sj_17_momentum_nifty200_eqwts_optimized_long.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "impressed-ghana",
   "metadata": {},
   "source": [
    "EOD strategies could be rebalanced max once per week to consider brokerage and other costs \n",
    "\n",
    "We can use the momentum logic to create a ranking logic for a possible long-short equity algo. This could be done on futures so that we would be market neutral to some extent. \n",
    "The idea is to pick top ranks from \n",
    "1) stocks that are having positive momentum - bullish \n",
    "2) stocks that have negative momentum - bearish \n",
    "\n",
    "So at any point if market decides to go up or down as systematic risk our exposures will be managed\n",
    "\n",
    "Additionally we can explore the ADX indicator to see if it is acting as a confirmation to our momentum stock picks \n",
    "We could also reduce the frequency of 6month testing to a quarter or maybe 1 month too so that we don’t enter in the stock too late"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bridal-owner",
   "metadata": {},
   "source": [
    "Strategy:\n",
    "1.\tLookback period – 126 plus 1st Tuesday after that\n",
    "2.\tNeed to run very Tuesday of the week\n",
    "3.\tInitial Capital – 200000\n",
    "4.\tWeighting – Equal wts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "distant-payday",
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "%config InlineBackend.figure_format = 'retina'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "characteristic-flashing",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import datetime\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "idx = pd.IndexSlice"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "stainless-understanding",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Admin\\AppData\\Roaming\\Python\\Python38\\site-packages\\pyfolio\\pos.py:26: UserWarning: Module \"zipline.assets\" not found; multipliers will not be applied to position notionals.\n",
      "  warnings.warn(\n"
     ]
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import warnings\n",
    "import seaborn as sns\n",
    "import investpy\n",
    "import pyfolio as pf\n",
    "import backtrader as bt\n",
    "import collections\n",
    "from scipy.stats import linregress"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "banner-adobe",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'1.9.76.123'"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "warnings.filterwarnings(\"ignore\")\n",
    "sns.set_style('whitegrid')\n",
    "np.random.seed(42)\n",
    "bt.__version__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "valid-municipality",
   "metadata": {},
   "outputs": [],
   "source": [
    "DATA_STORE = '../../Data-Daily/india_asset.h5'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "stainless-scotland",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "197\n"
     ]
    }
   ],
   "source": [
    "with pd.HDFStore(DATA_STORE) as store:\n",
    "    nifty200_m = (store['/nse/nifty200/metadata'])\n",
    "tickers = nifty200_m.dropna().symbol.to_list()\n",
    "print(len(tickers))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "applied-tooth",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>close</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>open</th>\n",
       "      <th>volume</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ticker</th>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">ACC</th>\n",
       "      <th>2000-01-03</th>\n",
       "      <td>268.55</td>\n",
       "      <td>271.45</td>\n",
       "      <td>255.1</td>\n",
       "      <td>258.9</td>\n",
       "      <td>5447617</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-01-04</th>\n",
       "      <td>256.60</td>\n",
       "      <td>269.50</td>\n",
       "      <td>255.1</td>\n",
       "      <td>268.0</td>\n",
       "      <td>2978528</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-01-05</th>\n",
       "      <td>250.30</td>\n",
       "      <td>268.00</td>\n",
       "      <td>244.5</td>\n",
       "      <td>249.9</td>\n",
       "      <td>2802364</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    close    high    low   open   volume\n",
       "ticker date                                             \n",
       "ACC    2000-01-03  268.55  271.45  255.1  258.9  5447617\n",
       "       2000-01-04  256.60  269.50  255.1  268.0  2978528\n",
       "       2000-01-05  250.30  268.00  244.5  249.9  2802364"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "columns = ['close','high','low','open','volume']\n",
    "with pd.HDFStore(DATA_STORE) as store:\n",
    "    prices = store['/ind/nifty500_investing/prices'].loc[idx[tickers, :], columns]\n",
    "prices.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "cosmetic-alexander",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "MultiIndex: 621400 entries, ('ABOT', Timestamp('2000-01-03 00:00:00')) to ('ZEE', Timestamp('2021-01-29 00:00:00'))\n",
      "Data columns (total 5 columns):\n",
      " #   Column  Non-Null Count   Dtype  \n",
      "---  ------  --------------   -----  \n",
      " 0   close   621400 non-null  float64\n",
      " 1   high    621400 non-null  float64\n",
      " 2   low     621400 non-null  float64\n",
      " 3   open    621400 non-null  float64\n",
      " 4   volume  621400 non-null  int64  \n",
      "dtypes: float64(4), int64(1)\n",
      "memory usage: 26.3+ MB\n"
     ]
    }
   ],
   "source": [
    "# remove tickers where we have less than 10 years of data.\n",
    "min_obs =  2520\n",
    "nobs = prices.groupby(level='ticker').size()\n",
    "keep = nobs[nobs>min_obs].index\n",
    "prices = prices.loc[idx[keep,:], :]\n",
    "prices.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "tropical-basin",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['ABOT', 'ABUJ', 'ACC', 'ADEL', 'AMAR', 'APLH', 'APLO', 'APSE', 'ARBN',\n",
       "       'ARTI',\n",
       "       ...\n",
       "       'ULTC', 'UNBK', 'UNSP', 'UPLL', 'VGUA', 'VODA', 'VOLT', 'WHIR', 'WIPR',\n",
       "       'ZEE'],\n",
       "      dtype='object', name='ticker', length=154)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "prices.index.unique(level='ticker')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "liberal-hayes",
   "metadata": {},
   "outputs": [],
   "source": [
    "fromdate=datetime.datetime(2010, 1, 1)\n",
    "todate=datetime.datetime(2021, 1, 21)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "recorded-object",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Calculate momentum\n",
    "def momentum_func(self, the_array):\n",
    "    r = np.log(the_array)\n",
    "    slope, _, rvalue, _, _ = linregress(np.arange(len(r)), r)\n",
    "    annualized = (1 + slope) ** 252\n",
    "    return annualized * (rvalue ** 2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "subject-afghanistan",
   "metadata": {},
   "outputs": [],
   "source": [
    "class Momentum(bt.ind.OperationN):\n",
    "    lines = ('trend',)\n",
    "    params = dict(period=126)\n",
    "    func = momentum_func"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "dress-baghdad",
   "metadata": {},
   "outputs": [],
   "source": [
    "class StrategyEqWt(bt.Strategy):\n",
    "    params = dict(\n",
    "        # parametrize the Momentum and its period\n",
    "        momentum=Momentum,\n",
    "        momentum_period=90,\n",
    "        num_positions=20,\n",
    "        rebalance_days = [1],\n",
    "\n",
    "        printlog=False,\n",
    "        reserve=0.00  # 5% reserve capital\n",
    "    )\n",
    "\n",
    "    def log(self, txt, dt=None, doprint=False):\n",
    "        ''' Logging function '''\n",
    "        if self.params.printlog or doprint:\n",
    "            dt = dt or self.data.datetime[0]\n",
    "            if isinstance(dt, float):\n",
    "                dt = bt.num2date(dt)\n",
    "            print(\"%s, %s\" % (dt.isoformat(), txt))\n",
    "\n",
    "    def __init__(self):\n",
    "        self.securities = self.datas\n",
    "        self.inds = collections.defaultdict(dict)\n",
    "        for d in self.datas:\n",
    "            self.inds[d]['mom'] = self.p.momentum(d, period=self.p.momentum_period)\n",
    "            self.inds[d]['adx'] = bt.indicators.ADX(d, period=14)\n",
    "# #             self.inds[d]['rsi'] = bt.indicators.RSI(d, period=14)\n",
    "#             self.inds[d]['MACD'] = bt.indicators.MACD(d)\n",
    "#             # Cross of macd.macd and macd.signal\n",
    "#             self.inds[d]['mcross'] = bt.indicators.CrossOver(self.inds[d]['MACD'].macd, self.inds[d]['MACD'].signal)\n",
    "            \n",
    "\n",
    "        # To keep track of pending orders and buy price/commission\n",
    "        self.order = None\n",
    "        self.buyprice = None\n",
    "        self.buycomm = None\n",
    "\n",
    "    def rebalance(self):\n",
    "        rankings = list(self.securities)\n",
    "        rankings.sort(key=lambda s: self.inds[s]['mom'][0], reverse=True)\n",
    "\n",
    "        # allocation perc per stock\n",
    "        # reserve kept to make sure orders are not rejected due to\n",
    "        # margin. Prices are calculated when known (close), but orders can only\n",
    "        # be executed next day (opening price). Price can gap upwards\n",
    "        pos_size = (1.0 - self.p.reserve) / self.p.num_positions\n",
    "\n",
    "        # Sell stocks no longer meeting ranking filter.\n",
    "        for i, d in enumerate(rankings):\n",
    "            if self.getposition(d).size:\n",
    "                if i > self.p.num_positions:\n",
    "                    self.close(d)\n",
    "                    self.log('Leave {} - Rank {:.2f}'.format(d._name, i)) \n",
    "        \n",
    "        # Buy and rebalance stocks with remaining cash\n",
    "        for i, d in enumerate(rankings[:self.p.num_positions]):\n",
    "            cash = self.broker.get_cash()\n",
    "            if cash <= 0:\n",
    "                break\n",
    "            if not self.getposition(d).size:\n",
    "                if (self.inds[d]['adx'][0] > 25): #(self.inds[d]['rsi'][0] < 25): #and (self.inds[d]['rsi'][-1] > 25) and (self.inds[d]['adx'][0] < 25):\n",
    "                    self.order_target_percent(d, target=pos_size)\n",
    "                    self.log('Buy {} - Rank {:.2f} - Close {:.2f}'.format(d._name, i, d.close[0])) \n",
    "                \n",
    "    def next_open(self):\n",
    "        dt = self.data.datetime.datetime()\n",
    "        if dt.weekday() in self.p.rebalance_days:\n",
    "            self.rebalance()\n",
    "\n",
    "    def notify_order(self, order):\n",
    "        if order.status in [order.Submitted, order.Accepted]:\n",
    "            # Buy/Sell order submitted/accepted to/by broker - Nothing to do\n",
    "            return\n",
    "\n",
    "        # Check if an order has been completed\n",
    "        # Attention: broker could reject order if not enough cash\n",
    "        if order.status in [order.Completed]:\n",
    "            if order.isbuy():\n",
    "                self.log(\n",
    "                    'BUY EXECUTED, Price: %.2f, Cost: %.2f, Comm %.2f' %\n",
    "                    (order.executed.price, order.executed.value, order.executed.comm))\n",
    "\n",
    "                self.buyprice = order.executed.price\n",
    "                self.buycomm = order.executed.comm\n",
    "            else:  # Sell\n",
    "                self.log('SELL EXECUTED, Price: %.2f, Cost: %.2f, Comm %.2f' %\n",
    "                         (order.executed.price, order.executed.value,order.executed.comm))\n",
    "\n",
    "        elif order.status in [order.Canceled, order.Margin, order.Rejected]:\n",
    "            self.log('Order Canceled/Margin/Rejected')\n",
    "\n",
    "        self.order = None\n",
    "    \n",
    "    def stop(self):\n",
    "        self.log('| %2d | %2d |  %.2f |' %\n",
    "                 (self.p.momentum_period, self.p.num_positions, self.broker.getvalue()), doprint=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "determined-monroe",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Model Settings\n",
    "startcash = 200000\n",
    "momentum_period = 126 #days\n",
    "num_positions = 20 \n",
    "rebalance_days = [1]\n",
    "reserve = 0.05\n",
    "printlog=True\n",
    "\n",
    "\n",
    "# Commission and Slippage Settings\n",
    "commission = 0.0025"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "sixth-powell",
   "metadata": {},
   "outputs": [],
   "source": [
    "cerebro = bt.Cerebro(stdstats=False,cheat_on_open=True)\n",
    "# cerebro.broker.set_coc(True)\n",
    "cerebro.broker.setcash(startcash)\n",
    "cerebro.broker.setcommission(commission=commission)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "innocent-techno",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Adding ticker: ABOT\n",
      "Adding ticker: ABUJ\n",
      "Adding ticker: ACC\n",
      "Adding ticker: ADEL\n",
      "Adding ticker: AMAR\n",
      "Adding ticker: APLH\n",
      "Adding ticker: APLO\n",
      "Adding ticker: APSE\n",
      "Adding ticker: ARBN\n",
      "Adding ticker: ARTI\n",
      "Adding ticker: ASOK\n",
      "Adding ticker: ASPN\n",
      "Adding ticker: AXBK\n",
      "Adding ticker: BAJA\n",
      "Adding ticker: BAJE\n",
      "Adding ticker: BATA\n",
      "Adding ticker: BBRM\n",
      "Adding ticker: BFRG\n",
      "Adding ticker: BHEL\n",
      "Adding ticker: BION\n",
      "Adding ticker: BJAT\n",
      "Adding ticker: BJFN\n",
      "Adding ticker: BJFS\n",
      "Adding ticker: BLKI\n",
      "Adding ticker: BOB\n",
      "Adding ticker: BOI\n",
      "Adding ticker: BOSH\n",
      "Adding ticker: BPCL\n",
      "Adding ticker: BRGR\n",
      "Adding ticker: BRIT\n",
      "Adding ticker: BRTI\n",
      "Adding ticker: CADI\n",
      "Adding ticker: CAST\n",
      "Adding ticker: CCRI\n",
      "Adding ticker: CESC\n",
      "Adding ticker: CHLA\n",
      "Adding ticker: CNBK\n",
      "Adding ticker: COAL\n",
      "Adding ticker: COLG\n",
      "Adding ticker: CORF\n",
      "Adding ticker: CTBK\n",
      "Adding ticker: CUMM\n",
      "Adding ticker: DABU\n",
      "Adding ticker: DIVI\n",
      "Adding ticker: DLF\n",
      "Adding ticker: EDEL\n",
      "Adding ticker: EMAM\n",
      "Adding ticker: ESCO\n",
      "Adding ticker: EXID\n",
      "Adding ticker: FED\n",
      "Adding ticker: FOHE\n",
      "Adding ticker: GAIL\n",
      "Adding ticker: GGAS\n",
      "Adding ticker: GLEN\n",
      "Adding ticker: GMRI\n",
      "Adding ticker: GOCP\n",
      "Adding ticker: GODI\n",
      "Adding ticker: GODR\n",
      "Adding ticker: GRAS\n",
      "Adding ticker: GSPT\n",
      "Adding ticker: HALC\n",
      "Adding ticker: HCLT\n",
      "Adding ticker: HDBK\n",
      "Adding ticker: HDFC\n",
      "Adding ticker: HLL\n",
      "Adding ticker: HPCL\n",
      "Adding ticker: HROM\n",
      "Adding ticker: HVEL\n",
      "Adding ticker: HZNC\n",
      "Adding ticker: ICBK\n",
      "Adding ticker: IGAS\n",
      "Adding ticker: IHTL\n",
      "Adding ticker: INBK\n",
      "Adding ticker: INDB\n",
      "Adding ticker: INED\n",
      "Adding ticker: INFY\n",
      "Adding ticker: IOC\n",
      "Adding ticker: IPCA\n",
      "Adding ticker: ITC\n",
      "Adding ticker: JNSP\n",
      "Adding ticker: JSTL\n",
      "Adding ticker: JSWE\n",
      "Adding ticker: JUBI\n",
      "Adding ticker: KTKM\n",
      "Adding ticker: LART\n",
      "Adding ticker: LICH\n",
      "Adding ticker: LUPN\n",
      "Adding ticker: MAHM\n",
      "Adding ticker: MAXI\n",
      "Adding ticker: MBFL\n",
      "Adding ticker: MINT\n",
      "Adding ticker: MMFS\n",
      "Adding ticker: MNFL\n",
      "Adding ticker: MOSS\n",
      "Adding ticker: MRCO\n",
      "Adding ticker: MRF\n",
      "Adding ticker: MRTI\n",
      "Adding ticker: NAFL\n",
      "Adding ticker: NALU\n",
      "Adding ticker: NATP\n",
      "Adding ticker: NEST\n",
      "Adding ticker: NITT\n",
      "Adding ticker: NMDC\n",
      "Adding ticker: NTPC\n",
      "Adding ticker: OEBO\n",
      "Adding ticker: OILI\n",
      "Adding ticker: ONGC\n",
      "Adding ticker: ORCL\n",
      "Adding ticker: PAGE\n",
      "Adding ticker: PFIZ\n",
      "Adding ticker: PGRD\n",
      "Adding ticker: PIDI\n",
      "Adding ticker: PIIL\n",
      "Adding ticker: PIRA\n",
      "Adding ticker: PLNG\n",
      "Adding ticker: PNBK\n",
      "Adding ticker: PREG\n",
      "Adding ticker: PROC\n",
      "Adding ticker: PWFC\n",
      "Adding ticker: RECM\n",
      "Adding ticker: REDY\n",
      "Adding ticker: RELI\n",
      "Adding ticker: REXP\n",
      "Adding ticker: SAIL\n",
      "Adding ticker: SANO\n",
      "Adding ticker: SBI\n",
      "Adding ticker: SHCM\n",
      "Adding ticker: SIEM\n",
      "Adding ticker: SRTR\n",
      "Adding ticker: SUN\n",
      "Adding ticker: SUTV\n",
      "Adding ticker: TAGL\n",
      "Adding ticker: TAMO\n",
      "Adding ticker: TCS\n",
      "Adding ticker: TEML\n",
      "Adding ticker: TISC\n",
      "Adding ticker: TITN\n",
      "Adding ticker: TOPO\n",
      "Adding ticker: TRCE\n",
      "Adding ticker: TREN\n",
      "Adding ticker: TTCH\n",
      "Adding ticker: TTPW\n",
      "Adding ticker: TVSM\n",
      "Adding ticker: UBBW\n",
      "Adding ticker: ULTC\n",
      "Adding ticker: UNBK\n",
      "Adding ticker: UNSP\n",
      "Adding ticker: UPLL\n",
      "Adding ticker: VGUA\n",
      "Adding ticker: VODA\n",
      "Adding ticker: VOLT\n",
      "Adding ticker: WHIR\n",
      "Adding ticker: WIPR\n",
      "Adding ticker: ZEE\n"
     ]
    }
   ],
   "source": [
    "# Add securities as datas1:\n",
    "for ticker, data in prices.groupby(level=0):\n",
    "    if ticker in tickers:\n",
    "        print(f\"Adding ticker: {ticker}\")\n",
    "        data = bt.feeds.PandasData(dataname=data.droplevel(level=0),\n",
    "                                   name=str(ticker),\n",
    "                                   fromdate=fromdate,\n",
    "                                   todate=todate,\n",
    "                                   plot=False)\n",
    "        cerebro.adddata(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "turkish-knight",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cerebro.addanalyzer(bt.analyzers.PyFolio, _name='pyfolio')\n",
    "\n",
    "cerebro.addstrategy(StrategyEqWt,\n",
    "                    momentum_period = momentum_period,\n",
    "                    num_positions = num_positions,\n",
    "                    rebalance_days = rebalance_days,\n",
    "                    printlog = printlog,\n",
    "                    reserve = reserve\n",
    "                   )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "confidential-thumb",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Starting Portfolio Value: 200000.00\n",
      "2011-05-17T00:00:00, Buy PIIL - Rank 0.00 - Close 71.07\n",
      "2011-05-17T00:00:00, Buy PFIZ - Rank 1.00 - Close 1260.80\n",
      "2011-05-17T00:00:00, Buy MOSS - Rank 2.00 - Close 27.58\n",
      "2011-05-17T00:00:00, Buy COAL - Rank 5.00 - Close 397.60\n",
      "2011-05-17T00:00:00, Buy HZNC - Rank 6.00 - Close 103.74\n",
      "2011-05-17T00:00:00, Buy BATA - Rank 8.00 - Close 236.93\n",
      "2011-05-17T00:00:00, Buy CADI - Rank 9.00 - Close 177.95\n",
      "2011-05-17T00:00:00, Buy CESC - Rank 12.00 - Close 214.29\n",
      "2011-05-17T00:00:00, Buy BHEL - Rank 13.00 - Close 274.07\n",
      "2011-05-17T00:00:00, Buy UBBW - Rank 14.00 - Close 550.30\n",
      "2011-05-17T00:00:00, Buy GLEN - Rank 18.00 - Close 304.20\n",
      "2011-05-17T00:00:00, BUY EXECUTED, Price: 70.00, Cost: 9310.00, Comm 23.28\n",
      "2011-05-17T00:00:00, BUY EXECUTED, Price: 1260.00, Cost: 8820.00, Comm 22.05\n",
      "2011-05-17T00:00:00, BUY EXECUTED, Price: 27.47, Cost: 9449.68, Comm 23.62\n",
      "2011-05-17T00:00:00, BUY EXECUTED, Price: 390.00, Cost: 8970.00, Comm 22.43\n",
      "2011-05-17T00:00:00, BUY EXECUTED, Price: 101.93, Cost: 9275.63, Comm 23.19\n",
