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    "_Backtesting.py_ Quick Start User Guide\n",
    "=======================\n",
    "\n",
    "This tutorial shows some of the features of _backtesting.py_, yet another Python package for [backtesting](https://www.investopedia.com/terms/b/backtesting.asp) trading strategies.\n",
    "\n",
    "Firstly, what _backtesting.py_ is not: It is not a data source — you bring your own data. It does _not_ support strategies that rely on multiple orders, hedging, position sizing, or multi-asset portfolio rebalancing. Instead, _backtesting.py_ works with a single asset at a time, a single position at a time (long or short), and the position size is (as yet) non-adjustable, corresponding to 100% of available funds. _Backtesting.py_ is not aware of order types and does not properly simulate, nor can be connected to, a broker. \n",
    "\n",
    "As a trade-off, _backtesting.py_ is a _blazing fast_, small and lightweight backtesting library that uses state-of-the-art Python data structures and procedures. The entire API easily fits into memory banks of a single human individual. It's best suited for optimizing position entrance and exit strategies, decisions upon values of technical indicators, and it's also a versatile interactive trading strategy visualization tool.\n",
    "\n",
    "### Data\n",
    "\n",
    "_You bring your own data._ Backtesting ingests data as a [pandas.DataFrame](https://pandas.pydata.org/pandas-docs/stable/10min.html) with columns `'Open'`, `'High'`, `'Low'`, `'Close'`, and (optionally) `'Volume'`. Such data is easily obtainable (see e.g. \n",
    "[pandas-datareader](https://pandas-datareader.readthedocs.io/en/latest/),\n",
    "[Quandl](https://www.quandl.com/tools/python),\n",
    "[findatapy](https://github.com/cuemacro/findatapy), ...).\n",
    "Your data frames can have other columns, but these are necessary.\n",
    "DataFrame should ideally be indexed with a _datetime index_ (convert it with [`pd.to_datetime()`](https://pandas.pydata.org/pandas-docs/stable/generated/pandas.to_datetime.html)), otherwise a simple range index will do."
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       "      <th>Open</th>\n",
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       "    <tr>\n",
       "      <th>2013-02-25</th>\n",
       "      <td>802.30</td>\n",
       "      <td>808.41</td>\n",
       "      <td>790.49</td>\n",
       "      <td>790.77</td>\n",
       "      <td>2303900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-02-26</th>\n",
       "      <td>795.00</td>\n",
       "      <td>795.95</td>\n",
       "      <td>784.40</td>\n",
       "      <td>790.13</td>\n",
       "      <td>2202500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-02-27</th>\n",
       "      <td>794.80</td>\n",
       "      <td>804.75</td>\n",
       "      <td>791.11</td>\n",
       "      <td>799.78</td>\n",
       "      <td>2026100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-02-28</th>\n",
       "      <td>801.10</td>\n",
       "      <td>806.99</td>\n",
       "      <td>801.03</td>\n",
       "      <td>801.20</td>\n",
       "      <td>2265800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-03-01</th>\n",
       "      <td>797.80</td>\n",
       "      <td>807.14</td>\n",
       "      <td>796.15</td>\n",
       "      <td>806.19</td>\n",
       "      <td>2175400</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             Open   High    Low  Close   Volume\n",
       "2013-02-25 802.30 808.41 790.49 790.77  2303900\n",
       "2013-02-26 795.00 795.95 784.40 790.13  2202500\n",
       "2013-02-27 794.80 804.75 791.11 799.78  2026100\n",
       "2013-02-28 801.10 806.99 801.03 801.20  2265800\n",
       "2013-03-01 797.80 807.14 796.15 806.19  2175400"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Example OHLC data for Google Inc.\n",
    "from backtesting.test import GOOG\n",
    "\n",
    "GOOG.tail()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Strategy\n",
    "\n",
    "Let's create our first strategy to backtest on these Google data. Let it be a simple [moving average (MA) cross-over strategy](https://en.wikipedia.org/wiki/Moving_average_crossover).\n",
    "\n",
