data_processing.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Feature Generation and Dataset Preparation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Provides a way for us to save cells that we execute & test so that we can \n",
    "# use them later in our prediction code (avoids having to copy-paste code)\n",
    "#\n",
    "# The syntax is as follows:\n",
    "# \n",
    "# %%execute_and_save <filename>\n",
    "\n",
    "from IPython.core import magic_arguments\n",
    "from IPython.core.magic import (Magics, magics_class, line_magic,\n",
    "                                cell_magic, line_cell_magic)\n",
    "@magics_class\n",
    "class SaveScripts(Magics):\n",
    "\n",
    "    @cell_magic\n",
    "    def execute_and_save(self, line, cell):\n",
    "        self.shell.run_cell(cell)\n",
    "        with open(line,'w') as file:\n",
    "            file.write(cell)\n",
    "            \n",
    "ip = get_ipython()\n",
    "ip.register_magics(SaveScripts)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "%matplotlib inline\n",
    "from IPython.display import set_matplotlib_formats\n",
    "set_matplotlib_formats('svg')\n",
    "font = {'weight' : 'normal',\n",
    "        'size'   : 9}\n",
    "mpl.rc('font', **font)\n",
    "mpl.rcParams['axes.titlesize'] = 'medium'\n",
    "mpl.rcParams['axes.labelsize'] = 'medium'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%execute_and_save tmp_imports\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "import math\n",
    "import os\n",
    "\n",
    "from datetime import datetime\n",
    "from datetime import timedelta\n",
    "\n",
    "# Import our custom that retrieves financial market data from #http://financialmodelingprep.com\n",
    "import api\n",
    "import api.tickers as tickers  # Information about stock, ETF, etc. tickers\n",
    "import api.stocks  as stocks   # Information about stocks and stock indices\n",
    "\n",
    "from api.stocks import Stock   # Information about a particular stock\n",
    "from api.stocks import Index   # Information about a particular index\n",
    "\n",
    "from api.stocks import TIMEDELTA_QUARTER\n",
    "from api.stocks import TIMEDELTA_MONTH\n",
    "from api.stocks import TIMEDELTA_YEAR\n",
    "\n",
    "from sklearn.preprocessing import MinMaxScaler"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Data Retrieval and Caching"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sample S&P 500 tickers:  ['MMM', 'ABT', 'ABBV', 'ABMD', 'ACN', 'ATVI', 'ADBE', 'AMD', 'AAP', 'AES']\n"
     ]
    }
   ],
   "source": [
    "sp500_tickers = tickers.get_sp500_tickers()\n",
    "print(\"Sample S&P 500 tickers: \",sp500_tickers[:10])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "stock_data = { ticker : Stock(ticker) for ticker in sp500_tickers }"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "from IPython.display import display\n",
    "\n",
    "def cache_stocks(start,end):\n",
    "    progress = display('',display_id=True)\n",
    "    success_tickers = list()\n",
    "    problem_tickers = list()\n",
    "    \n",
    "    stock_list = list(stock_data.keys())\n",
    "    for i, ticker in enumerate(stock_list):\n",
    "        try:\n",
    "            progress.update(f'Caching {ticker} ({i+1}/{len(stock_list)})')\n",
    "            stock_data[ticker].cache_data(start,end)\n",
    "            success_tickers.append(ticker)  \n",
    "        except:\n",
    "            problem_tickers.append(ticker)\n",
    "            continue\n",
    "            \n",
    "    progress.update('Caching complete!')\n",
    "    print(f'Cached {len(success_tickers)} tickers: {\", \".join(success_tickers)}.')\n",
    "    if len(problem_tickers) > 0:\n",
    "        print(f'The following tickers did not have complete data and were not cached: {\", \".join(problem_tickers)}.')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Cache data for the last 15 quarters (90 calendar days / quarter)\n",
    "end_date   = datetime.today().date()\n",
    "start_date = (end_date - TIMEDELTA_QUARTER*15)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Caching complete!'"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cached 493 tickers: MMM, ABT, ABBV, ABMD, ACN, ATVI, ADBE, AMD, AAP, AES, AFL, A, APD, AKAM, ALK, ALB, ARE, ALXN, ALGN, ALLE, AGN, ADS, LNT, ALL, GOOGL, MO, AMZN, AMCR, AEE, AAL, AEP, AXP, AIG, T, AMT, AWK, AMP, ABC, AME, AMGN, APH, ADI, ANSS, ANTM, AON, AOS, APA, AIV, AAPL, AMAT, APTV, ADM, ARNC, ANET, AJG, AIZ, ATO, ADSK, ADP, AZO, AVB, AVY, BKR, BLL, BAC, BK, BAX, BDX, BBY, BIIB, BLK, BA, BKNG, BWA, BXP, BSX, BMY, AVGO, BR, CHRW, COG, CDNS, CPB, COF, CPRI, CAH, KMX, CCL, CAT, CBOE, CBRE, CDW, CE, CNC, CNP, CTL, CERN, CF, SCHW, CHTR, CVX, CMG, CB, CHD, CI, CINF, CTAS, CSCO, C, CFG, CTXS, CLX, CME, CMS, KO, CTSH, CL, CMCSA, CMA, CAG, CXO, COP, ED, STZ, COO, CPRT, GLW, CTVA, COST, COTY, CCI, CSX, CMI, CVS, DHI, DHR, DRI, DVA, DE, DAL, XRAY, DVN, FANG, DLR, DFS, DISCA, DISH, DG, DLTR, D, DOV, DOW, DTE, DUK, DRE, DD, DXC, ETFC, EMN, ETN, EBAY, ECL, EIX, EW, EA, EMR, ETR, EOG, EFX, EQIX, EQR, ESS, EL, EVRG, ES, RE, EXC, EXPE, EXPD, EXR, XOM, FFIV, FB, FAST, FRT, FDX, FIS, FITB, FE, FISV, FLT, FLIR, FLS, FMC, F, FTNT, FTV, FBHS, FOXA, BEN, FCX, GPS, GRMN, IT, GD, GE, GIS, GM, GPC, GILD, GL, GPN, GS, GWW, HRB, HAL, HBI, HOG, HIG, HAS, HCA, PEAK, HP, HSIC, HSY, HES, HPE, HLT, HFC, HOLX, HD, HON, HRL, HST, HPQ, HUM, HBAN, HII, IEX, IDXX, INFO, ITW, ILMN, INCY, IR, INTC, ICE, IBM, IP, IPG, IFF, INTU, ISRG, IVZ, IPGP, IQV, IRM, JKHY, JBHT, SJM, JNJ, JCI, JPM, JNPR, KSU, K, KEY, KEYS, KMB, KIM, KMI, KLAC, KSS, KHC, KR, LB, LHX, LH, LRCX, LW, LVS, LEG, LDOS, LEN, LLY, LNC, LIN, LYV, LKQ, LMT, L, LOW, LYB, MTB, M, MRO, MPC, MKTX, MAR, MMC, MLM, MAS, MA, MKC, MXIM, MCD, MCK, MDT, MRK, MET, MTD, MGM, MCHP, MU, MSFT, MAA, MHK, TAP, MDLZ, MNST, MCO, MS, MOS, MSI, MSCI, MYL, NDAQ, NOV, NTAP, NFLX, NWL, NEM, NWSA, NEE, NLSN, NKE, NI, NBL, JWN, NSC, NTRS, NOC, NLOK, NCLH, NRG, NUE, NVDA, NVR, ORLY, OXY, ODFL, OMC, OKE, ORCL, PCAR, PKG, PH, PAYX, PAYC, PYPL, PNR, PBCT, PEP, PKI, PRGO, PFE, PM, PSX, PNW, PXD, PNC, PPG, PPL, PFG, PG, PGR, PLD, PRU, PEG, PSA, PHM, PVH, QRVO, PWR, QCOM, DGX, RL, RJF, RTN, O, REG, REGN, RF, RSG, RMD, RHI, ROK, ROL, ROP, ROST, RCL, SPGI, CRM, SBAC, SLB, STX, SEE, SRE, NOW, SHW, SPG, SWKS, SLG, SNA, SO, LUV, SWK, SBUX, STT, STE, SYK, SIVB, SYF, SNPS, SYY, TMUS, TROW, TTWO, TPR, TGT, TEL, FTI, TFX, TXN, TXT, TMO, TIF, TJX, TSCO, TDG, TRV, TWTR, TSN, UDR, ULTA, USB, UAA, UNP, UAL, UNH, UPS, URI, UTX, UHS, UNM, VFC, VLO, VAR, VTR, VRSN, VRSK, VZ, VRTX, V, VNO, VMC, WRB, WAB, WMT, WBA, DIS, WM, WAT, WEC, WFC, WELL, WDC, WU, WRK, WY, WHR, WMB, WLTW, WYNN, XEL, XRX, XLNX, XYL, YUM, ZBRA, ZBH, ZION, ZTS.\n",
      "The following tickers did not have complete data and were not cached: BRK.B, BF.B, FRC, J, TFC, VIAC.\n"
     ]
    }
   ],
   "source": [
    "# This is a potentially time-intensive operation\n",
    "cache_stocks(start_date,end_date)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Feature and Label Preparation\n",
    "We will want to smooth out our time-series data so that our algorithms (our neural network and calculations we perform on the time series data) are not susceptible to noise.  For instance, we do not want the neural network to learn based upon a single jump in stock price over one or just a few days in the time-series data, as what is of more interest to us is the longer-term performance of a stock (e.g., not on a day-by-day basis, but rather the performance over a quarter).\n",
    "\n",
    "Further, simple moving averages (SMA) introduce a lag in the data where the smoothed data appears to be delayed relative to the actual trends in the time-series price data. For this reason, we will use an exponentially-weighted moving average. We can experiment with different window sizes to get some smoothing with negligible lag."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
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    "# Let's use Apple as an example and see what kind of window size smooths out\n",
    "# data for the last quarter while generally retaining features.\n",
    "aapl_data   = stock_data['AAPL'].get_historical_prices(start_date,end_date)\n",
    "aapl_series = aapl_data['close']\n",
    "aapl_smooth   = aapl_series.ewm(span=5).mean()\n",
    "\n",
    "plt.plot(aapl_series.values,'.',label='Close',color=plt.cm.viridis(.4),markerfacecolor=plt.cm.viridis(.9),markersize=12)\n",
    "plt.plot(aapl_smooth.values,'-',label='5-day EWMA',color=plt.cm.viridis(0.7))\n",
    "plt.title('Apple, Inc.')\n",
    "plt.xlabel('Trading days')\n",
    "plt.ylabel('Close Price')\n",
    "plt.legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Stock Labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%execute_and_save tmp_benchmark_sp500_gain\n",
    "\n",
    "# We can use a window size of 5 to smooth out some of the noise\n",
    "# while retaining fidelity with respect to the general trends\n",
    "# observed in the data.\n",
    "\n",
    "# Let's compute the gain of the S&P 500 index over the last \n",
    "# quarter. We will compare each sualtock's performance over the\n",
    "# last quarte to this value.\n",
    "\n",
    "# Note that the S&P 500 index is a capital-weighted index, so\n",
    "# larger-cap stocks make up a larger portion of the fraction.\n",
    "# Essentially the question we are asking is whether any given\n",
    "# stock will outperform the index or \"market\". Investors can \n",
    "# choose to invest in index-tracking ETFs instead of a given stock.\n",
    "\n",
    "def get_sp500_gain_for_interval(interval,offset,output=False):\n",
    "    \"\"\" Get the gain for the S&P 500 over the specified interval\n",
    "    \n",
    "    Args:\n",
    "        interval: The time interval for gain calculation as a datetime.timedelta\n",
    "        offset: The offset of interval relative to today as a datetime.timedelta\n",
    "        \n",
    "    Returns:\n",
    "        The fractional gain or loss over the interval.\n",
    "    \"\"\"\n",
    "    end_date   = datetime.today().date()\n",
    "    if offset is not None:\n",
    "        end_date -= offset\n",
    "\n",
    "    start_date = end_date - interval\n",
    "    \n",
    "    sp500_index = Index('^GSPC')\n",
    "    sp500_time_series = sp500_index.get_historical_data(start_date,end_date)\n",
    "    sp500_close = sp500_time_series['close'] \n",
    "    sp500_close_smooth = sp500_close.ewm(span=5).mean()\n",
    "\n",
    "    sp500_end_of_interval = round(sp500_close_smooth.values[-1],2)\n",
    "    sp500_start_of_interval = round(sp500_close_smooth.values[0],2)\n",
    "    sp500_gain_during_interval = round(sp500_end_of_interval / sp500_start_of_interval,4)\n",
    "    \n",
    "    if output:\n",
    "        print(\"Value start of interval: \",sp500_start_of_interval)\n",
    "        print(\"Value end of interval: \",sp500_end_of_interval)\n",
    "        print(\"Approximate gain: \",sp500_gain_during_interval)\n",
    "        print(\"\")\n",
    "    \n",
    "        plt.plot(sp500_close.values,'.',label='Close',color=plt.cm.viridis(.4),markerfacecolor=plt.cm.viridis(.9),markersize=12)\n",
    "        plt.plot(sp500_close_smooth.values,'-',label='5-day EWMA',color=plt.cm.viridis(0.3))\n",
    "        plt.title('S&P 500 Index')\n",
    "        plt.xlabel('Trading days')\n",
    "        plt.ylabel('Close Price')\n",
    "        plt.legend()\n",
    "        \n",
    "    return sp500_gain_during_interval"
   ]
  },