      "2011-05-17T00:00:00, BUY EXECUTED, Price: 232.00, Cost: 9280.00, Comm 23.20\n",
      "2011-05-17T00:00:00, BUY EXECUTED, Price: 178.00, Cost: 9434.00, Comm 23.59\n",
      "2011-05-17T00:00:00, BUY EXECUTED, Price: 222.93, Cost: 9808.92, Comm 24.52\n",
      "2011-05-17T00:00:00, BUY EXECUTED, Price: 264.40, Cost: 8989.60, Comm 22.47\n",
      "2011-05-17T00:00:00, BUY EXECUTED, Price: 554.80, Cost: 9431.60, Comm 23.58\n",
      "2011-05-17T00:00:00, BUY EXECUTED, Price: 305.50, Cost: 9470.50, Comm 23.68\n",
      "2011-05-24T00:00:00, Leave GLEN - Rank 25.00\n",
      "2011-05-24T00:00:00, Buy MAXI - Rank 12.00 - Close 160.90\n",
      "2011-05-24T00:00:00, SELL EXECUTED, Price: 287.50, Cost: 9470.50, Comm 22.28\n",
      "2011-05-24T00:00:00, BUY EXECUTED, Price: 161.80, Cost: 9384.40, Comm 23.46\n",
      "2011-05-31T00:00:00, Leave BHEL - Rank 24.00\n",
      "2011-05-31T00:00:00, Leave CESC - Rank 25.00\n",
      "2011-05-31T00:00:00, Buy MRCO - Rank 12.00 - Close 73.28\n",
      "2011-05-31T00:00:00, Buy TITN - Rank 13.00 - Close 220.40\n",
      "2011-05-31T00:00:00, Buy TREN - Rank 16.00 - Close 101.96\n",
      "2011-05-31T00:00:00, SELL EXECUTED, Price: 258.52, Cost: 8989.60, Comm 21.97\n",
      "2011-05-31T00:00:00, SELL EXECUTED, Price: 217.67, Cost: 9808.92, Comm 23.94\n",
      "2011-05-31T00:00:00, BUY EXECUTED, Price: 67.37, Cost: 8758.10, Comm 21.90\n",
      "2011-05-31T00:00:00, BUY EXECUTED, Price: 217.15, Cost: 9337.45, Comm 23.34\n",
      "2011-05-31T00:00:00, BUY EXECUTED, Price: 102.39, Cost: 9522.27, Comm 23.81\n",
      "2011-06-07T00:00:00, Leave UBBW - Rank 27.00\n",
      "2011-06-07T00:00:00, Leave HZNC - Rank 48.00\n",
      "2011-06-07T00:00:00, Buy JUBI - Rank 16.00 - Close 409.00\n",
      "2011-06-07T00:00:00, Buy INED - Rank 18.00 - Close 342.05\n",
      "2011-06-07T00:00:00, Buy FOHE - Rank 19.00 - Close 164.65\n",
      "2011-06-07T00:00:00, SELL EXECUTED, Price: 543.00, Cost: 9431.60, Comm 23.08\n",
      "2011-06-07T00:00:00, SELL EXECUTED, Price: 105.32, Cost: 9275.63, Comm 23.96\n",
      "2011-06-07T00:00:00, BUY EXECUTED, Price: 405.65, Cost: 9329.95, Comm 23.32\n",
      "2011-06-07T00:00:00, BUY EXECUTED, Price: 355.50, Cost: 9598.50, Comm 24.00\n",
      "2011-06-07T00:00:00, BUY EXECUTED, Price: 163.70, Cost: 9494.60, Comm 23.74\n",
      "2011-06-14T00:00:00, Buy DIVI - Rank 6.00 - Close 794.45\n",
      "2011-06-14T00:00:00, Buy BLKI - Rank 16.00 - Close 74.29\n",
      "2011-06-14T00:00:00, Buy ABOT - Rank 18.00 - Close 1451.55\n",
      "2011-06-14T00:00:00, BUY EXECUTED, Price: 804.95, Cost: 9659.40, Comm 24.15\n",
      "2011-06-14T00:00:00, BUY EXECUTED, Price: 75.06, Cost: 9757.80, Comm 24.39\n",
      "2011-06-14T00:00:00, BUY EXECUTED, Price: 1449.95, Cost: 8699.70, Comm 21.75\n",
      "2011-06-21T00:00:00, Leave ABOT - Rank 22.00\n",
      "2011-06-21T00:00:00, Buy FED - Rank 17.00 - Close 43.42\n",
      "2011-06-21T00:00:00, Buy VGUA - Rank 19.00 - Close 15.85\n",
      "2011-06-21T00:00:00, SELL EXECUTED, Price: 1432.00, Cost: 8699.70, Comm 21.48\n",
      "2011-06-21T00:00:00, BUY EXECUTED, Price: 42.41, Cost: 9287.79, Comm 23.22\n",
      "2011-06-21T00:00:00, BUY EXECUTED, Price: 15.56, Cost: 9336.00, Comm 23.34\n",
      "2011-06-28T00:00:00, Leave FOHE - Rank 21.00\n",
      "2011-06-28T00:00:00, Buy PAGE - Rank 16.00 - Close 1822.55\n",
      "2011-06-28T00:00:00, SELL EXECUTED, Price: 159.75, Cost: 9494.60, Comm 23.16\n",
      "2011-06-28T00:00:00, BUY EXECUTED, Price: 1770.00, Cost: 8850.00, Comm 22.12\n",
      "2011-07-05T00:00:00, Leave PFIZ - Rank 25.00\n",
      "2011-07-05T00:00:00, Buy GODR - Rank 19.00 - Close 742.65\n",
      "2011-07-05T00:00:00, SELL EXECUTED, Price: 1481.00, Cost: 8820.00, Comm 25.92\n",
      "2011-07-05T00:00:00, BUY EXECUTED, Price: 754.95, Cost: 9814.35, Comm 24.54\n",
      "2011-07-12T00:00:00, Leave CADI - Rank 22.00\n",
      "2011-07-12T00:00:00, Leave MRCO - Rank 24.00\n",
      "2011-07-12T00:00:00, Buy AMAR - Rank 10.00 - Close 114.10\n",
      "2011-07-12T00:00:00, Buy CAST - Rank 17.00 - Close 133.32\n",
      "2011-07-12T00:00:00, SELL EXECUTED, Price: 188.00, Cost: 9434.00, Comm 24.91\n",
      "2011-07-12T00:00:00, SELL EXECUTED, Price: 80.20, Cost: 8758.10, Comm 26.07\n",
      "2011-07-12T00:00:00, BUY EXECUTED, Price: 120.95, Cost: 10643.60, Comm 26.61\n",
      "2011-07-12T00:00:00, BUY EXECUTED, Price: 135.84, Cost: 10323.84, Comm 25.81\n",
      "2011-07-19T00:00:00, Leave GODR - Rank 21.00\n",
      "2011-07-19T00:00:00, Leave PAGE - Rank 23.00\n",
      "2011-07-19T00:00:00, Buy EXID - Rank 14.00 - Close 172.60\n",
      "2011-07-19T00:00:00, Buy ASPN - Rank 19.00 - Close 314.12\n",
      "2011-07-19T00:00:00, SELL EXECUTED, Price: 800.00, Cost: 9814.35, Comm 26.00\n",
      "2011-07-19T00:00:00, SELL EXECUTED, Price: 1920.05, Cost: 8850.00, Comm 24.00\n",
      "2011-07-19T00:00:00, BUY EXECUTED, Price: 169.00, Cost: 9971.00, Comm 24.93\n",
      "2011-07-19T00:00:00, BUY EXECUTED, Price: 317.70, Cost: 10166.40, Comm 25.42\n",
      "2011-07-26T00:00:00, Leave MOSS - Rank 26.00\n",
      "2011-07-26T00:00:00, Leave COAL - Rank 36.00\n",
      "2011-07-26T00:00:00, Buy PIDI - Rank 17.00 - Close 172.15\n",
      "2011-07-26T00:00:00, Buy ITC - Rank 18.00 - Close 133.19\n",
      "2011-07-26T00:00:00, Buy PAGE - Rank 19.00 - Close 2306.35\n",
      "2011-07-26T00:00:00, SELL EXECUTED, Price: 30.68, Cost: 9449.68, Comm 26.38\n",
      "2011-07-26T00:00:00, SELL EXECUTED, Price: 370.55, Cost: 8970.00, Comm 21.31\n",
      "2011-07-26T00:00:00, BUY EXECUTED, Price: 179.70, Cost: 10602.30, Comm 26.51\n",
      "2011-07-26T00:00:00, BUY EXECUTED, Price: 135.91, Cost: 10329.16, Comm 25.82\n",
      "2011-07-26T00:00:00, BUY EXECUTED, Price: 2355.00, Cost: 9420.00, Comm 23.55\n",
      "2011-08-02T00:00:00, Leave MAXI - Rank 24.00\n",
      "2011-08-02T00:00:00, Leave FED - Rank 32.00\n",
      "2011-08-02T00:00:00, Leave EXID - Rank 33.00\n",
      "2011-08-02T00:00:00, Buy EMAM - Rank 10.00 - Close 163.75\n",
      "2011-08-02T00:00:00, Buy IGAS - Rank 11.00 - Close 84.55\n",
      "2011-08-02T00:00:00, SELL EXECUTED, Price: 181.95, Cost: 9384.40, Comm 26.38\n",
      "2011-08-02T00:00:00, SELL EXECUTED, Price: 42.00, Cost: 9287.79, Comm 23.00\n",
      "2011-08-02T00:00:00, SELL EXECUTED, Price: 153.05, Cost: 9971.00, Comm 22.57\n",
      "2011-08-02T00:00:00, BUY EXECUTED, Price: 166.08, Cost: 10296.96, Comm 25.74\n",
      "2011-08-02T00:00:00, BUY EXECUTED, Price: 82.53, Cost: 9986.13, Comm 24.97\n",
      "2011-08-09T00:00:00, Leave ITC - Rank 25.00\n",
      "2011-08-09T00:00:00, Leave INED - Rank 28.00\n",
      "2011-08-09T00:00:00, Buy VODA - Rank 11.00 - Close 94.35\n",
      "2011-08-09T00:00:00, Buy PLNG - Rank 13.00 - Close 85.58\n",
      "2011-08-09T00:00:00, Buy NAFL - Rank 17.00 - Close 65.16\n",
      "2011-08-09T00:00:00, Buy GODI - Rank 19.00 - Close 208.30\n",
      "2011-08-09T00:00:00, SELL EXECUTED, Price: 126.13, Cost: 10329.16, Comm 23.96\n",
      "2011-08-09T00:00:00, SELL EXECUTED, Price: 329.15, Cost: 9598.50, Comm 22.22\n",
      "2011-08-09T00:00:00, BUY EXECUTED, Price: 92.00, Cost: 9568.00, Comm 23.92\n",
      "2011-08-09T00:00:00, BUY EXECUTED, Price: 85.50, Cost: 9832.50, Comm 24.58\n",
      "2011-08-09T00:00:00, BUY EXECUTED, Price: 63.81, Cost: 9635.31, Comm 24.09\n",
      "2011-08-09T00:00:00, BUY EXECUTED, Price: 202.20, Cost: 9503.40, Comm 23.76\n",
      "2011-08-23T00:00:00, Leave GODI - Rank 23.00\n",
      "2011-08-23T00:00:00, Buy BRIT - Rank 7.00 - Close 231.97\n",
      "2011-08-23T00:00:00, SELL EXECUTED, Price: 197.00, Cost: 9503.40, Comm 23.15\n",
      "2011-08-23T00:00:00, BUY EXECUTED, Price: 230.75, Cost: 9922.25, Comm 24.81\n",
      "2011-08-30T00:00:00, Leave DIVI - Rank 28.00\n",
      "2011-08-30T00:00:00, Leave TITN - Rank 29.00\n",
      "2011-08-30T00:00:00, SELL EXECUTED, Price: 707.60, Cost: 9659.40, Comm 21.23\n",
      "2011-08-30T00:00:00, SELL EXECUTED, Price: 206.00, Cost: 9337.45, Comm 22.14\n",
      "2011-09-13T00:00:00, Leave PIDI - Rank 21.00\n",
      "2011-09-13T00:00:00, Buy HROM - Rank 15.00 - Close 2202.90\n",
      "2011-09-13T00:00:00, Buy HLL - Rank 18.00 - Close 341.35\n",
      "2011-09-13T00:00:00, SELL EXECUTED, Price: 165.90, Cost: 10602.30, Comm 24.47\n",
      "2011-09-13T00:00:00, BUY EXECUTED, Price: 2204.00, Cost: 8816.00, Comm 22.04\n",
      "2011-09-13T00:00:00, BUY EXECUTED, Price: 346.75, Cost: 10055.75, Comm 25.14\n",
      "2011-09-20T00:00:00, Leave VGUA - Rank 27.00\n",
      "2011-09-20T00:00:00, Leave CAST - Rank 29.00\n",
      "2011-09-20T00:00:00, SELL EXECUTED, Price: 15.48, Cost: 9336.00, Comm 23.22\n",
      "2011-09-20T00:00:00, SELL EXECUTED, Price: 123.25, Cost: 10323.84, Comm 23.42\n",
      "2011-09-27T00:00:00, Leave EMAM - Rank 31.00\n",
      "2011-09-27T00:00:00, Buy SANO - Rank 19.00 - Close 2229.72\n",
      "2011-09-27T00:00:00, SELL EXECUTED, Price: 148.52, Cost: 10296.96, Comm 23.02\n",
      "2011-09-27T00:00:00, BUY EXECUTED, Price: 2285.44, Cost: 9141.76, Comm 22.85\n",
      "2011-10-04T00:00:00, Leave TREN - Rank 24.00\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2011-10-04T00:00:00, SELL EXECUTED, Price: 109.25, Cost: 9522.27, Comm 25.40\n",
      "2011-10-11T00:00:00, Leave AMAR - Rank 26.00\n",
      "2011-10-11T00:00:00, Buy MAXI - Rank 11.00 - Close 177.95\n",
      "2011-10-11T00:00:00, SELL EXECUTED, Price: 102.00, Cost: 10643.60, Comm 22.44\n",
      "2011-10-11T00:00:00, BUY EXECUTED, Price: 178.50, Cost: 9639.00, Comm 24.10\n",
      "2011-10-18T00:00:00, Buy REXP - Rank 5.00 - Close 144.25\n",
      "2011-10-18T00:00:00, Buy LUPN - Rank 17.00 - Close 467.55\n",
      "2011-10-18T00:00:00, BUY EXECUTED, Price: 139.00, Cost: 9591.00, Comm 23.98\n",
      "2011-10-18T00:00:00, BUY EXECUTED, Price: 457.50, Cost: 9607.50, Comm 24.02\n",
      "2011-10-25T00:00:00, Leave ASPN - Rank 23.00\n",
      "2011-10-25T00:00:00, Leave JUBI - Rank 28.00\n",
      "2011-10-25T00:00:00, SELL EXECUTED, Price: 304.51, Cost: 10166.40, Comm 24.36\n",
      "2011-10-25T00:00:00, SELL EXECUTED, Price: 428.95, Cost: 9329.95, Comm 24.66\n",
      "2011-11-01T00:00:00, Leave BRIT - Rank 29.00\n",
      "2011-11-01T00:00:00, Buy TVSM - Rank 14.00 - Close 66.00\n",
      "2011-11-01T00:00:00, SELL EXECUTED, Price: 235.00, Cost: 9922.25, Comm 25.26\n",
      "2011-11-01T00:00:00, BUY EXECUTED, Price: 69.00, Cost: 10626.00, Comm 26.57\n",
      "2011-11-08T00:00:00, Leave MAXI - Rank 21.00\n",
      "2011-11-08T00:00:00, Buy GGAS - Rank 11.00 - Close 419.30\n",
      "2011-11-08T00:00:00, SELL EXECUTED, Price: 187.40, Cost: 9639.00, Comm 25.30\n",
      "2011-11-08T00:00:00, BUY EXECUTED, Price: 437.90, Cost: 10509.60, Comm 26.27\n",
      "2011-11-15T00:00:00, Leave LUPN - Rank 22.00\n",
      "2011-11-15T00:00:00, Buy ACC - Rank 12.00 - Close 1208.45\n",
      "2011-11-15T00:00:00, Buy TRCE - Rank 17.00 - Close 117.05\n",
      "2011-11-15T00:00:00, SELL EXECUTED, Price: 461.70, Cost: 9607.50, Comm 24.24\n",
      "2011-11-15T00:00:00, BUY EXECUTED, Price: 1200.15, Cost: 9601.20, Comm 24.00\n",
      "2011-11-15T00:00:00, BUY EXECUTED, Price: 121.60, Cost: 10336.00, Comm 25.84\n",
      "2011-11-22T00:00:00, Leave GGAS - Rank 33.00\n",
      "2011-11-22T00:00:00, SELL EXECUTED, Price: 374.95, Cost: 10509.60, Comm 22.50\n",
      "2011-11-29T00:00:00, Leave PLNG - Rank 21.00\n",
      "2011-11-29T00:00:00, Buy MAHM - Rank 14.00 - Close 362.65\n",
      "2011-11-29T00:00:00, Buy APLH - Rank 17.00 - Close 602.30\n",
      "2011-11-29T00:00:00, SELL EXECUTED, Price: 81.75, Cost: 9832.50, Comm 23.50\n",
      "2011-11-29T00:00:00, BUY EXECUTED, Price: 359.80, Cost: 9354.80, Comm 23.39\n",
      "2011-11-29T00:00:00, BUY EXECUTED, Price: 624.65, Cost: 9369.75, Comm 23.42\n",
      "2011-12-13T00:00:00, Leave BATA - Rank 42.00\n",
      "2011-12-13T00:00:00, Leave IGAS - Rank 109.00\n",
      "2011-12-13T00:00:00, Buy ULTC - Rank 6.00 - Close 1142.60\n",
      "2011-12-13T00:00:00, Buy SHCM - Rank 14.00 - Close 2020.60\n",
      "2011-12-13T00:00:00, SELL EXECUTED, Price: 271.60, Cost: 9280.00, Comm 27.16\n",
      "2011-12-13T00:00:00, SELL EXECUTED, Price: 72.62, Cost: 9986.13, Comm 21.97\n",
      "2011-12-13T00:00:00, BUY EXECUTED, Price: 1130.25, Cost: 9042.00, Comm 22.61\n",
      "2011-12-13T00:00:00, BUY EXECUTED, Price: 2049.95, Cost: 8199.80, Comm 20.50\n",
      "2011-12-20T00:00:00, Leave VODA - Rank 25.00\n",
      "2011-12-20T00:00:00, Leave MAHM - Rank 99.00\n",
      "2011-12-20T00:00:00, SELL EXECUTED, Price: 82.75, Cost: 9568.00, Comm 21.52\n",
      "2011-12-20T00:00:00, SELL EXECUTED, Price: 327.87, Cost: 9354.80, Comm 21.31\n",
      "2011-12-27T00:00:00, Leave PIIL - Rank 24.00\n",
      "2011-12-27T00:00:00, Leave HROM - Rank 48.00\n",
      "2011-12-27T00:00:00, Leave TVSM - Rank 60.00\n",
      "2011-12-27T00:00:00, Leave BLKI - Rank 104.00\n",
      "2011-12-27T00:00:00, Leave NAFL - Rank 119.00\n",
      "2011-12-27T00:00:00, Buy BAJE - Rank 17.00 - Close 46.07\n",
      "2011-12-27T00:00:00, SELL EXECUTED, Price: 100.00, Cost: 9310.00, Comm 33.25\n",
      "2011-12-27T00:00:00, SELL EXECUTED, Price: 1930.00, Cost: 8816.00, Comm 19.30\n",
      "2011-12-27T00:00:00, SELL EXECUTED, Price: 54.45, Cost: 10626.00, Comm 20.96\n",
      "2011-12-27T00:00:00, SELL EXECUTED, Price: 80.17, Cost: 9757.80, Comm 26.06\n",
      "2011-12-27T00:00:00, SELL EXECUTED, Price: 58.52, Cost: 9635.31, Comm 22.09\n",
      "2011-12-27T00:00:00, BUY EXECUTED, Price: 47.00, Cost: 9353.00, Comm 23.38\n",
      "2012-01-03T00:00:00, Buy DABU - Rank 13.00 - Close 100.90\n",
      "2012-01-03T00:00:00, Buy PIDI - Rank 19.00 - Close 142.25\n",
      "2012-01-03T00:00:00, BUY EXECUTED, Price: 101.00, Cost: 8989.00, Comm 22.47\n",
      "2012-01-03T00:00:00, BUY EXECUTED, Price: 143.00, Cost: 9009.00, Comm 22.52\n",
      "2012-01-10T00:00:00, Leave PAGE - Rank 82.00\n",
      "2012-01-10T00:00:00, Buy BJAT - Rank 12.00 - Close 656.75\n",
      "2012-01-10T00:00:00, Buy IOC - Rank 15.00 - Close 64.67\n",
      "2012-01-10T00:00:00, SELL EXECUTED, Price: 2415.00, Cost: 9420.00, Comm 24.15\n",
      "2012-01-10T00:00:00, BUY EXECUTED, Price: 652.00, Cost: 8476.00, Comm 21.19\n",
      "2012-01-10T00:00:00, BUY EXECUTED, Price: 63.90, Cost: 8946.00, Comm 22.37\n",
      "2012-01-17T00:00:00, Buy HVEL - Rank 8.00 - Close 433.40\n",
      "2012-01-17T00:00:00, BUY EXECUTED, Price: 424.10, Cost: 8906.10, Comm 22.27\n",
      "2012-01-24T00:00:00, Leave DABU - Rank 25.00\n",
      "2012-01-24T00:00:00, SELL EXECUTED, Price: 95.95, Cost: 8989.00, Comm 21.35\n",
      "2012-01-31T00:00:00, Leave PIDI - Rank 21.00\n",
      "2012-01-31T00:00:00, Leave IOC - Rank 24.00\n",
      "2012-01-31T00:00:00, Leave SANO - Rank 26.00\n",
      "2012-01-31T00:00:00, Buy TAMO - Rank 8.00 - Close 241.16\n",
      "2012-01-31T00:00:00, Buy TCS - Rank 12.00 - Close 546.61\n",
      "2012-01-31T00:00:00, Buy REDY - Rank 14.00 - Close 1689.75\n",
      "2012-01-31T00:00:00, Buy MINT - Rank 17.00 - Close 430.70\n",
      "2012-01-31T00:00:00, SELL EXECUTED, Price: 138.00, Cost: 9009.00, Comm 21.73\n",
      "2012-01-31T00:00:00, SELL EXECUTED, Price: 70.20, Cost: 8946.00, Comm 24.57\n",
      "2012-01-31T00:00:00, SELL EXECUTED, Price: 2314.60, Cost: 9141.76, Comm 23.15\n",
      "2012-01-31T00:00:00, BUY EXECUTED, Price: 232.60, Cost: 8838.80, Comm 22.10\n",
      "2012-01-31T00:00:00, BUY EXECUTED, Price: 537.25, Cost: 8596.00, Comm 21.49\n",
      "2012-01-31T00:00:00, BUY EXECUTED, Price: 1660.25, Cost: 8301.25, Comm 20.75\n",
      "2012-01-31T00:00:00, BUY EXECUTED, Price: 430.00, Cost: 9030.00, Comm 22.57\n",
      "2012-02-07T00:00:00, Leave BAJE - Rank 22.00\n",
      "2012-02-07T00:00:00, Buy GRAS - Rank 6.00 - Close 461.90\n",
      "2012-02-07T00:00:00, Buy LICH - Rank 11.00 - Close 261.25\n",
      "2012-02-07T00:00:00, Buy SUN - Rank 17.00 - Close 272.10\n",
      "2012-02-07T00:00:00, Buy PIRA - Rank 18.00 - Close 434.05\n",
      "2012-02-07T00:00:00, SELL EXECUTED, Price: 48.33, Cost: 9353.00, Comm 24.04\n",
      "2012-02-07T00:00:00, BUY EXECUTED, Price: 461.14, Cost: 9222.80, Comm 23.06\n",
      "2012-02-07T00:00:00, BUY EXECUTED, Price: 271.20, Cost: 9763.20, Comm 24.41\n",
      "2012-02-07T00:00:00, BUY EXECUTED, Price: 277.85, Cost: 9724.75, Comm 24.31\n",
      "2012-02-07T00:00:00, BUY EXECUTED, Price: 441.15, Cost: 9705.30, Comm 24.26\n",
      "2012-02-14T00:00:00, Leave BJAT - Rank 35.00\n",
      "2012-02-14T00:00:00, Buy WIPR - Rank 2.00 - Close 191.18\n",
      "2012-02-14T00:00:00, Buy ABUJ - Rank 9.00 - Close 170.75\n",
      "2012-02-14T00:00:00, Buy APLO - Rank 18.00 - Close 77.90\n",
      "2012-02-14T00:00:00, SELL EXECUTED, Price: 790.00, Cost: 8476.00, Comm 25.68\n",
      "2012-02-14T00:00:00, BUY EXECUTED, Price: 191.09, Cost: 9745.59, Comm 24.36\n",
      "2012-02-14T00:00:00, BUY EXECUTED, Price: 169.50, Cost: 9661.50, Comm 24.15\n",
      "2012-02-14T00:00:00, BUY EXECUTED, Price: 78.40, Cost: 9800.00, Comm 24.50\n",
      "2012-02-21T00:00:00, Leave REXP - Rank 23.00\n",
      "2012-02-21T00:00:00, Buy MRF - Rank 19.00 - Close 10045.90\n",
      "2012-02-21T00:00:00, SELL EXECUTED, Price: 139.10, Cost: 9591.00, Comm 23.99\n",
      "2012-02-28T00:00:00, Buy MRF - Rank 16.00 - Close 9687.50\n",
      "2012-02-28T00:00:00, Buy INFY - Rank 18.00 - Close 356.23\n",
      "2012-02-28T00:00:00, BUY EXECUTED, Price: 357.92, Cost: 9663.84, Comm 24.16\n",
      "2012-03-06T00:00:00, Leave INFY - Rank 21.00\n",
      "2012-03-06T00:00:00, Buy MRF - Rank 9.00 - Close 9583.10\n",
      "2012-03-06T00:00:00, Buy TAGL - Rank 15.00 - Close 113.80\n",
      "2012-03-06T00:00:00, Buy ARTI - Rank 18.00 - Close 27.56\n",
      "2012-03-06T00:00:00, Order Canceled/Margin/Rejected\n",
      "2012-03-06T00:00:00, SELL EXECUTED, Price: 347.89, Cost: 9663.84, Comm 23.48\n",
      "2012-03-06T00:00:00, BUY EXECUTED, Price: 9635.00, Cost: 9635.00, Comm 24.09\n",
      "2012-03-06T00:00:00, BUY EXECUTED, Price: 115.15, Cost: 9787.75, Comm 24.47\n",
      "2012-03-13T00:00:00, Leave ABUJ - Rank 22.00\n",
      "2012-03-13T00:00:00, Leave HLL - Rank 23.00\n",
      "2012-03-13T00:00:00, Leave APLH - Rank 27.00\n",
      "2012-03-13T00:00:00, Buy ARTI - Rank 13.00 - Close 27.97\n",
      "2012-03-13T00:00:00, Buy NATP - Rank 17.00 - Close 63.58\n",
      "2012-03-13T00:00:00, Buy ZEE - Rank 19.00 - Close 136.05\n",
      "2012-03-13T00:00:00, SELL EXECUTED, Price: 162.80, Cost: 9661.50, Comm 23.20\n",
      "2012-03-13T00:00:00, SELL EXECUTED, Price: 381.00, Cost: 10055.75, Comm 27.62\n",
      "2012-03-13T00:00:00, SELL EXECUTED, Price: 608.05, Cost: 9369.75, Comm 22.80\n",
      "2012-03-13T00:00:00, BUY EXECUTED, Price: 27.90, Cost: 10016.10, Comm 25.04\n",
      "2012-03-13T00:00:00, BUY EXECUTED, Price: 64.66, Cost: 10216.28, Comm 25.54\n",
      "2012-03-13T00:00:00, BUY EXECUTED, Price: 134.75, Cost: 9836.75, Comm 24.59\n",
      "2012-03-20T00:00:00, Buy IPCA - Rank 10.00 - Close 325.10\n",
      "2012-03-20T00:00:00, Order Canceled/Margin/Rejected\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2012-03-27T00:00:00, Leave ACC - Rank 24.00\n",
      "2012-03-27T00:00:00, Leave REDY - Rank 25.00\n",
      "2012-03-27T00:00:00, Leave ZEE - Rank 29.00\n",
      "2012-03-27T00:00:00, Leave TCS - Rank 33.00\n",
      "2012-03-27T00:00:00, Buy IPCA - Rank 6.00 - Close 331.70\n",
      "2012-03-27T00:00:00, Buy BLKI - Rank 16.00 - Close 120.32\n",
      "2012-03-27T00:00:00, Buy UBBW - Rank 19.00 - Close 538.90\n",
      "2012-03-27T00:00:00, SELL EXECUTED, Price: 1335.00, Cost: 9601.20, Comm 26.70\n",
      "2012-03-27T00:00:00, SELL EXECUTED, Price: 1675.25, Cost: 8301.25, Comm 20.94\n",
      "2012-03-27T00:00:00, SELL EXECUTED, Price: 127.00, Cost: 9836.75, Comm 23.18\n",
      "2012-03-27T00:00:00, SELL EXECUTED, Price: 566.21, Cost: 8596.00, Comm 22.65\n",
      "2012-03-27T00:00:00, BUY EXECUTED, Price: 339.80, Cost: 10194.00, Comm 25.48\n",
      "2012-03-27T00:00:00, BUY EXECUTED, Price: 119.50, Cost: 9799.00, Comm 24.50\n",
      "2012-03-27T00:00:00, BUY EXECUTED, Price: 540.95, Cost: 9737.10, Comm 24.34\n",
