{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Profitability using the Investment Formula\n",
    "\n",
    "I've previously talked about crafting an [Investment Formula][1] that would guarantee making money if you could predict which direction the stock market was going to go. This is going to be the first in a series of posts trying to flesh out what an actual investment strategy based on this formula would look like.\n",
    "\n",
    "But first, the formula doesn't take into account two very important things: **leverage**, and the **number of days invested**. That's why I want to set up what I'm going to call the **Profitability Score**.\n",
    "\n",
    "The definition is going to be very simple:\n",
    "\n",
    "- $p$: Profit made once you exit the investment\n",
    "- $i$: Initial investment into the asset\n",
    "- $m$: Maximum investment in the asset\n",
    "- $l = m / i$: The maximum leverage of an investment, as the ratio of maximum invested to initial investment\n",
    "- $d$: The number of days it takes to turn a profit\n",
    "\n",
    "$s = \\frac{1000 p}{i(l + d)} = \\frac{1000 p}{m + i\\cdot d}$\n",
    "\n",
    "Crazy, right? The score is simply the (normalized) profit you made divided by the leverage plus days invested. The $\\cdot 1000$ is just to turn the number into something more reasonable - people don't like hearing something with a profitability score of .001 for example.\n",
    "\n",
    "# Theoretical Justification\n",
    "\n",
    "The formula itself is designed to be simple in principle: I like making a profit, and I want to penalize the leverage you incur and days you have to invest. Ideally, we want to have a stock that goes up all the time. However, the investment formula takes advantage of a different case: trying to profit from highly volatile assets. If we can make money when the investment only has one day up, let's do it!\n",
    "\n",
    "Even so, there are two potential issues: First, stocks that trend upward will have a higher profitability score - both leverage and days invested will be 1. To protect against only investing in this trend, I can do things like taking $\\log(d)$. I don't want to start biasing the scoring function until I have a practical reason to do so, so right now I'll leave it standing.\n",
    "\n",
    "The second issue is how to penalize leverage and days invested relative to each other. As it currently stands, a leverage of 6x with only 1 day invested is the same as leveraging 2x with 3 days invested. In the future, I'd again want to look at making the impact of days invested smaller - I can get over an extra 3 days in the market if it means that I don't have to incur a highly leveraged position.\n",
    "\n",
    "So there could be things about the scoring function we change in the future, but I want to run some actual tests before we start worrying about things like that!\n",
    "\n",
    "# Running a simulation\n",
    "\n",
    "This won't be an incredibly rigorous backtest, I just want to see some results from the work so far. Let's set up the simulation code again, and start looking into some random stocks. **If you've read the last blog post, you can skip over the code.** The only difference is that it's been ported to python to make the data-wrangling easier. Julia doesn't yet support some of the multi-index things I'm trying to do.\n",
    "\n",
    "[1]: https://bspeice.github.io/guaranteed-money-maker.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from Quandl import get as qget\n",
    "%matplotlib inline\n",
    "api_key = ''\n",
    "\n",
    "profitability = lambda p, i, m, d: 1000*p / (m + i*d)\n",
    "\n",
    "def is_profitable(current_price, purchase_history, open_history):\n",
    "    shares = (purchase_history / open_history).sum()\n",
    "    return current_price * shares > sum(purchase_history)\n",
    "\n",
    "def daily_investment(current_open, current_close, purchase_history, open_history):\n",
    "    t1 = current_close / current_open - 1\n",
    "    t2 = (purchase_history - purchase_history * current_close / open_history).sum()\n",
    "    return t2 / t1\n",
    "\n",
    "def simulate_day(open_vals, close_vals, init, expected, bias):\n",
    "    invested = np.array([init])\n",
    "    \n",
    "    day = 1\n",
    "    profitable = is_profitable(close_vals[day-1], invested, open_vals[0:len(invested)]) \\\n",
    "        or is_profitable(open_vals[day], invested, open_vals[0:len(invested)])\n",
    "\n",
    "    while not profitable:\n",
    "        expected_close = open_vals[day] * expected\n",
    "        todays_purchase = daily_investment(open_vals[day], expected_close, invested, open_vals[0:day])\n",
    "        invested = np.append(invested, todays_purchase + bias)\n",
    "        # expected_profit = expected_close * (invested / open_vals[0:len(invested)]).sum() - invested.sum()\n",
    "        day += 1\n",