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   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
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     "name": "stdout",
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     "text": [
      "Value start of interval:  3141.63\n",
      "Value end of interval:  3031.2\n",
      "Approximate gain:  0.9648\n",
      "\n"
     ]
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   ],
   "source": [
    "get_sp500_gain_for_interval(TIMEDELTA_QUARTER,offset=None,output=True);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We will need to label our data so that we can provide the labels along with training data to our neural network. The labels in this case are generated by looking at the performance of a particular stock against the \"market\". Since the S&P 500 is a good representation of the US market, we will compare last quarter's performance of each stock that we will use to train the network with that of the S&P 500 index."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%execute_and_save tmp_benchmark_label\n",
    "\n",
    "def get_stock_label_func(p_interval,p_offset):\n",
    "    \"\"\" Generates a function that returns a stock label \n",
    "            \n",
    "    Args:\n",
    "        p_interval: The prediction interval as a datetime.timedelta\n",
    "        p_offset: The offset of d_interval relative to today as a datetime.timedelta\n",
    "\n",
    "    Returns:\n",
    "        A function that can be called (for a specified stock) to get the stock label\n",
    "    \"\"\"\n",
    "    ref_value = get_sp500_gain_for_interval(p_interval,p_offset,output=False) \n",
    "    \n",
    "    def get_stock_label(symbol,output=False):\n",
    "        \"\"\" Generates a stock label for training and/or validation dataset\n",
    "            \n",
    "        Raises:\n",
    "            LookupError: If the stock could not be found\n",
    "\n",
    "        Returns:\n",
    "            An integer value (0 or 1) indicating the stock label\n",
    "        \"\"\"\n",
    "        end_date = datetime.today().date()\n",
    "        if p_offset is not None:\n",
    "            end_date -= p_offset\n",
    "\n",
    "        start_date = end_date - p_interval\n",
    "        \n",
    "        try:\n",
    "            close_price = stock_data[symbol].get_historical_prices(start_date,end_date)['close']\n",
    "        except:\n",
    "            close_price = Stock(symbol).get_historical_prices(start_date,end_date)['close']\n",
    "            \n",
    "        close_price = close_price.ewm(span=3).mean()\n",
    "\n",
    "        stock_gain = close_price.values[-1] / close_price.values[0]\n",
    "        stock_relative_gain = round( (stock_gain) / ref_value,4)\n",
    "        \n",
    "        stock_label = 0 if stock_relative_gain < 1 else 1\n",
    "        \n",
    "        if output:\n",
    "            print(\"Gain during interval: \",round(stock_gain,4))\n",
    "            print(\"Reference value: \",ref_value)\n",
    "            print(\"Gain relative to reference value: \",stock_relative_gain)\n",
    "            print(\"Label: \",stock_label)\n",
    "        \n",
    "        return stock_label\n",
    "        \n",
    "    return get_stock_label"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "test_get_stock_label = get_stock_label_func(p_interval=TIMEDELTA_QUARTER,p_offset=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Label for AAPL:  1\n",
      "Label for KSS:   0\n",
      "Label for MSFT:  1\n",
      "Label for WELL:  0\n"
     ]
    }
   ],
   "source": [
    "print('Label for AAPL: ',test_get_stock_label('AAPL'))\n",
    "print('Label for KSS:  ',test_get_stock_label('KSS'))\n",
    "print('Label for MSFT: ',test_get_stock_label('MSFT'))\n",
    "print('Label for WELL: ',test_get_stock_label('WELL'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Stock Features: Categorical"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%execute_and_save tmp_predictor_categorical\n",
    "\n",
    "def get_stock_cat_features_func(d_interval,d_offset):\n",
    "    \"\"\" Generates a function that returns categorical features for a stock\n",
    "            \n",
    "    Args:\n",
    "        d_interval: The data interval as a datetime.timedelta (e.g., 6*TIMEDELTA_QUARTER for 6 quarters of data)\n",
    "        d_offset: The offset of d_interval relative to today as a datetime.timedelta\n",
    "\n",
    "    Returns:\n",
    "        A tuple consisting of array that specifies which categorical feature are to be embedded (as opposed to \n",
    "        stand-alone features) and a function that can be called to get categorical features for a stock. The\n",
    "        array should include the embedding dimension for the feature, or 0 if it is not to be embedded.\n",
    "    \"\"\"\n",
    "    # Get list of sectors and map each sector to an index (normalized)\n",
    "    sector_list = np.array(['Energy',\n",
    "                            'Consumer Cyclical',\n",
    "                            'Real Estate',\n",
    "                            'Utilities',\n",
    "                            'Industrials',\n",
    "                            'Basic Materials',\n",
    "                            'Technology',\n",
    "                            'Healthcare',\n",
    "                            'Financial Services',\n",
    "                            'Consumer Defensive'])\n",
    "    \n",
    "    industry_list = np.array(['Agriculture',\n",
    "                              'Insurance - Life',\n",
    "                              'Medical Diagnostics & Research',\n",
    "                              'Online Media',\n",
    "                              'Oil & Gas - E&P',\n",
    "                              'Homebuilding & Construction',\n",
    "                              'Oil & Gas - Drilling',\n",
    "                              'Oil & Gas - Refining & Marketing',\n",
    "                              'Advertising & Marketing Services',\n",
    "                              'Utilities - Regulated',\n",
    "                              'Consulting & Outsourcing',\n",
    "                              'Autos',\n",
    "                              'Travel & Leisure',\n",
    "                              'Oil & Gas - Integrated',\n",
    "                              'Brokers & Exchanges',\n",
    "                              'Application Software',\n",
    "                              'Manufacturing - Apparel & Furniture',\n",
    "                              'Medical Devices',\n",
    "                              'Retail - Apparel & Specialty',\n",
    "                              'Oil & Gas - Services',\n",
    "                              'Consumer Packaged Goods',\n",
    "                              'Insurance - Property & Casualty',\n",
    "                              'Drug Manufacturers',\n",
    "                              'Real Estate Services',\n",
    "                              'Airlines',\n",
    "                              'Insurance',\n",
    "                              'Farm & Construction Machinery',\n",
    "                              'Semiconductors',\n",
    "                              'Medical Distribution',\n",
    "                              'Steel',\n",
    "                              'Restaurants',\n",
    "                              'Waste Management',\n",
    "                              'Entertainment',\n",
    "                              'Chemicals',\n",
    "                              'REITs',\n",
    "                              'Insurance - Specialty',\n",
    "                              'Metals & Mining',\n",
    "                              'Retail - Defensive',\n",
    "                              'Biotechnology',\n",
    "                              'Conglomerates',\n",
    "                              'Utilities - Independent Power Producers',\n",
    "                              'Building Materials',\n",
    "                              'Health Care Plans',\n",
    "                              'Tobacco Products',\n",
    "                              'Oil & Gas - Midstream',\n",
    "                              'Transportation & Logistics',\n",
    "                              'Business Services',\n",
    "                              'Truck Manufacturing',\n",
    "                              'Beverages - Non-Alcoholic',\n",
    "                              'Personal Services',\n",
    "                              'Banks',\n",
    "                              'Medical Instruments & Equipment',\n",
    "                              'Industrial Distribution',\n",
    "                              'Asset Management',\n",
    "                              'Forest Products',\n",
    "                              'Industrial Products',\n",
    "                              'Communication Equipment',\n",
    "                              'Packaging & Containers',\n",
    "                              'Credit Services',\n",
    "                              'Engineering & Construction',\n",
    "                              'Computer Hardware',\n",
    "                              'Aerospace & Defense',\n",
    "                              'Beverages - Alcoholic',\n",
    "                              'Health Care Providers',\n",
    "                              'Communication Services',\n",
    "                              'Employment Services'])\n",
    "    \n",
    "    sector_dict = { sector : i for i, sector in enumerate(sector_list)}\n",
    "    industry_dict = { industry : i for i, industry in enumerate(industry_list)}\n",
    "\n",
    "    # SP500 range is on the order of USD 1B to USD 1T, scale accordingly\n",
    "    MIN_MARKET_CAP = 1.0e9\n",
    "    MAX_MARKET_CAP = 1.0e12\n",
    "    \n",
    "    # For the specified d_offset we will make a cyclic label corresponding\n",
    "    # to the month of the year (1-12) using sine and cosine functions\n",
    "    end_date = datetime.today().date()\n",
    "    if d_offset is not None:\n",
    "        end_date -= d_offset\n",
    "       \n",
    "    # Encoding which month (fractional) the data ends. This is universal\n",
    "    # in that it will work for any intervals and offsets of interest.\n",
    "    month_decimal = end_date.month + end_date.day/30.0;\n",
    "    month_angle = 2*math.pi*month_decimal/12.0\n",
    "    month_x = math.cos(month_angle)\n",
    "    month_y = math.sin(month_angle)\n",
    "    \n",
    "    # The feature structure (# of embeddings for each feature or 0 if not to be embedded)\n",
    "    cat_feature_embeddings = [len(sector_list)+1, len(industry_list)+1, 0, 0]\n",
    "        \n",
    "    def get_stock_cat_features(symbol):\n",
    "        \"\"\" Gets categorical features associated with a paticular stock\n",
    "        \n",
    "        Args:\n",
    "            symbol: A stock ticker symbol such as 'AAPL' or 'T'\n",
    "\n",
    "        Raises:\n",
    "            LookupError: If any categorical feature is unavailable of NaN for the stock.\n",
    "\n",
    "        Returns:\n",
    "            Categorical stock features as an array of M x 1 values (for M features). Categorical\n",
    "            features to be embedded are appear first in the returned array\n",
    "        \"\"\"    \n",
    "        try:\n",
    "            profile = stock_data[symbol].get_company_profile()\n",
    "        except:\n",
    "            profile = Stock(symbol).get_company_profile()\n",