      "2012-04-03T00:00:00, Leave GRAS - Rank 22.00\n",
      "2012-04-03T00:00:00, Leave LICH - Rank 23.00\n",
      "2012-04-03T00:00:00, Buy JUBI - Rank 17.00 - Close 598.60\n",
      "2012-04-03T00:00:00, SELL EXECUTED, Price: 433.16, Cost: 9222.80, Comm 21.66\n",
      "2012-04-03T00:00:00, SELL EXECUTED, Price: 267.00, Cost: 9763.20, Comm 24.03\n",
      "2012-04-03T00:00:00, BUY EXECUTED, Price: 604.60, Cost: 10278.20, Comm 25.70\n",
      "2012-04-10T00:00:00, Buy AMAR - Rank 14.00 - Close 150.62\n",
      "2012-04-10T00:00:00, BUY EXECUTED, Price: 151.82, Cost: 10323.76, Comm 25.81\n",
      "2012-04-24T00:00:00, Leave SUN - Rank 22.00\n",
      "2012-04-24T00:00:00, Leave WIPR - Rank 27.00\n",
      "2012-04-24T00:00:00, Buy GODI - Rank 17.00 - Close 262.40\n",
      "2012-04-24T00:00:00, SELL EXECUTED, Price: 297.50, Cost: 9724.75, Comm 26.03\n",
      "2012-04-24T00:00:00, SELL EXECUTED, Price: 187.58, Cost: 9745.59, Comm 23.92\n",
      "2012-04-24T00:00:00, BUY EXECUTED, Price: 264.40, Cost: 10311.60, Comm 25.78\n",
      "2012-05-08T00:00:00, Leave ULTC - Rank 21.00\n",
      "2012-05-08T00:00:00, Leave PIRA - Rank 25.00\n",
      "2012-05-08T00:00:00, Buy BJFS - Rank 6.00 - Close 704.67\n",
      "2012-05-08T00:00:00, SELL EXECUTED, Price: 1410.00, Cost: 9042.00, Comm 28.20\n",
      "2012-05-08T00:00:00, SELL EXECUTED, Price: 447.40, Cost: 9705.30, Comm 24.61\n",
      "2012-05-08T00:00:00, BUY EXECUTED, Price: 712.29, Cost: 9972.06, Comm 24.93\n",
      "2012-05-15T00:00:00, Leave TAGL - Rank 23.00\n",
      "2012-05-15T00:00:00, Leave UBBW - Rank 25.00\n",
      "2012-05-15T00:00:00, Buy CHLA - Rank 14.00 - Close 35.19\n",
      "2012-05-15T00:00:00, SELL EXECUTED, Price: 103.00, Cost: 9787.75, Comm 21.89\n",
      "2012-05-15T00:00:00, SELL EXECUTED, Price: 499.00, Cost: 9737.10, Comm 22.45\n",
      "2012-05-15T00:00:00, BUY EXECUTED, Price: 34.13, Cost: 9727.05, Comm 24.32\n",
      "2012-05-29T00:00:00, Leave TRCE - Rank 24.00\n",
      "2012-05-29T00:00:00, Leave SHCM - Rank 26.00\n",
      "2012-05-29T00:00:00, Buy NITT - Rank 11.00 - Close 293.20\n",
      "2012-05-29T00:00:00, Buy BPCL - Rank 14.00 - Close 114.06\n",
      "2012-05-29T00:00:00, Buy ASPN - Rank 19.00 - Close 384.25\n",
      "2012-05-29T00:00:00, SELL EXECUTED, Price: 139.10, Cost: 10336.00, Comm 29.56\n",
      "2012-05-29T00:00:00, SELL EXECUTED, Price: 2565.55, Cost: 8199.80, Comm 25.66\n",
      "2012-05-29T00:00:00, BUY EXECUTED, Price: 291.00, Cost: 10185.00, Comm 25.46\n",
      "2012-05-29T00:00:00, BUY EXECUTED, Price: 116.65, Cost: 10498.50, Comm 26.25\n",
      "2012-05-29T00:00:00, BUY EXECUTED, Price: 383.00, Cost: 9958.00, Comm 24.89\n",
      "2012-06-05T00:00:00, Leave HVEL - Rank 22.00\n",
      "2012-06-05T00:00:00, Leave IPCA - Rank 25.00\n",
      "2012-06-05T00:00:00, Buy BRGR - Rank 9.00 - Close 48.59\n",
      "2012-06-05T00:00:00, Buy BOSH - Rank 16.00 - Close 8853.75\n",
      "2012-06-05T00:00:00, Buy EMAM - Rank 17.00 - Close 164.57\n",
      "2012-06-05T00:00:00, SELL EXECUTED, Price: 540.50, Cost: 8906.10, Comm 28.38\n",
      "2012-06-05T00:00:00, SELL EXECUTED, Price: 343.90, Cost: 10194.00, Comm 25.79\n",
      "2012-06-05T00:00:00, BUY EXECUTED, Price: 47.84, Cost: 9663.68, Comm 24.16\n",
      "2012-06-05T00:00:00, BUY EXECUTED, Price: 8846.00, Cost: 8846.00, Comm 22.12\n",
      "2012-06-05T00:00:00, BUY EXECUTED, Price: 165.08, Cost: 9739.72, Comm 24.35\n",
      "2012-06-12T00:00:00, Leave CHLA - Rank 23.00\n",
      "2012-06-12T00:00:00, Leave TAMO - Rank 38.00\n",
      "2012-06-12T00:00:00, Buy PREG - Rank 10.00 - Close 119.90\n",
      "2012-06-12T00:00:00, SELL EXECUTED, Price: 32.10, Cost: 9727.05, Comm 22.87\n",
      "2012-06-12T00:00:00, SELL EXECUTED, Price: 230.23, Cost: 8838.80, Comm 21.87\n",
      "2012-06-12T00:00:00, BUY EXECUTED, Price: 116.00, Cost: 9628.00, Comm 24.07\n",
      "2012-06-19T00:00:00, Leave GODI - Rank 21.00\n",
      "2012-06-19T00:00:00, Leave APLO - Rank 25.00\n",
      "2012-06-19T00:00:00, Buy INED - Rank 18.00 - Close 363.75\n",
      "2012-06-19T00:00:00, SELL EXECUTED, Price: 228.00, Cost: 10311.60, Comm 22.23\n",
      "2012-06-19T00:00:00, SELL EXECUTED, Price: 77.80, Cost: 9800.00, Comm 24.31\n",
      "2012-06-19T00:00:00, BUY EXECUTED, Price: 367.50, Cost: 9922.50, Comm 24.81\n",
      "2012-07-10T00:00:00, Leave MRF - Rank 23.00\n",
      "2012-07-10T00:00:00, Leave INED - Rank 28.00\n",
      "2012-07-10T00:00:00, Buy GOCP - Rank 3.00 - Close 286.62\n",
      "2012-07-10T00:00:00, Buy DIVI - Rank 13.00 - Close 1043.15\n",
      "2012-07-10T00:00:00, SELL EXECUTED, Price: 10498.95, Cost: 9635.00, Comm 26.25\n",
      "2012-07-10T00:00:00, SELL EXECUTED, Price: 328.90, Cost: 9922.50, Comm 22.20\n",
      "2012-07-10T00:00:00, BUY EXECUTED, Price: 286.00, Cost: 9724.00, Comm 24.31\n",
      "2012-07-10T00:00:00, BUY EXECUTED, Price: 1012.00, Cost: 9108.00, Comm 22.77\n",
      "2012-07-17T00:00:00, Leave AMAR - Rank 21.00\n",
      "2012-07-17T00:00:00, Leave PREG - Rank 22.00\n",
      "2012-07-17T00:00:00, Buy GLEN - Rank 11.00 - Close 388.25\n",
      "2012-07-17T00:00:00, Buy ITC - Rank 13.00 - Close 169.39\n",
      "2012-07-17T00:00:00, Buy PROC - Rank 14.00 - Close 2297.35\n",
      "2012-07-17T00:00:00, Buy BJFN - Rank 18.00 - Close 94.32\n",
      "2012-07-17T00:00:00, SELL EXECUTED, Price: 152.97, Cost: 10323.76, Comm 26.00\n",
      "2012-07-17T00:00:00, SELL EXECUTED, Price: 112.70, Cost: 9628.00, Comm 23.39\n",
      "2012-07-17T00:00:00, BUY EXECUTED, Price: 381.00, Cost: 9525.00, Comm 23.81\n",
      "2012-07-17T00:00:00, BUY EXECUTED, Price: 168.03, Cost: 9745.74, Comm 24.36\n",
      "2012-07-17T00:00:00, BUY EXECUTED, Price: 2300.50, Cost: 9202.00, Comm 23.00\n",
      "2012-07-17T00:00:00, BUY EXECUTED, Price: 94.05, Cost: 9875.25, Comm 24.69\n",
      "2012-07-24T00:00:00, Leave NATP - Rank 22.00\n",
      "2012-07-24T00:00:00, Leave BLKI - Rank 23.00\n",
      "2012-07-24T00:00:00, Buy VGUA - Rank 17.00 - Close 21.81\n",
      "2012-07-24T00:00:00, Buy SUN - Rank 19.00 - Close 304.23\n",
      "2012-07-24T00:00:00, SELL EXECUTED, Price: 71.78, Cost: 10216.28, Comm 28.35\n",
      "2012-07-24T00:00:00, SELL EXECUTED, Price: 147.41, Cost: 9799.00, Comm 30.22\n",
      "2012-07-24T00:00:00, BUY EXECUTED, Price: 21.32, Cost: 9764.56, Comm 24.41\n",
      "2012-07-24T00:00:00, BUY EXECUTED, Price: 309.20, Cost: 9894.40, Comm 24.74\n",
      "2012-07-31T00:00:00, Leave BJFS - Rank 24.00\n",
      "2012-07-31T00:00:00, SELL EXECUTED, Price: 718.97, Cost: 9972.06, Comm 25.16\n",
      "2012-08-07T00:00:00, Leave JUBI - Rank 24.00\n",
      "2012-08-07T00:00:00, Buy HLL - Rank 8.00 - Close 469.90\n",
      "2012-08-07T00:00:00, Buy CADI - Rank 19.00 - Close 177.09\n",
      "2012-08-07T00:00:00, SELL EXECUTED, Price: 573.42, Cost: 10278.20, Comm 24.37\n",
      "2012-08-07T00:00:00, BUY EXECUTED, Price: 468.10, Cost: 9830.10, Comm 24.58\n",
      "2012-08-07T00:00:00, BUY EXECUTED, Price: 180.38, Cost: 10281.66, Comm 25.70\n",
      "2012-08-14T00:00:00, Leave BPCL - Rank 24.00\n",
      "2012-08-14T00:00:00, Buy IPCA - Rank 17.00 - Close 410.10\n",
      "2012-08-14T00:00:00, SELL EXECUTED, Price: 114.93, Cost: 10498.50, Comm 25.86\n",
      "2012-08-14T00:00:00, BUY EXECUTED, Price: 412.00, Cost: 10300.00, Comm 25.75\n",
      "2012-08-21T00:00:00, Leave BOSH - Rank 21.00\n",
      "2012-08-21T00:00:00, Leave NITT - Rank 23.00\n",
      "2012-08-21T00:00:00, Buy ZEE - Rank 19.00 - Close 170.85\n",
      "2012-08-21T00:00:00, SELL EXECUTED, Price: 8725.00, Cost: 8846.00, Comm 21.81\n",
      "2012-08-21T00:00:00, SELL EXECUTED, Price: 265.30, Cost: 10185.00, Comm 23.21\n",
      "2012-08-21T00:00:00, BUY EXECUTED, Price: 170.30, Cost: 10218.00, Comm 25.55\n",
      "2012-08-28T00:00:00, Buy UNSP - Rank 8.00 - Close 185.47\n",
      "2012-08-28T00:00:00, Buy DABU - Rank 18.00 - Close 121.70\n",
      "2012-08-28T00:00:00, BUY EXECUTED, Price: 186.00, Cost: 10416.00, Comm 26.04\n",
      "2012-08-28T00:00:00, BUY EXECUTED, Price: 122.85, Cost: 10442.25, Comm 26.11\n",
      "2012-09-04T00:00:00, Leave ASPN - Rank 26.00\n",
      "2012-09-04T00:00:00, SELL EXECUTED, Price: 364.90, Cost: 9958.00, Comm 23.72\n",
      "2012-09-11T00:00:00, Buy MRCO - Rank 16.00 - Close 100.51\n",
      "2012-09-11T00:00:00, BUY EXECUTED, Price: 101.95, Cost: 10704.75, Comm 26.76\n",
      "2012-09-18T00:00:00, Leave BRGR - Rank 24.00\n",
      "2012-09-18T00:00:00, Leave PROC - Rank 26.00\n",
      "2012-09-18T00:00:00, Buy TREN - Rank 14.00 - Close 112.71\n",
      "2012-09-18T00:00:00, SELL EXECUTED, Price: 51.02, Cost: 9663.68, Comm 25.77\n",
      "2012-09-18T00:00:00, SELL EXECUTED, Price: 2390.00, Cost: 9202.00, Comm 23.90\n",
      "2012-09-18T00:00:00, BUY EXECUTED, Price: 113.77, Cost: 10466.84, Comm 26.17\n",
      "2012-09-25T00:00:00, Leave MRCO - Rank 24.00\n",
      "2012-09-25T00:00:00, Leave ARTI - Rank 25.00\n",
      "2012-09-25T00:00:00, Leave EMAM - Rank 27.00\n",
      "2012-09-25T00:00:00, Buy ULTC - Rank 15.00 - Close 1836.30\n",
      "2012-09-25T00:00:00, Buy TRCE - Rank 16.00 - Close 182.50\n",
      "2012-09-25T00:00:00, SELL EXECUTED, Price: 93.86, Cost: 10704.75, Comm 24.64\n",
      "2012-09-25T00:00:00, SELL EXECUTED, Price: 37.66, Cost: 10016.10, Comm 33.80\n",
      "2012-09-25T00:00:00, SELL EXECUTED, Price: 163.30, Cost: 9739.72, Comm 24.09\n",
      "2012-09-25T00:00:00, BUY EXECUTED, Price: 1832.00, Cost: 9160.00, Comm 22.90\n",
      "2012-09-25T00:00:00, BUY EXECUTED, Price: 183.65, Cost: 10468.05, Comm 26.17\n",
      "2012-10-09T00:00:00, Leave SUN - Rank 21.00\n",
      "2012-10-09T00:00:00, Leave CADI - Rank 22.00\n",
      "2012-10-09T00:00:00, Leave MINT - Rank 26.00\n",
      "2012-10-09T00:00:00, Leave ITC - Rank 30.00\n",
      "2012-10-09T00:00:00, Buy ABUJ - Rank 7.00 - Close 210.80\n",
      "2012-10-09T00:00:00, Buy TEML - Rank 11.00 - Close 470.56\n",
      "2012-10-09T00:00:00, Buy CESC - Rank 14.00 - Close 257.44\n",
      "2012-10-09T00:00:00, Buy AMAR - Rank 15.00 - Close 223.60\n",
      "2012-10-09T00:00:00, Buy GRAS - Rank 17.00 - Close 541.68\n",
      "2012-10-09T00:00:00, Buy MNFL - Rank 19.00 - Close 41.90\n",
      "2012-10-09T00:00:00, SELL EXECUTED, Price: 355.05, Cost: 9894.40, Comm 28.40\n",
      "2012-10-09T00:00:00, SELL EXECUTED, Price: 169.60, Cost: 10281.66, Comm 24.17\n",
      "2012-10-09T00:00:00, SELL EXECUTED, Price: 659.20, Cost: 9030.00, Comm 34.61\n",
      "2012-10-09T00:00:00, SELL EXECUTED, Price: 184.63, Cost: 9745.74, Comm 26.77\n",
      "2012-10-09T00:00:00, BUY EXECUTED, Price: 210.45, Cost: 10732.95, Comm 26.83\n",
      "2012-10-09T00:00:00, BUY EXECUTED, Price: 467.22, Cost: 10278.84, Comm 25.70\n",
      "2012-10-09T00:00:00, BUY EXECUTED, Price: 258.65, Cost: 10604.65, Comm 26.51\n",
      "2012-10-09T00:00:00, BUY EXECUTED, Price: 221.00, Cost: 10608.00, Comm 26.52\n",
      "2012-10-09T00:00:00, BUY EXECUTED, Price: 540.85, Cost: 10276.15, Comm 25.69\n",
      "2012-10-09T00:00:00, BUY EXECUTED, Price: 40.80, Cost: 10485.60, Comm 26.21\n",
      "2012-10-16T00:00:00, Leave DABU - Rank 22.00\n",
      "2012-10-16T00:00:00, SELL EXECUTED, Price: 135.00, Cost: 10442.25, Comm 28.69\n",
      "2012-10-23T00:00:00, Leave CESC - Rank 21.00\n",
      "2012-10-23T00:00:00, Leave GLEN - Rank 26.00\n",
      "2012-10-23T00:00:00, Buy MMFS - Rank 17.00 - Close 177.99\n",
      "2012-10-23T00:00:00, Buy TAGL - Rank 18.00 - Close 156.95\n",
      "2012-10-23T00:00:00, SELL EXECUTED, Price: 264.06, Cost: 10604.65, Comm 27.07\n",
      "2012-10-23T00:00:00, SELL EXECUTED, Price: 405.35, Cost: 9525.00, Comm 25.33\n",
      "2012-10-23T00:00:00, BUY EXECUTED, Price: 179.58, Cost: 10954.38, Comm 27.39\n",
      "2012-10-23T00:00:00, BUY EXECUTED, Price: 160.10, Cost: 11207.00, Comm 28.02\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2012-10-30T00:00:00, Leave DIVI - Rank 26.00\n",
      "2012-10-30T00:00:00, Buy UBBW - Rank 19.00 - Close 746.50\n",
      "2012-10-30T00:00:00, SELL EXECUTED, Price: 1163.65, Cost: 9108.00, Comm 26.18\n",
      "2012-10-30T00:00:00, BUY EXECUTED, Price: 760.00, Cost: 10640.00, Comm 26.60\n",
      "2012-11-06T00:00:00, Leave TREN - Rank 24.00\n",
      "2012-11-06T00:00:00, Buy MOSS - Rank 16.00 - Close 30.81\n",
      "2012-11-06T00:00:00, Buy MAHM - Rank 19.00 - Close 457.29\n",
      "2012-11-06T00:00:00, SELL EXECUTED, Price: 115.17, Cost: 10466.84, Comm 26.49\n",
      "2012-11-06T00:00:00, BUY EXECUTED, Price: 30.37, Cost: 10781.35, Comm 26.95\n",
      "2012-11-06T00:00:00, BUY EXECUTED, Price: 452.81, Cost: 10414.63, Comm 26.04\n",
      "2012-11-13T00:00:00, Leave GOCP - Rank 23.00\n",
      "2012-11-13T00:00:00, Buy ARBN - Rank 18.00 - Close 89.22\n",
      "2012-11-13T00:00:00, SELL EXECUTED, Price: 345.50, Cost: 9724.00, Comm 29.37\n",
      "2012-11-13T00:00:00, BUY EXECUTED, Price: 89.50, Cost: 11456.00, Comm 28.64\n",
      "2012-11-27T00:00:00, Leave HLL - Rank 24.00\n",
      "2012-11-27T00:00:00, Buy HCLT - Rank 18.00 - Close 159.48\n",
      "2012-11-27T00:00:00, SELL EXECUTED, Price: 537.50, Cost: 9830.10, Comm 28.22\n",
      "2012-11-27T00:00:00, BUY EXECUTED, Price: 159.06, Cost: 11452.32, Comm 28.63\n",
      "2012-12-04T00:00:00, Leave IPCA - Rank 22.00\n",
      "2012-12-04T00:00:00, Leave ABUJ - Rank 23.00\n",
      "2012-12-04T00:00:00, Leave MNFL - Rank 40.00\n",
      "2012-12-04T00:00:00, Buy SHCM - Rank 3.00 - Close 4200.95\n",
      "2012-12-04T00:00:00, Buy TITN - Rank 19.00 - Close 305.50\n",
      "2012-12-04T00:00:00, SELL EXECUTED, Price: 456.70, Cost: 10300.00, Comm 28.54\n",
      "2012-12-04T00:00:00, SELL EXECUTED, Price: 211.80, Cost: 10732.95, Comm 27.00\n",
      "2012-12-04T00:00:00, SELL EXECUTED, Price: 36.35, Cost: 10485.60, Comm 23.35\n",
      "2012-12-04T00:00:00, BUY EXECUTED, Price: 4316.15, Cost: 8632.30, Comm 21.58\n",
      "2012-12-04T00:00:00, BUY EXECUTED, Price: 306.00, Cost: 11628.00, Comm 29.07\n",
      "2012-12-11T00:00:00, Buy PREG - Rank 16.00 - Close 164.25\n",
      "2012-12-11T00:00:00, Buy CHLA - Rank 19.00 - Close 50.35\n",
      "2012-12-11T00:00:00, BUY EXECUTED, Price: 166.85, Cost: 12013.20, Comm 30.03\n",
      "2012-12-11T00:00:00, BUY EXECUTED, Price: 50.68, Cost: 12011.16, Comm 30.03\n",
      "2012-12-18T00:00:00, Leave TEML - Rank 26.00\n",
      "2012-12-18T00:00:00, Leave GRAS - Rank 29.00\n",
      "2012-12-18T00:00:00, SELL EXECUTED, Price: 470.71, Cost: 10278.84, Comm 25.89\n",
      "2012-12-18T00:00:00, SELL EXECUTED, Price: 521.24, Cost: 10276.15, Comm 24.76\n",
      "2013-01-01T00:00:00, Leave CHLA - Rank 22.00\n",
      "2013-01-01T00:00:00, Leave ULTC - Rank 26.00\n",
      "2013-01-01T00:00:00, Buy SUTV - Rank 16.00 - Close 430.85\n",
      "2013-01-01T00:00:00, Buy ARTI - Rank 17.00 - Close 47.82\n",
      "2013-01-01T00:00:00, SELL EXECUTED, Price: 52.60, Cost: 12011.16, Comm 31.17\n",
      "2013-01-01T00:00:00, SELL EXECUTED, Price: 1995.00, Cost: 9160.00, Comm 24.94\n",
      "2013-01-01T00:00:00, BUY EXECUTED, Price: 429.05, Cost: 12013.40, Comm 30.03\n",
      "2013-01-01T00:00:00, BUY EXECUTED, Price: 48.37, Cost: 12237.61, Comm 30.59\n",
      "2013-01-08T00:00:00, Leave TITN - Rank 21.00\n",
      "2013-01-08T00:00:00, Leave HCLT - Rank 26.00\n",
      "2013-01-08T00:00:00, Buy BAJA - Rank 18.00 - Close 2198.45\n",
      "2013-01-08T00:00:00, SELL EXECUTED, Price: 282.00, Cost: 11628.00, Comm 26.79\n",
      "2013-01-08T00:00:00, SELL EXECUTED, Price: 155.53, Cost: 11452.32, Comm 28.00\n",
      "2013-01-08T00:00:00, BUY EXECUTED, Price: 2204.00, Cost: 11020.00, Comm 27.55\n",
      "2013-01-15T00:00:00, Leave BAJA - Rank 21.00\n",
      "2013-01-15T00:00:00, Buy UNBK - Rank 14.00 - Close 269.30\n",
      "2013-01-15T00:00:00, Buy ADEL - Rank 15.00 - Close 29.15\n",
      "2013-01-15T00:00:00, SELL EXECUTED, Price: 2088.00, Cost: 11020.00, Comm 26.10\n",
      "2013-01-15T00:00:00, BUY EXECUTED, Price: 272.90, Cost: 12007.60, Comm 30.02\n",
      "2013-01-15T00:00:00, BUY EXECUTED, Price: 29.42, Cost: 12179.88, Comm 30.45\n",
      "2013-01-22T00:00:00, Leave BJFN - Rank 21.00\n",
      "2013-01-22T00:00:00, Leave MAHM - Rank 25.00\n",
      "2013-01-22T00:00:00, Leave TAGL - Rank 37.00\n",
      "2013-01-22T00:00:00, Buy CNBK - Rank 18.00 - Close 503.90\n",
      "2013-01-22T00:00:00, Buy VODA - Rank 19.00 - Close 117.75\n",
      "2013-01-22T00:00:00, SELL EXECUTED, Price: 136.01, Cost: 9875.25, Comm 35.70\n",
      "2013-01-22T00:00:00, SELL EXECUTED, Price: 439.82, Cost: 10414.63, Comm 25.29\n",
      "2013-01-22T00:00:00, SELL EXECUTED, Price: 154.40, Cost: 11207.00, Comm 27.02\n",
      "2013-01-22T00:00:00, BUY EXECUTED, Price: 522.10, Cost: 12008.30, Comm 30.02\n",
      "2013-01-22T00:00:00, BUY EXECUTED, Price: 120.10, Cost: 12130.10, Comm 30.33\n",
      "2013-01-29T00:00:00, Leave VGUA - Rank 24.00\n",
      "2013-01-29T00:00:00, SELL EXECUTED, Price: 35.86, Cost: 9764.56, Comm 41.06\n",
      "2013-02-05T00:00:00, Leave UBBW - Rank 24.00\n",
      "2013-02-05T00:00:00, Buy AXBK - Rank 17.00 - Close 291.83\n",
      "2013-02-05T00:00:00, SELL EXECUTED, Price: 768.25, Cost: 10640.00, Comm 26.89\n",
      "2013-02-05T00:00:00, BUY EXECUTED, Price: 294.06, Cost: 11762.40, Comm 29.41\n",
      "2013-02-12T00:00:00, Leave SHCM - Rank 22.00\n",
      "2013-02-12T00:00:00, Buy BRTI - Rank 17.00 - Close 295.93\n",
      "2013-02-12T00:00:00, SELL EXECUTED, Price: 4415.00, Cost: 8632.30, Comm 22.07\n",
      "2013-02-12T00:00:00, BUY EXECUTED, Price: 288.35, Cost: 11245.65, Comm 28.11\n",
      "2013-02-19T00:00:00, Leave CNBK - Rank 23.00\n",
      "2013-02-19T00:00:00, Leave ARTI - Rank 28.00\n",
      "2013-02-19T00:00:00, SELL EXECUTED, Price: 457.10, Cost: 12008.30, Comm 26.28\n",
      "2013-02-19T00:00:00, SELL EXECUTED, Price: 41.95, Cost: 12237.61, Comm 26.53\n",
      "2013-02-26T00:00:00, Leave ADEL - Rank 23.00\n",
      "2013-02-26T00:00:00, Buy MRF - Rank 16.00 - Close 12220.45\n",
      "2013-02-26T00:00:00, SELL EXECUTED, Price: 24.42, Cost: 12179.88, Comm 25.27\n",
      "2013-03-05T00:00:00, Leave BRTI - Rank 21.00\n",
      "2013-03-05T00:00:00, Leave UNBK - Rank 25.00\n",
      "2013-03-05T00:00:00, Leave MMFS - Rank 27.00\n",
      "2013-03-05T00:00:00, Buy BRGR - Rank 12.00 - Close 67.57\n",
      "2013-03-05T00:00:00, Buy MRF - Rank 15.00 - Close 11902.85\n",
      "2013-03-05T00:00:00, SELL EXECUTED, Price: 290.14, Cost: 11245.65, Comm 28.29\n",
      "2013-03-05T00:00:00, SELL EXECUTED, Price: 216.50, Cost: 12007.60, Comm 23.82\n",
      "2013-03-05T00:00:00, SELL EXECUTED, Price: 181.05, Cost: 10954.38, Comm 27.61\n",
      "2013-03-05T00:00:00, BUY EXECUTED, Price: 67.91, Cost: 11273.06, Comm 28.18\n",
      "2013-03-12T00:00:00, Leave ARBN - Rank 31.00\n",
      "2013-03-12T00:00:00, Buy HCLT - Rank 10.00 - Close 191.87\n",
      "2013-03-12T00:00:00, Buy MRF - Rank 15.00 - Close 12785.80\n",
      "2013-03-12T00:00:00, SELL EXECUTED, Price: 83.58, Cost: 11456.00, Comm 26.75\n",
      "2013-03-12T00:00:00, BUY EXECUTED, Price: 193.59, Cost: 11421.81, Comm 28.55\n",
      "2013-03-19T00:00:00, Buy ASPN - Rank 14.00 - Close 490.94\n",
      "2013-03-19T00:00:00, BUY EXECUTED, Price: 500.50, Cost: 11511.50, Comm 28.78\n",
      "2013-03-26T00:00:00, Leave ZEE - Rank 23.00\n",
      "2013-03-26T00:00:00, Buy SUN - Rank 18.00 - Close 411.85\n",
      "2013-03-26T00:00:00, Buy MRF - Rank 19.00 - Close 11617.95\n",
      "2013-03-26T00:00:00, SELL EXECUTED, Price: 209.40, Cost: 10218.00, Comm 31.41\n",
      "2013-03-26T00:00:00, BUY EXECUTED, Price: 409.00, Cost: 11043.00, Comm 27.61\n",
      "2013-04-02T00:00:00, Leave PREG - Rank 24.00\n",
      "2013-04-02T00:00:00, Buy GLEN - Rank 17.00 - Close 487.30\n",
      "2013-04-02T00:00:00, Buy MRF - Rank 19.00 - Close 12190.85\n",
      "2013-04-02T00:00:00, SELL EXECUTED, Price: 163.15, Cost: 12013.20, Comm 29.37\n",
      "2013-04-02T00:00:00, BUY EXECUTED, Price: 468.90, Cost: 10315.80, Comm 25.79\n",
      "2013-04-09T00:00:00, Leave SUTV - Rank 33.00\n",
      "2013-04-09T00:00:00, Leave AXBK - Rank 34.00\n",
      "2013-04-09T00:00:00, Buy CHLA - Rank 10.00 - Close 52.04\n",
      "2013-04-09T00:00:00, Buy TCS - Rank 14.00 - Close 722.80\n",
