4088.58\n", - "annual_return_rate 4.13\n", - "trading_period 92 years 3 months 24 days\n", - "pct_time_in_market 48.87\n", - "total_num_trades 92\n", - "trades_per_year 1.00\n", - "num_winning_trades 65\n", - "num_losing_trades 27\n", - "num_even_trades 0\n", - "pct_profitable_trades 70.65\n", - "avg_profit_per_trade 4444.10\n", - "avg_profit_per_winning_trade 8543.53\n", - "avg_loss_per_losing_trade -5424.88\n", - "ratio_avg_profit_win_loss 1.57\n", - "largest_profit_winning_trade 44429.23\n", - "largest_loss_losing_trade -35564.41\n", - "num_winning_points 2957.46\n", - "num_losing_points -796.65\n", - "total_net_points 2160.81\n", - "avg_points 23.49\n", - "largest_points_winning_trade 259.82\n", - "largest_points_losing_trade -240.30\n", - "avg_pct_gain_per_trade 4.96\n", - "largest_pct_winning_trade 24.86\n", - "largest_pct_losing_trade -45.33\n", - "max_consecutive_winning_trades 7\n", - "max_consecutive_losing_trades 6\n", - "avg_bars_winning_trades 124.15\n", - "avg_bars_losing_trades 124.15\n", - "max_closed_out_drawdown -71.86\n", - "max_closed_out_drawdown_start_date 1930-04-10\n", - "max_closed_out_drawdown_end_date 1942-04-28\n", - "max_closed_out_drawdown_recovery_date 1959-12-01\n", - "drawdown_recovery -12.05\n", - "drawdown_annualized_return -17.41\n", - "max_intra_day_drawdown -71.86\n", - "avg_yearly_closed_out_drawdown -10.47\n", - "max_yearly_closed_out_drawdown -52.23\n", - "avg_monthly_closed_out_drawdown -2.03\n", - "max_monthly_closed_out_drawdown -30.76\n", - "avg_weekly_closed_out_drawdown -0.76\n", - "max_weekly_closed_out_drawdown -18.12\n", - "avg_yearly_closed_out_runup 15.98\n", - "max_yearly_closed_out_runup 97.53\n", - "avg_monthly_closed_out_runup 2.43\n", - "max_monthly_closed_out_runup 44.09\n", - "avg_weekly_closed_out_runup 0.87\n", - "max_weekly_closed_out_runup 23.14\n", - "pct_profitable_years 70.74\n", - "best_year 83.17\n", - "worst_year -49.45\n", - "avg_year 5.09\n", - "annual_std 12.60\n", - "pct_profitable_months 34.23\n", - "best_month 44.09\n", - "worst_month -30.76\n", - "avg_month 0.38\n", - "monthly_std 3.45\n", - "pct_profitable_weeks 29.12\n", - "best_week 23.14\n", - "worst_week -18.12\n", - "avg_week 0.10\n", - "weekly_std 1.76\n", - "sharpe_ratio 0.38\n", - "sortino_ratio 0.34\n", + "start 1927-12-30\n", + "end 2020-06-08\n", + "beginning_balance 10000\n", + "ending_balance 427540.80\n", + "total_net_profit 417540.80\n", + "gross_profit 555329.27\n", + "gross_loss -137788.47\n", + "profit_factor 4.03\n", + "return_on_initial_capital 4175.41\n", + "annual_return_rate 4.15\n", + "trading_period 92 years 5 months 9 days\n", + "pct_time_in_market 48.82\n", + "total_num_trades 92\n", + "trades_per_year 1.00\n", + "num_winning_trades 65\n", + "num_losing_trades 27\n", + "num_even_trades 0\n", + "pct_profitable_trades 70.65\n", + "avg_profit_per_trade 4538.49\n", + "avg_profit_per_winning_trade 8543.53\n", + "avg_loss_per_losing_trade -5103.28\n", + "ratio_avg_profit_win_loss 1.67\n", + "largest_profit_winning_trade 44429.23\n", + "largest_loss_losing_trade -26881.22\n", + "num_winning_points 2957.46\n", + "num_losing_points -737.98\n", + "total_net_points 2219.48\n", + "avg_points 24.12\n", + "largest_points_winning_trade 259.82\n", + "largest_points_losing_trade -181.63\n", + "avg_pct_gain_per_trade 4.98\n", + "largest_pct_winning_trade 24.86\n", + "largest_pct_losing_trade -45.33\n", + "max_consecutive_winning_trades 7\n", + "max_consecutive_losing_trades 6\n", + "avg_bars_winning_trades 124.15\n", + "avg_bars_losing_trades 124.37\n", + "max_closed_out_drawdown -71.86\n", + "max_closed_out_drawdown_start_date 1930-04-10\n", + "max_closed_out_drawdown_end_date 1942-04-28\n", + "max_closed_out_drawdown_recovery_date 1959-12-01\n", + "drawdown_recovery -12.05\n", + "drawdown_annualized_return -17.33\n", + "max_intra_day_drawdown -71.86\n", + "avg_yearly_closed_out_drawdown -10.50\n", + "max_yearly_closed_out_drawdown -52.23\n", + "avg_monthly_closed_out_drawdown -2.03\n", + "max_monthly_closed_out_drawdown -30.76\n", + "avg_weekly_closed_out_drawdown -0.76\n", + "max_weekly_closed_out_drawdown -18.12\n", + "avg_yearly_closed_out_runup 16.00\n", + "max_yearly_closed_out_runup 97.53\n", + "avg_monthly_closed_out_runup 2.44\n", + "max_monthly_closed_out_runup 44.09\n", + "avg_weekly_closed_out_runup 0.87\n", + "max_weekly_closed_out_runup 23.14\n", + "pct_profitable_years 70.65\n", + "best_year 83.17\n", + "worst_year -49.45\n", + "avg_year 5.07\n", + "annual_std 12.60\n", + "pct_profitable_months 34.28\n", + "best_month 44.09\n", + "worst_month -30.76\n", + "avg_month 0.38\n", + "monthly_std 3.45\n", + "pct_profitable_weeks 29.10\n", + "best_week 23.14\n", + "worst_week -18.12\n", + "avg_week 0.10\n", + "weekly_std 1.76\n", + "sharpe_ratio 0.38\n", + "sortino_ratio 0.35\n", "dtype: object\n" ] } @@ -694,7 +684,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 18, "metadata": { "ExecuteTime": { "end_time": "2020-02-17T03:42:05.103568Z", @@ -708,7 +698,7 @@ "output_type": "stream", "text": [ "1927-12-30 00:00:00 BUY 566 ^GSPC @ 17.66\n", - "2020-04-23 00:00:00 SELL 566 ^GSPC @ 2797.80\n" + "2020-06-08 00:00:00 SELL 566 ^GSPC @ 3232.39\n" ] } ], @@ -728,7 +718,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 19, "metadata": { "ExecuteTime": { "end_time": "2020-02-17T03:42:05.435255Z", @@ -738,7 +728,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -762,7 +752,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 20, "metadata": { "ExecuteTime": { "end_time": "2020-02-17T03:42:05.734945Z", @@ -772,7 +762,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -796,7 +786,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 21, "metadata": { "ExecuteTime": { "end_time": "2020-02-17T03:42:06.166236Z", @@ -832,8 +822,8 @@ " \n", " \n", " annual_return_rate\n", - " 4.13\n", - " 5.64\n", + " 4.15\n", + " 5.80\n", " \n", " \n", " max_closed_out_drawdown\n", @@ -842,8 +832,8 @@ " \n", " \n", " drawdown_annualized_return\n", - " -17.41\n", - " -15.28\n", + " -17.33\n", + " -14.86\n", " \n", " \n", " drawdown_recovery\n", @@ -863,12 +853,12 @@ " \n", " sharpe_ratio\n", " 0.38\n", - " 0.38\n", + " 0.39\n", " \n", " \n", " sortino_ratio\n", - " 0.34\n", - " 0.48\n", + " 0.35\n", + " 0.49\n", " \n", " \n", " monthly_std\n", @@ -881,24 +871,24 @@ ], "text/plain": [ " strategy benchmark\n", - "annual_return_rate 4.13 5.64\n", + "annual_return_rate 4.15 5.80\n", "max_closed_out_drawdown -71.86 -86.17\n", - "drawdown_annualized_return -17.41 -15.28\n", + "drawdown_annualized_return -17.33 -14.86\n", "drawdown_recovery -12.05 -2.71\n", "best_month 44.09 61.42\n", "worst_month -30.76 -42.18\n", - "sharpe_ratio 0.38 0.38\n", - "sortino_ratio 0.34 0.48\n", + "sharpe_ratio 0.38 0.39\n", + "sortino_ratio 0.35 0.49\n", "monthly_std 3.45 5.35" ] }, - "execution_count": 15, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] diff --git a/examples/sma-percent-band/optimize-band.ipynb b/examples/sma-percent-band/optimize-band.ipynb index a43c83c..30104d8 100644 --- a/examples/sma-percent-band/optimize-band.ipynb +++ b/examples/sma-percent-band/optimize-band.ipynb @@ -23,12 +23,6 @@ }, "outputs": [], "source": [ - "# use future imports for python 3.x forward compatibility\n", - "from __future__ import print_function\n", - "from __future__ import unicode_literals\n", - "from __future__ import division\n", - "from __future__ import absolute_import\n", - "\n", "# other imports\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", @@ -224,21 +218,21 @@ " \n", " \n", " annual_return_rate\n", - " 6.42\n", - " 6.31\n", - " 6.39\n", - " 6.11\n", - " 6.13\n", - " 6.45\n", " 6.48\n", - " 6.43\n", + " 6.38\n", + " 6.45\n", + " 6.17\n", + " 6.18\n", + " 6.50\n", + " 6.51\n", + " 6.46\n", " 6.39\n", " 6.47\n", " 6.39\n", " 5.94\n", " 5.57\n", - " 5.44\n", - " 4.94\n", + " 5.43\n", + " 4.93\n", " 5.19\n", " 4.95\n", " 5.09\n", @@ -247,19 +241,19 @@ " \n", " \n", " ending_balance\n", - " 2963132.56\n", - " 2709065.02\n", - " 2884840.97\n", - " 2278374.91\n", - " 2324286.41\n", - " 3060164.45\n", - " 3129121.34\n", - " 3008166.46\n", - " 2885936.29\n", - " 3095479.39\n", - " 2889892.91\n", - " 1964795.22\n", - " 1425618.89\n", + " 3154486.07\n", + " 2884128.95\n", + " 3071287.98\n", + " 2409986.55\n", + " 2438570.06\n", + " 3210673.28\n", + " 3238860.16\n", + " 3113634.01\n", + " 2920665.64\n", + " 3132747.09\n", + " 2924660.71\n", + " 1988448.09\n", + " 1442772.03\n", " 1274073.73\n", " 824005.68\n", " 1029797.91\n", @@ -293,26 +287,26 @@ " \n", " \n", " drawdown_annualized_return\n", - " -8.04\n", - " -7.84\n", - " -7.75\n", - " -9.02\n", - " -8.85\n", - " -8.64\n", - " -8.92\n", + " -7.96\n", + " -7.76\n", + " -7.67\n", + " -8.94\n", " -8.79\n", + " -8.58\n", + " -8.88\n", + " -8.75\n", " -8.39\n", " -8.50\n", " -7.78\n", - " -8.51\n", - " -9.08\n", - " -9.84\n", - " -11.03\n", - " -9.15\n", - " -9.60\n", - " -9.33\n", - " -9.86\n", - " -10.82\n", + " -8.50\n", + " -9.07\n", + " -9.85\n", + " -11.05\n", + " -9.17\n", + " -9.61\n", + " -9.35\n", + " -9.87\n", + " -10.84\n", " \n", " \n", " drawdown_recovery\n", @@ -385,11 +379,11 @@ " \n", " \n", " sharpe_ratio\n", + " 0.58\n", " 0.57\n", - " 0.57\n", - " 0.57\n", - " 0.55\n", + " 0.58\n", " 0.55\n", + " 0.56\n", " 0.58\n", " 0.58\n", " 0.57\n", @@ -411,7 +405,7 @@ " 0.59\n", " 0.58\n", " 0.59\n", - " 0.56\n", + " 0.57\n", " 0.57\n", " 0.59\n", " 0.59\n", @@ -435,17 +429,17 @@ " 3.37\n", " 3.37\n", " 3.40\n", - " 3.39\n", " 3.38\n", " 3.37\n", + " 3.36\n", " 3.43\n", - " 3.41\n", + " 3.40\n", " 3.43\n", " 3.44\n", " 3.55\n", - " 3.57\n", + " 3.56\n", " 3.55\n", - " 3.59\n", + " 3.58\n", " 3.53\n", " 3.57\n", " 3.60\n", @@ -454,42 +448,42 @@ " \n", " \n", " pct_time_in_market\n", - " 67.13\n", - " 66.99\n", - " 66.65\n", - " 66.65\n", - " 66.82\n", - " 66.43\n", - " 66.78\n", - " 67.12\n", - " 66.39\n", - " 67.40\n", - " 68.47\n", - " 68.65\n", - " 69.02\n", - " 69.76\n", - " 69.34\n", - " 68.81\n", - " 69.27\n", - " 70.46\n", - " 70.68\n", - " 72.59\n", + " 67.08\n", + " 66.94\n", + " 66.60\n", + " 66.58\n", + " 66.75\n", + " 66.36\n", + " 66.71\n", + " 67.05\n", + " 66.31\n", + " 67.31\n", + " 68.39\n", + " 68.57\n", + " 68.93\n", + " 69.67\n", + " 69.25\n", + " 68.71\n", + " 69.17\n", + " 70.37\n", + " 70.59\n", + " 72.49\n", " \n", " \n", " total_num_trades\n", - " 277.00\n", - " 160.00\n", - " 119.00\n", - " 92.00\n", - " 77.00\n", - " 59.00\n", - " 53.00\n", - " 46.00\n", - " 44.00\n", - " 40.00\n", - " 37.00\n", - " 35.00\n", - " 35.00\n", + " 278.00\n", + " 161.00\n", + " 120.00\n", + " 93.00\n", + " 78.00\n", + " 60.00\n", + " 54.00\n", + " 47.00\n", + " 45.00\n", + " 41.00\n", + " 38.00\n", + " 36.00\n", + " 36.00\n", " 33.00\n", " 33.00\n", " 29.00\n", @@ -500,19 +494,19 @@ " \n", " \n", " pct_profitable_trades\n", - " 25.63\n", - " 38.12\n", - " 42.86\n", - " 43.48\n", - " 46.75\n", - " 55.93\n", - " 60.38\n", - " 65.22\n", - " 65.91\n", - " 67.50\n", - " 70.27\n", - " 74.29\n", - " 71.43\n", + " 25.90\n", + " 38.51\n", + " 43.33\n", + " 44.09\n", + " 47.44\n", + " 56.67\n", + " 61.11\n", + " 65.96\n", + " 66.67\n", + " 68.29\n", + " 71.05\n", + " 75.00\n", + " 72.22\n", " 69.70\n", " 66.67\n", " 72.41\n", @@ -524,18 +518,18 @@ " \n", " trades_per_year\n", " 3.03\n", - " 1.75\n", - " 1.30\n", + " 1.76\n", + " 1.31\n", " 1.01\n", - " 0.84\n", - " 0.64\n", - " 0.58\n", - " 0.50\n", - " 0.48\n", - " 0.44\n", - " 0.40\n", - " 0.38\n", - " 0.38\n", + " 0.85\n", + " 0.65\n", + " 0.59\n", + " 0.51\n", + " 0.49\n", + " 0.45\n", + " 0.41\n", + " 0.39\n", + " 0.39\n", " 0.36\n", " 0.36\n", " 0.32\n", @@ -546,19 +540,19 @@ " \n", " \n", " avg_points\n", - " 7.08\n", - " 13.27\n", - " 17.30\n", - " 25.43\n", - " 32.60\n", - " 47.17\n", - " 55.38\n", - " 58.89\n", - " 59.80\n", - " 66.68\n", - " 73.39\n", - " 70.34\n", - " 66.27\n", + " 7.76\n", + " 14.40\n", + " 18.79\n", + " 27.06\n", + " 34.13\n", + " 48.91\n", + " 56.39\n", + " 59.97\n", + " 59.32\n", + " 65.99\n", + " 72.47\n", + " 69.45\n", + " 65.50\n", " 67.77\n", " 59.98\n", " 63.03\n", @@ -573,85 +567,85 @@ ], "text/plain": [ " 0 5 10 15 \\\n", - "annual_return_rate 6.42 6.31 6.39 6.11 \n", - "ending_balance 2963132.56 2709065.02 2884840.97 2278374.91 \n", + "annual_return_rate 6.48 6.38 6.45 6.17 \n", + "ending_balance 3154486.07 2884128.95 3071287.98 2409986.55 \n", "max_closed_out_drawdown -51.57 -49.47 -49.46 -55.14 \n", - "drawdown_annualized_return -8.04 -7.84 -7.75 -9.02 \n", + "drawdown_annualized_return -7.96 -7.76 -7.67 -8.94 \n", "drawdown_recovery -3.51 -3.51 -3.51 -3.51 \n", "best_month 27.01 27.01 27.01 27.02 \n", "worst_month -26.88 -26.88 -26.89 -30.46 \n", - "sharpe_ratio 0.57 0.57 0.57 0.55 \n", - "sortino_ratio 0.59 0.58 0.59 0.56 \n", + "sharpe_ratio 0.58 0.57 0.58 0.55 \n", + "sortino_ratio 0.59 0.58 0.59 0.57 \n", "monthly_std 3.33 3.37 3.37 3.40 \n", - "pct_time_in_market 67.13 66.99 66.65 66.65 \n", - "total_num_trades 277.00 160.00 119.00 92.00 \n", - "pct_profitable_trades 25.63 38.12 42.86 43.48 \n", - "trades_per_year 3.03 1.75 1.30 1.01 \n", - "avg_points 7.08 13.27 17.30 25.43 \n", + "pct_time_in_market 67.08 66.94 66.60 66.58 \n", + "total_num_trades 278.00 161.00 120.00 93.00 \n", + "pct_profitable_trades 25.90 38.51 43.33 44.09 \n", + "trades_per_year 3.03 1.76 1.31 1.01 \n", + "avg_points 7.76 14.40 18.79 27.06 \n", "\n", " 20 25 30 35 \\\n", - "annual_return_rate 6.13 6.45 6.48 6.43 \n", - "ending_balance 2324286.41 3060164.45 3129121.34 3008166.46 \n", + "annual_return_rate 6.18 6.50 6.51 6.46 \n", + "ending_balance 2438570.06 3210673.28 3238860.16 3113634.01 \n", "max_closed_out_drawdown -54.31 -55.76 -57.79 -56.58 \n", - "drawdown_annualized_return -8.85 -8.64 -8.92 -8.79 \n", + "drawdown_annualized_return -8.79 -8.58 -8.88 -8.75 \n", "drawdown_recovery -3.51 -3.51 -3.51 -3.51 \n", "best_month 27.02 27.01 27.00 27.01 \n", "worst_month -27.07 -27.06 -27.06 -29.72 \n", - "sharpe_ratio 0.55 0.58 0.58 0.57 \n", + "sharpe_ratio 0.56 0.58 0.58 0.57 \n", "sortino_ratio 0.57 0.59 0.59 0.58 \n", - "monthly_std 3.39 3.38 3.37 3.43 \n", - "pct_time_in_market 66.82 66.43 66.78 67.12 \n", - "total_num_trades 77.00 59.00 53.00 46.00 \n", - "pct_profitable_trades 46.75 55.93 60.38 65.22 \n", - "trades_per_year 0.84 0.64 0.58 0.50 \n", - "avg_points 32.60 47.17 55.38 58.89 \n", + "monthly_std 3.38 3.37 3.36 3.43 \n", + "pct_time_in_market 66.75 66.36 66.71 67.05 \n", + "total_num_trades 78.00 60.00 54.00 47.00 \n", + "pct_profitable_trades 47.44 56.67 61.11 65.96 \n", + "trades_per_year 0.85 0.65 0.59 0.51 \n", + "avg_points 34.13 48.91 56.39 59.97 \n", "\n", " 40 45 50 55 \\\n", "annual_return_rate 6.39 6.47 6.39 5.94 \n", - "ending_balance 2885936.29 3095479.39 2889892.91 1964795.22 \n", + "ending_balance 2920665.64 3132747.09 2924660.71 1988448.09 \n", "max_closed_out_drawdown -53.61 -54.99 -49.72 -50.56 \n", - "drawdown_annualized_return -8.39 -8.50 -7.78 -8.51 \n", + "drawdown_annualized_return -8.39 -8.50 -7.78 -8.50 \n", "drawdown_recovery -3.51 -3.51 -3.51 -3.42 \n", "best_month 27.01 27.02 27.01 27.02 \n", "worst_month -29.72 -29.72 -29.72 -31.45 \n", "sharpe_ratio 0.56 0.57 0.56 0.52 \n", "sortino_ratio 0.57 0.58 0.58 0.52 \n", - "monthly_std 3.41 3.43 3.44 3.55 \n", - "pct_time_in_market 66.39 67.40 68.47 68.65 \n", - "total_num_trades 44.00 40.00 37.00 35.00 \n", - "pct_profitable_trades 65.91 67.50 70.27 74.29 \n", - "trades_per_year 0.48 0.44 0.40 0.38 \n", - "avg_points 59.80 66.68 73.39 70.34 \n", + "monthly_std 3.40 3.43 3.44 3.55 \n", + "pct_time_in_market 66.31 67.31 68.39 68.57 \n", + "total_num_trades 45.00 41.00 38.00 36.00 \n", + "pct_profitable_trades 66.67 68.29 71.05 75.00 \n", + "trades_per_year 0.49 0.45 0.41 0.39 \n", + "avg_points 59.32 65.99 72.47 69.45 \n", "\n", " 60 65 70 75 \\\n", - "annual_return_rate 5.57 5.44 4.94 5.19 \n", - "ending_balance 1425618.89 1274073.73 824005.68 1029797.91 \n", + "annual_return_rate 5.57 5.43 4.93 5.19 \n", + "ending_balance 1442772.03 1274073.73 824005.68 1029797.91 \n", "max_closed_out_drawdown -50.56 -53.51 -54.49 -47.54 \n", - "drawdown_annualized_return -9.08 -9.84 -11.03 -9.15 \n", + "drawdown_annualized_return -9.07 -9.85 -11.05 -9.17 \n", "drawdown_recovery -3.42 -3.59 -3.59 -3.59 \n", "best_month 27.02 22.42 22.41 22.41 \n", "worst_month -31.46 -31.45 -31.47 -31.46 \n", "sharpe_ratio 0.49 0.48 0.44 0.46 \n", "sortino_ratio 0.49 0.48 0.44 0.46 \n", - "monthly_std 3.57 3.55 3.59 3.53 \n", - "pct_time_in_market 69.02 69.76 69.34 68.81 \n", - "total_num_trades 35.00 33.00 33.00 29.00 \n", - "pct_profitable_trades 71.43 69.70 66.67 72.41 \n", - "trades_per_year 0.38 0.36 0.36 0.32 \n", - "avg_points 66.27 67.77 59.98 63.03 \n", + "monthly_std 3.56 3.55 3.58 3.53 \n", + "pct_time_in_market 68.93 69.67 69.25 68.71 \n", + "total_num_trades 36.00 33.00 33.00 29.00 \n", + "pct_profitable_trades 72.22 69.70 66.67 72.41 \n", + "trades_per_year 0.39 0.36 0.36 0.32 \n", + "avg_points 65.50 67.77 59.98 63.03 \n", "\n", " 80 85 90 95 \n", "annual_return_rate 4.95 5.09 5.10 4.86 \n", "ending_balance 835955.42 943765.91 952106.53 772450.35 \n", "max_closed_out_drawdown -47.54 -47.54 -50.32 -52.65 \n", - "drawdown_annualized_return -9.60 -9.33 -9.86 -10.82 \n", + "drawdown_annualized_return -9.61 -9.35 -9.87 -10.84 \n", "drawdown_recovery -3.59 -3.59 -3.59 -3.59 \n", "best_month 22.41 22.41 22.42 22.42 \n", "worst_month -31.47 -31.45 -31.46 -31.45 \n", "sharpe_ratio 0.44 0.45 0.45 0.43 \n", "sortino_ratio 0.44 0.45 0.46 0.44 \n", "monthly_std 3.57 3.60 3.61 3.66 \n", - "pct_time_in_market 69.27 70.46 70.68 72.59 \n", + "pct_time_in_market 69.17 70.37 70.59 72.49 \n", "total_num_trades 28.00 26.00 24.00 23.00 \n", "pct_profitable_trades 71.43 76.92 79.17 78.26 \n", "trades_per_year 0.31 0.28 0.26 0.25 \n", @@ -703,7 +697,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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" ] @@ -779,7 +773,7 @@ "output_type": "stream", "text": [ "1928-10-16 00:00:00 BUY 460 ^GSPC @ 21.72\n", - "2020-04-23 00:00:00 SELL 460 ^GSPC @ 2797.80\n" + "2020-06-08 00:00:00 SELL 460 ^GSPC @ 3232.39\n" ] } ], @@ -810,7 +804,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] diff --git a/examples/sma-percent-band/optimize-period.ipynb b/examples/sma-percent-band/optimize-period.ipynb index 0b0fc5d..ad73ca0 100644 --- a/examples/sma-percent-band/optimize-period.ipynb +++ b/examples/sma-percent-band/optimize-period.ipynb @@ -23,12 +23,6 @@ }, "outputs": [], "source": [ - "# use future imports for python 3.x forward compatibility\n", - "from __future__ import print_function\n", - "from __future__ import unicode_literals\n", - "from __future__ import division\n", - "from __future__ import absolute_import\n", - "\n", "# other imports\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", @@ -244,47 +238,47 @@ " \n", " \n", " ending_balance\n", - " 42419.29\n", - " 49353.77\n", - " 35809.94\n", - " 33427.25\n", - " 34965.24\n", - " 33897.29\n", - " 38732.76\n", - " 42913.84\n", - " 42681.57\n", - " 42012.79\n", - " 48673.13\n", - " 56978.52\n", - " 59335.08\n", - " 77357.49\n", - " 78451.33\n", - " 76481.57\n", - " 69513.03\n", - " 67991.80\n", - " 61947.22\n", + " 48413.56\n", + " 53009.21\n", + " 38680.23\n", + " 35590.95\n", + " 37227.29\n", + " 36080.66\n", + " 41230.85\n", + " 45687.31\n", + " 46106.61\n", + " 45389.59\n", + " 52222.30\n", + " 61358.77\n", + " 62076.85\n", + " 80111.09\n", + " 81258.74\n", + " 79227.34\n", + " 71982.56\n", + " 70411.71\n", + " 65207.74\n", " \n", " \n", " annual_return_rate\n", - " 5.62\n", - " 6.22\n", - " 4.94\n", - " 4.67\n", - " 4.85\n", - " 4.72\n", - " 5.25\n", - " 5.68\n", - " 5.68\n", - " 5.64\n", - " 6.26\n", - " 6.94\n", - " 7.13\n", - " 8.27\n", - " 8.36\n", - " 8.29\n", - " 7.91\n", - " 7.85\n", - " 7.49\n", + " 6.11\n", + " 6.48\n", + " 5.22\n", + " 4.89\n", + " 5.07\n", + " 4.95\n", + " 5.48\n", + " 5.91\n", + " 5.97\n", + " 5.93\n", + " 6.52\n", + " 7.20\n", + " 7.28\n", + " 8.37\n", + " 8.47\n", + " 8.39\n", + " 8.02\n", + " 7.96\n", + " 7.67\n", " \n", " \n", " max_closed_out_drawdown\n", @@ -302,7 +296,7 @@ " -23.21\n", " -27.34\n", " -25.88\n", - " -22.27\n", + " -24.14\n", " -26.99\n", " -31.20\n", " -29.41\n", @@ -310,25 +304,25 @@ " \n", " \n", " drawdown_annualized_return\n", + " -6.63\n", + " -5.74\n", + " -8.85\n", + " -8.83\n", + " -7.85\n", " -7.22\n", - " -5.98\n", - " -9.35\n", - " -9.26\n", - " -8.21\n", - " -7.56\n", - " -5.46\n", - " -4.22\n", - " -4.07\n", - " -4.59\n", + " -5.23\n", " -4.06\n", - " -3.35\n", - " -3.83\n", - " -3.13\n", - " -2.66\n", - " -3.26\n", - " -3.94\n", + " -3.88\n", + " -4.37\n", + " -3.90\n", + " -3.22\n", " -3.75\n", - " -3.97\n", + " -3.09\n", + " -2.85\n", + " -3.22\n", + " -3.89\n", + " -3.69\n", + " -3.88\n", " \n", " \n", " drawdown_recovery\n", @@ -346,7 +340,7 @@ " -0.21\n", " -0.22\n", " -0.24\n", - " -0.63\n", + " -0.25\n", " -0.63\n", " -0.64\n", " -0.64\n", @@ -398,51 +392,51 @@ " \n", " \n", " sharpe_ratio\n", - " 0.49\n", - " 0.54\n", - " 0.45\n", - " 0.43\n", - " 0.45\n", - " 0.45\n", - " 0.49\n", " 0.52\n", + " 0.56\n", + " 0.47\n", + " 0.45\n", + " 0.47\n", + " 0.47\n", " 0.51\n", - " 0.50\n", " 0.54\n", - " 0.58\n", - " 0.59\n", + " 0.54\n", + " 0.52\n", + " 0.56\n", + " 0.60\n", + " 0.60\n", " 0.67\n", " 0.67\n", " 0.66\n", " 0.63\n", - " 0.62\n", - " 0.59\n", + " 0.63\n", + " 0.60\n", " \n", " \n", " sortino_ratio\n", - " 0.57\n", - " 0.63\n", - " 0.52\n", - " 0.49\n", + " 0.62\n", + " 0.66\n", + " 0.54\n", " 0.51\n", - " 0.50\n", - " 0.55\n", - " 0.59\n", - " 0.58\n", + " 0.53\n", + " 0.52\n", " 0.57\n", " 0.61\n", - " 0.66\n", - " 0.68\n", - " 0.77\n", + " 0.61\n", + " 0.59\n", + " 0.63\n", + " 0.69\n", + " 0.69\n", " 0.78\n", + " 0.79\n", " 0.77\n", + " 0.74\n", " 0.73\n", - " 0.72\n", - " 0.69\n", + " 0.70\n", " \n", " \n", " monthly_std\n", - " 3.33\n", + " 3.34\n", " 3.21\n", " 3.21\n", " 3.24\n", @@ -450,127 +444,127 @@ " 3.16\n", " 3.10\n", " 3.19\n", - " 3.24\n", + " 3.23\n", " 3.28\n", - " 3.34\n", + " 3.33\n", " 3.31\n", " 3.35\n", " 3.32\n", - " 3.31\n", + " 3.32\n", " 3.37\n", " 3.49\n", - " 3.54\n", + " 3.55\n", " 3.62\n", " \n", " \n", " pct_time_in_market\n", + " 80.90\n", + " 79.51\n", + " 77.89\n", + " 76.58\n", + " 75.20\n", + " 74.23\n", + " 73.47\n", + " 74.49\n", + " 75.90\n", + " 76.86\n", + " 78.12\n", + " 79.24\n", + " 80.08\n", " 80.81\n", - " 79.62\n", - " 78.10\n", - " 76.80\n", - " 75.42\n", - " 74.44\n", - " 73.67\n", - " 74.71\n", - " 76.11\n", - " 77.07\n", - " 78.32\n", - " 79.40\n", - " 80.20\n", - " 80.91\n", - " 81.37\n", - " 81.72\n", - " 82.15\n", - " 82.64\n", - " 82.98\n", + " 81.28\n", + " 81.62\n", + " 82.05\n", + " 82.54\n", + " 82.90\n", " \n", " \n", " total_num_trades\n", - " 113\n", - " 104\n", - " 110\n", + " 114\n", + " 106\n", " 111\n", + " 112\n", + " 102\n", " 101\n", - " 100\n", - " 93\n", - " 89\n", - " 86\n", - " 84\n", - " 70\n", - " 59\n", - " 52\n", + " 94\n", + " 90\n", + " 87\n", + " 85\n", + " 72\n", + " 61\n", + " 56\n", + " 46\n", " 43\n", - " 40\n", - " 36\n", - " 35\n", + " 39\n", " 38\n", - " 37\n", + " 41\n", + " 40\n", " \n", " \n", " trades_per_year\n", - " 4.27\n", - " 3.93\n", - " 4.16\n", - " 4.20\n", - " 3.82\n", - " 3.78\n", - " 3.52\n", - " 3.38\n", - " 3.28\n", - " 3.21\n", - " 2.69\n", - " 2.27\n", - " 2.01\n", + " 4.29\n", + " 3.99\n", + " 4.18\n", + " 4.21\n", + " 3.84\n", + " 3.80\n", + " 3.54\n", + " 3.40\n", + " 3.30\n", + " 3.24\n", + " 2.75\n", + " 2.34\n", + " 2.16\n", + " 1.78\n", " 1.67\n", - " 1.56\n", - " 1.41\n", - " 1.37\n", - " 1.50\n", - " 1.46\n", + " 1.52\n", + " 1.49\n", + " 1.61\n", + " 1.58\n", " \n", " \n", " pct_profitable_trades\n", - " 25.66\n", + " 26.32\n", + " 25.47\n", + " 20.72\n", + " 22.32\n", + " 21.57\n", + " 22.77\n", + " 24.47\n", + " 23.33\n", + " 24.14\n", + " 22.35\n", + " 25.00\n", + " 22.95\n", " 25.00\n", - " 20.00\n", - " 21.62\n", - " 20.79\n", - " 22.00\n", - " 23.66\n", - " 22.47\n", + " 28.26\n", " 23.26\n", - " 21.43\n", - " 24.29\n", - " 22.03\n", + " 20.51\n", + " 21.05\n", + " 19.51\n", " 25.00\n", - " 27.91\n", - " 22.50\n", - " 19.44\n", - " 20.00\n", - " 18.42\n", - " 24.32\n", " \n", " \n", " avg_points\n", - " 1.44\n", - " 1.73\n", - " 1.25\n", - " 1.16\n", - " 1.32\n", - " 1.32\n", - " 1.56\n", - " 1.84\n", - " 2.01\n", - " 2.09\n", - " 2.59\n", - " 3.42\n", - " 4.01\n", - " 5.58\n", - " 6.26\n", - " 6.69\n", - " 6.62\n", - " 5.94\n", - " 5.52\n", + " 1.78\n", + " 1.91\n", + " 1.45\n", + " 1.33\n", + " 1.50\n", + " 1.50\n", + " 1.75\n", + " 2.04\n", + " 2.26\n", + " 2.35\n", + " 2.82\n", + " 3.69\n", + " 3.99\n", + " 5.47\n", + " 6.10\n", + " 6.48\n", + " 6.41\n", + " 5.80\n", + " 5.53\n", " \n", " \n", "\n", @@ -579,93 +573,93 @@ "text/plain": [ " 50 75 100 125 \\\n", "start 1993-11-11 1993-11-11 1993-11-11 1993-11-11 \n", - "ending_balance 42419.29 49353.77 35809.94 33427.25 \n", - "annual_return_rate 5.62 6.22 4.94 4.67 \n", + "ending_balance 48413.56 53009.21 38680.23 35590.95 \n", + "annual_return_rate 6.11 6.48 5.22 4.89 \n", "max_closed_out_drawdown -40.56 -37.21 -46.22 -43.22 \n", - "drawdown_annualized_return -7.22 -5.98 -9.35 -9.26 \n", + "drawdown_annualized_return -6.63 -5.74 -8.85 -8.83 \n", "drawdown_recovery -3.71 -3.73 -3.75 -3.75 \n", "best_month 12.92 12.95 15.05 14.98 \n", "worst_month -17.37 -17.39 -17.40 -17.36 \n", - "sharpe_ratio 0.49 0.54 0.45 0.43 \n", - "sortino_ratio 0.57 0.63 0.52 0.49 \n", - "monthly_std 3.33 3.21 3.21 3.24 \n", - "pct_time_in_market 80.81 79.62 78.10 76.80 \n", - "total_num_trades 113 104 110 111 \n", - "trades_per_year 4.27 3.93 4.16 4.20 \n", - "pct_profitable_trades 25.66 25.00 20.00 21.62 \n", - "avg_points 1.44 1.73 1.25 1.16 \n", + "sharpe_ratio 0.52 0.56 0.47 0.45 \n", + "sortino_ratio 0.62 0.66 0.54 0.51 \n", + "monthly_std 3.34 3.21 3.21 3.24 \n", + "pct_time_in_market 80.90 79.51 77.89 76.58 \n", + "total_num_trades 114 106 111 112 \n", + "trades_per_year 4.29 3.99 4.18 4.21 \n", + "pct_profitable_trades 26.32 25.47 20.72 22.32 \n", + "avg_points 1.78 1.91 1.45 1.33 \n", "\n", " 150 175 200 225 \\\n", "start 1993-11-11 1993-11-11 1993-11-11 1993-12-17 \n", - "ending_balance 34965.24 33897.29 38732.76 42913.84 \n", - "annual_return_rate 4.85 4.72 5.25 5.68 \n", + "ending_balance 37227.29 36080.66 41230.85 45687.31 \n", + "annual_return_rate 5.07 4.95 5.48 5.91 \n", "max_closed_out_drawdown -39.79 -35.73 -28.66 -23.96 \n", - "drawdown_annualized_return -8.21 -7.56 -5.46 -4.22 \n", + "drawdown_annualized_return -7.85 -7.22 -5.23 -4.06 \n", "drawdown_recovery -3.75 -3.75 -3.75 -3.75 \n", "best_month 15.04 15.03 12.95 12.94 \n", "worst_month -17.39 -17.38 -17.37 -17.36 \n", - "sharpe_ratio 0.45 0.45 0.49 0.52 \n", - "sortino_ratio 0.51 0.50 0.55 0.59 \n", + "sharpe_ratio 0.47 0.47 0.51 0.54 \n", + "sortino_ratio 0.53 0.52 0.57 0.61 \n", "monthly_std 3.21 3.16 3.10 3.19 \n", - "pct_time_in_market 75.42 74.44 73.67 74.71 \n", - "total_num_trades 101 100 93 89 \n", - "trades_per_year 3.82 3.78 3.52 3.38 \n", - "pct_profitable_trades 20.79 22.00 23.66 22.47 \n", - "avg_points 1.32 1.32 1.56 1.84 \n", + "pct_time_in_market 75.20 74.23 73.47 74.49 \n", + "total_num_trades 102 101 94 90 \n", + "trades_per_year 3.84 3.80 3.54 3.40 \n", + "pct_profitable_trades 21.57 22.77 24.47 23.33 \n", + "avg_points 1.50 1.50 1.75 2.04 \n", "\n", " 250 275 300 325 \\\n", "start 1994-01-24 1994-03-01 1994-04-06 1994-05-12 \n", - "ending_balance 42681.57 42012.79 48673.13 56978.52 \n", - "annual_return_rate 5.68 5.64 6.26 6.94 \n", + "ending_balance 46106.61 45389.59 52222.30 61358.77 \n", + "annual_return_rate 5.97 5.93 6.52 7.20 \n", "max_closed_out_drawdown -23.13 -25.89 -25.44 -23.21 \n", - "drawdown_annualized_return -4.07 -4.59 -4.06 -3.35 \n", + "drawdown_annualized_return -3.88 -4.37 -3.90 -3.22 \n", "drawdown_recovery -3.06 -0.21 -0.67 -0.21 \n", "best_month 12.95 12.96 12.96 15.15 \n", "worst_month -18.75 -17.22 -18.91 -18.89 \n", - "sharpe_ratio 0.51 0.50 0.54 0.58 \n", - "sortino_ratio 0.58 0.57 0.61 0.66 \n", - "monthly_std 3.24 3.28 3.34 3.31 \n", - "pct_time_in_market 76.11 77.07 78.32 79.40 \n", - "total_num_trades 86 84 70 59 \n", - "trades_per_year 3.28 3.21 2.69 2.27 \n", - "pct_profitable_trades 23.26 21.43 24.29 22.03 \n", - "avg_points 2.01 2.09 2.59 3.42 \n", + "sharpe_ratio 0.54 0.52 0.56 0.60 \n", + "sortino_ratio 0.61 0.59 0.63 0.69 \n", + "monthly_std 3.23 3.28 3.33 3.31 \n", + "pct_time_in_market 75.90 76.86 78.12 79.24 \n", + "total_num_trades 87 85 72 61 \n", + "trades_per_year 3.30 3.24 2.75 2.34 \n", + "pct_profitable_trades 24.14 22.35 25.00 22.95 \n", + "avg_points 2.26 2.35 2.82 3.69 \n", "\n", " 350 375 400 425 \\\n", "start 1994-06-17 1994-07-25 1994-08-29 1994-10-04 \n", - "ending_balance 59335.08 77357.49 78451.33 76481.57 \n", - "annual_return_rate 7.13 8.27 8.36 8.29 \n", - "max_closed_out_drawdown -27.34 -25.88 -22.27 -26.99 \n", - "drawdown_annualized_return -3.83 -3.13 -2.66 -3.26 \n", - "drawdown_recovery -0.22 -0.24 -0.63 -0.63 \n", + "ending_balance 62076.85 80111.09 81258.74 79227.34 \n", + "annual_return_rate 7.28 8.37 8.47 8.39 \n", + "max_closed_out_drawdown -27.34 -25.88 -24.14 -26.99 \n", + "drawdown_annualized_return -3.75 -3.09 -2.85 -3.22 \n", + "drawdown_recovery -0.22 -0.24 -0.25 -0.63 \n", "best_month 15.13 15.15 15.80 15.75 \n", "worst_month -18.92 -18.94 -18.94 -18.90 \n", - "sharpe_ratio 0.59 0.67 0.67 0.66 \n", - "sortino_ratio 0.68 0.77 0.78 0.77 \n", - "monthly_std 3.35 3.32 3.31 3.37 \n", - "pct_time_in_market 80.20 80.91 81.37 81.72 \n", - "total_num_trades 52 43 40 36 \n", - "trades_per_year 2.01 1.67 1.56 1.41 \n", - "pct_profitable_trades 25.00 27.91 22.50 19.44 \n", - "avg_points 4.01 5.58 6.26 6.69 \n", + "sharpe_ratio 0.60 0.67 0.67 0.66 \n", + "sortino_ratio 0.69 0.78 0.79 0.77 \n", + "monthly_std 3.35 3.32 3.32 3.37 \n", + "pct_time_in_market 80.08 80.81 81.28 81.62 \n", + "total_num_trades 56 46 43 39 \n", + "trades_per_year 2.16 1.78 1.67 1.52 \n", + "pct_profitable_trades 25.00 28.26 23.26 20.51 \n", + "avg_points 3.99 5.47 6.10 6.48 \n", "\n", " 450 475 500 \n", "start 1994-11-08 1994-12-14 1995-01-20 \n", - "ending_balance 69513.03 67991.80 61947.22 \n", - "annual_return_rate 7.91 7.85 7.49 \n", + "ending_balance 71982.56 70411.71 65207.74 \n", + "annual_return_rate 8.02 7.96 7.67 \n", "max_closed_out_drawdown -31.20 -29.41 -29.72 \n", - "drawdown_annualized_return -3.94 -3.75 -3.97 \n", + "drawdown_annualized_return -3.89 -3.69 -3.88 \n", "drawdown_recovery -0.64 -0.64 -0.64 \n", "best_month 17.77 17.78 17.76 \n", "worst_month -20.79 -20.79 -22.86 \n", - "sharpe_ratio 0.63 0.62 0.59 \n", - "sortino_ratio 0.73 0.72 0.69 \n", - "monthly_std 3.49 3.54 3.62 \n", - "pct_time_in_market 82.15 82.64 82.98 \n", - "total_num_trades 35 38 37 \n", - "trades_per_year 1.37 1.50 1.46 \n", - "pct_profitable_trades 20.00 18.42 24.32 \n", - "avg_points 6.62 5.94 5.52 " + "sharpe_ratio 0.63 0.63 0.60 \n", + "sortino_ratio 0.74 0.73 0.70 \n", + "monthly_std 3.49 3.55 3.62 \n", + "pct_time_in_market 82.05 82.54 82.90 \n", + "total_num_trades 38 41 40 \n", + "trades_per_year 1.49 1.61 1.58 \n", + "pct_profitable_trades 21.05 19.51 25.00 \n", + "avg_points 6.41 5.80 5.53 " ] }, "execution_count": 6, @@ -714,7 +708,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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HNgDnAH9riE5J6se6zdfv9bYPXHz6FHsiSQeWSUIcVTWTZFVVPQP8ZpIvABcO0zVJmt/ehkeDo6SVwi/73Y1nFSRJUg8m/bLf5+CX/UqSJC27ib7st52JWwf8DnBvVX1rqI5J0v7GM/WS9ieLDnFJTgc+CHwFCHBMkp+qqk8N1TlJkiTNbZLPxP1n4O9V1QxAku8HrgcMcZIkSUtsks/EPTEb4Jr7gSem3B9JkiQtwmKenfqP2uTWJDcA1zB6luqPA7cO2DdJkiTNYzGXU//B2PTDwN9t0zuBF0y9R5IkSdqjxTw79S2L2VGSC6vqP8yzbBWwFdheVa9LcgxwNXAYcBvw5qr6VpLnA1cBrwC+DvxEVT0wu3/gXOAZ4Ker6sbWvhH4VWAV8BtVdfFi+itJktSzaX5Z748vsOztwD1j8+8F3ldVPwA8yiic0d4fbe3va+uR5FhGj/z6IWAj8IEkq1o4fD9wKnAscHZbV5IkaUWbZojLnI3JWuB04DfafIDXAp9oq1wJnNmmz2jztOUntfXPAK6uqqeq6qvADHBCe81U1f3tO+uubutKkiStaNMMcTVP+68A/wb4yzZ/GPCNqnq6zW8DjmrTRwEPAbTlj7X1v92+2zbztT9LkvOSbE2ydefOnRMOS5Ikaf8z6Jm4JK8DHqmq26ZYZ2JVdVlVbaiqDWvWrFnOrkiSJE3FJF/2uycfn6PtVcDrk5zG6E7WFzG6CeHgJKvb2ba1wPa2/nZGz2TdlmQ18GJGNzjMts8a32a+dkmSpBVrksduXTJH82PA1qq6tqres/vCqroQuLBt/xrgX1XVm5J8HHgDo8+wbQKubZtc1+b/v7b8M1VVSa4DfivJLwN/A1gPfI7R2b/17W7X7Yxufvgnix2TJElSrya5nPoC4DjgvvZ6GaMzX+cm+ZUJ6/4s8DNJZhh95u3y1n45cFhr/xlgM0BV3c3oS4a/BPwecH5VPdPO5F0A3Mjo7tdr2rqSJEkr2iSXU18GvKqqngFIcinwx8CPAnfuaeOq+gPgD9r0/YzuLN19nT9nnq8qqap3A++eo/0G4IZFjkGSJGlFmCTEHQJ8N6NLqAAvBA6tqmeSPDX1nkma2LrN1+/1tg9cfPoUeyJJGtokIe6XgNuT/AGjz6K9GnhPkhcCnx6gb5IkSZrHokNcVV2e5Aa+cxn056rqT9r0v556zyRJkjSvSb8n7jmMHnz/KPADSV49/S5JkiRpTyb5ipH3Aj8B3M13nr5QwB8N0C9JkiQtYJLPxJ0JvKSqvIlBkiRpmU1yOfV+4LlDdUSSJEmLN8mZuCcZ3Z16E/Dts3FV9dNT75UkSZIWNEmIu669JEmStMwm+YqRK4fsiCRJkhZvjyEuyTVV9cYkdzK6G/VZquplg/RMkiRJ81rMmbi3t/fXDdkRSZIkLd4eQ1xV7WjvDw7fHUmSJC3GYi6nPsEcl1FnVdWLptojLZm9fVi6D0qXJGn5LeZM3PcAJHkXsAP4MBDgTcCRg/ZOkiRJc5rky35fX1UfqKonqurxqroUOGOojkmSJGl+k4S4byZ5U5JVSZ6T5E3AN4fqmCRJkuY3yZf9/hPgV9urgP/Z2qT92t5+9g/8/J8kaf81yZf9PoCXTyVJkvYLiw5xSdYAbwXWjW9XVf98+t2SJEnSQia5nHot8MfAp4FnhumOJEmSFmOSEPddVfWzg/VEkiRJizZJiPvdJKdV1Q2D9UZaQfwyZUnSkCb5ipG3A/89yZ8leTzJE0keH6pjkiRJmt8kZ+JezOgpDcdU1TuT/E18YoMm5Nd9SJI0HZOciXs/cCJwdpt/Avj1qfdIkiRJezTJmbhXVtXxSb4AUFWPJnneQP2SJEnSAiY5E/cXSVYxelrD7PfG/eUgvZIkSdKCJglxlwCfBP5akncD/wN4zyC9kiRJ0oImeezWR5LcBpwEBDizqu4ZrGeSJEma1ySfiaOqvgx8eaC+SJIkaZEmuZwqSZKk/YQhTpIkqUOGOEmSpA4Z4iRJkjpkiJMkSeqQIU6SJKlDg4a4JC9I8rkkX0xyd5JfbO3HJLklyUySj80+vivJ89v8TFu+bmxfF7b2e5OcMta+sbXNJNk85HgkSZL2F0OfiXsKeG1V/TBwHLAxyYnAe4H3VdUPAI8C57b1zwUebe3va+uR5FjgLOCHgI3AB5Ksao8Bez9wKnAscHZbV5IkaUUbNMTVyJ+22ee2VwGvBT7R2q8EzmzTZ7R52vKTkqS1X11VT1XVV4EZ4IT2mqmq+6vqW8DVbV1JkqQVbfDPxLUzZrcDjwBbgK8A36iqp9sq24Cj2vRRwEMAbfljwGHj7bttM1/77n04L8nWJFt37tw5raFJkiQtm8FDXFU9U1XHAWsZnTn7waFrztGHy6pqQ1VtWLNmzVKXlyRJmroluzu1qr4BfBb4EeDgJLPPbV0LbG/T24GjAdryFwNfH2/fbZv52iVJkla0oe9OXZPk4DZ9EPBjwD2Mwtwb2mqbgGvb9HVtnrb8M1VVrf2sdvfqMcB64HPArcD6drfr8xjd/HDdkGOSJEnaH6ze8yr75EjgynYX6XOAa6rqd5N8Cbg6yb8HvgBc3ta/HPhwkhlgF6NQRlXdneQa4EvA08D5VfUMQJILgBuBVcAVVXX3wGOSJEladoOGuKq6A3j5HO33M/p83O7tfw78+Dz7ejfw7jnabwBu2OfOSpIkdcQnNkiSJHXIECdJktQhQ5wkSVKHDHGSJEkdMsRJkiR1yBAnSZLUIUOcJElShwxxkiRJHTLESZIkdcgQJ0mS1CFDnCRJUocMcZIkSR0yxEmSJHXIECdJktQhQ5wkSVKHDHGSJEkdMsRJkiR1yBAnSZLUIUOcJElShwxxkiRJHTLESZIkdcgQJ0mS1CFDnCRJUocMcZIkSR0yxEmSJHXIECdJktQhQ5wkSVKHDHGSJEkdMsRJkiR1yBAnSZLUIUOcJElShwxxkiRJHTLESZIkdcgQJ0mS1CFDnCRJUocMcZIkSR0yxEmSJHVo0BCX5Ogkn03ypSR3J3l7az80yZYk97X3Q1p7klySZCbJHUmOH9vXprb+fUk2jbW/IsmdbZtLkmTIMUmSJO0Phj4T9zTw/1bVscCJwPlJjgU2AzdV1XrgpjYPcCqwvr3OAy6FUegDLgJeCZwAXDQb/No6bx3bbuPAY5IkSVp2g4a4qtpRVZ9v008A9wBHAWcAV7bVrgTObNNnAFfVyM3AwUmOBE4BtlTVrqp6FNgCbGzLXlRVN1dVAVeN7UuSJGnFWrLPxCVZB7wcuAU4oqp2tEVfA45o00cBD41ttq21LdS+bY723Wufl2Rrkq07d+7c57FIkiQttyUJcUm+G/ht4B1V9fj4snYGrYasX1WXVdWGqtqwZs2aIUtJkiQticFDXJLnMgpwH6mq32nND7dLobT3R1r7duDosc3XtraF2tfO0S5JkrSiDX13aoDLgXuq6pfHFl0HzN5hugm4dqz9nHaX6onAY+2y643AyUkOaTc0nAzc2JY9nuTEVuucsX1JkiStWKsH3v+rgDcDdya5vbX9HHAxcE2Sc4EHgTe2ZTcApwEzwJPAWwCqaleSdwG3tvXeWVW72vTbgA8BBwGfai9JkqQVbdAQV1X/A5jve9tOmmP9As6fZ19XAFfM0b4VeOk+dFOSJKk7PrFBkiSpQ4Y4SZKkDhniJEmSOmSIkyRJ6pAhTpIkqUOGOEmSpA4Z4iRJkjpkiJMkSeqQIU6SJKlDhjhJkqQOGeIkSZI6ZIiTJEnqkCFOkiSpQ4Y4SZKkDhniJEmSOmSIkyRJ6pAhTpIkqUOGOEmSpA4Z4iRJkjpkiJMkSeqQIU6SJKlDhjhJkqQOGeIkSZI6ZIiTJEnqkCFOkiSpQ4Y4SZKkDhniJEmSOmSIkyRJ6pAhTpIkqUOGOEmSpA4Z4iRJkjpkiJMkSeqQIU6SJKlDhjhJkqQOGeIkSZI6ZIiTJEnqkCFOkiSpQ4Y4SZKkDg0a4pJckeSRJHeNtR2aZEuS+9r7Ia09SS5JMpPkjiTHj22zqa1/X5JNY+2vSHJn2+aSJBlyPJIkSfuLoc/EfQjYuFvbZuCmqloP3NTmAU4F1rfXecClMAp9wEXAK4ETgItmg19b561j2+1eS5IkaUUaNMRV1R8Bu3ZrPgO4sk1fCZw51n5VjdwMHJzkSOAUYEtV7aqqR4EtwMa27EVVdXNVFXDV2L4kSZJWtOX4TNwRVbWjTX8NOKJNHwU8NLbetta2UPu2Odr/iiTnJdmaZOvOnTv3fQSSJEnLbFlvbGhn0GoJ6lxWVRuqasOaNWuGLidJkjS45QhxD7dLobT3R1r7duDosfXWtraF2tfO0S5JkrTiLUeIuw6YvcN0E3DtWPs57S7VE4HH2mXXG4GTkxzSbmg4GbixLXs8yYntrtRzxvYlSZK0oq0ecudJPgq8Bjg8yTZGd5leDFyT5FzgQeCNbfUbgNOAGeBJ4C0AVbUrybuAW9t676yq2Zsl3sboDtiDgE+1lyRJ0oo3aIirqrPnWXTSHOsWcP48+7kCuGKO9q3AS/elj5IkST3yiQ2SJEkdMsRJkiR1yBAnSZLUIUOcJElShwxxkiRJHTLESZIkdcgQJ0mS1CFDnCRJUocMcZIkSR0yxEmSJHXIECdJktQhQ5wkSVKHDHGSJEkdMsRJkiR1yBAnSZLUIUOcJElShwxxkiRJHTLESZIkdcgQJ0mS1CFDnCRJUocMcZIkSR0yxEmSJHXIECdJktQhQ5wkSVKHDHGSJEkdMsRJkiR1yBAnSZLUIUOcJElShwxxkiRJHTLESZIkdcgQJ0mS1CFDnCRJUocMcZIkSR0yxEmSJHXIECdJktQhQ5wkSVKHDHGSJEkdWhEhLsnGJPcmmUmyebn7I0mSNLTuQ1ySVcD7gVOBY4Gzkxy7vL2SJEkaVvchDjgBmKmq+6vqW8DVwBnL3CdJkqRBpaqWuw/7JMkbgI1V9ZNt/s3AK6vqgrF1zgPOa7MvAe7dy3KHA/97H7q7t5aj7oFSc7nqHig1l6vugVJzueo61pVXc7nqHig196Xu91bVmrkWrN63/vShqi4DLtvX/STZWlUbptCl/b7ugVJzueoeKDWXq+6BUnO56jrWlVdzueoeKDWHqrsSLqduB44em1/b2iRJklaslRDibgXWJzkmyfOAs4DrlrlPkiRJg+r+cmpVPZ3kAuBGYBVwRVXdPVC5fb4k21HdA6XmctU9UGouV90DpeZy1XWsK6/mctU9UGoOUrf7GxskSZIORCvhcqokSdIBxxAnSZLUIUPcApI8kOTOJLcn2draDk2yJcl97f2QKdZ7Sas1+3o8yTuS/EKS7WPtp02h1hVJHkly11jbnGPLyCXtsWZ3JDl+ijX/Y5Ivt/1+MsnBrX1dkj8bG/MHp1hz3p9nkgvbOO9Ncsre1Fyg7sfGaj6Q5PYpj/XoJJ9N8qUkdyd5e2sf7LguUHOw47pAzUGP6wJ1BzuuSV6Q5HNJvthq/mJrPybJLW1MH8vopi6SPL/Nz7Tl66ZY8yPt53dX+/1+bmt/TZLHxsb57yatuYe6H0ry1bH9H9fap/H7O1/NPx6r9ydJ/ts0x9r2tSrJF5L8bpsf7Jjuoe6gx3WemoMd0wVqLsUxXXRmmNpYq8rXPC/gAeDw3dp+CdjcpjcD7x2o9irga8D3Ar8A/Ksp7//VwPHAXXsaG3Aa8CkgwInALVOseTKwuk2/d6zmuvH1pjzOOX+ejB7b9kXg+cAxwFeAVdOqu9vy/wz8uymP9Ujg+Db9PcD/38Y02HFdoOZgx3WBmoMe1/nqDnlc27H57jb9XOCWdqyuAc5q7R8E/p82/Tbgg236LOBjU6x5WlsW4KNjNV8D/O4Ufn/nq/sh4A1zrD+N3985a+62zm8D50xzrG1fPwP81uz+hjyme6g76HGdp+Zgx3S+mkt0TB9gkZlhWmP1TNzkzgCubNNXAmcOVOck4CtV9eAQO6+qPwJ27dY839jOAK6qkZuBg5McOY2aVfX7VfV0m72Z0ff8Tc0845zPGcDVVfVUVX0VmGH0WLep1k0S4I2M/oc5NVW1o6o+36afAO4BjmLA4zpfzSGP6wLjnM9Ujuue6g5xXNux+dM2+9z2KuC1wIP5X4sAAAViSURBVCda++7HdPZYfwI4qfVrn2tW1Q1tWQGfY/r/rc431vlM4/d3wZpJXsToZ/3fJtnvniRZC5wO/EabDwMe0/nqAgx9XOequYCp/K1ZqOZQx3QBg/5dNcQtrIDfT3JbRo/uAjiiqna06a8BRwxU+yye/cfggnbK9YpM8RLubuYb21HAQ2PrbWPhP5p7658z+pfJrGPa6fA/TPJ3plxrrp/nUo3z7wAPV9V9Y21THWu75PJyRmcWluS47lZz3GDHdY6aS3Jc5xnrIMe1XRa6HXgE2MLoTOI3xkLy+Hi+Pda2/DHgsH2tWVW3jC17LvBm4PfGNvmRjC5JfirJD01abxF1392O6/uSPL+1TeW4LjRWRn9wb6qqx8fapjHWXwH+DfCXbf4wBj6m89T9tgGP63w1BzumC9SE4Y4pTJYZpjJWQ9zCfrSqjgdOBc5P8urxhe1fLlP/jpaMPgvxeuDjrelS4PuB44AdjC7ZDGqosc0nyc8DTwMfaU07gL9ZVS+nnRZv/4KahiX/ee7mbJ4d0Kc61iTfzehywTt2+x/VkL+zc9Yc8rjOUXNJjusCP99BjmtVPVNVxzE6Q3IC8IN73fm9rJnkpWOLPwD8UVX9cZv/PKNnO/4w8GvswxmOeepeyGjMfxs4FPjZvd3/BDVn7X5M93msSV4HPFJVt+1Dtye2iLpTP64L1BzsmC5inFM/pmOWPDMY4hZQVdvb+yPAJxn9D/Th2VOe7f2RAUqfCny+qh5u9R9u/6P5S+C/sJeX+BZhvrEN+mizJP8MeB3wpvZLTrv09fU2fRujsw9/axr1Fvh5Dv4ItySrgX8EfGysP1Mba/vX9G8DH6mq32nNgx7XeWoOelznqrkUx3WBsQ56XNs+vgF8FvgRRpdeZr+sfXw83x5rW/5i4OtTqLmx7fMiYA2jUDq7zuOzlySr6gbguUkO39uau9et0WXsqqqngN9koP9e5xjr4a3W9WPrTGOsrwJen+QB4GpGl/Z+leGP6V+pm+S/tv0OdVznrDnwMV1onEMd09l9TZIZpvL7a4ibR5IXJvme2WlGH9S+i9EjvTa11TYB1w5Q/ln/UtjtOvk/bP0Ywnxjuw44JyMnAo+NnR7eJ0k2Mjrt/fqqenKsfU2SVW36+4D1wP1Tqjnfz/M64KyM7gY7ptX83DRqjvn7wJerattYf6Yy1iQBLgfuqapfHls02HGdr+aQx3WBmoMe1wV+vjDQcW37mL2z9yDgxxh9Fu+zwBvaarsf09lj/QbgM7MBeh9rfjnJTwKnAGe3oDy7/l9vPxuSnMDo78rEIWOBurN/AMPoUtj4cd3X3985a7bFb2D0gfc/n+ZYq+rCqlpbVesYfWzmM1X1JgY8pgvU/adDHtcFag52TOer2RYPckzbtpNmhun8Xa0p3JGxEl/A9zG6o+2LwN3Az7f2w4CbgPuATwOHTrnuC9sv0IvH2j4M3Anc0Q78kVOo81FGl3v+gtG1+HPnGxuju2fez+hMwp3AhinWnGH0uYDb22v2Lqx/3H7utzM63f0Pplhz3p8n8PNtnPcCp07z59vaPwT837utO62x/iijU/V3jP08TxvyuC5Qc7DjukDNQY/rfHWHPK7Ay4AvtJp38Z07X7+PURCdYfSxi+e39he0+Zm2/PumWPPp9jOcHfts+wVtnF9kdBPL/7WXP9/56n6mHde7gP/Kd+4mncbv75w127I/YHQmcHz9qYx1bH+v4Tt3bA52TPdQd9DjOk/NwY7pfDWHPqZMmBmmNVYfuyVJktQhL6dKkiR1yBAnSZLUIUOcJElShwxxkiRJHTLESZIkdcgQJ0mS1CFDnCRJUof+D14M2L5vuOPuAAAAAElFTkSuQmCC\n", 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\n", 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\n", 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" ] @@ -790,7 +784,7 @@ "output_type": "stream", "text": [ "1993-11-11 00:00:00 BUY 215 SPY @ 46.38\n", - "2020-04-23 00:00:00 SELL 215 SPY @ 279.08\n" + "2020-06-08 00:00:00 SELL 215 SPY @ 323.20\n" ] } ], @@ -821,7 +815,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] diff --git a/examples/sma-percent-band/strategy.ipynb b/examples/sma-percent-band/strategy.ipynb index 50ee8d1..2ac7090 100644 --- a/examples/sma-percent-band/strategy.ipynb +++ b/examples/sma-percent-band/strategy.ipynb @@ -21,12 +21,6 @@ }, "outputs": [], "source": [ - "# use future imports for python 3.x forward compatibility\n", - "from __future__ import print_function\n", - "from __future__ import unicode_literals\n", - "from __future__ import division\n", - "from __future__ import absolute_import\n", - "\n", "# other imports\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", @@ -235,18 +229,6 @@ " \n", " \n", " \n", - " 18\n", - " 1995-02-03\n", - " 478.65\n", - " 1998-08-31\n", - " 957.28\n", - " 478.63\n", - " 88546.56\n", - " 185\n", - " 167099.49\n", - " \n", - " \n", - " \n", " 19\n", " 1998-11-04\n", " 1118.67\n", @@ -354,13 +336,24 @@ " 601063.95\n", " \n", " \n", + " \n", + " 28\n", + " 2020-06-03\n", + " 3122.87\n", + " 2020-06-08\n", + " 3232.39\n", + " 109.52\n", + " 21356.36\n", + " 195\n", + " 622420.31\n", + " \n", + " \n", " \n", "\n", "" ], "text/plain": [ " entry_date entry_price exit_date exit_price pl_points pl_cash qty \\\n", - "18 1995-02-03 478.65 1998-08-31 957.28 478.63 88546.56 185 \n", "19 1998-11-04 1118.67 1999-10-15 1247.41 128.74 20340.92 158 \n", "20 1999-10-29 1362.93 2000-10-10 1387.02 24.09 3468.96 144 \n", "21 2003-04-22 911.37 2004-08-06 1063.97 152.60 33571.99 220 \n", @@ -370,9 +363,9 @@ "25 2012-01-18 1308.04 2015-08-21 1970.89 662.85 168363.89 254 \n", "26 2016-04-18 2094.34 2018-10-24 2656.10 561.76 134260.64 239 \n", "27 2019-03-21 2854.88 2020-03-09 2746.56 -108.32 -24047.00 222 \n", + "28 2020-06-03 3122.87 2020-06-08 3232.39 109.52 21356.36 195 \n", "\n", " cumul_total symbol \n", - "18 167099.49 \n", "19 187440.41 \n", "20 190909.37 \n", "21 224481.36 \n", @@ -381,7 +374,8 @@ "24 322486.42 \n", "25 490850.31 \n", "26 625110.95 \n", - "27 601063.95 " + "27 601063.95 \n", + "28 622420.31 " ] }, "execution_count": 8, @@ -443,7 +437,7 @@ " \n", " \n", " \n", - " 2020-04-17\n", + " 2020-06-02\n", " 611063.95\n", " 611063.95\n", " 611063.95\n", @@ -452,40 +446,40 @@ " -\n", " \n", " \n", - " 2020-04-20\n", - " 611063.95\n", - " 611063.95\n", + " 2020-06-03\n", + " 612637.57\n", + " 606389.76\n", " 611063.95\n", - " 0\n", - " 611063.95\n", - " -\n", + " 195\n", + " 2104.28\n", + " O\n", " \n", " \n", - " 2020-04-21\n", - " 611063.95\n", - " 611063.95\n", - " 611063.95\n", - " 0\n", - " 611063.95\n", + " 2020-06-04\n", + " 612241.71\n", + " 604734.21\n", + " 609012.55\n", + " 195\n", + " 2104.28\n", " -\n", " \n", " \n", - " 2020-04-22\n", - " 611063.95\n", - " 611063.95\n", - " 611063.95\n", - " 0\n", - " 611063.95\n", + " 2020-06-05\n", + " 628389.67\n", + " 619053.10\n", + " 624920.62\n", + " 195\n", + " 2104.28\n", " -\n", " \n", " \n", - " 2020-04-23\n", - " 611063.95\n", - " 611063.95\n", - " 611063.95\n", + " 2020-06-08\n", + " 632420.31\n", + " 632420.31\n", + " 632420.31\n", " 0\n", - " 611063.95\n", - " -\n", + " 632420.31\n", + " X\n", " \n", " \n", "\n", @@ -494,11 +488,11 @@ "text/plain": [ " high low close shares cash state\n", "date \n", - "2020-04-17 611063.95 611063.95 611063.95 0 611063.95 -\n", - "2020-04-20 611063.95 611063.95 611063.95 0 611063.95 -\n", - "2020-04-21 611063.95 611063.95 611063.95 0 611063.95 -\n", - "2020-04-22 611063.95 611063.95 611063.95 0 611063.95 -\n", - "2020-04-23 611063.95 611063.95 611063.95 0 611063.95 -" + "2020-06-02 611063.95 611063.95 611063.95 0 611063.95 -\n", + "2020-06-03 612637.57 606389.76 611063.95 195 2104.28 O\n", + "2020-06-04 612241.71 604734.21 609012.55 195 2104.28 -\n", + "2020-06-05 628389.67 619053.10 624920.62 195 2104.28 -\n", + "2020-06-08 632420.31 632420.31 632420.31 0 632420.31 X" ] }, "execution_count": 9, @@ -531,79 +525,79 @@ "name": "stdout", "output_type": "stream", "text": [ - "start 1957-03-04\n", - "end 2020-04-23\n", - "beginning_balance 10000\n", - "ending_balance 611063.95\n", - "total_net_profit 601063.95\n", - "gross_profit 632428.27\n", - "gross_loss -31364.32\n", - "profit_factor 20.16\n", - "return_on_initial_capital 6010.64\n", - "annual_return_rate 6.73\n", - "trading_period 63 years 1 months 19 days\n", - "pct_time_in_market 69.76\n", - "total_num_trades 28\n", - "trades_per_year 0.44\n", - "num_winning_trades 22\n", - "num_losing_trades 6\n", - "num_even_trades 0\n", - "pct_profitable_trades 78.57\n", - "avg_profit_per_trade 21466.57\n", - "avg_profit_per_winning_trade 28746.74\n", - "avg_loss_per_losing_trade -5227.39\n", - "ratio_avg_profit_win_loss 5.50\n", - "largest_profit_winning_trade 168363.89\n", - "largest_loss_losing_trade -24047.00\n", - "num_winning_points 2811.57\n", - "num_losing_points -142.09\n", - "total_net_points 2669.48\n", - "avg_points 95.34\n", - "largest_points_winning_trade 662.85\n", - "largest_points_losing_trade -108.32\n", - "avg_pct_gain_per_trade 17.83\n", - "largest_pct_winning_trade 100.00\n", - "largest_pct_losing_trade -7.46\n", - "max_consecutive_winning_trades 10\n", - "max_consecutive_losing_trades 2\n", - "avg_bars_winning_trades 464.05\n", - "avg_bars_losing_trades 151.33\n", - "max_closed_out_drawdown -21.31\n", - "max_closed_out_drawdown_start_date 1987-08-25\n", - "max_closed_out_drawdown_end_date 1988-08-22\n", - "max_closed_out_drawdown_recovery_date 1989-06-07\n", - "drawdown_recovery -0.99\n", - "drawdown_annualized_return -3.17\n", - "max_intra_day_drawdown -21.71\n", - "avg_yearly_closed_out_drawdown -7.92\n", - "max_yearly_closed_out_drawdown -21.31\n", - "avg_monthly_closed_out_drawdown -2.14\n", - "max_monthly_closed_out_drawdown -18.86\n", - "avg_weekly_closed_out_drawdown -0.82\n", - "max_weekly_closed_out_drawdown -12.41\n", - "avg_yearly_closed_out_runup 15.62\n", - "max_yearly_closed_out_runup 52.20\n", - "avg_monthly_closed_out_runup 2.66\n", - "max_monthly_closed_out_runup 15.56\n", - "avg_weekly_closed_out_runup 0.96\n", - "max_weekly_closed_out_runup 10.63\n", - "pct_profitable_years 66.36\n", - "best_year 50.43\n", - "worst_year -21.28\n", - "avg_year 7.62\n", - "annual_std 11.08\n", - "pct_profitable_months 46.20\n", - "best_month 14.94\n", - "worst_month -18.86\n", - "avg_month 0.56\n", - "monthly_std 2.96\n", - "pct_profitable_weeks 40.70\n", - "best_week 10.63\n", - "worst_week -12.41\n", - "avg_week 0.14\n", - "weekly_std 1.51\n", - "sharpe_ratio 0.67\n", - "sortino_ratio 0.75\n", + "start 1957-03-04\n", + "end 2020-06-08\n", + "beginning_balance 10000\n", + "ending_balance 632420.31\n", + "total_net_profit 622420.31\n", + "gross_profit 653784.63\n", + "gross_loss -31364.32\n", + "profit_factor 20.84\n", + "return_on_initial_capital 6224.20\n", + "annual_return_rate 6.77\n", + "trading_period 63 years 3 months 4 days\n", + "pct_time_in_market 69.65\n", + "total_num_trades 29\n", + "trades_per_year 0.46\n", + "num_winning_trades 23\n", + "num_losing_trades 6\n", + "num_even_trades 0\n", + "pct_profitable_trades 79.31\n", + "avg_profit_per_trade 21462.77\n", + "avg_profit_per_winning_trade 28425.42\n", + "avg_loss_per_losing_trade -5227.39\n", + "ratio_avg_profit_win_loss 5.44\n", + "largest_profit_winning_trade 168363.89\n", + "largest_loss_losing_trade -24047.00\n", + "num_winning_points 2921.09\n", + "num_losing_points -142.09\n", + "total_net_points 2779.00\n", + "avg_points 95.83\n", + "largest_points_winning_trade 662.85\n", + "largest_points_losing_trade -108.32\n", + "avg_pct_gain_per_trade 17.33\n", + "largest_pct_winning_trade 100.00\n", + "largest_pct_losing_trade -7.46\n", + "max_consecutive_winning_trades 10\n", + "max_consecutive_losing_trades 2\n", + "avg_bars_winning_trades 444.04\n", + "avg_bars_losing_trades 151.33\n", + "max_closed_out_drawdown -21.31\n", + "max_closed_out_drawdown_start_date 1987-08-25\n", + "max_closed_out_drawdown_end_date 1988-08-22\n", + "max_closed_out_drawdown_recovery_date 1989-06-07\n", + "drawdown_recovery -0.99\n", + "drawdown_annualized_return -3.15\n", + "max_intra_day_drawdown -21.71\n", + "avg_yearly_closed_out_drawdown -7.95\n", + "max_yearly_closed_out_drawdown -21.31\n", + "avg_monthly_closed_out_drawdown -2.14\n", + "max_monthly_closed_out_drawdown -18.86\n", + "avg_weekly_closed_out_drawdown -0.82\n", + "max_weekly_closed_out_drawdown -12.41\n", + "avg_yearly_closed_out_runup 15.64\n", + "max_yearly_closed_out_runup 52.20\n", + "avg_monthly_closed_out_runup 2.65\n", + "max_monthly_closed_out_runup 15.56\n", + "avg_weekly_closed_out_runup 0.96\n", + "max_weekly_closed_out_runup 10.63\n", + "pct_profitable_years 66.24\n", + "best_year 50.43\n", + "worst_year -21.28\n", + "avg_year 7.60\n", + "annual_std 11.08\n", + "pct_profitable_months 46.12\n", + "best_month 14.94\n", + "worst_month -18.86\n", + "avg_month 0.56\n", + "monthly_std 2.96\n", + "pct_profitable_weeks 40.63\n", + "best_week 10.63\n", + "worst_week -12.41\n", + "avg_week 0.14\n", + "weekly_std 1.51\n", + "sharpe_ratio 0.68\n", + "sortino_ratio 0.75\n", "dtype: object\n" ] } @@ -634,7 +628,7 @@ "output_type": "stream", "text": [ "1957-03-04 00:00:00 BUY 226 ^GSPC @ 44.06\n", - "2020-04-23 00:00:00 SELL 226 ^GSPC @ 2797.80\n" + "2020-06-08 00:00:00 SELL 226 ^GSPC @ 3232.39\n" ] } ], @@ -664,7 +658,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -698,7 +692,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -727,7 +721,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "trading period: 1957-03-04 to 2020-04-23\n" + "trading period: 1957-03-04 to 2020-06-08\n" ] }, { @@ -763,18 +757,18 @@ " \n", " \n", " ending_balance\n", - " $611,063.95\n", - " $632,345.25\n", + " $632,420.31\n", + " $730,562.56\n", " \n", " \n", " total_net_profit\n", - " $601,063.95\n", - " $622,345.25\n", + " $622,420.31\n", + " $720,562.56\n", " \n", " \n", " gross_profit\n", - " $632,428.27\n", - " $622,345.25\n", + " $653,784.63\n", + " $720,562.56\n", " \n", " \n", " gross_loss\n", @@ -788,9 +782,9 @@ "text/plain": [ " strategy benchmark\n", "beginning_balance $10,000.00 $10,000.00\n", - "ending_balance $611,063.95 $632,345.25\n", - "total_net_profit $601,063.95 $622,345.25\n", - "gross_profit $632,428.27 $622,345.25\n", + "ending_balance $632,420.31 $730,562.56\n", + "total_net_profit $622,420.31 $720,562.56\n", + "gross_profit $653,784.63 $720,562.56\n", "gross_loss -$31,364.32 $0.00" ] }, @@ -850,8 +844,8 @@ " \n", " \n", " annual_return_rate\n", - " 6.73\n", - " 6.79\n", + " 6.77\n", + " 7.02\n", " \n", " \n", " max_closed_out_drawdown\n", @@ -860,8 +854,8 @@ " \n", " \n", " drawdown_annualized_return\n", - " -3.17\n", - " -8.36\n", + " -3.15\n", + " -8.09\n", " \n", " \n", " drawdown_recovery\n", @@ -880,18 +874,18 @@ " \n", " \n", " sharpe_ratio\n", - " 0.67\n", - " 0.49\n", + " 0.68\n", + " 0.50\n", " \n", " \n", " sortino_ratio\n", " 0.75\n", - " 0.62\n", + " 0.64\n", " \n", " \n", " monthly_std\n", " 2.96\n", - " 4.27\n", + " 4.28\n", " \n", " \n", "\n", @@ -899,15 +893,15 @@ ], "text/plain": [ " strategy benchmark\n", - "annual_return_rate 6.73 6.79\n", + "annual_return_rate 6.77 7.02\n", "max_closed_out_drawdown -21.31 -56.77\n", - "drawdown_annualized_return -3.17 -8.36\n", + "drawdown_annualized_return -3.15 -8.09\n", "drawdown_recovery -0.99 -1.42\n", "best_month 14.94 23.49\n", "worst_month -18.86 -30.94\n", - "sharpe_ratio 0.67 0.49\n", - "sortino_ratio 0.75 0.62\n", - "monthly_std 2.96 4.27" + "sharpe_ratio 0.68 0.50\n", + "sortino_ratio 0.75 0.64\n", + "monthly_std 2.96 4.28" ] }, "execution_count": 15, @@ -916,7 +910,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1437,6 +1431,22 @@ " exit\n", " \n", " \n", + " \n", + " 56\n", + " 2020-06-03\n", + " 3122.87\n", + " 195\n", + " entry\n", + " \n", + " \n", + " \n", + " 57\n", + " 2020-06-08\n", + " 3232.39\n", + " 195\n", + " exit\n", + " \n", + " \n", " \n", "\n", "" @@ -1498,7 +1508,9 @@ "52 2016-04-18 2094.34 239 entry \n", "53 2018-10-24 2656.10 239 exit \n", "54 2019-03-21 2854.88 222 entry \n", - "55 2020-03-09 2746.56 222 exit " + "55 2020-03-09 2746.56 222 exit \n", + "56 2020-06-03 3122.87 195 entry \n", + "57 2020-06-08 3232.39 195 exit " ] }, "execution_count": 16, diff --git a/examples/sma-percent-band/strategy.py b/examples/sma-percent-band/strategy.py index daf6005..33a8f8a 100644 --- a/examples/sma-percent-band/strategy.py +++ b/examples/sma-percent-band/strategy.py @@ -3,12 +3,6 @@ --------- """ -# use future imports for python 3.x forward compatibility -from __future__ import print_function -from __future__ import unicode_literals -from __future__ import division -from __future__ import absolute_import - # other imports import pandas as pd import matplotlib.pyplot as plt @@ -20,6 +14,7 @@ pf.DEBUG = False + class Strategy(): def __init__(self, symbol, capital, start, end, use_adj=False, @@ -37,21 +32,17 @@ def _algo(self): 1. The SPY closes above its upper band, buy 2. If the SPY closes below its lower band, sell your long position. """ - self._tlog.cash = self._capital + self._tlog.initialize(self._capital) for i, row in enumerate(self._ts.itertuples()): date = row.Index.to_pydatetime() - high = row.high - low = row.low - close = row.close - sma = row.sma - sma200 = row.sma200 - upper_band = sma + sma * self._percent_band - lower_band = sma - sma * self._percent_band - upper_band200 = sma200 + sma200 * self._percent_band - lower_band200 = sma200 - sma200 * self._percent_band - end_flag = True if (i == len(self._ts) - 1) else False + high = row.high; low = row.low; close = row.close; + end_flag = pf.is_last_row(self._ts, i) + upper_band = row.sma + row.sma * self._percent_band + lower_band = row.sma - row.sma * self._percent_band + upper_band200 = row.sma200 + row.sma200 * self._percent_band + lower_band200 = row.sma200 - row.sma200 * self._percent_band shares = 0 # buy @@ -78,8 +69,7 @@ def _algo(self): date, -shares, self._symbol, close)) # record daily balance - self._dbal.append(date, high, low, close, - self._tlog.shares, self._tlog.cash) + self._dbal.append(date, high, low, close, self._tlog.shares) def run(self): self._ts = pf.fetch_timeseries(self._symbol) diff --git a/examples/sp500-components-timeseries/sp500-components-timeseries.ipynb b/examples/sp500-components-timeseries/sp500-components-timeseries.ipynb index ca1ba2e..622db1a 100644 --- a/examples/sp500-components-timeseries/sp500-components-timeseries.ipynb +++ b/examples/sp500-components-timeseries/sp500-components-timeseries.ipynb @@ -17,23 +17,6 @@ { "cell_type": "code", "execution_count": 1, - "metadata": { - "ExecuteTime": { - "end_time": "2020-02-16T18:51:38.449379Z", - "start_time": "2020-02-16T18:51:38.430648Z" - } - }, - "outputs": [], - "source": [ - "# use future imports for python 3.x forward compatibility\n", - "from __future__ import print_function\n", - "from __future__ import division\n", - "from __future__ import absolute_import" - ] - }, - { - "cell_type": "code", - "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2020-02-16T18:51:39.883363Z", @@ -58,7 +41,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2020-02-16T18:51:39.908160Z", @@ -83,7 +66,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2020-02-16T18:51:39.983162Z", @@ -116,7 +99,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2020-02-16T18:51:40.015676Z", @@ -140,7 +123,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "metadata": { "ExecuteTime": { "end_time": "2020-02-16T18:59:26.164109Z", diff --git a/examples/spreadsheet/spreadsheet.ipynb b/examples/spreadsheet/spreadsheet.ipynb index 699b812..a7dca44 100644 --- a/examples/spreadsheet/spreadsheet.ipynb +++ b/examples/spreadsheet/spreadsheet.ipynb @@ -18,12 +18,6 @@ }, "outputs": [], "source": [ - "# use future imports for python 3.x forward compatibility\n", - "from __future__ import print_function\n", - "from __future__ import unicode_literals\n", - "from __future__ import division\n", - "from __future__ import absolute_import\n", - "\n", "# other imports\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", @@ -157,49 +151,49 @@ " \n", " \n", " \n", - " 2020-04-20\n", - " 286.79\n", - " 281.35\n", - " 282.61\n", - " 281.59\n", - " 100109300.00\n", - " 281.59\n", - " \n", - " \n", - " 2020-04-21\n", - " 278.04\n", - " 272.02\n", - " 276.73\n", - " 273.04\n", - " 126385700.00\n", - " 273.04\n", - " \n", - " \n", - " 2020-04-22\n", - " 281.00\n", - " 276.91\n", - " 278.35\n", - " 279.10\n", - " 93524600.00\n", - " 279.10\n", - " \n", - " \n", - " 2020-04-23\n", - " 283.94\n", - " 278.75\n", - " 280.49\n", - " 279.08\n", - " 104709700.00\n", - " 279.08\n", - " \n", - " \n", - " 2020-04-24\n", - " 283.70\n", - " 278.50\n", - " 280.73\n", - " 282.97\n", - " 85063200.00\n", - " 282.97\n", + " 2020-06-08\n", + " 323.41\n", + " 319.63\n", + " 320.22\n", + " 323.20\n", + " 73641200.00\n", + " 323.20\n", + " \n", + " \n", + " 2020-06-09\n", + " 323.28\n", + " 319.36\n", + " 320.30\n", + " 320.79\n", + " 77479200.00\n", + " 320.79\n", + " \n", + " \n", + " 2020-06-10\n", + " 322.39\n", + " 318.22\n", + " 321.42\n", + " 319.00\n", + " 95000800.00\n", + " 319.00\n", + " \n", + " \n", + " 2020-06-11\n", + " 312.15\n", + " 300.01\n", + " 311.46\n", + " 300.61\n", + " 209243600.00\n", + " 300.61\n", + " \n", + " \n", + " 2020-06-12\n", + " 309.08\n", + " 298.60\n", + " 308.24\n", + " 304.21\n", + " 194529100.00\n", + " 304.21\n", " \n", " \n", "\n", @@ -208,11 +202,11 @@ "text/plain": [ " high low open close volume adj_close\n", "date \n", - "2020-04-20 286.79 281.35 282.61 281.59 100109300.00 281.59\n", - "2020-04-21 278.04 272.02 276.73 273.04 126385700.00 273.04\n", - "2020-04-22 281.00 276.91 278.35 279.10 93524600.00 279.10\n", - "2020-04-23 283.94 278.75 280.49 279.08 104709700.00 279.08\n", - "2020-04-24 283.70 278.50 280.73 282.97 85063200.00 282.97" + "2020-06-08 323.41 319.63 320.22 323.20 73641200.00 323.20\n", + "2020-06-09 323.28 319.36 320.30 320.79 77479200.00 320.79\n", + "2020-06-10 322.39 318.22 321.42 319.00 95000800.00 319.00\n", + "2020-06-11 312.15 300.01 311.46 300.61 209243600.00 300.61\n", + "2020-06-12 309.08 298.60 308.24 304.21 194529100.00 304.21" ] }, "execution_count": 5, @@ -436,54 +430,54 @@ " \n", " \n", " \n", - " 2020-04-20\n", - " 286.79\n", - " 281.35\n", - " 282.61\n", - " 281.59\n", - " 100109300.00\n", - " 281.59\n", - " 297.93\n", - " \n", - " \n", - " 2020-04-21\n", - " 278.04\n", - " 272.02\n", - " 276.73\n", - " 273.04\n", - " 126385700.00\n", - " 273.04\n", - " 297.83\n", - " \n", - " \n", - " 2020-04-22\n", - " 281.00\n", - " 276.91\n", - " 278.35\n", - " 279.10\n", - " 93524600.00\n", - " 279.10\n", - " 297.76\n", - " \n", - " \n", - " 2020-04-23\n", - " 283.94\n", - " 278.75\n", - " 280.49\n", - " 279.08\n", - " 104709700.00\n", - " 279.08\n", - " 297.70\n", - " \n", - " \n", - " 2020-04-24\n", - " 283.70\n", - " 278.50\n", - " 280.73\n", - " 282.97\n", - " 85063200.00\n", - " 282.97\n", - " 297.64\n", + " 2020-06-08\n", + " 323.41\n", + " 319.63\n", + " 320.22\n", + " 323.20\n", + " 73641200.00\n", + " 323.20\n", + " 298.46\n", + " \n", + " \n", + " 2020-06-09\n", + " 323.28\n", + " 319.36\n", + " 320.30\n", + " 320.79\n", + " 77479200.00\n", + " 320.79\n", + " 298.62\n", + " \n", + " \n", + " 2020-06-10\n", + " 322.39\n", + " 318.22\n", + " 321.42\n", + " 319.00\n", + " 95000800.00\n", + " 319.00\n", + " 298.82\n", + " \n", + " \n", + " 2020-06-11\n", + " 312.15\n", + " 300.01\n", + " 311.46\n", + " 300.61\n", + " 209243600.00\n", + " 300.61\n", + " 298.90\n", + " \n", + " \n", + " 2020-06-12\n", + " 309.08\n", + " 298.60\n", + " 308.24\n", + " 304.21\n", + " 194529100.00\n", + " 304.21\n", + " 299.01\n", " \n", " \n", "\n", @@ -492,11 +486,11 @@ "text/plain": [ " high low open close volume adj_close sma200\n", "date \n", - "2020-04-20 286.79 281.35 282.61 281.59 100109300.00 281.59 297.93\n", - "2020-04-21 278.04 272.02 276.73 273.04 126385700.00 273.04 297.83\n", - "2020-04-22 281.00 276.91 278.35 279.10 93524600.00 279.10 297.76\n", - "2020-04-23 283.94 278.75 280.49 279.08 104709700.00 279.08 297.70\n", - "2020-04-24 283.70 278.50 280.73 282.97 85063200.00 282.97 297.64" + "2020-06-08 323.41 319.63 320.22 323.20 73641200.00 323.20 298.46\n", + "2020-06-09 323.28 319.36 320.30 320.79 77479200.00 320.79 298.62\n", + "2020-06-10 322.39 318.22 321.42 319.00 95000800.00 319.00 298.82\n", + "2020-06-11 312.15 300.01 311.46 300.61 209243600.00 300.61 298.90\n", + "2020-06-12 309.08 298.60 308.24 304.21 194529100.00 304.21 299.01" ] }, "execution_count": 9, @@ -584,72 +578,72 @@ " \n", " \n", " \n", - " 2020-04-20\n", - " 286.79\n", - " 281.35\n", - " 282.61\n", - " 281.59\n", - " 100109300.00\n", - " 281.59\n", - " 297.93\n", - " 10.66\n", - " \n", - " \n", - " 2020-04-21\n", - " 278.04\n", - " 272.02\n", - " 276.73\n", - " 273.04\n", - " 126385700.00\n", - " 273.04\n", - " 297.83\n", - " 10.59\n", - " \n", - " \n", - " 2020-04-22\n", - " 281.00\n", - " 276.91\n", - " 278.35\n", - " 279.10\n", - " 93524600.00\n", - " 279.10\n", - " 297.76\n", - " 10.40\n", - " \n", - " \n", - " 2020-04-23\n", - " 283.94\n", - " 278.75\n", - " 280.49\n", - " 279.08\n", - " 104709700.00\n", - " 279.08\n", - " 297.70\n", - " 10.03\n", - " \n", - " \n", - " 2020-04-24\n", - " 283.70\n", - " 278.50\n", - " 280.73\n", - " 282.97\n", - " 85063200.00\n", - " 282.97\n", - " 297.64\n", - " 9.68\n", + " 2020-06-08\n", + " 323.41\n", + " 319.63\n", + " 320.22\n", + " 323.20\n", + " 73641200.00\n", + " 323.20\n", + " 298.46\n", + " 6.04\n", + " \n", + " \n", + " 2020-06-09\n", + " 323.28\n", + " 319.36\n", + " 320.30\n", + " 320.79\n", + " 77479200.00\n", + " 320.79\n", + " 298.62\n", + " 5.89\n", + " \n", + " \n", + " 2020-06-10\n", + " 322.39\n", + " 318.22\n", + " 321.42\n", + " 319.00\n", + " 95000800.00\n", + " 319.00\n", + " 298.82\n", + " 5.76\n", + " \n", + " \n", + " 2020-06-11\n", + " 312.15\n", + " 300.01\n", + " 311.46\n", + " 300.61\n", + " 209243600.00\n", + " 300.61\n", + " 298.90\n", + " 6.71\n", + " \n", + " \n", + " 2020-06-12\n", + " 309.08\n", + " 298.60\n", + " 308.24\n", + " 304.21\n", + " 194529100.00\n", + " 304.21\n", + " 299.01\n", + " 6.98\n", " \n", " \n", "\n", "" ], "text/plain": [ - " high low open close volume adj_close sma200 atr\n", - "date \n", - "2020-04-20 286.79 281.35 282.61 281.59 100109300.00 281.59 297.93 10.66\n", - "2020-04-21 278.04 272.02 276.73 273.04 126385700.00 273.04 297.83 10.59\n", - "2020-04-22 281.00 276.91 278.35 279.10 93524600.00 279.10 297.76 10.40\n", - "2020-04-23 283.94 278.75 280.49 279.08 104709700.00 279.08 297.70 10.03\n", - "2020-04-24 283.70 278.50 280.73 282.97 85063200.00 282.97 297.64 9.68" + " high low open close volume adj_close sma200 atr\n", + "date \n", + "2020-06-08 323.41 319.63 320.22 323.20 73641200.00 323.20 298.46 6.04\n", + "2020-06-09 323.28 319.36 320.30 320.79 77479200.00 320.79 298.62 5.89\n", + "2020-06-10 322.39 318.22 321.42 319.00 95000800.00 319.00 298.82 5.76\n", + "2020-06-11 312.15 300.01 311.46 300.61 209243600.00 300.61 298.90 6.71\n", + "2020-06-12 309.08 298.60 308.24 304.21 194529100.00 304.21 299.01 6.98" ] }, "execution_count": 11, @@ -743,90 +737,90 @@ " \n", " \n", " \n", - " 2020-04-20\n", - " 286.79\n", - " 281.35\n", - " 282.61\n", - " 281.59\n", - " 100109300.00\n", - " 281.59\n", - " 297.93\n", - " 10.66\n", - " 287.30\n", - " 275.46\n", - " \n", - " \n", - " 2020-04-21\n", - " 278.04\n", - " 272.02\n", - " 276.73\n", - " 273.04\n", - " 126385700.00\n", - " 273.04\n", - " 297.83\n", - " 10.59\n", - " 287.30\n", - " 272.02\n", - " \n", - " \n", - " 2020-04-22\n", - " 281.00\n", - " 276.91\n", - " 278.35\n", - " 279.10\n", - " 93524600.00\n", - " 279.10\n", - " 297.76\n", - " 10.40\n", - " 287.30\n", - " 272.02\n", - " \n", - " \n", - " 2020-04-23\n", - " 283.94\n", - " 278.75\n", - " 280.49\n", - " 279.08\n", - " 104709700.00\n", - " 279.08\n", - " 297.70\n", - " 10.03\n", - " 287.30\n", - " 272.02\n", - " \n", - " \n", - " 2020-04-24\n", - " 283.70\n", - " 278.50\n", - " 280.73\n", - " 282.97\n", - " 85063200.00\n", - " 282.97\n", - " 297.64\n", - " 9.68\n", - " 286.79\n", - " 272.02\n", + " 2020-06-08\n", + " 323.41\n", + " 319.63\n", + " 320.22\n", + " 323.20\n", + " 73641200.00\n", + " 323.20\n", + " 298.46\n", + " 6.04\n", + " 323.41\n", + " 305.10\n", + " \n", + " \n", + " 2020-06-09\n", + " 323.28\n", + " 319.36\n", + " 320.30\n", + " 320.79\n", + " 77479200.00\n", + " 320.79\n", + " 298.62\n", + " 5.89\n", + " 323.41\n", + " 309.08\n", + " \n", + " \n", + " 2020-06-10\n", + " 322.39\n", + " 318.22\n", + " 321.42\n", + " 319.00\n", + " 95000800.00\n", + " 319.00\n", + " 298.82\n", + " 5.76\n", + " 323.41\n", + " 309.08\n", + " \n", + " \n", + " 2020-06-11\n", + " 312.15\n", + " 300.01\n", + " 311.46\n", + " 300.61\n", + " 209243600.00\n", + " 300.61\n", + " 298.90\n", + " 6.71\n", + " 323.41\n", + " 300.01\n", + " \n", + " \n", + " 2020-06-12\n", + " 309.08\n", + " 298.60\n", + " 308.24\n", + " 304.21\n", + " 194529100.00\n", + " 304.21\n", + " 299.01\n", + " 6.98\n", + " 323.41\n", + " 298.60\n", " \n", " \n", "\n", "" ], "text/plain": [ - " high low open close volume adj_close sma200 atr \\\n", - "date \n", - "2020-04-20 286.79 281.35 282.61 281.59 100109300.00 281.59 297.93 10.66 \n", - "2020-04-21 278.04 272.02 276.73 273.04 126385700.00 273.04 297.83 10.59 \n", - "2020-04-22 281.00 276.91 278.35 279.10 93524600.00 279.10 297.76 10.40 \n", - "2020-04-23 283.94 278.75 280.49 279.08 104709700.00 279.08 297.70 10.03 \n", - "2020-04-24 283.70 278.50 280.73 282.97 85063200.00 282.97 297.64 9.68 \n", + " high low open close volume adj_close sma200 atr \\\n", + "date \n", + "2020-06-08 323.41 319.63 320.22 323.20 73641200.00 323.20 298.46 6.04 \n", + "2020-06-09 323.28 319.36 320.30 320.79 77479200.00 320.79 298.62 5.89 \n", + "2020-06-10 322.39 318.22 321.42 319.00 95000800.00 319.00 298.82 5.76 \n", + "2020-06-11 312.15 300.01 311.46 300.61 209243600.00 300.61 298.90 6.71 \n", + "2020-06-12 309.08 298.60 308.24 304.21 194529100.00 304.21 299.01 6.98 \n", "\n", " high5 low5 \n", "date \n", - "2020-04-20 287.30 275.46 \n", - "2020-04-21 287.30 272.02 \n", - "2020-04-22 287.30 272.02 \n", - "2020-04-23 287.30 272.02 \n", - "2020-04-24 286.79 272.02 " + "2020-06-08 323.41 305.10 \n", + "2020-06-09 323.41 309.08 \n", + "2020-06-10 323.41 309.08 \n", + "2020-06-11 323.41 300.01 \n", + "2020-06-12 323.41 298.60 " ] }, "execution_count": 13, @@ -925,100 +919,100 @@ " \n", " \n", " \n", - " 2020-04-20\n", - " 286.79\n", - " 281.35\n", - " 282.61\n", - " 281.59\n", - " 100109300.00\n", - " 281.59\n", - " 297.93\n", - " 10.66\n", - " 287.30\n", - " 275.46\n", - " 44.82\n", - " 129.89\n", - " \n", - " \n", - " 2020-04-21\n", - " 278.04\n", - " 272.02\n", - " 276.73\n", - " 273.04\n", - " 126385700.00\n", - " 273.04\n", - " 297.83\n", - " 10.59\n", - " 287.30\n", - " 272.02\n", - " 17.23\n", - " 62.05\n", - " \n", - " \n", - " 2020-04-22\n", - " 281.00\n", - " 276.91\n", - " 278.35\n", - " 279.10\n", - " 93524600.00\n", - " 279.10\n", - " 297.76\n", - " 10.40\n", - " 287.30\n", - " 272.02\n", - " 55.80\n", - " 73.03\n", - " \n", - " \n", - " 2020-04-23\n", - " 283.94\n", - " 278.75\n", - " 280.49\n", - " 279.08\n", - " 104709700.00\n", - " 279.08\n", - " 297.70\n", - " 10.03\n", - " 287.30\n", - " 272.02\n", - " 55.63\n", - " 111.43\n", - " \n", - " \n", - " 2020-04-24\n", - " 283.70\n", - " 278.50\n", - " 280.73\n", - " 282.97\n", - " 85063200.00\n", - " 282.97\n", - " 297.64\n", - " 9.68\n", - " 286.79\n", - " 272.02\n", - " 79.77\n", - " 135.40\n", + " 2020-06-08\n", + " 323.41\n", + " 319.63\n", + " 320.22\n", + " 323.20\n", + " 73641200.00\n", + " 323.20\n", + " 298.46\n", + " 6.04\n", + " 323.41\n", + " 305.10\n", + " 97.61\n", + " 193.36\n", + " \n", + " \n", + " 2020-06-09\n", + " 323.28\n", + " 319.36\n", + " 320.30\n", + " 320.79\n", + " 77479200.00\n", + " 320.79\n", + " 298.62\n", + " 5.89\n", + " 323.41\n", + " 309.08\n", + " 63.11\n", + " 160.72\n", + " \n", + " \n", + " 2020-06-10\n", + " 322.39\n", + " 318.22\n", + " 321.42\n", + " 319.00\n", + " 95000800.00\n", + " 319.00\n", + " 298.82\n", + " 5.76\n", + " 323.41\n", + " 309.08\n", + " 41.38\n", + " 104.50\n", + " \n", + " \n", + " 2020-06-11\n", + " 312.15\n", + " 300.01\n", + " 311.46\n", + " 300.61\n", + " 209243600.00\n", + " 300.61\n", + " 298.90\n", + " 6.71\n", + " 323.41\n", + " 300.01\n", + " 5.13\n", + " 