    "_Backtesting.py_ doesn't contain its own set of technical indicators. In practice, the user should probably use functions from their favorite indicator library, such as\n",
    "[TA-Lib](https://github.com/mrjbq7/ta-lib),\n",
    "[Tulipy](https://tulipindicators.org),\n",
    "PyAlgoTrade, ...\n",
    "But for this example, we define a simple helper moving average function. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "\n",
    "\n",
    "def SMA(values, n):\n",
    "    \"\"\"\n",
    "    Return simple moving average of `values`, at\n",
    "    each step taking into account `n` previous values.\n",
    "    \"\"\"\n",
    "    return pd.Series(values).rolling(n).mean()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note, this is the exact same helper function as the one used in the project unit tests, so we could just import that instead."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from backtesting.test import SMA"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A custom strategy needs to extend `backtesting.Strategy` class and override its two methods:\n",
    "[`init()`](https://kernc.github.io/backtesting.py/doc/backtesting/backtesting.html#backtesting.backtesting.Strategy.init) and\n",
    "[`next()`](https://kernc.github.io/backtesting.py/doc/backtesting/backtesting.html#backtesting.backtesting.Strategy.next).\n",
    "\n",
    "Method `init()` is invoked at the beginning, before the strategy is run. Within it, one ideally precomputes in efficient, vectorized fashion whatever indicators and signals the strategy depends on.\n",
    "\n",
    "Method `next()` is iteratively called by the backtest instance, once for each data point (data frame row), simulating the incremental availability of each new full candlestick bar. Note, _backtesting.py_ cannot make decisions / trades _within_ candlesticks — any trade is executed on the next candle's _open_ (or the current candle's _close_, see\n",
    "[`Backtest(trade_on_close)`](https://kernc.github.io/backtesting.py/doc/backtesting/backtesting.html#backtesting.backtesting.Backtest.__init__).\n",
    "If you need to trade within candlesticks (e.g. daytrading), instead begin with _more fine-grained_ (e.g. hourly) data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from backtesting import Strategy\n",
    "from backtesting.lib import crossover\n",
    "\n",
    "\n",
    "class SmaCross(Strategy):\n",
    "    \n",
    "    # Define the two MA lags as *class variables*\n",
    "    # for later optimization\n",
    "    n1 = 10\n",
    "    n2 = 20\n",
    "    \n",
    "    def init(self):\n",
    "        # Precompute two moving averages\n",
    "        self.sma1 = self.I(SMA, self.data.Close, self.n1)\n",
    "        self.sma2 = self.I(SMA, self.data.Close, self.n2)\n",
    "    \n",
    "    def next(self):\n",
    "        # If sma1 crosses above sma2, buy the asset\n",
    "        if crossover(self.sma1, self.sma2):\n",
    "            self.buy()\n",
    "\n",
    "        # Else, if sma1 crosses below sma2, sell it\n",
    "        elif crossover(self.sma2, self.sma1):\n",
    "            self.sell()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In `init()` as well as in `next()`, the data the strategy is simulated on is available as an instance variable\n",
    "[`self.data`](https://kernc.github.io/backtesting.py/doc/backtesting/backtesting.html#backtesting.backtesting.Strategy.data).\n",
    "\n",
    "In `init()`, we compute indicators **indirectly by wrapping them in \n",
    "[`self.I()`](https://kernc.github.io/backtesting.py/doc/backtesting/backtesting.html#backtesting.backtesting.Strategy.I)**.\n",
    "The wrapper is passed a function (here, our `SMA` function) along with any arguments to call it with (here, our _close_ values and the MA lag). Indicators wrapped in this way will be plotted, and their names, intelligently inferred, will appear in the plot legend.\n",
    "\n",
    "In `next()`, we simply check if the faster moving average just crossed over the slower one. If it did and upwards, we go long; if it did and downwards, we close any open long position and go short. Note, there is no position size to adjust; _Backtesting.py_ assumes maximal possible position. We use\n",
    "[`backtesting.lib.crossover()`](https://kernc.github.io/backtesting.py/doc/backtesting/lib.html#backtesting.lib.crossover)\n",