      "2013-04-09T00:00:00, SELL EXECUTED, Price: 364.00, Cost: 12013.40, Comm 25.48\n",
      "2013-04-09T00:00:00, SELL EXECUTED, Price: 242.07, Cost: 11762.40, Comm 24.21\n",
      "2013-04-09T00:00:00, BUY EXECUTED, Price: 52.00, Cost: 10920.00, Comm 27.30\n",
      "2013-04-09T00:00:00, BUY EXECUTED, Price: 714.40, Cost: 10716.00, Comm 26.79\n",
      "2013-04-16T00:00:00, Leave GLEN - Rank 23.00\n",
      "2013-04-16T00:00:00, Leave UNSP - Rank 24.00\n",
      "2013-04-16T00:00:00, Leave AMAR - Rank 34.00\n",
      "2013-04-16T00:00:00, Buy SANO - Rank 15.00 - Close 2565.24\n",
      "2013-04-16T00:00:00, Buy GOCP - Rank 16.00 - Close 383.02\n",
      "2013-04-16T00:00:00, Buy TEML - Rank 17.00 - Close 480.54\n",
      "2013-04-16T00:00:00, SELL EXECUTED, Price: 489.00, Cost: 10315.80, Comm 26.89\n",
      "2013-04-16T00:00:00, SELL EXECUTED, Price: 400.00, Cost: 10416.00, Comm 56.00\n",
      "2013-04-16T00:00:00, SELL EXECUTED, Price: 241.00, Cost: 10608.00, Comm 28.92\n",
      "2013-04-16T00:00:00, BUY EXECUTED, Price: 2576.76, Cost: 10307.04, Comm 25.77\n",
      "2013-04-16T00:00:00, BUY EXECUTED, Price: 390.00, Cost: 10920.00, Comm 27.30\n",
      "2013-04-16T00:00:00, BUY EXECUTED, Price: 478.73, Cost: 10532.06, Comm 26.33\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2013-04-23T00:00:00, Leave TEML - Rank 22.00\n",
      "2013-04-23T00:00:00, Leave CHLA - Rank 23.00\n",
      "2013-04-23T00:00:00, Leave MOSS - Rank 29.00\n",
      "2013-04-23T00:00:00, Buy INFY - Rank 16.00 - Close 280.56\n",
      "2013-04-23T00:00:00, Buy LUPN - Rank 19.00 - Close 680.10\n",
      "2013-04-23T00:00:00, SELL EXECUTED, Price: 458.82, Cost: 10532.06, Comm 25.24\n",
      "2013-04-23T00:00:00, SELL EXECUTED, Price: 52.20, Cost: 10920.00, Comm 27.41\n",
      "2013-04-23T00:00:00, SELL EXECUTED, Price: 37.53, Cost: 10781.35, Comm 33.31\n",
      "2013-04-23T00:00:00, BUY EXECUTED, Price: 279.04, Cost: 10882.56, Comm 27.21\n",
      "2013-04-23T00:00:00, BUY EXECUTED, Price: 685.00, Cost: 10960.00, Comm 27.40\n",
      "2013-04-30T00:00:00, Leave INFY - Rank 49.00\n",
      "2013-04-30T00:00:00, Buy WIPR - Rank 8.00 - Close 174.18\n",
      "2013-04-30T00:00:00, Buy BPCL - Rank 18.00 - Close 134.79\n",
      "2013-04-30T00:00:00, Buy BRIT - Rank 19.00 - Close 289.93\n",
      "2013-04-30T00:00:00, SELL EXECUTED, Price: 277.06, Cost: 10882.56, Comm 27.01\n",
      "2013-04-30T00:00:00, BUY EXECUTED, Price: 172.07, Cost: 10840.41, Comm 27.10\n",
      "2013-04-30T00:00:00, BUY EXECUTED, Price: 134.87, Cost: 11059.34, Comm 27.65\n",
      "2013-04-30T00:00:00, BUY EXECUTED, Price: 282.50, Cost: 10735.00, Comm 26.84\n",
      "2013-05-07T00:00:00, Buy DABU - Rank 12.00 - Close 161.95\n",
      "2013-05-07T00:00:00, Buy PIRA - Rank 14.00 - Close 557.35\n",
      "2013-05-07T00:00:00, Buy CCRI - Rank 17.00 - Close 238.88\n",
      "2013-05-07T00:00:00, BUY EXECUTED, Price: 158.00, Cost: 10902.00, Comm 27.26\n",
      "2013-05-07T00:00:00, BUY EXECUTED, Price: 553.45, Cost: 11069.00, Comm 27.67\n",
      "2013-05-07T00:00:00, BUY EXECUTED, Price: 236.17, Cost: 11099.99, Comm 27.75\n",
      "2013-05-14T00:00:00, Leave WIPR - Rank 22.00\n",
      "2013-05-14T00:00:00, Buy IGAS - Rank 15.00 - Close 58.02\n",
      "2013-05-14T00:00:00, SELL EXECUTED, Price: 174.00, Cost: 10840.41, Comm 27.41\n",
      "2013-05-14T00:00:00, BUY EXECUTED, Price: 58.50, Cost: 11466.00, Comm 28.66\n",
      "2013-05-21T00:00:00, Leave BPCL - Rank 21.00\n",
      "2013-05-21T00:00:00, Leave PIRA - Rank 22.00\n",
      "2013-05-21T00:00:00, Buy PIDI - Rank 2.00 - Close 279.95\n",
      "2013-05-21T00:00:00, Buy CAST - Rank 17.00 - Close 161.47\n",
      "2013-05-21T00:00:00, Buy IPCA - Rank 18.00 - Close 591.65\n",
      "2013-05-21T00:00:00, SELL EXECUTED, Price: 133.70, Cost: 11059.34, Comm 27.41\n",
      "2013-05-21T00:00:00, SELL EXECUTED, Price: 577.75, Cost: 11069.00, Comm 28.89\n",
      "2013-05-21T00:00:00, BUY EXECUTED, Price: 286.05, Cost: 11442.00, Comm 28.61\n",
      "2013-05-21T00:00:00, BUY EXECUTED, Price: 161.84, Cost: 11328.80, Comm 28.32\n",
      "2013-05-21T00:00:00, BUY EXECUTED, Price: 606.60, Cost: 11525.40, Comm 28.81\n",
      "2013-06-04T00:00:00, Leave TRCE - Rank 47.00\n",
      "2013-06-04T00:00:00, Buy OILI - Rank 6.00 - Close 291.68\n",
      "2013-06-04T00:00:00, Buy ITC - Rank 16.00 - Close 223.62\n",
      "2013-06-04T00:00:00, Buy APLH - Rank 19.00 - Close 1026.25\n",
      "2013-06-04T00:00:00, SELL EXECUTED, Price: 221.90, Cost: 10468.05, Comm 31.62\n",
      "2013-06-04T00:00:00, BUY EXECUTED, Price: 285.00, Cost: 11115.00, Comm 27.79\n",
      "2013-06-04T00:00:00, BUY EXECUTED, Price: 222.65, Cost: 11355.15, Comm 28.39\n",
      "2013-06-04T00:00:00, BUY EXECUTED, Price: 985.00, Cost: 10835.00, Comm 27.09\n",
      "2013-06-11T00:00:00, Leave ASPN - Rank 21.00\n",
      "2013-06-11T00:00:00, Buy UNSP - Rank 10.00 - Close 497.86\n",
      "2013-06-11T00:00:00, Buy EMAM - Rank 16.00 - Close 238.18\n",
      "2013-06-11T00:00:00, SELL EXECUTED, Price: 453.00, Cost: 11511.50, Comm 26.05\n",
      "2013-06-11T00:00:00, BUY EXECUTED, Price: 499.00, Cost: 10978.00, Comm 27.45\n",
      "2013-06-11T00:00:00, BUY EXECUTED, Price: 242.63, Cost: 11403.61, Comm 28.51\n",
      "2013-06-18T00:00:00, Leave TCS - Rank 21.00\n",
      "2013-06-18T00:00:00, Buy PAGE - Rank 14.00 - Close 4151.70\n",
      "2013-06-18T00:00:00, SELL EXECUTED, Price: 702.33, Cost: 10716.00, Comm 26.34\n",
      "2013-06-18T00:00:00, BUY EXECUTED, Price: 4127.75, Cost: 8255.50, Comm 20.64\n",
      "2013-06-25T00:00:00, Buy KTKM - Rank 15.00 - Close 359.15\n",
      "2013-06-25T00:00:00, Order Canceled/Margin/Rejected\n",
      "2013-07-02T00:00:00, Leave SANO - Rank 21.00\n",
      "2013-07-02T00:00:00, Leave IGAS - Rank 25.00\n",
      "2013-07-02T00:00:00, Buy KTKM - Rank 15.00 - Close 357.88\n",
      "2013-07-02T00:00:00, Buy HLL - Rank 16.00 - Close 587.85\n",
      "2013-07-02T00:00:00, Buy REDY - Rank 17.00 - Close 2263.40\n",
      "2013-07-02T00:00:00, Order Canceled/Margin/Rejected\n",
      "2013-07-02T00:00:00, SELL EXECUTED, Price: 2432.22, Cost: 10307.04, Comm 24.32\n",
      "2013-07-02T00:00:00, SELL EXECUTED, Price: 56.00, Cost: 11466.00, Comm 27.44\n",
      "2013-07-02T00:00:00, BUY EXECUTED, Price: 360.05, Cost: 11161.55, Comm 27.90\n",
      "2013-07-02T00:00:00, BUY EXECUTED, Price: 586.50, Cost: 11143.50, Comm 27.86\n",
      "2013-07-09T00:00:00, Leave HCLT - Rank 22.00\n",
      "2013-07-09T00:00:00, Leave OILI - Rank 23.00\n",
      "2013-07-09T00:00:00, Buy PROC - Rank 18.00 - Close 2961.95\n",
      "2013-07-09T00:00:00, SELL EXECUTED, Price: 202.55, Cost: 11421.81, Comm 29.88\n",
      "2013-07-09T00:00:00, SELL EXECUTED, Price: 282.38, Cost: 11115.00, Comm 27.53\n",
      "2013-07-09T00:00:00, BUY EXECUTED, Price: 2962.05, Cost: 8886.15, Comm 22.22\n",
      "2013-07-16T00:00:00, Leave CAST - Rank 23.00\n",
      "2013-07-16T00:00:00, Buy REDY - Rank 14.00 - Close 2278.40\n",
      "2013-07-16T00:00:00, SELL EXECUTED, Price: 163.30, Cost: 11328.80, Comm 28.58\n",
      "2013-07-16T00:00:00, BUY EXECUTED, Price: 2312.00, Cost: 11560.00, Comm 28.90\n",
      "2013-07-23T00:00:00, Leave KTKM - Rank 24.00\n",
      "2013-07-23T00:00:00, SELL EXECUTED, Price: 352.50, Cost: 11161.55, Comm 27.32\n",
      "2013-07-30T00:00:00, Leave CCRI - Rank 24.00\n",
      "2013-07-30T00:00:00, SELL EXECUTED, Price: 217.19, Cost: 11099.99, Comm 25.52\n",
      "2013-08-06T00:00:00, Leave PIDI - Rank 23.00\n",
      "2013-08-06T00:00:00, Leave GOCP - Rank 24.00\n",
      "2013-08-06T00:00:00, Buy ESCO - Rank 18.00 - Close 66.95\n",
      "2013-08-06T00:00:00, SELL EXECUTED, Price: 268.00, Cost: 11442.00, Comm 26.80\n",
      "2013-08-06T00:00:00, SELL EXECUTED, Price: 426.00, Cost: 10920.00, Comm 29.82\n",
      "2013-08-06T00:00:00, BUY EXECUTED, Price: 68.20, Cost: 11730.40, Comm 29.33\n",
      "2013-08-13T00:00:00, Buy NEST - Rank 17.00 - Close 5101.55\n",
      "2013-08-13T00:00:00, BUY EXECUTED, Price: 5111.90, Cost: 10223.80, Comm 25.56\n",
      "2013-08-20T00:00:00, Leave BRGR - Rank 22.00\n",
      "2013-08-20T00:00:00, Buy GLEN - Rank 16.00 - Close 504.70\n",
      "2013-08-20T00:00:00, Buy NATP - Rank 17.00 - Close 122.27\n",
      "2013-08-20T00:00:00, SELL EXECUTED, Price: 76.43, Cost: 11273.06, Comm 31.72\n",
      "2013-08-20T00:00:00, BUY EXECUTED, Price: 533.25, Cost: 11731.50, Comm 29.33\n",
      "2013-08-20T00:00:00, BUY EXECUTED, Price: 124.80, Cost: 11606.40, Comm 29.02\n",
      "2013-08-27T00:00:00, Leave NEST - Rank 21.00\n",
      "2013-08-27T00:00:00, Leave ITC - Rank 24.00\n",
      "2013-08-27T00:00:00, Buy HCLT - Rank 14.00 - Close 235.10\n",
      "2013-08-27T00:00:00, SELL EXECUTED, Price: 4860.00, Cost: 10223.80, Comm 24.30\n",
      "2013-08-27T00:00:00, SELL EXECUTED, Price: 203.03, Cost: 11355.15, Comm 25.89\n",
      "2013-08-27T00:00:00, BUY EXECUTED, Price: 233.19, Cost: 11193.12, Comm 27.98\n",
      "2013-09-03T00:00:00, Leave PROC - Rank 21.00\n",
      "2013-09-03T00:00:00, Leave APLH - Rank 23.00\n",
      "2013-09-03T00:00:00, Leave EMAM - Rank 33.00\n",
      "2013-09-03T00:00:00, Buy BION - Rank 13.00 - Close 56.70\n",
      "2013-09-03T00:00:00, Buy HROM - Rank 14.00 - Close 1896.30\n",
      "2013-09-03T00:00:00, Buy TCS - Rank 17.00 - Close 965.93\n",
      "2013-09-03T00:00:00, Buy TEML - Rank 18.00 - Close 691.87\n",
      "2013-09-03T00:00:00, SELL EXECUTED, Price: 2601.00, Cost: 8886.15, Comm 19.51\n",
      "2013-09-03T00:00:00, SELL EXECUTED, Price: 857.05, Cost: 10835.00, Comm 23.57\n",
      "2013-09-03T00:00:00, SELL EXECUTED, Price: 213.75, Cost: 11403.61, Comm 25.12\n",
      "2013-09-03T00:00:00, BUY EXECUTED, Price: 58.21, Cost: 11700.21, Comm 29.25\n",
      "2013-09-03T00:00:00, BUY EXECUTED, Price: 1980.00, Cost: 11880.00, Comm 29.70\n",
      "2013-09-03T00:00:00, BUY EXECUTED, Price: 989.59, Cost: 10885.49, Comm 27.21\n",
      "2013-09-03T00:00:00, BUY EXECUTED, Price: 688.31, Cost: 11012.96, Comm 27.53\n",
      "2013-09-10T00:00:00, Leave GLEN - Rank 29.00\n",
      "2013-09-10T00:00:00, SELL EXECUTED, Price: 531.00, Cost: 11731.50, Comm 29.21\n",
      "2013-09-17T00:00:00, Leave UNSP - Rank 21.00\n",
      "2013-09-17T00:00:00, Buy MINT - Rank 18.00 - Close 539.56\n",
      "2013-09-17T00:00:00, Buy WIPR - Rank 19.00 - Close 237.47\n",
      "2013-09-17T00:00:00, SELL EXECUTED, Price: 507.60, Cost: 10978.00, Comm 27.92\n",
      "2013-09-17T00:00:00, BUY EXECUTED, Price: 527.79, Cost: 11083.59, Comm 27.71\n",
      "2013-09-17T00:00:00, BUY EXECUTED, Price: 226.93, Cost: 10892.64, Comm 27.23\n",
      "2013-09-24T00:00:00, Buy ORCL - Rank 19.00 - Close 2651.07\n",
      "2013-09-24T00:00:00, BUY EXECUTED, Price: 2649.40, Cost: 10597.60, Comm 26.49\n",
      "2013-10-01T00:00:00, Buy TAMO - Rank 19.00 - Close 332.09\n",
      "2013-10-01T00:00:00, BUY EXECUTED, Price: 329.37, Cost: 11527.95, Comm 28.82\n",
      "2013-10-08T00:00:00, Leave ORCL - Rank 21.00\n",
      "2013-10-08T00:00:00, SELL EXECUTED, Price: 2815.26, Cost: 10597.60, Comm 28.15\n",
      "2013-10-22T00:00:00, Leave HLL - Rank 26.00\n",
      "2013-10-22T00:00:00, Buy INFY - Rank 6.00 - Close 414.52\n",
      "2013-10-22T00:00:00, SELL EXECUTED, Price: 605.00, Cost: 11143.50, Comm 28.74\n",
      "2013-10-22T00:00:00, BUY EXECUTED, Price: 413.98, Cost: 12419.40, Comm 31.05\n",
      "2013-10-29T00:00:00, Leave PAGE - Rank 21.00\n",
      "2013-10-29T00:00:00, Buy BAJA - Rank 17.00 - Close 2094.05\n",
      "2013-10-29T00:00:00, Buy PIIL - Rank 18.00 - Close 214.80\n",
      "2013-10-29T00:00:00, Order Canceled/Margin/Rejected\n",
      "2013-10-29T00:00:00, SELL EXECUTED, Price: 4442.00, Cost: 8255.50, Comm 22.21\n",
      "2013-10-29T00:00:00, BUY EXECUTED, Price: 2073.00, Cost: 10365.00, Comm 25.91\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2013-11-05T00:00:00, Leave DABU - Rank 21.00\n",
      "2013-11-05T00:00:00, Buy PIIL - Rank 15.00 - Close 204.90\n",
      "2013-11-05T00:00:00, Buy MOSS - Rank 19.00 - Close 54.07\n",
      "2013-11-05T00:00:00, Order Canceled/Margin/Rejected\n",
      "2013-11-05T00:00:00, SELL EXECUTED, Price: 177.45, Cost: 10902.00, Comm 30.61\n",
      "2013-11-05T00:00:00, BUY EXECUTED, Price: 213.00, Cost: 13206.00, Comm 33.02\n",
      "2013-11-12T00:00:00, Leave IPCA - Rank 21.00\n",
      "2013-11-12T00:00:00, Buy BFRG - Rank 17.00 - Close 144.12\n",
      "2013-11-12T00:00:00, Buy MOSS - Rank 19.00 - Close 52.44\n",
      "2013-11-12T00:00:00, Order Canceled/Margin/Rejected\n",
      "2013-11-12T00:00:00, SELL EXECUTED, Price: 701.00, Cost: 11525.40, Comm 33.30\n",
      "2013-11-12T00:00:00, BUY EXECUTED, Price: 143.95, Cost: 12667.60, Comm 31.67\n",
      "2013-11-19T00:00:00, Leave LUPN - Rank 23.00\n",
      "2013-11-19T00:00:00, Buy MOSS - Rank 18.00 - Close 52.09\n",
      "2013-11-19T00:00:00, Buy ARBN - Rank 19.00 - Close 139.30\n",
      "2013-11-19T00:00:00, Order Canceled/Margin/Rejected\n",
      "2013-11-19T00:00:00, SELL EXECUTED, Price: 858.00, Cost: 10960.00, Comm 34.32\n",
      "2013-11-19T00:00:00, BUY EXECUTED, Price: 52.33, Cost: 13082.50, Comm 32.71\n",
      "2013-11-26T00:00:00, Leave REDY - Rank 24.00\n",
      "2013-11-26T00:00:00, Leave BAJA - Rank 29.00\n",
      "2013-11-26T00:00:00, Buy ARBN - Rank 15.00 - Close 145.85\n",
      "2013-11-26T00:00:00, Buy TVSM - Rank 16.00 - Close 53.70\n",
      "2013-11-26T00:00:00, Buy AMAR - Rank 18.00 - Close 320.80\n",
      "2013-11-26T00:00:00, Buy NAFL - Rank 19.00 - Close 54.18\n",
      "2013-11-26T00:00:00, Order Canceled/Margin/Rejected\n",
      "2013-11-26T00:00:00, Order Canceled/Margin/Rejected\n",
      "2013-11-26T00:00:00, SELL EXECUTED, Price: 2440.00, Cost: 11560.00, Comm 30.50\n",
      "2013-11-26T00:00:00, SELL EXECUTED, Price: 1930.30, Cost: 10365.00, Comm 24.13\n",
      "2013-11-26T00:00:00, BUY EXECUTED, Price: 142.43, Cost: 12391.41, Comm 30.98\n",
      "2013-11-26T00:00:00, BUY EXECUTED, Price: 53.65, Cost: 12768.70, Comm 31.92\n",
      "2013-12-03T00:00:00, Leave SUN - Rank 26.00\n",
      "2013-12-03T00:00:00, Buy NAFL - Rank 12.00 - Close 50.54\n",
      "2013-12-03T00:00:00, Buy GGAS - Rank 17.00 - Close 277.00\n",
      "2013-12-03T00:00:00, Order Canceled/Margin/Rejected\n",
      "2013-12-03T00:00:00, SELL EXECUTED, Price: 598.00, Cost: 11043.00, Comm 40.37\n",
      "2013-12-03T00:00:00, BUY EXECUTED, Price: 52.04, Cost: 13478.36, Comm 33.70\n",
      "2013-12-10T00:00:00, Leave HROM - Rank 22.00\n",
      "2013-12-10T00:00:00, Leave VODA - Rank 26.00\n",
      "2013-12-10T00:00:00, Buy GGAS - Rank 12.00 - Close 268.75\n",
      "2013-12-10T00:00:00, Buy INDB - Rank 14.00 - Close 22.55\n",
      "2013-12-10T00:00:00, Buy TISC - Rank 17.00 - Close 382.32\n",
      "2013-12-10T00:00:00, SELL EXECUTED, Price: 2125.00, Cost: 11880.00, Comm 31.88\n",
      "2013-12-10T00:00:00, SELL EXECUTED, Price: 176.00, Cost: 12130.10, Comm 44.44\n",
      "2013-12-10T00:00:00, BUY EXECUTED, Price: 275.10, Cost: 13479.90, Comm 33.70\n",
      "2013-12-10T00:00:00, BUY EXECUTED, Price: 22.00, Cost: 12892.00, Comm 32.23\n",
      "2013-12-10T00:00:00, BUY EXECUTED, Price: 379.34, Cost: 12897.56, Comm 32.24\n",
      "2013-12-17T00:00:00, Leave INFY - Rank 21.00\n",
      "2013-12-17T00:00:00, Leave BION - Rank 22.00\n",
      "2013-12-17T00:00:00, Leave TCS - Rank 24.00\n",
      "2013-12-17T00:00:00, Buy JSTL - Rank 12.00 - Close 92.44\n",
      "2013-12-17T00:00:00, Buy INED - Rank 18.00 - Close 437.90\n",
      "2013-12-17T00:00:00, Buy AMAR - Rank 19.00 - Close 357.75\n",
      "2013-12-17T00:00:00, Order Canceled/Margin/Rejected\n",
      "2013-12-17T00:00:00, SELL EXECUTED, Price: 427.26, Cost: 12419.40, Comm 32.04\n",
      "2013-12-17T00:00:00, SELL EXECUTED, Price: 65.41, Cost: 11700.21, Comm 32.87\n",
      "2013-12-17T00:00:00, SELL EXECUTED, Price: 980.66, Cost: 10885.49, Comm 26.97\n",
      "2013-12-17T00:00:00, BUY EXECUTED, Price: 92.17, Cost: 13180.31, Comm 32.95\n",
      "2013-12-17T00:00:00, BUY EXECUTED, Price: 439.95, Cost: 13198.50, Comm 33.00\n",
      "2013-12-24T00:00:00, Leave WIPR - Rank 26.00\n",
      "2013-12-24T00:00:00, Buy SAIL - Rank 12.00 - Close 71.10\n",
      "2013-12-24T00:00:00, Buy MRF - Rank 16.00 - Close 19603.90\n",
      "2013-12-24T00:00:00, SELL EXECUTED, Price: 275.32, Cost: 10892.64, Comm 33.04\n",
      "2013-12-24T00:00:00, BUY EXECUTED, Price: 71.85, Cost: 14154.45, Comm 35.39\n",
      "2013-12-31T00:00:00, Leave BRIT - Rank 22.00\n",
      "2013-12-31T00:00:00, Buy MRF - Rank 14.00 - Close 19364.40\n",
      "2013-12-31T00:00:00, Buy BLKI - Rank 15.00 - Close 169.44\n",
      "2013-12-31T00:00:00, SELL EXECUTED, Price: 462.00, Cost: 10735.00, Comm 43.89\n",
      "2013-12-31T00:00:00, BUY EXECUTED, Price: 166.66, Cost: 13832.78, Comm 34.58\n",
      "2014-01-07T00:00:00, Leave TAMO - Rank 23.00\n",
      "2014-01-07T00:00:00, Buy MRF - Rank 14.00 - Close 19120.35\n",
      "2014-01-07T00:00:00, Buy AMAR - Rank 17.00 - Close 328.55\n",
      "2014-01-07T00:00:00, SELL EXECUTED, Price: 363.11, Cost: 11527.95, Comm 31.77\n",
      "2014-01-07T00:00:00, BUY EXECUTED, Price: 328.05, Cost: 14106.15, Comm 35.27\n",
      "2014-01-14T00:00:00, Leave HCLT - Rank 22.00\n",
      "2014-01-14T00:00:00, Leave GGAS - Rank 25.00\n",
      "2014-01-14T00:00:00, Buy MRF - Rank 15.00 - Close 19264.25\n",
      "2014-01-14T00:00:00, Buy VOLT - Rank 18.00 - Close 104.72\n",
      "2014-01-14T00:00:00, Buy NITT - Rank 19.00 - Close 387.55\n",
      "2014-01-14T00:00:00, SELL EXECUTED, Price: 333.03, Cost: 11193.12, Comm 39.96\n",
      "2014-01-14T00:00:00, SELL EXECUTED, Price: 264.50, Cost: 13479.90, Comm 32.40\n",
      "2014-01-14T00:00:00, BUY EXECUTED, Price: 105.47, Cost: 14132.98, Comm 35.33\n",
      "2014-01-14T00:00:00, BUY EXECUTED, Price: 374.50, Cost: 13482.00, Comm 33.70\n",
      "2014-01-21T00:00:00, Leave MOSS - Rank 21.00\n",
      "2014-01-21T00:00:00, Leave AMAR - Rank 27.00\n",
      "2014-01-21T00:00:00, Buy MRF - Rank 14.00 - Close 19624.70\n",
      "2014-01-21T00:00:00, Buy APLO - Rank 18.00 - Close 115.80\n",
      "2014-01-21T00:00:00, SELL EXECUTED, Price: 59.56, Cost: 13082.50, Comm 37.23\n",
      "2014-01-21T00:00:00, SELL EXECUTED, Price: 318.85, Cost: 14106.15, Comm 34.28\n",
      "2014-01-21T00:00:00, BUY EXECUTED, Price: 116.45, Cost: 14090.45, Comm 35.23\n",
      "2014-01-28T00:00:00, Leave NATP - Rank 24.00\n",
      "2014-01-28T00:00:00, Buy MRF - Rank 14.00 - Close 19034.35\n",
      "2014-01-28T00:00:00, Buy UPLL - Rank 18.00 - Close 123.23\n",
      "2014-01-28T00:00:00, SELL EXECUTED, Price: 155.84, Cost: 11606.40, Comm 36.23\n",
      "2014-01-28T00:00:00, BUY EXECUTED, Price: 129.40, Cost: 14104.60, Comm 35.26\n",
      "2014-02-04T00:00:00, Buy MRF - Rank 12.00 - Close 19895.15\n",
      "2014-02-11T00:00:00, Leave TISC - Rank 25.00\n",
      "2014-02-11T00:00:00, Buy MRF - Rank 10.00 - Close 19161.95\n",
      "2014-02-11T00:00:00, Buy ARTI - Rank 16.00 - Close 43.12\n",
      "2014-02-11T00:00:00, SELL EXECUTED, Price: 349.53, Cost: 12897.56, Comm 29.71\n",
      "2014-02-11T00:00:00, BUY EXECUTED, Price: 43.10, Cost: 14352.30, Comm 35.88\n",
      "2014-02-18T00:00:00, Leave SAIL - Rank 26.00\n",
      "2014-02-18T00:00:00, Leave MINT - Rank 68.00\n",
      "2014-02-18T00:00:00, Buy MOSS - Rank 14.00 - Close 64.43\n",
      "2014-02-18T00:00:00, Buy PAGE - Rank 18.00 - Close 5573.45\n",
      "2014-02-18T00:00:00, SELL EXECUTED, Price: 58.70, Cost: 14154.45, Comm 28.91\n",
      "2014-02-18T00:00:00, SELL EXECUTED, Price: 416.06, Cost: 11083.59, Comm 21.84\n",
      "2014-02-18T00:00:00, BUY EXECUTED, Price: 66.47, Cost: 14423.99, Comm 36.06\n",
      "2014-02-18T00:00:00, BUY EXECUTED, Price: 5650.00, Cost: 11300.00, Comm 28.25\n",
      "2014-02-25T00:00:00, Leave ESCO - Rank 21.00\n",
      "2014-02-25T00:00:00, Leave JSTL - Rank 27.00\n",
      "2014-02-25T00:00:00, Buy HCLT - Rank 17.00 - Close 384.25\n",
      "2014-02-25T00:00:00, Buy CADI - Rank 18.00 - Close 199.92\n",
      "2014-02-25T00:00:00, SELL EXECUTED, Price: 115.60, Cost: 11730.40, Comm 49.71\n",