    "        profitable = is_profitable(close_vals[day-1], invested, open_vals[0:len(invested)]) \\\n",
    "            or is_profitable(open_vals[day], invested, open_vals[0:len(invested)])\n",
    "            \n",
    "    shares = (invested / open_vals[0:len(invested)]).sum()\n",
    "    \n",
    "    # Make sure we can't see into the future - we know either today's close or tomorrow's open\n",
    "    # will be profitable, but we need to check which one.\n",
    "    if is_profitable(close_vals[day-1], invested, open_vals[0:len(invested)]):\n",
    "        ending_price = close_vals[day-1]\n",
    "    else:\n",
    "        ending_price = open_vals[day]\n",
    "        \n",
    "    profit = shares * ending_price - sum(invested)\n",
    "    return invested, profit\n",
    "\n",
    "def simulate_ts(name, start, end, initial, expected, bias):\n",
    "    ticker_info = qget(name, trim_start=start, api_key=api_key)\n",
    "    evaluation_times = ticker_info[:end].index\n",
    "    \n",
    "    # Handle Google vs. YFinance data\n",
    "    if \"Adjusted Close\" in ticker_info.columns:\n",
    "        close_column = \"Adjusted Close\"\n",
    "    else:\n",
    "        close_column = \"Close\"\n",
    "        \n",
    "    sim = {d: simulate_day(ticker_info[d:][\"Open\"], ticker_info[d:][close_column],\n",
    "                       100, 1.02, 10) for d in evaluation_times}\n",
    "    sim_series = pd.Series(sim)\n",
    "    result = pd.DataFrame()\n",
    "    result[\"profit\"] = sim_series.apply(lambda x: x[1])\n",
    "    result[\"max\"] = sim_series.apply(lambda x: max(x[0]))\n",
    "    result[\"days\"] = sim_series.apply(lambda x: len(x[0]))\n",
    "    result[\"score\"] = sim_series.apply(lambda x: profitability(x[1], x[0][0], max(x[0]), len(x[0])))\n",
    "    result[\"investments\"] = sim_series.apply(lambda x: x[0])\n",
    "    \n",
    "    return result\n",
    "\n",
    "def simulate_tickers(tickers):\n",
    "    from datetime import datetime\n",
    "    results = {}\n",
    "    for ticker in tickers:\n",
    "        start = datetime(2015, 1, 1)\n",
    "        results_df = simulate_ts(ticker, start, datetime(2016, 1, 1), 100, 1.01, 10)\n",
    "        results[ticker] = results_df\n",
    "        \n",
    "    return pd.concat(list(results.values()), keys=list(results.keys()), axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# And now the interesting part\n",
    "\n",
    "Let's start looking into the data! FANG stocks have been big over the past year, let's see how they look:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "fang_df = simulate_tickers([\"YAHOO/FB\", \"YAHOO/AAPL\", \"YAHOO/NFLX\", \"YAHOO/GOOG\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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Zg0GSJEmSJFXCDoYKNHWejnk3T1Nzb2re0OzcpfprVR3ASNT5vFXX3OqaF5jb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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1d03825bda0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fang_df.xs('days', axis=1, level=1).hist()\n",
    "plt.gcf().set_size_inches(18, 8);\n",
    "plt.gcf().suptitle(\"Distribution of Days Until Profitability\", fontsize=18);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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i4xw32J0BAAAAANDbdDSIsM/MhkiSmQ2VtD82vkfSyEbzRsTGElq4cGH89sIL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1uro7XsXgRZBk6OjyAoTyRviA2PMxjZicCywHPPAbfeqt+JMJr9evjVzAzuMnoMhQEEBQEno1GM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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1d038672278>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fang_df.xs('score', axis=1, level=1).plot()\n",
    "plt.gcf().set_size_inches(18, 6)\n",
    "plt.gcf().suptitle(\"Profitability score over time\", fontsize=18);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's think about these graphs. First, the histogram. What we like seeing is a lot of 1's - that means there were a lot of days that the stock went up and we didn't have to worry about actually implementing the strategy - we were able to close the trade at a profit.\n",
    "\n",
    "Looking at the profitability score over time though is a bit more interesting. First off, stocks that are more volatile will tend to have a higher profitability score, no two ways about that. However, Netflix consistently outperformed on this metric. We know that 2015 was a good year for Netflix, so that's a (small) sign the strategy is performing as expected.\n",
    "\n",
    "The final interesting note happens around the end of August 2015. Around this period, the markets were selling off in a big way due to issues in China (not unlike what's happening now). Even so, all of the FANG stocks saw an uptick in profitability around this time. This is another sign that the strategy being developed performs better during periods of volatility, rather than from riding markets up or down.\n",
    "\n",