    "            \n",
    "        sector = profile.loc[symbol,'sector']\n",
    "        industry = profile.loc[symbol,'industry']\n",
    "        \n",
    "        try:\n",
    "            sector_feature = sector_dict[sector]\n",
    "        except:\n",
    "            sector_feature = len(sector_list)\n",
    "            \n",
    "        try:\n",
    "            industry_feature = industry_dict[industry]\n",
    "        except:\n",
    "            industry_feature = len(industry_list)\n",
    "        \n",
    "        # Get market capitalization corresponding to d_offset\n",
    "        if d_offset is None:\n",
    "            quarter_offset = 0\n",
    "        else:\n",
    "            quarter_offset = int(d_offset / TIMEDELTA_QUARTER)\n",
    "            \n",
    "        # Get the \"latest\" key metrics as of the data interval\n",
    "        try:\n",
    "            key_metrics = stock_data[symbol].get_key_metrics(quarters=1,offset=quarter_offset)\n",
    "        except:\n",
    "            key_metrics = Stock(symbol).get_key_metrics(quarters=1,offset=quarter_offset)\n",
    "            \n",
    "        market_cap = key_metrics['Market Cap'][0]\n",
    "        \n",
    "        # Scalar value (approx 0-1) corresponding to market capitalization\n",
    "        market_cap_feature = math.log(float(market_cap)/MIN_MARKET_CAP,MAX_MARKET_CAP/MIN_MARKET_CAP)\n",
    "        \n",
    "        features = np.array( [sector_feature, industry_feature, market_cap_feature, month_x, month_y],dtype='float32')\n",
    "    \n",
    "        if np.isnan(features).any():\n",
    "            raise LookupError\n",
    "            \n",
    "        return features\n",
    "  \n",
    "    return cat_feature_embeddings, get_stock_cat_features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "_, test_get_stock_cat_features = get_stock_cat_features_func(d_interval=4*TIMEDELTA_QUARTER,d_offset=TIMEDELTA_QUARTER)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([6.        , 3.        , 0.99201804, 0.9848077 , 0.17364818],\n",
       "      dtype=float32)"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test_get_stock_cat_features('AMZN')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 2.        , 34.        ,  0.50660866,  0.9848077 ,  0.17364818],\n",
       "      dtype=float32)"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test_get_stock_cat_features('WELL')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Stock Features: Daily Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%execute_and_save tmp_predictor_daily\n",
    "\n",
    "def get_stock_daily_features_func(d_interval,d_offset):\n",
    "    \"\"\" Generates a function that returns daily features for a stock\n",
    "            \n",
    "    Args:\n",
    "        d_interval: The data interval as a datetime.timedelta (e.g., 6*TIMEDELTA_QUARTER for 6 quarters of data)\n",
    "        d_offset: The offset of d_interval relative to today as a datetime.timedelta\n",
    "\n",
    "    Returns:\n",
    "        A function that can be called to get daily features for a stock\n",
    "    \"\"\"\n",
    "    end_date = datetime.today().date()\n",
    "    if d_offset is not None:\n",
    "        end_date -= d_offset\n",
    "\n",
    "    start_date = end_date - d_interval\n",
    "    \n",
    "    # Th S&P 500 index will have a closing value for every trading day. Each of the stocks\n",
    "    # should also have the same number of values unless they were suspended and didn't trade or \n",
    "    # recently became public.\n",
    "    trading_day_count = len(Index('^GSPC').get_historical_data(start_date,end_date))\n",
    "    \n",
    "    def get_stock_daily_features(symbol,output=False):\n",
    "        \"\"\" Gets daily features associated with a paticular stock\n",
    "\n",
    "        Args:\n",
    "            symbol: A stock ticker symbol such as 'AAPL' or 'T'\n",
    "\n",
    "        Raises:\n",
    "            LookupError: If any categorical feature is unavailable of NaN for the stock.\n",
    "\n",
    "        Returns:\n",
    "            Daily stock features as an array of M x N values (for M features with N values)\n",
    "        \"\"\"\n",
    "        try:\n",
    "            historical_data = stock_data[symbol].get_historical_prices(start_date,end_date)\n",
    "        except:\n",
    "            historical_data = Stock(symbol).get_historical_prices(start_date,end_date)\n",
    "        \n",
    "        # Smooth and normalize closing price relative to initial price for data set\n",
    "        close_price = historical_data['close'].ewm(span=5).mean()\n",
    "        close_price = close_price / close_price.iat[0]\n",
    "        close_price = np.log10(close_price)\n",
    "    \n",
    "        # Smooth and normalize volume relative to average volume\n",
    "        average_volume = historical_data['volume'].mean()\n",
    "        volume = historical_data['volume'].ewm(span=5).mean()\n",
    "        volume = volume / average_volume\n",
    "        volume = np.log10(volume+1e-6)\n",
    "        \n",
    "        # Ensure equal lengths of data (nothing missing)\n",
    "        if len(volume) != len(close_price):\n",
    "            raise LookupError\n",
    "        \n",
    "        # Ensure we have the right number of data points for the period\n",
    "        if len(close_price) != trading_day_count:\n",
    "            raise LookupError\n",
    "        \n",
    "        features = np.array([close_price, volume],dtype='float32')\n",
    "        \n",
    "        if np.isnan(features).any():\n",
    "            raise LookupError\n",
    "            \n",
    "        return features\n",
    "        \n",
    "    return get_stock_daily_features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "test_get_stock_daily_features = get_stock_daily_features_func(1*TIMEDELTA_QUARTER,TIMEDELTA_QUARTER)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 0.0000000e+00, -5.0990847e-03, -5.6461804e-03, -5.2436558e-03,\n",
       "        -3.4641849e-03, -3.7206677e-03, -6.1305142e-03, -6.9826082e-03,\n",
       "        -8.2381768e-03, -6.8057398e-03, -6.6265580e-03, -7.2191744e-03,\n",
       "        -4.2070001e-03, -1.8134024e-03, -3.9086938e-03, -4.0865601e-03,\n",
       "        -1.6394643e-04,  2.4616781e-03,  2.4887156e-03,  4.2007403e-03,\n",
       "         7.2954437e-03,  1.3216045e-02,  1.6906137e-02,  1.9007210e-02,\n",
       "         1.9813636e-02,  2.0913530e-02,  2.2342300e-02,  2.5806522e-02,\n",
       "         2.7766054e-02,  3.1017344e-02,  3.3411827e-02,  3.6793131e-02,\n",
       "         4.0495358e-02,  3.9547034e-02,  3.8895868e-02,  4.1715506e-02,\n",
       "         4.7709335e-02,  5.2626580e-02,  5.5662919e-02,  5.7737917e-02,\n",
       "         6.0354248e-02,  6.2488917e-02,  6.5058529e-02,  6.6629626e-02,\n",
       "         6.9065392e-02,  6.9671363e-02,  7.1794368e-02,  7.3938005e-02,\n",
       "         7.4919127e-02,  7.3878348e-02,  7.2535664e-02,  7.1511649e-02,\n",
       "         7.3350571e-02,  7.3433936e-02,  7.5430177e-02,  7.6434970e-02,\n",
       "         7.5421341e-02,  7.2163500e-02,  7.1240962e-02,  7.2737522e-02,\n",
       "         7.6532431e-02,  7.6989107e-02],\n",
       "       [-3.9842260e-01, -3.4139705e-01, -4.3882817e-01, -5.1261127e-01,\n",
       "        -5.0883085e-01, -5.2785772e-01, -3.6169058e-01, -4.3602371e-01,\n",
       "        -4.2786852e-01, -4.7001609e-01, -5.1811099e-01, -5.1279271e-01,\n",
       "        -5.0572920e-01, -4.5341223e-01, -4.2274472e-01, -4.3171033e-01,\n",
       "        -4.0914527e-01, -4.1314572e-01, -4.2827138e-01, -4.8689428e-01,\n",
       "        -4.7619689e-01, -4.0336400e-01, -4.4011468e-01, -4.7854033e-01,\n",
       "        -5.2599931e-01, -5.7122421e-01, -5.5346549e-01, -5.5823904e-01,\n",
       "        -5.6962454e-01, -5.8848715e-01, -6.1344355e-01, -6.2322140e-01,\n",
       "        -5.8772147e-01, -4.9534455e-01, -4.6724305e-01,  1.1642193e+00,\n",
       "         9.9503398e-01,  8.2584620e-01,  6.5769964e-01,  4.9269602e-01,\n",
       "         3.3668333e-01,  1.8176390e-01,  4.0477492e-02, -8.5086465e-02,\n",
       "        -1.8429153e-01, -2.7714062e-01, -3.4130654e-01, -4.0517545e-01,\n",
       "        -4.6730155e-01, -4.7228703e-01, -4.5588976e-01, -5.2170736e-01,\n",
       "        -5.4158974e-01, -5.2249414e-01, -5.7254934e-01, -6.4483500e-01,\n",
       "        -6.0439926e-01, -5.4668200e-01, -5.8712852e-01, -6.0311890e-01,\n",
       "        -5.5931580e-01, -5.0004238e-01]], dtype=float32)"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test_get_stock_daily_features('AAPL')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Stock Features: Quarterly Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%execute_and_save tmp_predictor_quarterly\n",
    "\n",
    "def get_stock_quarterly_features_func(d_interval,d_offset):\n",
    "    \"\"\" Generates a function that returns quarterly features for a stock\n",
    "            \n",
    "    Args:\n",
    "        d_interval: The data interval as a datetime.timedelta (e.g., 6*TIMEDELTA_QUARTER for 6 quarters of data)\n",
    "        d_offset: The offset of d_interval relative to today\n",
    "\n",
    "    Returns:\n",
    "        A function that can be called to get quarterly features for a stock\n",
    "    \"\"\"\n",
    "    \n",
    "    # Quarterly features can only be used if prediction intervals \n",
    "    if d_interval < TIMEDELTA_QUARTER:\n",
    "        raise ValueError(\"The specified data interval is less than one quarter\")\n",
    "    \n",
    "    end_date = datetime.today().date()    \n",
    "    if d_offset is not None:\n",
    "        end_date -= d_offset\n",
    "        \n",
    "    start_date = end_date - d_interval\n",
    "    \n",
    "    quarter_count =  int(d_interval / TIMEDELTA_QUARTER)\n",
    "    \n",
    "    if d_offset is None:\n",
    "        quarter_offset = 0\n",
    "    else:\n",
    "        quarter_offset = int(d_offset / TIMEDELTA_QUARTER)\n",
    "        \n",
    "    price_to_earnings_scaler = MinMaxScaler()\n",
    "    price_to_sales_scaler = MinMaxScaler()\n",
    "    price_to_free_cash_flow_scaler = MinMaxScaler()\n",
    "    dividend_yield_scaler = MinMaxScaler()\n",
    "\n",
    "    price_to_earnings_scaler.fit_transform(np.array([0,200]).reshape(-1, 1))\n",
    "    price_to_sales_scaler.fit_transform(np.array([0,200]).reshape(-1, 1))\n",
    "    price_to_free_cash_flow_scaler.fit_transform(np.array([0,200]).reshape(-1, 1))\n",
    "    dividend_yield_scaler.fit_transform(np.array([0,1]).reshape(-1, 1))\n",
    "    \n",
    "    def get_stock_quarterly_features(symbol):\n",
    "        \"\"\" Gets quarterly features associated with a paticular stock\n",
    "        \n",
    "        Args:\n",
    "            symbol: A stock ticker symbol such as 'AAPL' or 'T'\n",
    "\n",
    "        Raises:\n",
    "            LookupError: If any categorical feature is unavailable of NaN for the stock.\n",
    "\n",
    "        Returns:\n",
    "            Quarterly stock features as an array of M x N values (for M features and N values)\n",
    "        \"\"\"\n",
    "        try:\n",
    "            key_metrics = stock_data[symbol].get_key_metrics(quarter_count,quarter_offset)\n",
    "        except:\n",
    "            key_metrics = Stock(symbol).get_key_metrics(quarter_count,quarter_offset)\n",
    "        \n",
    "        key_metrics['PE ratio'] = price_to_earnings_scaler.transform(key_metrics['PE ratio'].values.reshape(-1,1))\n",