      "2014-02-25T00:00:00, SELL EXECUTED, Price: 88.28, Cost: 13180.31, Comm 31.56\n",
      "2014-02-25T00:00:00, BUY EXECUTED, Price: 381.77, Cost: 14125.49, Comm 35.31\n",
      "2014-02-25T00:00:00, BUY EXECUTED, Price: 201.00, Cost: 14472.00, Comm 36.18\n",
      "2014-03-04T00:00:00, Leave TEML - Rank 21.00\n",
      "2014-03-04T00:00:00, Buy DIVI - Rank 12.00 - Close 716.23\n",
      "2014-03-04T00:00:00, SELL EXECUTED, Price: 940.43, Cost: 11012.96, Comm 37.62\n",
      "2014-03-04T00:00:00, BUY EXECUTED, Price: 720.05, Cost: 14401.00, Comm 36.00\n",
      "2014-03-11T00:00:00, Leave UPLL - Rank 24.00\n",
      "2014-03-11T00:00:00, Buy ADEL - Rank 14.00 - Close 34.68\n",
      "2014-03-11T00:00:00, SELL EXECUTED, Price: 126.53, Cost: 14104.60, Comm 34.48\n",
      "2014-03-11T00:00:00, BUY EXECUTED, Price: 34.69, Cost: 14673.87, Comm 36.68\n",
      "2014-03-18T00:00:00, Leave NAFL - Rank 22.00\n",
      "2014-03-18T00:00:00, Leave INDB - Rank 24.00\n",
      "2014-03-18T00:00:00, Buy MRF - Rank 14.00 - Close 21591.85\n",
      "2014-03-18T00:00:00, Buy IHTL - Rank 16.00 - Close 63.93\n",
      "2014-03-18T00:00:00, Buy MNFL - Rank 19.00 - Close 21.65\n",
      "2014-03-18T00:00:00, SELL EXECUTED, Price: 55.83, Cost: 13478.36, Comm 36.15\n",
      "2014-03-18T00:00:00, SELL EXECUTED, Price: 18.20, Cost: 12892.00, Comm 26.66\n",
      "2014-03-18T00:00:00, BUY EXECUTED, Price: 62.87, Cost: 14585.84, Comm 36.46\n",
      "2014-03-18T00:00:00, BUY EXECUTED, Price: 21.95, Cost: 15035.75, Comm 37.59\n",
      "2014-03-25T00:00:00, Buy HPCL - Rank 16.00 - Close 64.49\n",
      "2014-03-25T00:00:00, Buy MRF - Rank 18.00 - Close 22205.70\n",
      "2014-03-25T00:00:00, BUY EXECUTED, Price: 63.11, Cost: 14893.96, Comm 37.23\n",
      "2014-04-01T00:00:00, Buy MRF - Rank 18.00 - Close 21669.35\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2014-04-15T00:00:00, Leave PIIL - Rank 24.00\n",
      "2014-04-15T00:00:00, Buy IOC - Rank 15.00 - Close 66.59\n",
      "2014-04-15T00:00:00, Buy MRF - Rank 18.00 - Close 23464.20\n",
      "2014-04-15T00:00:00, SELL EXECUTED, Price: 256.60, Cost: 13206.00, Comm 39.77\n",
      "2014-04-15T00:00:00, BUY EXECUTED, Price: 68.04, Cost: 16193.52, Comm 40.48\n",
      "2014-04-22T00:00:00, Leave DIVI - Rank 22.00\n",
      "2014-04-22T00:00:00, Buy MRF - Rank 16.00 - Close 22228.60\n",
      "2014-04-22T00:00:00, Buy CESC - Rank 17.00 - Close 395.82\n",
      "2014-04-22T00:00:00, Buy CUMM - Rank 19.00 - Close 572.85\n",
      "2014-04-22T00:00:00, Order Canceled/Margin/Rejected\n",
      "2014-04-22T00:00:00, SELL EXECUTED, Price: 674.33, Cost: 14401.00, Comm 33.72\n",
      "2014-04-22T00:00:00, BUY EXECUTED, Price: 400.29, Cost: 16011.60, Comm 40.03\n",
      "2014-04-29T00:00:00, Leave PAGE - Rank 21.00\n",
      "2014-04-29T00:00:00, Buy CUMM - Rank 16.00 - Close 550.15\n",
      "2014-04-29T00:00:00, Buy MRF - Rank 19.00 - Close 20721.55\n",
      "2014-04-29T00:00:00, Order Canceled/Margin/Rejected\n",
      "2014-04-29T00:00:00, SELL EXECUTED, Price: 5854.80, Cost: 11300.00, Comm 29.27\n",
      "2014-05-06T00:00:00, Leave CESC - Rank 22.00\n",
      "2014-05-06T00:00:00, Buy CUMM - Rank 15.00 - Close 527.50\n",
      "2014-05-06T00:00:00, Buy BJAT - Rank 17.00 - Close 1102.70\n",
      "2014-05-06T00:00:00, Buy BJFN - Rank 19.00 - Close 187.91\n",
      "2014-05-06T00:00:00, Order Canceled/Margin/Rejected\n",
      "2014-05-06T00:00:00, Order Canceled/Margin/Rejected\n",
      "2014-05-06T00:00:00, SELL EXECUTED, Price: 351.34, Cost: 16011.60, Comm 35.13\n",
      "2014-05-06T00:00:00, BUY EXECUTED, Price: 536.50, Cost: 16095.00, Comm 40.24\n",
      "2014-05-13T00:00:00, Leave NITT - Rank 24.00\n",
      "2014-05-13T00:00:00, Leave HCLT - Rank 30.00\n",
      "2014-05-13T00:00:00, Buy BPCL - Rank 15.00 - Close 165.75\n",
      "2014-05-13T00:00:00, Buy NAFL - Rank 16.00 - Close 75.31\n",
      "2014-05-13T00:00:00, Buy SHCM - Rank 18.00 - Close 6088.35\n",
      "2014-05-13T00:00:00, Buy BJAT - Rank 19.00 - Close 1040.80\n",
      "2014-05-13T00:00:00, Order Canceled/Margin/Rejected\n",
      "2014-05-13T00:00:00, Order Canceled/Margin/Rejected\n",
      "2014-05-13T00:00:00, SELL EXECUTED, Price: 404.00, Cost: 13482.00, Comm 36.36\n",
      "2014-05-13T00:00:00, SELL EXECUTED, Price: 346.47, Cost: 14125.49, Comm 32.05\n",
      "2014-05-13T00:00:00, BUY EXECUTED, Price: 166.09, Cost: 16941.18, Comm 42.35\n",
      "2014-05-13T00:00:00, BUY EXECUTED, Price: 76.17, Cost: 17138.25, Comm 42.85\n",
      "2014-05-20T00:00:00, Leave CUMM - Rank 21.00\n",
      "2014-05-20T00:00:00, Buy CCRI - Rank 15.00 - Close 374.34\n",
      "2014-05-20T00:00:00, Buy SHCM - Rank 16.00 - Close 6252.85\n",
      "2014-05-20T00:00:00, Buy ASOK - Rank 18.00 - Close 28.35\n",
      "2014-05-20T00:00:00, Buy BJAT - Rank 19.00 - Close 1124.00\n",
      "2014-05-20T00:00:00, Order Canceled/Margin/Rejected\n",
      "2014-05-20T00:00:00, Order Canceled/Margin/Rejected\n",
      "2014-05-20T00:00:00, Order Canceled/Margin/Rejected\n",
      "2014-05-20T00:00:00, SELL EXECUTED, Price: 598.90, Cost: 16095.00, Comm 44.92\n",
      "2014-05-20T00:00:00, BUY EXECUTED, Price: 382.24, Cost: 18347.52, Comm 45.87\n",
      "2014-05-27T00:00:00, Leave CADI - Rank 22.00\n",
      "2014-05-27T00:00:00, Leave INED - Rank 25.00\n",
      "2014-05-27T00:00:00, Buy SHCM - Rank 15.00 - Close 6853.60\n",
      "2014-05-27T00:00:00, Buy ASOK - Rank 16.00 - Close 31.80\n",
      "2014-05-27T00:00:00, Buy PNBK - Rank 18.00 - Close 198.99\n",
      "2014-05-27T00:00:00, Buy LART - Rank 19.00 - Close 1044.03\n",
      "2014-05-27T00:00:00, Order Canceled/Margin/Rejected\n",
      "2014-05-27T00:00:00, Order Canceled/Margin/Rejected\n",
      "2014-05-27T00:00:00, SELL EXECUTED, Price: 182.40, Cost: 14472.00, Comm 32.83\n",
      "2014-05-27T00:00:00, SELL EXECUTED, Price: 684.90, Cost: 13198.50, Comm 51.37\n",
      "2014-05-27T00:00:00, BUY EXECUTED, Price: 6848.45, Cost: 13696.90, Comm 34.24\n",
      "2014-05-27T00:00:00, BUY EXECUTED, Price: 32.30, Cost: 18475.60, Comm 46.19\n",
      "2014-06-03T00:00:00, Leave MNFL - Rank 34.00\n",
      "2014-06-03T00:00:00, Buy PNBK - Rank 17.00 - Close 194.43\n",
      "2014-06-03T00:00:00, Buy LICH - Rank 18.00 - Close 333.38\n",
      "2014-06-03T00:00:00, Buy PWFC - Rank 19.00 - Close 154.75\n",
      "2014-06-03T00:00:00, Order Canceled/Margin/Rejected\n",
      "2014-06-03T00:00:00, Order Canceled/Margin/Rejected\n",
      "2014-06-03T00:00:00, SELL EXECUTED, Price: 21.00, Cost: 15035.75, Comm 35.96\n",
      "2014-06-03T00:00:00, BUY EXECUTED, Price: 197.00, Cost: 18715.00, Comm 46.79\n",
      "2014-06-10T00:00:00, Buy PWFC - Rank 14.00 - Close 164.15\n",
      "2014-06-10T00:00:00, Buy LICH - Rank 18.00 - Close 331.38\n",
      "2014-06-10T00:00:00, Order Canceled/Margin/Rejected\n",
      "2014-06-10T00:00:00, Order Canceled/Margin/Rejected\n",
      "2014-06-17T00:00:00, Leave IHTL - Rank 22.00\n",
      "2014-06-17T00:00:00, Buy PWFC - Rank 8.00 - Close 150.45\n",
      "2014-06-17T00:00:00, Buy REXP - Rank 14.00 - Close 147.60\n",
      "2014-06-17T00:00:00, Buy EDEL - Rank 19.00 - Close 62.40\n",
      "2014-06-17T00:00:00, Order Canceled/Margin/Rejected\n",
      "2014-06-17T00:00:00, Order Canceled/Margin/Rejected\n",
      "2014-06-17T00:00:00, SELL EXECUTED, Price: 92.64, Cost: 14585.84, Comm 53.73\n",
      "2014-06-17T00:00:00, BUY EXECUTED, Price: 149.20, Cost: 19694.40, Comm 49.24\n",
      "2014-06-24T00:00:00, Leave IOC - Rank 21.00\n",
      "2014-06-24T00:00:00, Leave MOSS - Rank 22.00\n",
      "2014-06-24T00:00:00, Buy REXP - Rank 8.00 - Close 190.70\n",
      "2014-06-24T00:00:00, Buy EDEL - Rank 12.00 - Close 61.20\n",
      "2014-06-24T00:00:00, Buy BAJE - Rank 17.00 - Close 66.94\n",
      "2014-06-24T00:00:00, Order Canceled/Margin/Rejected\n",
      "2014-06-24T00:00:00, SELL EXECUTED, Price: 82.50, Cost: 16193.52, Comm 49.09\n",
      "2014-06-24T00:00:00, SELL EXECUTED, Price: 94.12, Cost: 14423.99, Comm 51.06\n",
      "2014-06-24T00:00:00, BUY EXECUTED, Price: 187.00, Cost: 19635.00, Comm 49.09\n",
      "2014-06-24T00:00:00, BUY EXECUTED, Price: 59.70, Cost: 19581.60, Comm 48.95\n",
      "2014-07-01T00:00:00, Leave BFRG - Rank 21.00\n",
      "2014-07-01T00:00:00, Buy BAJE - Rank 13.00 - Close 73.12\n",
      "2014-07-01T00:00:00, Buy RECM - Rank 15.00 - Close 178.20\n",
      "2014-07-01T00:00:00, Order Canceled/Margin/Rejected\n",
      "2014-07-01T00:00:00, SELL EXECUTED, Price: 314.88, Cost: 12667.60, Comm 69.27\n",
      "2014-07-01T00:00:00, BUY EXECUTED, Price: 71.63, Cost: 20486.18, Comm 51.22\n",
      "2014-07-08T00:00:00, Leave CCRI - Rank 22.00\n",
      "2014-07-08T00:00:00, Leave SHCM - Rank 24.00\n",
      "2014-07-08T00:00:00, Leave ARBN - Rank 28.00\n",
      "2014-07-08T00:00:00, Buy RECM - Rank 13.00 - Close 177.80\n",
      "2014-07-08T00:00:00, Buy GGAS - Rank 17.00 - Close 475.40\n",
      "2014-07-08T00:00:00, Buy CNBK - Rank 18.00 - Close 425.85\n",
      "2014-07-08T00:00:00, SELL EXECUTED, Price: 440.00, Cost: 18347.52, Comm 52.80\n",
      "2014-07-08T00:00:00, SELL EXECUTED, Price: 7308.15, Cost: 13696.90, Comm 36.54\n",
      "2014-07-08T00:00:00, SELL EXECUTED, Price: 389.12, Cost: 12391.41, Comm 84.63\n",
      "2014-07-08T00:00:00, BUY EXECUTED, Price: 191.00, Cost: 23111.00, Comm 57.78\n",
      "2014-07-08T00:00:00, BUY EXECUTED, Price: 523.00, Cost: 23535.00, Comm 58.84\n",
      "2014-07-08T00:00:00, BUY EXECUTED, Price: 443.25, Cost: 22162.50, Comm 55.41\n",
      "2014-07-15T00:00:00, Leave APLO - Rank 22.00\n",
      "2014-07-15T00:00:00, Buy SBI - Rank 18.00 - Close 251.76\n",
      "2014-07-15T00:00:00, SELL EXECUTED, Price: 173.50, Cost: 14090.45, Comm 52.48\n",
      "2014-07-15T00:00:00, BUY EXECUTED, Price: 242.72, Cost: 18204.00, Comm 45.51\n",
      "2014-07-22T00:00:00, Leave HPCL - Rank 22.00\n",
      "2014-07-22T00:00:00, Leave BPCL - Rank 27.00\n",
      "2014-07-22T00:00:00, Buy BFRG - Rank 15.00 - Close 354.23\n",
      "2014-07-22T00:00:00, Buy CCRI - Rank 19.00 - Close 423.76\n",
      "2014-07-22T00:00:00, SELL EXECUTED, Price: 87.53, Cost: 14893.96, Comm 51.64\n",
      "2014-07-22T00:00:00, SELL EXECUTED, Price: 189.96, Cost: 16941.18, Comm 48.44\n",
      "2014-07-22T00:00:00, BUY EXECUTED, Price: 360.85, Cost: 20207.60, Comm 50.52\n",
      "2014-07-22T00:00:00, BUY EXECUTED, Price: 417.97, Cost: 19644.59, Comm 49.11\n",
      "2014-08-05T00:00:00, Leave SBI - Rank 23.00\n",
      "2014-08-05T00:00:00, Leave PNBK - Rank 24.00\n",
      "2014-08-05T00:00:00, Leave ADEL - Rank 27.00\n",
      "2014-08-05T00:00:00, Leave VOLT - Rank 34.00\n",
      "2014-08-05T00:00:00, Buy PREG - Rank 17.00 - Close 247.25\n",
      "2014-08-05T00:00:00, SELL EXECUTED, Price: 247.66, Cost: 18204.00, Comm 46.44\n",
      "2014-08-05T00:00:00, SELL EXECUTED, Price: 193.34, Cost: 18715.00, Comm 45.92\n",
      "2014-08-05T00:00:00, SELL EXECUTED, Price: 47.06, Cost: 14673.87, Comm 49.77\n",
      "2014-08-05T00:00:00, SELL EXECUTED, Price: 202.56, Cost: 14132.98, Comm 67.86\n",
      "2014-08-05T00:00:00, BUY EXECUTED, Price: 252.20, Cost: 20176.00, Comm 50.44\n",
      "2014-08-12T00:00:00, Leave RECM - Rank 22.00\n",
      "2014-08-12T00:00:00, Buy WHIR - Rank 14.00 - Close 383.45\n",
      "2014-08-12T00:00:00, Buy HALC - Rank 18.00 - Close 185.40\n",
      "2014-08-12T00:00:00, SELL EXECUTED, Price: 146.82, Cost: 23111.00, Comm 44.41\n",
      "2014-08-12T00:00:00, BUY EXECUTED, Price: 382.65, Cost: 19897.80, Comm 49.74\n",
      "2014-08-12T00:00:00, BUY EXECUTED, Price: 187.80, Cost: 20094.60, Comm 50.24\n",
      "2014-08-19T00:00:00, Leave PWFC - Rank 22.00\n",
      "2014-08-19T00:00:00, Buy BBRM - Rank 15.00 - Close 197.25\n",
      "2014-08-19T00:00:00, Buy VGUA - Rank 19.00 - Close 54.21\n",
      "2014-08-19T00:00:00, SELL EXECUTED, Price: 135.55, Cost: 19694.40, Comm 44.73\n",
      "2014-08-19T00:00:00, BUY EXECUTED, Price: 199.50, Cost: 20349.00, Comm 50.87\n",
      "2014-08-19T00:00:00, BUY EXECUTED, Price: 54.32, Cost: 20315.68, Comm 50.79\n",
      "2014-08-26T00:00:00, Leave CCRI - Rank 21.00\n",
      "2014-08-26T00:00:00, Leave HALC - Rank 24.00\n",
      "2014-08-26T00:00:00, Buy MAXI - Rank 17.00 - Close 243.67\n",
      "2014-08-26T00:00:00, SELL EXECUTED, Price: 426.42, Cost: 19644.59, Comm 50.10\n",
      "2014-08-26T00:00:00, SELL EXECUTED, Price: 159.00, Cost: 20094.60, Comm 42.53\n",
      "2014-08-26T00:00:00, BUY EXECUTED, Price: 242.42, Cost: 20120.86, Comm 50.30\n",
      "2014-09-02T00:00:00, Leave PREG - Rank 24.00\n",
      "2014-09-02T00:00:00, Leave CNBK - Rank 29.00\n",
      "2014-09-02T00:00:00, Buy PROC - Rank 13.00 - Close 5247.55\n",
      "2014-09-02T00:00:00, SELL EXECUTED, Price: 235.00, Cost: 20176.00, Comm 47.00\n",
      "2014-09-02T00:00:00, SELL EXECUTED, Price: 393.40, Cost: 22162.50, Comm 49.17\n",
      "2014-09-02T00:00:00, BUY EXECUTED, Price: 5307.05, Cost: 15921.15, Comm 39.80\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2014-09-09T00:00:00, Buy PIIL - Rank 12.00 - Close 471.10\n",
      "2014-09-09T00:00:00, BUY EXECUTED, Price: 462.00, Cost: 21252.00, Comm 53.13\n",
      "2014-09-16T00:00:00, Leave REXP - Rank 24.00\n",
      "2014-09-16T00:00:00, Leave GGAS - Rank 31.00\n",
      "2014-09-16T00:00:00, Buy MOSS - Rank 12.00 - Close 122.87\n",
      "2014-09-16T00:00:00, Buy CHLA - Rank 15.00 - Close 96.14\n",
      "2014-09-16T00:00:00, Buy NATP - Rank 17.00 - Close 308.65\n",
      "2014-09-16T00:00:00, Buy BRGR - Rank 19.00 - Close 124.63\n",
      "2014-09-16T00:00:00, Order Canceled/Margin/Rejected\n",
      "2014-09-16T00:00:00, SELL EXECUTED, Price: 154.30, Cost: 19635.00, Comm 40.50\n",
      "2014-09-16T00:00:00, SELL EXECUTED, Price: 520.90, Cost: 23535.00, Comm 58.60\n",
      "2014-09-16T00:00:00, BUY EXECUTED, Price: 130.07, Cost: 23542.67, Comm 58.86\n",
      "2014-09-16T00:00:00, BUY EXECUTED, Price: 99.60, Cost: 23107.20, Comm 57.77\n",
      "2014-09-16T00:00:00, BUY EXECUTED, Price: 312.81, Cost: 22522.32, Comm 56.31\n",
      "2014-09-23T00:00:00, Leave EDEL - Rank 23.00\n",
      "2014-09-23T00:00:00, Buy BRGR - Rank 17.00 - Close 125.80\n",
      "2014-09-23T00:00:00, Buy ARBN - Rank 18.00 - Close 406.12\n",
      "2014-09-23T00:00:00, Buy MRTI - Rank 19.00 - Close 3061.80\n",
      "2014-09-23T00:00:00, Order Canceled/Margin/Rejected\n",
      "2014-09-23T00:00:00, Order Canceled/Margin/Rejected\n",
      "2014-09-23T00:00:00, SELL EXECUTED, Price: 51.10, Cost: 19581.60, Comm 41.90\n",
      "2014-09-23T00:00:00, BUY EXECUTED, Price: 126.96, Cost: 22218.00, Comm 55.54\n",
      "2014-09-30T00:00:00, Leave BLKI - Rank 25.00\n",
      "2014-09-30T00:00:00, Buy MINT - Rank 9.00 - Close 589.17\n",
      "2014-09-30T00:00:00, Buy BRIT - Rank 11.00 - Close 696.02\n",
      "2014-09-30T00:00:00, Buy ABOT - Rank 16.00 - Close 3164.15\n",
      "2014-09-30T00:00:00, Buy MRTI - Rank 19.00 - Close 3062.85\n",
      "2014-09-30T00:00:00, Order Canceled/Margin/Rejected\n",
      "2014-09-30T00:00:00, Order Canceled/Margin/Rejected\n",
      "2014-09-30T00:00:00, SELL EXECUTED, Price: 378.42, Cost: 13832.78, Comm 78.52\n",
      "2014-09-30T00:00:00, BUY EXECUTED, Price: 588.05, Cost: 21169.80, Comm 52.92\n",
      "2014-09-30T00:00:00, BUY EXECUTED, Price: 697.50, Cost: 21622.50, Comm 54.06\n",
      "2014-10-07T00:00:00, Leave BAJE - Rank 22.00\n",
      "2014-10-07T00:00:00, Buy ABOT - Rank 11.00 - Close 3184.05\n",
      "2014-10-07T00:00:00, Buy AMAR - Rank 17.00 - Close 578.65\n",
      "2014-10-07T00:00:00, Buy ARBN - Rank 18.00 - Close 498.38\n",
      "2014-10-07T00:00:00, Buy MRTI - Rank 19.00 - Close 2938.65\n",
      "2014-10-07T00:00:00, Order Canceled/Margin/Rejected\n",
      "2014-10-07T00:00:00, Order Canceled/Margin/Rejected\n",
      "2014-10-07T00:00:00, Order Canceled/Margin/Rejected\n",
      "2014-10-07T00:00:00, SELL EXECUTED, Price: 68.37, Cost: 20486.18, Comm 48.88\n",
      "2014-10-07T00:00:00, BUY EXECUTED, Price: 3250.00, Cost: 19500.00, Comm 48.75\n",
      "2014-10-14T00:00:00, Leave MAXI - Rank 24.00\n",
      "2014-10-14T00:00:00, Buy ARBN - Rank 16.00 - Close 465.73\n",
      "2014-10-14T00:00:00, Buy AMAR - Rank 19.00 - Close 582.10\n",
      "2014-10-14T00:00:00, Order Canceled/Margin/Rejected\n",
      "2014-10-14T00:00:00, Order Canceled/Margin/Rejected\n",
      "2014-10-14T00:00:00, SELL EXECUTED, Price: 230.70, Cost: 20120.86, Comm 47.87\n",
      "2014-10-21T00:00:00, Buy AMAR - Rank 15.00 - Close 610.80\n",
      "2014-10-21T00:00:00, BUY EXECUTED, Price: 594.50, Cost: 20213.00, Comm 50.53\n",
      "2014-10-28T00:00:00, Leave NAFL - Rank 24.00\n",
      "2014-10-28T00:00:00, Buy LUPN - Rank 16.00 - Close 1357.55\n",
      "2014-10-28T00:00:00, Buy MRTI - Rank 18.00 - Close 3151.35\n",
      "2014-10-28T00:00:00, Order Canceled/Margin/Rejected\n",
      "2014-10-28T00:00:00, SELL EXECUTED, Price: 119.58, Cost: 17138.25, Comm 67.26\n",
      "2014-10-28T00:00:00, BUY EXECUTED, Price: 1400.00, Cost: 21000.00, Comm 52.50\n",
      "2014-11-11T00:00:00, Leave PROC - Rank 21.00\n",
      "2014-11-11T00:00:00, Leave MOSS - Rank 22.00\n",
      "2014-11-11T00:00:00, Leave CHLA - Rank 23.00\n",
      "2014-11-11T00:00:00, Buy MRTI - Rank 18.00 - Close 3329.00\n",
      "2014-11-11T00:00:00, SELL EXECUTED, Price: 5783.00, Cost: 15921.15, Comm 43.37\n",
      "2014-11-11T00:00:00, SELL EXECUTED, Price: 121.75, Cost: 23542.67, Comm 55.09\n",
      "2014-11-11T00:00:00, SELL EXECUTED, Price: 97.00, Cost: 23107.20, Comm 56.26\n",
      "2014-11-11T00:00:00, BUY EXECUTED, Price: 3298.00, Cost: 19788.00, Comm 49.47\n",
      "2014-11-18T00:00:00, Buy CADI - Rank 14.00 - Close 307.64\n",
      "2014-11-18T00:00:00, Buy BJFN - Rank 15.00 - Close 316.77\n",
      "2014-11-18T00:00:00, Buy CAST - Rank 19.00 - Close 220.18\n",
      "2014-11-18T00:00:00, Order Canceled/Margin/Rejected\n",
      "2014-11-18T00:00:00, BUY EXECUTED, Price: 308.00, Cost: 23408.00, Comm 58.52\n",
      "2014-11-18T00:00:00, BUY EXECUTED, Price: 325.10, Cost: 24057.40, Comm 60.14\n",
      "2014-11-25T00:00:00, Leave MINT - Rank 21.00\n",
      "2014-11-25T00:00:00, Leave PIIL - Rank 25.00\n",
      "2014-11-25T00:00:00, Buy ARBN - Rank 10.00 - Close 555.58\n",
      "2014-11-25T00:00:00, Buy CAST - Rank 17.00 - Close 233.14\n",
      "2014-11-25T00:00:00, Buy REDY - Rank 19.00 - Close 3573.20\n",
      "2014-11-25T00:00:00, Order Canceled/Margin/Rejected\n",
      "2014-11-25T00:00:00, Order Canceled/Margin/Rejected\n",
      "2014-11-25T00:00:00, SELL EXECUTED, Price: 605.40, Cost: 21169.80, Comm 54.49\n",
      "2014-11-25T00:00:00, SELL EXECUTED, Price: 470.00, Cost: 21252.00, Comm 54.05\n",
      "2014-11-25T00:00:00, BUY EXECUTED, Price: 561.50, Cost: 24144.50, Comm 60.36\n",
      "2014-12-02T00:00:00, Buy MNFL - Rank 17.00 - Close 36.65\n",
      "2014-12-02T00:00:00, Buy CAST - Rank 18.00 - Close 251.85\n",
      "2014-12-02T00:00:00, Order Canceled/Margin/Rejected\n",
      "2014-12-02T00:00:00, Order Canceled/Margin/Rejected\n",
      "2014-12-09T00:00:00, Buy MNFL - Rank 13.00 - Close 35.45\n",
      "2014-12-09T00:00:00, Buy CAST - Rank 16.00 - Close 255.46\n",
      "2014-12-09T00:00:00, Buy MRF - Rank 17.00 - Close 37073.25\n",
      "2014-12-09T00:00:00, Order Canceled/Margin/Rejected\n",
      "2014-12-09T00:00:00, Order Canceled/Margin/Rejected\n",
      "2014-12-16T00:00:00, Leave NATP - Rank 25.00\n",
      "2014-12-16T00:00:00, Leave ARTI - Rank 27.00\n",
      "2014-12-16T00:00:00, Buy MRF - Rank 12.00 - Close 37210.95\n",
      "2014-12-16T00:00:00, Buy CAST - Rank 14.00 - Close 240.28\n",
      "2014-12-16T00:00:00, Buy PIDI - Rank 19.00 - Close 467.40\n",
      "2014-12-16T00:00:00, SELL EXECUTED, Price: 288.32, Cost: 22522.32, Comm 51.90\n",
      "2014-12-16T00:00:00, SELL EXECUTED, Price: 135.09, Cost: 14352.30, Comm 112.46\n",
      "2014-12-16T00:00:00, BUY EXECUTED, Price: 243.81, Cost: 24624.81, Comm 61.56\n",
      "2014-12-16T00:00:00, BUY EXECUTED, Price: 466.70, Cost: 24268.40, Comm 60.67\n",
      "2014-12-23T00:00:00, Leave BFRG - Rank 23.00\n",
      "2014-12-23T00:00:00, Leave BRGR - Rank 24.00\n",
      "2014-12-23T00:00:00, Buy MRF - Rank 8.00 - Close 36935.65\n",