    "What about FANG vs. some cyclicals?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "cyclic_df = simulate_tickers([\"YAHOO/X\", \"YAHOO/CAT\", \"YAHOO/NFLX\", \"YAHOO/GOOG\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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nBwP3Ac4eWnco8HDgUOABwCuT2OGSJEmSJGnG7TXBUFX/Dly8zE1/BfzRknUP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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1d0388267f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cyclic_df.xs('days', axis=1, level=1).hist()\n",
    "plt.gcf().set_size_inches(18, 8);\n",
    "plt.gcf().suptitle(\"Distribution of Days Until Profitability\", fontsize=18);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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qrGjTtJ+TBuUMAAAAAIC+JtUgwhFjzAhJMsacIulocPtBSaMjxo0Kbotp0aJF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BN41iOP4MI9e7D1/vvRfe+9CNxzD7b97nfYfN99yHfYe/CFyUn89dgYE6hMjtu0oiBQEjE2xha7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\nhUKhUCgUpor/A9AnO0PoIItTAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1d0387d1b00>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cyclic_df.xs('score', axis=1, level=1).plot()\n",
    "plt.gcf().set_size_inches(18, 6)\n",
    "plt.gcf().suptitle(\"Profitability score over time\", fontsize=18);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Some more interesting results come from this as well. First off, US Steel (X) has a much smoother distribution of days until profitability - it doesn't have a huge number of values at 1 and then drop off. Intuitively, we're not terribly large fans of this, we want a stock to go up! However, on the profitability score it is the only serious contender to Netflix.\n",
    "\n",
    "Second, we see the same trend around August - the algorithm performs well in volatile markets.\n",
    "\n",
    "For a final test, let's try some biotech and ETFs!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "biotech_df = simulate_tickers(['YAHOO/REGN', 'YAHOO/CELG', 'GOOG/NASDAQ_BIB', 'GOOG/NASDAQ_IBB'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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PhRN6Gy7KWwo+muI2kO+l6HL9jnL1kp5tv1o2gvwBxVwB84C/YOdEedmz/V0R8Zxym2Mo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\nWKBTQVcCAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1d03a50e198>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "biotech_df.xs('days', axis=1, level=1).hist()\n",
    "plt.gcf().set_size_inches(18, 8);\n",
    "plt.gcf().suptitle(\"Distribution of Days Until Profitability\", fontsize=18);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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SkXrh/+36G2+8QevWrRk3bhwdOnTwHRMnTsTlcrFq1aqw2omPjycvL4+uXbty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\nEwPB/wJHuRxTmYzUe/cEM/w/RK6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RvRo2pUfzHpzV56yV/m/XN2MmjOGQbodgZqv8cRvK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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1d0384f2cf8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "biotech_df.xs('score', axis=1, level=1).plot()\n",
    "plt.gcf().set_size_inches(18, 6)\n",
    "plt.gcf().suptitle(\"Profitability score over time\", fontsize=18);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this example, we don't see a whole lot of interesting things: the scores are all fairly close together with notable exceptions in late August, and mid-October.\n",
    "\n",
    "What is interesting is that during the volatile period, the ETF's performed significantly better than the stocks did in terms of profitability. The leveraged ETF (BIB) performed far above anyone else, and it appears that indeed, it is most profitable during volatile periods. Even so, it was far more likely to take multiple days to give a return. Its count of 1-day investments trails the other ETF and both stocks by a decent margin.\n",
    "\n",
    "And consider me an OCD freak, but I just really like Celgene's distribution - it looks nice and smooth."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Summary and plans for the next post\n",
    "\n",
    "So far I'm really enjoying playing with this strategy - there's a lot of depth here to understand, though the preliminary results seem to indicate that it profits mostly from taking the other side of a volatile trade. I'd be interested to run results later on data from January - It's been a particularly volatile start to the year so it would be neat to see whether this strategy would work then.\n",
    "\n",
    "For the next post, I want to start playing with some of the parameters: How do the bias and expected close influence the process? The values have been fairly conservative so far, it will be interesting to see how the simulations respond afterward."
   ]
  }
 ],
 "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": "3.5.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