    "function instead of writing more obscure and confusing conditions, such as:"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "    def next(self):\n",
    "        if (self.sma1[-2] < self.sma2[-2] and\n",
    "            self.sma1[-1] > self.sma2[-1]):\n",
    "            self.buy()\n",
    "\n",
    "        elif (self.sma1[-2] > self.sma2[-2] and\n",
    "              self.sma1[-1] < self.sma2[-1]):\n",
    "            self.sell()    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Ugh!\n",
    "\n",
    "In `init()`, the whole series of points was available, whereas **in `next()`, the length of `self.data` and any declared indicator arrays is adjusted** on each `next()` call so that `array[-1]` (e.g. `self.data.Close[-1]` or `self.sma1[-1]`) always contains the most recent value, `array[-2]` the previous value, etc. (ordinary Python indexing of ascending-sorted 1D arrays).\n",
    "\n",
    "**Note**: `self.data` and any indicators wrapped with `self.I` (e.g. `self.sma1`) are **NumPy arrays for performance reasons**. If you need `pandas.Series`, use `.to_series()` method (e.g. `self.data.Close.to_series()`) or construct the series manually (e.g. `pd.Series(self.data.Close, index=self.data.index)`).\n",
    "\n",
    "Let's see how our strategy performs on historical Google data. We begin with 10,000 units of cash and set broker's commission to realistic 0.2%."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Start                     2004-08-19 00:00:00\n",
       "End                       2013-03-01 00:00:00\n",
       "Duration                   3116 days 00:00:00\n",
       "Exposure [%]                            94.29\n",
       "Equity Final [$]                     69665.12\n",
       "Equity Peak [$]                      69722.15\n",
       "Return [%]                             596.65\n",
       "Buy & Hold Return [%]                  703.46\n",
       "Max. Drawdown [%]                      -33.61\n",
       "Avg. Drawdown [%]                       -5.68\n",
       "Max. Drawdown Duration      689 days 00:00:00\n",
       "Avg. Drawdown Duration       41 days 00:00:00\n",
       "# Trades                                   93\n",
       "Win Rate [%]                            53.76\n",
       "Best Trade [%]                          56.98\n",
       "Worst Trade [%]                        -17.03\n",
       "Avg. Trade [%]                           2.44\n",
       "Max. Trade Duration         121 days 00:00:00\n",
       "Avg. Trade Duration          32 days 00:00:00\n",
       "Expectancy [%]                           6.92\n",
       "SQN                                      1.77\n",
       "Sharpe Ratio                             0.22\n",
       "Sortino Ratio                            0.54\n",
       "Calmar Ratio                             0.07\n",
       "_strategy                            SmaCross\n",
       "dtype: object"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from backtesting import Backtest\n",
    "\n",
    "bt = Backtest(GOOG, SmaCross, cash=10000, commission=.002)\n",
    "bt.run()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The\n",
    "[`Backtest`](https://kernc.github.io/backtesting.py/doc/backtesting/backtesting.html#backtesting.backtesting.Backtest)\n",
    "instance is initialized with data and a strategy _class_ (see API reference for additional options).\n",
    "\n",
    "When\n",
    "[`Backtest.run()`](https://kernc.github.io/backtesting.py/doc/backtesting/backtesting.html#backtesting.backtesting.Backtest.run)\n",
    "method is called, it returns a pandas Series of simulation results and statistics associated with our strategy. We see that this simple strategy makes 600% return in the period of 9 years, with maximal drawdown 33%, and with longest drawdown period spanning almost two years ...\n",
    "\n",
    "[`Backtest.plot()`](https://kernc.github.io/backtesting.py/doc/backtesting/backtesting.html#backtesting.backtesting.Backtest.plot)\n",
    "method provides the same results in a more visual form."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