    "        key_metrics['Price to Sales Ratio'] = price_to_sales_scaler.transform(key_metrics['Price to Sales Ratio'].values.reshape(-1,1))\n",
    "        key_metrics['PFCF ratio'] = price_to_free_cash_flow_scaler.transform(key_metrics['PFCF ratio'].values.reshape(-1,1))   \n",
    "        key_metrics['Dividend Yield'] = dividend_yield_scaler.transform(key_metrics['Dividend Yield'].values.reshape(-1,1))\n",
    "\n",
    "        try:\n",
    "            financials = stock_data[symbol].get_income_statement(quarter_count,quarter_offset)\n",
    "        except:\n",
    "            financials = Stock(symbol).get_income_statement(quarter_count,quarter_offset)\n",
    "        \n",
    "        # Apply scaling for diluted EPS (we want growth relative to t=0)\n",
    "        financials['EPS Diluted'] = ( financials['EPS Diluted'].astype(dtype='float32') / float(financials['EPS Diluted'].iat[0]) )\n",
    "    \n",
    "        features = np.array([\n",
    "            key_metrics['PE ratio'],\n",
    "            key_metrics['Price to Sales Ratio'],\n",
    "            key_metrics['PFCF ratio'],\n",
    "            key_metrics['Dividend Yield'],\n",
    "            financials['EPS Diluted'],\n",
    "            financials['Revenue Growth'],\n",
    "        ],dtype='float32')\n",
    "        \n",
    "        if np.isnan(features).any():\n",
    "            raise LookupError\n",
    "           \n",
    "        return features\n",
    "        \n",
    "    return get_stock_quarterly_features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "test_get_stock_quarterly_features = get_stock_quarterly_features_func(4*TIMEDELTA_QUARTER,None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 0.0642785 ,  0.07975   ,  0.085186  ,  0.0935545 ],\n",
       "       [ 0.0143065 ,  0.0174425 ,  0.0179    ,  0.0194515 ],\n",
       "       [ 0.0602705 ,  0.074701  ,  0.0790805 ,  0.0878035 ],\n",
       "       [ 0.0179    ,  0.0153    ,  0.0147    ,  0.0134    ],\n",
       "       [ 1.        ,  0.88709676,  1.2217742 ,  2.0120966 ],\n",
       "       [-0.3118847 , -0.07249849,  0.19013548,  0.43377575]],\n",
       "      dtype=float32)"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test_get_stock_quarterly_features('AAPL')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 0.05007   ,  0.059608  ,  0.070231  ,  0.084843  ],\n",
       "       [ 0.006082  ,  0.0065545 ,  0.006647  ,  0.007581  ],\n",
       "       [ 0.0454635 ,  0.0453075 ,  0.0416045 ,  0.0477055 ],\n",
       "       [ 0.0701    ,  0.0629    ,  0.0604    ,  0.0536    ],\n",
       "       [ 1.        ,  0.8484848 ,  0.75757575,  0.77272725],\n",
       "       [ 0.04927961, -0.06596795,  0.00290004, -0.00820784]],\n",
       "      dtype=float32)"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test_get_stock_quarterly_features('T')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Generate Training and Testing Data Sets\n",
    "\n",
    "We have created a custom dataset class that will accept references to the functions we created earlier for extracting categorical, daily and quarterly features and generating a label for a particular stock. To use the dataset, we specify a list of stocks and references to the functions. We are going to create multiple datasets: training and testing datasets for a number of folds."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[34mimport\u001b[39;49;00m \u001b[04m\u001b[36mtorch\u001b[39;49;00m\n",
      "\u001b[34mimport\u001b[39;49;00m \u001b[04m\u001b[36mtorch.utils.data.dataset\u001b[39;49;00m \u001b[34mas\u001b[39;49;00m \u001b[04m\u001b[36mdataset\u001b[39;49;00m\n",
      "\u001b[34mimport\u001b[39;49;00m \u001b[04m\u001b[36mtorch.utils.data.dataloader\u001b[39;49;00m \u001b[34mas\u001b[39;49;00m \u001b[04m\u001b[36mdataLoader\u001b[39;49;00m\n",
      "\n",
      "\u001b[34mfrom\u001b[39;49;00m \u001b[04m\u001b[36mtorch.nn.utils.rnn\u001b[39;49;00m \u001b[34mimport\u001b[39;49;00m pack_padded_sequence\n",
      "\u001b[34mfrom\u001b[39;49;00m \u001b[04m\u001b[36mtorch.nn.utils.rnn\u001b[39;49;00m \u001b[34mimport\u001b[39;49;00m pad_sequence\n",
      "\n",
      "\u001b[34mimport\u001b[39;49;00m \u001b[04m\u001b[36mnumpy\u001b[39;49;00m \u001b[34mas\u001b[39;49;00m \u001b[04m\u001b[36mnp\u001b[39;49;00m\n",
      "\u001b[34mimport\u001b[39;49;00m \u001b[04m\u001b[36mos\u001b[39;49;00m\n",
      "\n",
      "\u001b[34mfrom\u001b[39;49;00m \u001b[04m\u001b[36mabc\u001b[39;49;00m \u001b[34mimport\u001b[39;49;00m ABC\n",
      "\n",
      "\u001b[34mclass\u001b[39;49;00m \u001b[04m\u001b[32mStockDataset\u001b[39;49;00m(dataset.Dataset,ABC):\n",
      "    \u001b[33m\"\"\"Stock dataset.\"\"\"\u001b[39;49;00m\n",
      "    \n",
      "    \u001b[34mdef\u001b[39;49;00m \u001b[32m__init__\u001b[39;49;00m(\u001b[36mself\u001b[39;49;00m,p_interval,d_interval,offsets,features,labels=\u001b[36mNone\u001b[39;49;00m):\n",
      "\n",
      "        \u001b[34mtry\u001b[39;49;00m:\n",
      "            \u001b[36mself\u001b[39;49;00m.c_features_embedding_dims = features[\u001b[34m0\u001b[39;49;00m]\n",
      "            \u001b[36mself\u001b[39;49;00m.c_features = features[\u001b[34m1\u001b[39;49;00m]\n",
      "            \u001b[36mself\u001b[39;49;00m.d_features = features[\u001b[34m2\u001b[39;49;00m]\n",
      "            \u001b[36mself\u001b[39;49;00m.q_features = features[\u001b[34m3\u001b[39;49;00m]\n",
      "            \u001b[36mself\u001b[39;49;00m.labels = labels\n",
      "            \u001b[36mself\u001b[39;49;00m.p_interval = p_interval\n",
      "            \u001b[36mself\u001b[39;49;00m.d_interval = d_interval\n",
      "            \u001b[36mself\u001b[39;49;00m.offsets = offsets\n",
      "\n",
      "        \u001b[34mexcept\u001b[39;49;00m:\n",
      "            \u001b[34mraise\u001b[39;49;00m \u001b[36mValueError\u001b[39;49;00m\n",
      "\n",
      "    \u001b[90m@classmethod\u001b[39;49;00m\n",
      "    \u001b[34mdef\u001b[39;49;00m \u001b[32mconcat\u001b[39;49;00m(\u001b[36mcls\u001b[39;49;00m,datasets):\n",
      "        \u001b[33m\"\"\" Concatenates datasets to make a new dataset (for use with K-folding)\u001b[39;49;00m\n",
      "\u001b[33m        Args:\u001b[39;49;00m\n",
      "\u001b[33m            datasets: An iterable of StockDatasets\u001b[39;49;00m\n",
      "\u001b[33m\u001b[39;49;00m\n",
      "\u001b[33m        Retruns:\u001b[39;49;00m\n",
      "\u001b[33m            The concatenated dataset\u001b[39;49;00m\n",
      "\u001b[33m        \"\"\"\u001b[39;49;00m\n",
      "        baseline_ds = datasets[\u001b[34m0\u001b[39;49;00m]\n",
      "        \u001b[34mfor\u001b[39;49;00m ds \u001b[35min\u001b[39;49;00m datasets:\n",
      "            \u001b[34mif\u001b[39;49;00m ds.get_prediction_interval() != baseline_ds.get_prediction_interval():\n",
      "                \u001b[34mraise\u001b[39;49;00m \u001b[36mValueError\u001b[39;49;00m(\u001b[33m\"\u001b[39;49;00m\u001b[33mMismatch in prediction interval\u001b[39;49;00m\u001b[33m\"\u001b[39;49;00m)\n",
      "\n",
      "            \u001b[34mif\u001b[39;49;00m ds.get_data_interval() != baseline_ds.get_data_interval():\n",
      "                \u001b[34mraise\u001b[39;49;00m \u001b[36mValueError\u001b[39;49;00m(\u001b[33m\"\u001b[39;49;00m\u001b[33mMismatch in data interval\u001b[39;49;00m\u001b[33m\"\u001b[39;49;00m)\n",
      "\n",
      "            \u001b[34mif\u001b[39;49;00m \u001b[35mnot\u001b[39;49;00m np.array_equal(ds.get_offsets(),baseline_ds.get_offsets()):\n",
      "                \u001b[34mraise\u001b[39;49;00m \u001b[36mValueError\u001b[39;49;00m(\u001b[33m\"\u001b[39;49;00m\u001b[33mMismatch in data offsets\u001b[39;49;00m\u001b[33m\"\u001b[39;49;00m)\n",
      "\n",
      "            \u001b[34mif\u001b[39;49;00m ds.get_categorical_feature_count() != baseline_ds.get_categorical_feature_count():\n",
      "                \u001b[34mraise\u001b[39;49;00m \u001b[36mValueError\u001b[39;49;00m(\u001b[33m\"\u001b[39;49;00m\u001b[33mMismatch in categorical features\u001b[39;49;00m\u001b[33m\"\u001b[39;49;00m)\n",
      "\n",
      "            \u001b[34mif\u001b[39;49;00m \u001b[35mnot\u001b[39;49;00m np.array_equal(ds.get_categorical_feature_embedding_dims(),baseline_ds.get_categorical_feature_embedding_dims()):\n",
      "                \u001b[34mraise\u001b[39;49;00m \u001b[36mValueError\u001b[39;49;00m(\u001b[33m\"\u001b[39;49;00m\u001b[33mMismatch in categorical feature embedding dimensions\u001b[39;49;00m\u001b[33m\"\u001b[39;49;00m)\n",
      "\n",
      "            \u001b[34mif\u001b[39;49;00m ds.get_daily_feature_count() != baseline_ds.get_daily_feature_count():\n",
      "                \u001b[34mraise\u001b[39;49;00m \u001b[36mValueError\u001b[39;49;00m(\u001b[33m\"\u001b[39;49;00m\u001b[33mMismatch in daily features\u001b[39;49;00m\u001b[33m\"\u001b[39;49;00m)\n",
      "\n",
      "            \u001b[34mif\u001b[39;49;00m ds.get_quarterly_feature_count() != baseline_ds.get_quarterly_feature_count():\n",
      "                \u001b[34mraise\u001b[39;49;00m \u001b[36mValueError\u001b[39;49;00m(\u001b[33m\"\u001b[39;49;00m\u001b[33mMismatch in quarterly features\u001b[39;49;00m\u001b[33m\"\u001b[39;49;00m)\n",
      "\n",
      "        c_features_embedding_dims = ds.get_categorical_feature_embedding_dims()\n",
      "        c_features = np.concatenate([ ds.c_features \u001b[34mfor\u001b[39;49;00m ds \u001b[35min\u001b[39;49;00m datasets])\n",
      "        d_features = np.concatenate([ ds.d_features \u001b[34mfor\u001b[39;49;00m ds \u001b[35min\u001b[39;49;00m datasets])\n",
      "        q_features = np.concatenate([ ds.q_features \u001b[34mfor\u001b[39;49;00m ds \u001b[35min\u001b[39;49;00m datasets])\n",
      "        labels = np.concatenate([ ds.labels \u001b[34mfor\u001b[39;49;00m ds \u001b[35min\u001b[39;49;00m datasets])\n",
      "\n",
      "        \u001b[34mreturn\u001b[39;49;00m \u001b[36mcls\u001b[39;49;00m(baseline_ds.get_prediction_interval(),\n",
      "                   baseline_ds.get_data_interval(),\n",
      "                   baseline_ds.get_offsets(),\n",
      "                   [c_features_embedding_dims,c_features, d_features, q_features],\n",
      "                   labels)\n",
      "        \n",
      "    \u001b[90m@classmethod\u001b[39;49;00m\n",
      "    \u001b[34mdef\u001b[39;49;00m \u001b[32mfrom_data\u001b[39;49;00m(\u001b[36mcls\u001b[39;49;00m,\n",
      "                  stocks,\n",
      "                  p_interval,\n",
      "                  d_interval,\n",
      "                  offsets,\n",
      "                  c_features_func_gen,\n",
      "                  d_features_func_gen,\n",
      "                  q_features_func_gen,\n",
      "                  label_func_gen=\u001b[36mNone\u001b[39;49;00m,\n",
      "                  output=\u001b[36mFalse\u001b[39;49;00m):\n",
      "        \u001b[33m\"\"\" Creates a dataset using the specified data generator functions\u001b[39;49;00m\n",
      "\u001b[33m        Args:\u001b[39;49;00m\n",
      "\u001b[33m            stocks: The data interval as a datetime.timedelta (e.g., 6*TIMEDELTA_QUARTER for 6 quarters of data)\u001b[39;49;00m\n",
      "\u001b[33m            p_interval: The prediction interval, as a datetime.timedelta object\u001b[39;49;00m\n",
      "\u001b[33m            d_interval: The data interval, as a datetime.timedelta object\u001b[39;49;00m\n",
      "\u001b[33m            offsets: An iterable of offsets to use for prediction and data relative to today, as a datetime.timedelta object\u001b[39;49;00m\n",
      "\u001b[33m            c_features_func_gen: A function that accepts d_interval and offset arguments and returns a \u001b[39;49;00m\n",