      "2014-12-23T00:00:00, Buy MNFL - Rank 14.00 - Close 32.45\n",
      "2014-12-23T00:00:00, Buy BOSH - Rank 17.00 - Close 18538.25\n",
      "2014-12-23T00:00:00, SELL EXECUTED, Price: 459.00, Cost: 20207.60, Comm 64.26\n",
      "2014-12-23T00:00:00, SELL EXECUTED, Price: 145.79, Cost: 22218.00, Comm 63.78\n",
      "2014-12-23T00:00:00, BUY EXECUTED, Price: 32.80, Cost: 24895.20, Comm 62.24\n",
      "2014-12-23T00:00:00, BUY EXECUTED, Price: 18590.05, Cost: 18590.05, Comm 46.48\n",
      "2014-12-30T00:00:00, Leave LUPN - Rank 23.00\n",
      "2014-12-30T00:00:00, Buy MRF - Rank 8.00 - Close 37923.80\n",
      "2014-12-30T00:00:00, Buy INBK - Rank 16.00 - Close 792.10\n",
      "2014-12-30T00:00:00, Buy PAGE - Rank 19.00 - Close 11517.50\n",
      "2014-12-30T00:00:00, SELL EXECUTED, Price: 1434.05, Cost: 21000.00, Comm 53.78\n",
      "2014-12-30T00:00:00, BUY EXECUTED, Price: 784.10, Cost: 24307.10, Comm 60.77\n",
      "2014-12-30T00:00:00, BUY EXECUTED, Price: 11600.00, Cost: 23200.00, Comm 58.00\n",
      "2015-01-06T00:00:00, Leave MRTI - Rank 22.00\n",
      "2015-01-06T00:00:00, Buy MRF - Rank 6.00 - Close 37460.00\n",
      "2015-01-06T00:00:00, Buy PFIZ - Rank 18.00 - Close 2216.90\n",
      "2015-01-06T00:00:00, SELL EXECUTED, Price: 3439.00, Cost: 19788.00, Comm 51.59\n",
      "2015-01-06T00:00:00, BUY EXECUTED, Price: 2235.00, Cost: 24585.00, Comm 61.46\n",
      "2015-01-13T00:00:00, Leave PIDI - Rank 21.00\n",
      "2015-01-13T00:00:00, Buy BAJE - Rank 19.00 - Close 111.10\n",
      "2015-01-13T00:00:00, SELL EXECUTED, Price: 525.15, Cost: 24268.40, Comm 68.27\n",
      "2015-01-13T00:00:00, BUY EXECUTED, Price: 107.73, Cost: 25747.47, Comm 64.37\n",
      "2015-01-27T00:00:00, Leave MNFL - Rank 21.00\n",
      "2015-01-27T00:00:00, Buy GGAS - Rank 19.00 - Close 691.00\n",
      "2015-01-27T00:00:00, SELL EXECUTED, Price: 34.00, Cost: 24895.20, Comm 64.52\n",
      "2015-01-27T00:00:00, BUY EXECUTED, Price: 717.90, Cost: 27998.10, Comm 70.00\n",
      "2015-02-03T00:00:00, Buy PIDI - Rank 17.00 - Close 540.85\n",
      "2015-02-03T00:00:00, Order Canceled/Margin/Rejected\n",
      "2015-02-10T00:00:00, Leave VGUA - Rank 22.00\n",
      "2015-02-10T00:00:00, Leave CAST - Rank 25.00\n",
      "2015-02-10T00:00:00, Buy GSPT - Rank 18.00 - Close 116.20\n",
      "2015-02-10T00:00:00, Buy AXBK - Rank 19.00 - Close 554.10\n",
      "2015-02-10T00:00:00, SELL EXECUTED, Price: 65.36, Cost: 20315.68, Comm 61.11\n",
      "2015-02-10T00:00:00, SELL EXECUTED, Price: 237.34, Cost: 24624.81, Comm 59.93\n",
      "2015-02-10T00:00:00, BUY EXECUTED, Price: 116.00, Cost: 25636.00, Comm 64.09\n",
      "2015-02-10T00:00:00, BUY EXECUTED, Price: 546.90, Cost: 25157.40, Comm 62.89\n",
      "2015-02-24T00:00:00, Leave ARBN - Rank 23.00\n",
      "2015-02-24T00:00:00, Leave CADI - Rank 35.00\n",
      "2015-02-24T00:00:00, Buy UNSP - Rank 18.00 - Close 652.35\n",
      "2015-02-24T00:00:00, SELL EXECUTED, Price: 520.00, Cost: 24144.50, Comm 55.90\n",
      "2015-02-24T00:00:00, SELL EXECUTED, Price: 308.00, Cost: 23408.00, Comm 58.52\n",
      "2015-02-24T00:00:00, BUY EXECUTED, Price: 655.40, Cost: 26871.40, Comm 67.18\n",
      "2015-03-03T00:00:00, Leave GGAS - Rank 32.00\n",
      "2015-03-03T00:00:00, SELL EXECUTED, Price: 603.00, Cost: 27998.10, Comm 58.79\n",
      "2015-03-10T00:00:00, Leave ABOT - Rank 22.00\n",
      "2015-03-10T00:00:00, Leave GSPT - Rank 23.00\n",
      "2015-03-10T00:00:00, Leave PFIZ - Rank 24.00\n",
      "2015-03-10T00:00:00, Leave TVSM - Rank 26.00\n",
      "2015-03-10T00:00:00, Buy BFRG - Rank 17.00 - Close 642.10\n",
      "2015-03-10T00:00:00, Buy PROC - Rank 19.00 - Close 6976.30\n",
      "2015-03-10T00:00:00, SELL EXECUTED, Price: 3830.05, Cost: 19500.00, Comm 57.45\n",
      "2015-03-10T00:00:00, SELL EXECUTED, Price: 108.05, Cost: 25636.00, Comm 59.70\n",
      "2015-03-10T00:00:00, SELL EXECUTED, Price: 2150.00, Cost: 24585.00, Comm 59.12\n",
      "2015-03-10T00:00:00, SELL EXECUTED, Price: 288.95, Cost: 12768.70, Comm 171.93\n",
      "2015-03-10T00:00:00, BUY EXECUTED, Price: 636.50, Cost: 26733.00, Comm 66.83\n",
      "2015-03-10T00:00:00, BUY EXECUTED, Price: 6999.95, Cost: 20999.85, Comm 52.50\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2015-03-17T00:00:00, Buy EMAM - Rank 19.00 - Close 538.88\n",
      "2015-03-17T00:00:00, BUY EXECUTED, Price: 535.15, Cost: 26757.50, Comm 66.89\n",
      "2015-03-24T00:00:00, Buy SIEM - Rank 13.00 - Close 1338.70\n",
      "2015-03-24T00:00:00, BUY EXECUTED, Price: 1337.00, Cost: 26740.00, Comm 66.85\n",
      "2015-03-31T00:00:00, Buy PIIL - Rank 14.00 - Close 608.70\n",
      "2015-03-31T00:00:00, BUY EXECUTED, Price: 629.85, Cost: 27713.40, Comm 69.28\n",
      "2015-04-07T00:00:00, Leave AMAR - Rank 21.00\n",
      "2015-04-07T00:00:00, SELL EXECUTED, Price: 859.90, Cost: 20213.00, Comm 73.09\n",
      "2015-04-21T00:00:00, Leave BBRM - Rank 21.00\n",
      "2015-04-21T00:00:00, Leave AXBK - Rank 27.00\n",
      "2015-04-21T00:00:00, Buy UBBW - Rank 7.00 - Close 1070.70\n",
      "2015-04-21T00:00:00, Buy INDB - Rank 10.00 - Close 38.40\n",
      "2015-04-21T00:00:00, Buy NAFL - Rank 14.00 - Close 177.71\n",
      "2015-04-21T00:00:00, Buy LUPN - Rank 18.00 - Close 1759.65\n",
      "2015-04-21T00:00:00, SELL EXECUTED, Price: 447.50, Cost: 20349.00, Comm 114.11\n",
      "2015-04-21T00:00:00, SELL EXECUTED, Price: 518.25, Cost: 25157.40, Comm 59.60\n",
      "2015-04-21T00:00:00, BUY EXECUTED, Price: 1104.00, Cost: 27600.00, Comm 69.00\n",
      "2015-04-21T00:00:00, BUY EXECUTED, Price: 38.55, Cost: 26869.35, Comm 67.17\n",
      "2015-04-21T00:00:00, BUY EXECUTED, Price: 179.07, Cost: 26860.50, Comm 67.15\n",
      "2015-04-21T00:00:00, BUY EXECUTED, Price: 1774.00, Cost: 26610.00, Comm 66.52\n",
      "2015-04-28T00:00:00, Leave INBK - Rank 24.00\n",
      "2015-04-28T00:00:00, Leave WHIR - Rank 25.00\n",
      "2015-04-28T00:00:00, Buy FOHE - Rank 16.00 - Close 150.25\n",
      "2015-04-28T00:00:00, SELL EXECUTED, Price: 818.15, Cost: 24307.10, Comm 63.41\n",
      "2015-04-28T00:00:00, SELL EXECUTED, Price: 698.05, Cost: 19897.80, Comm 90.75\n",
      "2015-04-28T00:00:00, BUY EXECUTED, Price: 143.65, Cost: 24133.20, Comm 60.33\n",
      "2015-05-05T00:00:00, Leave PROC - Rank 21.00\n",
      "2015-05-05T00:00:00, Leave BAJE - Rank 22.00\n",
      "2015-05-05T00:00:00, SELL EXECUTED, Price: 6803.35, Cost: 20999.85, Comm 51.03\n",
      "2015-05-05T00:00:00, SELL EXECUTED, Price: 104.76, Cost: 25747.47, Comm 62.59\n",
      "2015-05-12T00:00:00, Leave EMAM - Rank 21.00\n",
      "2015-05-12T00:00:00, Buy CHLA - Rank 14.00 - Close 117.15\n",
      "2015-05-12T00:00:00, SELL EXECUTED, Price: 474.40, Cost: 26757.50, Comm 59.30\n",
      "2015-05-12T00:00:00, BUY EXECUTED, Price: 118.58, Cost: 26680.50, Comm 66.70\n",
      "2015-05-19T00:00:00, Leave UBBW - Rank 22.00\n",
      "2015-05-19T00:00:00, Leave BOSH - Rank 27.00\n",
      "2015-05-19T00:00:00, Buy REXP - Rank 13.00 - Close 233.85\n",
      "2015-05-19T00:00:00, Buy MRCO - Rank 17.00 - Close 205.40\n",
      "2015-05-19T00:00:00, Buy CCRI - Rank 18.00 - Close 559.22\n",
      "2015-05-19T00:00:00, SELL EXECUTED, Price: 966.00, Cost: 27600.00, Comm 60.38\n",
      "2015-05-19T00:00:00, SELL EXECUTED, Price: 22990.00, Cost: 18590.05, Comm 57.48\n",
      "2015-05-19T00:00:00, BUY EXECUTED, Price: 232.40, Cost: 26493.60, Comm 66.23\n",
      "2015-05-19T00:00:00, BUY EXECUTED, Price: 204.70, Cost: 26611.00, Comm 66.53\n",
      "2015-05-19T00:00:00, BUY EXECUTED, Price: 559.65, Cost: 26303.55, Comm 65.76\n",
      "2015-05-26T00:00:00, Buy UPLL - Rank 4.00 - Close 376.83\n",
      "2015-05-26T00:00:00, BUY EXECUTED, Price: 367.73, Cost: 26108.83, Comm 65.27\n",
      "2015-06-02T00:00:00, Leave LUPN - Rank 21.00\n",
      "2015-06-02T00:00:00, Buy ADEL - Rank 7.00 - Close 69.40\n",
      "2015-06-02T00:00:00, Buy PIRA - Rank 19.00 - Close 953.40\n",
      "2015-06-02T00:00:00, SELL EXECUTED, Price: 1799.95, Cost: 26610.00, Comm 67.50\n",
      "2015-06-02T00:00:00, BUY EXECUTED, Price: 69.51, Cost: 27247.92, Comm 68.12\n",
      "2015-06-02T00:00:00, BUY EXECUTED, Price: 947.00, Cost: 26516.00, Comm 66.29\n",
      "2015-06-09T00:00:00, Leave UNSP - Rank 22.00\n",
      "2015-06-09T00:00:00, SELL EXECUTED, Price: 707.99, Cost: 26871.40, Comm 72.57\n",
      "2015-06-16T00:00:00, Leave BFRG - Rank 22.00\n",
      "2015-06-16T00:00:00, Leave ASOK - Rank 23.00\n",
      "2015-06-16T00:00:00, SELL EXECUTED, Price: 546.50, Cost: 26733.00, Comm 57.38\n",
      "2015-06-16T00:00:00, SELL EXECUTED, Price: 65.30, Cost: 18475.60, Comm 93.38\n",
      "2015-06-23T00:00:00, Leave ADEL - Rank 30.00\n",
      "2015-06-23T00:00:00, Buy VOLT - Rank 7.00 - Close 358.50\n",
      "2015-06-23T00:00:00, Buy BRTI - Rank 17.00 - Close 395.09\n",
      "2015-06-23T00:00:00, SELL EXECUTED, Price: 61.97, Cost: 27247.92, Comm 60.73\n",
      "2015-06-23T00:00:00, BUY EXECUTED, Price: 354.00, Cost: 26904.00, Comm 67.26\n",
      "2015-06-23T00:00:00, BUY EXECUTED, Price: 393.85, Cost: 27175.65, Comm 67.94\n",
      "2015-06-30T00:00:00, Leave INDB - Rank 24.00\n",
      "2015-06-30T00:00:00, Buy GLEN - Rank 10.00 - Close 994.15\n",
      "2015-06-30T00:00:00, Buy HPCL - Rank 19.00 - Close 162.03\n",
      "2015-06-30T00:00:00, SELL EXECUTED, Price: 35.40, Cost: 26869.35, Comm 61.68\n",
      "2015-06-30T00:00:00, BUY EXECUTED, Price: 991.00, Cost: 26757.00, Comm 66.89\n",
      "2015-06-30T00:00:00, BUY EXECUTED, Price: 162.22, Cost: 27252.96, Comm 68.13\n",
      "2015-07-07T00:00:00, Buy BPCL - Rank 11.00 - Close 303.38\n",
      "2015-07-07T00:00:00, BUY EXECUTED, Price: 305.21, Cost: 28689.74, Comm 71.72\n",
      "2015-07-14T00:00:00, Leave SIEM - Rank 21.00\n",
      "2015-07-14T00:00:00, Buy JUBI - Rank 18.00 - Close 935.83\n",
      "2015-07-14T00:00:00, SELL EXECUTED, Price: 1470.00, Cost: 26740.00, Comm 73.50\n",
      "2015-07-14T00:00:00, BUY EXECUTED, Price: 937.50, Cost: 28125.00, Comm 70.31\n",
      "2015-07-21T00:00:00, Leave PIIL - Rank 25.00\n",
      "2015-07-21T00:00:00, Buy ORCL - Rank 18.00 - Close 3827.45\n",
      "2015-07-21T00:00:00, SELL EXECUTED, Price: 669.00, Cost: 27713.40, Comm 73.59\n",
      "2015-07-21T00:00:00, BUY EXECUTED, Price: 3870.05, Cost: 27090.35, Comm 67.73\n",
      "2015-07-28T00:00:00, Leave PIRA - Rank 22.00\n",
      "2015-07-28T00:00:00, Buy IOC - Rank 19.00 - Close 111.50\n",
      "2015-07-28T00:00:00, SELL EXECUTED, Price: 918.00, Cost: 26516.00, Comm 64.26\n",
      "2015-07-28T00:00:00, BUY EXECUTED, Price: 115.00, Cost: 30130.00, Comm 75.33\n",
      "2015-08-04T00:00:00, Leave CCRI - Rank 23.00\n",
      "2015-08-04T00:00:00, Buy MRTI - Rank 17.00 - Close 4438.80\n",
      "2015-08-04T00:00:00, SELL EXECUTED, Price: 530.58, Cost: 26303.55, Comm 62.34\n",
      "2015-08-04T00:00:00, BUY EXECUTED, Price: 4449.00, Cost: 26694.00, Comm 66.73\n",
      "2015-08-11T00:00:00, Leave PAGE - Rank 23.00\n",
      "2015-08-11T00:00:00, Leave JUBI - Rank 24.00\n",
      "2015-08-11T00:00:00, Buy BJFS - Rank 19.00 - Close 2005.85\n",
      "2015-08-11T00:00:00, SELL EXECUTED, Price: 14800.00, Cost: 23200.00, Comm 74.00\n",
      "2015-08-11T00:00:00, SELL EXECUTED, Price: 966.00, Cost: 28125.00, Comm 72.45\n",
      "2015-08-11T00:00:00, BUY EXECUTED, Price: 2003.00, Cost: 30045.00, Comm 75.11\n",
      "2015-08-18T00:00:00, Leave BRTI - Rank 25.00\n",
      "2015-08-18T00:00:00, SELL EXECUTED, Price: 361.85, Cost: 27175.65, Comm 62.42\n",
      "2015-08-25T00:00:00, Leave CHLA - Rank 22.00\n",
      "2015-08-25T00:00:00, Leave FOHE - Rank 28.00\n",
      "2015-08-25T00:00:00, Leave VOLT - Rank 30.00\n",
      "2015-08-25T00:00:00, Buy SANO - Rank 18.00 - Close 3991.15\n",
      "2015-08-25T00:00:00, Buy CUMM - Rank 19.00 - Close 1115.10\n",
      "2015-08-25T00:00:00, SELL EXECUTED, Price: 121.00, Cost: 26680.50, Comm 68.06\n",
      "2015-08-25T00:00:00, SELL EXECUTED, Price: 165.15, Cost: 24133.20, Comm 69.36\n",
      "2015-08-25T00:00:00, SELL EXECUTED, Price: 264.50, Cost: 26904.00, Comm 50.26\n",
      "2015-08-25T00:00:00, BUY EXECUTED, Price: 4000.00, Cost: 24000.00, Comm 60.00\n",
      "2015-08-25T00:00:00, BUY EXECUTED, Price: 1051.00, Cost: 25224.00, Comm 63.06\n",
      "2015-09-01T00:00:00, Leave IOC - Rank 21.00\n",
      "2015-09-01T00:00:00, Leave MRCO - Rank 25.00\n",
      "2015-09-01T00:00:00, Buy BAJA - Rank 11.00 - Close 2249.90\n",
      "2015-09-01T00:00:00, Buy MAXI - Rank 16.00 - Close 359.47\n",
      "2015-09-01T00:00:00, Buy ABOT - Rank 18.00 - Close 4702.75\n",
      "2015-09-01T00:00:00, Buy BJAT - Rank 19.00 - Close 1613.65\n",
      "2015-09-01T00:00:00, SELL EXECUTED, Price: 102.54, Cost: 30130.00, Comm 67.16\n",
      "2015-09-01T00:00:00, SELL EXECUTED, Price: 201.90, Cost: 26611.00, Comm 65.62\n",
      "2015-09-01T00:00:00, BUY EXECUTED, Price: 2212.85, Cost: 26554.20, Comm 66.39\n",
      "2015-09-01T00:00:00, BUY EXECUTED, Price: 370.22, Cost: 28877.16, Comm 72.19\n",
      "2015-09-01T00:00:00, BUY EXECUTED, Price: 4799.95, Cost: 28799.70, Comm 72.00\n",
      "2015-09-01T00:00:00, BUY EXECUTED, Price: 1616.05, Cost: 27472.85, Comm 68.68\n",
      "2015-09-08T00:00:00, Buy NITT - Rank 13.00 - Close 430.40\n",
      "2015-09-08T00:00:00, BUY EXECUTED, Price: 437.40, Cost: 27556.20, Comm 68.89\n",
      "2015-09-15T00:00:00, Leave UPLL - Rank 23.00\n",
      "2015-09-15T00:00:00, Leave BPCL - Rank 25.00\n",
      "2015-09-15T00:00:00, Leave BAJA - Rank 26.00\n",
      "2015-09-15T00:00:00, Buy ARBN - Rank 15.00 - Close 698.80\n",
      "2015-09-15T00:00:00, SELL EXECUTED, Price: 336.13, Cost: 26108.83, Comm 59.66\n",
      "2015-09-15T00:00:00, SELL EXECUTED, Price: 287.90, Cost: 28689.74, Comm 67.66\n",
      "2015-09-15T00:00:00, SELL EXECUTED, Price: 2315.00, Cost: 26554.20, Comm 69.45\n",
      "2015-09-15T00:00:00, BUY EXECUTED, Price: 713.05, Cost: 28522.00, Comm 71.30\n",
      "2015-09-22T00:00:00, Leave MAXI - Rank 21.00\n",
      "2015-09-22T00:00:00, Leave ARBN - Rank 22.00\n",
      "2015-09-22T00:00:00, Buy ZEE - Rank 18.00 - Close 389.85\n",
      "2015-09-22T00:00:00, SELL EXECUTED, Price: 385.12, Cost: 28877.16, Comm 75.10\n",
      "2015-09-22T00:00:00, SELL EXECUTED, Price: 719.00, Cost: 28522.00, Comm 71.90\n",
      "2015-09-22T00:00:00, BUY EXECUTED, Price: 403.00, Cost: 28613.00, Comm 71.53\n",
      "2015-09-29T00:00:00, Leave BJFN - Rank 21.00\n",
      "2015-09-29T00:00:00, Buy ARTI - Rank 10.00 - Close 247.68\n",
      "2015-09-29T00:00:00, SELL EXECUTED, Price: 476.02, Cost: 24057.40, Comm 88.06\n",
      "2015-09-29T00:00:00, BUY EXECUTED, Price: 243.73, Cost: 28028.95, Comm 70.07\n",
      "2015-10-13T00:00:00, Leave ORCL - Rank 21.00\n",
      "2015-10-13T00:00:00, Buy GODR - Rank 13.00 - Close 334.50\n",
      "2015-10-13T00:00:00, SELL EXECUTED, Price: 3924.00, Cost: 27090.35, Comm 68.67\n",
      "2015-10-13T00:00:00, BUY EXECUTED, Price: 335.10, Cost: 29153.70, Comm 72.88\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2015-10-20T00:00:00, Leave GLEN - Rank 24.00\n",
      "2015-10-20T00:00:00, SELL EXECUTED, Price: 1042.10, Cost: 26757.00, Comm 70.34\n",
      "2015-10-27T00:00:00, Leave HPCL - Rank 25.00\n",
      "2015-10-27T00:00:00, Buy ESCO - Rank 4.00 - Close 178.90\n",
      "2015-10-27T00:00:00, SELL EXECUTED, Price: 172.00, Cost: 27252.96, Comm 72.24\n",
      "2015-10-27T00:00:00, BUY EXECUTED, Price: 179.25, Cost: 30114.00, Comm 75.28\n",
      "2015-11-03T00:00:00, Buy IGAS - Rank 17.00 - Close 96.82\n",
      "2015-11-03T00:00:00, Buy INFY - Rank 18.00 - Close 568.26\n",
      "2015-11-03T00:00:00, BUY EXECUTED, Price: 97.88, Cost: 31027.96, Comm 77.57\n",
      "2015-11-03T00:00:00, BUY EXECUTED, Price: 562.25, Cost: 30361.50, Comm 75.90\n",
      "2015-11-17T00:00:00, Leave INFY - Rank 22.00\n",
      "2015-11-17T00:00:00, SELL EXECUTED, Price: 535.76, Cost: 30361.50, Comm 72.33\n",
      "2015-11-24T00:00:00, Leave BRIT - Rank 23.00\n",
      "2015-11-24T00:00:00, Leave CUMM - Rank 25.00\n",
      "2015-11-24T00:00:00, Buy TREN - Rank 12.00 - Close 145.50\n",
      "2015-11-24T00:00:00, Buy MBFL - Rank 17.00 - Close 515.50\n",
      "2015-11-24T00:00:00, SELL EXECUTED, Price: 1487.50, Cost: 21622.50, Comm 115.28\n",
      "2015-11-24T00:00:00, SELL EXECUTED, Price: 1011.00, Cost: 25224.00, Comm 60.66\n",
      "2015-11-24T00:00:00, BUY EXECUTED, Price: 142.00, Cost: 29962.00, Comm 74.91\n",
      "2015-11-24T00:00:00, BUY EXECUTED, Price: 505.70, Cost: 29836.30, Comm 74.59\n",
      "2015-12-01T00:00:00, Leave IGAS - Rank 22.00\n",
      "2015-12-01T00:00:00, Leave ZEE - Rank 23.00\n",
      "2015-12-01T00:00:00, Buy SUTV - Rank 17.00 - Close 400.00\n",
      "2015-12-01T00:00:00, SELL EXECUTED, Price: 96.77, Cost: 31027.96, Comm 76.69\n",
      "2015-12-01T00:00:00, SELL EXECUTED, Price: 409.90, Cost: 28613.00, Comm 72.76\n",
      "2015-12-01T00:00:00, BUY EXECUTED, Price: 402.90, Cost: 31023.30, Comm 77.56\n",
      "2015-12-22T00:00:00, Leave BJFS - Rank 21.00\n",
      "2015-12-22T00:00:00, Buy NATP - Rank 16.00 - Close 563.65\n",
      "2015-12-22T00:00:00, SELL EXECUTED, Price: 1945.00, Cost: 30045.00, Comm 72.94\n",
      "2015-12-22T00:00:00, BUY EXECUTED, Price: 563.00, Cost: 30402.00, Comm 76.01\n",
      "2015-12-29T00:00:00, Buy PLNG - Rank 17.00 - Close 124.08\n",
      "2015-12-29T00:00:00, BUY EXECUTED, Price: 121.50, Cost: 30253.50, Comm 75.63\n",
      "2016-01-12T00:00:00, Leave ESCO - Rank 22.00\n",
      "2016-01-12T00:00:00, Leave MRTI - Rank 29.00\n",
      "2016-01-12T00:00:00, Buy TOPO - Rank 10.00 - Close 219.70\n",
      "2016-01-12T00:00:00, Buy JSTL - Rank 18.00 - Close 101.28\n",
      "2016-01-12T00:00:00, SELL EXECUTED, Price: 158.85, Cost: 30114.00, Comm 66.72\n",
      "2016-01-12T00:00:00, SELL EXECUTED, Price: 4310.00, Cost: 26694.00, Comm 64.65\n",
      "2016-01-12T00:00:00, BUY EXECUTED, Price: 225.00, Cost: 31500.00, Comm 78.75\n",
      "2016-01-12T00:00:00, BUY EXECUTED, Price: 102.49, Cost: 31054.47, Comm 77.64\n",
      "2016-02-02T00:00:00, Leave SANO - Rank 63.00\n",
      "2016-02-02T00:00:00, Leave ABOT - Rank 75.00\n",
      "2016-02-02T00:00:00, Leave GODR - Rank 84.00\n",
      "2016-02-02T00:00:00, Leave BJAT - Rank 131.00\n",
      "2016-02-02T00:00:00, Buy IHTL - Rank 9.00 - Close 103.88\n",
      "2016-02-02T00:00:00, Buy TRCE - Rank 10.00 - Close 382.65\n",
      "2016-02-02T00:00:00, Buy ARBN - Rank 12.00 - Close 765.85\n",
      "2016-02-02T00:00:00, Buy BJFN - Rank 13.00 - Close 581.14\n",
      "2016-02-02T00:00:00, Buy IGAS - Rank 15.00 - Close 113.41\n",
      "2016-02-02T00:00:00, Buy GSPT - Rank 16.00 - Close 133.40\n",
      "2016-02-02T00:00:00, SELL EXECUTED, Price: 4316.40, Cost: 24000.00, Comm 64.75\n",
      "2016-02-02T00:00:00, SELL EXECUTED, Price: 5189.65, Cost: 28799.70, Comm 77.84\n",
      "2016-02-02T00:00:00, SELL EXECUTED, Price: 304.80, Cost: 29153.70, Comm 66.29\n",
      "2016-02-02T00:00:00, SELL EXECUTED, Price: 1473.30, Cost: 27472.85, Comm 62.62\n",
      "2016-02-02T00:00:00, BUY EXECUTED, Price: 103.13, Cost: 29288.92, Comm 73.22\n",
      "2016-02-02T00:00:00, BUY EXECUTED, Price: 383.20, Cost: 29506.40, Comm 73.77\n",
      "2016-02-02T00:00:00, BUY EXECUTED, Price: 807.00, Cost: 30666.00, Comm 76.67\n",
      "2016-02-02T00:00:00, BUY EXECUTED, Price: 603.70, Cost: 30185.00, Comm 75.46\n",
      "2016-02-02T00:00:00, BUY EXECUTED, Price: 112.92, Cost: 29359.20, Comm 73.40\n",
      "2016-02-02T00:00:00, BUY EXECUTED, Price: 136.00, Cost: 30056.00, Comm 75.14\n",
      "2016-02-09T00:00:00, Leave MBFL - Rank 21.00\n",
      "2016-02-09T00:00:00, Leave NITT - Rank 24.00\n",
      "2016-02-09T00:00:00, Leave ARBN - Rank 35.00\n",
      "2016-02-09T00:00:00, Leave SUTV - Rank 55.00\n",
      "2016-02-09T00:00:00, Leave ARTI - Rank 58.00\n",
      "2016-02-09T00:00:00, Buy PROC - Rank 19.00 - Close 5900.30\n",
      "2016-02-09T00:00:00, SELL EXECUTED, Price: 443.10, Cost: 29836.30, Comm 65.36\n",
      "2016-02-09T00:00:00, SELL EXECUTED, Price: 540.00, Cost: 27556.20, Comm 85.05\n",
      "2016-02-09T00:00:00, SELL EXECUTED, Price: 738.00, Cost: 30666.00, Comm 70.11\n",