46.51\n", + " \n", + " \n", + " 2020-06-12\n", + " 309.08\n", + " 298.60\n", + " 308.24\n", + " 304.21\n", + " 194529100.00\n", + " 304.21\n", + " 299.01\n", + " 6.98\n", + " 323.41\n", + " 298.60\n", + " 29.36\n", + " 34.48\n", " \n", " \n", "\n", "" ], "text/plain": [ - " high low open close volume adj_close sma200 atr \\\n", - "date \n", - "2020-04-20 286.79 281.35 282.61 281.59 100109300.00 281.59 297.93 10.66 \n", - "2020-04-21 278.04 272.02 276.73 273.04 126385700.00 273.04 297.83 10.59 \n", - "2020-04-22 281.00 276.91 278.35 279.10 93524600.00 279.10 297.76 10.40 \n", - "2020-04-23 283.94 278.75 280.49 279.08 104709700.00 279.08 297.70 10.03 \n", - "2020-04-24 283.70 278.50 280.73 282.97 85063200.00 282.97 297.64 9.68 \n", + " high low open close volume adj_close sma200 atr \\\n", + "date \n", + "2020-06-08 323.41 319.63 320.22 323.20 73641200.00 323.20 298.46 6.04 \n", + "2020-06-09 323.28 319.36 320.30 320.79 77479200.00 320.79 298.62 5.89 \n", + "2020-06-10 322.39 318.22 321.42 319.00 95000800.00 319.00 298.82 5.76 \n", + "2020-06-11 312.15 300.01 311.46 300.61 209243600.00 300.61 298.90 6.71 \n", + "2020-06-12 309.08 298.60 308.24 304.21 194529100.00 304.21 299.01 6.98 \n", "\n", " high5 low5 rsi2 c2rsi2 \n", "date \n", - "2020-04-20 287.30 275.46 44.82 129.89 \n", - "2020-04-21 287.30 272.02 17.23 62.05 \n", - "2020-04-22 287.30 272.02 55.80 73.03 \n", - "2020-04-23 287.30 272.02 55.63 111.43 \n", - "2020-04-24 286.79 272.02 79.77 135.40 " + "2020-06-08 323.41 305.10 97.61 193.36 \n", + "2020-06-09 323.41 309.08 63.11 160.72 \n", + "2020-06-10 323.41 309.08 41.38 104.50 \n", + "2020-06-11 323.41 300.01 5.13 46.51 \n", + "2020-06-12 323.41 298.60 29.36 34.48 " ] }, "execution_count": 15, @@ -1116,105 +1110,105 @@ " \n", " \n", " \n", - " 2020-04-20\n", - " 286.79\n", - " 281.35\n", - " 282.61\n", - " 281.59\n", - " 100109300.00\n", - " 281.59\n", - " 297.93\n", - " 10.66\n", - " 287.30\n", - " 275.46\n", - " 44.82\n", - " 129.89\n", - " 284.07\n", - " \n", - " \n", - " 2020-04-21\n", - " 278.04\n", - " 272.02\n", - " 276.73\n", - " 273.04\n", - " 126385700.00\n", - " 273.04\n", - " 297.83\n", - " 10.59\n", - " 287.30\n", - " 272.02\n", - " 17.23\n", - " 62.05\n", - " 275.03\n", - " \n", - " \n", - " 2020-04-22\n", - " 281.00\n", - " 276.91\n", - " 278.35\n", - " 279.10\n", - " 93524600.00\n", - " 279.10\n", - " 297.76\n", - " 10.40\n", - " 287.30\n", - " 272.02\n", - " 55.80\n", - " 73.03\n", - " 278.96\n", - " \n", - " \n", - " 2020-04-23\n", - " 283.94\n", - " 278.75\n", - " 280.49\n", - " 279.08\n", - " 104709700.00\n", - " 279.08\n", - " 297.70\n", - " 10.03\n", - " 287.30\n", - " 272.02\n", - " 55.63\n", - " 111.43\n", - " 281.35\n", - " \n", - " \n", - " 2020-04-24\n", - " 283.70\n", - " 278.50\n", - " 280.73\n", - " 282.97\n", - " 85063200.00\n", - " 282.97\n", - " 297.64\n", - " 9.68\n", - " 286.79\n", - " 272.02\n", - " 79.77\n", - " 135.40\n", - " 281.10\n", + " 2020-06-08\n", + " 323.41\n", + " 319.63\n", + " 320.22\n", + " 323.20\n", + " 73641200.00\n", + " 323.20\n", + " 298.46\n", + " 6.04\n", + " 323.41\n", + " 305.10\n", + " 97.61\n", + " 193.36\n", + " 321.52\n", + " \n", + " \n", + " 2020-06-09\n", + " 323.28\n", + " 319.36\n", + " 320.30\n", + " 320.79\n", + " 77479200.00\n", + " 320.79\n", + " 298.62\n", + " 5.89\n", + " 323.41\n", + " 309.08\n", + " 63.11\n", + " 160.72\n", + " 321.32\n", + " \n", + " \n", + " 2020-06-10\n", + " 322.39\n", + " 318.22\n", + " 321.42\n", + " 319.00\n", + " 95000800.00\n", + " 319.00\n", + " 298.82\n", + " 5.76\n", + " 323.41\n", + " 309.08\n", + " 41.38\n", + " 104.50\n", + " 320.31\n", + " \n", + " \n", + " 2020-06-11\n", + " 312.15\n", + " 300.01\n", + " 311.46\n", + " 300.61\n", + " 209243600.00\n", + " 300.61\n", + " 298.90\n", + " 6.71\n", + " 323.41\n", + " 300.01\n", + " 5.13\n", + " 46.51\n", + " 306.08\n", + " \n", + " \n", + " 2020-06-12\n", + " 309.08\n", + " 298.60\n", + " 308.24\n", + " 304.21\n", + " 194529100.00\n", + " 304.21\n", + " 299.01\n", + " 6.98\n", + " 323.41\n", + " 298.60\n", + " 29.36\n", + " 34.48\n", + " 303.84\n", " \n", " \n", "\n", "" ], "text/plain": [ - " high low open close volume adj_close sma200 atr \\\n", - "date \n", - "2020-04-20 286.79 281.35 282.61 281.59 100109300.00 281.59 297.93 10.66 \n", - "2020-04-21 278.04 272.02 276.73 273.04 126385700.00 273.04 297.83 10.59 \n", - "2020-04-22 281.00 276.91 278.35 279.10 93524600.00 279.10 297.76 10.40 \n", - "2020-04-23 283.94 278.75 280.49 279.08 104709700.00 279.08 297.70 10.03 \n", - "2020-04-24 283.70 278.50 280.73 282.97 85063200.00 282.97 297.64 9.68 \n", + " high low open close volume adj_close sma200 atr \\\n", + "date \n", + "2020-06-08 323.41 319.63 320.22 323.20 73641200.00 323.20 298.46 6.04 \n", + "2020-06-09 323.28 319.36 320.30 320.79 77479200.00 320.79 298.62 5.89 \n", + "2020-06-10 322.39 318.22 321.42 319.00 95000800.00 319.00 298.82 5.76 \n", + "2020-06-11 312.15 300.01 311.46 300.61 209243600.00 300.61 298.90 6.71 \n", + "2020-06-12 309.08 298.60 308.24 304.21 194529100.00 304.21 299.01 6.98 \n", "\n", " high5 low5 rsi2 c2rsi2 mp \n", "date \n", - "2020-04-20 287.30 275.46 44.82 129.89 284.07 \n", - "2020-04-21 287.30 272.02 17.23 62.05 275.03 \n", - "2020-04-22 287.30 272.02 55.80 73.03 278.96 \n", - "2020-04-23 287.30 272.02 55.63 111.43 281.35 \n", - "2020-04-24 286.79 272.02 79.77 135.40 281.10 " + "2020-06-08 323.41 305.10 97.61 193.36 321.52 \n", + "2020-06-09 323.41 309.08 63.11 160.72 321.32 \n", + "2020-06-10 323.41 309.08 41.38 104.50 320.31 \n", + "2020-06-11 323.41 300.01 5.13 46.51 306.08 \n", + "2020-06-12 323.41 298.60 29.36 34.48 303.84 " ] }, "execution_count": 17, @@ -1614,115 +1608,115 @@ " \n", " \n", " \n", - " 2020-04-20\n", - " 286.79\n", - " 281.35\n", - " 282.61\n", - " 281.59\n", - " 100109300.00\n", - " 281.59\n", - " 297.93\n", - " 10.66\n", - " 287.30\n", - " 275.46\n", - " 44.82\n", - " 129.89\n", - " 284.07\n", - " 275.77\n", - " 8.10\n", - " \n", - " \n", - " 2020-04-21\n", - " 278.04\n", - " 272.02\n", - " 276.73\n", - " 273.04\n", - " 126385700.00\n", - " 273.04\n", - " 297.83\n", - " 10.59\n", - " 287.30\n", - " 272.02\n", - " 17.23\n", - " 62.05\n", - " 275.03\n", - " 277.51\n", - " 5.05\n", - " \n", - " \n", - " 2020-04-22\n", - " 281.00\n", - " 276.91\n", - " 278.35\n", - " 279.10\n", - " 93524600.00\n", - " 279.10\n", - " 297.76\n", - " 10.40\n", - " 287.30\n", - " 272.02\n", - " 55.80\n", - " 73.03\n", - " 278.96\n", - " 278.41\n", - " 4.30\n", - " \n", - " \n", - " 2020-04-23\n", - " 283.94\n", - " 278.75\n", - " 280.49\n", - " 279.08\n", - " 104709700.00\n", - " 279.08\n", - " 297.70\n", - " 10.03\n", - " 287.30\n", - " 272.02\n", - " 55.63\n", - " 111.43\n", - " 281.35\n", - " 279.48\n", - " 3.38\n", - " \n", - " \n", - " 2020-04-24\n", - " 283.70\n", - " 278.50\n", - " 280.73\n", - " 282.97\n", - " 85063200.00\n", - " 282.97\n", - " 297.64\n", - " 9.68\n", - " 286.79\n", - " 272.02\n", - " 79.77\n", - " 135.40\n", - " 281.10\n", - " 279.76\n", - " 3.39\n", + " 2020-06-08\n", + " 323.41\n", + " 319.63\n", + " 320.22\n", + " 323.20\n", + " 73641200.00\n", + " 323.20\n", + " 298.46\n", + " 6.04\n", + " 323.41\n", + " 305.10\n", + " 97.61\n", + " 193.36\n", + " 321.52\n", + " 308.04\n", + " 7.70\n", + " \n", + " \n", + " 2020-06-09\n", + " 323.28\n", + " 319.36\n", + " 320.30\n", + " 320.79\n", + " 77479200.00\n", + " 320.79\n", + " 298.62\n", + " 5.89\n", + " 323.41\n", + " 309.08\n", + " 63.11\n", + " 160.72\n", + " 321.32\n", + " 310.29\n", + " 7.99\n", + " \n", + " \n", + " 2020-06-10\n", + " 322.39\n", + " 318.22\n", + " 321.42\n", + " 319.00\n", + " 95000800.00\n", + " 319.00\n", + " 298.82\n", + " 5.76\n", + " 323.41\n", + " 309.08\n", + " 41.38\n", + " 104.50\n", + " 320.31\n", + " 312.30\n", + " 7.70\n", + " \n", + " \n", + " 2020-06-11\n", + " 312.15\n", + " 300.01\n", + " 311.46\n", + " 300.61\n", + " 209243600.00\n", + " 300.61\n", + " 298.90\n", + " 6.71\n", + " 323.41\n", + " 300.01\n", + " 5.13\n", + " 46.51\n", + " 306.08\n", + " 312.45\n", + " 7.54\n", + " \n", + " \n", + " 2020-06-12\n", + " 309.08\n", + " 298.60\n", + " 308.24\n", + " 304.21\n", + " 194529100.00\n", + " 304.21\n", + " 299.01\n", + " 6.98\n", + " 323.41\n", + " 298.60\n", + " 29.36\n", + " 34.48\n", + " 303.84\n", + " 312.61\n", + " 7.31\n", " \n", " \n", "\n", "" ], "text/plain": [ - " high low open close volume adj_close sma200 atr \\\n", - "date \n", - "2020-04-20 286.79 281.35 282.61 281.59 100109300.00 281.59 297.93 10.66 \n", - "2020-04-21 278.04 272.02 276.73 273.04 126385700.00 273.04 297.83 10.59 \n", - "2020-04-22 281.00 276.91 278.35 279.10 93524600.00 279.10 297.76 10.40 \n", - "2020-04-23 283.94 278.75 280.49 279.08 104709700.00 279.08 297.70 10.03 \n", - "2020-04-24 283.70 278.50 280.73 282.97 85063200.00 282.97 297.64 9.68 \n", + " high low open close volume adj_close sma200 atr \\\n", + "date \n", + "2020-06-08 323.41 319.63 320.22 323.20 73641200.00 323.20 298.46 6.04 \n", + "2020-06-09 323.28 319.36 320.30 320.79 77479200.00 320.79 298.62 5.89 \n", + "2020-06-10 322.39 318.22 321.42 319.00 95000800.00 319.00 298.82 5.76 \n", + "2020-06-11 312.15 300.01 311.46 300.61 209243600.00 300.61 298.90 6.71 \n", + "2020-06-12 309.08 298.60 308.24 304.21 194529100.00 304.21 299.01 6.98 \n", "\n", " high5 low5 rsi2 c2rsi2 mp sma10mp sd \n", "date \n", - "2020-04-20 287.30 275.46 44.82 129.89 284.07 275.77 8.10 \n", - "2020-04-21 287.30 272.02 17.23 62.05 275.03 277.51 5.05 \n", - "2020-04-22 287.30 272.02 55.80 73.03 278.96 278.41 4.30 \n", - "2020-04-23 287.30 272.02 55.63 111.43 281.35 279.48 3.38 \n", - "2020-04-24 286.79 272.02 79.77 135.40 281.10 279.76 3.39 " + "2020-06-08 323.41 305.10 97.61 193.36 321.52 308.04 7.70 \n", + "2020-06-09 323.41 309.08 63.11 160.72 321.32 310.29 7.99 \n", + "2020-06-10 323.41 309.08 41.38 104.50 320.31 312.30 7.70 \n", + "2020-06-11 323.41 300.01 5.13 46.51 306.08 312.45 7.54 \n", + "2020-06-12 323.41 298.60 29.36 34.48 303.84 312.61 7.31 " ] }, "execution_count": 21, @@ -1823,125 +1817,125 @@ " \n", " \n", " \n", - " 2020-04-20\n", - " 286.79\n", - " 281.35\n", - " 282.61\n", - " 281.59\n", - " 100109300.00\n", - " 281.59\n", - " 297.93\n", - " 10.66\n", - " 287.30\n", - " 275.46\n", - " 44.82\n", - " 129.89\n", - " 284.07\n", - " 275.77\n", - " 8.10\n", - " 291.96\n", - " 259.57\n", - " \n", - " \n", - " 2020-04-21\n", - " 278.04\n", - " 272.02\n", - " 276.73\n", - " 273.04\n", - " 126385700.00\n", - " 273.04\n", - " 297.83\n", - " 10.59\n", - " 287.30\n", - " 272.02\n", - " 17.23\n", - " 62.05\n", - " 275.03\n", - " 277.51\n", - " 5.05\n", - " 287.62\n", - " 267.41\n", - " \n", - " \n", - " 2020-04-22\n", - " 281.00\n", - " 276.91\n", - " 278.35\n", - " 279.10\n", - " 93524600.00\n", - " 279.10\n", - " 297.76\n", - " 10.40\n", - " 287.30\n", - " 272.02\n", - " 55.80\n", - " 73.03\n", - " 278.96\n", - " 278.41\n", - " 4.30\n", - " 287.02\n", - " 269.81\n", - " \n", - " \n", - " 2020-04-23\n", - " 283.94\n", - " 278.75\n", - " 280.49\n", - " 279.08\n", - " 104709700.00\n", - " 279.08\n", - " 297.70\n", - " 10.03\n", - " 287.30\n", - " 272.02\n", - " 55.63\n", - " 111.43\n", - " 281.35\n", - " 279.48\n", - " 3.38\n", - " 286.25\n", - " 272.72\n", - " \n", - " \n", - " 2020-04-24\n", - " 283.70\n", - " 278.50\n", - " 280.73\n", - " 282.97\n", - " 85063200.00\n", - " 282.97\n", - " 297.64\n", - " 9.68\n", - " 286.79\n", - " 272.02\n", - " 79.77\n", - " 135.40\n", - " 281.10\n", - " 279.76\n", - " 3.39\n", - " 286.55\n", - " 272.98\n", + " 2020-06-08\n", + " 323.41\n", + " 319.63\n", + " 320.22\n", + " 323.20\n", + " 73641200.00\n", + " 323.20\n", + " 298.46\n", + " 6.04\n", + " 323.41\n", + " 305.10\n", + " 97.61\n", + " 193.36\n", + " 321.52\n", + " 308.04\n", + " 7.70\n", + " 323.45\n", + " 292.63\n", + " \n", + " \n", + " 2020-06-09\n", + " 323.28\n", + " 319.36\n", + " 320.30\n", + " 320.79\n", + " 77479200.00\n", + " 320.79\n", + " 298.62\n", + " 5.89\n", + " 323.41\n", + " 309.08\n", + " 63.11\n", + " 160.72\n", + " 321.32\n", + " 310.29\n", + " 7.99\n", + " 326.27\n", + " 294.31\n", + " \n", + " \n", + " 2020-06-10\n", + " 322.39\n", + " 318.22\n", + " 321.42\n", + " 319.00\n", + " 95000800.00\n", + " 319.00\n", + " 298.82\n", + " 5.76\n", + " 323.41\n", + " 309.08\n", + " 41.38\n", + " 104.50\n", + " 320.31\n", + " 312.30\n", + " 7.70\n", + " 327.70\n", + " 296.90\n", + " \n", + " \n", + " 2020-06-11\n", + " 312.15\n", + " 300.01\n", + " 311.46\n", + " 300.61\n", + " 209243600.00\n", + " 300.61\n", + " 298.90\n", + " 6.71\n", + " 323.41\n", + " 300.01\n", + " 5.13\n", + " 46.51\n", + " 306.08\n", + " 312.45\n", + " 7.54\n", + " 327.53\n", + " 297.37\n", + " \n", + " \n", + " 2020-06-12\n", + " 309.08\n", + " 298.60\n", + " 308.24\n", + " 304.21\n", + " 194529100.00\n", + " 304.21\n", + " 299.01\n", + " 6.98\n", + " 323.41\n", + " 298.60\n", + " 29.36\n", + " 34.48\n", + " 303.84\n", + " 312.61\n", + " 7.31\n", + " 327.23\n", + " 298.00\n", " \n", " \n", "\n", "" ], "text/plain": [ - " high low open close volume adj_close sma200 atr \\\n", - "date \n", - "2020-04-20 286.79 281.35 282.61 281.59 100109300.00 281.59 297.93 10.66 \n", - "2020-04-21 278.04 272.02 276.73 273.04 126385700.00 273.04 297.83 10.59 \n", - "2020-04-22 281.00 276.91 278.35 279.10 93524600.00 279.10 297.76 10.40 \n", - "2020-04-23 283.94 278.75 280.49 279.08 104709700.00 279.08 297.70 10.03 \n", - "2020-04-24 283.70 278.50 280.73 282.97 85063200.00 282.97 297.64 9.68 \n", + " high low open close volume adj_close sma200 atr \\\n", + "date \n", + "2020-06-08 323.41 319.63 320.22 323.20 73641200.00 323.20 298.46 6.04 \n", + "2020-06-09 323.28 319.36 320.30 320.79 77479200.00 320.79 298.62 5.89 \n", + "2020-06-10 322.39 318.22 321.42 319.00 95000800.00 319.00 298.82 5.76 \n", + "2020-06-11 312.15 300.01 311.46 300.61 209243600.00 300.61 298.90 6.71 \n", + "2020-06-12 309.08 298.60 308.24 304.21 194529100.00 304.21 299.01 6.98 \n", "\n", " high5 low5 rsi2 c2rsi2 mp sma10mp sd upper lower \n", "date \n", - "2020-04-20 287.30 275.46 44.82 129.89 284.07 275.77 8.10 291.96 259.57 \n", - "2020-04-21 287.30 272.02 17.23 62.05 275.03 277.51 5.05 287.62 267.41 \n", - "2020-04-22 287.30 272.02 55.80 73.03 278.96 278.41 4.30 287.02 269.81 \n", - "2020-04-23 287.30 272.02 55.63 111.43 281.35 279.48 3.38 286.25 272.72 \n", - "2020-04-24 286.79 272.02 79.77 135.40 281.10 279.76 3.39 286.55 272.98 " + "2020-06-08 323.41 305.10 97.61 193.36 321.52 308.04 7.70 323.45 292.63 \n", + "2020-06-09 323.41 309.08 63.11 160.72 321.32 310.29 7.99 326.27 294.31 \n", + "2020-06-10 323.41 309.08 41.38 104.50 320.31 312.30 7.70 327.70 296.90 \n", + "2020-06-11 323.41 300.01 5.13 46.51 306.08 312.45 7.54 327.53 297.37 \n", + "2020-06-12 323.41 298.60 29.36 34.48 303.84 312.61 7.31 327.23 298.00 " ] }, "execution_count": 23, @@ -2232,10 +2226,10 @@ { "data": { "text/html": [ - "
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2019/01/18260.49256.60258.54259.98127900300259.98264.774.58260.49250.1798.03191.92258.55252.433.18258.79246.07
2019/01/22258.61254.71258.38256.47115531200256.47264.784.63260.49251.5440.96138.99256.66253.332.94259.22247.44
2019/01/23258.35254.32257.59257.0086030300257.00264.814.59260.49253.6449.8790.83256.34254.022.73259.48248.56
2019/01/24257.77255.71256.81257.1459204100257.14264.854.41260.49253.6453.45103.32256.74254.562.67259.90249.23
2019/01/25260.21257.25259.15259.3296883400259.32264.874.31260.49254.3285.78139.24258.73255.332.65260.64250.02
2019/01/28257.41255.42256.98257.3585613700257.35264.894.28260.21254.3237.99123.77256.42255.802.34260.49251.11
2019/01/29258.12256.10257.50257.0066136300257.00264.894.12260.21254.3231.8469.82257.11256.401.68259.76253.03
2019/01/30261.99257.82258.65261.0792473700261.07264.924.18261.99255.4285.96117.80259.91257.091.53260.15254.04
HIGHLOWOPENCLOSEVOLUMEADJ_CLOSESMA200ATRHIGH5LOW5RSI2C2RSI2MPSMA10MPSDUPPERLOWER
2019/01/31263.89260.77261.00263.36104012100263.36264.964.11263.89255.4292.59178.56262.33257.832.06261.96253.71
2019/02/01264.60262.63263.58263.4985782500263.49264.983.95264.60255.4292.96185.55263.62258.642.59263.81253.47
2019/02/04265.41262.81263.54265.3560744800265.35265.003.86265.41256.1097.13190.09264.11259.203.11265.41252.98
2019/02/05266.79265.27265.81266.4679552800266.46265.043.69266.79257.8298.32195.45266.03260.133.63267.39252.88
2019/02/06266.69265.31266.16266.1158347800266.11265.093.53266.79260.7777.89176.21266.00261.103.79268.67253.52
2019/02/07264.95261.76264.35263.5795482000263.57265.133.59266.79261.7619.4697.35263.36261.763.51268.78254.74
2019/02/08264.00261.32262.21263.8975788900263.89265.183.52266.79261.3232.3451.81262.66262.153.35268.85255.46
2019/02/11264.89263.46264.60264.0468021400264.04265.243.37266.79261.3240.9373.28264.17262.932.71268.35257.51
2019/02/12267.84265.72265.79267.4372270200267.43265.293.40267.84261.3291.43132.36266.78263.902.05267.99259.80
2019/02/13269.22267.88268.34268.3065277200268.30265.353.29269.22261.3294.04185.46268.55264.762.00268.76260.76
2019/02/14268.94266.23267.12267.7183234400267.71265.423.24269.22261.3266.36160.40267.58265.291.98269.25261.33
2019/02/15270.66269.41269.64270.6297088700270.62265.503.22270.66263.4691.34157.70270.04265.932.38270.69261.17
2019/02/19271.80269.75269.76271.0959120800271.09265.593.14271.80265.7293.01184.35270.78266.592.72272.04261.15
2019/02/20272.14270.51271.05271.6476610800271.64265.693.03272.14266.2395.18188.18271.32267.123.09273.30260.94
2019/02/21271.34269.63270.95270.6764214700270.67265.762.96272.14266.2345.41140.58270.48267.573.23274.03261.11
2019/02/22272.57270.65271.35272.3578114600272.35265.842.89272.57269.4180.62126.03271.61268.403.08274.57262.23
2019/02/25274.47272.63273.90272.7269030700272.72265.922.83274.47269.6384.92165.54273.55269.492.74274.96264.01
2019/02/26273.48272.12272.34272.5356844100272.53265.992.73274.47269.6368.85153.76272.80270.352.18274.71265.99
2019/02/27272.79270.73271.75272.4156921600272.41266.042.68274.47269.6356.11124.95271.76270.851.81274.47267.23
2019/02/28272.65271.55272.18271.9069268300271.90266.092.57274.47270.6521.5477.65272.10271.201.65274.50267.90
HIGHLOWOPENCLOSEVOLUMEADJ_CLOSESMA200ATRHIGH5LOW5RSI2C2RSI2MPSMA10MPSDUPPERLOWER
2019/03/01274.05272.04273.62273.6078880500273.60266.152.54274.47270.7384.68106.22273.04271.751.15274.04269.46
2019/03/04275.01270.11274.75272.60106494600272.60266.212.70275.01270.1143.57128.26272.56272.001.00273.99270.01
2019/03/05272.96271.64272.74272.2359114600272.23266.262.61275.01270.1132.0075.57272.30272.150.90273.95270.35
2019/03/06272.37270.23272.36270.5875039800270.58266.302.57275.01270.119.5241.51271.30272.150.90273.95270.35
2019/03/07270.25267.40270.10268.3294885100268.32266.342.62275.01267.403.2512.76268.83271.991.30274.59269.38
2019/03/08267.97265.79266.30267.7885795800267.78266.372.61275.01265.792.485.72266.88271.512.08275.67267.35
2019/03/11271.84268.54268.57271.6765098900271.67266.412.71272.96265.7978.0580.53270.19271.181.98275.15267.21
2019/03/12273.26272.07272.27272.6979667500272.69266.462.63273.26265.7984.42162.48272.66271.161.97275.11267.22
2019/03/13275.51273.48273.66274.5080639200274.50266.532.65275.51265.7992.30176.72274.50271.442.24275.91266.96
2019/03/14274.99273.84274.53274.3267518400274.32266.592.54275.51265.7984.03176.33274.41271.672.42276.52266.82
2019/03/15276.56274.72274.92275.6881309000275.68266.672.52276.56268.5493.30177.33275.64271.932.71277.35266.51
2019/03/18277.00275.67275.91276.6862199800276.68266.752.43277.00272.0796.39189.69276.33272.303.05278.40266.21
2019/03/19278.67275.78277.83276.7590268100276.75266.832.47278.67273.4896.60192.99277.22272.803.42279.64265.95
2019/03/20277.82274.71276.51275.9184609200275.91266.892.51278.67273.8439.50136.10276.27273.293.54280.37266.21
2019/03/21279.47274.97275.02279.0379550400279.03266.972.65279.47274.7188.84128.34277.22274.133.35280.84267.43
2019/03/22278.12273.59277.55273.66122659300273.66267.012.85279.47273.5923.31112.16275.85275.032.20279.43270.63
2019/03/25274.58272.08273.29273.4585575200273.45267.052.83279.47272.0822.0745.38273.33275.341.56278.47272.21
2019/03/26276.53273.96275.36275.4968125900275.49267.092.85279.47272.0862.1784.23275.25275.601.26278.11273.09
2019/03/27276.12272.36275.48274.0572224700274.05267.122.91279.47272.0835.9998.16274.24275.581.28278.14273.01
2019/03/28275.58273.48274.74275.0956238500275.09267.162.85278.12272.0860.1896.17274.53275.591.27278.13273.04
HIGHLOWOPENCLOSEVOLUMEADJ_CLOSESMA200ATRHIGH5LOW5RSI2C2RSI2MPSMA10MPSDUPPERLOWER
2019/03/29277.18275.51276.74276.8282186800276.82267.202.80277.18272.0882.39142.57276.34275.661.29278.25273.07
2019/04/01280.43278.71279.00280.1177617900280.11267.272.86280.43272.3694.34176.73279.57275.981.79279.56272.40
2019/04/02280.50279.38280.31280.2440070400280.24267.332.73280.50272.3694.65188.99279.94276.252.17280.59271.92
2019/04/03282.00280.03281.57280.6868243200280.68267.402.68282.00273.4896.02190.66281.01276.732.64282.01271.45
2019/04/04281.70280.28281.04281.4348997500281.43267.472.59282.00275.5197.87193.89280.99277.112.97283.04271.17
2019/04/05282.85281.84282.15282.7958621700282.79267.552.50282.85278.7199.21197.08282.35277.763.35284.45271.06
2019/04/08283.13281.62282.33283.0153566300283.01267.632.43283.13279.3899.34198.55282.37278.663.24285.14272.18
2019/04/09282.31280.96281.96281.5666142300281.56267.722.41283.13280.0330.71130.05281.64279.303.12285.53273.06
2019/04/10282.62281.56282.01282.5252601500282.52267.802.31283.13280.2863.8194.52282.09280.082.66285.40274.77
2019/04/11283.06281.82283.05282.4455093100282.44267.912.23283.13280.9659.20123.01282.44280.871.89284.65277.10
2019/04/12284.65282.49284.19284.3569727800284.35268.022.23284.65280.9690.99150.19283.57281.601.23284.05279.14
2019/04/15284.54283.29284.43284.1649596700284.16268.142.16284.65280.9678.99169.98283.91282.031.20284.43279.63
2019/04/16285.18283.70285.12284.3552153200284.35268.252.11285.18281.5683.38162.37284.44282.481.17284.83280.14
2019/04/17285.59283.20285.57283.6558268300283.65268.362.13285.59281.8232.58115.95284.40282.821.19285.20280.44
2019/04/18284.51282.88284.29284.2168708500284.21268.472.10285.59282.4965.9298.50283.69283.091.02285.14281.04
2019/04/22284.62283.28283.38284.4640160100284.46268.582.04285.59282.8876.23142.15283.95283.251.02285.29281.21
2019/04/23287.27284.60284.86287.0252246600287.02268.702.10287.27282.8896.75172.98285.94283.611.27286.15281.06
2019/04/24287.29286.22286.93286.3850392900286.38268.802.02287.29282.8867.66164.41286.76284.121.41286.94281.29
2019/04/25286.92284.91286.27286.2057770900286.20268.892.02287.29282.8858.00125.66285.91284.501.32287.13281.87
2019/04/26287.61285.41286.25287.5350916400287.53268.982.04287.61283.2886.70144.70286.51284.911.23287.38282.44
HIGHLOWOPENCLOSEVOLUMEADJ_CLOSESMA200ATRHIGH5LOW5RSI2C2RSI2MPSMA10MPSDUPPERLOWER
2019/04/29288.55287.53287.63287.9957197700287.99269.081.96288.55284.6090.90177.60288.04285.361.48288.32282.40
2019/04/30288.45286.07287.61288.1381111700288.13269.181.99288.55284.9192.46183.36287.26285.691.50288.68282.70
2019/05/01289.04285.96288.82285.9771671900285.97269.262.07289.04284.9115.32107.77287.50286.001.53289.05282.95
2019/05/02286.84283.72285.84285.3565030200285.35269.332.15289.04283.7210.3825.70285.28286.091.45288.98283.19
2019/05/03288.45285.47286.96288.1456543700288.14269.422.21289.04283.7277.1287.50286.96286.411.19288.80284.03
2019/05/06287.44283.12283.46286.96107198100286.96269.502.41289.04283.1247.24124.36285.28286.540.93288.41284.67
2019/05/07284.99280.09284.34282.16144729900282.16269.562.73289.04280.0911.4458.68282.54286.201.58289.36283.05
2019/05/08283.63281.13281.77281.7791568300281.77269.622.72288.45280.0910.1721.61282.38285.771.97289.70281.83
2019/05/09281.58277.63279.52280.92103471100280.92269.672.82288.45277.636.8817.05279.60285.132.76290.66279.61
2019/05/10283.15276.65279.90282.33112429300282.33269.723.08287.44276.6555.0961.96279.90284.473.16290.80278.15
2019/05/13277.81274.32276.76275.24127290500275.24269.733.43284.99274.328.8863.96276.07283.283.85290.98275.57
2019/05/14279.39276.21276.34277.7377003200277.73269.753.49283.63274.3242.6451.52277.80282.333.92290.18274.48
2019/05/15280.05275.73275.95279.3573956400279.35269.783.54283.15274.3261.35103.99277.89281.373.69288.74273.99
2019/05/16283.42280.04280.12281.9476749600281.94269.843.58283.42274.3281.04142.39281.73281.013.43287.88274.15
2019/05/17282.82279.41279.43280.12100353000280.12269.883.57283.42274.3247.18128.22281.12280.432.73285.90274.96
2019/05/20280.23277.45278.37278.2662877600278.26269.923.51283.42275.7325.5272.69278.84279.792.16284.11275.46
2019/05/21281.18279.83280.11280.7746847100280.77269.963.47283.42275.7366.8192.32280.51279.581.96283.51275.66
2019/05/22280.95279.39279.73279.9149482500279.91269.993.33283.42277.4548.37115.18280.17279.361.72282.81275.92
2019/05/23277.54274.95277.49276.4998733800276.49270.003.45282.82274.9515.1763.54276.25279.031.98282.99275.07
2019/05/24278.51276.44278.06277.1255268100277.12270.003.35281.18274.9532.2347.40277.48278.782.01282.80274.77
HIGHLOWOPENCLOSEVOLUMEADJ_CLOSESMA200ATRHIGH5LOW5RSI2C2RSI2MPSMA10MPSDUPPERLOWER
2019/05/28278.46274.52277.42274.5470029400274.54270.003.39281.18274.5212.1544.38276.49278.831.95282.72274.93
2019/05/29273.77271.17273.33272.70104972900272.70269.993.39280.95271.176.4318.57272.47278.292.80283.90272.69
2019/05/30274.43272.25273.52273.4462523800273.44269.993.31278.51271.1732.2438.66273.34277.843.21284.27271.41
2019/05/31271.57269.73270.67269.7686862800269.76269.973.34278.51269.738.6440.88270.65276.733.61283.95269.51
2019/06/03271.01267.62269.80269.0796428000269.07269.953.34278.46267.626.7915.44269.32275.553.93283.41267.69
2019/06/04275.06271.08271.57274.9177231900274.91269.963.53275.06267.6279.9486.73273.07274.973.82282.61267.34
2019/06/05277.32274.71276.68277.2971169700277.29269.983.46277.32267.6287.77167.71276.02274.523.33281.17267.87
2019/06/06279.83276.91277.62279.1069430400279.10270.003.42279.83267.6292.31180.08278.37274.343.02280.39268.30
2019/06/07283.07280.02280.20281.8974272200281.89270.033.46283.07267.6296.43188.74281.54274.873.76282.40267.35
2019/06/10285.00283.09283.58283.1860799100283.18270.063.44285.00271.0897.61194.03284.04275.534.72284.97266.09
2019/06/11285.57282.41285.16283.1258641300283.12270.093.42285.57274.7194.30191.91283.99276.285.43287.14265.42
2019/06/12283.47282.06282.86282.6246984700282.62270.133.27285.57276.9163.09157.38282.76277.315.60288.51266.11
2019/06/13284.17282.84283.61283.7848945200283.78270.163.15285.57280.0285.49148.58283.51278.335.72289.77266.88
2019/06/14284.12282.64283.47283.4752324700283.47270.183.03285.57282.0664.45149.95283.38279.605.22290.04269.16
2019/06/17284.41283.39283.72283.5839205700283.58270.192.89285.57282.0669.60134.05283.90281.063.89288.85273.27
2019/06/18287.69285.16285.56286.5585434800286.55270.222.98287.69282.0696.61166.21286.43282.393.05288.49276.29
2019/06/19287.77285.63286.69287.1978674400287.19270.252.92287.77282.6497.56194.17286.70283.462.36288.18278.74
2019/06/20290.38287.26290.11289.94116570000289.94270.302.94290.38282.6499.27196.83288.82284.512.16288.83280.18
2019/06/21291.01289.28289.64289.5183309500289.51270.352.85291.01283.3981.64180.92290.14285.372.53290.43280.30
2019/06/24290.09288.99289.74289.1647582700289.16270.402.72291.01285.1662.86144.50289.54285.922.79291.51280.33
HIGHLOWOPENCLOSEVOLUMEADJ_CLOSESMA200ATRHIGH5LOW5RSI2C2RSI2MPSMA10MPSDUPPERLOWER
2019/06/25289.25286.21289.22286.3282028700286.32270.442.75291.01285.6313.4376.29287.73286.292.76291.81280.78
2019/06/26287.85285.92287.30286.0451584900286.04270.482.69291.01285.9211.5925.02286.89286.702.46291.63281.78
2019/06/27287.60286.45286.87287.0540355200287.05270.532.61291.01285.9255.1566.74287.03287.062.19291.44282.67
2019/06/28289.07287.55288.12288.5359350900288.53270.572.57290.09285.9281.58136.73288.31287.551.79291.13283.96
2019/07/01292.39289.84292.15291.1579107500291.15270.632.66292.39285.9294.04175.62291.11288.271.60291.48285.06
2019/07/02291.97290.18291.10291.9161504500291.91270.692.60292.39285.9295.72189.76291.08288.731.68292.10285.37
2019/07/03294.26292.49292.65294.2440898900294.24270.762.58294.26286.4598.43194.15293.37289.402.07293.53285.27
2019/07/05294.08291.49292.90293.9151677300293.91270.832.59294.26287.5583.28181.71292.79289.802.31294.41285.18
2019/07/08293.71291.70292.48292.2945841800292.29270.882.56294.26289.8433.52116.80292.70290.052.49295.03285.08
2019/07/09292.98290.97291.03292.6641101300292.66270.942.52294.26290.1847.6481.15291.98290.302.55295.40285.20
2019/07/10295.09293.24293.82294.0558448500294.05270.992.52295.09290.9780.09127.73294.16290.942.64296.22285.67
2019/07/11295.01293.65294.75294.7450826100294.74271.052.43295.09290.9787.64167.73294.33291.692.41296.50286.88
2019/07/12296.14294.94295.28296.0640326000296.06271.122.36296.14290.9794.96182.60295.54292.542.05296.65288.43
2019/07/15296.54295.61296.54296.1633900000296.16271.192.26296.54290.9795.37190.33296.07293.311.72296.75289.87
2019/07/16296.29294.87296.06295.2136650100295.21271.262.20296.54293.2437.03132.40295.58293.761.66297.09290.43
2019/07/17295.35293.20295.18293.2036036300293.20271.322.20296.54293.2010.3647.39294.28294.081.37296.82291.34
2019/07/18294.68292.17292.66294.2751392600294.27271.382.22296.54292.1749.3459.71293.43294.091.37296.82291.35
2019/07/19295.49292.45295.46292.6458678600292.64271.432.28296.54292.1721.2370.57293.97294.201.29296.79291.62
2019/07/22293.95292.51293.07293.3543638100293.35271.482.22296.29292.1747.5368.75293.23294.261.24296.73291.78
2019/07/23295.45293.67294.58295.4544564500295.45271.542.21295.49292.1782.20129.73294.56294.510.94296.40292.63
HIGHLOWOPENCLOSEVOLUMEADJ_CLOSESMA200ATRHIGH5LOW5RSI2C2RSI2MPSMA10MPSDUPPERLOWER
2019/07/24296.84294.53294.63296.8447213200296.84271.622.22296.84292.1790.51172.71295.68294.671.00296.66292.67
2019/07/25296.41294.55296.35295.4255394100295.42271.702.22296.84292.4546.34136.85295.48294.781.02296.82292.74
2019/07/26297.62296.03296.17297.4045084100297.40271.802.22297.62292.5177.28123.62296.83294.911.19297.30292.52
2019/07/29297.40296.26297.27296.8638126500296.86271.892.14297.62293.6758.74136.03296.83294.991.30297.58292.39
2019/07/30296.57294.92295.33296.1345849000296.13272.022.13297.62294.5335.7094.44295.75295.001.31297.61292.39
2019/07/31296.60290.70296.40292.89104245200292.89272.162.40297.62290.707.9543.65293.65294.941.36297.66292.22
2019/08/01296.28289.47293.06290.34142646600290.34272.272.71297.62289.473.5811.53292.88294.891.44297.76292.02
2019/08/02289.63286.46289.37288.16116749700288.16272.382.80297.40286.461.845.42288.05294.292.60299.50289.09
2019/08/05283.81277.42283.69279.49178745400279.49272.423.36296.60277.420.382.22280.62293.035.07303.16282.90
2019/08/06283.65279.94281.55283.41120711700283.41272.483.42296.60277.4242.0142.39281.79291.766.13304.02279.49
2019/08/07284.41277.74280.06283.58140572300283.58272.563.65296.28277.4244.0186.03281.08290.296.80303.89276.70
2019/08/08289.14284.60285.20289.1487713900289.14272.663.79289.63277.4282.99127.00286.87289.436.61302.66276.21
2019/08/09288.77285.23288.12287.1793730000287.17272.763.80289.14277.4255.59138.58287.00288.456.10300.65276.25
2019/08/12287.16282.64285.54283.6762629500283.67272.863.85289.14277.7425.5981.18284.90287.265.41298.07276.44
2019/08/13289.66282.98283.35288.0994299800288.09273.014.05289.66277.7468.5094.09286.32286.314.51295.33277.30
2019/08/14284.33279.43283.67279.57135622100279.57273.104.38289.66279.4321.2389.73281.88285.143.87292.88277.39
2019/08/15281.28278.08280.53280.3199556600280.31273.214.30289.66278.0829.6550.88279.68283.823.12290.05277.58
2019/08/16284.92280.37282.11284.4483018300284.44273.354.32289.66278.0867.9897.63282.64283.282.75288.78277.78
2019/08/19288.61286.99287.73287.8753571800287.87273.494.31289.66278.0883.17151.15287.80284.002.91289.82278.17
2019/08/20287.90285.53287.32285.6651596400285.66273.614.17288.61278.0851.63134.81286.71284.492.91290.31278.66
HIGHLOWOPENCLOSEVOLUMEADJ_CLOSESMA200ATRHIGH5LOW5RSI2C2RSI2MPSMA10MPSDUPPERLOWER
2019/08/21288.39287.27288.02287.9949524700287.99273.724.07288.61278.0873.12124.75287.83285.162.82290.79279.53
2019/08/22289.45285.97288.76287.9051666400287.90273.844.02289.45280.3770.72143.83287.71285.252.88291.01279.48
2019/08/23288.29279.15286.48280.50149161500280.50273.924.39289.45279.1510.9381.65283.72284.922.85290.62279.22
2019/08/26283.61281.22282.89283.6172423800283.61274.004.30289.45279.1547.8958.82282.41284.672.96290.58278.76
2019/08/27285.53281.67285.12282.4966668900282.49274.054.27289.45279.1536.9084.79283.60284.402.91290.22278.57
2019/08/28284.66280.90281.77284.4859696700284.48274.124.23289.45279.1565.34102.24282.78284.492.84290.17278.81
2019/08/29288.69286.18287.27288.1257899400288.12274.214.23288.69279.1586.90152.24287.43285.262.41290.08280.45
2019/08/30289.75286.97289.73287.9962901200287.99274.334.13289.75280.9083.25170.15288.36285.842.39290.62281.05
2019/09/03287.13284.86286.14286.3069101400286.30274.444.05289.75280.9039.55122.81285.99285.652.30290.25281.06
2019/09/04289.57287.85288.67289.5546887300289.55274.584.00289.75280.9080.02119.58288.71285.852.48290.81280.90
2019/09/05294.27289.51292.26293.2883258100293.28274.724.05294.27284.8692.12172.14291.89286.263.09292.45280.07
2019/09/06294.20292.88293.62293.5049584300293.50274.863.86294.27284.8692.66184.77293.54286.843.85294.55279.14
2019/09/09294.67292.63294.58293.6551260300293.65275.023.73294.67284.8693.26185.92293.65287.844.22296.28279.39
2019/09/10293.65291.45292.82293.5857947100293.58275.213.62294.67287.8586.62179.88292.55288.853.98296.82280.88
2019/09/11295.76293.21293.92295.6768821100295.67275.403.54295.76289.5197.48184.10294.48289.943.88297.69282.19
2019/09/12297.85295.83296.65296.6972908700296.69275.613.44297.85291.4598.60196.08296.84291.353.52298.39284.30
2019/09/13297.56296.09297.18296.5062104800296.50275.793.30297.85291.4584.24182.83296.83292.283.61299.51285.06
2019/09/16296.55294.88295.27295.5858191200295.58275.973.19297.85291.4535.77120.01295.71293.023.47299.97286.07
2019/09/17296.43295.18295.36296.3341475500296.33276.123.05297.85293.2166.90102.67295.80294.002.52299.05288.96
2019/09/18296.62293.69295.91296.5173375800296.51276.273.04297.85293.6973.08139.98295.16294.651.72298.08291.21
HIGHLOWOPENCLOSEVOLUMEADJ_CLOSESMA200ATRHIGH5LOW5RSI2C2RSI2MPSMA10MPSDUPPERLOWER