      "\u001b[33m                                 function that provides categorical features data for a specified stock\u001b[39;49;00m\n",
      "\u001b[33m            d_features_func_gen: A function that accepts d_interval and offset arguments and returns a \u001b[39;49;00m\n",
      "\u001b[33m                                 function that provides daily features data for a specified stock\u001b[39;49;00m\n",
      "\u001b[33m            q_features_func_gen: A function that accepts d_interval and offset arguments and returns a \u001b[39;49;00m\n",
      "\u001b[33m                                 function that provides quarterly features data for a specified stock\u001b[39;49;00m\n",
      "\u001b[33m            label_func_gen: A function that accepts p_interval and offset arguments and returns a function\u001b[39;49;00m\n",
      "\u001b[33m                            that provides labels for a specified stock\u001b[39;49;00m\n",
      "\u001b[33m            \u001b[39;49;00m\n",
      "\u001b[33m        Returns:\u001b[39;49;00m\n",
      "\u001b[33m            A Dataset object that includes feature and label data for the specified stocks over the specified interval\u001b[39;49;00m\n",
      "\u001b[33m        \"\"\"\u001b[39;49;00m\n",
      "        success_stocks = \u001b[36mlist\u001b[39;49;00m()\n",
      "        problem_stocks = \u001b[36mlist\u001b[39;49;00m()\n",
      "    \n",
      "        c_features = \u001b[36mlist\u001b[39;49;00m()\n",
      "        d_features = \u001b[36mlist\u001b[39;49;00m()\n",
      "        q_features = \u001b[36mlist\u001b[39;49;00m()\n",
      "        labels = \u001b[36mlist\u001b[39;49;00m()\n",
      "        \n",
      "        \u001b[34mfor\u001b[39;49;00m offset \u001b[35min\u001b[39;49;00m offsets:  \n",
      "            \u001b[37m# For each specified data offset, prepare functions that will\u001b[39;49;00m\n",
      "            \u001b[37m# be used to generate data for the specified intervals      \u001b[39;49;00m\n",
      "            c_features_embedding_dims, c_features_func = c_features_func_gen(d_interval,offset+p_interval)\n",
      "            d_features_func = d_features_func_gen(d_interval,offset+p_interval)\n",
      "            q_features_func = q_features_func_gen(d_interval,offset+p_interval)\n",
      "\n",
      "            \u001b[34mif\u001b[39;49;00m label_func_gen \u001b[35mis\u001b[39;49;00m \u001b[35mnot\u001b[39;49;00m \u001b[36mNone\u001b[39;49;00m:\n",
      "                label_func = label_func_gen(p_interval,offset)\n",
      "            \u001b[34melse\u001b[39;49;00m:\n",
      "                label_func = \u001b[36mNone\u001b[39;49;00m\n",
      "            \n",
      "            \u001b[34mfor\u001b[39;49;00m stock \u001b[35min\u001b[39;49;00m stocks:\n",
      "                \u001b[34mtry\u001b[39;49;00m:\n",
      "                    \u001b[37m# Attempt to get all data first, if not available exception will be thrown\u001b[39;49;00m\n",
      "                    c = c_features_func(stock)\n",
      "                    d = d_features_func(stock)\n",
      "                    q = q_features_func(stock)\n",
      "\n",
      "                    \u001b[34mif\u001b[39;49;00m label_func:\n",
      "                        l = label_func(stock)\n",
      "\n",
      "                    \u001b[37m# Time-series features will need to be transposed for our LSTM input\u001b[39;49;00m\n",
      "                    c_features.append(c.transpose().astype(dtype=\u001b[33m'\u001b[39;49;00m\u001b[33mfloat32\u001b[39;49;00m\u001b[33m'\u001b[39;49;00m,copy=\u001b[36mFalse\u001b[39;49;00m))\n",
      "                    d_features.append(d.transpose().astype(dtype=\u001b[33m'\u001b[39;49;00m\u001b[33mfloat32\u001b[39;49;00m\u001b[33m'\u001b[39;49;00m,copy=\u001b[36mFalse\u001b[39;49;00m))\n",
      "                    q_features.append(q.transpose().astype(dtype=\u001b[33m'\u001b[39;49;00m\u001b[33mfloat32\u001b[39;49;00m\u001b[33m'\u001b[39;49;00m,copy=\u001b[36mFalse\u001b[39;49;00m))\n",
      "\n",
      "                    \u001b[34mif\u001b[39;49;00m label_func:\n",
      "                        labels.append(l)\n",
      "                    \n",
      "                    success_stocks.append(stock)\n",
      "                \u001b[34mexcept\u001b[39;49;00m:\n",
      "                    problem_stocks.append(stock)\n",
      "                    \u001b[34mcontinue\u001b[39;49;00m\n",
      "                \u001b[34mif\u001b[39;49;00m output:    \n",
      "                    \u001b[34mprint\u001b[39;49;00m(\u001b[33m\"\u001b[39;49;00m\u001b[33m.\u001b[39;49;00m\u001b[33m\"\u001b[39;49;00m, end = \u001b[33m'\u001b[39;49;00m\u001b[33m'\u001b[39;49;00m)\n",
      "        \n",
      "        \u001b[34mif\u001b[39;49;00m output:\n",
      "            \u001b[34mprint\u001b[39;49;00m(\u001b[33m'\u001b[39;49;00m\u001b[33m'\u001b[39;49;00m)\n",
      "            \u001b[34mprint\u001b[39;49;00m(f\u001b[33m'\u001b[39;49;00m\u001b[33mThe following stocks were successfully processed: {\u001b[39;49;00m\u001b[33m\"\u001b[39;49;00m\u001b[33m, \u001b[39;49;00m\u001b[33m\"\u001b[39;49;00m\u001b[33m.join(success_stocks)}\u001b[39;49;00m\u001b[33m'\u001b[39;49;00m)\n",
      "            \u001b[34mprint\u001b[39;49;00m(\u001b[33m'\u001b[39;49;00m\u001b[33m'\u001b[39;49;00m)\n",
      "            \u001b[34mprint\u001b[39;49;00m(f\u001b[33m'\u001b[39;49;00m\u001b[33mThe following tickers did not have complete data and were not processed: {\u001b[39;49;00m\u001b[33m\"\u001b[39;49;00m\u001b[33m, \u001b[39;49;00m\u001b[33m\"\u001b[39;49;00m\u001b[33m.join(problem_stocks)}.\u001b[39;49;00m\u001b[33m'\u001b[39;49;00m)\n",
      "\n",
      "        features = [c_features_embedding_dims,np.stack(c_features,axis=\u001b[34m0\u001b[39;49;00m),np.array(d_features),np.stack(q_features,axis=\u001b[34m0\u001b[39;49;00m)]\n",
      "        labels = np.stack(labels,axis=\u001b[34m0\u001b[39;49;00m) \u001b[34mif\u001b[39;49;00m label_func \u001b[35mis\u001b[39;49;00m \u001b[35mnot\u001b[39;49;00m \u001b[36mNone\u001b[39;49;00m \u001b[34melse\u001b[39;49;00m \u001b[36mNone\u001b[39;49;00m\n",
      "            \n",
      "        \u001b[34mreturn\u001b[39;49;00m \u001b[36mcls\u001b[39;49;00m(p_interval,d_interval,offsets,features,labels)\n",
      "\n",
      "    \u001b[90m@classmethod\u001b[39;49;00m\n",
      "    \u001b[34mdef\u001b[39;49;00m \u001b[32mfrom_file\u001b[39;49;00m(\u001b[36mcls\u001b[39;49;00m,path):\n",
      "        \n",
      "        data = np.load(path,allow_pickle=\u001b[36mTrue\u001b[39;49;00m)[\u001b[33m'\u001b[39;49;00m\u001b[33marr_0\u001b[39;49;00m\u001b[33m'\u001b[39;49;00m]\n",
      "        meta, features, labels = data[\u001b[34m0\u001b[39;49;00m], data[\u001b[34m1\u001b[39;49;00m], data[\u001b[34m2\u001b[39;49;00m]\n",
      "\n",
      "        \u001b[34mreturn\u001b[39;49;00m \u001b[36mcls\u001b[39;49;00m(meta[\u001b[34m0\u001b[39;49;00m],meta[\u001b[34m1\u001b[39;49;00m],meta[\u001b[34m2\u001b[39;49;00m],features,labels)\n",
      "    \n",
      "    \u001b[34mdef\u001b[39;49;00m \u001b[32mto_file\u001b[39;49;00m(\u001b[36mself\u001b[39;49;00m, path, output=\u001b[36mFalse\u001b[39;49;00m):\n",
      "        directory = os.path.dirname(path)\n",
      "\n",
      "        \u001b[34mif\u001b[39;49;00m \u001b[35mnot\u001b[39;49;00m os.path.exists(directory):\n",
      "            os.makedirs(directory)\n",
      "\n",
      "        meta = [\u001b[36mself\u001b[39;49;00m.p_interval,\u001b[36mself\u001b[39;49;00m.d_interval,\u001b[36mself\u001b[39;49;00m.offsets]\n",
      "            \n",
      "        features = [\u001b[36mself\u001b[39;49;00m.c_features_embedding_dims,\n",
      "                    \u001b[36mself\u001b[39;49;00m.c_features,\n",
      "                    \u001b[36mself\u001b[39;49;00m.d_features,\n",
      "                    \u001b[36mself\u001b[39;49;00m.q_features]\n",
      "\n",
      "        np.savez(path,[meta,features,\u001b[36mself\u001b[39;49;00m.labels])\n",
      "        \n",
      "        \u001b[34mif\u001b[39;49;00m output:\n",
      "            \u001b[34mprint\u001b[39;49;00m(f\u001b[33m'\u001b[39;49;00m\u001b[33mSuccessfully wrote data to {path}\u001b[39;49;00m\u001b[33m'\u001b[39;49;00m)\n",
      "                   \n",
      "    \u001b[34mdef\u001b[39;49;00m \u001b[32m__len__\u001b[39;49;00m(\u001b[36mself\u001b[39;49;00m):\n",
      "        \n",
      "        \u001b[34mreturn\u001b[39;49;00m \u001b[36mlen\u001b[39;49;00m(\u001b[36mself\u001b[39;49;00m.c_features)\n",
      "\n",
      "    \u001b[34mdef\u001b[39;49;00m \u001b[32m__getitem__\u001b[39;49;00m(\u001b[36mself\u001b[39;49;00m, index):\n",
      "        \n",
      "        features = [\u001b[36mself\u001b[39;49;00m.c_features[index],\n",
      "                    \u001b[36mself\u001b[39;49;00m.d_features[index],\n",
      "                    \u001b[36mself\u001b[39;49;00m.q_features[index]]\n",
      "\n",
      "        \u001b[34mif\u001b[39;49;00m \u001b[36mself\u001b[39;49;00m.labels \u001b[35mis\u001b[39;49;00m \u001b[36mNone\u001b[39;49;00m:\n",
      "            \u001b[34mreturn\u001b[39;49;00m (features, \u001b[36mNone\u001b[39;49;00m)\n",
      "\n",
      "        \u001b[34mreturn\u001b[39;49;00m (features, \u001b[36mself\u001b[39;49;00m.labels[index])\n",
      "\n",
      "    \u001b[90m@staticmethod\u001b[39;49;00m\n",
      "    \u001b[34mdef\u001b[39;49;00m \u001b[32mcollate_data\u001b[39;49;00m(batch):\n",
      "        \u001b[37m# Features is indexed as features[stock][frequency][sequence][feature]\u001b[39;49;00m\n",
      "        (features, labels) = \u001b[36mzip\u001b[39;49;00m(*batch)\n",
      "\n",
      "        batch_size = \u001b[36mlen\u001b[39;49;00m(features)\n",
      "        \n",
      "        \u001b[37m# Concatenate (stack) categorical and quarterly features, as those will\u001b[39;49;00m\n",
      "        \u001b[37m# have the same sequence length across all samples\u001b[39;49;00m\n",
      "        categorical_features = torch.stack([torch.from_numpy( features[i][\u001b[34m0\u001b[39;49;00m] ) \u001b[34mfor\u001b[39;49;00m i \u001b[35min\u001b[39;49;00m \u001b[36mrange\u001b[39;49;00m(batch_size)],axis=\u001b[34m0\u001b[39;49;00m)\n",
      "        quarterly_features = torch.stack([torch.from_numpy( features[i][\u001b[34m2\u001b[39;49;00m] ) \u001b[34mfor\u001b[39;49;00m i \u001b[35min\u001b[39;49;00m \u001b[36mrange\u001b[39;49;00m(batch_size)] ,axis=\u001b[34m0\u001b[39;49;00m)\n",
      "        \n",
      "        \u001b[37m# Daily features: the sequence lengths may vary depending on the\u001b[39;49;00m\n",
      "        \u001b[37m# absolute time interval of the data (over some intervals there\u001b[39;49;00m\n",
      "        \u001b[37m# are market holidays and hence less data). We will need to pad\u001b[39;49;00m\n",
      "        \u001b[37m# and pack data using PyTorch.\u001b[39;49;00m\n",
      "        \n",
      "        \u001b[37m# Get length of daily features (e.g., sequence length)\u001b[39;49;00m\n",
      "        daily_features_lengths = [ \u001b[36mlen\u001b[39;49;00m(features[i][\u001b[34m1\u001b[39;49;00m]) \u001b[34mfor\u001b[39;49;00m i \u001b[35min\u001b[39;49;00m \u001b[36mrange\u001b[39;49;00m(batch_size)]\n",
      "        \n",
      "        \u001b[37m# Generate array of torch tensors for padding; tensors will have incompatible sizes\u001b[39;49;00m\n",
      "        daily_features = [torch.from_numpy( features[i][\u001b[34m1\u001b[39;49;00m] ) \u001b[34mfor\u001b[39;49;00m i \u001b[35min\u001b[39;49;00m \u001b[36mrange\u001b[39;49;00m(batch_size)] \n",