      "2016-02-09T00:00:00, SELL EXECUTED, Price: 347.55, Cost: 31023.30, Comm 66.90\n",
      "2016-02-09T00:00:00, SELL EXECUTED, Price: 233.22, Cost: 28028.95, Comm 67.05\n",
      "2016-02-09T00:00:00, BUY EXECUTED, Price: 5840.00, Cost: 23360.00, Comm 58.40\n",
      "2016-02-16T00:00:00, Leave PROC - Rank 23.00\n",
      "2016-02-16T00:00:00, Buy RELI - Rank 13.00 - Close 460.91\n",
      "2016-02-16T00:00:00, Buy TCS - Rank 19.00 - Close 1110.63\n",
      "2016-02-16T00:00:00, SELL EXECUTED, Price: 5871.80, Cost: 23360.00, Comm 58.72\n",
      "2016-02-16T00:00:00, BUY EXECUTED, Price: 471.08, Cost: 29206.96, Comm 73.02\n",
      "2016-02-16T00:00:00, BUY EXECUTED, Price: 1110.85, Cost: 27771.25, Comm 69.43\n",
      "2016-02-23T00:00:00, Leave TCS - Rank 21.00\n",
      "2016-02-23T00:00:00, Leave NATP - Rank 60.00\n",
      "2016-02-23T00:00:00, Buy BRGR - Rank 9.00 - Close 171.04\n",
      "2016-02-23T00:00:00, Buy GAIL - Rank 13.00 - Close 89.16\n",
      "2016-02-23T00:00:00, Buy HZNC - Rank 18.00 - Close 130.75\n",
      "2016-02-23T00:00:00, SELL EXECUTED, Price: 1132.55, Cost: 27771.25, Comm 70.78\n",
      "2016-02-23T00:00:00, SELL EXECUTED, Price: 478.10, Cost: 30402.00, Comm 64.54\n",
      "2016-02-23T00:00:00, BUY EXECUTED, Price: 169.93, Cost: 28378.31, Comm 70.95\n",
      "2016-02-23T00:00:00, BUY EXECUTED, Price: 90.48, Cost: 28953.60, Comm 72.38\n",
      "2016-02-23T00:00:00, BUY EXECUTED, Price: 131.27, Cost: 28616.86, Comm 71.54\n",
      "2016-03-08T00:00:00, Leave NAFL - Rank 44.00\n",
      "2016-03-08T00:00:00, SELL EXECUTED, Price: 279.16, Cost: 26860.50, Comm 104.69\n",
      "2016-03-15T00:00:00, Leave GAIL - Rank 31.00\n",
      "2016-03-15T00:00:00, Buy BLKI - Rank 17.00 - Close 299.70\n",
      "2016-03-15T00:00:00, SELL EXECUTED, Price: 96.08, Cost: 28953.60, Comm 76.86\n",
      "2016-03-15T00:00:00, BUY EXECUTED, Price: 300.70, Cost: 28566.50, Comm 71.42\n",
      "2016-03-22T00:00:00, Leave GSPT - Rank 29.00\n",
      "2016-03-22T00:00:00, Leave IHTL - Rank 34.00\n",
      "2016-03-22T00:00:00, Leave BRGR - Rank 39.00\n",
      "2016-03-22T00:00:00, Leave TREN - Rank 68.00\n",
      "2016-03-22T00:00:00, Buy MNFL - Rank 0.00 - Close 34.95\n",
      "2016-03-22T00:00:00, Buy TISC - Rank 13.00 - Close 279.81\n",
      "2016-03-22T00:00:00, SELL EXECUTED, Price: 138.60, Cost: 30056.00, Comm 76.58\n",
      "2016-03-22T00:00:00, SELL EXECUTED, Price: 91.58, Cost: 29288.92, Comm 65.02\n",
      "2016-03-22T00:00:00, SELL EXECUTED, Price: 165.36, Cost: 28378.31, Comm 69.04\n",
      "2016-03-22T00:00:00, SELL EXECUTED, Price: 155.90, Cost: 29962.00, Comm 82.24\n",
      "2016-03-22T00:00:00, BUY EXECUTED, Price: 36.40, Cost: 30139.20, Comm 75.35\n",
      "2016-03-22T00:00:00, BUY EXECUTED, Price: 273.76, Cost: 28197.28, Comm 70.49\n",
      "2016-03-29T00:00:00, Leave REXP - Rank 69.00\n",
      "2016-03-29T00:00:00, Buy CAST - Rank 18.00 - Close 185.00\n",
      "2016-03-29T00:00:00, SELL EXECUTED, Price: 595.05, Cost: 26493.60, Comm 169.59\n",
      "2016-03-29T00:00:00, BUY EXECUTED, Price: 182.11, Cost: 27862.83, Comm 69.66\n",
      "2016-04-05T00:00:00, Buy CHLA - Rank 11.00 - Close 147.99\n",
      "2016-04-05T00:00:00, Buy TVSM - Rank 13.00 - Close 314.25\n",
      "2016-04-05T00:00:00, Buy NEST - Rank 14.00 - Close 5738.95\n",
      "2016-04-05T00:00:00, BUY EXECUTED, Price: 149.60, Cost: 29321.60, Comm 73.30\n",
      "2016-04-05T00:00:00, BUY EXECUTED, Price: 323.00, Cost: 29716.00, Comm 74.29\n",
      "2016-04-05T00:00:00, BUY EXECUTED, Price: 5632.00, Cost: 28160.00, Comm 70.40\n",
      "2016-04-12T00:00:00, Leave NEST - Rank 23.00\n",
      "2016-04-12T00:00:00, Leave BLKI - Rank 24.00\n",
      "2016-04-12T00:00:00, Buy HVEL - Rank 11.00 - Close 339.00\n",
      "2016-04-12T00:00:00, Buy COAL - Rank 15.00 - Close 274.40\n",
      "2016-04-12T00:00:00, SELL EXECUTED, Price: 6099.00, Cost: 28160.00, Comm 76.24\n",
      "2016-04-12T00:00:00, SELL EXECUTED, Price: 307.65, Cost: 28566.50, Comm 73.07\n",
      "2016-04-12T00:00:00, BUY EXECUTED, Price: 347.00, Cost: 29842.00, Comm 74.61\n",
      "2016-04-12T00:00:00, BUY EXECUTED, Price: 280.45, Cost: 30008.15, Comm 75.02\n",
      "2016-04-26T00:00:00, Buy MRCO - Rank 3.00 - Close 251.55\n",
      "2016-04-26T00:00:00, BUY EXECUTED, Price: 254.00, Cost: 30226.00, Comm 75.56\n",
      "2016-05-03T00:00:00, Leave COAL - Rank 21.00\n",
      "2016-05-03T00:00:00, Leave TVSM - Rank 26.00\n",
      "2016-05-03T00:00:00, Leave RELI - Rank 30.00\n",
      "2016-05-03T00:00:00, SELL EXECUTED, Price: 289.00, Cost: 30008.15, Comm 77.31\n",
      "2016-05-03T00:00:00, SELL EXECUTED, Price: 323.00, Cost: 29716.00, Comm 74.29\n",
      "2016-05-03T00:00:00, SELL EXECUTED, Price: 489.36, Cost: 29206.96, Comm 75.85\n",
      "2016-05-10T00:00:00, Leave CAST - Rank 25.00\n",
      "2016-05-10T00:00:00, Buy BION - Rank 17.00 - Close 103.10\n",
      "2016-05-10T00:00:00, Buy PROC - Rank 18.00 - Close 6370.65\n",
      "2016-05-10T00:00:00, SELL EXECUTED, Price: 209.16, Cost: 27862.83, Comm 80.00\n",
      "2016-05-10T00:00:00, BUY EXECUTED, Price: 102.29, Cost: 30277.84, Comm 75.69\n",
      "2016-05-10T00:00:00, BUY EXECUTED, Price: 6305.05, Cost: 25220.20, Comm 63.05\n",
      "2016-05-17T00:00:00, Buy SRTR - Rank 16.00 - Close 1098.80\n",
      "2016-05-17T00:00:00, BUY EXECUTED, Price: 1072.10, Cost: 30018.80, Comm 75.05\n",
      "2016-05-24T00:00:00, Leave HVEL - Rank 22.00\n",
      "2016-05-24T00:00:00, Leave PLNG - Rank 25.00\n",
      "2016-05-24T00:00:00, Buy UPLL - Rank 13.00 - Close 378.83\n",
      "2016-05-24T00:00:00, SELL EXECUTED, Price: 368.35, Cost: 29842.00, Comm 79.20\n",
      "2016-05-24T00:00:00, SELL EXECUTED, Price: 129.10, Cost: 30253.50, Comm 80.36\n",
      "2016-05-24T00:00:00, BUY EXECUTED, Price: 381.20, Cost: 30877.20, Comm 77.19\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2016-05-31T00:00:00, Leave IGAS - Rank 22.00\n",
      "2016-05-31T00:00:00, Leave TOPO - Rank 40.00\n",
      "2016-05-31T00:00:00, Buy PIRA - Rank 12.00 - Close 1437.33\n",
      "2016-05-31T00:00:00, Buy PIDI - Rank 14.00 - Close 706.25\n",
      "2016-05-31T00:00:00, SELL EXECUTED, Price: 113.80, Cost: 29359.20, Comm 73.97\n",
      "2016-05-31T00:00:00, SELL EXECUTED, Price: 183.45, Cost: 31500.00, Comm 64.21\n",
      "2016-05-31T00:00:00, BUY EXECUTED, Price: 1388.86, Cost: 29166.06, Comm 72.92\n",
      "2016-05-31T00:00:00, BUY EXECUTED, Price: 693.10, Cost: 30496.40, Comm 76.24\n",
      "2016-06-07T00:00:00, Buy MMFS - Rank 19.00 - Close 330.50\n",
      "2016-06-07T00:00:00, BUY EXECUTED, Price: 329.70, Cost: 31651.20, Comm 79.13\n",
      "2016-06-14T00:00:00, Buy CORF - Rank 14.00 - Close 255.30\n",
      "2016-06-14T00:00:00, Buy HROM - Rank 18.00 - Close 3005.80\n",
      "2016-06-14T00:00:00, Buy HALC - Rank 19.00 - Close 115.60\n",
      "2016-06-14T00:00:00, BUY EXECUTED, Price: 260.00, Cost: 31980.00, Comm 79.95\n",
      "2016-06-14T00:00:00, BUY EXECUTED, Price: 3040.00, Cost: 30400.00, Comm 76.00\n",
      "2016-06-14T00:00:00, BUY EXECUTED, Price: 114.95, Cost: 31381.35, Comm 78.45\n",
      "2016-06-21T00:00:00, Leave MRCO - Rank 21.00\n",
      "2016-06-21T00:00:00, Leave PROC - Rank 28.00\n",
      "2016-06-21T00:00:00, Buy VGUA - Rank 16.00 - Close 97.88\n",
      "2016-06-21T00:00:00, Buy GRAS - Rank 19.00 - Close 705.05\n",
      "2016-06-21T00:00:00, SELL EXECUTED, Price: 255.00, Cost: 30226.00, Comm 75.86\n",
      "2016-06-21T00:00:00, SELL EXECUTED, Price: 6298.90, Cost: 25220.20, Comm 62.99\n",
      "2016-06-21T00:00:00, BUY EXECUTED, Price: 98.46, Cost: 31802.58, Comm 79.51\n",
      "2016-06-21T00:00:00, BUY EXECUTED, Price: 708.37, Cost: 31168.28, Comm 77.92\n",
      "2016-06-28T00:00:00, Leave PIDI - Rank 22.00\n",
      "2016-06-28T00:00:00, Leave HROM - Rank 24.00\n",
      "2016-06-28T00:00:00, Buy EDEL - Rank 18.00 - Close 76.85\n",
      "2016-06-28T00:00:00, SELL EXECUTED, Price: 707.55, Cost: 30496.40, Comm 77.83\n",
      "2016-06-28T00:00:00, SELL EXECUTED, Price: 3065.10, Cost: 30400.00, Comm 76.63\n",
      "2016-06-28T00:00:00, BUY EXECUTED, Price: 73.50, Cost: 30576.00, Comm 76.44\n",
      "2016-07-05T00:00:00, Buy CTBK - Rank 16.00 - Close 113.36\n",
      "2016-07-05T00:00:00, BUY EXECUTED, Price: 108.59, Cost: 32142.64, Comm 80.36\n",
      "2016-07-12T00:00:00, Leave GRAS - Rank 21.00\n",
      "2016-07-12T00:00:00, Leave TISC - Rank 27.00\n",
      "2016-07-12T00:00:00, Buy SHCM - Rank 12.00 - Close 16032.15\n",
      "2016-07-12T00:00:00, Buy DLF - Rank 13.00 - Close 161.00\n",
      "2016-07-12T00:00:00, Buy ESCO - Rank 15.00 - Close 226.35\n",
      "2016-07-12T00:00:00, SELL EXECUTED, Price: 747.86, Cost: 31168.28, Comm 82.26\n",
      "2016-07-12T00:00:00, SELL EXECUTED, Price: 298.01, Cost: 28197.28, Comm 76.74\n",
      "2016-07-12T00:00:00, BUY EXECUTED, Price: 15966.15, Cost: 31932.30, Comm 79.83\n",
      "2016-07-12T00:00:00, BUY EXECUTED, Price: 158.00, Cost: 33180.00, Comm 82.95\n",
      "2016-07-12T00:00:00, BUY EXECUTED, Price: 220.85, Cost: 33127.50, Comm 82.82\n",
      "2016-07-19T00:00:00, Leave BJFN - Rank 22.00\n",
      "2016-07-19T00:00:00, Leave HZNC - Rank 25.00\n",
      "2016-07-19T00:00:00, Buy AXBK - Rank 17.00 - Close 565.45\n",
      "2016-07-19T00:00:00, SELL EXECUTED, Price: 880.99, Cost: 30185.00, Comm 110.12\n",
      "2016-07-19T00:00:00, SELL EXECUTED, Price: 174.80, Cost: 28616.86, Comm 95.27\n",
      "2016-07-19T00:00:00, BUY EXECUTED, Price: 570.70, Cost: 33671.30, Comm 84.18\n",
      "2016-07-26T00:00:00, Leave UPLL - Rank 22.00\n",
      "2016-07-26T00:00:00, Buy WHIR - Rank 18.00 - Close 844.40\n",
      "2016-07-26T00:00:00, SELL EXECUTED, Price: 386.27, Cost: 30877.20, Comm 78.22\n",
      "2016-07-26T00:00:00, BUY EXECUTED, Price: 856.90, Cost: 35132.90, Comm 87.83\n",
      "2016-08-02T00:00:00, Leave WHIR - Rank 25.00\n",
      "2016-08-02T00:00:00, Buy HPCL - Rank 16.00 - Close 276.07\n",
      "2016-08-02T00:00:00, Buy MAXI - Rank 17.00 - Close 532.55\n",
      "2016-08-02T00:00:00, SELL EXECUTED, Price: 853.40, Cost: 35132.90, Comm 87.47\n",
      "2016-08-02T00:00:00, BUY EXECUTED, Price: 284.32, Cost: 37245.92, Comm 93.11\n",
      "2016-08-02T00:00:00, BUY EXECUTED, Price: 560.00, Cost: 38080.00, Comm 95.20\n",
      "2016-08-09T00:00:00, Leave AXBK - Rank 22.00\n",
      "2016-08-09T00:00:00, Buy NAFL - Rank 17.00 - Close 466.83\n",
      "2016-08-09T00:00:00, SELL EXECUTED, Price: 570.50, Cost: 33671.30, Comm 84.15\n",
      "2016-08-09T00:00:00, BUY EXECUTED, Price: 473.98, Cost: 37444.42, Comm 93.61\n",
      "2016-08-16T00:00:00, Leave JSTL - Rank 21.00\n",
      "2016-08-16T00:00:00, Leave CORF - Rank 22.00\n",
      "2016-08-16T00:00:00, Buy BJFN - Rank 18.00 - Close 1020.36\n",
      "2016-08-16T00:00:00, Buy BJFS - Rank 19.00 - Close 2750.20\n",
      "2016-08-16T00:00:00, SELL EXECUTED, Price: 173.19, Cost: 31054.47, Comm 131.19\n",
      "2016-08-16T00:00:00, SELL EXECUTED, Price: 256.10, Cost: 31980.00, Comm 78.75\n",
      "2016-08-16T00:00:00, BUY EXECUTED, Price: 1016.01, Cost: 35560.35, Comm 88.90\n",
      "2016-08-16T00:00:00, BUY EXECUTED, Price: 2780.80, Cost: 36150.40, Comm 90.38\n",
      "2016-08-23T00:00:00, Leave MMFS - Rank 22.00\n",
      "2016-08-23T00:00:00, SELL EXECUTED, Price: 334.80, Cost: 31651.20, Comm 80.35\n",
      "2016-08-30T00:00:00, Leave SRTR - Rank 22.00\n",
      "2016-08-30T00:00:00, SELL EXECUTED, Price: 1262.55, Cost: 30018.80, Comm 88.38\n",
      "2016-09-06T00:00:00, Leave TRCE - Rank 24.00\n",
      "2016-09-06T00:00:00, Buy BRGR - Rank 18.00 - Close 261.75\n",
      "2016-09-06T00:00:00, SELL EXECUTED, Price: 558.00, Cost: 29506.40, Comm 107.42\n",
      "2016-09-06T00:00:00, BUY EXECUTED, Price: 263.00, Cost: 38398.00, Comm 96.00\n",
      "2016-09-20T00:00:00, Leave DLF - Rank 28.00\n",
      "2016-09-20T00:00:00, Leave NAFL - Rank 34.00\n",
      "2016-09-20T00:00:00, Buy PNBK - Rank 12.00 - Close 137.50\n",
      "2016-09-20T00:00:00, Buy FED - Rank 13.00 - Close 71.90\n",
      "2016-09-20T00:00:00, Buy CNBK - Rank 18.00 - Close 295.74\n",
      "2016-09-20T00:00:00, SELL EXECUTED, Price: 152.65, Cost: 33180.00, Comm 80.14\n",
      "2016-09-20T00:00:00, SELL EXECUTED, Price: 476.57, Cost: 37444.42, Comm 94.12\n",
      "2016-09-20T00:00:00, BUY EXECUTED, Price: 138.40, Cost: 38752.00, Comm 96.88\n",
      "2016-09-20T00:00:00, BUY EXECUTED, Price: 74.10, Cost: 39643.50, Comm 99.11\n",
      "2016-09-20T00:00:00, BUY EXECUTED, Price: 298.61, Cost: 38819.30, Comm 97.05\n",
      "2016-09-27T00:00:00, Buy MRTI - Rank 18.00 - Close 5511.40\n",
      "2016-09-27T00:00:00, BUY EXECUTED, Price: 5598.95, Cost: 39192.65, Comm 97.98\n",
      "2016-10-04T00:00:00, Leave SHCM - Rank 21.00\n",
      "2016-10-04T00:00:00, Leave CHLA - Rank 25.00\n",
      "2016-10-04T00:00:00, Buy NATP - Rank 16.00 - Close 607.70\n",
      "2016-10-04T00:00:00, Buy RECM - Rank 17.00 - Close 129.35\n",
      "2016-10-04T00:00:00, SELL EXECUTED, Price: 17900.00, Cost: 31932.30, Comm 89.50\n",
      "2016-10-04T00:00:00, SELL EXECUTED, Price: 236.60, Cost: 29321.60, Comm 115.93\n",
      "2016-10-04T00:00:00, BUY EXECUTED, Price: 600.20, Cost: 39013.00, Comm 97.53\n",
      "2016-10-04T00:00:00, BUY EXECUTED, Price: 124.50, Cost: 38470.50, Comm 96.18\n",
      "2016-10-18T00:00:00, Leave BRGR - Rank 21.00\n",
      "2016-10-18T00:00:00, Leave NATP - Rank 36.00\n",
      "2016-10-18T00:00:00, Buy IOC - Rank 16.00 - Close 160.85\n",
      "2016-10-18T00:00:00, SELL EXECUTED, Price: 266.90, Cost: 38398.00, Comm 97.42\n",
      "2016-10-18T00:00:00, SELL EXECUTED, Price: 600.30, Cost: 39013.00, Comm 97.55\n",
      "2016-10-18T00:00:00, BUY EXECUTED, Price: 161.50, Cost: 39729.00, Comm 99.32\n",
      "2016-10-25T00:00:00, Leave MAXI - Rank 23.00\n",
      "2016-10-25T00:00:00, Buy BBRM - Rank 17.00 - Close 626.25\n",
      "2016-10-25T00:00:00, Buy HZNC - Rank 18.00 - Close 233.17\n",
      "2016-10-25T00:00:00, Buy IGAS - Rank 19.00 - Close 173.03\n",
      "2016-10-25T00:00:00, Order Canceled/Margin/Rejected\n",
      "2016-10-25T00:00:00, SELL EXECUTED, Price: 555.00, Cost: 38080.00, Comm 94.35\n",
      "2016-10-25T00:00:00, BUY EXECUTED, Price: 628.05, Cost: 40823.25, Comm 102.06\n",
      "2016-10-25T00:00:00, BUY EXECUTED, Price: 232.57, Cost: 40467.18, Comm 101.17\n",
      "2016-11-01T00:00:00, Leave PIRA - Rank 21.00\n",
      "2016-11-01T00:00:00, Leave CTBK - Rank 23.00\n",
      "2016-11-01T00:00:00, Buy IGAS - Rank 18.00 - Close 173.87\n",
      "2016-11-01T00:00:00, Buy WHIR - Rank 19.00 - Close 1145.30\n",
      "2016-11-01T00:00:00, SELL EXECUTED, Price: 1790.06, Cost: 29166.06, Comm 93.98\n",
      "2016-11-01T00:00:00, SELL EXECUTED, Price: 135.55, Cost: 32142.64, Comm 100.31\n",
      "2016-11-01T00:00:00, BUY EXECUTED, Price: 171.37, Cost: 40443.32, Comm 101.11\n",
      "2016-11-01T00:00:00, BUY EXECUTED, Price: 1173.90, Cost: 41086.50, Comm 102.72\n",
      "2016-11-08T00:00:00, Leave BION - Rank 21.00\n",
      "2016-11-08T00:00:00, Leave BJFN - Rank 23.00\n",
      "2016-11-08T00:00:00, Buy BLKI - Rank 14.00 - Close 507.15\n",
      "2016-11-08T00:00:00, Buy APSE - Rank 15.00 - Close 289.85\n",
      "2016-11-08T00:00:00, Buy MRF - Rank 19.00 - Close 52046.70\n",
      "2016-11-08T00:00:00, SELL EXECUTED, Price: 151.00, Cost: 30277.84, Comm 111.74\n",
      "2016-11-08T00:00:00, SELL EXECUTED, Price: 996.70, Cost: 35560.35, Comm 87.21\n",
      "2016-11-08T00:00:00, BUY EXECUTED, Price: 506.45, Cost: 38996.65, Comm 97.49\n",
      "2016-11-08T00:00:00, BUY EXECUTED, Price: 295.70, Cost: 40215.20, Comm 100.54\n",
      "2016-11-15T00:00:00, Leave WHIR - Rank 21.00\n",
      "2016-11-15T00:00:00, Buy PWFC - Rank 19.00 - Close 116.10\n",
      "2016-11-15T00:00:00, Order Canceled/Margin/Rejected\n",
      "2016-11-15T00:00:00, SELL EXECUTED, Price: 949.00, Cost: 41086.50, Comm 83.04\n",
      "2016-11-22T00:00:00, Leave MRTI - Rank 23.00\n",
      "2016-11-22T00:00:00, Buy ARTI - Rank 15.00 - Close 331.15\n",
      "2016-11-22T00:00:00, Buy SUTV - Rank 18.00 - Close 451.40\n",
      "2016-11-22T00:00:00, SELL EXECUTED, Price: 4830.00, Cost: 39192.65, Comm 84.53\n",
      "2016-11-22T00:00:00, BUY EXECUTED, Price: 328.47, Cost: 34160.88, Comm 85.40\n",
      "2016-11-22T00:00:00, BUY EXECUTED, Price: 446.95, Cost: 33968.20, Comm 84.92\n",
      "2016-11-29T00:00:00, Leave FED - Rank 21.00\n",
      "2016-11-29T00:00:00, Leave SUTV - Rank 22.00\n",
      "2016-11-29T00:00:00, Leave EDEL - Rank 24.00\n",
      "2016-11-29T00:00:00, Leave MNFL - Rank 25.00\n",
      "2016-11-29T00:00:00, Buy MRF - Rank 2.00 - Close 49118.95\n",
      "2016-11-29T00:00:00, Buy BJAT - Rank 18.00 - Close 2103.30\n",
      "2016-11-29T00:00:00, SELL EXECUTED, Price: 70.45, Cost: 39643.50, Comm 94.23\n",
      "2016-11-29T00:00:00, SELL EXECUTED, Price: 464.70, Cost: 33968.20, Comm 88.29\n",
      "2016-11-29T00:00:00, SELL EXECUTED, Price: 100.40, Cost: 30576.00, Comm 104.42\n",
      "2016-11-29T00:00:00, SELL EXECUTED, Price: 72.80, Cost: 30139.20, Comm 150.70\n",
      "2016-11-29T00:00:00, BUY EXECUTED, Price: 2079.95, Cost: 35359.15, Comm 88.40\n",
      "2016-12-13T00:00:00, Leave VGUA - Rank 23.00\n",
      "2016-12-13T00:00:00, Leave BBRM - Rank 30.00\n",
      "2016-12-13T00:00:00, Buy ONGC - Rank 8.00 - Close 208.00\n",
      "2016-12-13T00:00:00, Buy TVSM - Rank 19.00 - Close 382.20\n",
      "2016-12-13T00:00:00, SELL EXECUTED, Price: 121.43, Cost: 31802.58, Comm 98.05\n",
      "2016-12-13T00:00:00, SELL EXECUTED, Price: 508.00, Cost: 40823.25, Comm 82.55\n",
      "2016-12-13T00:00:00, BUY EXECUTED, Price: 209.30, Cost: 37046.10, Comm 92.62\n",
      "2016-12-13T00:00:00, BUY EXECUTED, Price: 368.15, Cost: 35342.40, Comm 88.36\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2016-12-20T00:00:00, Leave BJFS - Rank 23.00\n",
      "2016-12-20T00:00:00, Leave PNBK - Rank 34.00\n",
      "2016-12-20T00:00:00, SELL EXECUTED, Price: 2746.95, Cost: 36150.40, Comm 89.28\n",
      "2016-12-20T00:00:00, SELL EXECUTED, Price: 124.90, Cost: 38752.00, Comm 87.43\n",
      "2016-12-27T00:00:00, Leave ESCO - Rank 27.00\n",
      "2016-12-27T00:00:00, SELL EXECUTED, Price: 281.00, Cost: 33127.50, Comm 105.38\n",
      "2017-01-03T00:00:00, Leave CNBK - Rank 22.00\n",
      "2017-01-03T00:00:00, Leave BJAT - Rank 28.00\n",
      "2017-01-03T00:00:00, Buy PWFC - Rank 15.00 - Close 125.20\n",
      "2017-01-03T00:00:00, SELL EXECUTED, Price: 254.54, Cost: 38819.30, Comm 82.73\n",
      "2017-01-03T00:00:00, SELL EXECUTED, Price: 1825.00, Cost: 35359.15, Comm 77.56\n",
      "2017-01-03T00:00:00, BUY EXECUTED, Price: 124.00, Cost: 34968.00, Comm 87.42\n",
      "2017-01-17T00:00:00, Buy NMDC - Rank 5.00 - Close 143.10\n",
      "2017-01-17T00:00:00, Buy NALU - Rank 6.00 - Close 68.85\n",
      "2017-01-17T00:00:00, BUY EXECUTED, Price: 144.40, Cost: 37110.80, Comm 92.78\n",
      "2017-01-17T00:00:00, BUY EXECUTED, Price: 70.35, Cost: 37637.25, Comm 94.09\n",
      "2017-01-24T00:00:00, Leave APSE - Rank 23.00\n",
      "2017-01-24T00:00:00, Buy TISC - Rank 15.00 - Close 419.31\n",
      "2017-01-24T00:00:00, SELL EXECUTED, Price: 287.00, Cost: 40215.20, Comm 97.58\n",
      "2017-01-24T00:00:00, BUY EXECUTED, Price: 417.27, Cost: 36719.76, Comm 91.80\n",
      "2017-01-31T00:00:00, Buy GAIL - Rank 9.00 - Close 131.67\n",
      "2017-01-31T00:00:00, Buy SAIL - Rank 17.00 - Close 63.55\n",
      "2017-01-31T00:00:00, BUY EXECUTED, Price: 135.28, Cost: 38825.36, Comm 97.06\n",
      "2017-01-31T00:00:00, BUY EXECUTED, Price: 64.10, Cost: 38203.60, Comm 95.51\n",
      "2017-02-07T00:00:00, Buy CORF - Rank 19.00 - Close 336.60\n",
      "2017-02-07T00:00:00, BUY EXECUTED, Price: 333.80, Cost: 38053.20, Comm 95.13\n",
      "2017-02-21T00:00:00, Leave PWFC - Rank 24.00\n",
      "2017-02-21T00:00:00, Buy PGRD - Rank 18.00 - Close 206.15\n",
      "2017-02-21T00:00:00, SELL EXECUTED, Price: 134.40, Cost: 34968.00, Comm 94.75\n",
      "2017-02-21T00:00:00, BUY EXECUTED, Price: 206.45, Cost: 38193.25, Comm 95.48\n",
      "2017-02-28T00:00:00, Leave TVSM - Rank 22.00\n",
      "2017-02-28T00:00:00, Buy ADEL - Rank 14.00 - Close 62.29\n",