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= this.labels || formatter.doFormat(ticks\\n                                                .map(i => source.data.datetime[i])\\n                                                .filter(t => t !== undefined));\\nreturn this.labels[index] || \\\"\\\";\\n        \"},\"id\":\"1045\",\"type\":\"FuncTickFormatter\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#1f77b4\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"size\":{\"units\":\"screen\",\"value\":8},\"x\":{\"value\":2139},\"y\":{\"value\":6.972214817519012}},\"id\":\"1101\",\"type\":\"Scatter\"},{\"attributes\":{\"label\":{\"value\":\"Final 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       "  var render_items = [{\"docid\":\"99585bec-ed5a-41a4-86d9-b6fa535b1b5f\",\"roots\":{\"1428\":\"ead3f5b1-1396-4395-82bf-5538bab654da\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        embed_document(root);\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "      attempts++;\n",
       "      if (attempts > 100) {\n",
       "        console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
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     },
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       "id": "1428"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "bt.plot()"
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  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Optimization\n",
    "\n",
    "We hard-coded the two lag parameters (`n1` and `n2`) into our strategy above. However, the strategy may work better with 15–30 or some other cross-over. **We define the parameters as optimizable by making them [class variables](https://docs.python.org/3/tutorial/classes.html#class-and-instance-variables)**.\n",
    "\n",
    "We optimize the two parameters by calling\n",
    "[`Backtest.optimize()`](https://kernc.github.io/backtesting.py/doc/backtesting/backtesting.html#backtesting.backtesting.Backtest.optimize)\n",
    "method with each parameter a keyword argument pointing to its pool of values to test. Parameter `n1` is tested for values in range between 5 and 30 and parameter `n2` for values between 10 and 70, respectively. Some combinations of values of the two parameters are invalid, i.e. `n1` should not be _larger than_ or equal to `n2`. We limit admissible parameter combinations with an _ad hoc_ constraint function, which returns `True` (admissible) whenever `n1` is less than `n2`. Additionally, we search for such parameter combination that maximizes return over the observed period. We could instead choose to optimize any key from the returned `stats` series."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
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     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\r",
      "CPU times: user 175 ms, sys: 59.5 ms, total: 234 ms\n",
      "Wall time: 1.33 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "\n",
    "stats = bt.optimize(n1=range(5, 30, 5),\n",
    "                    n2=range(10, 70, 5),\n",
    "                    maximize='Equity Final [$]',\n",
    "                    constraint=lambda p: p.n1 < p.n2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Start                       2004-08-19 00:00:00\n",
       "End                         2013-03-01 00:00:00\n",
       "Duration                     3116 days 00:00:00\n",
       "Exposure [%]                              98.14\n",
       "Equity Final [$]                      106429.70\n",
       "Equity Peak [$]                       109515.30\n",
       "Return [%]                               964.30\n",
       "Buy & Hold Return [%]                    703.46\n",
       "Max. Drawdown [%]                        -43.98\n",
       "Avg. Drawdown [%]                         -5.70\n",
       "Max. Drawdown Duration        690 days 00:00:00\n",
       "Avg. Drawdown Duration         36 days 00:00:00\n",
       "# Trades                                    152\n",
       "Win Rate [%]                              51.32\n",
       "Best Trade [%]                            60.81\n",
       "Worst Trade [%]                          -20.80\n",
       "Avg. Trade [%]                             1.90\n",
       "Max. Trade Duration            83 days 00:00:00\n",
       "Avg. Trade Duration            21 days 00:00:00\n",
       "Expectancy [%]                             5.97\n",
       "SQN                                        1.51\n",