2019/09/19298.01296.12296.93296.4976560500296.49276.422.96298.01293.6970.16143.24297.07295.161.57298.30292.03
2019/09/20297.45294.22297.14295.0989565000295.09276.542.98298.01293.6910.5280.69295.84295.391.47298.33292.46
2019/09/23295.80294.09294.36295.0243476800295.02276.702.89298.01293.699.7120.23294.94295.521.35298.22292.82
2019/09/24296.63291.65296.20292.7094869400292.70276.863.04298.01291.651.5711.28294.14295.681.01297.71293.65
2019/09/25294.92291.18292.79294.4371854000294.43277.053.09298.01291.1856.3357.90293.05295.541.27298.08293.00
2019/09/26294.67292.29294.44293.8256179700293.82277.243.04297.45291.1840.4096.73293.48295.201.33297.86292.54
2019/09/27294.76290.54294.64292.2484746600292.24277.423.12296.63290.5416.4356.83292.65294.781.42297.62291.95
2019/09/30294.36292.75292.80293.5951662400293.59277.603.05296.63290.5458.5574.98293.56294.571.42297.42291.72
2019/10/01295.26289.86294.55290.1088242400290.10277.773.22295.26289.8616.2874.82292.56294.241.48297.20291.29
2019/10/02288.39283.57288.38284.97122539500284.97277.933.45295.26283.575.2221.49285.98293.332.96299.24287.41
2019/10/03287.34281.77284.73287.3185278800287.31278.123.60295.26281.7741.4646.68284.55292.083.74299.56284.59
2019/10/04291.47287.96288.02291.2065091200291.20278.343.64295.26281.7774.25115.71289.72291.463.55298.57284.35
2019/10/07292.10289.63290.33289.9459610500289.94278.573.56295.26281.7754.51128.76290.87291.063.34297.73284.38
2019/10/08288.72285.40287.92285.4495708100285.44278.803.63292.10281.7718.7773.28287.06290.353.36297.07283.62
2019/10/09289.17286.95287.64288.1562359400288.15279.073.64292.10281.7754.6173.38288.06289.853.29296.42283.28
2019/10/10291.06287.88288.06290.1055296300290.10279.383.60292.10285.4072.23126.84289.47289.453.03295.50283.39
2019/10/11295.54292.97293.10293.1198720400293.11279.643.74295.54285.4087.37159.60294.25289.613.25296.11283.11
2019/10/14293.49292.40292.76292.7840394800292.78279.903.55295.54285.4078.12165.49292.95289.553.17295.89283.20
2019/10/15296.49293.79293.92295.6846754500295.68280.163.56296.49286.9592.40170.52295.14289.813.53296.87282.75
2019/10/16295.96294.73295.17295.2048928200295.20280.423.39296.49287.8876.12168.52295.34290.743.64298.03283.46
HIGHLOWOPENCLOSEVOLUMEADJ_CLOSESMA200ATRHIGH5LOW5RSI2C2RSI2MPSMA10MPSDUPPERLOWER
2019/10/17297.02295.32296.47296.0745736600296.07280.683.28297.02292.4085.49161.62296.17291.903.28298.47285.33
2019/10/18296.19293.85295.49294.7864304000294.78280.963.21297.02292.4039.43124.92295.02292.433.32299.08285.79
2019/10/21296.99295.74296.21296.7839048600296.78281.223.14297.02293.7977.24116.67296.37292.983.48299.95286.02
2019/10/22297.68295.71297.36295.8148594700295.81281.453.06297.68293.8548.10125.35296.69293.952.96299.86288.04
2019/10/23296.73295.30295.53296.6734352200296.67281.692.94297.68293.8568.92117.02296.02294.742.16299.06290.42
2019/10/24297.85296.25297.69297.1535453100297.15281.912.84297.85293.8578.59147.51297.05295.501.24297.97293.03
2019/10/25298.96296.47296.53298.3745153800298.37282.142.82298.96295.3091.65170.24297.72295.851.33298.51293.19
2019/10/28300.60299.67299.70300.0542147000300.05282.382.78300.60295.3096.89188.54300.13296.561.52299.60293.53
2019/10/29300.97299.62299.75299.9644284900299.96282.622.68300.97295.3090.85187.74300.29297.081.82300.73293.43
2019/10/30301.29298.76300.18300.8849643900300.88282.862.67301.29296.2596.00186.86300.02297.551.93301.40293.70
2019/10/31300.87298.50300.87300.0869053800300.08283.082.65301.29296.4748.47144.48299.69297.901.97301.83293.97
2019/11/01302.91301.48301.65302.8671141500302.86283.322.66302.91298.5088.38136.86302.19298.622.10302.82294.41
2019/11/04304.70303.67304.55304.0860606900304.08283.542.60304.70298.5093.08181.46304.19299.402.57304.55294.25
2019/11/05304.62303.43304.30303.7442933200303.74283.772.50304.70298.5076.08169.16304.02300.132.76305.64294.62
2019/11/06304.11302.78303.74303.8146487100303.81284.012.42304.70298.5077.75153.83303.44300.872.51305.90295.85
2019/11/07306.33304.37305.27304.8854272300304.88284.252.42306.33301.4892.96170.71305.35301.702.48306.67296.74
2019/11/08305.69303.74304.50305.6349032100305.63284.482.39306.33302.7896.41189.36304.72302.402.20306.81298.00
2019/11/11305.24303.98304.13305.0535797300305.05284.722.34306.33302.7854.74151.15304.61302.852.14307.14298.57
2019/11/12306.67304.85305.44305.6946484600305.69284.962.30306.67302.7876.82131.56305.76303.402.11307.63299.17
2019/11/13306.22304.37304.61305.7953917700305.79285.182.27306.67303.7479.84156.66305.29303.931.81307.56300.30
HIGHLOWOPENCLOSEVOLUMEADJ_CLOSESMA200ATRHIGH5LOW5RSI2C2RSI2MPSMA10MPSDUPPERLOWER
2019/11/14306.32304.79305.48306.2351219900306.23285.402.22306.67303.7490.73170.57305.56304.511.10306.71302.32
2019/11/15308.50306.94307.69308.4562023600308.45285.622.22308.50303.9898.55189.28307.72305.071.19307.44302.69
2019/11/18308.94307.70308.19308.6849228000308.68285.842.15308.94304.3798.76197.31308.32305.481.52308.52302.44
2019/11/19309.34307.89309.33308.5967804700308.59286.052.10309.34304.3788.54187.30308.61305.941.71309.36302.51
2019/11/20308.51305.75307.95307.4479406200307.44286.262.15309.34304.7924.13112.66307.13306.311.50309.31303.31
2019/11/21307.68306.08307.56306.9554664700306.95286.472.11309.34305.7514.8338.96306.88306.461.47309.40303.52
2019/11/22307.91306.53307.76307.6344850200307.63286.692.06309.34305.7558.7373.56307.22306.711.35309.40304.01
2019/11/25310.01308.64308.64310.0148647200310.01286.922.08310.01305.7591.03149.76309.33307.181.36309.89304.47
2019/11/26310.91309.71310.05310.7237569000310.72287.142.02310.91305.7593.86184.89310.31307.641.57310.78304.49
2019/11/27312.10311.00311.24312.1044444600312.10287.361.98312.10306.0897.26191.13311.55308.261.77311.80304.72
2019/11/29311.76310.70311.49310.9436592700310.94287.571.93312.10306.5350.48147.75311.23308.831.71312.26305.40
2019/12/02311.29307.84311.22308.3075767800308.30287.762.04312.10307.8415.8066.28309.56309.011.68312.37305.65
2019/12/03306.32303.84305.34306.2373941700306.23287.942.22312.10303.847.6123.41305.08308.692.09312.87304.51
2019/12/04308.78307.00307.37308.1249080000308.12288.122.24312.10303.8452.5560.16307.89308.622.11312.83304.41
2019/12/05308.91307.25308.89308.6840709000308.68288.312.20311.76303.8463.08115.63308.08308.712.05312.82304.61
2019/12/06311.93310.75310.76311.5048927000311.50288.502.27311.93303.8488.67151.75311.34309.162.09313.35304.97
2019/12/09311.80310.44311.07310.5234838500310.52288.692.21311.93303.8459.85148.52311.12309.552.05313.66305.44
2019/12/10311.18309.46310.46310.1752649800310.17288.882.17311.93307.0048.67108.52310.32309.652.07313.78305.51
2019/12/11311.33310.08310.67311.0553429100311.05289.082.11311.93307.2573.68122.35310.71309.692.08313.86305.52
2019/12/12314.58310.81311.06313.7396389600313.73289.282.23314.58309.4693.37167.05312.69309.802.22314.25305.35
HIGHLOWOPENCLOSEVOLUMEADJ_CLOSESMA200ATRHIGH5LOW5RSI2C2RSI2MPSMA10MPSDUPPERLOWER
2019/12/13315.26312.64313.48313.9281503900313.92289.492.25315.26309.4694.00187.36313.95310.072.56315.19304.96
2019/12/16316.72313.85315.80316.0882749700316.08289.702.30316.72309.4698.11192.11315.29310.653.03316.71304.59
2019/12/17316.82316.06316.49316.1561097700316.15289.922.19316.82310.0898.19196.30316.44311.782.83317.45306.11
2019/12/18316.82316.11316.57316.1748133000316.17290.152.08316.82310.8198.23196.42316.46312.642.82318.28307.00
2019/12/19317.54316.10316.38317.4685310500317.46290.402.04317.54312.6499.57197.80316.82313.512.60318.71308.32
2019/12/20320.09317.52318.59318.86147142100318.86290.652.08320.09313.8599.83199.40318.81314.262.95320.16308.36
2019/12/23319.77319.18319.71319.3452990000319.34290.892.00320.09316.0699.88199.72319.48315.103.14321.38308.81
2019/12/24319.64319.02319.59319.3520270000319.35291.121.90320.09316.1099.89199.77319.33316.002.90321.80310.19
2019/12/26321.06319.76319.77321.0530911200321.05291.361.88321.06316.1099.98199.86320.41316.972.54322.04311.90
2019/12/27321.91320.40321.85320.9742528800320.97291.591.86321.91317.5292.96192.94321.15317.812.36322.53313.10
2019/12/30321.21318.68321.06319.2049729100319.20291.811.91321.91318.6822.55115.51319.94318.412.00322.41314.41
2019/12/31320.25318.28318.66319.9857077300319.98292.021.91321.91318.2853.4576.00319.26318.811.68322.17315.46
2020/01/02322.99320.64321.65322.9759151200322.97292.251.99322.99318.2888.59142.04321.82319.351.70322.74315.96
2020/01/03321.75319.22319.28320.5377709700320.53292.482.11322.99318.2839.66128.25320.49319.751.38322.52316.98
2020/01/06321.84318.49318.62321.7555653900321.75292.692.20322.99318.2861.13100.79320.16320.080.92321.93318.24
2020/01/07321.65320.36321.13320.8440496400320.84292.932.15322.99318.2840.04101.17321.00320.300.84321.99318.62
2020/01/08323.88320.78321.05322.5568296000322.55293.172.21323.88318.4973.98114.02322.33320.591.00322.59318.59
2020/01/09324.82323.62324.25324.7448473300324.74293.422.22324.82318.4989.37163.34324.22321.081.42323.92318.23
2020/01/10325.55323.30325.38323.8153029300323.81293.672.22325.55318.4959.36148.73324.42321.481.74324.96317.99
2020/01/13326.04324.01324.48326.0347086800326.03293.922.22326.04320.3684.37143.73325.03321.872.06325.99317.74
HIGHLOWOPENCLOSEVOLUMEADJ_CLOSESMA200ATRHIGH5LOW5RSI2C2RSI2MPSMA10MPSDUPPERLOWER
2020/01/14326.70324.93325.56325.5462832800325.54294.172.19326.70320.7866.19150.56325.81322.452.28327.01317.90
2020/01/15327.10325.35325.44326.2772056600326.27294.402.16327.10323.3079.36145.54326.22323.152.26327.67318.63
2020/01/16328.99327.52327.77328.9954050300328.99294.642.20328.99323.3094.67174.03328.25323.792.71329.21318.38
2020/01/17330.24328.92329.76330.0195846000330.01294.892.13330.24324.0196.58191.25329.58324.702.99330.68318.73
2020/01/21330.24328.89328.97329.3677742400329.36295.132.08330.24324.9366.47163.06329.56325.642.88331.39319.89
2020/01/22331.00329.23330.30329.4048914900329.40295.362.06331.00325.3567.71134.19330.12326.552.68331.91321.20
2020/01/23330.23327.48328.70329.7851963000329.78295.592.11331.00327.4881.03148.74328.86327.212.30331.82322.60
2020/01/24330.59325.45330.50326.8587578400326.85295.822.32331.00325.4510.9491.97328.02327.592.06331.70323.47
2020/01/27323.22320.77321.14321.6184062500321.61296.022.59331.00320.772.6813.62322.00327.342.55332.45322.24
2020/01/28325.93321.71323.16324.9863834000324.98296.232.71331.00320.7750.6553.32323.82327.222.70332.62321.82
2020/01/29326.71324.49326.46324.7153888900324.71296.432.68330.59320.7746.9697.61325.60327.202.71332.63321.77
2020/01/30325.99321.65322.46325.7675491800325.76296.642.80330.59320.7766.25113.21323.82326.962.91332.78321.14
2020/01/31325.26318.86325.09319.85113845600319.85296.823.09326.71318.8613.0379.28322.06326.343.24332.83319.85
2020/02/03324.25321.33321.46322.2369242300322.23297.013.18326.71318.8647.1460.18322.79325.663.20332.07319.26
2020/02/04328.08325.80326.15327.1462573200327.14297.223.38328.08318.8679.84126.98326.94325.402.94331.29319.51
2020/02/05331.14328.74330.33330.9165951100330.91297.463.42331.14318.8689.67169.50329.94325.382.91331.21319.56
2020/02/06332.24330.85331.96332.0350359700332.03297.683.28332.24318.8691.97181.64331.55325.653.36332.37318.93
2020/02/07332.04329.66330.87330.2664139400330.26297.903.21332.24321.3353.80145.77330.85325.943.68333.31318.57
2020/02/10332.79329.25329.29332.7242070000332.72298.133.23332.79325.8078.58132.37331.02326.843.72334.27319.40
2020/02/11335.05332.72334.19333.3054864500333.30298.363.17335.05328.7482.87161.45333.89327.854.15336.14319.55
HIGHLOWOPENCLOSEVOLUMEADJ_CLOSESMA200ATRHIGH5LOW5RSI2C2RSI2MPSMA10MPSDUPPERLOWER
2020/02/12335.68334.46334.86335.4543992700335.45298.603.11335.68329.2593.13176.01335.07328.794.63338.05319.53
2020/02/13336.14333.60333.90335.0954501900335.09298.833.07336.14329.2577.63170.76334.87329.904.63339.16320.64
2020/02/14335.76334.23335.54335.6364582200335.63299.082.96336.14329.2585.08162.71335.00331.193.95339.10323.28
2020/02/18335.70333.25334.54334.7657226200334.76299.332.92336.14332.7241.04126.12334.47332.362.74337.83326.89
2020/02/19337.10335.51335.82336.3648814700336.36299.572.88337.10333.2579.78120.82336.30333.302.23337.76328.84
2020/02/20336.66331.73335.77334.9874163400334.98299.813.03337.10331.7337.38117.16334.19333.721.90337.52329.92
2020/02/21333.85330.64333.51331.53113788200331.53300.063.12337.10330.6410.2347.61332.24333.791.82337.44330.14
2020/02/24331.61319.36321.25320.54161088400320.54300.253.77337.10319.361.8212.05325.49333.253.12339.49327.02
2020/02/25322.71309.87322.05310.82218913200310.82300.404.42337.10309.870.742.56316.29331.786.22344.23319.34
2020/02/26316.25308.88312.34309.68194773800309.68300.544.63336.66308.880.651.39312.57329.658.61346.88312.42
2020/02/27309.74295.77303.67295.77284353500295.77300.645.30333.85295.770.160.81302.75326.4211.82350.06302.78
2020/02/28296.15283.87287.01294.53385764000294.53300.725.80331.61283.870.140.31290.01321.9316.02353.97289.89
2020/03/02307.35292.74296.47307.28238703600307.28300.866.43322.71283.8770.8270.96300.05318.4416.65351.74285.13
2020/03/03312.01295.83307.69298.48300139100298.48300.957.12316.25283.8735.83106.65303.92315.3816.18347.74283.02
2020/03/04311.27301.56304.33311.03176613400311.03301.107.53312.01283.8773.36109.20306.41312.3914.57341.53283.26
2020/03/05306.67298.26303.20300.69186366800300.69301.217.90312.01283.8737.35110.72302.46309.2212.62334.45283.99
2020/03/06297.03288.53291.44295.72228667200295.72301.298.21312.01288.5325.3862.73292.78305.2710.63326.53284.01
2020/03/09282.53271.85273.69272.63309417300272.63301.259.33312.01271.856.3831.75277.19300.4411.37323.18277.70
2020/03/10286.83271.90282.98286.73276444100286.73301.309.73311.27271.8551.1057.48279.37296.7511.64320.04273.46
2020/03/11280.29269.30279.06272.76255316300272.76301.2810.28306.67269.3026.2577.35274.79292.9712.06317.10268.85
HIGHLOWOPENCLOSEVOLUMEADJ_CLOSESMA200ATRHIGH5LOW5RSI2C2RSI2MPSMA10MPSDUPPERLOWER
2020/03/12265.10246.23254.50246.66392220700246.66301.1411.44297.03246.239.3235.57255.67288.2616.28320.82255.71
2020/03/13269.89247.07261.55267.75329566100267.75301.1212.28286.83246.2355.6064.92258.48285.1118.76322.64247.58
2020/03/16255.40235.97239.77238.45297240000238.45300.9413.67286.83235.9722.9978.59245.69279.6821.61322.91236.45
2020/03/17254.67235.68243.61251.32262070500251.32300.8514.05280.29235.6849.1872.17245.18273.8022.27318.33229.27
2020/03/18246.92226.69234.87238.60327597100238.60300.7014.81269.89226.6929.4178.59236.80266.8421.81310.47223.21
2020/03/19245.93230.86237.85239.10289322000239.10300.5214.83269.89226.6931.6061.01238.40260.4319.47299.38221.49
2020/03/20244.47228.50242.53228.80347158800228.80300.2814.91255.40226.6913.9745.57236.49254.8017.07288.95220.66
2020/03/23229.68218.26228.19222.95326025200222.95299.9914.66254.67218.268.5522.53223.97249.4817.60284.69214.27
2020/03/24244.10233.80234.42243.15235494500243.15299.8015.12246.92218.2675.1483.69238.95245.4414.31274.07216.81
2020/03/25256.35239.75244.87246.79299430300246.79299.6215.23256.35218.2680.31155.44248.05242.7710.10262.96222.57
2020/03/26262.80249.05249.52261.20257632800261.20299.5115.28262.80218.2692.56172.86255.92242.7910.13263.06222.52
2020/03/27260.81251.05253.27253.42224341200253.42299.3614.92262.80218.2655.37147.92255.93242.549.72261.98223.10
2020/03/30262.43253.53255.70261.65171369500261.65299.2514.50262.80233.8075.88131.24257.98243.7710.87265.51222.03
2020/03/31263.33256.22260.56257.75194881100257.75299.1213.97263.33239.7552.86128.73259.77245.2312.00269.23221.22
2020/04/01257.66243.90247.98246.15189554600246.15298.9413.96263.33243.9018.8571.70250.78246.6211.72270.07223.18
2020/04/02252.68244.59245.19251.83177660400251.83298.7613.54263.33243.9050.2269.06248.63247.6511.37270.38224.92
2020/04/03253.32245.22250.76248.19135561200248.19298.5713.15263.33243.9033.5883.80249.27248.9310.67270.26227.59
2020/04/06267.00248.17257.84264.86188061200264.86298.4413.56267.00243.9083.54117.12257.58252.296.36265.00239.58
2020/04/07275.03264.89274.21265.13201427200265.13298.3213.32275.03243.9083.93167.47269.96255.396.68268.75242.03
2020/04/08276.00265.25267.96274.03153774500274.03298.2513.14276.00244.5993.74177.67270.62257.657.67272.98242.31
HIGHLOWOPENCLOSEVOLUMEADJ_CLOSESMA200ATRHIGH5LOW5RSI2C2RSI2MPSMA10MPSDUPPERLOWER
2020/04/09281.20275.47277.58278.20190282700278.20298.2112.71281.20245.2296.02189.76278.34259.8910.02279.93239.84
2020/04/13277.51271.41277.14275.66114839100275.66298.1512.29281.20248.1766.52162.54274.46261.7410.88283.51239.97
2020/04/14284.90275.51280.98283.79134143400283.79298.1412.08284.90264.8988.72155.24280.21263.9612.22288.40239.53
2020/04/15283.94275.46277.57277.76121775000277.76298.0811.83284.90265.2544.73133.45279.70265.9613.06292.07239.84
2020/04/16280.03275.76279.15279.10131798300279.10298.0211.29284.90271.4154.7199.44277.90268.6712.35293.37243.97
2020/04/17287.30282.40285.38286.64146684800286.64298.0011.07287.30271.4185.06139.77284.85272.2911.07294.42250.15
2020/04/20286.79281.35282.61281.59100109300281.59297.9310.66287.30275.4644.82129.89284.07275.778.10291.96259.57
2020/04/21278.04272.02276.73273.04126385700273.04297.8310.59287.30272.0217.2362.05275.03277.515.05287.62267.41
2020/04/22281.00276.91278.35279.1093524600279.10297.7610.40287.30272.0255.8073.03278.96278.414.30287.02269.81
2020/04/23283.94278.75280.49279.08104709700279.08297.7010.03287.30272.0255.63111.43281.35279.483.38286.25272.72
2020/04/24283.70278.50280.73282.9785063200282.97297.649.68286.79272.0279.77135.40281.10279.763.39286.55272.98
" + "
HIGHLOWOPENCLOSEVOLUMEADJ_CLOSESMA200ATRHIGH5LOW5RSI2C2RSI2MPSMA10MPSDUPPERLOWER
2019/01/02245.10239.97240.00244.10126925200244.10264.906.04245.29228.0784.93168.27242.53240.615.13250.86230.36
2019/01/03242.52237.74242.19238.27144140700238.27264.796.07245.29233.1515.82100.75240.13239.834.43248.69230.97
2019/01/04246.95241.16241.57246.25142628800246.25264.726.25246.95237.7473.9489.76244.06239.564.03247.61231.50
2019/01/07249.72245.57246.54248.19103139100248.19264.666.10249.72237.7480.49154.43247.65240.254.78249.80230.70
2019/01/08251.05247.82250.57250.53102512600250.53264.655.90251.05237.7487.84168.33249.44241.315.54252.39230.22
2019/01/09252.61249.96251.30251.7095006600251.70264.665.67252.61237.7491.17179.01251.29243.265.24253.74232.77
2019/01/10252.86249.29250.03252.5896823900252.58264.655.52252.86241.1693.77184.94251.07244.954.67254.30235.61
2019/01/11252.71250.78251.41252.6873858100252.68264.665.26252.86245.5794.15187.91251.74246.364.35255.06237.66
2019/01/14252.02250.17250.61251.1470908200251.14264.675.06252.86247.8232.27126.42251.10247.184.40255.97238.39
2019/01/15254.36251.54251.55254.0285208300254.02264.674.93254.36249.2980.39112.67252.95248.204.44257.08239.32
2019/01/16255.60254.26254.49254.6377636700254.63264.714.69255.60249.2984.96165.35254.93249.444.41258.26240.61
2019/01/17257.50253.64253.69256.5696118400256.56264.744.63257.50250.1793.89178.85255.57250.983.38257.73244.22
2019/01/18260.49256.60258.54259.98127900300259.98264.774.58260.49250.1798.03191.92258.55252.433.18258.79246.07
2019/01/22258.61254.71258.38256.47115531200256.47264.784.63260.49251.5440.96138.99256.66253.332.94259.22247.44
2019/01/23258.35254.32257.59257.0086030300257.00264.814.59260.49253.6449.8790.83256.34254.022.73259.48248.56
2019/01/24257.77255.71256.81257.1459204100257.14264.854.41260.49253.6453.45103.32256.74254.562.67259.90249.23
2019/01/25260.21257.25259.15259.3296883400259.32264.874.31260.49254.3285.78139.24258.73255.332.65260.64250.02
2019/01/28257.41255.42256.98257.3585613700257.35264.894.28260.21254.3237.99123.77256.42255.802.34260.49251.11
2019/01/29258.12256.10257.50257.0066136300257.00264.894.12260.21254.3231.8469.82257.11256.401.68259.76253.03
2019/01/30261.99257.82258.65261.0792473700261.07264.924.18261.99255.4285.96117.80259.91257.091.53260.15254.04
HIGHLOWOPENCLOSEVOLUMEADJ_CLOSESMA200ATRHIGH5LOW5RSI2C2RSI2MPSMA10MPSDUPPERLOWER
2019/01/31263.89260.77261.00263.36104012100263.36264.964.11263.89255.4292.59178.56262.33257.832.06261.96253.71
2019/02/01264.60262.63263.58263.4985782500263.49264.983.95264.60255.4292.96185.55263.62258.642.59263.81253.47
2019/02/04265.41262.81263.54265.3560744800265.35265.003.86265.41256.1097.13190.09264.11259.203.11265.41252.98
2019/02/05266.79265.27265.81266.4679552800266.46265.043.69266.79257.8298.32195.45266.03260.133.63267.39252.88
2019/02/06266.69265.31266.16266.1158347800266.11265.093.53266.79260.7777.89176.21266.00261.103.79268.67253.52
2019/02/07264.95261.76264.35263.5795482000263.57265.133.59266.79261.7619.4697.35263.36261.763.51268.78254.74
2019/02/08264.00261.32262.21263.8975788900263.89265.183.52266.79261.3232.3451.81262.66262.153.35268.85255.46
2019/02/11264.89263.46264.60264.0468021400264.04265.243.37266.79261.3240.9373.28264.17262.932.71268.35257.51
2019/02/12267.84265.72265.79267.4372270200267.43265.293.40267.84261.3291.43132.36266.78263.902.05267.99259.80
2019/02/13269.22267.88268.34268.3065277200268.30265.353.29269.22261.3294.04185.46268.55264.762.00268.76260.76
2019/02/14268.94266.23267.12267.7183234400267.71265.423.24269.22261.3266.36160.40267.58265.291.98269.25261.33
2019/02/15270.66269.41269.64270.6297088700270.62265.503.22270.66263.4691.34157.70270.04265.932.38270.69261.17
2019/02/19271.80269.75269.76271.0959120800271.09265.593.14271.80265.7293.01184.35270.78266.592.72272.04261.15
2019/02/20272.14270.51271.05271.6476610800271.64265.693.03272.14266.2395.18188.18271.32267.123.09273.30260.94
2019/02/21271.34269.63270.95270.6764214700270.67265.762.96272.14266.2345.41140.58270.48267.573.23274.03261.11
2019/02/22272.57270.65271.35272.3578114600272.35265.842.89272.57269.4180.62126.03271.61268.403.08274.57262.23
2019/02/25274.47272.63273.90272.7269030700272.72265.922.83274.47269.6384.92165.54273.55269.492.74274.96264.01
2019/02/26273.48272.12272.34272.5356844100272.53265.992.73274.47269.6368.85153.76272.80270.352.18274.71265.99
2019/02/27272.79270.73271.75272.4156921600272.41266.042.68274.47269.6356.11124.95271.76270.851.81274.47267.23
2019/02/28272.65271.55272.18271.9069268300271.90266.092.57274.47270.6521.5477.65272.10271.201.65274.50267.90
HIGHLOWOPENCLOSEVOLUMEADJ_CLOSESMA200ATRHIGH5LOW5RSI2C2RSI2MPSMA10MPSDUPPERLOWER
2019/03/01274.05272.04273.62273.6078880500273.60266.152.54274.47270.7384.68106.22273.04271.751.15274.04269.46
2019/03/04275.01270.11274.75272.60106494600272.60266.212.70275.01270.1143.57128.26272.56272.001.00273.99270.01
2019/03/05272.96271.64272.74272.2359114600272.23266.262.61275.01270.1132.0075.57272.30272.150.90273.95270.35
2019/03/06272.37270.23272.36270.5875039800270.58266.302.57275.01270.119.5241.51271.30272.150.90273.95270.35
2019/03/07270.25267.40270.10268.3294885100268.32266.342.62275.01267.403.2512.76268.83271.991.30274.59269.38
2019/03/08267.97265.79266.30267.7885795800267.78266.372.61275.01265.792.485.72266.88271.512.08275.67267.35
2019/03/11271.84268.54268.57271.6765098900271.67266.412.71272.96265.7978.0580.53270.19271.181.98275.15267.21
2019/03/12273.26272.07272.27272.6979667500272.69266.462.63273.26265.7984.42162.48272.66271.161.97275.11267.22
2019/03/13275.51273.48273.66274.5080639200274.50266.532.65275.51265.7992.30176.72274.50271.442.24275.91266.96
2019/03/14274.99273.84274.53274.3267518400274.32266.592.54275.51265.7984.03176.33274.41271.672.42276.52266.82
2019/03/15276.56274.72274.92275.6881309000275.68266.672.52276.56268.5493.30177.33275.64271.932.71277.35266.51
2019/03/18277.00275.67275.91276.6862199800276.68266.752.43277.00272.0796.39189.69276.33272.303.05278.40266.21
2019/03/19278.67275.78277.83276.7590268100276.75266.832.47278.67273.4896.60192.99277.22272.803.42279.64265.95
2019/03/20277.82274.71276.51275.9184609200275.91266.892.51278.67273.8439.50136.10276.27273.293.54280.37266.21
2019/03/21279.47274.97275.02279.0379550400279.03266.972.65279.47274.7188.84128.34277.22274.133.35280.84267.43
2019/03/22278.12273.59277.55273.66122659300273.66267.012.85279.47273.5923.31112.16275.85275.032.20279.43270.63
2019/03/25274.58272.08273.29273.4585575200273.45267.052.83279.47272.0822.0745.38273.33275.341.56278.47272.21
2019/03/26276.53273.96275.36275.4968125900275.49267.092.85279.47272.0862.1784.23275.25275.601.26278.11273.09
2019/03/27276.12272.36275.48274.0572224700274.05267.122.91279.47272.0835.9998.16274.24275.581.28278.14273.01
2019/03/28275.58273.48274.74275.0956238500275.09267.162.85278.12272.0860.1896.17274.53275.591.27278.13273.04
HIGHLOWOPENCLOSEVOLUMEADJ_CLOSESMA200ATRHIGH5LOW5RSI2C2RSI2MPSMA10MPSDUPPERLOWER
2019/03/29277.18275.51276.74276.8282186800276.82267.202.80277.18272.0882.39142.57276.34275.661.29278.25273.07
2019/04/01280.43278.71279.00280.1177617900280.11267.272.86280.43272.3694.34176.73279.57275.981.79279.56272.40
2019/04/02280.50279.38280.31280.2440070400280.24267.332.73280.50272.3694.65188.99279.94276.252.17280.59271.92
2019/04/03282.00280.03281.57280.6868243200280.68267.402.68282.00273.4896.02190.66281.01276.732.64282.01271.45
2019/04/04281.70280.28281.04281.4348997500281.43267.472.59282.00275.5197.87193.89280.99277.112.97283.04271.17
2019/04/05282.85281.84282.15282.7958621700282.79267.552.50282.85278.7199.21197.08282.35277.763.35284.45271.06
2019/04/08283.13281.62282.33283.0153566300283.01267.632.43283.13279.3899.34198.55282.37278.663.24285.14272.18
2019/04/09282.31280.96281.96281.5666142300281.56267.722.41283.13280.0330.71130.05281.64279.303.12285.53273.06
2019/04/10282.62281.56282.01282.5252601500282.52267.802.31283.13280.2863.8194.52282.09280.082.66285.40274.77
2019/04/11283.06281.82283.05282.4455093100282.44267.912.23283.13280.9659.20123.01282.44280.871.89284.65277.10
2019/04/12284.65282.49284.19284.3569727800284.35268.022.23284.65280.9690.99150.19283.57281.601.23284.05279.14
2019/04/15284.54283.29284.43284.1649596700284.16268.142.16284.65280.9678.99169.98283.91282.031.20284.43279.63
2019/04/16285.18283.70285.12284.3552153200284.35268.252.11285.18281.5683.38162.37284.44282.481.17284.83280.14
2019/04/17285.59283.20285.57283.6558268300283.65268.362.13285.59281.8232.58115.95284.40282.821.19285.20280.44
2019/04/18284.51282.88284.29284.2168708500284.21268.472.10285.59282.4965.9298.50283.69283.091.02285.14281.04
2019/04/22284.62283.28283.38284.4640160100284.46268.582.04285.59282.8876.23142.15283.95283.251.02285.29281.21
2019/04/23287.27284.60284.86287.0252246600287.02268.702.10287.27282.8896.75172.98285.94283.611.27286.15281.06
2019/04/24287.29286.22286.93286.3850392900286.38268.802.02287.29282.8867.66164.41286.76284.121.41286.94281.29
2019/04/25286.92284.91286.27286.2057770900286.20268.892.02287.29282.8858.00125.66285.91284.501.32287.13281.87
2019/04/26287.61285.41286.25287.5350916400287.53268.982.04287.61283.2886.70144.70286.51284.911.23287.38282.44
HIGHLOWOPENCLOSEVOLUMEADJ_CLOSESMA200ATRHIGH5LOW5RSI2C2RSI2MPSMA10MPSDUPPERLOWER
2019/04/29288.55287.53287.63287.9957197700287.99269.081.96288.55284.6090.90177.60288.04285.361.48288.32282.40
2019/04/30288.45286.07287.61288.1381111700288.13269.181.99288.55284.9192.46183.36287.26285.691.50288.68282.70
2019/05/01289.04285.96288.82285.9771671900285.97269.262.07289.04284.9115.32107.77287.50286.001.53289.05282.95
2019/05/02286.84283.72285.84285.3565030200285.35269.332.15289.04283.7210.3825.70285.28286.091.45288.98283.19
2019/05/03288.45285.47286.96288.1456543700288.14269.422.21289.04283.7277.1287.50286.96286.411.19288.80284.03
2019/05/06287.44283.12283.46286.96107198100286.96269.502.41289.04283.1247.24124.36285.28286.540.93288.41284.67
2019/05/07284.99280.09284.34282.16144729900282.16269.562.73289.04280.0911.4458.68282.54286.201.58289.36283.05
2019/05/08283.63281.13281.77281.7791568300281.77269.622.72288.45280.0910.1721.61282.38285.771.97289.70281.83
2019/05/09281.58277.63279.52280.92103471100280.92269.672.82288.45277.636.8817.05279.60285.132.76290.66279.61
2019/05/10283.15276.65279.90282.33112429300282.33269.723.08287.44276.6555.0961.96279.90284.473.16290.80278.15
2019/05/13277.81274.32276.76275.24127290500275.24269.733.43284.99274.328.8863.96276.07283.283.85290.98275.57
2019/05/14279.39276.21276.34277.7377003200277.73269.753.49283.63274.3242.6451.52277.80282.333.92290.18274.48
2019/05/15280.05275.73275.95279.3573956400279.35269.783.54283.15274.3261.35103.99277.89281.373.69288.74273.99
2019/05/16283.42280.04280.12281.9476749600281.94269.843.58283.42274.3281.04142.39281.73281.013.43287.88274.15
2019/05/17282.82279.41279.43280.12100353000280.12269.883.57283.42274.3247.18128.22281.12280.432.73285.90274.96
2019/05/20280.23277.45278.37278.2662877600278.26269.923.51283.42275.7325.5272.69278.84279.792.16284.11275.46
2019/05/21281.18279.83280.11280.7746847100280.77269.963.47283.42275.7366.8192.32280.51279.581.96283.51275.66
2019/05/22280.95279.39279.73279.9149482500279.91269.993.33283.42277.4548.37115.18280.17279.361.72282.81275.92
2019/05/23277.54274.95277.49276.4998733800276.49270.003.45282.82274.9515.1763.54276.25279.031.98282.99275.07
2019/05/24278.51276.44278.06277.1255268100277.12270.003.35281.18274.9532.2347.40277.48278.782.01282.80274.77
HIGHLOWOPENCLOSEVOLUMEADJ_CLOSESMA200ATRHIGH5LOW5RSI2C2RSI2MPSMA10MPSDUPPERLOWER
2019/05/28278.46274.52277.42274.5470029400274.54270.003.39281.18274.5212.1544.38276.49278.831.95282.72274.93
2019/05/29273.77271.17273.33272.70104972900272.70269.993.39280.95271.176.4318.57272.47278.292.80283.90272.69
2019/05/30274.43272.25273.52273.4462523800273.44269.993.31278.51271.1732.2438.66273.34277.843.21284.27271.41
2019/05/31271.57269.73270.67269.7686862800269.76269.973.34278.51269.738.6440.88270.65276.733.61283.95269.51
2019/06/03271.01267.62269.80269.0796428000269.07269.953.34278.46267.626.7915.44269.32275.553.93283.41267.69
2019/06/04275.06271.08271.57274.9177231900274.91269.963.53275.06267.6279.9486.73273.07274.973.82282.61267.34
2019/06/05277.32274.71276.68277.2971169700277.29269.983.46277.32267.6287.77167.71276.02274.523.33281.17267.87
2019/06/06279.83276.91277.62279.1069430400279.10270.003.42279.83267.6292.31180.08278.37274.343.02280.39268.30
2019/06/07283.07280.02280.20281.8974272200281.89270.033.46283.07267.6296.43188.74281.54274.873.76282.40267.35
2019/06/10285.00283.09283.58283.1860799100283.18270.063.44285.00271.0897.61194.03284.04275.534.72284.97266.09
2019/06/11285.57282.41285.16283.1258641300283.12270.093.42285.57274.7194.30191.91283.99276.285.43287.14265.42
2019/06/12283.47282.06282.86282.6246984700282.62270.133.27285.57276.9163.09157.38282.76277.315.60288.51266.11
2019/06/13284.17282.84283.61283.7848945200283.78270.163.15285.57280.0285.49148.58283.51278.335.72289.77266.88
2019/06/14284.12282.64283.47283.4752324700283.47270.183.03285.57282.0664.45149.95283.38279.605.22290.04269.16
2019/06/17284.41283.39283.72283.5839205700283.58270.192.89285.57282.0669.60134.05283.90281.063.89288.85273.27
2019/06/18287.69285.16285.56286.5585434800286.55270.222.98287.69282.0696.61166.21286.43282.393.05288.49276.29
2019/06/19287.77285.63286.69287.1978674400287.19270.252.92287.77282.6497.56194.17286.70283.462.36288.18278.74
2019/06/20290.38287.26290.11289.94116570000289.94270.302.94290.38282.6499.27196.83288.82284.512.16288.83280.18
2019/06/21291.01289.28289.64289.5183309500289.51270.352.85291.01283.3981.64180.92290.14285.372.53290.43280.30
2019/06/24290.09288.99289.74289.1647582700289.16270.402.72291.01285.1662.86144.50289.54285.922.79291.51280.33
HIGHLOWOPENCLOSEVOLUMEADJ_CLOSESMA200ATRHIGH5LOW5RSI2C2RSI2MPSMA10MPSDUPPERLOWER
2019/06/25289.25286.21289.22286.3282028700286.32270.442.75291.01285.6313.4376.29287.73286.292.76291.81280.78
2019/06/26287.85285.92287.30286.0451584900286.04270.482.69291.01285.9211.5925.02286.89286.702.46291.63281.78
2019/06/27287.60286.45286.87287.0540355200287.05270.532.61291.01285.9255.1566.74287.03287.062.19291.44282.67
2019/06/28289.07287.55288.12288.5359350900288.53270.572.57290.09285.9281.58136.73288.31287.551.79291.13283.96
2019/07/01292.39289.84292.15291.1579107500291.15270.632.66292.39285.9294.04175.62291.11288.271.60291.48285.06
2019/07/02291.97290.18291.10291.9161504500291.91270.692.60292.39285.9295.72189.76291.08288.731.68292.10285.37
2019/07/03294.26292.49292.65294.2440898900294.24270.762.58294.26286.4598.43194.15293.37289.402.07293.53285.27
2019/07/05294.08291.49292.90293.9151677300293.91270.832.59294.26287.5583.28181.71292.79289.802.31294.41285.18
2019/07/08293.71291.70292.48292.2945841800292.29270.882.56294.26289.8433.52116.80292.70290.052.49295.03285.08
2019/07/09292.98290.97291.03292.6641101300292.66270.942.52294.26290.1847.6481.15291.98290.302.55295.40285.20
2019/07/10295.09293.24293.82294.0558448500294.05270.992.52295.09290.9780.09127.73294.16290.942.64296.22285.67
2019/07/11295.01293.65294.75294.7450826100294.74271.052.43295.09290.9787.64167.73294.33291.692.41296.50286.88
2019/07/12296.14294.94295.28296.0640326000296.06271.122.36296.14290.9794.96182.60295.54292.542.05296.65288.43
2019/07/15296.54295.61296.54296.1633900000296.16271.192.26296.54290.9795.37190.33296.07293.311.72296.75289.87
2019/07/16296.29294.87296.06295.2136650100295.21271.262.20296.54293.2437.03132.40295.58293.761.66297.09290.43
2019/07/17295.35293.20295.18293.2036036300293.20271.322.20296.54293.2010.3647.39294.28294.081.37296.82291.34
2019/07/18294.68292.17292.66294.2751392600294.27271.382.22296.54292.1749.3459.71293.43294.091.37296.82291.35
2019/07/19295.49292.45295.46292.6458678600292.64271.432.28296.54292.1721.2370.57293.97294.201.29296.79291.62
2019/07/22293.95292.51293.07293.3543638100293.35271.482.22296.29292.1747.5368.75293.23294.261.24296.73291.78
2019/07/23295.45293.67294.58295.4544564500295.45271.542.21295.49292.1782.20129.73294.56294.510.94296.40292.63
HIGHLOWOPENCLOSEVOLUMEADJ_CLOSESMA200ATRHIGH5LOW5RSI2C2RSI2MPSMA10MPSDUPPERLOWER
2019/07/24296.84294.53294.63296.8447213200296.84271.622.22296.84292.1790.51172.71295.68294.671.00296.66292.67
2019/07/25296.41294.55296.35295.4255394100295.42271.702.22296.84292.4546.34136.85295.48294.781.02296.82292.74
2019/07/26297.62296.03296.17297.4045084100297.40271.802.22297.62292.5177.28123.62296.83294.911.19297.30292.52
2019/07/29297.40296.26297.27296.8638126500296.86271.892.14297.62293.6758.74136.03296.83294.991.30297.58292.39
2019/07/30296.57294.92295.33296.1345849000296.13272.022.13297.62294.5335.7094.44295.75295.001.31297.61292.39
2019/07/31296.60290.70296.40292.89104245200292.89272.162.40297.62290.707.9543.65293.65294.941.36297.66292.22
2019/08/01296.28289.47293.06290.34142646600290.34272.272.71297.62289.473.5811.53292.88294.891.44297.76292.02