      "        \n",
      "        \u001b[37m# Pad tensors to the longest size\u001b[39;49;00m\n",
      "        daily_features_padded = pad_sequence(daily_features,batch_first=\u001b[36mTrue\u001b[39;49;00m,padding_value = -\u001b[34m10\u001b[39;49;00m)\n",
      "        \n",
      "        \u001b[37m# Pack the batch of daily features\u001b[39;49;00m\n",
      "        daily_features_packed = pack_padded_sequence(daily_features_padded,daily_features_lengths,batch_first=\u001b[36mTrue\u001b[39;49;00m,enforce_sorted=\u001b[36mFalse\u001b[39;49;00m)\n",
      "\n",
      "        features = [categorical_features,daily_features_packed,quarterly_features]\n",
      "        labels = torch.from_numpy(np.array(labels)) \u001b[34mif\u001b[39;49;00m labels[\u001b[34m0\u001b[39;49;00m] \u001b[35mis\u001b[39;49;00m \u001b[35mnot\u001b[39;49;00m \u001b[36mNone\u001b[39;49;00m \u001b[34melse\u001b[39;49;00m \u001b[36mNone\u001b[39;49;00m\n",
      "\n",
      "        \u001b[34mreturn\u001b[39;49;00m features, labels\n",
      "\n",
      "    \u001b[34mdef\u001b[39;49;00m \u001b[32mget_prediction_interval\u001b[39;49;00m(\u001b[36mself\u001b[39;49;00m):\n",
      "        \u001b[34mreturn\u001b[39;49;00m \u001b[36mself\u001b[39;49;00m.p_interval\n",
      "\n",
      "    \u001b[34mdef\u001b[39;49;00m \u001b[32mget_data_interval\u001b[39;49;00m(\u001b[36mself\u001b[39;49;00m):\n",
      "        \u001b[34mreturn\u001b[39;49;00m \u001b[36mself\u001b[39;49;00m.d_interval\n",
      "\n",
      "    \u001b[34mdef\u001b[39;49;00m \u001b[32mget_offsets\u001b[39;49;00m(\u001b[36mself\u001b[39;49;00m):\n",
      "        \u001b[34mreturn\u001b[39;49;00m \u001b[36mself\u001b[39;49;00m.offsets\n",
      "\n",
      "    \u001b[34mdef\u001b[39;49;00m \u001b[32mget_categorical_feature_count\u001b[39;49;00m(\u001b[36mself\u001b[39;49;00m):\n",
      "        \u001b[34mreturn\u001b[39;49;00m \u001b[36mlen\u001b[39;49;00m(\u001b[36mself\u001b[39;49;00m.c_features[\u001b[34m0\u001b[39;49;00m])\n",
      "        \n",
      "    \u001b[34mdef\u001b[39;49;00m \u001b[32mget_categorical_feature_embedding_dims\u001b[39;49;00m(\u001b[36mself\u001b[39;49;00m):\n",
      "        \u001b[34mreturn\u001b[39;49;00m \u001b[36mself\u001b[39;49;00m.c_features_embedding_dims\n",
      "\n",
      "    \u001b[34mdef\u001b[39;49;00m \u001b[32mget_daily_feature_count\u001b[39;49;00m(\u001b[36mself\u001b[39;49;00m):\n",
      "        \u001b[34mreturn\u001b[39;49;00m \u001b[36mself\u001b[39;49;00m.d_features[\u001b[34m0\u001b[39;49;00m].shape[\u001b[34m1\u001b[39;49;00m]\n",
      "\n",
      "    \u001b[34mdef\u001b[39;49;00m \u001b[32mget_quarterly_feature_count\u001b[39;49;00m(\u001b[36mself\u001b[39;49;00m):\n",
      "        \u001b[34mreturn\u001b[39;49;00m \u001b[36mself\u001b[39;49;00m.q_features[\u001b[34m0\u001b[39;49;00m].shape[\u001b[34m1\u001b[39;49;00m]\n"
     ]
    }
   ],
   "source": [
    "!pygmentize model/dataset.py"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Generating Datasets: Offsets to Incorporate Seasonality"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We are going to need to specify offsets for our dataset. That is, for a given stock, we will want to generate training data with offsets corresponding to predictions for each of the 4 quarters in order to address seasonality. The total number of training samples will therefore be the number of training stocks multiplied by the number of offsets. Here we pick 12 offsets, one for each month of the year. This will allow for seasonality but will also allow us to generate predictions between fiscal quarter cutoffs."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "# An offset of zero corresponds to using the most recent p_interval of data\n",
    "# for labeling and the preceding d_interval worth of data for features. \n",
    "\n",
    "# Snap to nearest (last) month (not a strict requirement, but gives us\n",
    "# some reproducibility for training purposes)\n",
    "last_offset = timedelta(days=datetime.today().day) \n",
    "\n",
    "# Produce 12 offsets one month apart from each other\n",
    "one_month = timedelta(days=30)\n",
    "offsets = [ last_offset + one_month*i for i in range(12) ]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "from model.dataset import StockDataset"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Generating Datasets: K-fold Sets for Cross-Validation\n",
    "We will split our stock list into K sublists to generate K training and testing datasets, each of which will include offsets as discussed above."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Generating dataset for fold 1/3\n",
      ".....................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................\n",
      "The following stocks were successfully processed: MMM, ABT, ABBV, ABMD, ACN, ATVI, ADBE, AMD, AAP, AES, AFL, A, APD, AKAM, ALK, ALB, ARE, ALXN, ALGN, ALLE, AGN, ADS, LNT, ALL, GOOGL, MO, AMZN, AEE, AAL, AEP, AXP, AIG, T, AMT, AWK, AMP, ABC, AME, AMGN, APH, ADI, ANSS, ANTM, AON, AOS, APA, AIV, AAPL, AMAT, APTV, ADM, ARNC, ANET, AJG, AIZ, ATO, ADSK, ADP, AZO, AVB, AVY, BKR, BLL, BAC, BK, BAX, BDX, BBY, BIIB, BLK, BA, BKNG, BWA, BXP, BSX, BMY, AVGO, BR, CHRW, COG, CDNS, CPB, COF, CPRI, CAH, KMX, CCL, CAT, CBOE, CBRE, CDW, CE, CNC, CNP, CTL, CERN, CF, SCHW, CHTR, CVX, CMG, CB, CHD, CI, CINF, CTAS, CSCO, C, CFG, CTXS, CLX, CME, CMS, KO, CTSH, CL, CMCSA, CMA, CAG, CXO, COP, ED, STZ, COO, CPRT, GLW, COST, COTY, CCI, CSX, CMI, CVS, DHI, DHR, DRI, DVA, DE, DAL, XRAY, DVN, FANG, DLR, DFS, DISCA, DISH, DG, DLTR, D, DOV, DTE, DUK, DRE, DD, DXC, ETFC, EMN, ETN, EBAY, ECL, EIX, EW, EA, MMM, ABT, ABBV, ABMD, ACN, ATVI, ADBE, AMD, AAP, AES, AFL, A, APD, AKAM, ALK, ALB, ARE, ALXN, ALGN, ALLE, AGN, ADS, LNT, ALL, GOOGL, MO, AMZN, AEE, AAL, AEP, AXP, AIG, T, AMT, AWK, AMP, ABC, AME, AMGN, APH, ADI, ANSS, ANTM, AON, AOS, APA, AIV, AAPL, AMAT, APTV, ADM, ARNC, ANET, AJG, AIZ, ATO, ADSK, ADP, AZO, AVB, AVY, BKR, BLL, BAC, BK, BAX, BDX, BBY, BIIB, BLK, BA, BKNG, BWA, BXP, BSX, BMY, AVGO, BR, CHRW, COG, CDNS, CPB, COF, CPRI, CAH, KMX, CCL, CAT, CBOE, CBRE, CDW, CE, CNC, CNP, CTL, CERN, CF, SCHW, CHTR, CVX, CMG, CB, CHD, CI, CINF, CTAS, CSCO, C, CFG, CTXS, CLX, CME, CMS, KO, CTSH, CL, CMCSA, CMA, CAG, CXO, COP, ED, STZ, COO, CPRT, GLW, COST, COTY, CCI, CSX, CMI, CVS, DHI, DHR, DRI, DVA, DE, DAL, XRAY, DVN, FANG, DLR, DFS, DISCA, DISH, DG, DLTR, D, DOV, DTE, DUK, DRE, DD, DXC, ETFC, EMN, ETN, EBAY, ECL, EIX, EW, EA, MMM, ABT, ABBV, ABMD, ACN, ATVI, ADBE, AMD, AAP, AES, AFL, A, APD, AKAM, ALK, ALB, ARE, ALXN, ALGN, ALLE, AGN, ADS, LNT, ALL, GOOGL, MO, AMZN, AEE, AAL, AEP, AXP, AIG, T, AMT, AWK, AMP, ABC, AME, AMGN, APH, ADI, ANSS, ANTM, AON, AOS, APA, AIV, AAPL, AMAT, APTV, ADM, ARNC, ANET, AJG, AIZ, ATO, ADSK, ADP, AZO, AVB, AVY, BKR, BLL, BAC, BK, BAX, BDX, BBY, BIIB, BLK, BA, BKNG, BWA, BXP, BSX, BMY, AVGO, BR, CHRW, COG, CDNS, CPB, COF, CPRI, CAH, KMX, CCL, CAT, CBOE, CBRE, CDW, CE, CNC, CNP, CTL, CERN, CF, SCHW, CHTR, CVX, CMG, CB, CHD, CI, CINF, CTAS, CSCO, C, CFG, CTXS, CLX, CME, CMS, KO, CTSH, CL, CMCSA, CMA, CAG, CXO, COP, ED, STZ, COO, CPRT, GLW, COST, COTY, CCI, CSX, CMI, CVS, DHI, DHR, DRI, DVA, DE, DAL, XRAY, DVN, FANG, DLR, DFS, DISCA, DISH, DG, DLTR, D, DOV, DTE, DUK, DRE, DD, DXC, ETFC, EMN, ETN, EBAY, ECL, EIX, EW, EA, MMM, ABT, ABBV, ABMD, ACN, ATVI, ADBE, AMD, AAP, AES, AFL, A, APD, AKAM, ALK, ALB, ARE, ALXN, ALGN, ALLE, AGN, ADS, LNT, ALL, GOOGL, MO, AMZN, AEE, AAL, AEP, AXP, AIG, T, AMT, AWK, AMP, ABC, AME, AMGN, APH, ADI, ANSS, ANTM, AON, AOS, APA, AIV, AAPL, AMAT, APTV, ADM, ARNC, ANET, AJG, AIZ, ATO, ADSK, ADP, AZO, AVB, AVY, BKR, BLL, BAC, BK, BAX, BDX, BBY, BIIB, BLK, BA, BKNG, BWA, BXP, BSX, BMY, AVGO, BR, CHRW, COG, CDNS, CPB, COF, CPRI, CAH, KMX, CCL, CAT, CBOE, CBRE, CDW, CE, CNC, CNP, CTL, CERN, CF, SCHW, CHTR, CVX, CMG, CB, CHD, CI, CINF, CTAS, CSCO, C, CFG, CTXS, CLX, CME, CMS, KO, CTSH, CL, CMCSA, CMA, CAG, CXO, COP, ED, STZ, COO, CPRT, GLW, COST, COTY, CCI, CSX, CMI, CVS, DHI, DHR, DRI, DVA, DE, DAL, XRAY, DVN, FANG, DLR, DFS, DISCA, DISH, DG, DLTR, D, DOV, DTE, DUK, DRE, DD, DXC, ETFC, EMN, ETN, EBAY, ECL, EIX, EW, EA, MMM, ABT, ABBV, ABMD, ACN, ATVI, ADBE, AMD, AAP, AES, AFL, A, APD, AKAM, ALK, ALB, ARE, ALXN, ALGN, ALLE, AGN, ADS, LNT, ALL, GOOGL, MO, AMZN, AEE, AAL, AEP, AXP, AIG, T, AMT, AWK, AMP, ABC, AME, AMGN, APH, ADI, ANSS, ANTM, AON, AOS, APA, AIV, AAPL, AMAT, APTV, ADM, ARNC, ANET, AJG, AIZ, ATO, ADSK, ADP, AZO, AVB, AVY, BKR, BLL, BAC, BK, BAX, BDX, BBY, BIIB, BLK, BA, BKNG, BWA, BXP, BSX, BMY, AVGO, BR, CHRW, COG, CDNS, CPB, COF, CPRI, CAH, KMX, CCL, CAT, CBOE, CBRE, CDW, CE, CNC, CNP, CTL, CERN, CF, SCHW, CHTR, CVX, CMG, CB, CHD, CI, CINF, CTAS, CSCO, C, CFG, CTXS, CLX, CME, CMS, KO, CTSH, CL, CMCSA, CMA, CAG, CXO, COP, ED, STZ, COO, CPRT, GLW, COST, COTY, CCI, CSX, CMI, CVS, DHI, DHR, DRI, DVA, DE, DAL, XRAY, DVN, FANG, DLR, DFS, DISCA, DISH, DG, DLTR, D, DOV, DTE, DUK, DRE, DD, DXC, ETFC, EMN, ETN, EBAY, ECL, EIX, EW, EA, MMM, ABT, ABBV, ABMD, ACN, ATVI, ADBE, AMD, AAP, AES, AFL, A, APD, AKAM, ALK, ALB, ARE, ALXN, ALGN, ALLE, AGN, ADS, LNT, ALL, GOOGL, MO, AMZN, AEE, AAL, AEP, AXP, AIG, T, AMT, AWK, AMP, ABC, AME, AMGN, APH, ADI, ANSS, ANTM, AON, AOS, APA, AIV, AAPL, AMAT, APTV, ADM, ARNC, ANET, AJG, AIZ, ATO, ADSK, ADP, AZO, AVB, AVY, BKR, BLL, BAC, BK, BAX, BDX, BBY, BIIB, BLK, BA, BKNG, BWA, BXP, BSX, BMY, AVGO, BR, CHRW, COG, CDNS, CPB, COF, CPRI, CAH, KMX, CCL, CAT, CBOE, CBRE, CDW, CE, CNC, CNP, CTL, CERN, CF, SCHW, CHTR, CVX, CMG, CB, CHD, CI, CINF, CTAS, CSCO, C, CFG, CTXS, CLX, CME, CMS, KO, CTSH, CL, CMCSA, CMA, CAG, CXO, COP, ED, STZ, COO, CPRT, GLW, COST, COTY, CCI, CSX, CMI, CVS, DHI, DHR, DRI, DVA, DE, DAL, XRAY, DVN, FANG, DLR, DFS, DISCA, DISH, DG, DLTR, D, DOV, DTE, DUK, DRE, DD, DXC, ETFC, EMN, ETN, EBAY, ECL, EIX, EW, EA, MMM, ABT, ABBV, ABMD, ACN, ATVI, ADBE, AMD, AES, AFL, A, APD, AKAM, ALK, ALB, ARE, ALXN, ALGN, ALLE, AGN, ADS, LNT, ALL, GOOGL, MO, AMZN, AEE, AAL, AEP, AXP, AIG, T, AMT, AWK, AMP, ABC, AME, AMGN, APH, ADI, ANSS, ANTM, AON, AOS, APA, AIV, AAPL, AMAT, APTV, ADM, ARNC, ANET, AJG, AIZ, ATO, ADSK, ADP, AZO, AVB, AVY, BKR, BLL, BAC, BK, BAX, BDX, BBY, BIIB, BLK, BA, BKNG, BWA, BXP, BSX, BMY, AVGO, BR, CHRW, COG, CDNS, CPB, COF, CPRI, CAH, KMX, CCL, CAT, CBOE, CBRE, CDW, CE, CNC, CNP, CTL, CERN, CF, SCHW, CHTR, CVX, CMG, CB, CHD, CI, CINF, CTAS, CSCO, C, CFG, CTXS, CLX, CME, CMS, KO, CTSH, CL, CMCSA, CMA, CAG, CXO, COP, ED, STZ, COO, CPRT, GLW, COST, COTY, CCI, CSX, CMI, CVS, DHI, DHR, DRI, DVA, DE, DAL, XRAY, DVN, FANG, DLR, DFS, DISCA, DISH, DG, DLTR, D, DOV, DTE, DUK, DRE, DD, DXC, ETFC, EMN, ETN, EBAY, ECL, EIX, EW, EA, MMM, ABT, ABBV, ABMD, ACN, ATVI, ADBE, AMD, AES, AFL, A, APD, AKAM, ALK, ALB, ARE, ALXN, ALGN, ALLE, AGN, ADS, LNT, ALL, GOOGL, MO, AMZN, AEE, AAL, AEP, AXP, AIG, T, AMT, AWK, AMP, ABC, AME, AMGN, APH, ADI, ANSS, ANTM, AON, AOS, APA, AIV, AAPL, AMAT, APTV, ADM, ARNC, ANET, AJG, AIZ, ATO, ADSK, ADP, AZO, AVB, AVY, BKR, BLL, BAC, BK, BAX, BDX, BBY, BIIB, BLK, BA, BKNG, BWA, BXP, BSX, BMY, AVGO, BR, CHRW, COG, CDNS, CPB, COF, CPRI, CAH, KMX, CCL, CAT, CBOE, CBRE, CDW, CE, CNC, CNP, CTL, CERN, CF, SCHW, CHTR, CVX, CMG, CB, CHD, CI, CINF, CTAS, CSCO, C, CFG, CTXS, CLX, CME, CMS, KO, CTSH, CL, CMCSA, CMA, CAG, CXO, COP, ED, STZ, COO, CPRT, GLW, COST, COTY, CCI, CSX, CMI, CVS, DHI, DHR, DRI, DVA, DE, DAL, XRAY, DVN, FANG, DLR, DFS, DISCA, DISH, DG, DLTR, D, DOV, DTE, DUK, DRE, DD, DXC, ETFC, EMN, ETN, EBAY, ECL, EIX, EW, EA, MMM, ABT, ABBV, ABMD, ACN, ATVI, ADBE, AMD, AES, AFL, A, APD, AKAM, ALK, ALB, ARE, ALXN, ALGN, ALLE, AGN, ADS, LNT, ALL, GOOGL, MO, AMZN, AEE, AAL, AEP, AXP, AIG, T, AMT, AWK, AMP, ABC, AME, AMGN, APH, ADI, ANSS, ANTM, AON, AOS, APA, AIV, AAPL, AMAT, APTV, ADM, ARNC, ANET, AJG, AIZ, ATO, ADSK, ADP, AZO, AVB, AVY, BKR, BLL, BAC, BK, BAX, BDX, BBY, BIIB, BLK, BA, BKNG, BWA, BXP, BSX, BMY, AVGO, BR, CHRW, COG, CDNS, CPB, COF, CPRI, CAH, KMX, CCL, CAT, CBOE, CBRE, CDW, CE, CNC, CNP, CTL, CERN, CF, SCHW, CHTR, CVX, CMG, CB, CHD, CI, CINF, CTAS, CSCO, C, CFG, CTXS, CLX, CME, CMS, KO, CTSH, CL, CMCSA, CMA, CAG, CXO, COP, ED, STZ, COO, CPRT, GLW, COST, COTY, CCI, CSX, CMI, CVS, DHI, DHR, DRI, DVA, DE, DAL, XRAY, DVN, FANG, DLR, DFS, DISCA, DISH, DG, DLTR, D, DOV, DTE, DUK, DRE, DD, DXC, ETFC, EMN, ETN, EBAY, ECL, EIX, EW, EA, MMM, ABT, ABBV, ABMD, ACN, ATVI, ADBE, AMD, AAP, AES, AFL, A, APD, AKAM, ALK, ALB, ARE, ALXN, ALGN, ALLE, AGN, ADS, LNT, ALL, GOOGL, MO, AMZN, AEE, AAL, AEP, AXP, AIG, T, AMT, AWK, AMP, ABC, AME, AMGN, APH, ADI, ANSS, ANTM, AON, AOS, APA, AIV, AAPL, AMAT, APTV, ADM, ARNC, ANET, AJG, AIZ, ATO, ADSK, ADP, AZO, AVB, AVY, BKR, BLL, BAC, BK, BAX, BDX, BBY, BIIB, BLK, BA, BKNG, BWA, BXP, BSX, BMY, AVGO, BR, CHRW, COG, CDNS, CPB, COF, CPRI, CAH, KMX, CCL, CAT, CBOE, CBRE, CDW, CE, CNC, CNP, CTL, CERN, CF, SCHW, CHTR, CVX, CMG, CB, CHD, CI, CINF, CTAS, CSCO, C, CFG, CTXS, CLX, CME, CMS, KO, CTSH, CL, CMCSA, CMA, CAG, CXO, COP, ED, STZ, COO, CPRT, GLW, COST, COTY, CCI, CSX, CMI, CVS, DHI, DHR, DRI, DVA, DE, DAL, XRAY, DVN, FANG, DLR, DFS, DISCA, DISH, DG, DLTR, D, DOV, DTE, DUK, DRE, DD, DXC, ETFC, EMN, ETN, EBAY, ECL, EIX, EW, EA, MMM, ABT, ABBV, ABMD, ACN, ATVI, ADBE, AMD, AAP, AES, AFL, A, APD, AKAM, ALK, ALB, ARE, ALXN, ALGN, ALLE, AGN, ADS, LNT, ALL, GOOGL, MO, AMZN, AEE, AAL, AEP, AXP, AIG, T, AMT, AWK, AMP, ABC, AME, AMGN, APH, ADI, ANSS, ANTM, AON, AOS, APA, AIV, AAPL, AMAT, APTV, ADM, ARNC, ANET, AJG, AIZ, ATO, ADSK, ADP, AZO, AVB, AVY, BKR, BLL, BAC, BK, BAX, BDX, BBY, BIIB, BLK, BA, BKNG, BWA, BXP, BSX, BMY, AVGO, BR, CHRW, COG, CDNS, CPB, COF, CPRI, CAH, KMX, CCL, CAT, CBOE, CBRE, CDW, CE, CNC, CNP, CTL, CERN, CF, SCHW, CHTR, CVX, CMG, CB, CHD, CI, CINF, CTAS, CSCO, C, CFG, CTXS, CLX, CME, CMS, KO, CTSH, CL, CMCSA, CMA, CAG, CXO, COP, ED, STZ, COO, CPRT, GLW, COST, COTY, CCI, CSX, CMI, CVS, DHI, DHR, DRI, DVA, DE, DAL, XRAY, DVN, FANG, DLR, DFS, DISCA, DISH, DG, DLTR, D, DOV, DTE, DUK, DRE, DD, DXC, ETFC, EMN, ETN, EBAY, ECL, EIX, EW, EA, MMM, ABT, ABBV, ABMD, ACN, ATVI, ADBE, AMD, AAP, AES, AFL, A, APD, AKAM, ALK, ALB, ARE, ALXN, ALGN, ALLE, AGN, ADS, LNT, ALL, GOOGL, MO, AMZN, AEE, AAL, AEP, AXP, AIG, T, AMT, AWK, AMP, ABC, AME, AMGN, APH, ADI, ANSS, ANTM, AON, AOS, APA, AIV, AAPL, AMAT, APTV, ADM, ARNC, ANET, AJG, AIZ, ATO, ADSK, ADP, AZO, AVB, AVY, BKR, BLL, BAC, BK, BAX, BDX, BBY, BIIB, BLK, BA, BKNG, BWA, BXP, BSX, BMY, AVGO, BR, CHRW, COG, CDNS, CPB, COF, CPRI, CAH, KMX, CCL, CAT, CBOE, CBRE, CDW, CE, CNC, CNP, CTL, CERN, CF, SCHW, CHTR, CVX, CMG, CB, CHD, CI, CINF, CTAS, CSCO, C, CFG, CTXS, CLX, CME, CMS, KO, CTSH, CL, CMCSA, CMA, CAG, CXO, COP, ED, STZ, COO, CPRT, GLW, COST, COTY, CCI, CSX, CMI, CVS, DHI, DHR, DRI, DVA, DE, DAL, XRAY, DVN, FANG, DLR, DFS, DISCA, DISH, DG, DLTR, D, DOV, DTE, DUK, DRE, DD, DXC, ETFC, EMN, ETN, EBAY, ECL, EIX, EW, EA\n",
      "\n",
      "The following tickers did not have complete data and were not processed: AMCR, BRK.B, BF.B, CTVA, DOW, AMCR, BRK.B, BF.B, CTVA, DOW, AMCR, BRK.B, BF.B, CTVA, DOW, AMCR, BRK.B, BF.B, CTVA, DOW, AMCR, BRK.B, BF.B, CTVA, DOW, AMCR, BRK.B, BF.B, CTVA, DOW, AAP, AMCR, BRK.B, BF.B, CTVA, DOW, AAP, AMCR, BRK.B, BF.B, CTVA, DOW, AAP, AMCR, BRK.B, BF.B, CTVA, DOW, AMCR, BRK.B, BF.B, CTVA, DOW, AMCR, BRK.B, BF.B, CTVA, DOW, AMCR, BRK.B, BF.B, CTVA, DOW.\n",
      "Generating dataset for fold 2/3\n",
      ".....................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................\n",
      "The following stocks were successfully processed: EMR, ETR, EOG, EFX, EQIX, EQR, ESS, EL, EVRG, ES, RE, EXC, EXPE, EXPD, EXR, XOM, FFIV, FB, FAST, FRT, FDX, FIS, FITB, FE, FISV, FLT, FLIR, FLS, FMC, F, FTNT, FTV, FBHS, BEN, FCX, GPS, GRMN, IT, GD, GE, GIS, GM, GPC, GILD, GL, GPN, GS, GWW, HRB, HAL, HBI, HOG, HIG, HAS, HCA, PEAK, HP, HSIC, HSY, HES, HPE, HLT, HFC, HOLX, HD, HON, HRL, HST, HPQ, HUM, HBAN, HII, IEX, IDXX, INFO, ITW, ILMN, INCY, IR, INTC, ICE, IBM, IP, IPG, IFF, INTU, ISRG, IVZ, IPGP, IQV, IRM, JKHY, JBHT, SJM, JNJ, JCI, JPM, JNPR, KSU, K, KEY, KEYS, KMB, KIM, KMI, KLAC, KSS, KHC, KR, LB, LH, LRCX, LW, LVS, LEG, LDOS, LEN, LLY, LNC, LIN, LYV, LKQ, LMT, L, LOW, LYB, MTB, M, MRO, MPC, MKTX, MAR, MMC, MLM, MAS, MA, MKC, MXIM, MCD, MCK, MDT, MRK, MET, MTD, MGM, MCHP, MU, MSFT, MAA, MHK, TAP, MDLZ, MNST, MCO, MS, MOS, MSI, MSCI, MYL, NDAQ, NOV, NTAP, NFLX, EMR, ETR, EOG, EFX, EQIX, EQR, ESS, EL, EVRG, ES, RE, EXC, EXPE, EXPD, EXR, XOM, FFIV, FB, FAST, FRT, FDX, FIS, FITB, FE, FISV, FLT, FLIR, FLS, FMC, F, FTNT, FTV, FBHS, BEN, FCX, GPS, GRMN, IT, GD, GE, GIS, GM, GPC, GILD, GL, GPN, GS, GWW, HRB, HAL, HBI, HOG, HIG, HAS, HCA, PEAK, HP, HSIC, HSY, HES, HPE, HLT, HFC, HOLX, HD, HON, HRL, HST, HPQ, HUM, HBAN, HII, IEX, IDXX, INFO, ITW, ILMN, INCY, IR, INTC, ICE, IBM, IP, IPG, IFF, INTU, ISRG, IVZ, IPGP, IQV, IRM, JKHY, JBHT, SJM, JNJ, JCI, JPM, JNPR, KSU, K, KEY, KEYS, KMB, KIM, KMI, KLAC, KSS, KHC, KR, LB, LH, LRCX, LW, LVS, LEG, LDOS, LEN, LLY, LNC, LIN, LYV, LKQ, LMT, L, LOW, LYB, MTB, M, MRO, MPC, MKTX, MAR, MMC, MLM, MAS, MA, MKC, MXIM, MCD, MCK, MDT, MRK, MET, MTD, MGM, MCHP, MU, MSFT, MAA, MHK, TAP, MDLZ, MNST, MCO, MS, MOS, MSI, MSCI, MYL, NDAQ, NOV, NTAP, NFLX, EMR, ETR, EOG, EFX, EQIX, EQR, ESS, EL, EVRG, ES, RE, EXC, EXPE, EXPD, EXR, XOM, FFIV, FB, FAST, FRT, FDX, FIS, FITB, FE, FISV, FLT, FLIR, FLS, FMC, F, FTNT, FTV, FBHS, BEN, FCX, GPS, GRMN, IT, GD, GE, GIS, GM, GPC, GILD, GL, GPN, GS, GWW, HRB, HAL, HBI, HOG, HIG, HAS, HCA, PEAK, HP, HSIC, HSY, HES, HPE, HLT, HFC, HOLX, HD, HON, HRL, HST, HPQ, HUM, HBAN, HII, IEX, IDXX, INFO, ITW, ILMN, INCY, IR, INTC, ICE, IBM, IP, IPG, IFF, INTU, ISRG, IVZ, IPGP, IQV, IRM, JKHY, JBHT, SJM, JNJ, JCI, JPM, JNPR, KSU, K, KEY, KEYS, KMB, KIM, KMI, KLAC, KSS, KHC, KR, LB, LH, LRCX, LW, LVS, LEG, LDOS, LEN, LLY, LNC, LIN, LYV, LKQ, LMT, L, LOW, LYB, MTB, M, MRO, MPC, MKTX, MAR, MMC, MLM, MAS, MA, MKC, MXIM, MCD, MCK, MDT, MRK, MET, MTD, MGM, MCHP, MU, MSFT, MAA, MHK, TAP, MDLZ, MNST, MCO, MS, MOS, MSI, MSCI, MYL, NDAQ, NOV, NTAP, NFLX, EMR, ETR, EOG, EFX, EQIX, EQR, ESS, EL, EVRG, ES, RE, EXC, EXPE, EXPD, EXR, XOM, FFIV, FB, FAST, FRT, FDX, FIS, FITB, FE, FISV, FLT, FLIR, FLS, FMC, F, FTNT, FTV, FBHS, BEN, FCX, GPS, GRMN, IT, GD, GE, GIS, GM, GPC, GILD, GL, GPN, GS, GWW, HRB, HAL, HBI, HOG, HIG, HAS, HCA, PEAK, HP, HSY, HES, HPE, HLT, HFC, HOLX, HD, HON, HRL, HST, HPQ, HUM, HBAN, HII, IEX, IDXX, INFO, ITW, ILMN, INCY, IR, INTC, ICE, IBM, IP, IPG, IFF, INTU, ISRG, IVZ, IPGP, IQV, IRM, JKHY, JBHT, SJM, JNJ, JCI, JPM, JNPR, KSU, K, KEY, KEYS, KMB, KIM, KMI, KLAC, KSS, KHC, KR, LB, LH, LRCX, LW, LVS, LEG, LDOS, LEN, LLY, LNC, LIN, LYV, LKQ, LMT, L, LOW, LYB, MTB, M, MRO, MPC, MKTX, MAR, MMC, MLM, MAS, MA, MKC, MXIM, MCD, MCK, MDT, MRK, MET, MTD, MGM, MCHP, MU, MSFT, MAA, MHK, TAP, MDLZ, MNST, MCO, MS, MOS, MSI, MSCI, MYL, NDAQ, NOV, NTAP, NFLX, EMR, ETR, EOG, EFX, EQIX, EQR, ESS, EL, EVRG, ES, RE, EXC, EXPE, EXPD, EXR, XOM, FFIV, FB, FAST, FRT, FDX, FIS, FITB, FE, FISV, FLT, FLIR, FLS, FMC, F, FTNT, FTV, FBHS, BEN, FCX, GPS, GRMN, IT, GD, GE, GIS, GM, GPC, GILD, GL, GPN, GS, GWW, HRB, HAL, HBI, HOG, HIG, HAS, HCA, PEAK, HP, HSY, HES, HPE, HLT, HFC, HOLX, HD, HON, HRL, HST, HPQ, HUM, HBAN, HII, IEX, IDXX, INFO, ITW, ILMN, INCY, IR, INTC, ICE, IBM, IP, IPG, IFF, INTU, ISRG, IVZ, IPGP, IQV, IRM, JKHY, JBHT, SJM, JNJ, JCI, JPM, JNPR, KSU, K, KEY, KEYS, KMB, KIM, KMI, KLAC, KSS, KHC, KR, LB, LH, LRCX, LW, LVS, LEG, LDOS, LEN, LLY, LNC, LIN, LYV, LKQ, LMT, L, LOW, LYB, MTB, M, MRO, MPC, MKTX, MAR, MMC, MLM, MAS, MA, MKC, MXIM, MCD, MCK, MDT, MRK, MET, MTD, MGM, MCHP, MU, MSFT, MAA, MHK, TAP, MDLZ, MNST, MCO, MS, MOS, MSI, MSCI, MYL, NDAQ, NOV, NTAP, NFLX, EMR, ETR, EOG, EFX, EQIX, EQR, ESS, EL, EVRG, ES, RE, EXC, EXPE, EXPD, EXR, XOM, FFIV, FB, FAST, FRT, FDX, FIS, FITB, FE, FISV, FLT, FLIR, FLS, FMC, F, FTNT, FTV, FBHS, BEN, FCX, GPS, GRMN, IT, GD, GE, GIS, GM, GPC, GILD, GL, GPN, GS, GWW, HRB, HAL, HBI, HOG, HIG, HAS, HCA, PEAK, HP, HSY, HES, HPE, HLT, HFC, HOLX, HD, HON, HRL, HST, HPQ, HUM, HBAN, HII, IEX, IDXX, INFO, ITW, ILMN, INCY, IR, INTC, ICE, IBM, IP, IPG, IFF, INTU, ISRG, IVZ, IPGP, IQV, IRM, JKHY, JBHT, SJM, JNJ, JCI, JPM, JNPR, KSU, K, KEY, KEYS, KMB, KIM, KMI, KLAC, KSS, KHC, KR, LB, LH, LRCX, LW, LVS, LEG, LDOS, LEN, LLY, LNC, LIN, LYV, LKQ, LMT, L, LOW, LYB, MTB, M, MRO, MPC, MKTX, MAR, MMC, MLM, MAS, MA, MKC, MXIM, MCD, MCK, MDT, MRK, MET, MTD, MGM, MCHP, MU, MSFT, MAA, MHK, TAP, MDLZ, MNST, MCO, MS, MOS, MSI, MSCI, MYL, NDAQ, NOV, NTAP, NFLX, EMR, ETR, EOG, EFX, EQIX, EQR, ESS, EL, EVRG, ES, RE, EXC, EXPE, EXPD, EXR, XOM, FFIV, FB, FAST, FRT, FDX, FIS, FITB, FE, FISV, FLT, FLIR, FLS, FMC, F, FTNT, FTV, FBHS, BEN, FCX, GPS, GRMN, IT, GD, GE, GIS, GM, GPC, GILD, GL, GPN, GS, GWW, HRB, HAL, HBI, HOG, HIG, HAS, HCA, PEAK, HP, HSIC, HSY, HES, HPE, HLT, HFC, HOLX, HD, HON, HRL, HST, HPQ, HUM, HBAN, HII, IEX, IDXX, INFO, ILMN, INCY, IR, INTC, ICE, IBM, IP, IPG, IFF, INTU, ISRG, IVZ, IPGP, IQV, IRM, JKHY, JBHT, SJM, JNJ, JCI, JPM, JNPR, KSU, K, KEY, KEYS, KMB, KIM, KMI, KLAC, KSS, KHC, LB, LH, LRCX, LW, LVS, LEG, LDOS, LEN, LLY, LNC, LIN, LYV, LKQ, LMT, L, LOW, LYB, MTB, M, MRO, MPC, MKTX, MAR, MMC, MLM, MAS, MA, MKC, MXIM, MCD, MCK, MDT, MRK, MET, MTD, MGM, MCHP, MU, MSFT, MAA, MHK, TAP, MDLZ, MNST, MCO, MS, MOS, MSI, MSCI, MYL, NDAQ, NOV, NTAP, NFLX, EMR, ETR, EOG, EFX, EQIX, EQR, ESS, EL, EVRG, ES, RE, EXC, EXPE, EXPD, EXR, XOM, FFIV, FB, FAST, FRT, FDX, FIS, FITB, FE, FISV, FLT, FLIR, FLS, FMC, F, FTNT, FTV, FBHS, BEN, FCX, GPS, GRMN, IT, GD, GE, GIS, GM, GPC, GILD, GL, GPN, GS, GWW, HRB, HAL, HBI, HOG, HIG, HAS, HCA, PEAK, HP, HSIC, HSY, HES, HPE, HLT, HFC, HOLX, HD, HON, HRL, HST, HPQ, HUM, HBAN, HII, IEX, IDXX, INFO, ILMN, INCY, IR, INTC, ICE, IBM, IP, IPG, IFF, INTU, ISRG, IVZ, IPGP, IQV, IRM, JKHY, JBHT, SJM, JNJ, JCI, JPM, JNPR, KSU, K, KEY, KEYS, KMB, KIM, KMI, KLAC, KSS, KHC, LB, LH, LRCX, LW, LVS, LEG, LDOS, LEN, LLY, LNC, LIN, LYV, LKQ, LMT, L, LOW, LYB, MTB, M, MRO, MPC, MKTX, MAR, MMC, MLM, MAS, MA, MKC, MXIM, MCD, MCK, MDT, MRK, MET, MTD, MGM, MCHP, MU, MSFT, MAA, MHK, TAP, MDLZ, MNST, MCO, MS, MOS, MSI, MSCI, MYL, NDAQ, NOV, NTAP, NFLX, EMR, ETR, EOG, EFX, EQIX, EQR, ESS, EL, EVRG, ES, RE, EXC, EXPE, EXPD, EXR, XOM, FFIV, FB, FAST, FRT, FDX, FIS, FITB, FE, FISV, FLT, FLIR, FLS, FMC, F, FTNT, FTV, FBHS, BEN, FCX, GPS, GRMN, IT, GD, GE, GIS, GM, GPC, GILD, GL, GPN, GS, GWW, HRB, HAL, HBI, HOG, HIG, HAS, HCA, PEAK, HP, HSIC, HSY, HES, HPE, HLT, HFC, HOLX, HD, HON, HRL, HST, HPQ, HUM, HBAN, HII, IEX, IDXX, INFO, ILMN, INCY, IR, INTC, ICE, IBM, IP, IPG, IFF, INTU, ISRG, IVZ, IPGP, IQV, IRM, JKHY, JBHT, SJM, JNJ, JCI, JPM, JNPR, KSU, K, KEY, KEYS, KMB, KIM, KMI, KLAC, KSS, KHC, LB, LH, LRCX, LW, LVS, LEG, LDOS, LEN, LLY, LNC, LIN, LYV, LKQ, LMT, L, LOW, LYB, MTB, M, MRO, MPC, MKTX, MAR, MMC, MLM, MAS, MA, MKC, MXIM, MCD, MCK, MDT, MRK, MET, MTD, MGM, MCHP, MU, MSFT, MAA, MHK, TAP, MDLZ, MNST, MCO, MS, MOS, MSI, MSCI, MYL, NDAQ, NOV, NTAP, NFLX, EMR, ETR, EOG, EFX, EQIX, EQR, ESS, EL, EVRG, ES, RE, EXC, EXPE, EXPD, EXR, XOM, FFIV, FB, FAST, FRT, FDX, FIS, FITB, FE, FISV, FLT, FLIR, FLS, FMC, F, FTNT, FTV, FBHS, BEN, FCX, GPS, GRMN, IT, GD, GE, GIS, GM, GPC, GILD, GL, GPN, GS, GWW, HRB, HAL, HBI, HOG, HIG, HAS, HCA, PEAK, HP, HSY, HES, HPE, HLT, HFC, HOLX, HD, HON, HRL, HST, HPQ, HUM, HBAN, HII, IEX, IDXX, INFO, ITW, ILMN, INCY, IR, INTC, ICE, IBM, IP, IPG, IFF, INTU, ISRG, IVZ, IPGP, IQV, IRM, JKHY, JBHT, SJM, JNJ, JCI, JPM, JNPR, KSU, K, KEY, KEYS, KMB, KIM, KMI, KLAC, KSS, KHC, KR, LB, LH, LRCX, LW, LVS, LEG, LDOS, LEN, LLY, LNC, LYV, LKQ, LMT, L, LOW, LYB, MTB, M, MRO, MPC, MKTX, MAR, MMC, MLM, MAS, MA, MKC, MXIM, MCD, MCK, MDT, MRK, MET, MTD, MGM, MCHP, MU, MSFT, MAA, MHK, TAP, MDLZ, MNST, MCO, MS, MOS, MSI, MSCI, MYL, NDAQ, NOV, NTAP, NFLX, EMR, ETR, EOG, EFX, EQIX, EQR, ESS, EL, EVRG, ES, RE, EXC, EXPE, EXPD, EXR, XOM, FFIV, FB, FAST, FRT, FDX, FIS, FITB, FE, FISV, FLT, FLIR, FLS, FMC, F, FTNT, FTV, FBHS, BEN, FCX, GPS, GRMN, IT, GD, GE, GIS, GM, GPC, GILD, GL, GPN, GS, GWW, HRB, HAL, HBI, HOG, HIG, HAS, HCA, PEAK, HP, HSY, HES, HPE, HLT, HFC, HOLX, HD, HON, HRL, HST, HPQ, HUM, HBAN, HII, IEX, IDXX, INFO, ITW, ILMN, INCY, IR, INTC, ICE, IBM, IP, IPG, IFF, INTU, ISRG, IVZ, IPGP, IQV, IRM, JKHY, JBHT, SJM, JNJ, JCI, JPM, JNPR, KSU, K, KEY, KEYS, KMB, KIM, KMI, KLAC, KSS, KHC, KR, LB, LH, LRCX, LW, LVS, LEG, LDOS, LEN, LLY, LNC, LYV, LKQ, LMT, L, LOW, LYB, MTB, M, MRO, MPC, MKTX, MAR, MMC, MLM, MAS, MA, MKC, MXIM, MCD, MCK, MDT, MRK, MET, MTD, MGM, MCHP, MU, MSFT, MAA, MHK, TAP, MDLZ, MNST, MCO, MS, MOS, MSI, MSCI, MYL, NDAQ, NOV, NTAP, NFLX, EMR, ETR, EOG, EFX, EQIX, EQR, ESS, EL, EVRG, ES, RE, EXC, EXPE, EXPD, EXR, XOM, FFIV, FB, FAST, FRT, FDX, FIS, FITB, FE, FISV, FLT, FLIR, FLS, FMC, F, FTNT, FTV, FBHS, BEN, FCX, GPS, GRMN, IT, GD, GE, GIS, GM, GPC, GILD, GL, GPN, GS, GWW, HRB, HAL, HBI, HOG, HIG, HAS, HCA, PEAK, HP, HSY, HES, HPE, HLT, HFC, HOLX, HD, HON, HRL, HST, HPQ, HUM, HBAN, HII, IEX, IDXX, INFO, ITW, ILMN, INCY, IR, INTC, ICE, IBM, IP, IPG, IFF, INTU, ISRG, IVZ, IPGP, IQV, IRM, JKHY, JBHT, SJM, JNJ, JCI, JPM, JNPR, KSU, K, KEY, KEYS, KMB, KIM, KMI, KLAC, KSS, KHC, KR, LB, LH, LRCX, LW, LVS, LEG, LDOS, LEN, LLY, LNC, LYV, LKQ, LMT, L, LOW, LYB, MTB, M, MRO, MPC, MKTX, MAR, MMC, MLM, MAS, MA, MKC, MXIM, MCD, MCK, MDT, MRK, MET, MTD, MGM, MCHP, MU, MSFT, MAA, MHK, TAP, MDLZ, MNST, MCO, MS, MOS, MSI, MSCI, MYL, NDAQ, NOV, NTAP, NFLX\n",
      "\n",
      "The following tickers did not have complete data and were not processed: FRC, FOXA, J, LHX, FRC, FOXA, J, LHX, FRC, FOXA, J, LHX, FRC, FOXA, HSIC, J, LHX, FRC, FOXA, HSIC, J, LHX, FRC, FOXA, HSIC, J, LHX, FRC, FOXA, ITW, J, KR, LHX, FRC, FOXA, ITW, J, KR, LHX, FRC, FOXA, ITW, J, KR, LHX, FRC, FOXA, HSIC, J, LHX, LIN, FRC, FOXA, HSIC, J, LHX, LIN, FRC, FOXA, HSIC, J, LHX, LIN.\n",
      "Generating dataset for fold 3/3\n",
      "........................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................................\n",
      "The following stocks were successfully processed: NWL, NEM, NWSA, NEE, NLSN, NKE, NI, NBL, JWN, NSC, NTRS, NOC, NCLH, NRG, NUE, NVDA, NVR, ORLY, OXY, ODFL, OMC, OKE, ORCL, PCAR, PKG, PH, PAYX, PAYC, PYPL, PNR, PBCT, PEP, PKI, PRGO, PFE, PM, PSX, PNW, PXD, PNC, PPG, PPL, PFG, PG, PGR, PLD, PRU, PEG, PSA, PHM, PVH, QRVO, PWR, QCOM, DGX, RL, RJF, RTN, O, REG, REGN, RF, RSG, RMD, RHI, ROK, ROL, ROP, ROST, RCL, SPGI, CRM, SBAC, SLB, STX, SEE, SRE, NOW, SHW, SPG, SWKS, SLG, SNA, SO, LUV, SWK, SBUX, STT, STE, SYK, SIVB, SYF, SNPS, SYY, TMUS, TROW, TTWO, TPR, TGT, TEL, FTI, TFX, TXN, TXT, TMO, TIF, TJX, TSCO, TDG, TRV, TWTR, TSN, UDR, ULTA, USB, UAA, UNP, UAL, UNH, UPS, URI, UTX, UHS, UNM, VFC, VLO, VAR, VTR, VRSN, VRSK, VZ, VRTX, V, VNO, VMC, WRB, WAB, WMT, WBA, DIS, WM, WAT, WEC, WFC, WELL, WDC, WU, WRK, WY, WHR, WMB, WLTW, WYNN, XEL, XRX, XLNX, XYL, YUM, ZBRA, ZBH, ZION, ZTS, NWL, NEM, NWSA, NEE, NLSN, NKE, NI, NBL, JWN, NSC, NTRS, NOC, NCLH, NRG, NUE, NVDA, NVR, ORLY, OXY, ODFL, OMC, OKE, ORCL, PCAR, PKG, PH, PAYX, PAYC, PYPL, PNR, PBCT, PEP, PKI, PRGO, PFE, PM, PSX, PNW, PXD, PNC, PPG, PPL, PFG, PG, PGR, PLD, PRU, PEG, PSA, PHM, PVH, QRVO, PWR, QCOM, DGX, RL, RJF, RTN, O, REG, REGN, RF, RSG, RMD, RHI, ROK, ROL, ROP, ROST, RCL, SPGI, CRM, SBAC, SLB, STX, SEE, SRE, NOW, SHW, SPG, SWKS, SLG, SNA, SO, LUV, SWK, SBUX, STT, STE, SYK, SIVB, SYF, SNPS, SYY, TMUS, TROW, TTWO, TPR, TGT, TEL, FTI, TFX, TXN, TXT, TMO, TIF, TJX, TSCO, TDG, TRV, TWTR, TSN, UDR, ULTA, USB, UAA, UNP, UAL, UNH, UPS, URI, UTX, UHS, UNM, VFC, VLO, VAR, VTR, VRSN, VRSK, VZ, VRTX, V, VNO, VMC, WRB, WAB, WMT, WBA, DIS, WM, WAT, WEC, WFC, WELL, WDC, WU, WRK, WY, WHR, WMB, WLTW, WYNN, XEL, XRX, XLNX, XYL, YUM, ZBRA, ZBH, ZION, ZTS, NWL, NEM, NWSA, NEE, NLSN, NKE, NI, NBL, JWN, NSC, NTRS, NOC, NCLH, NRG, NUE, NVDA, NVR, ORLY, OXY, ODFL, OMC, OKE, ORCL, PCAR, PKG, PH, PAYX, PAYC, PYPL, PNR, PBCT, PEP, PKI, PRGO, PFE, PM, PSX, PNW, PXD, PNC, PPG, PPL, PFG, PG, PGR, PLD, PRU, PEG, PSA, PHM, PVH, QRVO, PWR, QCOM, DGX, RL, RJF, RTN, O, REG, REGN, RF, RSG, RMD, RHI, ROK, ROL, ROP, ROST, RCL, SPGI, CRM, SBAC, SLB, STX, SEE, SRE, NOW, SHW, SPG, SWKS, SLG, SNA, SO, LUV, SWK, SBUX, STT, STE, SYK, SIVB, SYF, SNPS, SYY, TMUS, TROW, TTWO, TPR, TGT, TEL, FTI, TFX, TXN, TXT, TMO, TIF, TJX, TSCO, TDG, TRV, TWTR, TSN, UDR, ULTA, USB, UAA, UNP, UAL, UNH, UPS, URI, UTX, UHS, UNM, VFC, VLO, VAR, VTR, VRSN, VRSK, VZ, VRTX, V, VNO, VMC, WRB, WAB, WMT, WBA, DIS, WM, WAT, WEC, WFC, WELL, WDC, WU, WRK, WY, WHR, WMB, WLTW, WYNN, XEL, XRX, XLNX, XYL, YUM, ZBRA, ZBH, ZION, ZTS, NWL, NEM, NWSA, NEE, NLSN, NKE, NI, NBL, JWN, NSC, NTRS, NOC, NCLH, NRG, NUE, NVDA, NVR, ORLY, OXY, ODFL, OMC, OKE, ORCL, PCAR, PKG, PH, PAYX, PAYC, PYPL, PNR, PBCT, PEP, PKI, PRGO, PFE, PM, PSX, PNW, PXD, PNC, PPG, PPL, PFG, PG, PGR, PLD, PRU, PEG, PSA, PHM, PVH, QRVO, PWR, QCOM, DGX, RL, RJF, RTN, O, REG, REGN, RF, RSG, RMD, RHI, ROK, ROL, ROP, ROST, RCL, SPGI, CRM, SBAC, SLB, STX, SEE, SRE, NOW, SHW, SPG, SWKS, SLG, SNA, SO, LUV, 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WU, WRK, WY, WHR, WMB, WLTW, WYNN, XEL, XRX, XLNX, XYL, YUM, ZBRA, ZBH, ZION, ZTS\n",
      "\n",
      "The following tickers did not have complete data and were not processed: NLOK, TFC, VIAC, NLOK, TFC, VIAC, NLOK, TFC, VIAC, NLOK, TFC, VIAC, NLOK, TFC, VIAC, NLOK, TFC, VIAC, NLOK, TFC, VIAC, NLOK, TFC, VIAC, NLOK, TFC, VIAC, NLOK, TFC, VIAC, NLOK, TFC, VIAC, NLOK, TFC, VIAC.\n"
     ]
    }
   ],
   "source": [
    "# Prepare list of available stock tickers\n",
    "stock_list = np.array(list(stock_data.keys()))\n",
    "stock_count = len(stock_list)\n",
    "\n",
    "# Split tickers into k-folds (here we use 3 folds) for cross validation\n",
    "k = 3\n",
    "k_fold_size = math.ceil(stock_count / k)\n",
    "k_fold_indices = [ [i, i+k_fold_size] for i in range(0,stock_count,k_fold_size) ]\n",
    "\n",
    "# List of dataset objects associated with each fold\n",
    "k_fold_ds_list = list()\n",
    "\n",
    "for i, fold in enumerate(k_fold_indices):\n",
    "    print(f'Generating dataset for fold {i+1}/{k}')\n",
    "    start, end = k_fold_indices[i][0], k_fold_indices[i][1]\n",
    "    k_fold_ds = StockDataset.from_data(stock_list[start:end],\n",
    "                                       p_interval=TIMEDELTA_QUARTER,\n",
    "                                       d_interval=4*TIMEDELTA_QUARTER,\n",
    "                                       offsets=offsets,\n",
    "                                       c_features_func_gen=get_stock_cat_features_func,\n",
    "                                       d_features_func_gen=get_stock_daily_features_func,\n",
    "                                       q_features_func_gen=get_stock_quarterly_features_func,\n",
    "                                       label_func_gen=get_stock_label_func,\n",
    "                                       output=True)\n",
    "    k_fold_ds_list.append(k_fold_ds)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Concatenate datasets to form new K new train/test sets\n",
    "for i in range(k):\n",
    "    # Each fold becomes the test dataset \n",
    "    test_ds = k_fold_ds_list[i]\n",
    "    test_ds.to_file(f'data/test-{i}.npz')\n",
    "    \n",
    "    # The other folds form the training dataset\n",
    "    train_ds = StockDataset.concat(k_fold_ds_list[:i] + k_fold_ds_list[i+1:])\n",
    "    train_ds.to_file(f'data/train-{i}.npz')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# Generate a seperate full dataset for final model training\n",
    "train_data_full = StockDataset.concat(k_fold_ds_list)\n",
    "train_data_full.to_file(f'data/train-full.npz')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fold  Type  Samples  Features    Pos/Neg\n",
      "   0  train    3885     5/2/6  1801/2084\n",
      "   0  test     1941     5/2/6   910/1031\n",
      "   1  train    3885     5/2/6  1815/2070\n",
      "   1  test     1941     5/2/6   896/1045\n",
      "   2  train    3882     5/2/6  1806/2076\n",
      "   2  test     1944     5/2/6   905/1039\n",
      "full  train    5826     5/2/6  2711/3115\n"
     ]
    }
   ],
   "source": [
    "# Read our training datasets from disk and check for consistency\n",
    "datasets = np.append(np.arange(0,k),['full'])\n",
    "\n",
    "print('Fold  Type  Samples  Features    Pos/Neg')\n",
    "for i in datasets:\n",
    "    for data_type in ['train','test']:    \n",
    "        try:\n",
    "            ds = StockDataset.from_file(f'data/{data_type}-{i}.npz')\n",
    "        except:\n",
    "            continue\n",
    "            \n",
    "        sample_count = len(ds)\n",
    "        categorical_count = ds.get_categorical_feature_count()\n",
    "        daily_count = ds.get_daily_feature_count()\n",
    "        quarterly_count = ds.get_quarterly_feature_count()\n",
    "        \n",
    "        pos_count = ds[:][1].sum()\n",
    "        neg_count = sample_count - pos_count\n",
    "        \n",
    "        features = f'{categorical_count}/{daily_count}/{quarterly_count}'\n",
    "\n",
    "        print(f'%4s' % f'{i}' + '  %-5s' % data_type + '%8s' % f'{sample_count}' + '%10s' % f'{features}' + '%11s' % f'{pos_count}/{neg_count}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
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   "source": [
    "# Plot the month encoding to ensure that was correctly\n",
    "# captured in the aggregate dataset. For our chosen offsets,\n",
    "# we should see 12 equally spaced points on a unit circle\n",
    "ds = StockDataset.from_file(f'data/train-full.npz')\n",
    "\n",
    "x = [train_ds[i][0][0][-2] for i in range(len(train_ds)) ]\n",
    "y = [train_ds[i][0][0][-1] for i in range(len(train_ds)) ]\n",
    "\n",
    "plt.figure(figsize=(5,5))\n",
    "plt.title('Cyclical Offset Encoding')\n",
    "plt.xlabel('Month X')\n",
    "plt.ylabel('Month Y')\n",
    "plt.plot(x,y,marker='.',linestyle='');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Automation\n",
    "Concatenate the code associated with the data generator functions (4 functions) that generate labels and categorical, daily and quarterly data for each stock. This will allow us to use the code later for our prediction engine without having to copy-paste from the notebook."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Generate a file for the categorical, daily and quarterly functions to be used by the prediction code\n",
    "!cat tmp_imports tmp_predictor_categorical tmp_predictor_daily tmp_predictor_quarterly > ./model/predictor_helper.py\n",
    "!cat tmp_imports tmp_benchmark_sp500_gain tmp_benchmark_label > ./model/benchmark_helper.py"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Generate a file for benchmarking (gets S&P 500 gains)\n",
    "!rm  tmp_imports tmp_predictor_categorical tmp_predictor_daily tmp_predictor_quarterly\n",
    "!rm  tmp_benchmark_sp500_gain tmp_benchmark_label"
   ]
  }
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