       "Sharpe Ratio                               0.19\n",
       "Sortino Ratio                              0.49\n",
       "Calmar Ratio                               0.04\n",
       "_strategy                 SmaCross(n1=10,n2=15)\n",
       "dtype: object"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stats"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can look into `stats._strategy` to access the Strategy instance and its optimal parameter values (10 and 15)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"223b5546-f10d-495c-b564-db3263586cc4\" data-root-id=\"2146\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = 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\",\"dtype\":\"float64\",\"shape\":[2148]},\"SMA(C,15)_0\":{\"__ndarray__\":\"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IeuhfMzVAVAxd7ZxbC2BUCK6ovP08oFQKAj0Sn4xAVA4wBHDMswBkAbZnbgoU4GQJnx8P/V5gVAMJVbMoxPBkCJg9CjVzEGQGuJqShpOwZA1CEop/SYBkCdS/rJxZgGQAmHOlBtBgdAsHB/E3agBkAVPva+uWkGQKiRmgRcaQZAQ7rgezxXBkAKN665Ff4FQIn0zqyvEwZA+TmMZu8qBkCTThLNWyYGQAo3rrkV/gVAz1f5Uh7EBUBVM+SzuFoGQCA6WD7QZAZAOrlWIZ+sBkDk4agIUHsHQMWY46D2oAdAxU61XoH4BkBErNZlIfEGQPV4Cf8pwgZAjLtbXdYHB0CGZxr1y1cHQMwRPKo7pQdAaqjPcPKaB0CxUvElYugHQLy6J1Vs0wdAmqIqGNPMB0Br2MhpujIHQMlCBNX7eAdA1K+rVLv9B0BKLxEQ0SgIQIFo6SbEkwdAVD3GVCOOB0AizrTCurUHQFgM/iljugdAx+3zOvmMB0BYsnw/qzQHQDKyf0VPaQdAYTZUiK6tB0BuYyF+3MYHQIqmg8tAGwdA6jDOS5E8B0DGiMWZltMGQBJbePgdPgdAh0+Jjkd3BECZjFVJzc0DQIOhyvSA7wNA3PIHdYx4BEDBIF1VdVUEQHR64qDMoARAVcbHTMVuBUCBcPochNkFQBAMkXDw3QVAQb9cEGI6BkBH0iV5b3wGQIUjK9BBwAZAdL+bB590BkA9+Qb/H9YFQLEt9lVQhgZAuMKWPf57BkB6Efkw3NwGQDKfS9pgnwZAVnVJAkLuBkCOMa5xZjwHQIOhU1GhDAdAFCrFRomTB0DXkDZqXfwHQEKCPviTWghAAC2Ko4CvCEC+w3UcuGMIQDpgWyS6PQdAnSaLGe1RB0C8votKRtkHQKEOIPR/DghACQ5jDslfB0DCZlGQeEwHQNTAsL/ARwdA+8bMR46mB0Ad13ReLZEHQLW/8tzB8gdAWYYsc/OqB0C/2OYfUpUHQAn5M/9+YAdAvnUDpqrwBkCrhpbpTmAGQMXudACnpQZAf99j1qV3BkBcHDCLrsQGQKs62uu0tQZAxjueD9lgBkBzPaksgXwGQKQSveJFJAZAZMNBvefcBUCMxxbkt+8GQEqRH5HDdgdAK6+j2bXHB0DVN35nQIoIQBwmbQL7mghALTuUoZDBCEDhjXwTy9oIQLUQd13dbghAJOdvGDaSCEDqnBVK0J0IQCv7X9dPcgdAR9sBbC0AB0CjZaqLJA0FQNdQxa5uhwZAMbv12/JYB0DVw6oJr7EIQLa2eJOVoAhA91eJGBarCED0Iwdj5AQJQNeG5vRCtghAyi78wwhWCkCpsIODUaMKQN4BYPBpZgtA6bokup02C0A7z0oZ7h0MQKz5jclPDgxAhwsEgSCZDEAtj9m2bGUMQMGmyHEaSQ1A0vtq4CVpDUBCYj3jzXUNQIL20nSWMQxAWqDtPMESDEBMhqVe1i8MQOyxOd+lPgxAj4KW30SVC0BC7DE+Sp4LQPBPKoSG7wpA23L9PkplDEDw9j3cw70LQM5hl+ePoAxAnk9Xsj3CDECKUJoNAv4LQIZKMJHztgtARI3G6S3pCkAcBFhQXxUKQNL7Pa5UhgpAjUQjIeGOCkBDHuRK73wJQAmOFXNU/glA/UaFBahtCkDvTKDM1lkKQDHJb1KjtglAz+tQNlBXCkCsC4YWfFEKQAAsFO4JMQpAimTRoX9gCEBGCk/B6xQIQHD3mLi9OwhAtxjRYypgCUCGgJ52mvQIQJRLgKpCDglAmt/UjFMJCUAJ2xubG/oJQAfSFoQjNgpAM9/5pZpqCkCa8k2CChgKQGDZP6ggwApAnDNz3JpRCkAkxaF87UUKQE+otfZA1glAvXktXeUiCkBhDDiRdvgJQFTI7JVrXwpA6Rv4Um6pCkAug6Hc5xQMQIj14izTTAxApHgtn2xxC0CfkBZD2l0LQF/QOpEo/ApAb6Qh3MjZCkAUJLMao6AJQCELN4U0XQlAltsb+tdSCUDMI0UAYlwJQNgBxFP7VAlAGx1g579aCUBRBnQcoHQIQPI3AqYn1AhADFuZU3PaCUBHOurWsq0KQONvbLy4iwpAqw4YcybcCkDVXSUboKcKQM33aRA94QpAaFWs/CjxCkAEmrYk5eEKQCdCEPfllQpAznChudQ4CkCm4JtGRRwKQEfb4YYwNwpATetNLqXRCkDv0TNrndMKQBm9YAJYIgpA1RwtUIpWCkBoknnoHF8KQJ1QzE16dwtANgtV1bs4C0AhnxEdKLMLQP4HwcXQOQtAtRVkCiDfCkCtCmf96TgLQOJ8baaCEgtAdRrmHLCJC0CKKspqR4QLQM+zylgfVgtA0uf4KaJEC0CqxSVTXFIMQI460jMOKwxARzNXDpWDDECaVdcJC3gMQHq7e0zJVQxAQvAgnx6aDEDlfGLBEW0NQGQrEox5iA1A4VtHH0DODUAtuQvj4K4NQGpcNfcRzg1AVu/xE6ucDUD7ZyDcGXQNQPUS12jF5g1A7Zpy/fhiDUBoXkAyKcsMQDN8x8QPawxAzpCkeza6DEBVlJ258mIMQH5tJFXtGQxACMHm5VmfDUADYMmkjGkNQMD8cY5VWw1A+ccveQt3DUDegoZUgLwNQPiW+kpI9A1AajZedVuNDUD9gyM/tagNQC+uX6lCcA5AOuI6+z8FD0AZoDJva3IOQFJr8Fkhjg5AnMzz8lpEDkCh8uxOeQ0OQAuW+HOHVg5AadTzGNWHDkBPt5fNZe4OQHvkdNCp3Q5AG69hgAMODkB1B8gIjpQNQBQm92Uatw1AqQdjHALjDUDiKMYE1yEOQMuEYo8UNg5AD5Pu5rfSDUAYae8Q2tgNQE6idiQ+zw1Anv96rnZsDkARwsrrkkMOQETGz+dfaA5An8n8sPw6DkD49grkf44OQDqrHOr4GA5AZF2qzRNvDkAWS+13vpAOQNWoQHfNnQ5AmAZOtj3+DkCUVwn7kp8PQPlcfdZOZxBA4IBSjI5MEEC3pDPmfokQQAlizCYtuxBABevmC81KEECVOyCKdgQQQGTqiDEzahBA3hsBuX1KEEDggFKMjkwQQH50dxNoahBAhOnvxZtBEEDbtq/lbEgQQFxmasMSNxBACP77dlIyEEByZhEfJwwQQOP1GkXsJw9AQuQVhR54D0CbQVFQ98QOQPgKCAGfqQ5ARGqrPJ9+DkBYcBKd4HsOQKGwargTjQ5A6U9C8IOKDkD5MCbf9iQOQGLEU3WnEA5Ahi3Uh1H4DUDKG7iV03MOQDaxgQlnbRBA+lFBToguEUDYz3n7MOoQQJJ1PzPHYxFA/ZNCFQ5WEUC4XIqCe/sQQIpaKygECBFAy/c1lV4GEUDZ+DOCCbUQQMkUtOoVyxBAqaHEcWDcEEA8uYYlfgsRQKarM9hr4xBAxmAkGKf5EEA7d4Ve+OMQQNB9LIjw5xBAlj9ewaSjEEB/Lx