2019/08/02289.63286.46289.37288.16116749700288.16272.382.80297.40286.461.845.42288.05294.292.60299.50289.09
2019/08/05283.81277.42283.69279.49178745400279.49272.423.36296.60277.420.382.22280.62293.035.07303.16282.90
2019/08/06283.65279.94281.55283.41120711700283.41272.483.42296.60277.4242.0142.39281.79291.766.13304.02279.49
2019/08/07284.41277.74280.06283.58140572300283.58272.563.65296.28277.4244.0186.03281.08290.296.80303.89276.70
2019/08/08289.14284.60285.20289.1487713900289.14272.663.79289.63277.4282.99127.00286.87289.436.61302.66276.21
2019/08/09288.77285.23288.12287.1793730000287.17272.763.80289.14277.4255.59138.58287.00288.456.10300.65276.25
2019/08/12287.16282.64285.54283.6762629500283.67272.863.85289.14277.7425.5981.18284.90287.265.41298.07276.44
2019/08/13289.66282.98283.35288.0994299800288.09273.014.05289.66277.7468.5094.09286.32286.314.51295.33277.30
2019/08/14284.33279.43283.67279.57135622100279.57273.104.38289.66279.4321.2389.73281.88285.143.87292.88277.39
2019/08/15281.28278.08280.53280.3199556600280.31273.214.30289.66278.0829.6550.88279.68283.823.12290.05277.58
2019/08/16284.92280.37282.11284.4483018300284.44273.354.32289.66278.0867.9897.63282.64283.282.75288.78277.78
2019/08/19288.61286.99287.73287.8753571800287.87273.494.31289.66278.0883.17151.15287.80284.002.91289.82278.17
2019/08/20287.90285.53287.32285.6651596400285.66273.614.17288.61278.0851.63134.81286.71284.492.91290.31278.66
HIGHLOWOPENCLOSEVOLUMEADJ_CLOSESMA200ATRHIGH5LOW5RSI2C2RSI2MPSMA10MPSDUPPERLOWER
2019/08/21288.39287.27288.02287.9949524700287.99273.724.07288.61278.0873.12124.75287.83285.162.82290.79279.53
2019/08/22289.45285.97288.76287.9051666400287.90273.844.02289.45280.3770.72143.83287.71285.252.88291.01279.48
2019/08/23288.29279.15286.48280.50149161500280.50273.924.39289.45279.1510.9381.65283.72284.922.85290.62279.22
2019/08/26283.61281.22282.89283.6172423800283.61274.004.30289.45279.1547.8958.82282.41284.672.96290.58278.76
2019/08/27285.53281.67285.12282.4966668900282.49274.054.27289.45279.1536.9084.79283.60284.402.91290.22278.57
2019/08/28284.66280.90281.77284.4859696700284.48274.124.23289.45279.1565.34102.24282.78284.492.84290.17278.81
2019/08/29288.69286.18287.27288.1257899400288.12274.214.23288.69279.1586.90152.24287.43285.262.41290.08280.45
2019/08/30289.75286.97289.73287.9962901200287.99274.334.13289.75280.9083.25170.15288.36285.842.39290.62281.05
2019/09/03287.13284.86286.14286.3069101400286.30274.444.05289.75280.9039.55122.81285.99285.652.30290.25281.06
2019/09/04289.57287.85288.67289.5546887300289.55274.584.00289.75280.9080.02119.58288.71285.852.48290.81280.90
2019/09/05294.27289.51292.26293.2883258100293.28274.724.05294.27284.8692.12172.14291.89286.263.09292.45280.07
2019/09/06294.20292.88293.62293.5049584300293.50274.863.86294.27284.8692.66184.77293.54286.843.85294.55279.14
2019/09/09294.67292.63294.58293.6551260300293.65275.023.73294.67284.8693.26185.92293.65287.844.22296.28279.39
2019/09/10293.65291.45292.82293.5857947100293.58275.213.62294.67287.8586.62179.88292.55288.853.98296.82280.88
2019/09/11295.76293.21293.92295.6768821100295.67275.403.54295.76289.5197.48184.10294.48289.943.88297.69282.19
2019/09/12297.85295.83296.65296.6972908700296.69275.613.44297.85291.4598.60196.08296.84291.353.52298.39284.30
2019/09/13297.56296.09297.18296.5062104800296.50275.793.30297.85291.4584.24182.83296.83292.283.61299.51285.06
2019/09/16296.55294.88295.27295.5858191200295.58275.973.19297.85291.4535.77120.01295.71293.023.47299.97286.07
2019/09/17296.43295.18295.36296.3341475500296.33276.123.05297.85293.2166.90102.67295.80294.002.52299.05288.96
2019/09/18296.62293.69295.91296.5173375800296.51276.273.04297.85293.6973.08139.98295.16294.651.72298.08291.21
HIGHLOWOPENCLOSEVOLUMEADJ_CLOSESMA200ATRHIGH5LOW5RSI2C2RSI2MPSMA10MPSDUPPERLOWER
2019/09/19298.01296.12296.93296.4976560500296.49276.422.96298.01293.6970.16143.24297.07295.161.57298.30292.03
2019/09/20297.45294.22297.14295.0989565000295.09276.542.98298.01293.6910.5280.69295.84295.391.47298.33292.46
2019/09/23295.80294.09294.36295.0243476800295.02276.702.89298.01293.699.7120.23294.94295.521.35298.22292.82
2019/09/24296.63291.65296.20292.7094869400292.70276.863.04298.01291.651.5711.28294.14295.681.01297.71293.65
2019/09/25294.92291.18292.79294.4371854000294.43277.053.09298.01291.1856.3357.90293.05295.541.27298.08293.00
2019/09/26294.67292.29294.44293.8256179700293.82277.243.04297.45291.1840.4096.73293.48295.201.33297.86292.54
2019/09/27294.76290.54294.64292.2484746600292.24277.423.12296.63290.5416.4356.83292.65294.781.42297.62291.95
2019/09/30294.36292.75292.80293.5951662400293.59277.603.05296.63290.5458.5574.98293.56294.571.42297.42291.72
2019/10/01295.26289.86294.55290.1088242400290.10277.773.22295.26289.8616.2874.82292.56294.241.48297.20291.29
2019/10/02288.39283.57288.38284.97122539500284.97277.933.45295.26283.575.2221.49285.98293.332.96299.24287.41
2019/10/03287.34281.77284.73287.3185278800287.31278.123.60295.26281.7741.4646.68284.55292.083.74299.56284.59
2019/10/04291.47287.96288.02291.2065091200291.20278.343.64295.26281.7774.25115.71289.72291.463.55298.57284.35
2019/10/07292.10289.63290.33289.9459610500289.94278.573.56295.26281.7754.51128.76290.87291.063.34297.73284.38
2019/10/08288.72285.40287.92285.4495708100285.44278.803.63292.10281.7718.7773.28287.06290.353.36297.07283.62
2019/10/09289.17286.95287.64288.1562359400288.15279.073.64292.10281.7754.6173.38288.06289.853.29296.42283.28
2019/10/10291.06287.88288.06290.1055296300290.10279.383.60292.10285.4072.23126.84289.47289.453.03295.50283.39
2019/10/11295.54292.97293.10293.1198720400293.11279.643.74295.54285.4087.37159.60294.25289.613.25296.11283.11
2019/10/14293.49292.40292.76292.7840394800292.78279.903.55295.54285.4078.12165.49292.95289.553.17295.89283.20
2019/10/15296.49293.79293.92295.6846754500295.68280.163.56296.49286.9592.40170.52295.14289.813.53296.87282.75
2019/10/16295.96294.73295.17295.2048928200295.20280.423.39296.49287.8876.12168.52295.34290.743.64298.03283.46
HIGHLOWOPENCLOSEVOLUMEADJ_CLOSESMA200ATRHIGH5LOW5RSI2C2RSI2MPSMA10MPSDUPPERLOWER
2019/10/17297.02295.32296.47296.0745736600296.07280.683.28297.02292.4085.49161.62296.17291.903.28298.47285.33
2019/10/18296.19293.85295.49294.7864304000294.78280.963.21297.02292.4039.43124.92295.02292.433.32299.08285.79
2019/10/21296.99295.74296.21296.7839048600296.78281.223.14297.02293.7977.24116.67296.37292.983.48299.95286.02
2019/10/22297.68295.71297.36295.8148594700295.81281.453.06297.68293.8548.10125.35296.69293.952.96299.86288.04
2019/10/23296.73295.30295.53296.6734352200296.67281.692.94297.68293.8568.92117.02296.02294.742.16299.06290.42
2019/10/24297.85296.25297.69297.1535453100297.15281.912.84297.85293.8578.59147.51297.05295.501.24297.97293.03
2019/10/25298.96296.47296.53298.3745205400298.37282.142.82298.96295.3091.65170.24297.72295.851.33298.51293.19
2019/10/28300.60299.67299.70300.0542147000300.05282.382.78300.60295.3096.89188.54300.13296.561.52299.60293.53
2019/10/29300.97299.62299.75299.9644284900299.96282.622.68300.97295.3090.85187.74300.29297.081.82300.73293.43
2019/10/30301.29298.76300.18300.8849643900300.88282.862.67301.29296.2596.00186.86300.02297.551.93301.40293.70
2019/10/31300.87298.50300.87300.0869053800300.08283.082.65301.29296.4748.47144.48299.69297.901.97301.83293.97
2019/11/01302.91301.48301.65302.8671141500302.86283.322.66302.91298.5088.38136.86302.19298.622.10302.82294.41
2019/11/04304.70303.67304.55304.0860606900304.08283.542.60304.70298.5093.08181.46304.19299.402.57304.55294.25
2019/11/05304.62303.43304.30303.7442933200303.74283.772.50304.70298.5076.08169.16304.02300.132.76305.64294.62
2019/11/06304.11302.78303.74303.8146487100303.81284.012.42304.70298.5077.75153.83303.44300.872.51305.90295.85
2019/11/07306.33304.37305.27304.8854272300304.88284.252.42306.33301.4892.96170.71305.35301.702.48306.67296.74
2019/11/08305.69303.74304.50305.6349032100305.63284.482.39306.33302.7896.41189.36304.72302.402.20306.81298.00
2019/11/11305.24303.98304.13305.0535797300305.05284.722.34306.33302.7854.74151.15304.61302.852.14307.14298.57
2019/11/12306.67304.85305.44305.6946484600305.69284.962.30306.67302.7876.82131.56305.76303.402.11307.63299.17
2019/11/13306.22304.37304.61305.7953917700305.79285.182.27306.67303.7479.84156.66305.29303.931.81307.56300.30
HIGHLOWOPENCLOSEVOLUMEADJ_CLOSESMA200ATRHIGH5LOW5RSI2C2RSI2MPSMA10MPSDUPPERLOWER
2019/11/14306.32304.79305.48306.2351219900306.23285.402.22306.67303.7490.73170.57305.56304.511.10306.71302.32
2019/11/15308.50306.94307.69308.4562023600308.45285.622.22308.50303.9898.55189.28307.72305.071.19307.44302.69
2019/11/18308.94307.70308.19308.6849228000308.68285.842.15308.94304.3798.76197.31308.32305.481.52308.52302.44
2019/11/19309.34307.89309.33308.5967804700308.59286.052.10309.34304.3788.54187.30308.61305.941.71309.36302.51
2019/11/20308.51305.75307.95307.4479406200307.44286.262.15309.34304.7924.13112.66307.13306.311.50309.31303.31
2019/11/21307.68306.08307.56306.9554664700306.95286.472.11309.34305.7514.8338.96306.88306.461.47309.40303.52
2019/11/22307.91306.53307.76307.6344850200307.63286.692.06309.34305.7558.7373.56307.22306.711.35309.40304.01
2019/11/25310.01308.64308.64310.0148647200310.01286.922.08310.01305.7591.03149.76309.33307.181.36309.89304.47
2019/11/26310.91309.71310.05310.7237569000310.72287.142.02310.91305.7593.86184.89310.31307.641.57310.78304.49
2019/11/27312.10311.00311.24312.1044444600312.10287.361.98312.10306.0897.26191.13311.55308.261.77311.80304.72
2019/11/29311.76310.70311.49310.9436592700310.94287.571.93312.10306.5350.48147.75311.23308.831.71312.26305.40
2019/12/02311.29307.84311.22308.3075767800308.30287.762.04312.10307.8415.8066.28309.56309.011.68312.37305.65
2019/12/03306.32303.84305.34306.2373941700306.23287.942.22312.10303.847.6123.41305.08308.692.09312.87304.51
2019/12/04308.78307.00307.37308.1249080000308.12288.122.24312.10303.8452.5560.16307.89308.622.11312.83304.41
2019/12/05308.91307.25308.89308.6840709000308.68288.312.20311.76303.8463.08115.63308.08308.712.05312.82304.61
2019/12/06311.93310.75310.76311.5048927000311.50288.502.27311.93303.8488.67151.75311.34309.162.09313.35304.97
2019/12/09311.80310.44311.07310.5234838500310.52288.692.21311.93303.8459.85148.52311.12309.552.05313.66305.44
2019/12/10311.18309.46310.46310.1752649800310.17288.882.17311.93307.0048.67108.52310.32309.652.07313.78305.51
2019/12/11311.33310.08310.67311.0553429100311.05289.082.11311.93307.2573.68122.35310.71309.692.08313.86305.52
2019/12/12314.58310.81311.06313.7396389600313.73289.282.23314.58309.4693.37167.05312.69309.802.22314.25305.35
HIGHLOWOPENCLOSEVOLUMEADJ_CLOSESMA200ATRHIGH5LOW5RSI2C2RSI2MPSMA10MPSDUPPERLOWER
2019/12/13315.26312.64313.48313.9281503900313.92289.492.25315.26309.4694.00187.36313.95310.072.56315.19304.96
2019/12/16316.72313.85315.80316.0882749700316.08289.702.30316.72309.4698.11192.11315.29310.653.03316.71304.59
2019/12/17316.82316.06316.49316.1561097700316.15289.922.19316.82310.0898.19196.30316.44311.782.83317.45306.11
2019/12/18316.82316.11316.57316.1748133000316.17290.152.08316.82310.8198.23196.42316.46312.642.82318.28307.00
2019/12/19317.54316.10316.38317.4685310500317.46290.402.04317.54312.6499.57197.80316.82313.512.60318.71308.32
2019/12/20320.09317.52318.59318.86147142100318.86290.652.08320.09313.8599.83199.40318.81314.262.95320.16308.36
2019/12/23319.77319.18319.71319.3452990000319.34290.892.00320.09316.0699.88199.72319.48315.103.14321.38308.81
2019/12/24319.64319.02319.59319.3520270000319.35291.121.90320.09316.1099.89199.77319.33316.002.90321.80310.19
2019/12/26321.06319.76319.77321.0530911200321.05291.361.88321.06316.1099.98199.86320.41316.972.54322.04311.90
2019/12/27321.91320.40321.85320.9742528800320.97291.591.86321.91317.5292.96192.94321.15317.812.36322.53313.10
2019/12/30321.21318.68321.06319.2049729100319.20291.811.91321.91318.6822.55115.51319.94318.412.00322.41314.41
2019/12/31320.25318.28318.66319.9857077300319.98292.021.91321.91318.2853.4576.00319.26318.811.68322.17315.46
2020/01/02322.99320.64321.65322.9759151200322.97292.251.99322.99318.2888.59142.04321.82319.351.70322.74315.96
2020/01/03321.75319.22319.28320.5377709700320.53292.482.11322.99318.2839.66128.25320.49319.751.38322.52316.98
2020/01/06321.84318.49318.62321.7555653900321.75292.692.20322.99318.2861.13100.79320.16320.080.92321.93318.24
2020/01/07321.65320.36321.13320.8440496400320.84292.932.15322.99318.2840.04101.17321.00320.300.84321.99318.62
2020/01/08323.88320.78321.05322.5568296000322.55293.172.21323.88318.4973.98114.02322.33320.591.00322.59318.59
2020/01/09324.82323.62324.25324.7448473300324.74293.422.22324.82318.4989.37163.34324.22321.081.42323.92318.23
2020/01/10325.55323.30325.38323.8153029300323.81293.672.22325.55318.4959.36148.73324.42321.481.74324.96317.99
2020/01/13326.04324.01324.48326.0347086800326.03293.922.22326.04320.3684.37143.73325.03321.872.06325.99317.74
HIGHLOWOPENCLOSEVOLUMEADJ_CLOSESMA200ATRHIGH5LOW5RSI2C2RSI2MPSMA10MPSDUPPERLOWER
2020/01/14326.70324.93325.56325.5462832800325.54294.172.19326.70320.7866.19150.56325.81322.452.28327.01317.90
2020/01/15327.10325.35325.44326.2772056600326.27294.402.16327.10323.3079.36145.54326.22323.152.26327.67318.63
2020/01/16328.99327.52327.77328.9954050300328.99294.642.20328.99323.3094.67174.03328.25323.792.71329.21318.38
2020/01/17330.24328.92329.76330.0195846000330.01294.892.13330.24324.0196.58191.25329.58324.702.99330.68318.73
2020/01/21330.24328.89328.97329.3677742400329.36295.132.08330.24324.9366.47163.06329.56325.642.88331.39319.89
2020/01/22331.00329.23330.30329.4048914900329.40295.362.06331.00325.3567.71134.19330.12326.552.68331.91321.20
2020/01/23330.23327.48328.70329.7851963000329.78295.592.11331.00327.4881.03148.74328.86327.212.30331.82322.60
2020/01/24330.59325.45330.50326.8587578400326.85295.822.32331.00325.4510.9491.97328.02327.592.06331.70323.47
2020/01/27323.22320.77321.14321.6184062500321.61296.022.59331.00320.772.6813.62322.00327.342.55332.45322.24
2020/01/28325.93321.71323.16324.9863834000324.98296.232.71331.00320.7750.6553.32323.82327.222.70332.62321.82
2020/01/29326.71324.49326.46324.7153888900324.71296.432.68330.59320.7746.9697.61325.60327.202.71332.63321.77
2020/01/30325.99321.65322.46325.7675491800325.76296.642.80330.59320.7766.25113.21323.82326.962.91332.78321.14
2020/01/31325.26318.86325.09319.85113845600319.85296.823.09326.71318.8613.0379.28322.06326.343.24332.83319.85
2020/02/03324.25321.33321.46322.2369242300322.23297.013.18326.71318.8647.1460.18322.79325.663.20332.07319.26
2020/02/04328.08325.80326.15327.1462573200327.14297.223.38328.08318.8679.84126.98326.94325.402.94331.29319.51
2020/02/05331.14328.74330.33330.9165951100330.91297.463.42331.14318.8689.67169.50329.94325.382.91331.21319.56
2020/02/06332.24330.85331.96332.0350359700332.03297.683.28332.24318.8691.97181.64331.55325.653.36332.37318.93
2020/02/07332.04329.66330.87330.2664139400330.26297.903.21332.24321.3353.80145.77330.85325.943.68333.31318.57
2020/02/10332.79329.25329.29332.7242070000332.72298.133.23332.79325.8078.58132.37331.02326.843.72334.27319.40
2020/02/11335.05332.72334.19333.3054864500333.30298.363.17335.05328.7482.87161.45333.89327.854.15336.14319.55
HIGHLOWOPENCLOSEVOLUMEADJ_CLOSESMA200ATRHIGH5LOW5RSI2C2RSI2MPSMA10MPSDUPPERLOWER
2020/02/12335.68334.46334.86335.4543992700335.45298.603.11335.68329.2593.13176.01335.07328.794.63338.05319.53
2020/02/13336.14333.60333.90335.0954501900335.09298.833.07336.14329.2577.63170.76334.87329.904.63339.16320.64
2020/02/14335.76334.23335.54335.6364582200335.63299.082.96336.14329.2585.08162.71335.00331.193.95339.10323.28
2020/02/18335.70333.25334.54334.7657226200334.76299.332.92336.14332.7241.04126.12334.47332.362.74337.83326.89
2020/02/19337.10335.51335.82336.3648814700336.36299.572.88337.10333.2579.78120.82336.30333.302.23337.76328.84
2020/02/20336.66331.73335.77334.9874163400334.98299.813.03337.10331.7337.38117.16334.19333.721.90337.52329.92
2020/02/21333.85330.64333.51331.53113788200331.53300.063.12337.10330.6410.2347.61332.24333.791.82337.44330.14
2020/02/24331.61319.36321.25320.54161088400320.54300.253.77337.10319.361.8212.05325.49333.253.12339.49327.02
2020/02/25322.71309.87322.05310.82218913200310.82300.404.42337.10309.870.742.56316.29331.786.22344.23319.34
2020/02/26316.25308.88312.34309.68194773800309.68300.544.63336.66308.880.651.39312.57329.658.61346.88312.42
2020/02/27309.74295.77303.67295.77282744800295.77300.645.30333.85295.770.160.81302.75326.4211.82350.06302.78
2020/02/28296.15283.87287.01294.53385764000294.53300.725.80331.61283.870.140.31290.01321.9316.02353.97289.89
2020/03/02307.35292.74296.47307.28238703600307.28300.866.43322.71283.8770.8270.96300.05318.4416.65351.74285.13
2020/03/03312.01295.83307.69298.48300139100298.48300.957.12316.25283.8735.83106.65303.92315.3816.18347.74283.02
2020/03/04311.27301.56304.33311.03176613400311.03301.107.53312.01283.8773.36109.20306.41312.3914.57341.53283.26
2020/03/05306.67298.26303.20300.69186366800300.69301.217.90312.01283.8737.35110.72302.46309.2212.62334.45283.99
2020/03/06297.03288.53291.44295.72228667200295.72301.298.21312.01288.5325.3862.73292.78305.2710.63326.53284.01
2020/03/09282.53271.85273.69272.63309417300272.63301.259.33312.01271.856.3831.75277.19300.4411.37323.18277.70
2020/03/10286.83271.90282.98286.73276444100286.73301.309.73311.27271.8551.1057.48279.37296.7511.64320.04273.46
2020/03/11280.29269.30279.06272.76255316300272.76301.2810.28306.67269.3026.2577.35274.79292.9712.06317.10268.85
HIGHLOWOPENCLOSEVOLUMEADJ_CLOSESMA200ATRHIGH5LOW5RSI2C2RSI2MPSMA10MPSDUPPERLOWER
2020/03/12265.10246.23254.50246.66392220700246.66301.1411.44297.03246.239.3235.57255.67288.2616.28320.82255.71
2020/03/13269.89247.07261.55267.75329566100267.75301.1212.28286.83246.2355.6064.92258.48285.1118.76322.64247.58
2020/03/16255.40235.97239.77238.45297240000238.45300.9413.67286.83235.9722.9978.59245.69279.6821.61322.91236.45
2020/03/17254.67235.68243.61251.32262070500251.32300.8514.05280.29235.6849.1872.17245.18273.8022.27318.33229.27
2020/03/18246.92226.69234.87238.60327597100238.60300.7014.81269.89226.6929.4178.59236.80266.8421.81310.47223.21
2020/03/19245.93230.86237.85239.10289322000239.10300.5214.83269.89226.6931.6061.01238.40260.4319.47299.38221.49
2020/03/20244.47228.50242.53228.80347158800228.80300.2814.91255.40226.6913.9745.57236.49254.8017.07288.95220.66
2020/03/23229.68218.26228.19222.95326025200222.95299.9914.66254.67218.268.5522.53223.97249.4817.60284.69214.27
2020/03/24244.10233.80234.42243.15235494500243.15299.8015.12246.92218.2675.1483.69238.95245.4414.31274.07216.81
2020/03/25256.35239.75244.87246.79299430300246.79299.6215.23256.35218.2680.31155.44248.05242.7710.10262.96222.57
2020/03/26262.80249.05249.52261.20257632800261.20299.5115.28262.80218.2692.56172.86255.92242.7910.13263.06222.52
2020/03/27260.81251.05253.27253.42224341200253.42299.3614.92262.80218.2655.37147.92255.93242.549.72261.98223.10
2020/03/30262.43253.53255.70261.65171369500261.65299.2514.50262.80233.8075.88131.24257.98243.7710.87265.51222.03
2020/03/31263.33256.22260.56257.75194881100257.75299.1213.97263.33239.7552.86128.73259.77245.2312.00269.23221.22
2020/04/01257.66243.90247.98246.15189554600246.15298.9413.96263.33243.9018.8571.70250.78246.6211.72270.07223.18
2020/04/02252.68244.59245.19251.83177660400251.83298.7613.54263.33243.9050.2269.06248.63247.6511.37270.38224.92
2020/04/03253.32245.22250.76248.19135561200248.19298.5713.15263.33243.9033.5883.80249.27248.9310.67270.26227.59
2020/04/06267.00248.17257.84264.86188061200264.86298.4413.56267.00243.9083.54117.12257.58252.296.36265.00239.58
2020/04/07275.03264.89274.21265.13201427200265.13298.3213.32275.03243.9083.93167.47269.96255.396.68268.75242.03
2020/04/08276.00265.25267.96274.03153774500274.03298.2513.14276.00244.5993.74177.67270.62257.657.67272.98242.31
HIGHLOWOPENCLOSEVOLUMEADJ_CLOSESMA200ATRHIGH5LOW5RSI2C2RSI2MPSMA10MPSDUPPERLOWER
2020/04/09281.20275.47277.58278.20190282700278.20298.2112.71281.20245.2296.02189.76278.34259.8910.02279.93239.84
2020/04/13277.51271.41277.14275.66114839100275.66298.1512.29281.20248.1766.52162.54274.46261.7410.88283.51239.97
2020/04/14284.90275.51280.98283.79134143400283.79298.1412.08284.90264.8988.72155.24280.21263.9612.22288.40239.53
2020/04/15283.94275.46277.57277.76121775000277.76298.0811.83284.90265.2544.73133.45279.70265.9613.06292.07239.84
2020/04/16280.03275.76279.15279.10131798300279.10298.0211.29284.90271.4154.7199.44277.90268.6712.35293.37243.97
2020/04/17287.30282.40285.38286.64146684800286.64298.0011.07287.30271.4185.06139.77284.85272.2911.07294.42250.15
2020/04/20286.79281.35282.61281.59100109300281.59297.9310.66287.30275.4644.82129.89284.07275.778.10291.96259.57
2020/04/21278.04272.02276.73273.04126385700273.04297.8310.59287.30272.0217.2362.05275.03277.515.05287.62267.41
2020/04/22281.00276.91278.35279.1093524600279.10297.7610.40287.30272.0255.8073.03278.96278.414.30287.02269.81
2020/04/23283.94278.75280.49279.08104709700279.08297.7010.03287.30272.0255.63111.43281.35279.483.38286.25272.72
2020/04/24283.70278.50280.73282.9785166000282.97297.649.68286.79272.0279.77135.40281.10279.763.39286.55272.98
2020/04/27288.27284.62285.12287.0577896600287.05297.609.37288.27272.0290.55170.32286.44280.963.43287.82274.10
2020/04/28291.40285.40291.02285.73105270000285.73297.559.13291.40276.9167.33157.88288.40281.784.13290.05273.51
2020/04/29294.88290.41291.53293.21118745600293.21297.539.13294.88278.5091.64158.97292.65283.075.28293.63272.51
2020/04/30293.32288.59291.71290.48121841200290.48297.518.82294.88278.5059.39151.02290.96284.385.47295.32273.44
2020/05/01290.66281.52285.31282.79125180000282.79297.468.84294.88281.5219.9179.30286.09284.505.49295.49273.52
2020/05/04283.90279.13280.74283.5780873200283.57297.418.55294.88279.1329.4349.34281.51284.255.58295.40273.10
2020/05/05289.25283.71286.64286.1979569900286.19297.378.34294.88279.1360.7590.18286.48285.394.55294.50276.29
2020/05/06288.46283.78288.04284.2573632600284.25297.338.08293.32279.1336.6697.41286.12286.113.95294.01278.20
2020/05/07289.78287.13287.75287.6875250400287.68297.297.90290.66279.1373.64110.29288.46286.823.63294.07279.57
HIGHLOWOPENCLOSEVOLUMEADJ_CLOSESMA200ATRHIGH5LOW5RSI2C2RSI2MPSMA10MPSDUPPERLOWER
2020/05/08292.95289.86291.09292.4476622100292.44297.277.71292.95279.1389.94163.57291.40287.853.27294.38281.32
2020/05/11294.00289.88290.34292.5079030200292.50297.257.45294.00283.7190.09180.03291.94288.403.46295.32281.48
2020/05/12294.24286.52293.79286.6795870800286.67297.207.47294.24283.7822.62112.71290.38288.603.52295.63281.57
2020/05/13287.19278.96286.06281.60144721100281.60297.127.53294.24278.969.8232.44283.07287.643.59294.83280.45
2020/05/14285.11272.99278.95284.97121977900284.97297.077.86294.24272.9948.5358.35279.05286.454.28295.01277.89
2020/05/15286.33281.34282.37286.28111146300286.28297.037.65294.24272.9961.41109.94283.83286.234.36294.95277.50
2020/05/18296.75292.70293.05295.00120320200295.00297.067.85296.75272.9991.09152.50294.73287.554.76297.06278.03
2020/05/19296.21291.95294.35291.9795189300291.97297.087.60296.75272.9959.36150.45294.08288.315.16298.62277.99
2020/05/20297.87295.57295.82296.9385861700296.93297.167.47297.87272.9981.01140.37296.72289.375.72300.80277.93
2020/05/21297.67293.69296.79294.8878293900294.88297.227.23297.87281.3456.24137.26295.68290.096.04302.16278.01
2020/05/22295.63293.22294.57295.4463958200295.44297.286.88297.87291.9562.51118.75294.43290.396.18302.76278.02
2020/05/26302.19295.46301.93299.0888951400299.08297.336.87302.19291.9586.89149.40298.82291.086.73304.55277.61
2020/05/27303.57296.87302.12303.53104817400303.53297.416.86303.57293.2294.94181.83300.22292.067.32306.69277.43
2020/05/28306.84302.24304.65302.9790405200302.97297.516.70306.84293.2282.23177.17304.54294.217.53309.27279.15
2020/05/29304.96299.47302.46304.32119265700304.32297.596.61306.84293.2289.20171.44302.21296.535.69307.90285.15
2020/06/01306.21303.06303.62305.5555758300305.55297.726.36306.84295.4693.70182.90304.63298.614.11306.84290.38
2020/06/02308.13305.10306.55308.0874267200308.08297.866.13308.13296.8797.68191.38306.62299.804.56308.92290.67
2020/06/03313.22309.94310.24312.1892567600312.18298.006.06313.22299.4799.24196.92311.58301.555.40312.35290.74
2020/06/04313.00309.08311.11311.3675794400311.36298.115.90313.22299.4778.22177.46311.04302.985.86314.70291.25
2020/06/05321.27317.16317.23319.34150524700319.34298.286.19321.27303.0695.75173.97319.21305.337.18319.70290.97
HIGHLOWOPENCLOSEVOLUMEADJ_CLOSESMA200ATRHIGH5LOW5RSI2C2RSI2MPSMA10MPSDUPPERLOWER
2020/06/08323.41319.63320.22323.2073641200323.20298.466.04323.41305.1097.61193.36321.52308.047.70323.45292.63
2020/06/09323.28319.36320.30320.7977479200320.79298.625.89323.41309.0863.11160.72321.32310.297.99326.27294.31
2020/06/10322.39318.22321.42319.0095000800319.00298.825.76323.41309.0841.38104.50320.31312.307.70327.70296.90
2020/06/11312.15300.01311.46300.61209243600300.61298.906.71323.41300.015.1346.51306.08312.457.54327.53297.37
2020/06/12309.08298.60308.24304.21194529100304.21299.016.98323.41298.6029.3634.48303.84312.617.31327.23298.00
" ], "text/plain": [ - "" + "" ] }, "execution_count": 27, diff --git a/examples/ta-lib-tutorial/ta-lib-tutorial.ipynb b/examples/ta-lib-tutorial/ta-lib-tutorial.ipynb index 6ca00b8..6f6d994 100644 --- a/examples/ta-lib-tutorial/ta-lib-tutorial.ipynb +++ b/examples/ta-lib-tutorial/ta-lib-tutorial.ipynb @@ -53,12 +53,6 @@ }, "outputs": [], "source": [ - "# use future imports for python 3.x forward compatibility\n", - "from __future__ import print_function\n", - "from __future__ import unicode_literals\n", - "from __future__ import division\n", - "from __future__ import absolute_import\n", - "\n", "# other imports\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", @@ -194,49 +188,49 @@ " \n", " \n", " \n", - " 2020-04-20\n", - " 286.79\n", - " 281.35\n", - " 282.61\n", - " 281.59\n", - " 100109300.00\n", - " 281.59\n", + " 2020-06-08\n", + " 323.41\n", + " 319.63\n", + " 320.22\n", + " 323.20\n", + " 73641200.00\n", + " 323.20\n", " \n", " \n", - " 2020-04-21\n", - " 278.04\n", - " 272.02\n", - " 276.73\n", - " 273.04\n", - " 126385700.00\n", - " 273.04\n", + " 2020-06-09\n", + " 323.28\n", + " 319.36\n", + " 320.30\n", + " 320.79\n", + " 77479200.00\n", + " 320.79\n", " \n", " \n", - " 2020-04-22\n", - " 281.00\n", - " 276.91\n", - " 278.35\n", - " 279.10\n", - " 93524600.00\n", - " 279.10\n", + " 2020-06-10\n", + " 322.39\n", + " 318.22\n", + " 321.42\n", + " 319.00\n", + " 95000800.00\n", + " 319.00\n", " \n", " \n", - " 2020-04-23\n", - " 283.94\n", - " 278.75\n", - " 280.49\n", - " 279.08\n", - " 104709700.00\n", - " 279.08\n", + " 2020-06-11\n", + " 312.15\n", + " 300.01\n", + " 311.46\n", + " 300.61\n", + " 209243600.00\n", + " 300.61\n", " \n", " \n", - " 2020-04-24\n", - " 283.70\n", - " 278.50\n", - " 280.73\n", - " 282.97\n", - " 85063200.00\n", - " 282.97\n", + " 2020-06-12\n", + " 309.08\n", + " 298.60\n", + " 308.24\n", + " 304.21\n", + " 194529100.00\n", + " 304.21\n", " \n", " \n", "\n", @@ -245,11 +239,11 @@ "text/plain": [ " high low open close volume adj_close\n", "date \n", - "2020-04-20 286.79 281.35 282.61 281.59 100109300.00 281.59\n", - "2020-04-21 278.04 272.02 276.73 273.04 126385700.00 273.04\n", - "2020-04-22 281.00 276.91 278.35 279.10 93524600.00 279.10\n", - "2020-04-23 283.94 278.75 280.49 279.08 104709700.00 279.08\n", - "2020-04-24 283.70 278.50 280.73 282.97 85063200.00 282.97" + "2020-06-08 323.41 319.63 320.22 323.20 73641200.00 323.20\n", + "2020-06-09 323.28 319.36 320.30 320.79 77479200.00 320.79\n", + "2020-06-10 322.39 318.22 321.42 319.00 95000800.00 319.00\n", + "2020-06-11 312.15 300.01 311.46 300.61 209243600.00 300.61\n", + "2020-06-12 309.08 298.60 308.24 304.21 194529100.00 304.21" ] }, "execution_count": 6, @@ -841,11 +835,11 @@ "data": { "text/plain": [ "date\n", - "2020-04-20 260.54\n", - "2020-04-21 260.50\n", - "2020-04-22 260.19\n", - "2020-04-23 260.35\n", - "2020-04-24 261.51\n", + "2020-06-08 295.64\n", + "2020-06-09 296.77\n", + "2020-06-10 297.88\n", + "2020-06-11 298.12\n", + "2020-06-12 298.58\n", "dtype: float64" ] }, @@ -885,11 +879,11 @@ "data": { "text/plain": [ "date\n", - "2020-04-20 300.76\n", - "2020-04-21 300.63\n", - "2020-04-22 300.54\n", - "2020-04-23 300.45\n", - "2020-04-24 300.37\n", + "2020-06-08 300.52\n", + "2020-06-09 300.66\n", + "2020-06-10 300.83\n", + "2020-06-11 300.89\n", + "2020-06-12 300.98\n", "dtype: float64" ] }, @@ -924,11 +918,11 @@ "data": { "text/plain": [ "date\n", - "2020-04-20 300.63\n", - "2020-04-21 300.53\n", - "2020-04-22 300.43\n", - "2020-04-23 300.36\n", - "2020-04-24 300.27\n", + "2020-06-08 300.38\n", + "2020-06-09 300.51\n", + "2020-06-10 300.67\n", + "2020-06-11 300.79\n", + "2020-06-12 300.88\n", "dtype: float64" ] }, @@ -1002,54 +996,54 @@ " \n", " \n", " \n", - " 2020-04-20\n", - " 286.79\n", - " 281.35\n", - " 282.61\n", - " 281.59\n", - " 100109300.00\n", - " 281.59\n", - " 300.63\n", + " 2020-06-08\n", + " 323.41\n", + " 319.63\n", + " 320.22\n", + " 323.20\n", + " 73641200.00\n", + " 323.20\n", + " 300.38\n", " \n", " \n", - " 2020-04-21\n", - " 278.04\n", - " 272.02\n", - " 276.73\n", - " 273.04\n", - " 126385700.00\n", - " 273.04\n", - " 300.53\n", + " 2020-06-09\n", + " 323.28\n", + " 319.36\n", + " 320.30\n", + " 320.79\n", + " 77479200.00\n", + " 320.79\n", + " 300.51\n", " \n", " \n", - " 2020-04-22\n", - " 281.00\n", - " 276.91\n", - " 278.35\n", - " 279.10\n", - " 93524600.00\n", - " 279.10\n", - " 300.43\n", + " 2020-06-10\n", + " 322.39\n", + " 318.22\n", + " 321.42\n", + " 319.00\n", + " 95000800.00\n", + " 319.00\n", + " 300.67\n", " \n", " \n", - " 2020-04-23\n", - " 283.94\n", - " 278.75\n", - " 280.49\n", - " 279.08\n", - " 104709700.00\n", - " 279.08\n", - " 300.36\n", + " 2020-06-11\n", + " 312.15\n", + " 300.01\n", + " 311.46\n", + " 300.61\n", + " 209243600.00\n", + " 300.61\n", + " 300.79\n", " \n", " \n", - " 2020-04-24\n", - " 283.70\n", - " 278.50\n", - " 280.73\n", - " 282.97\n", - " 85063200.00\n", - " 282.97\n", - " 300.27\n", + " 2020-06-12\n", + " 309.08\n", + " 298.60\n", + " 308.24\n", + " 304.21\n", + " 194529100.00\n", + " 304.21\n", + " 300.88\n", " \n", " \n", "\n", @@ -1058,11 +1052,11 @@ "text/plain": [ " high low open close volume adj_close sma200\n", "date \n", - "2020-04-20 286.79 281.35 282.61 281.59 100109300.00 281.59 300.63\n", - "2020-04-21 278.04 272.02 276.73 273.04 126385700.00 273.04 300.53\n", - "2020-04-22 281.00 276.91 278.35 279.10 93524600.00 279.10 300.43\n", - "2020-04-23 283.94 278.75 280.49 279.08 104709700.00 279.08 300.36\n", - "2020-04-24 283.70 278.50 280.73 282.97 85063200.00 282.97 300.27" + "2020-06-08 323.41 319.63 320.22 323.20 73641200.00 323.20 300.38\n", + "2020-06-09 323.28 319.36 320.30 320.79 77479200.00 320.79 300.51\n", + "2020-06-10 322.39 318.22 321.42 319.00 95000800.00 319.00 300.67\n", + "2020-06-11 312.15 300.01 311.46 300.61 209243600.00 300.61 300.79\n", + "2020-06-12 309.08 298.60 308.24 304.21 194529100.00 304.21 300.88" ] }, "execution_count": 19, @@ -1218,72 +1212,72 @@ " \n", " \n", " \n", - " 2020-04-20\n", - " 286.79\n", - " 281.35\n", - " 282.61\n", - " 281.59\n", - " 100109300.00\n", - " 281.59\n", - " 300.63\n", - " 83.01\n", + " 2020-06-08\n", + " 323.41\n", + " 319.63\n", + " 320.22\n", + " 323.20\n", + " 73641200.00\n", + " 323.20\n", + " 300.38\n", + " 167.02\n", " \n", " \n", - " 2020-04-21\n", - " 278.04\n", - " 272.02\n", - " 276.73\n", - " 273.04\n", - " 126385700.00\n", - " 273.04\n", - " 300.53\n", - " 25.93\n", + " 2020-06-09\n", + " 323.28\n", + " 319.36\n", + " 320.30\n", + " 320.79\n", + " 77479200.00\n", + " 320.79\n", + " 300.51\n", + " 127.94\n", " \n", " \n", - " 2020-04-22\n", - " 281.00\n", - " 276.91\n", - " 278.35\n", - " 279.10\n", - " 93524600.00\n", - " 279.10\n", - " 300.43\n", - " 49.44\n", + " 2020-06-10\n", + " 322.39\n", + " 318.22\n", + " 321.42\n", + " 319.00\n", + " 95000800.00\n", + " 319.00\n", + " 300.67\n", + " 97.10\n", " \n", " \n", - " 2020-04-23\n", - " 283.94\n", - " 278.75\n", - " 280.49\n", - " 279.08\n", - " 104709700.00\n", - " 279.08\n", - " 300.36\n", - " 57.24\n", + " 2020-06-11\n", + " 312.15\n", + " 300.01\n", + " 311.46\n", + " 300.61\n", + " 209243600.00\n", + " 300.61\n", + " 300.79\n", + " -40.70\n", " \n", " \n", - " 2020-04-24\n", - " 283.70\n", - " 278.50\n", - " 280.73\n", - " 282.97\n", - " 85063200.00\n", - " 282.97\n", - " 300.27\n", - " 64.36\n", + " 2020-06-12\n", + " 309.08\n", + " 298.60\n", + " 308.24\n", + " 304.21\n", + " 194529100.00\n", + " 304.21\n", + " 300.88\n", + " -53.18\n", " \n", " \n", "\n", "" ], "text/plain": [ - " high low open close volume adj_close sma200 cci\n", - "date \n", - "2020-04-20 286.79 281.35 282.61 281.59 100109300.00 281.59 300.63 83.01\n", - "2020-04-21 278.04 272.02 276.73 273.04 126385700.00 273.04 300.53 25.93\n", - "2020-04-22 281.00 276.91 278.35 279.10 93524600.00 279.10 300.43 49.44\n", - "2020-04-23 283.94 278.75 280.49 279.08 104709700.00 279.08 300.36 57.24\n", - "2020-04-24 283.70 278.50 280.73 282.97 85063200.00 282.97 300.27 64.36" + " high low open close volume adj_close sma200 cci\n", + "date \n", + "2020-06-08 323.41 319.63 320.22 323.20 73641200.00 323.20 300.38 167.02\n", + "2020-06-09 323.28 319.36 320.30 320.79 77479200.00 320.79 300.51 127.94\n", + "2020-06-10 322.39 318.22 321.42 319.00 95000800.00 319.00 300.67 97.10\n", + "2020-06-11 312.15 300.01 311.46 300.61 209243600.00 300.61 300.79 -40.70\n", + "2020-06-12 309.08 298.60 308.24 304.21 194529100.00 304.21 300.88 -53.18" ] }, "execution_count": 23, @@ -1548,95 +1542,95 @@ " \n", " \n", " \n", - " 2020-04-20\n", - " 286.79\n", - " 281.35\n", - " 282.61\n", - " 281.59\n", - " 100109300.00\n", - " 281.59\n", - " 300.63\n", - " 83.01\n", - " 304.00\n", - " 271.29\n", - " 238.59\n", + " 2020-06-08\n", + " 323.41\n", + " 319.63\n", + " 320.22\n", + " 323.20\n", + " 73641200.00\n", + " 323.20\n", + " 300.38\n", + " 167.02\n", + " 324.78\n", + " 302.61\n", + " 280.44\n", " \n", " \n", - " 2020-04-21\n", - " 278.04\n", - " 272.02\n", - " 276.73\n", - " 273.04\n", - " 126385700.00\n", - " 273.04\n", - " 300.53\n", - " 25.93\n", - " 298.74\n", - " 271.46\n", - " 244.18\n", + " 2020-06-09\n", + " 323.28\n", + " 319.36\n", + " 320.30\n", + " 320.79\n", + " 77479200.00\n", + " 320.79\n", + " 300.51\n", + " 127.94\n", + " 328.03\n", + " 304.34\n", + " 280.65\n", " \n", " \n", - " 2020-04-22\n", - " 281.00\n", - " 276.91\n", - " 278.35\n", - " 279.10\n", - " 93524600.00\n", - " 279.10\n", - " 300.43\n", - " 49.44\n", - " 298.04\n", - " 272.19\n", - " 246.34\n", + " 2020-06-10\n", + " 322.39\n", + " 318.22\n", + " 321.42\n", + " 319.00\n", + " 95000800.00\n", + " 319.00\n", + " 300.67\n", + " 97.10\n", + " 329.65\n", + " 305.74\n", + " 281.83\n", " \n", " \n", - " 2020-04-23\n", - " 283.94\n", - " 278.75\n", - " 280.49\n", - " 279.08\n", - " 104709700.00\n", - " 279.08\n", - " 300.36\n", - " 57.24\n", - " 297.37\n", - " 272.84\n", - " 248.32\n", + " 2020-06-11\n", + " 312.15\n", + " 300.01\n", + " 311.46\n", + " 300.61\n", + " 209243600.00\n", + " 300.61\n", + " 300.79\n", + " -40.70\n", + " 327.14\n", + " 305.25\n", + " 283.36\n", " \n", " \n", - " 2020-04-24\n", - " 283.70\n", - " 278.50\n", - " 280.73\n", - " 282.97\n", - " 85063200.00\n", - " 282.97\n", - " 300.27\n", - " 64.36\n", - " 298.80\n", - " 273.81\n", - " 248.82\n", + " 2020-06-12\n", + " 309.08\n", + " 298.60\n", + " 308.24\n", + " 304.21\n", + " 194529100.00\n", + " 304.21\n", + " 300.88\n", + " -53.18\n", + " 325.27\n", + " 305.15\n", + " 285.03\n", " \n", " \n", "\n", "" ], "text/plain": [ - " high low open close volume adj_close sma200 cci \\\n", - "date \n", - "2020-04-20 286.79 281.35 282.61 281.59 100109300.00 281.59 300.63 83.01 \n", - "2020-04-21 278.04 272.02 276.73 273.04 126385700.00 273.04 300.53 25.93 \n", - "2020-04-22 281.00 276.91 278.35 279.10 93524600.00 279.10 300.43 49.44 \n", - "2020-04-23 283.94 278.75 280.49 279.08 104709700.00 279.08 300.36 57.24 \n", - "2020-04-24 283.70 278.50 280.73 282.97 85063200.00 282.97 300.27 64.36 \n", + " high low open close volume adj_close sma200 cci \\\n", + "date \n", + "2020-06-08 323.41 319.63 320.22 323.20 73641200.00 323.20 300.38 167.02 \n", + "2020-06-09 323.28 319.36 320.30 320.79 77479200.00 320.79 300.51 127.94 \n", + "2020-06-10 322.39 318.22 321.42 319.00 95000800.00 319.00 300.67 97.10 \n", + "2020-06-11 312.15 300.01 311.46 300.61 209243600.00 300.61 300.79 -40.70 \n", + "2020-06-12 309.08 298.60 308.24 304.21 194529100.00 304.21 300.88 -53.18 \n", "\n", " upper middle lower \n", "date \n", - "2020-04-20 304.00 271.29 238.59 \n", - "2020-04-21 298.74 271.46 244.18 \n", - "2020-04-22 298.04 272.19 246.34 \n", - "2020-04-23 297.37 272.84 248.32 \n", - "2020-04-24 298.80 273.81 248.82 " + "2020-06-08 324.78 302.61 280.44 \n", + "2020-06-09 328.03 304.34 280.65 \n", + "2020-06-10 329.65 305.74 281.83 \n", + "2020-06-11 327.14 305.25 283.36 \n", + "2020-06-12 325.27 305.15 285.03 " ] }, "execution_count": 30, diff --git a/examples/trade-two-symbols/trade-two-symbols.ipynb b/examples/trade-two-symbols/trade-two-symbols.ipynb index ec023da..3ddce27 100644 --- a/examples/trade-two-symbols/trade-two-symbols.ipynb +++ b/examples/trade-two-symbols/trade-two-symbols.ipynb @@ -22,12 +22,6 @@ }, "outputs": [], "source": [ - "# use future imports for python 3.x forward compatibility\n", - "from __future__ import print_function\n", - "from __future__ import unicode_literals\n", - "from __future__ import division\n", - "from __future__ import absolute_import\n", - "\n", "# other imports\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", @@ -450,59 +444,59 @@ " \n", " \n", " \n", - " 2020-04-20\n", - " 286.79\n", - " 281.35\n", - " 282.61\n", - " 281.59\n", - " 100109300.00\n", - " 281.59\n", - " 283.75\n", - " 297.93\n", - " \n", - " \n", - " 2020-04-21\n", - " 278.04\n", - " 272.02\n", - " 276.73\n", - " 273.04\n", - " 126385700.00\n", - " 273.04\n", - " 282.60\n", - " 297.83\n", - " \n", - " \n", - " 2020-04-22\n", - " 281.00\n", - " 276.91\n", - " 278.35\n", - " 279.10\n", - " 93524600.00\n", - " 279.10\n", - " 281.53\n", - " 297.76\n", - " \n", - " \n", - " 2020-04-23\n", - " 283.94\n", - " 278.75\n", - " 280.49\n", - " 279.08\n", - " 104709700.00\n", - " 279.08\n", - " 280.44\n", - " 297.70\n", - " \n", - " \n", - " 2020-04-24\n", - " 283.70\n", - " 278.50\n", - " 280.73\n", - " 282.97\n", - " 85063200.00\n", - " 282.97\n", - " 279.39\n", - " 297.64\n", + " 2020-06-08\n", + " 323.41\n", + " 319.63\n", + " 320.22\n", + " 323.20\n", + " 73641200.00\n", + " 323.20\n", + " 285.38\n", + " 298.46\n", + " \n", + " \n", + " 2020-06-09\n", + " 323.28\n", + " 319.36\n", + " 320.30\n", + " 320.79\n", + " 77479200.00\n", + " 320.79\n", + " 286.73\n", + " 298.62\n", + " \n", + " \n", + " 2020-06-10\n", + " 322.39\n", + " 318.22\n", + " 321.42\n", + " 319.00\n", + " 95000800.00\n", + " 319.00\n", + " 287.88\n", + " 298.82\n", + " \n", + " \n", + " 2020-06-11\n", + " 312.15\n", + " 300.01\n", + " 311.46\n", + " 300.61\n", + " 209243600.00\n", + " 300.61\n", + " 288.74\n", + " 298.90\n", + " \n", + " \n", + " 2020-06-12\n", + " 309.08\n", + " 298.60\n", + " 308.24\n", + " 304.21\n", + " 194529100.00\n", + " 304.21\n", + " 289.90\n", + " 299.01\n", " \n", " \n", "\n", @@ -511,11 +505,11 @@ "text/plain": [ " high low open close volume adj_close sma50 sma200\n", "date \n", - "2020-04-20 286.79 281.35 282.61 281.59 100109300.00 281.59 283.75 297.93\n", - "2020-04-21 278.04 272.02 276.73 273.04 126385700.00 273.04 282.60 297.83\n", - "2020-04-22 281.00 276.91 278.35 279.10 93524600.00 279.10 281.53 297.76\n", - "2020-04-23 283.94 278.75 280.49 279.08 104709700.00 279.08 280.44 297.70\n", - "2020-04-24 283.70 278.50 280.73 282.97 85063200.00 282.97 279.39 297.64" + "2020-06-08 323.41 319.63 320.22 323.20 73641200.00 323.20 285.38 298.46\n", + "2020-06-09 323.28 319.36 320.30 320.79 77479200.00 320.79 286.73 298.62\n", + "2020-06-10 322.39 318.22 321.42 319.00 95000800.00 319.00 287.88 298.82\n", + "2020-06-11 312.15 300.01 311.46 300.61 209243600.00 300.61 288.74 298.90\n", + "2020-06-12 309.08 298.60 308.24 304.21 194529100.00 304.21 289.90 299.01" ] }, "execution_count": 8, @@ -798,12 +792,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "0.19156956672668457\n" + "0.206282377243042\n" ] } ], "source": [ - "tlog.cash = capital\n", + "pf.TradeLog.initialize(capital)\n", "tlog.position = None\n", "\n", "import time\n", @@ -812,15 +806,11 @@ "for i, row in enumerate(ts.itertuples()):\n", "\n", " date = row.Index.to_pydatetime()\n", - " high = row.high\n", - " low = row.low\n", - " close = row.close\n", - " sma50 = row.sma50\n", - " sma200 = row.sma200\n", + " high = row.high; low = row.low; close = row.close; \n", + " end_flag = pf.is_last_row(ts, i)\n", " other_high = getattr(row, other_symbol + '_high')\n", " other_low = getattr(row, other_symbol + '_low')\n", " other_close = getattr(row, other_symbol + '_close')\n", - " end_flag = True if (i == len(ts) - 1) else False\n", " \n", " # last row\n", " if end_flag:\n", @@ -831,13 +821,13 @@ " tlog.position = None\n", " else:\n", " # buy SPY and sell GLD\n", - " if (sma50 > sma200 and ts['sma50'][i-1] <= ts['sma200'][i-1]):\n", + " if (row.sma50 > row.sma200 and ts['sma50'][i-1] <= ts['sma200'][i-1]):\n", " if tlog.position == other_symbol:\n", " tlog.exit_trade(date, other_close, symbol=other_symbol)\n", " tlog.enter_trade(date, close, symbol=symbol)\n", " tlog.position = symbol\n", " # sell SPY and buy GLD\n", - " elif (sma50 < sma200 and ts['sma50'][i-1] >= ts['sma200'][i-1]):\n", + " elif (row.sma50 < row.sma200 and ts['sma50'][i-1] >= ts['sma200'][i-1]):\n", " if tlog.position == symbol:\n", " tlog.exit_trade(date, close, symbol=symbol)\n", " tlog.position = None\n", @@ -849,9 +839,9 @@ "\n", " # record daily balance\n", " if tlog.position == other_symbol:\n", - " dbal.append(date, other_high, other_low, other_close, tlog.shares, tlog.cash)\n", + " dbal.append(date, other_high, other_low, other_close, tlog.shares)\n", " else:\n", - " dbal.append(date, high, low, close, tlog.shares, tlog.cash)\n", + " dbal.append(date, high, low, close, tlog.shares)\n", "\n", "t1 = time.time()\n", "total = t1-t0\n", @@ -1074,8 +1064,8 @@ " \n", " \n", " 31\n", - " 2020-04-24\n", - " 162.64\n", + " 2020-06-12\n", + " 162.62\n", " 242\n", " exit\n", " GLD\n", @@ -1105,7 +1095,7 @@ "28 2019-03-26 275.49 139 entry SPY\n", "29 2020-03-31 257.75 139 exit SPY\n", "30 2020-03-31 148.05 242 entry GLD\n", - "31 2020-04-24 162.64 242 exit GLD" + "31 2020-06-12 162.62 242 exit GLD" ] }, "execution_count": 14, @@ -1161,6 +1151,78 @@ " \n", " \n", " \n", + " 0\n", + " 2005-09-02\n", + " 90.70\n", + " 2006-07-25\n", + " 95.66\n", + " 4.95\n", + " 545.04\n", + " 110\n", + " 545.04\n", + " SPY\n", + " \n", + " \n", + " 1\n", + " 2006-07-25\n", + " 61.55\n", + " 2006-08-29\n", + " 60.94\n", + " -0.61\n", + " -104.31\n", + " 171\n", + " 440.72\n", + " GLD\n", + " \n", + " \n", + " 2\n", + " 2006-08-29\n", + " 98.62\n", + " 2007-12-28\n", + " 114.43\n", + " 15.81\n", + " 1660.30\n", + " 105\n", + " 2101.03\n", + " SPY\n", + " \n", + " \n", + " 3\n", + " 2007-12-28\n", + " 83.00\n", + " 2009-06-18\n", + " 91.61\n", + " 8.61\n", + " 1248.45\n", + " 145\n", + " 3349.48\n", + " GLD\n", + " \n", + " \n", + " 4\n", + " 2009-06-18\n", + " 73.89\n", + " 2010-07-07\n", + " 87.14\n", + " 13.25\n", + " 2384.55\n", + " 180\n", + " 5734.02\n", + " SPY\n", + " \n", + " \n", + " 5\n", + " 2010-07-07\n", + " 117.73\n", + " 2010-10-13\n", + " 134.07\n", + " 16.34\n", + " 2173.22\n", + " 133\n", + " 7907.24\n", + " GLD\n", + " \n", + " \n", " 6\n", " 2010-10-13\n", " 97.35\n", @@ -1272,12 +1334,12 @@ " 15\n", " 2020-03-31\n", " 148.05\n", - " 2020-04-24\n", - " 162.64\n", - " 14.59\n", - " 3530.78\n", + " 2020-06-12\n", + " 162.62\n", + " 14.57\n", + " 3525.94\n", " 242\n", - " 29501.73\n", + " 29496.89\n", " GLD\n", " \n", " \n", @@ -1286,6 +1348,12 @@ ], "text/plain": [ " entry_date entry_price exit_date exit_price pl_points pl_cash qty \\\n", + "0 2005-09-02 90.70 2006-07-25 95.66 4.95 545.04 110 \n", + "1 2006-07-25 61.55 2006-08-29 60.94 -0.61 -104.31 171 \n", + "2 2006-08-29 98.62 2007-12-28 114.43 15.81 1660.30 105 \n", + "3 2007-12-28 83.00 2009-06-18 91.61 8.61 1248.45 145 \n", + "4 2009-06-18 73.89 2010-07-07 87.14 13.25 2384.55 180 \n", + "5 2010-07-07 117.73 2010-10-13 134.07 16.34 2173.22 133 \n", "6 2010-10-13 97.35 2011-08-17 100.24 2.89 528.94 183 \n", "7 2011-08-17 174.42 2012-01-23 163.16 -11.26 -1182.30 105 \n", "8 2012-01-23 111.52 2015-09-03 177.82 66.30 10209.84 154 \n", @@ -1295,9 +1363,15 @@ "12 2016-04-20 194.18 2018-12-12 257.50 63.32 8928.05 141 \n", "13 2018-12-12 117.79 2019-03-26 124.30 6.51 2011.59 309 \n", "14 2019-03-26 275.49 2020-03-31 257.75 -17.74 -2465.99 139 \n", - "15 2020-03-31 148.05 2020-04-24 162.64 14.59 3530.78 242 \n", + "15 2020-03-31 148.05 2020-06-12 162.62 14.57 3525.94 242 \n", "\n", " cumul_total symbol \n", + "0 545.04 SPY \n", + "1 440.72 GLD \n", + "2 2101.03 SPY \n", + "3 3349.48 GLD \n", + "4 5734.02 SPY \n", + "5 7907.24 GLD \n", "6 8436.19 SPY \n", "7 7253.89 GLD \n", "8 17463.72 SPY \n", @@ -1307,7 +1381,7 @@ "12 26425.35 SPY \n", "13 28436.94 GLD \n", "14 25970.95 SPY \n", - "15 29501.73 GLD " + "15 29496.89 GLD " ] }, "execution_count": 15, @@ -1316,7 +1390,7 @@ } ], "source": [ - "tlog.tail(10)" + "tlog.tail(20)" ] }, { @@ -1369,48 +1443,48 @@ " \n", " \n", " \n", - " 2020-04-20\n", - " 38916.09\n", - " 38490.17\n", - " 38790.25\n", + " 2020-06-08\n", + " 38828.97\n", + " 38492.59\n", + " 38795.09\n", " 242\n", " 142.85\n", " -\n", " \n", " \n", - " 2020-04-21\n", - " 38671.67\n", - " 38146.53\n", - " 38526.47\n", + " 2020-06-09\n", + " 39293.61\n", + " 39073.39\n", + " 39167.77\n", " 242\n", " 142.85\n", " -\n", " \n", " \n", - " 2020-04-22\n", - " 39283.93\n", - " 38964.49\n", - " 39281.51\n", + " 2020-06-10\n", + " 39741.31\n", + " 38988.69\n", + " 39726.79\n", " 242\n", " 142.85\n", " -\n", " \n", " \n", - " 2020-04-23\n", - " 39734.05\n", - " 39308.13\n", - " 39671.13\n", + " 2020-06-11\n", + " 39845.37\n", + " 39339.59\n", + " 39441.23\n", " 242\n", " 142.85\n", " -\n", " \n", " \n", - " 2020-04-24\n", - " 39501.73\n", - " 39501.73\n", - " 39501.73\n", + " 2020-06-12\n", + " 39496.89\n", + " 39496.89\n", + " 39496.89\n", " 0\n", - " 39501.73\n", + " 39496.89\n", " X\n", " \n", " \n", @@ -1420,11 +1494,11 @@ "text/plain": [ " high low close shares cash state\n", "date \n", - "2020-04-20 38916.09 38490.17 38790.25 242 142.85 -\n", - "2020-04-21 38671.67 38146.53 38526.47 242 142.85 -\n", - "2020-04-22 39283.93 38964.49 39281.51 242 142.85 -\n", - "2020-04-23 39734.05 39308.13 39671.13 242 142.85 -\n", - "2020-04-24 39501.73 39501.73 39501.73 0 39501.73 X" + "2020-06-08 38828.97 38492.59 38795.09 242 142.85 -\n", + "2020-06-09 39293.61 39073.39 39167.77 242 142.85 -\n", + "2020-06-10 39741.31 38988.69 39726.79 242 142.85 -\n", + "2020-06-11 39845.37 39339.59 39441.23 242 142.85 -\n", + "2020-06-12 39496.89 39496.89 39496.89 0 39496.89 X" ] }, "execution_count": 16, @@ -1459,78 +1533,78 @@ "output_type": "stream", "text": [ "start 2005-09-02\n", - "end 2020-04-24\n", + "end 2020-06-12\n", "beginning_balance 10000\n", - "ending_balance 39501.73\n", - "total_net_profit 29501.73\n", - "gross_profit 36660.34\n", + "ending_balance 39496.89\n", + "total_net_profit 29496.89\n", + "gross_profit 36655.50\n", "gross_loss -7158.62\n", "profit_factor 5.12\n", - "return_on_initial_capital 295.02\n", - "annual_return_rate 9.84\n", - "trading_period 14 years 7 months 22 days\n", + "return_on_initial_capital 294.97\n", + "annual_return_rate 9.74\n", + "trading_period 14 years 9 months 10 days\n", "pct_time_in_market 100.00\n", "total_num_trades 16\n", - "trades_per_year 1.09\n", + "trades_per_year 1.08\n", "num_winning_trades 11\n", "num_losing_trades 5\n", "num_even_trades 0\n", "pct_profitable_trades 68.75\n", - "avg_profit_per_trade 1843.86\n", - "avg_profit_per_winning_trade 3332.76\n", + "avg_profit_per_trade 1843.56\n", + "avg_profit_per_winning_trade 3332.32\n", "avg_loss_per_losing_trade -1431.72\n", "ratio_avg_profit_win_loss 2.33\n", "largest_profit_winning_trade 10209.84\n", "largest_loss_losing_trade -2465.99\n", - "num_winning_points 227.46\n", + "num_winning_points 227.44\n", "num_losing_points -49.81\n", - "total_net_points 177.65\n", + "total_net_points 177.63\n", "avg_points 11.10\n", "largest_points_winning_trade 66.30\n", "largest_points_losing_trade -17.74\n", - "avg_pct_gain_per_trade 10.11\n", + "avg_pct_gain_per_trade 10.10\n", "largest_pct_winning_trade 59.45\n", "largest_pct_losing_trade -7.99\n", "max_consecutive_winning_trades 5\n", "max_consecutive_losing_trades 2\n", - "avg_bars_winning_trades 292.18\n", + "avg_bars_winning_trades 295.27\n", "avg_bars_losing_trades 97.20\n", "max_closed_out_drawdown -33.61\n", "max_closed_out_drawdown_start_date 2020-02-19\n", "max_closed_out_drawdown_end_date 2020-03-23\n", "max_closed_out_drawdown_recovery_date Not Recovered Yet\n", "drawdown_recovery -0.09\n", - "drawdown_annualized_return -3.42\n", + "drawdown_annualized_return -3.45\n", "max_intra_day_drawdown -35.15\n", - "avg_yearly_closed_out_drawdown -11.92\n", + "avg_yearly_closed_out_drawdown -12.12\n", "max_yearly_closed_out_drawdown -33.61\n", - "avg_monthly_closed_out_drawdown -3.76\n", + "avg_monthly_closed_out_drawdown -3.75\n", "max_monthly_closed_out_drawdown -30.89\n", "avg_weekly_closed_out_drawdown -1.50\n", "max_weekly_closed_out_drawdown -17.91\n", - "avg_yearly_closed_out_runup 22.44\n", + "avg_yearly_closed_out_runup 22.49\n", "max_yearly_closed_out_runup 57.61\n", "avg_monthly_closed_out_runup 4.60\n", "max_monthly_closed_out_runup 26.91\n", "avg_weekly_closed_out_runup 1.73\n", "max_weekly_closed_out_runup 17.28\n", - "pct_profitable_years 81.24\n", + "pct_profitable_years 80.99\n", "best_year 56.01\n", "worst_year -18.78\n", - "avg_year 11.22\n", - "annual_std 12.01\n", - "pct_profitable_months 65.95\n", + "avg_year 11.12\n", + "annual_std 12.00\n", + "pct_profitable_months 65.99\n", "best_month 23.75\n", "worst_month -30.89\n", - "avg_month 0.83\n", - "monthly_std 4.50\n", - "pct_profitable_weeks 59.29\n", + "avg_month 0.84\n", + "monthly_std 4.49\n", + "pct_profitable_weeks 59.21\n", "best_week 17.28\n", "worst_week -17.91\n", "avg_week 0.21\n", - "weekly_std 2.40\n", + "weekly_std 2.39\n", "sharpe_ratio 0.61\n", - "sortino_ratio 0.75\n", + "sortino_ratio 0.74\n", "dtype: object\n" ] } @@ -1562,7 +1636,7 @@ "output_type": "stream", "text": [ "2005-09-02 00:00:00 BUY 110 SPY @ 90.70\n", - "2020-04-24 00:00:00 SELL 110 SPY @ 282.97\n" + "2020-06-12 00:00:00 SELL 110 SPY @ 304.21\n" ] } ], @@ -1628,12 +1702,13 @@ "ExecuteTime": { "end_time": "2020-02-17T05:42:13.662863Z", "start_time": "2020-02-17T05:42:13.340868Z" - } + }, + "scrolled": false }, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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\n", + "image/png": 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\n", 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" ] @@ -1733,18 +1808,18 @@ " \n", " \n", " ending_balance\n", - " $39,501.73\n", - " $31,149.54\n", + " $39,496.89\n", + " $33,485.94\n", " \n", " \n", " total_net_profit\n", - " $29,501.73\n", - " $21,149.54\n", + " $29,496.89\n", + " $23,485.94\n", " \n", " \n", " gross_profit\n", - " $36,660.34\n", - " $21,149.54\n", + " $36,655.50\n", + " $23,485.94\n", " \n", " \n", " gross_loss\n", @@ -1758,9 +1833,9 @@ "text/plain": [ " strategy benchmark\n", "beginning_balance $10,000.00 $10,000.00\n", - "ending_balance $39,501.73 $31,149.54\n", - "total_net_profit $29,501.73 $21,149.54\n", - "gross_profit $36,660.34 $21,149.54\n", + "ending_balance $39,496.89 $33,485.94\n", + "total_net_profit $29,496.89 $23,485.94\n", + "gross_profit $36,655.50 $23,485.94\n", "gross_loss -$7,158.62 $0.00" ] }, @@ -1813,8 +1888,8 @@ " \n", " \n", " annual_return_rate\n", - " 9.84\n", - " 8.07\n", + " 9.74\n", + " 8.52\n", " \n", " \n", " max_closed_out_drawdown\n", @@ -1823,8 +1898,8 @@ " \n", " \n", " drawdown_annualized_return\n", - " -3.42\n", - " -6.83\n", + " -3.45\n", + " -6.46\n", " \n", " \n", " drawdown_recovery\n", @@ -1844,21 +1919,21 @@ " \n", " sharpe_ratio\n", " 0.61\n", - " 0.49\n", + " 0.51\n", " \n", " \n", " sortino_ratio\n", - " 0.75\n", - " 0.58\n", + " 0.74\n", + " 0.60\n", " \n", " \n", " monthly_std\n", - " 4.50\n", - " 4.64\n", + " 4.49\n", + " 4.68\n", " \n", " \n", " trades_per_year\n", - " 1.09\n", + " 1.08\n", " 0.07\n", " \n", " \n", @@ -1867,16 +1942,16 @@ ], "text/plain": [ " strategy benchmark\n", - "annual_return_rate 9.84 8.07\n", + "annual_return_rate 9.74 8.52\n", "max_closed_out_drawdown -33.61 -55.09\n", - "drawdown_annualized_return -3.42 -6.83\n", + "drawdown_annualized_return -3.45 -6.46\n", "drawdown_recovery -0.09 -1.42\n", "best_month 23.75 23.53\n", "worst_month -30.89 -30.97\n", - "sharpe_ratio 0.61 0.49\n", - "sortino_ratio 0.75 0.58\n", - "monthly_std 4.50 4.64\n", - "trades_per_year 1.09 0.07" + "sharpe_ratio 0.61 0.51\n", + "sortino_ratio 0.74 0.60\n", + "monthly_std 4.49 4.68\n", + "trades_per_year 1.08 0.07" ] }, "execution_count": 24, @@ -1885,7 +1960,7 @@ }, { "data": { - "image/png": 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\n", 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" ] diff --git a/examples/trading-evolved/monthly-holding-returns.ipynb b/examples/trading-evolved/monthly-holding-returns.ipynb new file mode 100644 index 0000000..0f28f37 --- /dev/null +++ b/examples/trading-evolved/monthly-holding-returns.ipynb @@ -0,0 +1,1292 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# buy-and-hold (monthly and holding period returns)\n", + "\n", + "buy, then never ever sell, until the end date :)" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "ExecuteTime": { + "end_time": "2020-02-16T23:04:46.346075Z", + "start_time": "2020-02-16T23:04:45.611359Z" + } + }, + "outputs": [], + "source": [ + "# other imports\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import datetime\n", + "from talib.abstract import *\n", + "\n", + "# project imports\n", + "import pinkfish as pf\n", + "\n", + "# format price data\n", + "pd.options.display.float_format = '{:0.2f}'.format\n", + "\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "ExecuteTime": { + "end_time": "2020-02-16T23:04:46.366138Z", + "start_time": "2020-02-16T23:04:46.355741Z" + } + }, + "outputs": [], + "source": [ + "# set size of inline plots\n", + "'''note: rcParams can't be in same cell as import matplotlib\n", + " or %matplotlib inline\n", + " \n", + " %matplotlib notebook: will lead to interactive plots embedded within\n", + " the notebook, you can zoom and resize the figure\n", + " \n", + " %matplotlib inline: only draw static images in the notebook\n", + "'''\n", + "plt.rcParams[\"figure.figsize\"] = (10, 7)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "ExecuteTime": { + "end_time": "2020-02-16T23:04:46.377986Z", + "start_time": "2020-02-16T23:04:46.371312Z" + } + }, + "outputs": [], + "source": [ + "pf.DEBUG = True" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Some global data" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "ExecuteTime": { + "end_time": "2020-02-16T23:04:46.391293Z", + "start_time": "2020-02-16T23:04:46.382836Z" + } + }, + "outputs": [], + "source": [ + "symbol = '^GSPC'\n", + "#symbol = 'SPY'\n", + "capital = 10000\n", + "start = datetime.datetime(1900, 1, 1)\n", + "end = datetime.datetime.now()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Define Strategy Class" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "ExecuteTime": { + "end_time": "2020-02-16T23:04:46.487324Z", + "start_time": "2020-02-16T23:04:46.397308Z" + } + }, + "outputs": [], + "source": [ + "class Strategy(object):\n", + "\n", + " def __init__(self, symbol, capital, start, end):\n", + " self._symbol = symbol\n", + " self._capital = capital\n", + " self._start = start\n", + " self._end = end\n", + "\n", + " def _algo(self):\n", + " self._tlog.initialize(self._capital)\n", + "\n", + " for i, row in enumerate(self._ts.itertuples()):\n", + "\n", + " date = row.Index.to_pydatetime()\n", + " high = row.high\n", + " low = row.low\n", + " close = row.close\n", + " end_flag = True if (i == len(self._ts) - 1) else False\n", + " shares = 0\n", + "\n", + " # buy\n", + " if self._tlog.num_open_trades() == 0:\n", + " # enter buy in trade log\n", + " shares = self._tlog.enter_trade(date, close)\n", + " # sell\n", + " elif end_flag:\n", + " # enter sell in trade log\n", + " shares = self._tlog.exit_trade(date, close)\n", + "\n", + " if shares > 0:\n", + " pf.DBG(\"{0} BUY {1} {2} @ {3:.2f}\".format(\n", + " date, shares, self._symbol, close))\n", + " elif shares < 0:\n", + " pf.DBG(\"{0} SELL {1} {2} @ {3:.2f}\".format(\n", + " date, -shares, self._symbol, close))\n", + "\n", + " # record daily balance\n", + " self._dbal.append(date, high, low, close, self._tlog.shares)\n", + "\n", + " def run(self):\n", + " self._ts = pf.fetch_timeseries(self._symbol)\n", + " self._ts = pf.select_tradeperiod(self._ts, self._start, self._end,\n", + " use_adj=True, pad=False)\n", + " self._ts, self._start = pf.finalize_timeseries(self._ts, self._start)\n", + " self._tlog = pf.TradeLog()\n", + " self._dbal = pf.DailyBal()\n", + "\n", + " self._algo()\n", + "\n", + " def get_logs(self):\n", + " \"\"\" return DataFrames \"\"\"\n", + " self.tlog = self._tlog.get_log()\n", + " self.dbal = self._dbal.get_log(self.tlog)\n", + " return self.tlog, self.dbal\n", + "\n", + " def get_stats(self):\n", + " stats = pf.stats(self._ts, self.tlog, self.dbal, self._capital)\n", + " return stats" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Run Strategy" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "ExecuteTime": { + "end_time": "2020-02-16T23:04:46.781742Z", + "start_time": "2020-02-16T23:04:46.494242Z" + }, + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1927-12-30 00:00:00 BUY 566 ^GSPC @ 17.66\n", + "2020-06-08 00:00:00 SELL 566 ^GSPC @ 3232.39\n" + ] + } + ], + "source": [ + "s = Strategy(symbol, capital, start, end)\n", + "s.run()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Retrieve log DataFrames" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "ExecuteTime": { + "end_time": "2020-02-16T23:04:48.667996Z", + "start_time": "2020-02-16T23:04:46.790740Z" + } + }, + "outputs": [], + "source": [ + "tlog, dbal = s.get_logs()\n", + "stats = s.get_stats()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "ExecuteTime": { + "end_time": "2020-02-16T23:04:48.713721Z", + "start_time": "2020-02-16T23:04:48.677746Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " high low close shares cash state\n", + "date \n", + "2020-06-02 1743890.10 1727232.62 1743748.60 566 4.44 -\n", + "2020-06-03 1772116.45 1753981.78 1767548.93 566 4.44 -\n", + "2020-06-04 1770967.45 1749176.45 1761594.60 566 4.44 -\n", + "2020-06-05 1817837.94 1790737.93 1807768.78 566 4.44 -\n", + "2020-06-08 1829537.12 1829537.12 1829537.12 0 1829537.12 X" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dbal.tail()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "ExecuteTime": { + "end_time": "2020-02-16T23:04:48.791789Z", + "start_time": "2020-02-16T23:04:48.756558Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "start 1927-12-30\n", + "end 2020-06-08\n", + "beginning_balance 10000\n", + "ending_balance 1829537.12\n", + "total_net_profit 1819537.12\n", + "gross_profit 1819537.12\n", + "gross_loss 0.00\n", + "profit_factor 1000\n", + "return_on_initial_capital 18195.37\n", + "annual_return_rate 5.80\n", + "trading_period 92 years 5 months 9 days\n", + "pct_time_in_market 100.00\n", + "total_num_trades 1\n", + "trades_per_year 0.01\n", + "num_winning_trades 1\n", + "num_losing_trades 0\n", + "num_even_trades 0\n", + "pct_profitable_trades 100.00\n", + "avg_profit_per_trade 1819537.12\n", + "avg_profit_per_winning_trade 1819537.12\n", + "avg_loss_per_losing_trade 0\n", + "ratio_avg_profit_win_loss 1000\n", + "largest_profit_winning_trade 1819537.12\n", + "largest_loss_losing_trade 0\n", + "num_winning_points 3214.73\n", + "num_losing_points 0\n", + "total_net_points 3214.73\n", + "avg_points 3214.73\n", + "largest_points_winning_trade 3214.73\n", + "largest_points_losing_trade 0\n", + "avg_pct_gain_per_trade 18203.45\n", + "largest_pct_winning_trade 18203.45\n", + "largest_pct_losing_trade 0\n", + "max_consecutive_winning_trades 1\n", + "max_consecutive_losing_trades 0\n", + "avg_bars_winning_trades 23218.00\n", + "avg_bars_losing_trades 0\n", + "max_closed_out_drawdown -86.17\n", + "max_closed_out_drawdown_start_date 1929-09-16\n", + "max_closed_out_drawdown_end_date 1932-06-01\n", + "max_closed_out_drawdown_recovery_date 1954-09-22\n", + "drawdown_recovery -2.71\n", + "drawdown_annualized_return -14.86\n", + "max_intra_day_drawdown -86.17\n", + "avg_yearly_closed_out_drawdown -15.96\n", + "max_yearly_closed_out_drawdown -71.30\n", + "avg_monthly_closed_out_drawdown -4.21\n", + "max_monthly_closed_out_drawdown -42.18\n", + "avg_weekly_closed_out_drawdown -1.62\n", + "max_weekly_closed_out_drawdown -28.51\n", + "avg_yearly_closed_out_runup 26.37\n", + "max_yearly_closed_out_runup 176.33\n", + "avg_monthly_closed_out_runup 4.90\n", + "max_monthly_closed_out_runup 61.42\n", + "avg_weekly_closed_out_runup 1.79\n", + "max_weekly_closed_out_runup 26.54\n", + "pct_profitable_years 68.90\n", + "best_year 170.81\n", + "worst_year -71.04\n", + "avg_year 7.68\n", + "annual_std 20.15\n", + "pct_profitable_months 59.73\n", + "best_month 61.42\n", + "worst_month -42.18\n", + "avg_month 0.59\n", + "monthly_std 5.35\n", + "pct_profitable_weeks 56.02\n", + "best_week 25.86\n", + "worst_week -27.72\n", + "avg_week 0.15\n", + "weekly_std 2.62\n", + "sharpe_ratio 0.39\n", + "sortino_ratio 0.49\n", + "dtype: object\n" + ] + } + ], + "source": [ + "pf.print_full(stats)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Summary" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "ExecuteTime": { + "end_time": "2020-02-16T23:04:48.833820Z", + "start_time": "2020-02-16T23:04:48.796820Z" + }, + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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strategy
annual_return_rate5.80
max_closed_out_drawdown-86.17
drawdown_annualized_return-14.86
drawdown_recovery-2.71
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YearJanFebMarAprMayJunJulAugSepOctNovDecYear
1990-8.50.92.4-2.79.2-0.9-0.5-9.4-5.1-0.76.02.5-8.2
19914.26.72.20.03.9-4.84.52.0-1.91.2-4.411.226.3
1992-2.01.0-2.22.80.1-1.73.9-2.40.90.23.01.04.5
19930.71.01.9-2.52.30.1-0.53.4-1.01.9-1.31.07.1
19943.3-3.0-4.61.21.2-2.73.13.8-2.72.1-4.01.2-1.5
19952.43.62.72.83.62.13.2-0.04.0-0.54.11.734.1
19963.30.70.81.32.30.2-4.61.95.42.67.3-2.220.3
19976.10.6-4.35.85.94.37.8-5.75.3-3.44.51.631.0
19981.07.05.00.9-1.93.9-1.2-14.66.28.05.95.626.7
19994.1-3.23.93.8-2.55.4-3.2-0.6-2.96.31.95.819.5
2000-5.1-2.09.7-3.1-2.22.4-1.66.1-5.3-0.5-8.00.4-10.1
20013.5-9.2-6.47.70.5-2.5-1.1-6.4-8.21.87.50.8-13.0
2002-1.6-2.13.7-6.1-0.9-7.2-7.90.5-11.08.65.7-6.0-23.4
2003-2.7-1.70.88.15.11.11.61.8-1.25.50.75.126.4
20041.71.2-1.6-1.71.21.8-3.40.20.91.43.93.29.0
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YearJanFebMarAprMayJunJulAugSepOctNovDecYear
2005-2.51.9-1.9-2.03.0-0.03.6-1.10.7-1.83.5-0.13.0
20062.50.01.11.2-3.10.00.52.12.53.21.61.313.6
20071.4-2.21.04.33.3-1.8-3.21.33.61.5-4.4-0.93.5
2008-6.1-3.5-0.64.81.1-8.6-1.01.2-9.1-16.9-7.50.8-38.5
2009-8.6-11.08.59.45.30.07.43.43.6-2.05.71.823.5
2010-3.72.95.91.5-8.2-5.46.9-4.78.83.7-0.26.512.8
20112.33.2-0.12.8-1.4-1.8-2.1-5.7-7.210.8-0.50.9-0.0
20124.44.13.1-0.7-6.34.01.32.02.4-2.00.30.713.4
20135.01.13.61.82.1-1.54.9-3.13.04.52.82.429.6
2014-3.64.30.70.62.11.9-1.53.8-1.62.32.5-0.411.4
2015-3.15.5-1.70.91.0-2.12.0-6.3-2.68.30.1-1.8-0.7
2016-5.1-0.46.60.31.50.13.6-0.1-0.1-1.93.41.89.5
20171.83.7-0.00.91.20.51.90.11.92.22.81.019.4
20185.6-3.9-2.70.32.20.53.63.00.4-6.91.8-9.2-6.2
20197.93.01.83.9-6.66.91.3-1.81.72.03.42.928.9
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YearJanFebMarAprMayJunJulAugSepOctNovDecYear
2020-0.2-8.4-12.512.74.56.2------0.0
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Years12345678910111213141516171819202122232425262728293031
1990-8877591113151513107888885666677777787
19912615129131417181815129101091096777788888888
1992463101215171714117998985666677777787
199373121417191915117998985666677778787
1994-2151720212116127999995666677778787
19953427282826191481010101095666688778788
19962026262416115887883455567667677
19973129261693666762344466566676
19982723114-223344-1122345445565
1999204-2-8-2-0022-3-100133334454
2000-10-12-16-7-4-3-1-0-5-3-1-1-022233344
2001-13-18-6-2-112-5-2-0-0133334455
2002-23-22244-3-011245455566
200326171213110354577778787
20049687-4022356566676
2005387-7-211255556576
2006148-10-300256557677
20074-20-8-3-2045456576
2008-38-13-5-4-145456576
2009231812121515121213111211
20101369131311101291110
2011-06141310101191110
2012132118131213101311
20133020131213101211
20141157106108
2015-149598
2016101471210
20171961310
2018-6107
20192914
20200
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SPY_highSPY_lowSPY_closeTLT_highTLT_lowTLT_closeGLD_highGLD_lowGLD_close
date
1993-01-2926.3226.1926.30nannannannannannan
1993-02-0126.4926.3226.49nannannannannannan
1993-02-0226.5626.4126.54nannannannannannan
1993-02-0326.8426.5626.82nannannannannannan
1993-02-0426.9926.6226.94nannannannannannan
..............................
2020-06-08323.41319.63323.20156.85155.05156.71159.86158.47159.72
2020-06-09323.28319.36320.79159.64158.30158.49161.78160.87161.26
2020-06-10322.39318.22319.00160.90159.05160.84163.63160.52163.57
2020-06-11312.15300.01300.61164.23162.63163.88164.06161.97162.39
2020-06-12309.08298.60304.21163.66162.05162.30163.88162.56162.62
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6893 rows × 9 columns

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datepricesharesentry_exitsymbol
02004-12-0187.3357entrySPY
12004-12-0151.5377entryTLT
22004-12-0145.3822entryGLD
32005-01-0343.021entryGLD
42005-01-0353.091exitTLT
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entry_dateentry_priceexit_dateexit_pricepl_pointspl_cashqtycumul_totalsymbol
02004-12-0151.532005-01-0353.091.571.5711.57TLT
12004-12-0151.532005-02-0154.783.266.5128.08TLT
22004-12-0145.382005-03-0143.22-2.16-2.1615.92GLD
32004-12-0151.532005-04-0154.002.472.4718.39TLT
42004-12-0151.532005-05-0255.894.364.36112.75TLT
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" + ], + "text/plain": [ + " entry_date entry_price exit_date exit_price pl_points pl_cash qty \\\n", + "0 2004-12-01 51.53 2005-01-03 53.09 1.57 1.57 1 \n", + "1 2004-12-01 51.53 2005-02-01 54.78 3.26 6.51 2 \n", + "2 2004-12-01 45.38 2005-03-01 43.22 -2.16 -2.16 1 \n", + "3 2004-12-01 51.53 2005-04-01 54.00 2.47 2.47 1 \n", + "4 2004-12-01 51.53 2005-05-02 55.89 4.36 4.36 1 \n", + "\n", + " cumul_total symbol \n", + "0 1.57 TLT \n", + "1 8.08 TLT \n", + "2 5.92 GLD \n", + "3 8.39 TLT \n", + "4 12.75 TLT " + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tlog.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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highlowclosesharescashstate
date
2004-11-1810000.0010000.0010000.00010000.00-
2004-11-1910000.0010000.0010000.00010000.00-
2004-11-2210000.0010000.0010000.00010000.00-
2004-11-2310000.0010000.0010000.00010000.00-
2004-11-2410000.0010000.0010000.00010000.00-