9uIlgQQK2oPA8fQBBA0BEISVcjEECELbHjajsQQAZk5XVCHBBAMg05ZOSVEEAU8cK0OogQQHFWeywnbxBAFFSClOaMD0B96gWQC9wPQDAregg8iw9ABNMgguaND0DQBED5FUsPQPl8iiCRjg9AK+w542OyD0AdmjapbYQPQJveaGJd6Q9Af0+yqOvQD0B8mjvp6dMPQFph3F2q9w9A3zUWowcTEEB5RWcAA/IPQMLWsFQjCBBACQZRsqOZEEB0wGirKmkQQMNUR9nOmBBAPrrQpoPQEED0ntlOq9UQQBOenMZ0xRBAHOiiwSduEECz4gGIopsQQG+w/sPtrBBAUidnSdBxEEAvFVcSDt8PQIHa9ju0nQ9Aa3N/2LvZD0DTqHF9zrkPQHxOkJ7ZBxBA/n2A3d9dEEAKYmnzJIoQQDZasocbhBBAsXEim2pJEED8VcDqXfQPQDGVnRRIChBAuChJ/yZ/D0BfpV7SImEPQF+zl7FsWBBAFPjgDbr4D0ALYrTDVz0QQE+WNFYWIRBA0+j+cfgiEEB9Dqnax80PQCteFxAnjBBAeO+hmD6OEEBHiD3KPAYRQO3NAcYW4hBAf4/qpGSjEEBcPFR1Nm4QQFkUwJLgwBBAoPu/wm/hEEBjNPNXHNoQQADE/qNWnBBAulUEA63EEEAvL/kqEngQQDdxLA6JZBBAdUxDaodCEEBN4IGRnkIQQObpWb7rcRBAP4Rw+GGlEEChxXWziTcRQFiA1kZjMRFAm04Fm72dEUDIBVPvpz0RQFlhBrZ+VBFAEeoQq+QnEUCDCwhiEjsRQD3TjUVPRBFAunIeaPtVEUA/ud8nAkQRQNINOsiwuRFARpHkPcmHEUC/BkLn9ZkRQC8ZUIqUzxFADdcDjYSPEUDgfq1m048RQI3aNWGdARJALj4QlQs5EkD7KqPJ7DYSQM5Odijh8xFAOT5++cgBEkBUuIVSSAoSQOlwaf+uABJAlyN4MBblEUAdX4BIyegRQNDVlnJ4dRJARqDNGaxlEkC6ZDlckmoSQDsviE6TSRJABtB9Mno4EkB3HfGPxyQSQDuyildgQRJAZqBPqGA2EkAMsiorK4YSQLJk52N4dxJAfvPNEZGXEkAkL1i4+GsSQNA072lC2BJA4LeVY0O2EkCRZGXVw6YSQMpGOE1dqxJAGZRjyULLEkCrUoY1kLUSQA47+JhFaRJAAcrsenlREkB1mig0RzESQK5kIRHFexJAt+d1EqxmEkDs0LKjC5gSQPan3MGinBJAR9oJhkmEEkBdGqxX7NESQDR1XZRVnRJAtR9NatTOEkDvanjRjPQSQIVe4w3CYhJAudaaJjlzEkDST+sYnHkSQNca6M7QdhJAk7dil1NCEkAwXfjKL1USQBIZqyKYURJAxTY0Jpk3EkBI04ZhOVoSQCKZXNwLyRJAKOiHJmTCEkDycYdSaNoSQBF2j4W9GhNAKYu7XEOME0BWrQWRkoYTQHRdLv7NZxNAbemyufNrE0BwrrPF7EMTQHp9ynyOBBNA6V1b/BYJE0AokncJ8fESQG26I+5bDxNAE4VZrCdpE0DHLUcikmATQJphDQu2NhNAeIcJTqReE0DNcjAxlRgTQESGv4AYARNAYzx/IMLlEkCG5uXYnhoTQDwxPNa5DhNAEOxti0L5EkDPK2iboEATQK40pRttZRNAMb/PZCupE0BZFSxqcpQTQOkMv8jPsRNAY3deVg+5E0BvSbiCj8MTQD1PgmCNyxNAmNy3XAULFEAn6HHcuxIUQNdmoHppJRRA2S8vc03yE0D3iEqj2OkTQKXaD/JI4RJAz+I6aJGaEkDZb1T9aagSQAj3LNd5/RJAdLxtX8wNE0ClNurduOkSQNGL2uKVwhJAYfNpCkD7EkCuBhX++98SQFuZCiLi8RJAJDP3Mys8E0Bh82kKQPsSQDCto49rwxJAeMNTs+doEkDN4Ds8Ys8SQMklDBnQJBNAesVP828iE0BvlgAV3+ASQMxbevfedxJAK4aHc5I+EkCljgn4u1QSQJHj6sPWaBJAmplowW0WEkAdbMF3M9wRQD1Suf+C4RFAovjhEN3GEUDSzMhSXdcRQOaPZZRrGBJAjE3D3PfaEUCb5K3oAOkRQE8mBmbe4hFA9/SJ1dg6EkAwTyCRZVISQPXLQJhcLBJAoGQy300HEkAJY06nBtwRQMFa5lvmGBJAgqmzWaEkEkBnricWjzcSQGNXi8/WWhJAuwNKFS48EkBp+6/Ex5QSQKqiZzGw+xJA7Xdyp9QwE0DKZVfbb3ETQE8+J87RtxNAqXyFTIfAE0BdkOtNELkTQPzoBM8ysxNAefRmjyexE0BSXfV18TgUQGcB5XJLSRRA17qCswFGFECl4NF7qRkUQNQez+IjnxRAfujhiIEpFUCbx59/6loVQIRwny6mtRVALIlE9IWXFUDqDaQaSiAWQIA1aje6hhVAeDpC/jNiFUA+0Sbhiv0VQP5x7VYbNBZAX6tzDldhFkDw7GQEBJcWQPRYu1pcdRdAjAimGs51F0DPJ9Lm1zQXQPgYrpz2ahdAU2n41BuUF0DW/Bc7NR4YQL+OumbkihhAsCoKLTZpGEDT26YfqbAYQIFlrAehMBlAFTTMbA/AGUDOzIi7aXEZQBRupHzxFRhA6nlhbn8MF0AH4H8jA/EVQGpcE/Qa7hZA3U1/02lGFkBPeoengdsVQGZWLY4i+RVA0ywxrSI+FkCeSHUb5nQVQE5u0RWmChVAHZCNKSZ7FEDEykkBDNoUQIf0za3olhRAQeOF6yXxE0AEKIj5G8cTQFRsxXpMxBJASe87Hsh0EkBlCq60A4cSQHGZi1d/6hJAfDevX55eE0AM1dM46lsTQJMg9pOGdBNAwb0P60fvEkCxHmQhUvASQOQSFPeTyxJA/gPCPjmvEkBl4jS3gh8SQHzRl60SPBJAnSptKvFXEkBNIioQWq0SQFlZrc605BJA1znWIsHIEkC1A/M+zoISQHnSjGyvyBJAHow590y8EkCTthDKwAgTQDuva6xFNBNA2YG7H3oqE0BhfvOBp18SQN2fTnkrKBJAe3gCjmGqEUCoMPryckQSQLyq2M1O9BFAFGOLvuUwEkB4u1FXpsERQIWPbDcvNRJAFayRIDvQEkB2l1OXjDwTQEIM61BoQBNA5yU6VAOyE0Dj1TTMTbEUQBBejHR2+BNAuezfCUQyFEA5LOJ4t3wUQNRzFni6oxRAedpi/c2zFEBDCPQwRUEUQGRePZ0WmxVAQkb7tFgtFkC61embG9wVQDCG19R5ABZAaslKe1PpFUC+wfKbcZUVQEbQ/nCBdRVAY68613CLFUB6jWV7VRUVQGljRX9EJhVA7BdMgOo4FUDRSxgAv8wVQHLdWotjzBVArZvSV0L4FUBDrUjj+TIWQAv47rPtQxVASNtGretKFECEDxUFBoUTQK49MBDEaBNAqoqFmMmXE0AQdPDg8DUUQKFLggepwBRAS+K7SQmeFEBECd9bkkUVQNyoHNVPPhVAvjbKQa0aFkDj/UAp0/UUQAKoRQIH8hRAweRVRWvSFEDE01P2RAsVQIHmkM/e1BVAoqk3d2v9FEA/503ZY00VQJOyavoTPBVAt7nVDmcOFEAxq227onsUQL6Tucx+nRRAv9Xscfn6E0COaxCW3bUTQJfR4ddk0RNAX6GamBz0FEDt3BMc//MUQIv/G3ciehRADnjTSxQyFUBFKnkFFHQVQIrGJ79MDBVA8P2VqJriFEDhOgOG7RoVQOnKxM34lBRACn72KEhSFEAyoDizwxoUQIwXXxYZeRRA/M9bCd05FEAXD26Y/0QYQDi/JctWMhhAwF4k8ZD4GEAzWSX9i5YYQCOchivPbhhAZOE4yY56GED6XofZZNcYQLOk0LuIIBlAjpqiRMDWGUAweM5FLa8aQB3BI8VgJxpA7CCezSPEGkAMzgpkxmEaQIQHlmAADRpAbL2vbzA7GkA09kA/MsoZQA7XSVFrURpA+/go8xI7GkC613IK5+0ZQECA36kJJBpA/SLqbFMZGkDbdaxi9PsZQMZVh+tkCBpAaJfqAyFCG0DQTUWtOEgbQGYrrZ/bfxtALZ+Vh7fEGkAZvEywV3AaQD7fDZasxhlAnMRj3XymGUCfvaqloiIaQN6GfuElexpAlJJpg5dCGkC29ml8vaAZQAKcR7WYfhpAel9U47DrGUA3GLk8rr8ZQCdsujj8VBlAR+KXSSuxGUC9vnM+740aQGgX4pb8+RlAxaBoHcEhGkDun8P4zHUaQBJYJOmtjxpAUrvNbSQzG0C/9az2n0EbQNR6bVgrZBtAhfdnXuT8GkBtFX2QMAQcQKQ/WskXDRxAuM9AE64gHEB750dLCL4bQNyDEutRGRxAjQsz2RWjG0BTpYGdDlEbQJYmedT80hpAC6VKkRJtG0ALgEnAtHgbQEZZjYcSyRtATUTIGKlZHEDQha+PTpscQI6NemW0sxtA0JfR9QutG0AZKNuJzPgYQHFFZ55UhhlAg4tA1S0YGUDDnrBLqHcYQDFH2O7tKxlAzvVLohJTGEB/9kLmCxgZQL1I67KlyBhAeiaI+RTOGECNIRSCt0QZQCH9g1/KkhlA3OPsFDbTGUCYDNcJ3PMYQPBD+CjVnRhA6IomMIn9GECTm5ilUagZQFc5umO7ChlAH3Oi6UrzGEB1zNpedRUZQEuUY485jBlAqAuOiYTIGUAe3B+mMi8ZQFIUg0dHyhhAb4cUCB6DGECgrhm96ZYYQKAWOGFxyxhAdlQ5s15pGEDEcQd+3fYXQMYEeTeRJxhAT37vA2zkF0CV7GTs32sYQHQWseqQUhhAp01HomldGEDeh10YIBQZQGp6XNi6YRlA8iQfToGbGkDbQqGMKawaQP5F2NFE5hpAZiwyz0/pGUDXwyra0rYZQKVDDzHk5xlAcWP/QcZyGUC7i2/3AeIaQMU1xeB8pBlAGOMaVHUiGUDQpfEU7RcaQCCoqPcoIxpAjTQOLMDXGUAmeN9D1KUZQHV0N0v6JRlAYz1tnJU6FkByN18uIl4XQNMgUAcm6BdAXDGC65okGUB3GiUR+FkZQJ0lDK/+QxpAHFic8qC7G0AZ8uINYzEcQJC1i8t6uRxAiBdYlnaMHEBEGZMWxLEZQJ20N16ywhpA19o0IpYhHEAow08MI1MbQE3TA3QrMBpAd8+bORvLGUCtCsK6GcIaQAWJHL+iKxtAAOHaOJJdG0A5xLTByvEdQNr06NxfFB1AE2DtPLNFIEAl1tvPhJgfQBQbGbizvh9AIw9rAj+3H0Alg33CezwgQEo3YHPZqx5ACZ0XKWZsIEAvfFk3pOggQC5l+ByL6SBAAANgseR0IUB8n5EmiwYiQJ5n6BaVFSJATbX5QePdIEAh/XjyWPwgQJ97qEe7jiFAHp5vjae2IUBxMK/ikbUiQJg9Unx25iNAAwXktga8I0DtQdBKzwUkQIc9gWbrmSJAMweqIHcFIkD0WbztmfghQK5UhBhjhyNAsGhESYkAI0CxZJ/ZqMAiQMbb3vTrCyNAsm7/8Tt9IkC1D32PTnEhQEukv1BiJyJA/hU0OaxSIkAQZXYUDNAhQB94P6QVvCJAUFshvsVuIkBVj1Aar0wjQGfw7q0vtCJAhPVkRdloIkAexV2MLWciQH+v2TDPoCFAAp3mn6GuIUCZLZ1hg/khQML/UHQs0iFALU9il4SlIUDSuQSG8fshQNnZgLr6ziFAl9DcjML/IEB6YU/tvZkgQJnzBVujPiBAEvrQ6kz1IEDxSY+FGMUgQKpJsMyU8B9Afk33/NCyH0CrcvwVHt0fQFMZSMipgh5AaikRa0dPHkB3cSEU7WAeQNmd1w7TqRxAvuczbbauG0BYopSaIlYbQHtKyhjCfhlAFFYoS0GUGUASZ9ZFKM8YQPwQSm3wERdA3F711oCcF0CIOdtR2gEXQMUs7WpYJRdAhS378EEjF0CQnVGQn08XQHtaGR4iChhAl+zC0qU7GUC4PS4O9r0ZQIG8v6F4XRhAcj8hREtVGEAYoFindawYQLJBS9YHTxhAsZ/ONrVJF0BM3jUyhf8XQNCfeyJcSRdA+Qc/wqWLF0CK7owyfW4WQDsOCco/ehdAVECK6c49F0C1o2n3P4sXQOPFvnMvfRdAIGWFqTs5GEB8mUZlZ1YYQE9+1x1PyBhAkzRtxeWuGUC8V0KwBXwZQKX4S7ECrxpAPydkuPeCGUDiQ5Ol2NkYQB5t60xDeBhA/5gGLs9oGECmm8ln8LoYQKzEnukyqxdAJbX14xfSF0AbNmdX9ggYQMXQh2wkBRhAz0++PADQGEDw2ai58bUYQNdntSx1fRhAAzyipnUlGUD5V04Dmr8YQExjtOVPZBhAgiF7TSnGGEAyUelnCTQZQOpf8XpHzRlAtKBec+5RGkDsl4LS3jUaQPVJy2gghxlArPIkIivEGUC+6OlqfoMaQE4teVm36RpArLnHKhRCGkAe4hdGCwMbQNEWQAtpqxtAghPXeC/rG0DSHMZVZv8aQEuGcLjwJhtAlRWoVn1SG0CPO8gInWEbQK26cpATuRtA7vxkjJJ4G0CbwWqiwU8bQB4Paagn3RtASeaYxyYvHEDo6SdHmwUcQHK1y5apnBxAMUAC7hCvHEDnTJP7z7ccQDv3BC/QOhxAIBNXsyX+HEBX1GDA/QkdQMo22nKLZhxAAiyHzPy5G0D6td7S0JQbQDDY3I5ewhtAU80vEAE/HEBZQ9gJLWQcQFQ2IQ8zRRxAFHIKMh0jHEBb7ylYq1kcQKZ2o+ItlBtAi0T9bFt+G0BLWEVfVyYbQNE2QBsjqhpAZKA8dSsAG0CQkM9m/B0bQKjtzoCmUhtAnGcPq37eG0Bk8R/19R8cQBToKK0GxhtAmp2jaPuSG0CJntZsC2IbQEYArGe1JxtAW5OiUEzkGkAQ6EA4h2EaQOeLrv8MVRpA6lXgZHBHGkAciaE4nTUaQLVJcbDuTBpAWMriCfcaG0D6VdXv+DUbQKGcElOX+xpA4WpLvsuSGkDsw3wuWvgZQJzKdHNvCxpAv+Hamaw0GkAUuAHBuF4aQM+PHl+HCBtAXDt0gWr2GkDyhBx4VMgbQKgveLmPaRtAjunqr/xpG0Cjy6Woj64bQHZ57NzbVxxAFQFRNIdeHEDddRC9nRMcQHh4Lc0CyBtA1cMrssiaHEC7i4Y4JpwcQLTQYpfxTBxAKZENXGNJHECjWjatxuwcQJEbFrKXix1AK/uckxVrHUCoswwdRhcdQGr1wMsm2hxAVvnxgE55HUBPlNZPdE0dQDB0OMGL6B1AgFhYGUgCHkB28zzobdYdQE6+2ws5yR1AsPLUJlc7HkAXCQ5HCzMeQAqYrVTWBR5A/lBSHmZUHkDAvAuJC5MeQEnm2wRxbB5Ar6gKrZtsHUBEQzsbNnMdQH+ecP4HXR1A3sNdI2JzHkBbeQZ4KcUeQJOlaqdAAB9AHTJRkfMsH0Dsl9SD5PMeQIY0CrUL0x5Awo8/mN28HkAgQV2Ht4geQGppkAGnJB5AWOzqTRf2HUDGcX+dc0IeQIzpfclzgh5AANf0fhNVHkCZWt67qK8eQIYVZibGhB5A0pgdNX9wHkCc2u1dJD4eQKtnV/c/FR5AObXYxZlfHUAnAaHipDsdQP6XJ+OvNx1Ad+IuiQCMHUApwbWYWqsdQKVEseg4oh1AIhkcbICIHUAR0sj0NUcdQJO5oKNJox1Ak7mgo0mjHUDQ89D3f3odQMDwOk7a9hxAo2o4Z/rOHEATad438QodQFoYb9R7ph1AxFWmX5vEHkBLacBSeJEeQER9aVj5sB5AqpqBUognH0ChripYCUcfQB1ZPNk00x9ANsPxst6AH0ABXbLsK1ggQNSrqZs3aSBAPdIw0mZmIEC0XgwEr2EgQFp7BsFveCBA2VFahmR1IEAAu9OFWXkgQIkhRu5MTCBAFf7j038PIECD2bacTWEgQCH/7MNh3x9Agqt2+fa+H0BUWI9BMPEfQABOF0W6DyBA0WrZy6nwH0Dpb65Kc8sfQIizwf8kHh9Ae6cObpfdHkC2n32g36MeQIRegxsJzR5AksD/o4PNHkA5NrHF0gcfQGd9TrWAGB9A1DaEdOwMH0B+TO7HeNoeQBYX8Eu0sB5A+6eXB39bH0AyqT1lsmUfQBHXfug5ih9AuqPSP8s3H0DHagPMdGQfQFwHDCcowx9AnqJNA6CiH0AR137oOYofQMjcwtQpgB9AxTgeokGRH0CXY0C7SJwfQNu5V5xwtx9A03EON6DZH0A6w42h+ssfQL3zX6z3CSBAOOP6kDvwH0Css6l69RcgQAwOHapC+x9AAeNpIrkOIECz8rbCTB4gQNBAPvwdLyBArY7sbuZ3IECyxL2ZxKYgQAG35nkGxSBAuQPL4RutIEB1hoB0D8QgQNnMTUEbsSBAdvg/fcTfIEBiOxilvswgQLzsmQ9UYCBAA329SHf9H0DneGH6UTUgQFk9SVcMLyBAa67Pw5DLH0BWf+ji1ZwfQPLlghvxDh9A8sStH3OWH0DfjEnJni0fQN8PgCzPkB9AQvi4EnRtH0BO44Bjg5kgQGF8pSRe3iBAjSfgurjNIECzev447M8gQB2YEvekBSFAc9J+8ZAjIUAe8ppTYQ4hQNT/bhBzGyFATsd3MbrYIECRR+puTTkhQKjjbrVHGiFAME1A6kgLIUBw2bb/2vYgQIluAziLBCFA1aN6byH3IEAieDE8sQ0hQJRKSvRs1SBAgh0fLq7qIEBU9cmUWhQhQBDitKuNACFA2LlPKPkQIUB8TlU9wdIgQAwsYlLHtSBAPWKnPDaNIEBaBFCiMJAgQGj99SuZvyBARHqe1PcCIUDI4Gbh8OwgQDe/RN55oiBAYRjqGzNVIEA1hzQ6TzcgQOEXco9oJiBAMDYeyWmeIED5dmrzBsEgQKpAufM3tSBA9w4Synk8IEBUMEhTYksgQPJCA4AKTiBADxkNkz1UIEDUP0iUASUgQPlawySOEiBA7NTL7KSnH0BnIDLzTBEgQMnUIPpCOiBAhVkNsJNWIEDjyYA7WFggQFW/P5D3OCBACIpad/I1IEBzdzKnkikgQGF3a3hLGSBArHGJTdgtIECYfkcg5hAgQImtoTG6LSBA1PmoXHUkIEADkwR2+FMgQLZV7GVwuiBARJHl3bbKIEC8DJmbsfggQL4v0EJZXh9AmCGAbJ5dH0Ckl2XvuaUfQDfGxL7smh9AQcV8uT4xH0Ab4t0v/0QfQHtUepG8AyBA15JtWIcWIEAx0CHxlBUgQGH+CkwdASBAE2EniwAvIECmadjLTwsgQDm+TxTMuyBAJf4h8RqjIEAwjDnT4fMgQElaC0wpHCFAq+lLWIBMIEAOr4TWRqggQLXvxW3vwiBAvA7kivKaIECx4SEYWbMgQFmx0qYksCBAmf7ANxH2IEAbu5HowxIhQMftFUM3oCFAy3hwmsa1IUB55PVHjpAhQP+5URk2kSFA4MbOht2cIUBzadaJri8hQOuBwcLcUiFAWn+jfptqIUDVxudtfBohQNJSmtpnwSBAyKPNl4TzIEABThXfqVMhQMLw67QNWSFAAkfikdrGIEA1LR6wjDwhQDaztbgMSiFAdYG/QPAZIUAu1dWjCKAhQD6ag43AvSFASM1qXfiyIUBPP8MUU9YhQLmecHoKPiJA+wigy+1SIkAYbbAw6HgiQLHKeOn2VyJA3VkiegtAIkAyMSRFHToiQIqsp4X6iSFAnwkSJarqIUAgDphAhiAiQNz8Lp6GPSJAGodcwkJCIkCY8V9Z4LYhQOKJBHojeCFA/Y03AlIMIUAHTKANDbogQGjR690pNiBAE8mgvA0hIEA4haLynQYgQHcrI1QNWiFApz5Z6PZ0IUBx8W2ssAgiQGFLy2F74SFAC2ev5I4nIkC8TX7y4lkiQH8r5PhvTyJAo4SX/4VyIkA+VjgBJiMiQFD+3aFIKSJAeKa9Tiq7IUBEi/vAnZchQJIABzVKkiFAVYIZQLkpIkCBEZ7tEToiQEEWKIC08SFAlVwJ1tAgIkAzEk1KwREiQMMY6oHUoyFAkeYQQ0+mIUBlwEvtVHIhQNMB6DVaayFAvpyGW6CYIUC7sNP3wkshQPydKZqKySBA7JFF1373IEBY+TkHteQgQEfmtHrrWCFAw21vF1E7IUBlnh1xrVwhQOo28WC7FCFAxIutWgFNIUD1conXeWUhQMq66AD8BiFAvZvYMN3sIECQiOPjm6sgQEboBMSu4SBA57+u8AqpIECdEo/wt3UgQGYSoi80OiBAeGItxK9vIECfUwcPol8gQPjM9hl3YSBAqb/VLyFlIEAX+y4JcLQgQK08nA6eUiFAj5gEx89/IUA6kfP1+JUhQBLhuXL8fyFAqvQxl3n4IUAZJKo5shMiQJxB8pBt9yFA2p5bAff7IUB6thVJY+shQCfOkJXn6SFA5f5I61/NIUAy44t77FciQGrwKlwSNiJA63mAzzQQIkBVQ/tuhUciQLoGpfA+XSJApqNudX5zIkBGMI+DKIQiQPAfJQh7byJAwzT4rIB/JEC9eq/7XQ0lQDKP3aMqtyRABC+tq3m4JEAbeSgndtskQNseR0Ms4CRA7tdXZ88CJUBllbLUIRUlQCvrx2WMAiVA5Ez9KPUUJUClMDSAYeokQL6ZOxm59SRABRl6OPX6JECf9aPR6iIlQMFh9PuZRiVAYFoiJqtNJUBnyXjTaVwlQMKr7W1mSyVAXTI9Xnk6JUB/HUaL1AglQJtDHmKOjyRAg4Q8IFRLJEBcnbQR0OQjQJ8qYSNr8iNAAF9l0yKBI0ApITJyB7MjQPFS/RqiryNAxSA01x73I0CqbIsP+44jQJZ10JRBuiNAXBDpAvX+I0A7hKSv1OQkQMwhdXKZmSRAByrkOo5YJEDGzdTqR04kQKP2Wg6cHyRA3l3+vijTI0Bvf/3gjbUjQEbmovYxrSNA/+RPUQOnI0CBdPw8B5IjQD0WMc6AjyNAiQQsLdZqI0Ai1prFtXYjQODEEwwMbyNAz154geuSI0BNG6f+XtYjQKAkmOO/6iNAugyipyPgI0ASxXuIj9AjQOBe8KpssyNAnBglnPDEI0CYFMBS67IjQLZuYL+9iSNASqECWCbhI0DaLVUKX84jQGEfhHHlCCRAHOHGYDMuJEDfGAVC9UYkQG+lV/QtNCRA21kASlZDJEDi1wk6lEokQAr5eDEQSSRAF4dasiKIJEBlPu3mPAolQITN0ajhxyRANrgpEfKdJEBLeDFKIyAkQMnX1XvSGSRAGzZDri1kJEAmYzWadkckQIEfdMTnSSRAkWFyDdvEI0CeVXfvjL8jQBrWwi0foSNA2tA3zA2ZI0D4Yob1magjQG6G20OgoSNAVNzeAM+FI0D1PaGeb2MjQD0o/FI8cyNAkdgUab1zI0B9/MrQADAjQFXgILbUVSNA3kixk082I0AKR2rJ3DYjQNwrAsMOPyNA5q2fEQplI0ArtaSkdsgiQCmY9dM10SJAftlvnoK9IkCbuXW0H8ciQMxhJceZ4SJAIKwWUP99IkDvGid+NmUiQOrzVjo+ICJArDUav4xmIkDt1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       "  var render_items = [{\"docid\":\"8a287f5d-41a8-4306-b0be-6ed2523a3016\",\"roots\":{\"2146\":\"223b5546-f10d-495c-b564-db3263586cc4\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        embed_document(root);\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "      attempts++;\n",
       "      if (attempts > 100) {\n",
       "        console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
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   "source": [
    "bt.plot()"
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   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Strategy optimization managed to up its initial performance _on in-sample data_ by almost 70% and beat \n",
    "[buy & hold](https://en.wikipedia.org/wiki/Buy_and_hold).\n",
    "In real life, however, **always take steps to avoid\n",
    "[overfitting](https://en.wikipedia.org/wiki/Overfitting)**\n",
    "before putting real money at risk.\n",
    "\n",
    "Learn more by exploring further\n",
    "[examples](https://kernc.github.io/backtesting.py/doc/backtesting/index.html#tutorials)\n",
    "or find more program options in the\n",
    "[full API reference](https://kernc.github.io/backtesting.py/doc/backtesting/index.html#header-submodules)."
   ]
  }
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