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" + ], + "text/plain": [ + " high low close shares cash state\n", + "date \n", + "2004-11-18 10000.00 10000.00 10000.00 0 10000.00 -\n", + "2004-11-19 10000.00 10000.00 10000.00 0 10000.00 -\n", + "2004-11-22 10000.00 10000.00 10000.00 0 10000.00 -\n", + "2004-11-23 10000.00 10000.00 10000.00 0 10000.00 -\n", + "2004-11-24 10000.00 10000.00 10000.00 0 10000.00 -" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dbal.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "start 2004-11-18\n", + "end 2020-06-12\n", + "beginning_balance 10000\n", + "ending_balance 37248.35\n", + "total_net_profit 26204.63\n", + "gross_profit 27809.82\n", + "gross_loss -561.46\n", + "profit_factor 49.53\n", + "return_on_initial_capital 262.05\n", + "annual_return_rate 8.82\n", + "trading_period 15 years 6 months 25 days\n", + "pct_time_in_market 99.80\n", + "total_num_trades 345\n", + "trades_per_year 22.16\n", + "num_winning_trades 311\n", + "num_losing_trades 22\n", + "num_even_trades 12\n", + "pct_profitable_trades 90.14\n", + "avg_profit_per_trade 75.96\n", + "avg_profit_per_winning_trade 89.42\n", + "avg_loss_per_losing_trade -25.52\n", + "ratio_avg_profit_win_loss 3.50\n", + "largest_profit_winning_trade 1269.89\n", + "largest_loss_losing_trade -118.39\n", + "num_winning_points 18646.73\n", + "num_losing_points -415.66\n", + "total_net_points 18231.07\n", + "avg_points 52.84\n", + "largest_points_winning_trade 238.58\n", + "largest_points_losing_trade -53.03\n", + "avg_pct_gain_per_trade 60.13\n", + "largest_pct_winning_trade 380.03\n", + "largest_pct_losing_trade -34.01\n", + "max_consecutive_winning_trades 49\n", + "max_consecutive_losing_trades 3\n", + "avg_bars_winning_trades 1206.94\n", + "avg_bars_losing_trades 877.86\n", + "max_closed_out_drawdown -24.04\n", + "max_closed_out_drawdown_start_date 2007-12-06\n", + "max_closed_out_drawdown_end_date 2009-03-09\n", + "max_closed_out_drawdown_recovery_date 2010-04-09\n", + "drawdown_recovery -1.26\n", + "drawdown_annualized_return -2.73\n", + "max_intra_day_drawdown -24.04\n", + "avg_yearly_closed_out_drawdown -6.31\n", + "max_yearly_closed_out_drawdown -23.77\n", + "avg_monthly_closed_out_drawdown -1.88\n", + "max_monthly_closed_out_drawdown -15.53\n", + "avg_weekly_closed_out_drawdown -0.76\n", + "max_weekly_closed_out_drawdown -10.34\n", + "avg_yearly_closed_out_runup 13.98\n", + "max_yearly_closed_out_runup 29.96\n", + "avg_monthly_closed_out_runup 2.49\n", + "max_monthly_closed_out_runup 16.78\n", + "avg_weekly_closed_out_runup 0.93\n", + "max_weekly_closed_out_runup 9.48\n", + "pct_profitable_years 90.18\n", + "best_year 28.76\n", + "worst_year -21.14\n", + "avg_year 8.91\n", + "annual_std 7.97\n", + "pct_profitable_months 67.80\n", + "best_month 16.78\n", + "worst_month -15.40\n", + "avg_month 0.70\n", + "monthly_std 2.36\n", + "pct_profitable_weeks 60.49\n", + "best_week 9.48\n", + "worst_week -9.67\n", + "avg_week 0.18\n", + "weekly_std 1.20\n", + "sharpe_ratio 1.00\n", + "sortino_ratio 1.31\n", + "dtype: object\n" + ] + } + ], + "source": [ + "stats = pf.stats(ts, tlog, dbal, capital)\n", + "pf.print_full(stats)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2004-11-18 00:00:00 BUY 114 SPY @ 86.97\n", + "2020-06-12 00:00:00 SELL 114 SPY @ 304.21\n" + ] + } + ], + "source": [ + "benchmark = pf.Benchmark(symbol='SPY', capital=capital, start=start, end=end, use_adj=True)\n", + "benchmark.run()" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "benchmark.tlog, benchmark.dbal = benchmark.get_logs()" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "benchmark.stats = benchmark.get_stats()" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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WQnDS1rO/MBiQHdbFmVJNpoxEjyFigqbQDA6NSAGciIiINA8lBcFy1gIAnp29HoDXrjoaTAIA9yS9Q8eSnwKb+YZpe3DMuxkNBXAiIiLSPBTuqVD18ldO0vqhB7UBEwyLupVsoNRd1DDpnAHBG1IzYtvHKCmAExERkeZh+7Jg+ap/AzCgmxOQpaUkhgVwYCl1R+C6t2kRrPaWxbqXUYlZAGeMSTXGLDDGfGeMWWmMecitf9UYs9EYs9T9GeLWG2PMZGPMemPMMmPMUSHPusIYs879uSKkfqgxZrl7z2RjTPntkkVERESgcC/MuDN43u7QQPGEvh2cQmgAZy2lZU4Al5wQUu898HOhFgMnWWsHA0OAccaYke61u621Q9yfpW7daUAf9+da4DkAY0xb4PfACOBo4PfGmDbuPc8BE0LuGxfD30dERESaqv1bws+TWrAzp4iVW3MY1N1ZvIAnIXjdWhZsdKZcS0NWqh7wAZx15LmnSe5PVQnEzgZed++bB7Q2xnQBxgKfW2v3WGv3Ap/jBINdgAxr7TxrrQVeB86J1e8jIiIiTVhZcfh5Ugsmz1qHtXCkf7PekIk8ay1PfP49AGu35wTvaw7biBhjEowxS4GdOEHYfPfSo+406V+MMSluXTfgp5Dbs9y6quqzItRH6se1xphFxphFu3btqvPvJSIiIk3MD/8JPzeGN+dtrvIWf2DXv2tmsNLXDAI4a63XWjsE6A4cbYwZANwLHA4MB9oC98SyD24/XrTWDrPWDuvQoUOsXyciIiLxZvajzvHWZXDH6rBLh3WOsLLU+hjXvzMQMkIHULQ/Vj2skQZZhWqt3QfMBsZZa7e506TFwCs437UBbAF6hNzW3a2rqr57hHoRERGRIJ83WG5zEGR0ZfbanQCcPaQr3Vq3qHCLsV5Kvc4ihqTQRQw7Q4K/gorbkjSUWK5C7WCMae2WWwBjgDXut2u4K0bPAVa4t3wMXO6uRh0J7LfWbgNmAqcaY9q4ixdOBWa613KMMSPdZ10OfBSr30dERESaqM3znGO7PoGqxz5ZA0DW3sKIt3isj89XO0Feoidkk4tv34hNH2solsnsuwCvGWMScALF96y1040xs4wxHXByWCwFfu22/wQ4HVgPFABXAlhr9xhjHgEWuu0ettb6Q94bgFeBFsCn7o+IiIhI0N5NzvH8VwNVBaXOfm578yOvKi0tK+O7nfsAqHSXMk8sw6iqxezN1tplwJER6k+qpL0Fbqzk2lRgaoT6RcCAineIiIiIuErcTTHSu/Cf1TtITvTw0x5n5O2+M/pFvKW4pJLtQpLToSTXKSck1XdPo9Z4oaOIiIhIQ9j4PwC2F/i4+rVFgepLR/bk5H6dIt5SUFxJAJeaEQzgPI0XwCmVloiIiBzY1kwHYFteeHL6Ph3TK73Fhi58COULSaUVuvFvA1MAJyIiIs3CJa8sCTu/bORBlbZNwBf5gq8Mhl4Jv90WtvFvQ1MAJyIiIge2Vh2wR11BQUkwKHvwzCPweCoPwDyVBXClRZDUEpJb1ncva0QBnIiIiDRt3/87kCqroKSM7fuLgte8pZC/i6fm54XdMv7Y3lU+MstG2Pi/tBBK86FVuzp3ua60iEFERESars3z4K3zoc+pcMn7DHzw34xmEc+f2ZmkEdfAtu8A2IWTTeH2U/oybkDn2r1rlbvdbIs29dHzOlEAJyIiIk3TtmUwdaxTXvdvALw+y5TUJ2AmPDKvgAf2/x6ADjh7ug09qA2Hda588YJfxG/gPrzOOTbi/m9+mkIVERGRpmlVeAKmXbnFYecpu1cGytN9IwFo3TK6rT/8AVzv9q0qXkypPgCMNQVwIiIi0vT4vLDw5eB5+75k54cHcL9Jei9Q/sF2AyCzRXQBnH95w79uPq7ixS6Da9TVWFAAJyIiIk3PTwugaF/wPDGFnMIyuptdFZp+6D02UK52BG7c40BwFWpSggFrIfuHYJu2B9e+3/VEAZyIiIg0PSX5YadeH1zwwlxGe5ZWaJpGMGF9Wko1368dNg4IBnAJxsDcZ+Dpo+rY4frV+F/hiYiIiNRU6OgbUFBYAEAKpRWa/s83iJm3jaJdWnLlien9jDO2lWDcAM5jIGthPXS4fmkETkRERJqeov3O8eovYOD5FBU5e7/5A7jrS24NNJ3466s5rHM67dNSqn+ucdJjGaxzNKZRc55WRgGciIiINC0+X2B/NzoPgIRkSkqcAC4jyclhusW2DzRv1TLCStLK+EfgQrcRCd02JCG5dn2uZwrgREREpGlZ8CIsec0pJ6ZiE5LpZrJJoYSrRnbBl5DCc1eMDLZPjGLkzc8N4DzuCJxTFzLtGgd7wIECOBEREYl31oafF+wOlo3B546KvZT0BMm2FE9iKt3ahuzVllCDAM4TPoVagTvF2tjiI4wUERERiaSsBCa5eUkfdL97axmei9RrDQnAqITlMH+5Uxn63VpiDaY9I02hhvLERwCnETgRERGJX/OfD5ZL3e1AyorCmpTZCCtLQwOtxNTo3+cGcJ3MXufc54XvPwt5bnyMfSmAExERkfj1+QPBcu4251gaHsB5K5ntDKjJwgM3gLsh8WPn/Ms/QuHe4HWNwImIiIhU4+DRwXJZiXt0RuLWtTuZvOIy9heWhd/TdxzYkCnQ6vZ+C2XKhUbrPg8/1wiciIiISBXydsGGL4PnXjfXaVkxpYnpjNlyNTe/tYTpy7aF3zfsakhOq907y4+wJbUIP9ciBhERETkg7fsJfGXQtnfdnvPp3eHn/hG4+c/jX6Iwe+0uRiSWG2FLSIL0TnD9XGh3aM3eWX4EbvPc8HNNoYqIiMgB6amBMHkIPDui9s+wFlZ+6JRH3uAcy4pg9/qKTctX7FrrHDsdUbMVqFD9CJsCOBERETkwuSHVrjW1f8TudcFyv7Oc47SrYO0MALZ1GxvytnIjcJndav/e8iNwFa7HRwCnKVQRERGpH3OeDK4U9bO2ZosI/EI36/W5ixTyd0LeTgCO/+GSwOWLRxwEi0Pu7Xdmzd/nV11f2/ep/bPrkQI4ERERqR//eahiXVlRxYUA0SjY4xzPnBw+ojb3GQpMC8rcEGbFQ2NJ+2pxhAfUUlUB3EXvQq9j6+9ddaAATkRERGKntLB2AVyhG8AdchK07hF2qcwEU2OlpSRC6BRqXUbfqnPYuNg9u4b0DZyIiIjETmgWg2it+hg+vtkpt2xb4bJJKpfb9PDTg+VfTqn5+yqRlFCLqd8GohE4ERERqTt/miu/u3+A/zsEcrbU/Fn/mBAsJ7Ws+CrjrCz98q7RTkW3ocE8qfUoM7Gs+kaNRCNwIiIiUnf5u4LlNr0gtbVTttXluYrAv2ghJTPiN2mlJpm0lER6tW9V82fXwCEmJPhs1SGm76opjcCJiIhI3WUtdI5j/wjDrgzul+bz1vxZ/gAuNTPi5WJfAi2SY7+dR5FJDdlkLr6mUzUCJyIiInWz4CVnjzaAlDRn0YIxgAnPSRqN0BG70oKITXYX+ji8c3rt+loDSSakL9XtD9fA4qs3IiIi0rAK91X8fq2mPrkrWB5yabBsPGBrOAJXkhcsh+4FF8KHh0HdI4/O1ackT0jwWZu97GJIAZyIiEhz9vhB8Pzxtb//uePCzz0hoYUnoeYjcNtXRK7/zUY48X4AMsnn8mN61ey5tZBMDfvegPQNnIiISHOXva76NpXZsbzya8ZTs2/gvp8Jb10QPB9wXrDcsm1gb7g+ni2QkVrDjtZccoIPAgtRNQInIiIizYHxwNZvnaT0D2ZCcV7V7UODt6Hj4ed/Cb++P6veu1iVsG/gTn2kQd9dHQVwIiIiUjt5u8LPuw0LPy8tgE1z4P3xzvmutZU/y1safj70SkjNCK879jYAfDEeDfMlprLVtqWFf57y8o9g4HlV3tPQFMCJiIg0V3s21O3+f1wTLI+4Hq75our2+TvhobawPkK7DV+Gn7doXbFNYkrFuhgwPUbgS+/GPWMOdStiv2VJTSmAExERaa72bQ6WvbXIOhAadB09ofqVmj/Nd1alfj254rXNc8PP3T3gyrw++t7/Kde9sQgSkmrex1owxtC9dQs6prmBmyf+lgwogBMREWmu8kO26djzQ83uDZ0+vfZLaHdI9fcUuAnqk9MqXisrhqSQzAopTgA3fdk2Ssp8zFy5g7987fTXQy2yO9SIASz43FWocRjAxV+PREREpGGEpr8qK4runqzFkLUAMnsE67oeGd29BdnOMSVCALd8GpTmB889Hub+kM1t7y4NVP113j7SE0/jqJ+N4ajo3lg7xjgbCvszQnjibwpVAZyIiEhz9dnEYNkfrBTtrzSFFQAvn+QcT51U8/cFRuAi5DDN2+4WnNGv3XnFXPTSvArNJpVdxvM9Yxq+wQ+znGMcB3CaQhURERFnv7bCvfBYT/js3shtCvcGy4umOscTJkZuG4l/v7nyAVzR/mD5jlVw/VyGTap8QcSovg2UWN6fRSIOp1AVwImIiDRHoUETONOpj/dyyvP+FvmevT8Gy/4VrEddFv07/VO25b+B8weMrTpCRlfodETY5ZYhies3/OF0WiY3UEAVGIGLvwAu/nokIiIisZe7I/x827Lq7ykrrliXGmG7j+qUD+C2LHGObsL4mSud6dRzj+rGxHGH0y4thU3ZzvdxHk8DZkTwZ5FoTtuIGGNSjTELjDHfGWNWGmMecut7G2PmG2PWG2PeNcYku/Up7vl693qvkGfd69avNcaMDakf59atN8bUYAxXRESkmfMvWug21DkW7av+npJymRQ8iZG/Z6sp/9SsG8Bd98ZiAAZ1y6RjRioJHsMhHdI4pEOExQ+x1Ey/gSsGTrLWDgaGAOOMMSOBx4G/WGsPBfYCV7vtrwb2uvV/cdthjDkC+BXQHxgH/M0Yk2CMSQCeBU4DjgAuctuKiIhIdUoLnGPf05xjYbkAzkbYqmPXGufY+wTnmNq66r3fMrpHri+f4N6/gKHj4QCcekQnAC4a0bPyZzeEOJ5CjVkAZx3+UD3J/bHAScA0t/414By3fLZ7jnv9ZGOMcevfsdYWW2s3AuuBo92f9dbaDdbaEuAdt62IiIhUZ8kbztG/dUdxTvj10NG2wn1OLtOZv3WmP9v0cuoLdlOlO1ZC1wgrRssHcP4tSX71FgD/XuVM76YkNvLIlz+9V3MK4ADckbKlwE7gc+AHYJ+11r/dcxbQzS13A34CcK/vB9qF1pe7p7L6SP241hizyBizaNeuXZGaiIiINC/+FaE9f+YcN30dfr0oJKCbeV+wXJIHS14jaluXVKwLXc0KTkB35KWQ1IIVW/ZXbN9YFr3iHONwCjWmIaW11gsMMca0Bj4EDo/l+6rox4vAiwDDhg2L9fbNIiIiTUOv46HNQU65uFzgVLQfMt1xkR3Lw691GgA7VtTsXcnpUJLrlENTeAF4SyjyJXD4xBk1e2as+X/v5jYC52et3QfMBo4BWhtj/H8S3YEtbnkL0APAvZ4JZIfWl7unsnoRERGpTkk+pGTw6rxK/uqc9zfYvwV+mA2tyu271mOEczz9z2HVfe//lIPvrSQI6zI4WPbvrwaw4gPI38UP2eErXP9y4WDiRhyOwMVyFWoHd+QNY0wLYAywGieQO89tdgXwkVv+2D3HvT7LWmvd+l+5q1R7A32ABcBCoI+7qjUZZ6HDx7H6fURERA4oxbmQ3IqXv9lceZsXjoc3zoG0zoEVogAcfwccfCIMPC9QlZ1XTEmZD5+FkjJfxWclpQbL/u05ykpg2lUA5JeE3zPy4HY1/pVippmNwHUBZhtjluEEW59ba6cD9wB3GGPW43zjNsVtPwVo59bfAUwEsNauBN4DVgGfATdaa73ud3I3ATNxAsP33LYiIiJSnZJ8fMmtKLWVjC61PTiYu7QkD9qGJKvP7A6X/xNatAlUfb8juOjh8Ac+ZXN2QfjzkloEy4EArjBQ1Wn/0rDmndJTiRtxuA9czEJKa+0yoEJ2W2vtBpwVpOXri4DzK3nWo8CjEeo/AT6pc2dFRESam5I81u8HL5UEJ6HTnIV7nQDsnOegfd+Izacv2xoo+yyM+r/Z3HzSodzpr0xqGWz8/afO6FvIxsCecgsbGnTD3urE4Qhc/PVIREREYic/G+b8GczEc5oAACAASURBVMqK+Gh1PmWVTcb5QqY0C/Y4G/YOuTisydsLNtOjTUuG9WrD0p/20a5VMtn5JYHrT89az53+gbTcbeHPXzENeh0XOC0kGYDZd43G64swBduY4vAbOAVwIiIizcmMO2DVPwHYSWvKohmB27EcDjs97HJuUSn3/sNZpZmemkhuURltWyXz0Fn9+f3HIV80HXWFs+3Ixv+FP7+0AEqLAqdXl95F/64Z9G5fD5kd6ltVmxU3EiWzFxERaU5CUmZt8HUhNSUleO2kB+Bmd9+2/z4eft/BowGw1lJS5uPNecHFD7lFzvaue/JLuOJnvVjzyDiuPq43KYkeOO42Z6Pea/8b/ry0ToF0XveXXslPthPTbz4OiY4COBERkeYk31mYcE3JnSy2hzGyT6fgtZ4jod0hke9zU2tN/s96+t7/KVl7Cyo0ufXkPgCkJiWQnppIcZkPb+vecPsK6DoExj0OP3/KfZ4vEMBlJ3Xh8mMOwsThSFe8UgAnIiLSXPh8gc1pv/A5SewzWoSs9kzJqPzegt34fJa/fPE9AH+fv5mM1OCXWN3btOD2McEFDi2TnanZwtKQqdiRv4aD3MwPvrJAAJfnTaBFUvx9ZxbPFMCJiIg0F99/Gnbao20LTh3QJVjRog1l3koWEJQV8/bC8D3jurdpyS3uqNuLlw0Lu+bPY/rhkqxAnbWWGSt3Oic+L2z4EoDcsiTyS8qQ6CmAExERaS7ecVaR3lt6NQB/+uVgkhKCocDmwmQOvS88yCv1uCN0PUdy34fh6bNSkjzcMaYvmx47gyO6ho/etWnlrCp94KPggoalP+3jD5/94JyUFcOcJwAoJont+8MzMUjVFMCJiIg0B77gVOZ8Xz8AjjmkXVgAN+qvCyvcdlrhw8w9bwmXfxNMp9U10wnqzhjYpUJ7v9MHdA6Us/OK3WMJhbiLJkqDm/gmUcakcwbU5Ldp9rSNiIiISHNQkh8o7raZgZ0x/N+qOSouIii0KTw6eysrtuQA8NLlw/jZIe2Ys24340KCtPISQwLDr9bvJiXRQ3GZL7DfG6UFWDwYfHQ49Cg6Z8ZR5oUmQAGciIhIM+ArzsMDTC0bRw6tOGtQV8DZw60qW2lHZshncYd1SqdVSmKVwVt5v/3HcvJLvFx1bG+KAgFcIdtsa77yDmTCif1q+us0e5pCFRERaQaWbtgCwHe+gzlnSFceOduZsmyVUnUAZ/Gwv7A0cN4xI6WK1pHllzjTt1O/3ojFQ6FNpjA/hzSKyCeVdu73chI9jcCJiIg0A3kznZTiJQktee5XwVTladUEcABb9gW/V0uth+0+Cklmx7Zd9KGIju3a0adTep2f2dxoBE5EROQA9+57bzGqaDYAj996Tdi1lMTwUODiET25quQuAD73Dg279uJl4efVmXzRkRHrC0ilbM8mEo2Pgf0Oq9EzxaEATkRE5AC27YflXLjqegCKSSGjffjK0fLZDx49ZwCzfEcxvOhZbiq9OVD/0Fn9ObV/9N+9AZw1uGvE+iKbTOv8TQDkJHeK2EaqpgBORETkAFVU6qXLG8H8oilE3mttUNGLHFX0PG9PGBkI6HbRhg9uPinQpnXLpHrpU1KCoYAUOhonJ6s3pXW9PLdeHXxisHzMTY3XjyoogBMRETkArd+Zx8cP/SKsruTE30dsm0Mae8hgcI/MQN3Ig9syoJtznpRgKh1Ni5Z/qrbUaykkhRTjLIwY2L1tnZ4bEy1D+jTm4cbrRxUUwImIiBwg9uSXMHPldgBWbt3PBYn/DbuefMioKu9vmewsaFj/6Gn8/ZqRAHw/6TTWPHJarRPNT/v1MQC8NWEEAM9dchTJqa0C1z02DlNomar3xosHWoUqIiJygJjw+iIW/7iXThkpjEldy9lu/f9anMSoG1+EtA5V3u8XuglvcmLdxnqG9WrLxj+ejjGGTY+dAcDyf7eEErdBSEaGuOEJCeBqGbjGmkbgREREDgClXh+Lf9wLwI6cYibl/BaA/3oH8UzLG6IO3mKh/Oidz1M/39PFjIn/AE4jcCIiIgeA7fuLAmVDMHXCFaUTefCoQ6u8d+F9p1Dq9VXZpj6VERrA2QZ7b9TiNGgLpQBORETkAJBT5CwKePKCwcxZvAy2gD31UTaMPB2Pp+qApEN6zbMr1EVZ6AiXjcMAzlP3zYpjTQGciIhIE7Z1XyFfrt3Fbz9cDkD/rpmc28oDb4PpNhRTTfDWGIwnNPyIwwDOxP8XZgrgREREmpg123Po2roF63bk8svn5oZd69spDb53gjk6D2yE3lUvMTHOR+CMRuBERESkHq3amsPpk+dwzXG9efmrjWHX0lISMdnrYdYkwEBKWuN0shq9O2TATvckMQ4T2XeI//Re8T9GKCIiIgD867utnD55DkCF4O2Wk/sw996T4Jlhbk0cjmy52rRyv7nL7Bme9SBeDB3f2D2olkbgREREmoBt+wu5+e1vI157/aqjGdW33DYhx93RAL2qJf83ZsfcEJ8rPjWFKiIiIvUhpzByxoInLxgcDN6KcpzjmIfh2FsbqGe14A/gbMNtXVIj8RhUlqMpVBERkSYg190mBKBH2xaAs9/bqXvehv87FPZsgDfPdRpkdGuMLkbPH8D5vI3bj8o0gQBOI3AiIiJNwNoduQD888ZjSU7wcPrkOXyXMoG0r9xUVJOPDDZO79wIPayFeB2BawIUwImIiDQBHy7ZQo+2LejfNQOPMYAlw1SSR7RN7wbtW40F9lmL34UW8U5TqCIiInFuZ24Ri37cS0mZjyRjSfCV8O6J7vdux98Z3rjTAMiM8ylUf6YDjcDVmgI4ERGRWtqbX8L6nbn4fJb1O3OZvXYnBSWRFxvUxsqt+1m5dT//XbsLgIPbp8F7l8Okjoxonec0OuqK8Jt+/lS9vT9m4n0RQxNQ7RSqMaYjkG+tzTfGtADuANKBv1prt8W6gyIiIvFmX0EJy7L288dP17B6W07YtQuGdedP5w2u8zt+zM7njMlfhdU9d3Y3eG66c/Lpb5xjRtfwG7sNrfO7Yy4QwGkKtbaiGYF7B2jnlh8CDgX2Am/FqlMiIiLx7OHpq7h86oIKwRtAdl5JvbxjSrmNejPJo/VzA0Jq3OAnIQlOecgp9zoePE1hcs1d5akRuFqr8j9lY8wVwCHAaLd8IbAI2A4cZIy53BgzKPbdFBERiR+bdudXem3D7nx6TZzBzJXba/TMdxdu5t2FmwHYuDuf1+f+CMDJh3cE4I+ndqr85uHXwM9ugV+8UKN3NhpNodZZdWH6l0A+sAzIAnYA/3Lrd7vHH2PWOxERkTiU0SIp7PySET0D5Y1ucPf0rHU1euY9Hyznng+Ws6+ghBP//GWgfsr44Xw/6TROb5PlVAy+KHhTorMfHClpcOoj8b94wa+tu0q2dc+q20mlqgzgrLU/Ak8DM4E3gYettZtxxm2zrbWbrbX7Y99NERGR+JGcEPzr85Urh/PoLway6bEz6JSREqj/MbugVs/+1YvzAuW3Joxw3pfogY9udCqHXQ3Xz3XKx8dxuqyqDLoQLv8IhlzS2D1psqpdxGCtfc4Y8wbgs9b6/9uYDVxUxW0iIiIHpJIyH4t+3Msp/Trx8hXDwq7tyCkOlDtnpEb9zIWb9gTKa7Y7G/Z+M/EkurZ2R9jmPusck9Oh+zAnU8B92yEx+nfEFWPg4NGN3YsmLaqNfK21eeXOK5/8FxEROYDtzitmT34JJx7eocp263bmVXk91BerdlSoCwRv/7oVFr/qlI+/I5jmKalF1M+XA09TWKoiIiISNwpKnPydaSnVj4HkF1e/J9y8Ddm88L8NHONZydcpN9OCIqb4R/a+nxkM3gA69qtNl+UApABORESkBgrdAK5lcvUB3F3vf8fOnKIq2yzY6EyfPtLqfbqZbFanXkWn7AXOxRl3hTdud2jNOywHJAVwIiIiNeDPtNAyOaHCtecuOYq0lES+fWAMAJ+u2M7Pn/6qQjuAVVtzuGzK/MBzemYGV7b2n+9u0nvwKOfocYPF1Mz6+BXkABDVN3DGmHOBx4GOOLvvGcBaazNi2DcREZG4459CbREhgDttYBdOG9gFG5JhYGduMT6fxeMxgbqiUi+nT54DwJx1u/EYSCzNDVw3uVvhxdGQ3tXJbbpjhXMhRX/tiiPaEbg/AWdZazOttRnW2nQFbyIi0tx8vmoHczdkA5FH4PyMMWHnB//2E3y+YFD3zKz1Ydfb2b149m8Of8jWb2HtDCd4G/cYtGgLSU101WlTdNc6uGlxY/eiUtEGcDustatj2hMREZE4tq+ghAmvL+LF/20AoGVS1ZNY7147Muy8oNQbKLdLSw67NiZhiVPoe1pwujTUyOvhno0V6yV20jpC+/j95jDaAG6RMeZdY8xFxphz/T9V3WCM6WGMmW2MWWWMWWmMudWtf9AYs8UYs9T9OT3knnuNMeuNMWuNMWND6se5deuNMRND6nsbY+a79e8aY8L/FyEiIlJPdpfLcdoypfIROIARB7djifstHAS/nYNgDvcpVwxj6vhh/CFpilNxwWvgq37lqkhU38ABGUABcGpInQX+UcU9ZcCd1tolxph0YLEx5nP32l+stX8ObWyMOQL4FdAf6Ap8YYzp615+FhiDk85roTHmY2vtKpzv8v5irX3HGPM8cDXwXJS/k4iISNRe+bpccvly6bQiadsqOK6QX+zl6QXr8HgMRaVejIET+nYgMcET/M4tMQVuXwXfTIb5zzs3XvOfev095MAQ7Ua+V9b0wdbabcA2t5xrjFkNVJWk7WzgHWttMbDRGLMeONq9tt5auwHAGPMOcLb7vJOAi902rwEPogBORERiwL944eXLh5HgMSQlRDeJ9dwlR3H935eE5Tf1S/Q/o6wY+p3plDO7wWmPw6GnwIYvncwLIuVUGcAZY35jrf2TMeZpnBG3MNbaW6J5iTGmF3AkMB84FrjJGHM5sAhnlG4vTnA3L+S2LIIB30/l6kcA7YB91tqyCO3Lv/9a4FqAnj2VOFdERKq3ObuALfsKGd6rDV5rKSgpo2+nNE45olONnhNptWoYnxf2boLDzwiv7zPG+RGJoLoROP/ChUW1fYExJg34ALjNWptjjHkOeAQnIHwEeAK4qrbPj4a19kXgRYBhw4ZVCERFRETKG/V/swE4rFM6a3fk0qZlEkd0rfkGDK0qydiw4Q/uJ+C528FXCq01wCDRqzKAs9b+yz2+VpuHG2OScIK3v1tr/+E+a0fI9ZeA6e7pFqBHyO3d3Toqqc8GWhtjEt1RuND2IiIitfbdT/sC5bU7nP3Z9haU0rt9qxo/q2+n9Ap1n98+ytkXzueD/VlOZct2teusNEsxy8RgnE1wpgCrrbVPhtR3CWn2C8DdnZCPgV8ZY1KMMb2BPsACYCHQx11xmoyz0OFj6+ySOBs4z73/CuCjWP0+IiLSPOwvKOXsZ7+OeO22U/pGrK9KZoskvrjjBM4Y6Pz1t+C+k+njD+q++D1MddcHtmhTq/5K8xTtKtTaOBa4DFhujFnq1v0WuMgYMwRnCnUTcB2AtXalMeY9YBXOCtYbrbVeAGPMTcBMIAGYaq1d6T7vHuAdY8wk4FucgFFERKTWLn55XqXX2qel1OqZh3ZM44kLBnPTSYfSMT1kM94VH4Q8vObBoTRfMQvgrLVf4aTcKu+TKu55FHg0Qv0nke5zV6YeXb5eRESkNorLvKzcmgPAZ7cdz6tfb+LMwV156F8rGdu/c52enZqUQL8u7jd0Ph98/RSUFrpXDWR0qfRekfKizYXaF2d7jk7W2gHGmEE4qbUmxbR3IiIiDSg0xdXhnTN47JeDAPj37SfUzwuKc+Hz38GP38CuNcH68TPq5/nSbET7DdxLwL1AKYC1dhnOt2giIiIHjB+zCwDokhmjnKMz7oRFU8ODN4Bex8bmfXLAijaAa2mtXVCuTrk+RESk1u7/53J6TZzBzJXbA3W9753BUY98zqfLt/HYp2uquLv+lXp9gQ1P37vumNi8ZNm74ecjb4Tr/hebd8kBLdpv4HYbYw7B3czXGHMebpYFERGRmrLW8ua8zQBc98ZiAK45rjfWwp78Eq7/u5Pc/bMV2/jy7hMbpE997/80kKO0R9uWDfJOxv2hYd4jB5xoA7gbcTbCPdwYswXYCFwas16JiMgBbe6G7Ap1L3+1sULdpuwCisu8pCRWk82gjvKLywLB27WjDo7dizr2h8zusG4mpNR8U2ARv2hzoW4ATjHGtAI81trc2HZLREQOZGu3R//XyN78UjpnxjaAm/iP5QCcekQnfnt6v9i9qCTP2e/t9pWQ1ECjfHJAinYV6u/KnQNgrX04Bn0SEZED3Pb9RSQnemjbMpntOUUVrv9m3GF0TE/lrve/Y09+CZ2rWFRgrcVanMwGIfYVlDBs0he8cuVwju/Tocr+/Ou7rQC0T6/dPm9RK8mH5JbOKJxIHUS7iCE/5McLnAb0ilGfRETkALYnv4QX/reBkjIfb14zImKbi4b3pHubFgC8Me9Hxr+ygNe+2RSx7T0fLOPg31bcYnTa4izKfJbLpiygzOvj9neXsmZ7ToV21gZTZF9zXO9a/EZRyloMBbs18ib1IqoAzlr7RMjPo8BoIIYfCYiIyIFq9TYniDLGyVDw0Y3HMi5kk9x/3ngsbVolB/KOvr1gM1+u3cXvP15Z4Vk5RaW8t8jJJbrZ3QLEz78hL8D6XXl8+O0Wbn7r2wrP2FdQCkDrlkkc3CGtjr9dJUqL4OWTnLJynko9qG0u1JY4yeNFRERqxL9tyOw7RwMwuEdrrj4+OPLVrbUz8tYpo+K0aW5RaaBsrWXQg/8OnO8pKAmU9+aX8OG3WwLnO3KKAVi3M4+SMl/YqFuO+8wHzjii1r9TtUL3fWvfJ3bvkWYjqgDOGLPcGLPM/VkJrAWeim3XRETkQHP51AW8PvdHgLDv2hJDvl9r1yq50vsf+tcq3lv4E16f5V/LwnezKir1Bsortu4Pu3bF1OBWpn3v/5Rfv7k4cD7dfU5Gi6Sa/Co1s2JasNz+sNi9R5qNaLcR+XlIuQzYYa3VRr4iIhK1/YWl/O/7XYHz1KTgytLcouBfKeUXI4SatjiLaYuzMAbunrYs7FpJmS9Q9qfEOnNw18AChVAzV+4AYNXWHP5v5loAju7dtia/TrgtiyG1NXgSIa0TJJUbPfzmaed41b+hg5LWS91VOQJnjGlrjGkL5Ib8FAIZbr2IiEhUVoV8k/bFHaPCrg09qA1H927LZ7cdH1bvj+WeOH9wWP19/1wRKL9w2VAgPICbv3EPALedUvl0ZVGpl9MnzwmcZ9Z2BO6ze+Glk+Dpo+Cvg+Djm2D7ishte0ZetCFSU9WNwC3Gyb4Q6Z9DFi1kEBGRKBSVernopXkAXDCsO4d2TA+73iolMWL6qnWPno61ll15xWH1/mDtT78cxMHuYodCdwrV57O0TE7g/KHd6d2uVaV9+uMnqwPl8T/rVfNfCmDPBpj3t/C65e87P+dNhX5nwYYvnfp2h9buHSIRVBnAWWtjuJ5aRESag5IyH4c/8Fng/Jwju0V9b4LHAIYOaZH3Z7tgeA9+2uOsPi0scQK4NdtzKSjx0r9rZth07DMXH8khHdI4pEMafe//lO+y9tM5I5Uyn48Hfl6LBQwf3wxLXq/8+rSr4LjbnalVgKOvrfk7RCoR9SpUY0wbY8zRxphR/p9YdkxERA4M3+8Iz7rQMjnaz6+DEhMq/+uqZbLzLd1vPnC+ifvmh90AjD7M2bx3cI/WpKUk8vNBXenXJYPkRA8HtWvJ0p/2sT2niN15JW6gWEOhwdvR18Kd31ds89VfYNVHTrn/L2r+DpFKRJuJ4RrgVpytQ5YCI4G5wEmx65qIiBwIZq3ZCUCnjBT6d83k8M7p1dwR2aL7T6HMa/nrf9bx9oLNvHH10UB4QPjkv9fy5vzNALR3R+3+cf3P8IVsGwLwY7k942rM5ws/P+QkSO8Uue3WJc4xpXa/t0gk0f4z6FZgODDPWnuiMeZw4A+x65aIiBwonvzcGZma/9tT6vQcf0D2x3MH8sdzBwbqU5OCo3OT3dWnEFzNmuAxJET8lNtxy8m12JetaJ9zHPc4DLoAWlazrs+TCImVpwMTqalop1CLrLVFAMaYFGvtGkAb2YiISJX8WRdiyZ+fuyZCFy3cVpsALs/ZhoRW7SMHb+e/Gn7uK3NST4jUk2hH4LKMMa2BfwKfG2P2Aj/GrlsiInIgOO2vzjYdibX5xiyGfn/mEdw99jAsVe87V6nNc51j50Hh9X3GwrqZcOgYuH0VzP4DLH2zzv0VKS/aXKi/sNbus9Y+CDwATAHOiWXHRESkaSj1+jhj8hz+s3pHWP22/YWB8v9+c2KD9OWZi4+Mqp0xhlYpiaSl1HBBxep/QWkh5DrpwCpsDXLJe/DgfkhJg8xucMqDNXu+SJSiXcQwGXjHWvuNtfa/Me6TiIg0IWu25bJyaw5Xv7aITY+dEai/6/3vAGfft65uftNYGdQ9k36dM/j5oK5kpCYFVqbWqy2L4d1Lg+fJ6eCpZhwkNaP++yFC9FOoi4H7jTGHAR/iBHOLYtctERFpKt5euDnsfMu+Qmat2cnX67MB+NN5gyPdVq8+vum4QHlU3w6xecm/Hwg/L8mN3C5UYuT960TqKqoAzlr7GvCamz7rl8Djxpie1tpafPkpIiIHkoVu2iqAJZv3ctf737FhVz4QTIXVJK39DJb+HS54HfZnwY9f1+45vUfBwaPrs2ci0W/k6zoUOBw4CFhT/90REZGmYFduMcMmfc5HS7ewbmdeYG+3c//2TSB4AyKmx6r5y9bCjDvB53X2X8vPhoI98PbFkFXNZFBJPuRsq917374QVn8MH17nTJ/W1hX/guPvrP39IhFEFcAZY/5kjFkHPAwsB4ZZa8+Mac9ERCRu/eyx/7A7r4Rb31kKwJ/OGxSx3bBe1eyPFo1nj4aFL8MXv4eH28D/HQwrPoC1M6pOZQXw9/PhycOhpAD+OiSYl7Qmlr0L719RsX6stkOVxhPtN3A/AMdYa3fHsjMiIhL/1m7PpdQbntngoCqSxtfa0redKUy/b54OlnescI5LXnMSyg84F4ZdVfEZ/mnPF0fD3o3w+tnOKtHqRDPi1kbpwqXxRLuNyAsK3kREZPW2HMY+9b8K9RmpiZw1uCsAc2q6ZYjPCw9mwsPtIGcrlBVDcR7889ewaU7ke0IDrE1zYPrt4C0Lb1OcFyzvXhssb1sGy96vvD9blsBLlWSKvHtDsKwFCtKIap5RWEREmq1z//ZNxHpjDJMvOpLJFzn7sC347cm0bZUc3UMXv+ocfWXwZD/I6A45WVXfs315xbrinPCsCDtXRb73heOd46DzI1//z0OVv7dVOzAesD4FcNKoarqIQUREmqkPv82isNQLwBd3nBCov+2UihsSdMxIJTEhyr9iPpsYfh4peLvl2+qfU5IXfv7OJdG9P1TervDv5IZPqNjGuonsldtUGlHUI3DGmMGA+88W5lhrv4tNl0REJN7szCli0vTVAHxw/c84tGMa028+jk9XbOOWk2qwo5S18NN86DYUEpKcFaXekurva3tw9W28peHnnmr+ivOWQUK5NkteDT8f/CtI7wSzJkF61/BrGoGTRhTtKtRbgb8DHd2fN40xN8eyYyIiEh/WbM/h6D/8h+x8J9AaelAbAAZ0y+TusYfXLJfoghdh6lhnew6A/F3Occilkdu3PghGXO+Ub1oE10X4Ju6sZ5xj+UCw9yhIyay8L6X5FeuKQhY4dD0Suh4Fo+52RgBvnOdecH9fjcBJI4p2BO5qYIS1Nh/AGPM4MBd4usq7RESkyZu9ZlegfOnInrV7iM/rLDxY7i4eyHfXxRXnOMf0ThXvuW8HJIUESe3LjfS1PQSu/RI2feWclw/gvMWQ1hGK3aDsxPth9qTg9YJsSC0X4K2e7hwv/QAOPSXkXSEjgEktoLRAI3DSqKIN4AzgDTn3EvgniIiIHIhKvT5ufutbPlvpJG4/vHM6k84ZWPMHFe6Fx3uF1+1c7Xxr9sMs57zPqTDnifA2SZWMcA29Eha/4gRfqRnOVCyET6GWFsHKD8Pv63RE+HnO1vDArHCfs9UIhAdv5SWmOAFcggI4aTzRBnCvAPONMf7/NZwDTIlNl0REJB48+PHKQPA2oFsGH95wbO0eNPdvFesWv+L8+JUfCbtmVuXPO+NJSEmHEdc554EALmQEbufKivcltQw/X/o29ArmUKXEnVLt0K/ydwP0PgFW/RMSo1xlKxID0eZCfdIY8yXg/2/6ldbaKJYEiYhIU1RU6uXv84NJ6qeOH05StKtKy6suWwJAcshGwNVttOvxwKmPBM8T3EAqNID7fmawfMEbziigKdf/lR/COc8Gz+c/5xyPuaHq9//ieTjudmjRpup2IjFUZQBnjMmw1ua4Sew3uT/+a22ttXsqu1dERJomn89y+AOfBc4/uP4YOqbX8oN9ayFve/XtMnvAmEfAV1p92/ICAVzIRr7/fdw5nvEEHHFWsC9+KZkw+MLw5/gzPZREWNwQKqkFdB1S836K1KPqRuDeAn4OLAZC86YY9zyKdd0iItKUzF67M1B+4+qjGXpQHfKZfvWkcxxySXharFBHXwfGwLG31O4dkaZQ/ToPDpaNgft3OgHasyMq375EixOkCagygLPW/tw9KuGbiMgBbNGmPVzy8nyKy3yButMGdOb4Ph3q9uCFU53juD9WHsClpNftHaFTqFNPCx8dK//sxJTgT/l94/wOOblu/RFpANVNoR5V1XVr7ZL67Y6IiDS09TtzOe/5uRXq7xjTt24PLi10sioM+lXFRQqh8nbU7T0edwTu/Suc4+aQdF8dD498T0KSk3M1VEomDLkY2hxUt/6INIDqplCfqOKaBSrJ9isiIk3Fgo17w84P75xOSZmPQzum1exB3jJnYUD/c5wA6evJTr1/dsHJJAAAIABJREFUn7aW7Zy918rL6Fqxrib8U6jlDb64intSwqdQvWXOfnFaWSpNRHVTqCc2VEdERKThWWuZsXwriR7D+78+hn5dMkhNSqj5gzZ8CR9c42RWyNsOPwtJ1nOeu+uUP3PBoAth2bvB611CvlOrjYRKgq6Rv67inqTwAG7G7c4xb1fk9iJxJqptRIwxScD1wCi36kvgBWttLZYLiYhIvJjy1Ua+Xu+Mih3Zs5bbYmxbBq+fHTz/9/1OAOctdvKR9hzp1LfpDTlbYOAF0HkQbF/mBHOH1HEyp7IArqptPhKSncUMxXlgvcGtTnZ/X7e+iDSQaDfyfQ5IAvy7MV7m1l0Ti06JiEjDmLXGWXF6fJ/2tX/IC8dHrl/yBvhCtvZo6QZUJbnws5tq/77yKptCreq7uy2LnONTA5wgzq9VHRdtiDSQaHdlHG6tvcJaO8v9uRIYXtUNxpgexpjZxphVxpiVxphb3fq2xpjPjTHr3GMbt94YYyYbY9YbY5aFLqAwxlzhtl9njLkipH6oMWa5e89kY4zSe4mIROE3076j18QZfPODM/r27CVVrlkLstYJzBZNhT90h+wfIrfL2wn5O8PrergjcRnda9nrSlQ2Alc+80IkhXvD9547+9nK24rEkWgDOK8x5hD/iTHmYMJzo0ZSBtxprT0CGAncaIw5ApgI/Mda2wf4j3sOcBrQx/25FmeED3cT4d8DI4Cjgd/7gz63zYSQ+8ZF+fuIiDRb8zdk896irMB5coKHjNRKRrHK2/09fHwTTL/dGUn76EZnFeixt8HvQhZD/NlNPJ8WkqT+mBvh+m+gR5X//q+5ykbgKquvSqt2deuLSAOJNoC7G5htjPnSGPNfYBZwZ1U3WGu3+bcZsdbmAquBbsDZwGtus9dw8qri1r9uHfOA1saYLsBY4HNr7R5r7V7gc2Ccey3DWjvPWmuB10OeJSLS7M1eu5NSr69C/YUvzgs7f/LCGiwiyN0Wfr55rjOC1aaXk+Kqa7mRvNAtQoyBTv2jf1e0PLVYdHFQhLyu575U976INJAqAzhjzPlucQPOCNctwM3AYdba2dG+xBjTCzgSmA90stb6/x9gO+D/51k34KeQ27LcuqrqsyLUi4g0eXnFZfSaOIP7/7mcrfsKa3z/I9NXceUrC3nuy0qmOEO0T4sy88DWb8MXK4Ty75123tTw+lMnRffshta6Z8W6qr6ZE4kz1Y3A3eseP7DWFltrl7k/xVXeFcIYkwZ8ANxmrc0JveaOnNmIN9YjY8y1xphFxphFu3ZpibiIxL8b/u7sk/7mvM387LFZNb5/ylcbAXjy8+8Z9afZ/9/efYdHUbUNHP6dbDot9BJ6k14jIEV6RxEVFRti791XrAhY0M/XrvjaFXsBRIqACihK7713CZ1QQuqe748zm93N7pKEbMmG576uvWbmzJnZs0OyeTiVF6at556vl1N75LScPIkJcQD5az49mQyfDXIe93oO4lyW2KpgTfobl+B+na/VDgLl7kX5y5d7YXso/IoQQgRRXqNQjyilZgF1lFJTcp/UWl96tout6Ud+Ar7SWk+0kg8opapqrfdbzaCOXq77gBoul1e30vYB3XKlz7XSq3vJ70Fr/QHwAUBSUlLAA0YhhDhXmdl2urw8h+QTaW7p6VnZxETmr6lQa/evud1HU/nwrx1uad/d3oGk2uVYuecYTaqVzvumM5+EDGu05tVfQeNBZoLerb+ZtFJVzTb31B178hlQ+YuvlRdya3+n59Jejs8gRBjIqwZuIPAscBizKkPul0/WiNCPgQ1a69dcTk0BHCNJhwM/u6TfaI1G7QCkWE2tM4E+Sqmy1uCFPsBM69wJpVQH671udLmXEEKEpRs+XpQTvLlO7dHrtXn5vsf2w6fPen7nuIG0r1seW4TK/0L1aS4NKI2tmjhH8Abu/dD6vODcb3p5/u4fbBUv8EwrVSX45RDiHJ01gNNaZ1gDCp7SWs9zfQGV8rh3J8x8cT2UUiut1wBgHNBbKbUF6GUdA0zH9LXbCnwI3G2V4SgwFlhivcZYaVh5PrKu2QbMKMBnF0KIIic+2tkw0rdpFZY+3QuAPUfPsO/4GY/aNW9Szphmy16N8/qazietYetss9/uDmd6GasfWe7myDIu3ZEdk/gGU/OroImPvnoOkV76/UXFBaY8QgRAfifyHQl8nyvtCeAHXxdorecDvuZl6+klvwbu8XGvT4BPvKQvBZr5KoMQQoSTFbuP5UysC9CuTjm3AQadxv3B/T3qc3/PBlz9wUJu61KHfs2czX43f7aEUrGRXNnW9C65uVMdIpRi1voDlIqN5GRaFuPzO9+bq39NfzxaXgv9X3amj5gGbzT3nIfNsWQWnNtUHoV1RT5Hk0ZEuk80LEQYOWsAp5TqDwwAEpVSb7mcKo2Z500IIYSfDHnvH7fjWuXNRLQDW1Rl2mozeP/vbUfo1qgSy3YdY9muY7wwpBnXtTcjQB3B37JdZj62MvFRfHBjUs79srLtRNryO3uUi8Ufme1F95ipQBzK1IDGl8CFuRbliXUZyBCXzybawmrY33uz6Nk8sBpSj/heSUKIIiyvGrh/gaXApcAyl/STwEOBKpQQQpxPzmRk8/H87TnHC57ogdbkDFp499o2TFttRo92qFuOOS61dE9NWkuDSqVoV8cZKO09ZqYdKRnj/hV/TsFb8lpY9bXZzz2Hm1Jw9Zee18S7TIYbFet5PhCu/bbg15RJdG/uFSKMnDWA01qvUkqtBfpqrT8/W14hhBD5r+VatusojauWJjbSxh1fLuPPzWaKo9euaknVMp59sZollmbtvhOkZdpzpghxWLsvhWaJniNJXfvT5Vt2FiSvgsS25vh9a8LbZle4176dTXyQat2EOI/l+S2jtc4GaiilfCw2J4QQAswSVfWfmsGEhbvOmu+frYe5YvwCmjw7k7pPTs8J3i5uWJHL23hfJ/T7Oy4C4EymWcUwqVZZ5j7aDYAxU9fT5NmZAFzexlmjVLFUPifodbXsU/iwB2yeBe+4LHm18+/83yNYzab+cvs8uH5i3vmEKELy+9+zHcDf1lxwOePTc00PIoQQ5yW7XTNh4S5GTVkHwDOT19K6RgLNEp0z+6dlZhNtiyAiQnHtR55zo9UuH8+717b2+R7x0ZFUKxPLyt3HAejasCK1K5TwyDe4VSJbDpzimnY1PM6d1eofYMdcOGrV7n091P28zmv5axcREWaEalyYrGxQrVWoSyBEgeU3gNtmvSIAmapaCCFcXPH+P6ywAiuHYR8sZM3ovmitqfPEdACuSqpOlt37NCCfjmhHqTxWRIiKjGD9fjMf26QV+7ivZwOPPF0bVqRrw4oF/xATbz37+dvyvXqi8eDq/De5CiEKLF8BnNZ6NOQsi4XW+lQgCyWEEOEiI8vuFrxNuKUdN3y8GJtN8e3i3az71zkB7vdLncs3f31rey6qV55/U9JYsO0IdbzUpuWWnOJcneGZQU3cziXER/Hx8KTcl+RP+knf57o8Cj2eLngwJsGbEAGVrwBOKdUMmACUs44PAzdqrdcFsGxCCFFkvT57M3uPnWHRjiM5aa8ObUmXBhW5u1s93pu7jZET1+ScS0yIY5/LovTt6pRDKUViQlzOvG15Sc+y5+y3r2v6mbWumcCK3cf5fEQ7WtZI8HXp2f3zjvf0QW9A0ohzu6cQIqDy24T6AfCw1noOgFKqG2a1hI4BKpcQQhRZqRlZvPn7Fre0L29pT2dr6asW1T0Dqb9H9uC1WZt464+t/HxPp3Oa0qNkTCSn0rO4rn3NnBGmE+/qyLZDp6lfqWT+brLmR5j3MhzdDv3GQZvhMG+c97y51zUVQhQZ+Q3gSjiCNwCt9VylVN71/UIIUQw5Rnw69GhUKSd4A2hevQzRtggSy8ax4/BpRl1imjsf7nMBD/cp4GSzLsZf34aflu1lzGDnAjRKqfwHbwA/3eLcn/6oCeQcuo6EFlfBl1fAsR0SwAlRhOU3gNuulHoG04wKcD1m3VIhhDhvaK154zdnzVvVMrHsT0njstbuk8EmJsSx6fl+ACzffZw2Nc+xaTOXLg0q0qXBOQxQcDi+xzMt2WrmTWwL3Z8w+yeTzTahgCNZhRBBk98A7mZgNDAR0MBfVpoQQpwXMrLsTFvzb07T6Z+PdceuNT8t38vA5lU98iurE3/bWkWoFmvnfM80x6Luw39xpjW9DFZ9Awm1g1IsIUTB5bUWaixwJ1AfWAM8orXODEbBhBCiKLn+40Us3nE05zixbBy2CMUjhWgSDaqsdPh1pNm/cQp8canZP5kMdbtDtEuvmEvfNv3jIs5h6S0hRFDk9dv5OZCECd76A/8X8BIJIUQR5Bq8rXimN7aIMJom439d4flKkGZNd1K3K/R53uwf2QYlKrjnt0VBnH+afYUQgZFXE2oTrXVzAKXUx8DiwBdJCCFCLy0zm5jICJRSrNh9zO1c2RJhtLLg4g9h/0rncRmrX5uymW3WGah+oed1QogiLa8auJzmUq11VoDLIoQQRcLmAydp9MyvjPhsCXuOpjLkvX9yzl2ea8BCkTf9UffjFGsgQ3aGM62C54oOQoiiLa8ArqVS6oT1Ogm0cOwrpU7kca0QQhR5H/65nQFv/pVznG3X3Pr5UgDmbjrE1oPOhWfmPdaN164uJutmuk7QGxsma5YKIXKctQlVa20LVkGEECIUXpi+AYCjpzNoM3a2x/kRny0BYOaDF1OrfBhNf5mVDv9X33n8yGYzB1w/a9Je16AtRgI4IcJNfqcREUKIYmfJTufABG/Bm6sLqpQKdHH8a91kSLcaSmp3gVKV4aap3vPGlg5euYQQfiFjxIUQ56WLXvqdoe8v8Hl+57iBPNK7IQALn+gZrGL5z6TbnfsXP3b2vDESwAkRbiSAE0Kcd9Iys9mfkpZz3CzRGcAMbFGVtaP7AnBfzwbsHDeQKmVig17GQslKdz9OqOk9X89RoCIgKsw+nxBCmlCFEOeXU+lZdHjxdwCuaFOdV65sQVpmNsM/WcztF9elT9MqIS6hHxy2lvsqVw9u/hVKVvKer8vD5iWECDsSwAkhzisf/7WDU+lmVqQXL2+GLUJRIiaSH+/qGOKS+cHhrWZFhfST5njgq76DNyFEWJMmVCHEeWXh9iM5+zGRxWyg/Ttt4bVGzgBO+rYJUWxJACeEOG+cTMtkwfYjJNUqy9T7Ooe6OIWXmeY9/Y+xZhtdMnhlEUIElQRwQohiKduuSc0wTaWHTqaTlplN8+dmAdCmVlmaJYb53GfZmfB/9WDiHeZYa+e55NVmG1HMahiFEDmkD5wQolh65PuVTF75LyP7N2LcjI1u5+7tUd/HVWFCa5g7DjJOwepvzUCEzFTPfGVrB71oQojgkABOCFEsTV75L4BH8PbTXR0pHRsViiL5z4558NerzuOJt0HqMfc88RXAFuafUwjhkzShCiGKndnrD/g817ZW2SCWJEC+GOx+nJgEtXKNok2X5aqFKM4kgBNCFDu/rk32mv7hjUlBLokf2O2QleH93KjjUKYmLP8CTiVDpSbwyCbruuzglVEIEXQSwAkhip05mw5SvkS02woL8x7rRq/GYTgn2hvN4PmKziAuO9Nsuz0BSkHKbrBnwva5UKGBc+RpzYtCUlwhRHBIACeEKFa2HTrF0dMZVE2I5f4eDXLSa5UvgVIqhCU7BxmpcGKf2X++Iiz9BP5dYY69TdBbuRnElIThU2HYN8ErpxAi6GQQgxCiWOn533kA1C5fgovqlQ9xaQrpVK6m4KkPOfdLVjbbhJpwfLfZL1vHbOt0CXzZhBAhJQGcEKJYePO3LUTanDVsrWokUDImkiGtExnSOjGEJSuEtBTf5xzB2gOrYXSC2a/fM/BlEkIUCRLACSHC3vZDp3j9t805xwObV+XmTnVQSvH61a1CWLJC+qCb9/SoElCpsdlXCq77EbIzIL5c0IomhAgt6QMnhAh7D3y70u34zq71iIgIs/5uZ9P9affjzNMmcHNo0BsaDQxumYQQISU1cEKIsPbw9ytZs8+9qbF59TBfJgvgzDGwxUCbG6F01VCXRghRxEgNnBAirE1cvs/tOKk4TNQLcHwPZKdD7c7QfCi0v9N57tofQlcuIUSRIAGcECJsrd57PGf/r/90557u9fhoeBhO1utKa5j/Bky5zxwrBZEx0P9lZ55KjUJTNiFEkSEBnBAirGTbNZNW7CUr286l7/wNwG1d6lCjXDyP9W1EQnx0iEtYSEe2wm+jYL/Vr8/bKgwxpT3ThBDnFekDJ4Qo0tbuS6FciWiqJcSRlW2n/lMzAHjou1U5ebLsOlTF87/0k+7HDXo59+v3hq2zIaZUcMskhChyJIATQhQ5/x4/w4m0TGqUjWfQ2/OpXT6euY915505W73m18Uhfss4DTv/hq+HOtN6jYY4lz59V0+Ak8kQYQt++YQQRYoEcEKIIuf+b1awdNexnOOdR1IBWL3Xc2LbaFsEIzrVDlbRAuelGqBzLUCfUNP9OCoOytUJXpmEEEWWBHBCiCLHNXhzuOWzJfyx8aBH+vyR3alUKjYYxQqcM8c9gzeAWp2CXxYhRFiQQQxCiCIlPcsEMo2qlOLe7vVz0n+3grcvbm7HznHOSWvLxEUFt4CBkLzGuV+mBiS2NftxxWRKFCGE3wUsgFNKfaKUOqiUWuuS9pxSap9SaqX1GuBy7gml1Fal1CalVF+X9H5W2lal1EiX9DpKqUVW+ndKqTAfeiaEAPh+yR4AHurdkEf7XsCXt7R3O1+nQgm345jIMO8Ptm85LP7A7D+4Fh5aCzdNh/tXQqR8rQkhvAtkDdxnQD8v6a9rrVtZr+kASqkmwDVAU+ua95RSNqWUDXgX6A80AYZZeQFetu5VHzgG3BLAzyKECLAjp9JpOXoWz/y8DoC+TasA0LlBBd65tjU1ysXRr2kVEhPiAFPzpsJ9tSy7HT7sDhumgLJBKfOZiYqVvm5CiLMKWB84rfWfSqna+cw+GPhWa50O7FBKbQXaWee2aq23AyilvgUGK6U2AD2Aa608nwPPAeP9U3ohRDCcSs/iri+X8VDvhrw/dxspZzK95hvUohqDWlRzS1v0ZM/wHn1qt8OLLktkla0FtmLQHCyECIpQDGK4Vyl1I7AUeERrfQxIBBa65NlrpQHsyZXeHigPHNdaZ3nJL4QIEy9MW89fWw7z15bDbunvXdcmz2tjo8K86fTjXpCV5jy2exnEIIQQPgR7EMN4oB7QCtgP/DcYb6qUul0ptVQptfTQoUPBeEshRB4OnEjjm8V73NL+78oWfHVre/o3qxKiUgXRvmXuxzJgQQhRAEEN4LTWB7TW2VprO/AhzmbSfUANl6zVrTRf6UeABKVUZK50X+/7gdY6SWudVLFiRf98GCGET6fTs1i0/YhbWla2nW8W72b+lsPM2XiQLi/P8bhuaFINOtWvgAr7zm15OLjRud/lEbOt3DQ0ZRFChKWgNqEqpapqrfdbh0MAxwjVKcDXSqnXgGpAA2AxoIAGSqk6mADtGuBarbVWSs0BrgS+BYYDPwfvkwghvMm2a06lZ/HkxDVMW7Of/7uyBVe0qY5da27+fCl/bvasAd85biBzNh5k7/EzIShxiKz+DiIi4ZHNUKI8VG0J9XvlfZ0QQlgCFsAppb4BugEVlFJ7gVFAN6VUK0ADO4E7ALTW65RS3wPrgSzgHq3NrJZKqXuBmYAN+ERrvc56i8eBb5VSzwMrgI8D9VmEEHnLzLbTwFqn1GH57uPM3XSIaWv2e73mpo61AejeqFKgi1d07F8F81+DMjVN8AbQZHBoyySECDuBHIU6zEuyzyBLa/0C8IKX9OnAdC/p23E2wQohQuzj+Ts80r5ZvNsj7b9DW/Ld0j08d0lTmlQrHYyiBccZa/WIvPqy/e9is23l7StSCCHyR5bSEkL4xbgZG/PM41hB4Yq21QNdnOD7uC8c3gTV28HexdD2JrjkTfc8rvOeJMnUlUKIcydLaQkhCm35bufapa8ObUnL6mWIshXzgQi5Hd5ktnsXm+2yz9zPb/0NRieY/S6PQKnKQSuaEKL4kRo4IUShffTXdgBev7olQ1pX58q21Rny3t+s2H2ch3o1pG+zykRGFOP/L9rtEFUCMk/7zvO3S21cfIXAl0kIUawV429UIUQwpKRmMn1NMgCXtXLOp/30wCYoBdd3qEmjKqWpX6lkqIoYeCsmeA/efrgJUqwZjnb86UyPLuGZVwghCkBq4IQQ50RrTZZd03LMrJw01/nb2tYqy46XBoaiaMF3wJoRqX5v0zS64ktzvG4SJK+Bys3c88eXC275hBDFjgRwovjQmvBf3Tx8TF65j4e+W5Vz/P0dF4WwNCFydDt80B3Sjpvja76CyBhoPBi+HmrSjmw1L1fRxbg2UggRFNKEKoqHt9qYDuLHdoa6JOeFf7Yddgve3rymFe3qhHmtktamyfOroaZPW37Mf8MZvIEJ3gCqNPOef9i3Zlu15TkXUwghQAI4UVwc3Wa2816BI9tCW5Zi7uCJNK79cFHO8XXtazKoRbUQlshPpj5kmjy3zIKT++GXB2HXP77zp6XA8s+9nytdDZ5LgfjyzrSHN8AF/a30MA92hRAhJ02oIjzsXw3/6wI12sMts9zPHdrs3F/5lXk9lxLc8hUz787ZStNqpenasCJKKT76aztVysQCcO/XK3LylSsRzQtDmoeqmP6TlQ7LPnUeL/nIHC/71PfP0pwXzfbaHyC2NFRr45kn1VoPttEgE9QJIYSfSAAniiatzTxaFS+A2ATYZC3RtGeRe77sTHj3wqAXr7jKtmvqPelc+GTs4KZc174Wz0/b4JH30pbVeHpg42AWL3C2/uZ+PP+1s+dPXgOL3jf7DXrn3fdS+rwJIfxMmlBF0bR+Mkx9ED7tD+MvgrkvOs9lZTj3fx/t3E+o6dzf+htkZ8HHfWDr74EvbzFxy+dL3I6f+Xkd/2w74pGvVY0EXr+6FZVKxwaraAFmBWDdnnRPLlfP/fjYTnizFbzf2eXSswRvfV8yW1tUoUsohBCuJIATRc/GaaYzuS+u821lpTv3j7usu/ndDaRt/gP2LEL/8gBpR/aQbXdZxkh4SMvMZu6mQx7p13/sXusZGaH4aHgStohiMuJ3xZfwrbUuae5F5Y9ug/RTZl9rWDgejnmu+eqTY763UlUKX04hhHAhAZwoWnYtgG+vPXuejFTnfoWGZnuPe80RmamM/vJXAFTKHmLfbsYdE5aSnpWdr2K8/OtG7vpyWX5LHdZOpGVSe+Q0Gj1jntflrRP57eGu5I7PoiPN18X717elQsmYYBczMI7thJ/vcR6Xre2ZZ91Es537krPZ1MFRw+ZLy2HQ/Sno/HBhSimEEB4kgBNFR3YmfNrP9/mLHzPb15vAov9Byl7Y9gcAq1Ji+b7yQ0zJNnOR/ZjdlVtsM9wu/31DMv3f+ItWY2ax52iq27nJK/ZRe+Q0flq2l8Hv/s34uduYsTaZjKx8TidRBGXbNfd8tdxjkfnMbPfPtOXAKbfjx/pdQP1KJdk4tn9OH7d2tcvRt6mpRUqqXTaApQ4ireHNXNN5RMVCuzvgonvh/pUmbd1ks533suc9Kjc5+3tERkPX/0B0fOHLK4QQLmQQgyg6fnvOud/qOjOa1FXVVs79Gf8xL8sVH60giwuBC7nUtoArbfM8bl+RFLYfNv9n+X7pHu7sWo8oWwTDPlzIsl1mMfZHfljlds20Nf9yWatEtxUGwsX9365g2pr9ADzYqwGxUTZu/2Ips9YfYNLdHWldsyxpmdlcMd45VcYtnetQtUwcYGrcbu1Sl1u71AXgdHoWTw1oTEJ8dOALn2aN/IwtE7j3mHyX9/QBrzj3KzSEiEgzaMEbWdNUCBEiEsCJomPBO2YbVxYufQdaXA27F8DBDdCw71lrMbLy8aOcFLGJ6fYOABw5nUHTUTPzvOah71Zx4EQ6d3atl2feomba6v05+8t3HSMj286s9QfM8e7jtK5Zlskr9uXkeeXKFgxtW93n/UrERFIiJkhfGT+MgG2/w5WfQrPLnekbp5sBKoPyGCWaH65rk/Z/BSo28sxTri5s/hW25PpZ6fE0tLgGEmoUvhxCCHEOJIATRUPqUef+PYshIgLqdjUvh92LPK8DxmddAsCfj3UnKlLB697fYkC5f5l+2Ox/vWi31zy2CMXCJ3oSHRlBp3F/cCo9i3EzNoZNADdn40FGfLaEn+/p5JZ+7Ufuz27m2mT6NavC5JX7iI6MYNnTvSgVW4RGSm6zRg7/OAIObYI6XaB2Z+dgg41T4fqJvlc8yMvRHXBiHzS+FK6e4Duf60S8rhzN+UIIESLSB04EX1YGbJ/rPhhh90KzvXEKlKzk/brMVK/Jq+11SapVlprl43Oa/3LEWTPeKxuV1HHPiy1P9G/EutF9WTe6LxVLxVBmyyTW9NmUcz4lNdPjmu+W7Gbs1PU+7xlsK3YfY8RnZjDH4Hf/BuCe7t4Dz8U7j9Jp3B8s3H6UK9tWD13wNu8V2OsyWOTQJtj5d6484+CzgXDygDPt1AFnjW1BaQ1vWc3xkXkMxrBneaYNeuPc3lcIIfxIauBEcB3eCu+0Nfsth8EQa1SfNZ/b9pgLmDVvG7d2rkNalp3YyAgibeb/Ga9uKM2juW73btalbC3fndl3dXQm2qIh25orrtdzphbvq6toVDqWO5vUIy0zm8/+2UlclI0zmWZU6h2uNWzTHoUlH1ozg31tijrGrP6w8ImexEXbGD93G+/PM0t2Zds1z13atPDP5hxprXly0lq+WexZq3hDh9o80LMhi3cc5f1527i1Sx1u+tR9xG63hhWDVVR3BzfCnBfM64ZJUKISvN/Jd/7Uw+7Hpz2nPMmXNJeVFcrXz39egKcOmIEOQggRYhLAieA5sd8ZvAHsnG/mbvv5XjhkRkr2eNvUxjhGTo7oVJtRlzTkAVxbAAAgAElEQVRlyc6jvDM/mbKR/bkl0jm6dGb2hUy8x2VSVYB7lzhHF9qzzNQQtmhKb5/KyMtfh5KVeHZQEw6dSqf9i79zVzeX4O3INljyYc7hDy2Xc/OqRpzE9L/r8JLnpMCf/bOTxIQ4bru47rk+mUL5Ydler8Fb9wsq5ix/1blBBTo3MB3u/3ikKz3+awZ59GpciT5NQzRH2XvtnfsThpg+j64e3wUv1zL7JStD2gn/vO+/y8226+PQ6cGz563a0vSBc5DgTQhRREgTqgg8rWH9FHgtVydxexbMGAk7TDBxV8YDHpd++vdO+r3xJ0PfXwDA2Kwb+FebZtHB6WPo22eAZ/Of61xeWWlme8AaRfhqAwAiIhSVS8eycWw/HutzgTP/Fvd1Vi/c9CoLW07L8yO+MH0Dh0+l55kvEP5n1QQCbnO3ZWR7nwKlbkXnsk5DWvsetBBQmWc801Z/534cl2D6uYHpi5Z+0v18xmnOyYQhZlu3e94B2cX/gSs+Prf3EUKIAJIATgROWgo8VwZGJ8D3NzjTKzYmrUpbsjIz3EaWzrInAfDt7R3o1djZD25jsvsf7jRtprFI1uWItvn4Ee5rLb2VaNX4KZvz3KQ7c2pzYqNsRDiinozT8OtIj1uVSDvIjpcGeKRPu78zZeOdweOIXE2TwbLtkAlk7u1en98e7kqzxNIA3NChls9rdo4byIInejCwRdWglNHDX//NX776PaH19WZR+F+sAH+gNQI11XOJrxzJa8xcgbkd3urcr9Eu7/e3RUKDPmY93i65G/CFECJ0pAlVBIbdDuNqej21oNVLnPp1LL1tR2DNDwBcYR9HNjb+eKQrdSuWpEPd8tQe6V7zNfW+zgx6ez63ZT7CZba/OUBZLm+T6P39L7oH2twIMaXMcbPLc96LVd+Y6SGi4qHRALMPsOxz7/dKPYJSilXP9mHu5oPMXJfMi0OakxAfzYpn+9Dk2V9Jzchmzb4U79cHyOn0LIZ9aAZ/3NK5Do/2NTWJU+/rgt2unYGpDx4DPoJl1Xfw5/+Z/Yc3wCd9ncugVb8QrvsB7C4rZpSpaQYtODQaaPq/zX3JNMuX9hKETn0I9i4xU4VcY80nqDVMt4KwoZ9DhM3zOm9iS8PjO/NesF4IIYJIauCE/x1YD2O8zNZ/4W0sG7GDYb+k0tvmHHm4zV6VZRkm2HNt3nNda7NRlVI0SyzD4id7sk0n8t+sq/j85vaUP9uSTo7gDeCSN93P7VkEs56C7280x788ADOfMPsX3Qv3LjWDIcA09WpNmfgoBrdK5L3r2rpNZrv4qV5neRjGibRMvly4C639tx7rbxsOsHqvCRrrVizhdi6v4C1kDm+BSbc7j0tXgwdWO4/7vmTmASzhMkFuhQbu94gtA5WtQSO5BzY47LN+vjZONc21Sz816+tun2PSm15WsHJL8CaEKGIkgBP+N+W+nN1rM55kQp8VrLj0Nz5NuIcrxi/wyF4vwkw4+8XN7k1acx7pBsCzg5rww51miaxKpWMZ0trUurWpmZD/MkWXgLrdnMdbfzNbx/xzyz5znuv7ggkanthrjo9shU3Tfd66pMvktna7Z4D26d87aPHcLJ6evJYlO4/lv8x5cEzKC3B1UphMKPvNMM801+CoagvP802HuB9HxYHNCtyzfPQ71C79/16oAlMfhPWTC1ZWIYQowiSAE/6z/At4vgrsW5qT9I+9Gc9M2cCQ7w8y+hfnnGkf1H0rZ//X8sNZNaoPF+eazqJm+Xh2jhvIzZ3ruA1UeOny5vz28MUFn7ssqoRnWslKsOpb7/ld5wjbNMN7HstTA8yaoSfTPecNc/3cf2w8mHc582H57mM5Ky28fnXLnKlWirT0U3Bki9lv0Aeu/tIzj7d52ZSCPs+bJu87/nTP5xikUhA9RxX8GiGEKGLC4FtfhI0p90GWGV2YqmP4KbsL3S7wnGPs3WvbcNPQKwA4FlWZPne/QZm4/AdjsVE26lcqlXfG3CK9rOGZlgKT7vB9TYy1Fuf6n89668Sypj/ZnqPeJxt2SM3wMjFsAf28ch+Xv2fWLy1fIjp0I0kLIiMVxlm1hG1vMv3cGl/iPO+YcNmXjvfBU/vNtB4AkdboUW81cLlHq7qq0gK6PJzvYgshRFElgxiEf3x1ldtheyYw9/FuXFEyBq01e46eoWb5ePYdP0O1MrFmcfiHN1A2vjyEsvbo6Hb344hcgeQdc+Gt1pB+wgzMiPBe1trlTe3e7qOpNEt0X4C9RLSN0xmmU/4XC3YxZvA5Lv9kmeSyfqnbHHZF2Z6FzmbNfuM8z9+3zPvUIr5EnqUJde9SzzQHX02uQggRZqQGThReyr6cxb7fyrqMGzMeZ+WoPjkDDJRS1CxvpgtJTIgzwRuYDux5LWXkT7kHEDTs735c4QK4fY57WjmXyXn3WtOE2O2w+EO3iWVLxZr/C6VmZLtejdYauyan315h2e2auZvMCgST7u7ILZ3r+OW+AZV61Dn32mPbTR+23OLLQZkCPCPXJtRTB83apkes+fAmnGWAwuFNvs8JIUQYkQBOFNqZX8zC3u9lXcprWVcx4LLr3UaQFhmxZn40eo+B51Lgorvdz98wEao097zu0rfNNsKqsN441UxHMa4GvGiCjphI86uUlukewL31+1bOZGZz4EQag1tVAyjUSNSXf92Ys9+6ZllnMFwUOT7nhilmG5sAJXwsDl9QrjVwrzYwa5u+3QZWfOWer9Eg/7yfEEIUMRLAiULZunEVcVvNfG2vZF3DwOZVuaad9/nfQq6lNQKynNXs6DaoQUEZH33Jylq1XCm7zfxkrpMSZ5wCrYmJMnOK5Q7gJizcCUD9SiWJtJpf/9riY+oLLw6eSCMlNZO0zGyW7jzKoh1m1OzXt7XP48oQ27XATOC8diL8ak3P8tA6/93f0QfOMfWLw6pvnPv/2QG1rDVyo0tCv5dhWK7VHoQQIkxJHzjhTut8zXmVlW1n+75kGn57MQD/ZDcB4NWhLQNavEKp1REe22aWZQIzn5jDFR/5vi7KWi3ih5u8n985n9gaJlCYsHAXt3ZxNru2q1OO6WuSGX1pUxbtOMpPy/fy/rxtJNUuS3y091+/xTuOctX/FtCwckk2HzhFYkIc+447+4fFRdnoWK+C12uLDMd6oz+OMKtg1O4CMSXPfk1BOOb4O5NrWpZ0q1k7toxplk2w/jORcQo63Om/9xdCiBCTGjjhlHbC1JpMuDzPrO9PmUfDTxrnHJe7axprR/clLjqfs9uHSokKzgC1rMtSU1Hx3vPnzufN54NylvTadSSVlNRMdh4+zabkk0xfkwyYfoAd6prA8Z9tR7jry+Veb3X4VDpX/c/Mlbf5wCkAt+AN4EyuWj6/OnMcvrgM/nqtcPdxXXheZ0PtzoW7X24xPkYhnzL9A+k9xmxzRrcW4aZmIYQ4B1IDdz7LzoLTB+HflXBsB8x80qRv+93nJXa75s2x9/KQds7htbr/JFpUy2MaiKLIFgWdHzIjURv29Z2vhI/arvq9YetsANQhZ9+0lmNmAVCplOmn5a0/4LzNh/h1bTL9mlUBTL+4MVPX8+nfO/Ms9utXB7CW838Xw/FdZsWCBr299wnMj9wrJEQE6avm5L9mG2/9mzmaWh39H4UQopiQGrjzwKn0LPq8Po/Rv5g+SN8s3k3tkdPY9uX98Fpj+HaYM3g7i5TUTBo8PcMteANo0b5HQModFL2eg6u+yHtdzJoXeaZd5bJ26nsdPE4fPGmmrPA1AvXOL53LifV+/c98BW8Al7Xyz4hWD1qb4M3h/XOoNdPaNDUvydUkvdtzBY6Airb6NzoCN2//fkIIEcakBu48cOGon7naNpcJB3rx6d87eSTye3bGToYdvq/545VrsFVsQNcRY9Hpp5ix4Sizl2/kC9vzzkzXfH3+/GEcPhXGuoygvOYb53JOecjIci7r9PxlzXh68lq386kZWWw9eMrn9RNuacf0Nfu5KqkGDSuXCtzI0zkvFP4ec8fBuklmv9EgM2IXoP8rhb93QZSyFrgvX9/MO1evZ3DfXwghAkwCuGJux+HTPB/1CVfY5vNc1Bce5w/p0sy3N2eI7W9W2uvxQuZ1/BAzhh6pM2DXDA4efZhKb9VmADAAwKqo+jfpcao1GhjMjxJaNpdflZbDTJNrrlo7hR3tUqlduXQMB06k06dp5Zy06zvUcgvgMrPt/Lhsr9t93h7Wmi4NKnDgRDpjpq4jqVY5ujTwXNHCr47thD//z+y3vBZWfW32M047a7PyY9F45/41X+V7UEyh9Xga/nD5z0WlRmarFHS4K/DvL4QQQSZNqMVUtl3zwacf89Jr/8eFyvfkpccSe3Cg19s0SfuEt+uM56tn3ZeVmvjtp16vq9aoiE9jEUiXjXcGb/c5ByO0j9jolu3AiXS6NKjAoBbV3NI3jOnH0LZmypK5mw7x7M/O6TWeHNCIS1pWIyE+mguqlOKrWzsEfmCIPRvedOlXN8QlCMtH03qO04fN0mQAd5mlvoISvAG0uSk47yOEEEWE1MAVQ4u+f4X261/gduB2L8t/AjDiV9Lm/peGQ1+nYXw5OtWrQMMqJXNGUzrceXC023F2jYuw3TARos8yarO4qtwcDqxxD0pcpiL5LOZVGp35xO2SiqU8m1njom08OaAxPyzb69YPbli7mtx+cQiWxjrg0qR7a64BLCcP5O8eJ5PhvxeY/d5joXJT/5Qtv6JizaoZuZdGE0KIYkpq4MLUqzM30eK5maSkZrqlZ2TZab/eS1+mhv3cj2u0J3b4j2auLKB59TLERNpMcFKyis/3tSW2OT+DN4CbZ8ADq9zTop1zm8VGRlCvontzY7l47xG0Y+mtbLtzVYb/9L3ATwU9i1XfmcEJ6S597pZ8bLZXfQHVk9zz2/L5f7yJtzn3vS2VFUjl6plJme8K8kAJIYQIIamBK8KOns5g9vpkrkqqwco9xxn+3iyaVilBiirD+v0niCeNlmNmUbl0DPMf70GULYJ/Vm2gm3W9johClawEJ/ZB96dg2Lew6x+zBqmPRdkBuH+5qVF5u43nuXa3eaadL2JKec4/FhXr3G/Qh4Qj0cDpnKS9x7wv0B5p83z+ZUv4qi71k4MbYNLtZn/l19D+drNO6YoJULo6NLrE85oNv3i/16rv4I+xcPcC80x2/Ok81+o6/5fdmzv+NH33mgw2xxGxZ80uhBDFiQRwRZDdrrnjy2XMXm+arx7/aQ2t1RZWx46C43B7xkO0tR1jbNRn/JB1MS+euJYvFuzils51yJx8H9gguc94qnS4xkyiuncpVG1hbl67U94FiC4B5V2a8kYdh+TVZnLWcmGweHqolE6kdXwCy3Y5VwfYfyLNZ/Z7u9fnnTlbg1EysNth/uvOY0cgenADaDt0vNd7UO+YCDdlr5ns2KqxdQsEW17jzP/g2uDV0FZtaV6uokuaVReEEKKYkwCuCJqxNjkneAOoyhEmxYzKOf4g2vmHeGjknwyN/JNOU99k/NQFLI01faoqN7rI+oMcAbXOcaqPa38w84Ip5fmHUnha+C6PPT2W2hVK5Iw0LRcf5TN7Uu2yOfsXuuwHxIJ3YLXLOqCZqWZ7yvo58zUdTFScaW59vSnElIYn9pigzUFrmPOi2b9pGiTU8H/ZC+LRzSYgFUKIYk4CuCA7fCqdSHs6yVNfpGzSlVRu6N7nKOVMJvd8bUY2luMEb3SPJmbtFDh59vs2j9hB+4gNAGy7cBT1/FFT1rBP4e9xPhj+C3xumh9jIm1c36EWPRpVouO4Pxia5DugcR3gcHe3+v4v17FdsOtvyEqD2c+4n0s/aVbg+HGEOc496KBOV9gxzzS/v2RNHJx+AjLPwOS7nfl2/uWc660oBPkFmfJECCHCmARwgZa81kwmGhXLh39u59Xpq7jFNoP/RH3Hvh3T4Kk1btn/N28bAFc2jOLV3XeCo192bAI8tNZM1fBWK5NWsTEcMkFbfbWPS2wL0MpGvYEPB+vTCYA6F3skVUuIY+e4s8+TV7GkM4ArHefnX0Wt4c0Wnun3r4C3WsNvo9zTbblqCq/7AWb8B5Z95p7+9dWAc+BFTvAGvtcnFUII4XcBC+CUUp8Ag4CDWutmVlo54DugNrATuEprfUyZqeXfxMwVmwrcpLVebl0zHHjauu3zWuvPrfS2wGdAHDAdeEBr7fKXJbSOn05j8/hhtDv1B9l1upM8+Bs+nj6fTbH35eRJzNxN8p6tbEwtzaGT6Tz242oAJkc/Q6vd29xvWKW5sxO9Y6LVO+aZTtzvtuPRqB9MvogAd4QXZ1eAiWvLuQxaKB3ru6m1QGY8Dovehy6Pep67+D9mqo3cHAu/u4qMgb3LPNN3zPP+vh3u9p4uhBAiIAI5jchnQK65KxgJ/K61bgD8bh0D9AcaWK/bgfGQE/CNAtoD7YBRSilHZ6HxwG0u1+V+r5Ca9MnLtDv1BwC2HXP46dU7WegSvDm88/47VPyqF9/89CMAgyIW0Cpim0c+Oj3g3B8yHp5LMX9kK+aaeqJsbX99BHEu7Fn5zuo6ErWUvwK4Re+b7V+vuqd3uBu6PeGZv+0I6Hi/93sdWOM93aHlMOd+pSb5L6MQQohCC1gAp7X+EziaK3kw4FgB/HPgMpf0L7SxEEhQSlUF+gKztdZHtdbHgNlAP+tcaa31QqvW7QuXe4XUitlfse7lXow48ppb+v2Rk92OdfV2ADwf9SlNI3YxMeY5aqgDvBP9tsnQ/i549hj0eQHuXgQNevt+06SbnfuXf+iXzyHOUZbvUafeLH+mN69c0YIqZQo5BYbWkJXhmf7sMRPs93vJOcq0yyPO86Wq+q4xHPad93SA2l3g0redx8Ge+00IIc5zwZ7It7LWer+1nww4FolMBPa45NtrpZ0tfa+XdK+UUrcrpZYqpZYeOnSocJ8gDzUWjabpmSXOgrXIVevW7UnoeD9q6KecspV2O/VXzEPOg/7jzB/cjvc613X0pd/LJnAbuRuqtSrsRxDnYoBV45WRWqDLypWI5qoLCzly88A6GJ0Az+daL7VBX+9Tg7g2r9br4fu+F/QzfeYclHWv9nfCTVPd+82lHS94uYUQQpyzkK3EYNWcBaXPmtb6A611ktY6qWLFwC4KntCgo/Pg7oVUv2wMXP2lM+2ie6DPWChTnZhLXvW8wbmIjIYWV7kt6ySCzLEiQyjmINs803t6qcre06PjofX1Zr+ql4EOrsrVhYSaUNPl57r6hc79C62JnVtcgxBCiOAJ9ijUA0qpqlrr/VYz6EErfR/gWg1R3UrbBzkLCzjS51rp1b3kD7nIIe/BgJfd/3g2vgSGW6P1YpxLL0W1uhqaXQYTLodd8535r/kmSKUVfuP4d804ffZ8gXBsp/f0+PK+rxn8rnnlx4NWX7jRVvfTKJeJege+al5CCCGCKtg1cFOA4db+cOBnl/QbldEBSLGaWmcCfZRSZa3BC32Amda5E0qpDtYI1htd7hVa0fHeaz7qdDGv3CJj3OfPum0ONBoQuPKJwAhlDdymGd7TqzT37/tEWXOslazk3/sKIYQosEBOI/INpvasglJqL2Y06Tjge6XULcAu4Cor+3TMFCJbMdOIjADQWh9VSo0FHJ3KxmitHQMj7sY5jcgM6xWeej5jRi82uRQSvaw/Koo+xxxowayB2/o7/HQLnDkGnR6Ev98w6cOnwu+joWF//77fkPdh+1xIbOvf+wohhCiwgAVwWuthPk719JJXA/f4uM8nwCde0pcCzQpTxiIjKg4GvBLqUojCcKwAkJ7Hkhn+ojX89ZoJ3sD0ZavSAppfaWp6b/3N/+/ZeJB5CSGECDlZiUEIf7BZk/JmZwbn/UYnuB837AfNrgjOewshhAi5kI1CFaJYyQngvMzF5m/b/vBMkzVAhRDivCIBnBD+4Ajgptwb+Pfav9r9WMmvsRBCnG/km18If3Cd1HbuOHgzQBMqZ5x2X4g+MQlGHQvMewkhhCiypA+cEP5gcy5Mz9yXAvc+yS7rk17yJjToE7j3EkIIUWRJACeEP9j8tBh9XhyjTm/8Gep2C857CiGEKHKkCVUIf4gIYAB3+jBkpZv9FGsJ4LJ1Avd+QgghijypgRPCH7wtGq81KFW4+z5nrW9bsyPcPAO2zDLBW0LNwt1XCCFEWJMaOCECpTBzwqWfArvdebz7H9jxlwngbNGFDwyFEEKENQnghAiUTJdltbLSTW3aP+/kfV3GaXgpEaY/4p7+ubUKgre1doUQQpxXJIATIlAWvOvc3zLbbGc9lfd1K74026UeK8gZDfoWrlxCCCHCngRwQgRK8lqzXf4FrPrGSsxH0+c/b7sfN+znfhwdX+iiCSGECG8SwAkRKJtnwLrJMOU+2DjVStR5X1e3m/txq+vcj2UAgxBCnPckgBMikH4Y7n5crl7e10TkGhzeaBAM+9Z5LFOICCHEeU8COCGCyTGfmy8HN5gXQM2LYOQeM0XJBf2h91iTXrZ2QIsohBCi6FNa56NJpxhJSkrSS5cuDXUxRHH038Zw8t/857/+J6jfy3lst8OYsma/cnO4a75/yyeEECLsKKWWaa2TcqdLDZwQ/vLIBqjUNP/5/3jB/fjHm5z7B9f7pUhCCCGKJwnghPCnuATv6Z0egMs/dE9LPeLcz86C9T87j0dM93/ZhBBCFBsSwAnhT/Hlvaf3HgPx5dzTju9y7i981/1czQ7+LZcQQohiRQI4IfypcjOzbTvCmXbBALOt19P7NXY7zH7WeTzwv4EpmxBCiGJDFrMXwp+6PAIV6kNcOVj2qUmLsJmtt/VL7XbY/Kt72oW3BraMQgghwp7UwAnhT7ZIaHYF2KKcabU6e+brNdpsTx+E9BPO9Ot/Cmz5hBBCFAsSwAkRCI7JeGMToP0dzvTKzUztXIWG5vjEPtiz2Hm+ZsfglVEIIUTYkiZUIQLBnm22lRq7N53e8Zc5Tl5tjlP2wdKPnedlnVMhhBD5IAGcEIGQba244NqUCmZVBYDS1c1280znuZtk6hAhhBD5I02oQgSCY4UTZfN+3jGlyMovnWmVGge2TEIIIYoNCeCECIScAM7Hr5i3Eam554kTQgghfJAATohAcMRnkbH5y99oUMCKIoQQoviRAE6IQKjbHS66Fy55w3eeWp2c+62uC3yZhBBCFBsSwAkRCBE26PsClKzkO0+fsc79qHzW1AkhhBBIACdE6Liumxol04cIIYTIPwnghAiV+ArO/fz2lRNCCCGQAE6I0Iku4dyXGjghhBAFIAGcEKHiOpWI9IETQghRABLACRFKJauYbWyZ0JZDCCFEWJGltIQIpYc3wPFdEsAJIYQoEKmBEyKUIiKgXJ1Ql0IIIUSYkQBOCCGEECLMSAAnhBBCCBFmJIATQgghhAgzEsAJIYQQQoQZCeCEEEIIIcKMBHBCCCGEEGFGAjghhBBCiDAjAZwQQgghRJgJSQCnlNqplFqjlFqplFpqpZVTSs1WSm2xtmWtdKWUeksptVUptVop1cblPsOt/FuUUsND8VmEEEIIIYItlDVw3bXWrbTWSdbxSOB3rXUD4HfrGKA/0MB63Q6MBxPwAaOA9kA7YJQj6BNCCCGEKM6KUhPqYOBza/9z4DKX9C+0sRBIUEpVBfoCs7XWR7XWx4DZQL9gF1oIIYQQIthCFcBpYJZSaplS6nYrrbLWer+1nwxUtvYTgT0u1+610nyle1BK3a6UWqqUWnro0CF/fQYhhBBCiJCIDNH7dtZa71NKVQJmK6U2up7UWmullPbXm2mtPwA+AEhKSvLbfYUQQgghQiEkNXBa633W9iAwCdOH7YDVNIq1PWhl3wfUcLm8upXmK10IIYQQolgLegCnlCqhlCrl2Af6AGuBKYBjJOlw4GdrfwpwozUatQOQYjW1zgT6KKXKWoMX+lhpQgghhBDFWiiaUCsDk5RSjvf/Wmv9q1JqCfC9UuoWYBdwlZV/OjAA2AqkAiMAtNZHlVJjgSVWvjFa66N5vfmyZcsOK6V2+fMDhYkKwOFQFyLE5BnIMwB5BiDPAOQZOMhzKPrPoJa3RKW1dAk7HyillrpM2XJekmcgzwDkGYA8A5Bn4CDPIXyfQVGaRkQIIYQQQuSDBHBCCCGEEGFGArjzxwehLkARIM9AngHIMwB5BiDPwEGeQ5g+A+kDJ4QQQggRZqQGTgghhBAizEgAF6aUUjWUUnOUUuuVUuuUUg9Y6eWUUrOVUlusbVkrXSml3lJKbVVKrVZKtXG5V02l1Cyl1AbrfrVD86kKxs/P4BXrHhusPCpUn6sgzuEZNFJKLVBKpSulHs11r35KqU3W8xkZis9zLvz1DHzdJxz48+fAOm9TSq1QSk0N9mc5V37+XUhQSv2olNpofSdcFIrPdC78/Bwesu6xVin1jVIqNhSfqaDO4RlcZ/1NWKOU+kcp1dLlXkX3e1FrLa8wfAFVgTbWfilgM9AEeAUYaaWPBF629gcAMwAFdAAWudxrLtDb2i8JxIf68wXzGQAdgb8Bm/VaAHQL9ecL0DOoBFwIvAA86nIfG7ANqAtEA6uAJqH+fEF+Bl7vE+rPF8xn4HK/h4Gvgamh/myheAbA58Ct1n40kBDqzxfs54BZW3wHEGcdfw/cFOrPF6Bn0BEoa+33x/m3oUh/L0oNXJjSWu/XWi+39k8CGzC/cIMxXz5Y28us/cHAF9pYCCQopaoqpZoAkVrr2da9TmmtU4P5Wc6Vv54BoIFYzC9oDBAFHAjaBymEgj4DrfVBrfUSIDPXrdoBW7XW27XWGcC31j2KPH89g7Pcp8jz488BSqnqwEDgoyAU3W/89QyUUmWAi4GPrXwZWuvjQfkQfuDPnwXMZPtxSqlIIB74N8DF94tzeAb/aK2PWekLMUtzQhH/XpQArhhQpsmzNbAIqKzNUmMAyZiVL8D88O5xuWyvldYQOK6Ummg1mfyfUsoWlIL7UWGegdZ6ATAH2G+9ZqE87Q0AAAMKSURBVGqtNwSh2H6Vz2fgi6+fj7BSyGfg6z5hxQ/P4A3gP4A9EOULhkI+gzrAIeBT6zvxI2WWfQw7hXkO2qxZ/iqwG/O9mKK1nhWwwgbIOTyDWzAtNVDEvxclgAtzSqmSwE/Ag1rrE67ntKkDzmuYcSTQBXgUU41eF7jJ/yUNnMI+A6VUfaAx5n9diUAPpVSXABU3IPzwcxD2/PUMznafos4PvwuDgINa62WBK2Vg+ek7sQ0wXmvdGjiNaW4LK374WSiLqW2qA1QDSiilrg9QcQOioM9AKdUdE8A9HrRCFoIEcGFMKRWF+eH8Sms90Uo+YDULYm0PWun7gBoul1e30vYCK60q4ixgMubLKyz46RkMARZazcenMP/7CqdOywV5Br74ejZhwU/PwNd9woKfnkEn4FKl1E5Mc1EPpdSXASqy3/npGewF9mqtHbWvPxJG34ngt+fQC9ihtT6ktc4EJmL6ioWFgj4DpVQLTLeBwVrrI1Zykf5elAAuTCmlFKaPxgat9Wsup6YAw6394cDPLuk3KqMDpjp8P7AE0xesopWvB7A+4B/AD/z4DHYDXZVSkdYvfVdMn4ki7xyegS9LgAZKqTpKqWjgGuseRZ6/nsFZ7lPk+esZaK2f0FpX11rXxvwM/KG1DotaFz8+g2Rgj1LqAiupJ2HynQh+/U7YDXRQSsVb9+xJMf1eVErVxASoN2itN7vkL9rfi7oIjKSQV8FfQGdM9e9qYKX1GgCUB34HtgC/AeWs/Ap4FzOiZg2Q5HKv3tZ91gCfAdGh/nzBfAaYkUb/w3w5rQdeC/VnC+AzqIKpYTgBHLf2S1vnBmBGa20Dngr1Zwv2M/B1n1B/vmD/HLjcsxvhNQrVn78LrYCl1r0mY41QDIeXn5/DaGAjsBaYAMSE+vMF6Bl8BBxzybvU5V5F9ntRVmIQQgghhAgz0oQqhBBCCBFmJIATQgghhAgzEsAJIYQQQoQZCeCEEEIIIcKMBHBCCCGEEGFGAjghhBBCiDAjAZwQQgghRJiRAE4IIYQQIsz8P9U0YbUCADm8AAAAAElFTkSuQmCC\n", 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strategybenchmark
beginning_balance$10,000.00$10,000.00
ending_balance$37,248.35$34,764.83
total_net_profit$26,204.63$24,764.83
gross_profit$27,809.82$24,764.83
gross_loss-$561.46$0.00
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" + ], + "text/plain": [ + " strategy benchmark\n", + "beginning_balance $10,000.00 $10,000.00\n", + "ending_balance $37,248.35 $34,764.83\n", + "total_net_profit $26,204.63 $24,764.83\n", + "gross_profit $27,809.82 $24,764.83\n", + "gross_loss -$561.46 $0.00" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pf.summary5(stats, benchmark.stats)\n", + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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strategybenchmark
annual_return_rate8.828.33
max_closed_out_drawdown-24.04-54.85
drawdown_annualized_return-2.73-6.58
drawdown_recovery-1.26-1.42
best_month16.7823.30
worst_month-15.40-30.92
sharpe_ratio1.000.51
sortino_ratio1.310.60
monthly_std2.364.56
trades_per_year22.160.06
\n", + "
" + ], + "text/plain": [ + " strategy benchmark\n", + "annual_return_rate 8.82 8.33\n", + "max_closed_out_drawdown -24.04 -54.85\n", + "drawdown_annualized_return -2.73 -6.58\n", + "drawdown_recovery -1.26 -1.42\n", + "best_month 16.78 23.30\n", + "worst_month -15.40 -30.92\n", + "sharpe_ratio 1.00 0.51\n", + "sortino_ratio 1.31 0.60\n", + "monthly_std 2.36 4.56\n", + "trades_per_year 22.16 0.06" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "metrics = ('annual_return_rate',\n", + " 'max_closed_out_drawdown',\n", + " 'drawdown_annualized_return',\n", + " 'drawdown_recovery',\n", + " 'best_month',\n", + " 'worst_month',\n", + " 'sharpe_ratio',\n", + " 'sortino_ratio',\n", + " 'monthly_std',\n", + " 'trades_per_year')\n", + "\n", + "df = pf.plot_bar_graph(stats, benchmark.stats, *metrics)\n", + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "date\n", + "2020-06-08 37828.66\n", + "2020-06-09 37879.29\n", + "2020-06-10 38037.12\n", + "2020-06-11 37169.05\n", + "2020-06-12 37248.35\n", + "Name: close, dtype: float64" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "returns = dbal['close']\n", + "returns.tail()" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "date\n", + "2020-06-08 36929.69\n", + "2020-06-09 36654.95\n", + "2020-06-10 36450.89\n", + "2020-06-11 34354.43\n", + "2020-06-12 34764.83\n", + "Name: close, dtype: float64" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "benchmark_returns = benchmark.dbal['close']\n", + "benchmark_returns.tail()" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "pf.prettier_graphs(returns, benchmark_returns, label1='Strategy', label2='Benchmark', points_to_plot=5000)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.8.2" + }, + "latex_envs": { + "LaTeX_envs_menu_present": true, + "autoclose": false, + "autocomplete": true, + "bibliofile": "biblio.bib", + "cite_by": "apalike", + "current_citInitial": 1, + "eqLabelWithNumbers": true, + "eqNumInitial": 1, + "hotkeys": { + "equation": "Ctrl-E", + "itemize": "Ctrl-I" + }, + "labels_anchors": false, + "latex_user_defs": false, + "report_style_numbering": false, + "user_envs_cfg": false + } + }, + "nbformat": 4, + "nbformat_minor": 1 +} diff --git a/examples/update-cache-symbols/update-cache-symbols.ipynb b/examples/update-cache-symbols/update-cache-symbols.ipynb index 0d48b71..b8e8905 100644 --- a/examples/update-cache-symbols/update-cache-symbols.ipynb +++ b/examples/update-cache-symbols/update-cache-symbols.ipynb @@ -21,12 +21,6 @@ }, "outputs": [], "source": [ - "# use future imports for python 3.x forward compatibility\n", - "from __future__ import print_function\n", - "from __future__ import unicode_literals\n", - "from __future__ import division\n", - "from __future__ import absolute_import\n", - "\n", "# other imports\n", "import pandas as pd\n", "\n", @@ -117,11 +111,11 @@ "output_type": "stream", "text": [ "updating symbols:\n", - "BUD INTC CLX GDX VZ HRL CL K ^GSPC ORCL GIS \n", - "HSY MSFT BTI DOV MO BRK-B JNJ PM SPY HD \n", - "DIS KO ADP MRK KMI BMY T SO MCD CMCSA \n", - "KMB LMT NUE PG V RDS-B XOM UL GLD LLY \n", - "\n" + "BUD INTC TLT CLX GDX VZ HRL CL K ^GSPC ORCL \n", + "GIS HSY MSFT BTI DOV MO BRK-B JNJ PM SPY \n", + "HD DIS KO ADP MRK KMI BMY T SO MCD \n", + "CMCSA KMB LMT NUE PG V RDS-B XOM UL GLD \n", + "LLY \n" ] } ], diff --git a/pinkfish/__init__.py b/pinkfish/__init__.py index 3a679df..59bcdc1 100644 --- a/pinkfish/__init__.py +++ b/pinkfish/__init__.py @@ -22,6 +22,10 @@ summary5 ) +from .portfolio import ( + Portfolio +) + from .evolved import ( monthly_returns_map, holding_period_map, @@ -48,7 +52,8 @@ from .utility import ( print_full, - read_config + read_config, + is_last_row ) DEBUG = False diff --git a/pinkfish/benchmark.py b/pinkfish/benchmark.py index 45fdf09..6042e9c 100644 --- a/pinkfish/benchmark.py +++ b/pinkfish/benchmark.py @@ -4,15 +4,10 @@ Benchmark for comparision to strategies """ -# Use future imports for python 3.0 forward compatibility -from __future__ import print_function -from __future__ import unicode_literals -from __future__ import division -from __future__ import absolute_import - # Other imports import pinkfish as pf + class Benchmark(object): def __init__(self, symbol, capital, start, end, use_adj=False): @@ -23,15 +18,13 @@ def __init__(self, symbol, capital, start, end, use_adj=False): self._use_adj = use_adj def _algo(self): - self._tlog.cash = self._capital + pf.TradeLog.initialize(self._capital) for i, row in enumerate(self._ts.itertuples()): date = row.Index.to_pydatetime() - high = row.high - low = row.low - close = row.close - end_flag = True if (i == len(self._ts) - 1) else False + high = row.high; low = row.low; close = row.close + end_flag = pf.is_last_row(self._ts, i) # buy if self._tlog.num_open_trades() == 0: @@ -50,8 +43,7 @@ def _algo(self): date, -shares, self._symbol, close)) # record daily balance - self._dbal.append(date, high, low, close, - self._tlog.shares, self._tlog.cash) + self._dbal.append(date, high, low, close, self._tlog.shares) def run(self): self._ts = pf.fetch_timeseries(self._symbol) diff --git a/pinkfish/calendar.py b/pinkfish/calendar.py index ede0800..0a184c4 100644 --- a/pinkfish/calendar.py +++ b/pinkfish/calendar.py @@ -16,18 +16,8 @@ """ -# Use future imports for python 3.0 forward compatibility -from __future__ import print_function -from __future__ import unicode_literals -from __future__ import division -from __future__ import absolute_import - # other imports import pandas as pd -try: - from itertools import izip -except ImportError: # will be 3.x series - izip = zip import pinkfish as pf @@ -66,7 +56,7 @@ def calendar(ts): # First and last day of the week, month, and year ts['first_dotw'], ts['first_dotm'], ts['first_doty'] = \ - izip(*ts.apply(_first_day, axis=1)) + zip(*ts.apply(_first_day, axis=1)) ts['last_dotw'] = ts['first_dotw'].shift(-1) ts['last_dotw'].fillna(False, inplace=True) diff --git a/pinkfish/evolved.py b/pinkfish/evolved.py index d67c67f..7b105cd 100644 --- a/pinkfish/evolved.py +++ b/pinkfish/evolved.py @@ -34,12 +34,6 @@ """ -# Use future imports for python 3.0 forward compatibility -from __future__ import print_function -from __future__ import unicode_literals -from __future__ import division -from __future__ import absolute_import - # Other imports import pandas as pd import matplotlib.pyplot as plt diff --git a/pinkfish/fetch.py b/pinkfish/fetch.py index d0dc4f1..190d08f 100644 --- a/pinkfish/fetch.py +++ b/pinkfish/fetch.py @@ -4,12 +4,6 @@ Retrive time series data """ -# Use future imports for python 3.0 forward compatibility -from __future__ import print_function -from __future__ import unicode_literals -from __future__ import division -from __future__ import absolute_import - # Other imports import sys import pandas as pd diff --git a/pinkfish/indicator.py b/pinkfish/indicator.py index 0f4dabe..795a069 100644 --- a/pinkfish/indicator.py +++ b/pinkfish/indicator.py @@ -4,12 +4,6 @@ Custom indicators """ -# Use future imports for python 3.0 forward compatibility -from __future__ import print_function -from __future__ import unicode_literals -from __future__ import division -from __future__ import absolute_import - # Other imports import numpy as np import pandas as pd diff --git a/pinkfish/plot.py b/pinkfish/plot.py index 84c43ad..f806649 100644 --- a/pinkfish/plot.py +++ b/pinkfish/plot.py @@ -4,12 +4,6 @@ Functions for plotting """ -# Use future imports for python 3.0 forward compatibility -from __future__ import print_function -from __future__ import unicode_literals -from __future__ import division -from __future__ import absolute_import - # Other imports import matplotlib.pyplot as plt import pinkfish as pf @@ -20,7 +14,7 @@ def plot_equity_curve(strategy, benchmark=None): """ - Plot Equity Curves: Strategy vs (optionally) Benchmark + Plot Equity Curves: Strategy vs (optionally) Benchmark Both arguements are daily balance. """ fig = plt.figure() diff --git a/pinkfish/portfolio.py b/pinkfish/portfolio.py new file mode 100644 index 0000000..05aa08a --- /dev/null +++ b/pinkfish/portfolio.py @@ -0,0 +1,147 @@ +""" +portfolio +--------- +Portfolio backtesting +""" + +# Other imports +import pandas as pd +import pinkfish as pf + + +class Portfolio(object): + + def __init__(self): + self._l = [] # list of daily balance tuples + self._symbols = [] + + def _add_symbol_columns(self, ts, symbol, symbol_ts, fields): + """ add column with field suffix for symbol, i.e. SPY_close """ + for field in fields: + column = symbol + '_' + field + ts[column] = symbol_ts[field] + return ts + + def fetch_timeseries(self, symbols, start, end, + fields=['high', 'low', 'close'], use_cache=True): + """ read time series data for symbols """ + for i, symbol in enumerate(symbols): + + if i == 0: + ts = pf.fetch_timeseries(symbol, use_cache=use_cache) + ts = pf.select_tradeperiod(ts, start, end, use_adj=True) + self._add_symbol_columns(ts, symbol, ts, fields) + ts.drop(columns=['high', 'low', 'open', 'close', 'volume', 'adj_close'], + inplace=True) + else: + # add another symbol + _ts = pf.fetch_timeseries(symbol, use_cache=use_cache) + _ts = pf.select_tradeperiod(_ts, start, end, use_adj=True) + self._add_symbol_columns(ts, symbol, _ts, fields) + + self._symbols = symbols + return ts + + def add_technical_indicator(self, ts, ta_func, ta_param, output_column_suffix, + input_column_suffix='close'): + """ add a technical indicator for each symbol """ + for symbol in self._symbols: + input_column = symbol + '_' + input_column_suffix + output_column = symbol + '_' + output_column_suffix + ts[output_column] = ta_func(ts, ta_param, input_column) + return ts + + def init_trade_logs(self, ts, capital): + """ add a trade log for each symbol """ + pf.TradeLog.initialize(capital) + tlogs = pd.Series(dtype=object) + for symbol in self._symbols: + tlogs[symbol] = pf.TradeLog() + return tlogs + + def _total_equity(self, row): + """ return the total equity in portfolio """ + total_equity = pf.TradeLog._cash + for symbol, shares in pf.TradeLog._share_dict.items(): + close = getattr(row, symbol + '_close') + total_equity += close * shares + return total_equity + + def adjust_shares(self, date, price, shares, symbol, tlog): + """ + Adjust a position to a target number of shares. + If the position doesn't already exist, this is equivalent + to entering a new trade. If the position does exist, this is + equivalent to entering or exiting a trade for the difference between + the target number of shares and the current number of shares. + """ + diff_shares = shares - pf.TradeLog._share_dict.get(symbol, 0) + if diff_shares >= 0: + shares = tlog.enter_trade(date, price, diff_shares, symbol) + else: + shares = tlog.exit_trade(date, price, -diff_shares, symbol) + return shares + + def adjust_value(self, date, price, value, symbol, tlog, row): + """ + Adjust a position to a target value. + If the position doesn't already exist, this is equivalent + to entering a new trade. If the position does exist, this is + equivalent to entering or exiting a trade for the difference between + the target value and the current value. + """ + total_equity = self._total_equity(row) + shares = int(min(total_equity, value) / price) + shares = self.adjust_shares(date, price, shares, symbol, tlog) + return shares + + def adjust_percent(self, date, price, weight, symbol, tlog, row): + """ + Adjust a position to a target percent of the current portfolio value. + If the position doesn't already exist, this is equivalent + to entering a new trade. If the position does exist, this is + equivalent to entering or exiting a trade for the difference between + the target percent and the current percent. + """ + weight = weight if weight <= 1 else weight/100 + total_equity = self._total_equity(row) + value = total_equity * weight + shares = self.adjust_value(date, price, value, symbol, tlog, row) + return shares + + def print_holdings(self, date, row): + """ print snapshot of portfolio holding and values """ + # 2010-02-01 SPY: 54 TLT: 59 GLD: 9 cash: 84.20 total: 9,872.30 + print(date.strftime('%Y-%m-%d'), end=' ') + for symbol, shares in pf.TradeLog._share_dict.items(): + print('{}:{:3}'.format(symbol, shares), end=' ') + print('cash: {:8,.2f}'.format(pf.TradeLog._cash), end=' ') + print('total: {:9,.2f}'.format(self._total_equity(row))) + + def record_daily_balance(self, date, row): + """ append to daily balance list """ + # calculate daily balance values: date, high, low, close, shares, cash + total_equity = self._total_equity(row) + shares = 0 + for _, value in pf.TradeLog._share_dict.items(): + shares += value + t = (date, total_equity, total_equity, total_equity, shares, pf.TradeLog._cash) + self._l.append(t) + + def get_logs(self, tlogs): + """ return raw tradelog, tradelog, and daily balance log """ + rlogs = pd.Series(dtype=object) + for symbol in self._symbols: + rlogs[symbol] = tlogs[symbol].get_log_raw() + tlogs[symbol] = tlogs[symbol].get_log(merge_trades=False) + rlog = pd.concat([r for r in rlogs]).sort_values(['date', 'entry_exit'], + ignore_index=True) + tlog = pd.concat([t for t in tlogs]).sort_values(['entry_date', 'exit_date'], + ignore_index=True) + + dbal = pf.DailyBal() + dbal._l = self._l + dbal = dbal.get_log(tlog) + + return rlog, tlog, dbal + diff --git a/pinkfish/statistics.py b/pinkfish/statistics.py index d9be513..8c77a06 100644 --- a/pinkfish/statistics.py +++ b/pinkfish/statistics.py @@ -4,12 +4,6 @@ Calculate trading statistics """ -# Use future imports for python 3.0 forward compatibility -from __future__ import print_function -from __future__ import unicode_literals -from __future__ import division -from __future__ import absolute_import - # Other imports import pandas as pd import numpy as np @@ -523,6 +517,16 @@ def summary(stats, *metrics): Returns stats summary in a DataFrame. stats() must be called before calling this function """ + if not metrics: + metrics = ('annual_return_rate', + 'max_closed_out_drawdown', + 'drawdown_annualized_return', + 'drawdown_recovery', + 'best_month', + 'worst_month', + 'sharpe_ratio', + 'sortino_ratio', + 'monthly_std') index = [] columns = ['strategy'] data = [] diff --git a/pinkfish/tests/test_fetch.py b/pinkfish/tests/test_fetch.py index f612c47..99dfb28 100644 --- a/pinkfish/tests/test_fetch.py +++ b/pinkfish/tests/test_fetch.py @@ -101,7 +101,7 @@ def test_adj_prices(self): columns = list(prices.keys()) ) ts = pf.fetch._adj_prices(ts) - + open_ts = round(ts["open"].values[0], 4) open_ex = round(prices["open"] * prices["adj_close"] / prices["close"], 4) self.assertEqual(open_ts, open_ex) @@ -109,7 +109,7 @@ def test_adj_prices(self): high_ts = round(ts["high"].values[0], 4) high_ex = round(prices["high"] * prices["adj_close"] / prices["close"], 4) self.assertEqual(high_ts, high_ex) - + low_ts = round(ts["low"].values[0], 4) low_ex = round(prices["low"] * prices["adj_close"] / prices["close"], 4) self.assertEqual(low_ts, low_ex) diff --git a/pinkfish/tests/test_statistics.py b/pinkfish/tests/test_statistics.py index 4edbfb7..2532782 100644 --- a/pinkfish/tests/test_statistics.py +++ b/pinkfish/tests/test_statistics.py @@ -12,17 +12,17 @@ def setUp(self): "adj_close": [1.15, 2.15, 3.15], "cumul_total": [5, 10, 15]} self.df_test = pd.DataFrame(d) - + def test_ending_balance(self): result = pf.statistics.ending_balance(self.df_test) self.assertEqual(result, 3.1) - + def test_total_net_profit(self): result = pf.statistics.total_net_profit(self.df_test) self.assertEqual(result, 15) -''' +''' if __name__ == "__main__": unittest.main() ''' \ No newline at end of file diff --git a/pinkfish/tests/test_utility.py b/pinkfish/tests/test_utility.py index aefe342..b542123 100644 --- a/pinkfish/tests/test_utility.py +++ b/pinkfish/tests/test_utility.py @@ -1,6 +1,3 @@ - -from __future__ import print_function - import os from configparser import ConfigParser import unittest diff --git a/pinkfish/trade.py b/pinkfish/trade.py index 31c5e7c..a98a8ea 100644 --- a/pinkfish/trade.py +++ b/pinkfish/trade.py @@ -4,29 +4,59 @@ Assist with trading """ -# Use future imports for python 3.0 forward compatibility -from __future__ import print_function -from __future__ import unicode_literals -from __future__ import division -from __future__ import absolute_import - # Other imports import pandas as pd + class TradeLog(object): + _cash = 0 # current cash + _cumul_total = 0 # cumul total profits (loss) + _share_dict = {} + def __init__(self): self._l = [] # list of trade entry/exit tuples self._raw = [] # list raw trade tuples self._open_trades = [] # list of open trades - self._cash = 10000 # current cash self._shares = 0 # current shares - self._cumul_total = 0 # cumul total profits (loss) + + @classmethod + def initialize(cls, cash): + cls._cash = cash + cls._cumul_total = 0 + cls._share_dict.clear() + + @classmethod + def add_cash(cls, cash): + cls._cash += cash + + @property + def shares(self): + """ return number of shares """ + return self._shares + + def value(self, price): + """ return total value of shares """ + return self._shares * price + + def percent(self, price): + """ return percent of portfolio value currently allocated """ + total_equity = TradeLog._cash + self._shares * price + return ((self._shares * price) / total_equity) * 100 + + def num_open_trades(self): + """ return number of open orders, i.e. not closed out """ + return len(self._open_trades) + + def _qty_open_trade(self, index): + """ qty of an open trade by index """ + if index >= self.num_open_trades(): return 0 + return self._open_trades[index]['qty'] def calc_shares(self, price, cash=None): """ calculate shares and remaining cash before enter_trade() """ - if cash is None or cash > self._cash: - cash = self._cash + if cash is None or cash > TradeLog._cash: + cash = TradeLog._cash shares = int(cash / price) return shares @@ -50,41 +80,10 @@ def enter_trade(self, entry_date, entry_price, shares=None, symbol=''): # update shares and cash self._shares += shares - self._cash -= entry_price * shares + TradeLog._share_dict[symbol] = self._shares + TradeLog._cash -= entry_price * shares return shares - def num_open_trades(self): - """ return number of open orders, i.e. not closed out """ - return len(self._open_trades) - - def _qty_open_trade(self, index): - """ qty of an open trade by index """ - if index >= self.num_open_trades(): return 0 - return self._open_trades[index]['qty'] - - @property - def cash(self): - """ return amount of cash """ - return self._cash - - @cash.setter - def cash(self, value): - self._cash = value - - @property - def shares(self): - """ return number of shares """ - return self._shares - - def value(self, price): - """ return total value of shares """ - return self._shares * price - - def percent(self, price): - """ return percent of portfolio value currently allocated """ - total_equity = self._cash + self._shares * price - return ((self._shares * price) / total_equity) * 100 - def exit_trade(self, exit_date, exit_price, shares=None, symbol=''): """ record exit in trade log; return -shares exited @@ -120,16 +119,17 @@ def exit_trade(self, exit_date, exit_price, shares=None, symbol=''): # calculate exit_shares exit_shares = qty if shares >= qty else shares pl_cash = pl_points * exit_shares - self._cumul_total += pl_cash + TradeLog._cumul_total += pl_cash # record in trade log t = (entry_date, entry_price, exit_date, exit_price, - pl_points, pl_cash, exit_shares, self._cumul_total, symbol) + pl_points, pl_cash, exit_shares, TradeLog._cumul_total, symbol) self._l.append(t) # update shares and cash self._shares -= exit_shares - self._cash += exit_price * exit_shares + TradeLog._share_dict[symbol] = self._shares + TradeLog._cash += exit_price * exit_shares #print('i = {}, shares = {}, exit_shares = {}, qty = {}, symbol = {}' # .format(i, shares, exit_shares, qty, symbol)) @@ -147,7 +147,7 @@ def exit_trade(self, exit_date, exit_price, shares=None, symbol=''): return -shares_orig - def adjust_shares(self, date, price, shares): + def adjust_shares(self, date, price, shares, symbol): """ Adjust a position to a target number of shares. If the position doesn't already exist, this is equivalent @@ -155,14 +155,14 @@ def adjust_shares(self, date, price, shares): equivalent to entering or exiting a trade for the difference between the target number of shares and the current number of shares. """ - diff = shares - self._shares - if diff >= 0: - shares = self.enter_trade(date, price, shares=diff) + diff_shares = shares - self._shares + if diff_shares >= 0: + shares = self.enter_trade(date, price, diff_shares, symbol) else: - shares = self.exit_trade(date, price, shares=-diff) + shares = self.exit_trade(date, price, -diff_shares, symbol) return shares - def adjust_value(self, date, price, value): + def adjust_value(self, date, price, value, symbol): """ Adjust a position to a target value. If the position doesn't already exist, this is equivalent @@ -170,12 +170,12 @@ def adjust_value(self, date, price, value): equivalent to entering or exiting a trade for the difference between the target value and the current value. """ - total_equity = self._cash + self._shares * price + total_equity = TradeLog._cash + self._shares * price shares = int(min(total_equity, value) / price) - shares = self.adjust_shares(date, price, shares) + shares = self.adjust_shares(date, price, shares, symbol) return shares - def adjust_percent(self, date, price, percent): + def adjust_percent(self, date, price, weight, symbol): """ Adjust a position to a target percent of the current portfolio value. If the position doesn't already exist, this is equivalent @@ -183,10 +183,10 @@ def adjust_percent(self, date, price, percent): equivalent to entering or exiting a trade for the difference between the target percent and the current percent. """ - percent = percent if percent <= 1 else percent/100 - total_equity = self._cash + self._shares * price - value = total_equity * percent - shares = self.adjust_value(date, price, value) + weight = weight if weight <= 1 else weight/100 + total_equity = TradeLog._cash + self._shares * price + value = total_equity * weight + shares = self.adjust_value(date, price, value, symbol) return shares def _merge_trades(self, tlog): @@ -251,8 +251,9 @@ class DailyBal(object): def __init__(self): self._l = [] # list of daily balance tuples - def append(self, date, high, low, close, shares, cash): + def append(self, date, high, low, close, shares): # calculate daily balance values: date, high, low, close, shares, cash + cash = TradeLog._cash t = (date, high*shares + cash, low*shares + cash, close*shares + cash, shares, cash) self._l.append(t) diff --git a/pinkfish/utility.py b/pinkfish/utility.py index f68a43a..cdb14d7 100644 --- a/pinkfish/utility.py +++ b/pinkfish/utility.py @@ -4,17 +4,12 @@ Utilities """ -# Use future imports for python 3.0 forward compatibility -from __future__ import print_function -from __future__ import unicode_literals -from __future__ import division -from __future__ import absolute_import - # Other imports import pandas as pd from configparser import ConfigParser import os + def print_full(x): pd.set_option('display.max_rows', len(x)) print(x) @@ -27,3 +22,6 @@ def read_config(): parser.read(os.path.expanduser('~/.pinkfish')) conf['base_dir'] = parser.get('global', 'base_dir') return conf + +def is_last_row(timeseries, index): + return True if (index == len(timeseries) - 1) else False diff --git a/setup.py b/setup.py index ba20d26..c90e8e8 100644 --- a/setup.py +++ b/setup.py @@ -2,7 +2,7 @@ setup( name='pinkfish', - version='0.5.1', + version='0.7.0', description='A backtester and spreadsheet library for security analysis.', author='Farrell Aultman', author_email='fja0568@gmail.com',