      "2017-02-28T00:00:00, SELL EXECUTED, Price: 438.40, Cost: 35342.40, Comm 105.22\n",
      "2017-02-28T00:00:00, BUY EXECUTED, Price: 60.71, Cost: 37458.07, Comm 93.65\n",
      "2017-03-07T00:00:00, Buy CESC - Rank 17.00 - Close 637.17\n",
      "2017-03-07T00:00:00, Buy SUTV - Rank 19.00 - Close 743.30\n",
      "2017-03-07T00:00:00, BUY EXECUTED, Price: 650.02, Cost: 39651.22, Comm 99.13\n",
      "2017-03-07T00:00:00, BUY EXECUTED, Price: 734.05, Cost: 38170.60, Comm 95.43\n",
      "2017-03-14T00:00:00, Leave ONGC - Rank 21.00\n",
      "2017-03-14T00:00:00, Leave ARTI - Rank 26.00\n",
      "2017-03-14T00:00:00, SELL EXECUTED, Price: 194.60, Cost: 37046.10, Comm 86.11\n",
      "2017-03-14T00:00:00, SELL EXECUTED, Price: 373.53, Cost: 34160.88, Comm 97.12\n",
      "2017-03-21T00:00:00, Buy NATP - Rank 16.00 - Close 793.65\n",
      "2017-03-21T00:00:00, Buy JNSP - Rank 17.00 - Close 127.80\n",
      "2017-03-21T00:00:00, BUY EXECUTED, Price: 811.00, Cost: 39739.00, Comm 99.35\n",
      "2017-03-21T00:00:00, BUY EXECUTED, Price: 129.25, Cost: 39679.75, Comm 99.20\n",
      "2017-03-28T00:00:00, Leave PGRD - Rank 23.00\n",
      "2017-03-28T00:00:00, SELL EXECUTED, Price: 194.65, Cost: 38193.25, Comm 90.03\n",
      "2017-04-11T00:00:00, Leave HALC - Rank 23.00\n",
      "2017-04-11T00:00:00, Leave HPCL - Rank 26.00\n",
      "2017-04-11T00:00:00, Leave NMDC - Rank 44.00\n",
      "2017-04-11T00:00:00, Buy INDB - Rank 1.00 - Close 77.82\n",
      "2017-04-11T00:00:00, Buy TOPO - Rank 10.00 - Close 222.15\n",
      "2017-04-11T00:00:00, Buy TREN - Rank 15.00 - Close 269.35\n",
      "2017-04-11T00:00:00, SELL EXECUTED, Price: 195.10, Cost: 31381.35, Comm 133.16\n",
      "2017-04-11T00:00:00, SELL EXECUTED, Price: 362.67, Cost: 37245.92, Comm 118.77\n",
      "2017-04-11T00:00:00, SELL EXECUTED, Price: 134.50, Cost: 37110.80, Comm 86.42\n",
      "2017-04-11T00:00:00, BUY EXECUTED, Price: 76.27, Cost: 39431.59, Comm 98.58\n",
      "2017-04-11T00:00:00, BUY EXECUTED, Price: 222.55, Cost: 40281.55, Comm 100.70\n",
      "2017-04-11T00:00:00, BUY EXECUTED, Price: 271.55, Cost: 40460.95, Comm 101.15\n",
      "2017-04-18T00:00:00, Leave GAIL - Rank 22.00\n",
      "2017-04-18T00:00:00, Leave TISC - Rank 25.00\n",
      "2017-04-18T00:00:00, Leave CORF - Rank 26.00\n",
      "2017-04-18T00:00:00, Buy ESCO - Rank 7.00 - Close 541.55\n",
      "2017-04-18T00:00:00, Buy BAJE - Rank 13.00 - Close 156.27\n",
      "2017-04-18T00:00:00, Buy BBRM - Rank 16.00 - Close 881.45\n",
      "2017-04-18T00:00:00, Buy GMRI - Rank 18.00 - Close 15.75\n",
      "2017-04-18T00:00:00, SELL EXECUTED, Price: 149.51, Cost: 38825.36, Comm 107.27\n",
      "2017-04-18T00:00:00, SELL EXECUTED, Price: 421.88, Cost: 36719.76, Comm 92.81\n",
      "2017-04-18T00:00:00, SELL EXECUTED, Price: 338.00, Cost: 38053.20, Comm 96.33\n",
      "2017-04-18T00:00:00, BUY EXECUTED, Price: 555.00, Cost: 41625.00, Comm 104.06\n",
      "2017-04-18T00:00:00, BUY EXECUTED, Price: 156.64, Cost: 40883.04, Comm 102.21\n",
      "2017-04-18T00:00:00, BUY EXECUTED, Price: 894.00, Cost: 41124.00, Comm 102.81\n",
      "2017-04-18T00:00:00, BUY EXECUTED, Price: 16.10, Cost: 41779.50, Comm 104.45\n",
      "2017-04-25T00:00:00, Leave BAJE - Rank 21.00\n",
      "2017-04-25T00:00:00, Leave SAIL - Rank 27.00\n",
      "2017-04-25T00:00:00, Leave HZNC - Rank 34.00\n",
      "2017-04-25T00:00:00, Buy EDEL - Rank 8.00 - Close 179.10\n",
      "2017-04-25T00:00:00, Buy TITN - Rank 10.00 - Close 483.65\n",
      "2017-04-25T00:00:00, Buy BJFS - Rank 15.00 - Close 4524.35\n",
      "2017-04-25T00:00:00, SELL EXECUTED, Price: 166.09, Cost: 40883.04, Comm 108.37\n",
      "2017-04-25T00:00:00, SELL EXECUTED, Price: 60.75, Cost: 38203.60, Comm 90.52\n",
      "2017-04-25T00:00:00, SELL EXECUTED, Price: 275.35, Cost: 40467.18, Comm 119.78\n",
      "2017-04-25T00:00:00, BUY EXECUTED, Price: 179.50, Cost: 42721.00, Comm 106.80\n",
      "2017-04-25T00:00:00, BUY EXECUTED, Price: 483.50, Cost: 42548.00, Comm 106.37\n",
      "2017-04-25T00:00:00, BUY EXECUTED, Price: 4390.00, Cost: 39510.00, Comm 98.77\n",
      "2017-05-02T00:00:00, Leave IGAS - Rank 22.00\n",
      "2017-05-02T00:00:00, Leave NALU - Rank 37.00\n",
      "2017-05-02T00:00:00, Buy REXP - Rank 16.00 - Close 618.00\n",
      "2017-05-02T00:00:00, Buy GODI - Rank 17.00 - Close 550.65\n",
      "2017-05-02T00:00:00, Buy RELI - Rank 19.00 - Close 678.84\n",
      "2017-05-02T00:00:00, Order Canceled/Margin/Rejected\n",
      "2017-05-02T00:00:00, SELL EXECUTED, Price: 212.00, Cost: 40443.32, Comm 125.08\n",
      "2017-05-02T00:00:00, SELL EXECUTED, Price: 69.20, Cost: 37637.25, Comm 92.56\n",
      "2017-05-02T00:00:00, BUY EXECUTED, Price: 616.20, Cost: 41285.40, Comm 103.21\n",
      "2017-05-02T00:00:00, BUY EXECUTED, Price: 535.00, Cost: 40660.00, Comm 101.65\n",
      "2017-05-09T00:00:00, Leave REXP - Rank 21.00\n",
      "2017-05-09T00:00:00, Leave TREN - Rank 23.00\n",
      "2017-05-09T00:00:00, Leave TOPO - Rank 32.00\n",
      "2017-05-09T00:00:00, Buy VGUA - Rank 13.00 - Close 211.00\n",
      "2017-05-09T00:00:00, Buy BJFN - Rank 14.00 - Close 1286.10\n",
      "2017-05-09T00:00:00, Buy DLF - Rank 15.00 - Close 199.50\n",
      "2017-05-09T00:00:00, Buy HVEL - Rank 17.00 - Close 493.65\n",
      "2017-05-09T00:00:00, Buy GODR - Rank 19.00 - Close 530.25\n",
      "2017-05-09T00:00:00, Order Canceled/Margin/Rejected\n",
      "2017-05-09T00:00:00, Order Canceled/Margin/Rejected\n",
      "2017-05-09T00:00:00, SELL EXECUTED, Price: 625.00, Cost: 41285.40, Comm 104.69\n",
      "2017-05-09T00:00:00, SELL EXECUTED, Price: 255.15, Cost: 40460.95, Comm 95.04\n",
      "2017-05-09T00:00:00, SELL EXECUTED, Price: 225.75, Cost: 40281.55, Comm 102.15\n",
      "2017-05-09T00:00:00, BUY EXECUTED, Price: 211.00, Cost: 42411.00, Comm 106.03\n",
      "2017-05-09T00:00:00, BUY EXECUTED, Price: 1275.00, Cost: 42075.00, Comm 105.19\n",
      "2017-05-09T00:00:00, BUY EXECUTED, Price: 198.50, Cost: 42082.00, Comm 105.20\n",
      "2017-05-16T00:00:00, Leave BLKI - Rank 21.00\n",
      "2017-05-16T00:00:00, Leave IOC - Rank 22.00\n",
      "2017-05-16T00:00:00, Buy GODR - Rank 13.00 - Close 514.40\n",
      "2017-05-16T00:00:00, Buy HVEL - Rank 17.00 - Close 518.10\n",
      "2017-05-16T00:00:00, Buy FED - Rank 18.00 - Close 115.35\n",
      "2017-05-16T00:00:00, Order Canceled/Margin/Rejected\n",
      "2017-05-16T00:00:00, SELL EXECUTED, Price: 775.00, Cost: 38996.65, Comm 149.19\n",
      "2017-05-16T00:00:00, SELL EXECUTED, Price: 222.00, Cost: 39729.00, Comm 136.53\n",
      "2017-05-16T00:00:00, BUY EXECUTED, Price: 518.85, Cost: 44102.25, Comm 110.26\n",
      "2017-05-16T00:00:00, BUY EXECUTED, Price: 515.00, Cost: 43775.00, Comm 109.44\n",
      "2017-05-23T00:00:00, Leave GODI - Rank 22.00\n",
      "2017-05-23T00:00:00, Buy FED - Rank 16.00 - Close 107.85\n",
      "2017-05-23T00:00:00, Buy PREG - Rank 19.00 - Close 227.95\n",
      "2017-05-23T00:00:00, Order Canceled/Margin/Rejected\n",
      "2017-05-23T00:00:00, SELL EXECUTED, Price: 576.00, Cost: 40660.00, Comm 109.44\n",
      "2017-05-23T00:00:00, BUY EXECUTED, Price: 110.60, Cost: 43355.20, Comm 108.39\n",
      "2017-05-30T00:00:00, Leave GMRI - Rank 22.00\n",
      "2017-05-30T00:00:00, Buy PIRA - Rank 17.00 - Close 2702.11\n",
      "2017-05-30T00:00:00, SELL EXECUTED, Price: 14.45, Cost: 41779.50, Comm 93.74\n",
      "2017-05-30T00:00:00, BUY EXECUTED, Price: 2629.59, Cost: 39443.85, Comm 98.61\n",
      "2017-06-06T00:00:00, Leave HVEL - Rank 22.00\n",
      "2017-06-06T00:00:00, Buy TVSM - Rank 18.00 - Close 536.25\n",
      "2017-06-06T00:00:00, Buy REXP - Rank 19.00 - Close 648.50\n",
      "2017-06-06T00:00:00, Order Canceled/Margin/Rejected\n",
      "2017-06-06T00:00:00, SELL EXECUTED, Price: 487.00, Cost: 43775.00, Comm 103.49\n",
      "2017-06-06T00:00:00, BUY EXECUTED, Price: 543.30, Cost: 43464.00, Comm 108.66\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2017-06-13T00:00:00, Leave CESC - Rank 26.00\n",
      "2017-06-13T00:00:00, Buy VOLT - Rank 19.00 - Close 491.55\n",
      "2017-06-13T00:00:00, SELL EXECUTED, Price: 699.41, Cost: 39651.22, Comm 106.66\n",
      "2017-06-13T00:00:00, BUY EXECUTED, Price: 487.90, Cost: 42935.20, Comm 107.34\n",
      "2017-06-20T00:00:00, Leave BJFS - Rank 22.00\n",
      "2017-06-20T00:00:00, SELL EXECUTED, Price: 4232.00, Cost: 39510.00, Comm 95.22\n",
      "2017-06-27T00:00:00, Leave TITN - Rank 23.00\n",
      "2017-06-27T00:00:00, Leave JNSP - Rank 27.00\n",
      "2017-06-27T00:00:00, Buy BLKI - Rank 16.00 - Close 823.20\n",
      "2017-06-27T00:00:00, Buy GGAS - Rank 18.00 - Close 149.88\n",
      "2017-06-27T00:00:00, Buy REXP - Rank 19.00 - Close 692.45\n",
      "2017-06-27T00:00:00, SELL EXECUTED, Price: 510.10, Cost: 42548.00, Comm 112.22\n",
      "2017-06-27T00:00:00, SELL EXECUTED, Price: 119.00, Cost: 39679.75, Comm 91.33\n",
      "2017-06-27T00:00:00, BUY EXECUTED, Price: 859.50, Cost: 45553.50, Comm 113.88\n",
      "2017-06-27T00:00:00, BUY EXECUTED, Price: 153.20, Cost: 44581.20, Comm 111.45\n",
      "2017-06-27T00:00:00, BUY EXECUTED, Price: 692.20, Cost: 43608.60, Comm 109.02\n",
      "2017-07-04T00:00:00, Leave SUTV - Rank 21.00\n",
      "2017-07-04T00:00:00, Leave GGAS - Rank 26.00\n",
      "2017-07-04T00:00:00, Leave VGUA - Rank 27.00\n",
      "2017-07-04T00:00:00, Leave RECM - Rank 28.00\n",
      "2017-07-04T00:00:00, Buy LICH - Rank 14.00 - Close 747.60\n",
      "2017-07-04T00:00:00, Buy MOSS - Rank 15.00 - Close 203.73\n",
      "2017-07-04T00:00:00, Buy GODI - Rank 18.00 - Close 649.00\n",
      "2017-07-04T00:00:00, Buy MRF - Rank 19.00 - Close 70350.30\n",
      "2017-07-04T00:00:00, SELL EXECUTED, Price: 826.50, Cost: 38170.60, Comm 107.45\n",
      "2017-07-04T00:00:00, SELL EXECUTED, Price: 151.80, Cost: 44581.20, Comm 110.43\n",
      "2017-07-04T00:00:00, SELL EXECUTED, Price: 176.05, Cost: 42411.00, Comm 88.47\n",
      "2017-07-04T00:00:00, SELL EXECUTED, Price: 172.60, Cost: 38470.50, Comm 133.33\n",
      "2017-07-04T00:00:00, BUY EXECUTED, Price: 755.00, Cost: 43790.00, Comm 109.47\n",
      "2017-07-04T00:00:00, BUY EXECUTED, Price: 205.04, Cost: 43673.52, Comm 109.18\n",
      "2017-07-04T00:00:00, BUY EXECUTED, Price: 646.55, Cost: 43318.85, Comm 108.30\n",
      "2017-07-11T00:00:00, Buy MRF - Rank 19.00 - Close 69120.05\n",
      "2017-07-25T00:00:00, Leave BBRM - Rank 23.00\n",
      "2017-07-25T00:00:00, SELL EXECUTED, Price: 885.05, Cost: 41124.00, Comm 101.78\n",
      "2017-08-01T00:00:00, Leave NATP - Rank 22.00\n",
      "2017-08-01T00:00:00, Buy HLL - Rank 14.00 - Close 1173.95\n",
      "2017-08-01T00:00:00, Buy NITT - Rank 19.00 - Close 505.70\n",
      "2017-08-01T00:00:00, SELL EXECUTED, Price: 982.25, Cost: 39739.00, Comm 120.33\n",
      "2017-08-01T00:00:00, BUY EXECUTED, Price: 1154.00, Cost: 43852.00, Comm 109.63\n",
      "2017-08-01T00:00:00, BUY EXECUTED, Price: 519.35, Cost: 45702.80, Comm 114.26\n",
      "2017-08-08T00:00:00, Leave LICH - Rank 21.00\n",
      "2017-08-08T00:00:00, Leave NITT - Rank 22.00\n",
      "2017-08-08T00:00:00, Leave DLF - Rank 23.00\n",
      "2017-08-08T00:00:00, Buy HDBK - Rank 16.00 - Close 886.98\n",
      "2017-08-08T00:00:00, SELL EXECUTED, Price: 684.25, Cost: 43790.00, Comm 99.22\n",
      "2017-08-08T00:00:00, SELL EXECUTED, Price: 500.80, Cost: 45702.80, Comm 110.18\n",
      "2017-08-08T00:00:00, SELL EXECUTED, Price: 191.55, Cost: 42082.00, Comm 101.52\n",
      "2017-08-08T00:00:00, BUY EXECUTED, Price: 894.06, Cost: 46491.12, Comm 116.23\n",
      "2017-08-22T00:00:00, Leave FED - Rank 23.00\n",
      "2017-08-22T00:00:00, Leave BLKI - Rank 37.00\n",
      "2017-08-22T00:00:00, Leave ADEL - Rank 48.00\n",
      "2017-08-22T00:00:00, Buy APSE - Rank 15.00 - Close 375.65\n",
      "2017-08-22T00:00:00, Buy TITN - Rank 16.00 - Close 615.10\n",
      "2017-08-22T00:00:00, Buy GRAS - Rank 18.00 - Close 1114.25\n",
      "2017-08-22T00:00:00, SELL EXECUTED, Price: 106.30, Cost: 43355.20, Comm 104.17\n",
      "2017-08-22T00:00:00, SELL EXECUTED, Price: 737.58, Cost: 45553.50, Comm 97.73\n",
      "2017-08-22T00:00:00, SELL EXECUTED, Price: 68.64, Cost: 37458.07, Comm 105.88\n",
      "2017-08-22T00:00:00, BUY EXECUTED, Price: 377.85, Cost: 43830.60, Comm 109.58\n",
      "2017-08-22T00:00:00, BUY EXECUTED, Price: 617.10, Cost: 43814.10, Comm 109.54\n",
      "2017-08-22T00:00:00, BUY EXECUTED, Price: 1120.00, Cost: 43680.00, Comm 109.20\n",
      "2017-08-29T00:00:00, Leave GODR - Rank 25.00\n",
      "2017-08-29T00:00:00, Leave ESCO - Rank 33.00\n",
      "2017-08-29T00:00:00, Buy BRIT - Rank 18.00 - Close 2086.30\n",
      "2017-08-29T00:00:00, Buy HDFC - Rank 19.00 - Close 1727.80\n",
      "2017-08-29T00:00:00, SELL EXECUTED, Price: 541.00, Cost: 44102.25, Comm 114.96\n",
      "2017-08-29T00:00:00, SELL EXECUTED, Price: 617.40, Cost: 41625.00, Comm 115.76\n",
      "2017-08-29T00:00:00, BUY EXECUTED, Price: 2090.50, Cost: 43900.50, Comm 109.75\n",
      "2017-08-29T00:00:00, BUY EXECUTED, Price: 1754.50, Cost: 43862.50, Comm 109.66\n",
      "2017-09-05T00:00:00, Leave GODI - Rank 29.00\n",
      "2017-09-05T00:00:00, Buy INBK - Rank 18.00 - Close 1684.75\n",
      "2017-09-05T00:00:00, SELL EXECUTED, Price: 612.40, Cost: 43318.85, Comm 102.58\n",
      "2017-09-05T00:00:00, BUY EXECUTED, Price: 1670.70, Cost: 43438.20, Comm 108.60\n",
      "2017-09-12T00:00:00, Leave PIRA - Rank 22.00\n",
      "2017-09-12T00:00:00, Buy TISC - Rank 12.00 - Close 616.79\n",
      "2017-09-12T00:00:00, Buy JSTL - Rank 17.00 - Close 269.70\n",
      "2017-09-12T00:00:00, SELL EXECUTED, Price: 2689.29, Cost: 39443.85, Comm 100.85\n",
      "2017-09-12T00:00:00, BUY EXECUTED, Price: 609.65, Cost: 46333.40, Comm 115.83\n",
      "2017-09-12T00:00:00, BUY EXECUTED, Price: 266.90, Cost: 46440.60, Comm 116.10\n",
      "2017-09-19T00:00:00, Leave APSE - Rank 26.00\n",
      "2017-09-19T00:00:00, Buy ASOK - Rank 7.00 - Close 118.15\n",
      "2017-09-19T00:00:00, Buy MRTI - Rank 11.00 - Close 8131.70\n",
      "2017-09-19T00:00:00, Buy IGAS - Rank 18.00 - Close 296.75\n",
      "2017-09-19T00:00:00, Order Canceled/Margin/Rejected\n",
      "2017-09-19T00:00:00, SELL EXECUTED, Price: 405.50, Cost: 43830.60, Comm 117.59\n",
      "2017-09-19T00:00:00, BUY EXECUTED, Price: 118.95, Cost: 48531.60, Comm 121.33\n",
      "2017-09-19T00:00:00, BUY EXECUTED, Price: 8178.00, Cost: 40890.00, Comm 102.23\n",
      "2017-09-26T00:00:00, Leave HDFC - Rank 24.00\n",
      "2017-09-26T00:00:00, Buy IGAS - Rank 14.00 - Close 287.05\n",
      "2017-09-26T00:00:00, Buy PAGE - Rank 18.00 - Close 18878.75\n",
      "2017-09-26T00:00:00, Buy TAGL - Rank 19.00 - Close 204.65\n",
      "2017-09-26T00:00:00, Order Canceled/Margin/Rejected\n",
      "2017-09-26T00:00:00, Order Canceled/Margin/Rejected\n",
      "2017-09-26T00:00:00, SELL EXECUTED, Price: 1755.00, Cost: 43862.50, Comm 109.69\n",
      "2017-09-26T00:00:00, BUY EXECUTED, Price: 292.68, Cost: 45950.76, Comm 114.88\n",
      "2017-10-03T00:00:00, Leave HDBK - Rank 21.00\n",
      "2017-10-03T00:00:00, Leave INBK - Rank 23.00\n",
      "2017-10-03T00:00:00, Buy BJAT - Rank 19.00 - Close 2884.35\n",
      "2017-10-03T00:00:00, SELL EXECUTED, Price: 901.99, Cost: 46491.12, Comm 117.26\n",
      "2017-10-03T00:00:00, SELL EXECUTED, Price: 1693.00, Cost: 43438.20, Comm 110.05\n",
      "2017-10-03T00:00:00, BUY EXECUTED, Price: 2801.05, Cost: 44816.80, Comm 112.04\n",
      "2017-10-10T00:00:00, Leave VOLT - Rank 21.00\n",
      "2017-10-10T00:00:00, Leave MOSS - Rank 23.00\n",
      "2017-10-10T00:00:00, SELL EXECUTED, Price: 523.95, Cost: 42935.20, Comm 115.27\n",
      "2017-10-10T00:00:00, SELL EXECUTED, Price: 227.50, Cost: 43673.52, Comm 121.14\n",
      "2017-10-17T00:00:00, Leave MRTI - Rank 25.00\n",
      "2017-10-17T00:00:00, SELL EXECUTED, Price: 7851.00, Cost: 40890.00, Comm 98.14\n",
      "2017-10-24T00:00:00, Leave GRAS - Rank 21.00\n",
      "2017-10-24T00:00:00, Buy JUBI - Rank 4.00 - Close 804.92\n",
      "2017-10-24T00:00:00, Buy HALC - Rank 11.00 - Close 268.85\n",
      "2017-10-24T00:00:00, Buy BATA - Rank 13.00 - Close 788.80\n",
      "2017-10-24T00:00:00, Buy PAGE - Rank 14.00 - Close 20097.85\n",
      "2017-10-24T00:00:00, Buy JNSP - Rank 19.00 - Close 161.90\n",
      "2017-10-24T00:00:00, SELL EXECUTED, Price: 1180.55, Cost: 43680.00, Comm 115.10\n",
      "2017-10-24T00:00:00, BUY EXECUTED, Price: 776.10, Cost: 46566.00, Comm 116.41\n",
      "2017-10-24T00:00:00, BUY EXECUTED, Price: 269.60, Cost: 48797.60, Comm 121.99\n",
      "2017-10-24T00:00:00, BUY EXECUTED, Price: 794.00, Cost: 48434.00, Comm 121.08\n",
      "2017-10-24T00:00:00, BUY EXECUTED, Price: 19599.00, Cost: 39198.00, Comm 98.00\n",
      "2017-10-24T00:00:00, BUY EXECUTED, Price: 157.60, Cost: 47437.60, Comm 118.59\n",
      "2017-10-31T00:00:00, Leave TITN - Rank 24.00\n",
      "2017-10-31T00:00:00, Leave HLL - Rank 25.00\n",
      "2017-10-31T00:00:00, Buy BBRM - Rank 9.00 - Close 1677.85\n",
      "2017-10-31T00:00:00, Buy RELI - Rank 14.00 - Close 932.02\n",
      "2017-10-31T00:00:00, SELL EXECUTED, Price: 624.00, Cost: 43814.10, Comm 110.76\n",
      "2017-10-31T00:00:00, SELL EXECUTED, Price: 1241.00, Cost: 43852.00, Comm 117.89\n",
      "2017-10-31T00:00:00, BUY EXECUTED, Price: 1690.00, Cost: 49010.00, Comm 122.52\n",
      "2017-10-31T00:00:00, BUY EXECUTED, Price: 936.08, Cost: 48676.16, Comm 121.69\n",
      "2017-11-07T00:00:00, Leave REXP - Rank 21.00\n",
      "2017-11-07T00:00:00, Buy TAGL - Rank 6.00 - Close 225.00\n",
      "2017-11-07T00:00:00, Buy DIVI - Rank 13.00 - Close 1017.00\n",
      "2017-11-07T00:00:00, Buy HZNC - Rank 16.00 - Close 318.65\n",
      "2017-11-07T00:00:00, Buy GRAS - Rank 19.00 - Close 1256.10\n",
      "2017-11-07T00:00:00, Order Canceled/Margin/Rejected\n",
      "2017-11-07T00:00:00, Order Canceled/Margin/Rejected\n",
      "2017-11-07T00:00:00, Order Canceled/Margin/Rejected\n",
      "2017-11-07T00:00:00, SELL EXECUTED, Price: 783.45, Cost: 43608.60, Comm 123.39\n",
      "2017-11-07T00:00:00, BUY EXECUTED, Price: 235.00, Cost: 51230.00, Comm 128.08\n",
      "2017-11-14T00:00:00, Leave JNSP - Rank 22.00\n",
      "2017-11-14T00:00:00, Buy DIVI - Rank 8.00 - Close 1024.05\n",
      "2017-11-14T00:00:00, SELL EXECUTED, Price: 171.00, Cost: 47437.60, Comm 128.68\n",
      "2017-11-14T00:00:00, BUY EXECUTED, Price: 998.00, Cost: 46906.00, Comm 117.27\n",
      "2017-11-21T00:00:00, Leave ASOK - Rank 21.00\n",
      "2017-11-21T00:00:00, Buy TOPO - Rank 15.00 - Close 267.25\n",
      "2017-11-21T00:00:00, Buy TITN - Rank 18.00 - Close 815.45\n",
      "2017-11-21T00:00:00, Order Canceled/Margin/Rejected\n",
      "2017-11-21T00:00:00, SELL EXECUTED, Price: 115.35, Cost: 48531.60, Comm 117.66\n",
      "2017-11-21T00:00:00, BUY EXECUTED, Price: 270.00, Cost: 49140.00, Comm 122.85\n",
      "2017-11-28T00:00:00, Leave BJFN - Rank 27.00\n",
      "2017-11-28T00:00:00, Buy TITN - Rank 17.00 - Close 818.10\n",
      "2017-11-28T00:00:00, Buy GODR - Rank 18.00 - Close 716.15\n",
      "2017-11-28T00:00:00, Order Canceled/Margin/Rejected\n",
      "2017-11-28T00:00:00, SELL EXECUTED, Price: 1772.00, Cost: 42075.00, Comm 146.19\n",
      "2017-11-28T00:00:00, BUY EXECUTED, Price: 832.00, Cost: 49088.00, Comm 122.72\n",
      "2017-12-05T00:00:00, Buy GODR - Rank 13.00 - Close 709.15\n",
      "2017-12-05T00:00:00, Buy TREN - Rank 16.00 - Close 333.85\n",
      "2017-12-05T00:00:00, Order Canceled/Margin/Rejected\n",
      "2017-12-05T00:00:00, Order Canceled/Margin/Rejected\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2017-12-12T00:00:00, Leave RELI - Rank 21.00\n",
      "2017-12-12T00:00:00, Leave JSTL - Rank 27.00\n",
      "2017-12-12T00:00:00, Leave HALC - Rank 31.00\n",
      "2017-12-12T00:00:00, Buy GODR - Rank 11.00 - Close 713.25\n",
      "2017-12-12T00:00:00, Buy TREN - Rank 15.00 - Close 327.65\n",
      "2017-12-12T00:00:00, Buy WHIR - Rank 17.00 - Close 1481.90\n",
      "2017-12-12T00:00:00, Buy TEML - Rank 19.00 - Close 501.20\n",
      "2017-12-12T00:00:00, Order Canceled/Margin/Rejected\n",
      "2017-12-12T00:00:00, SELL EXECUTED, Price: 907.35, Cost: 48676.16, Comm 117.96\n",
      "2017-12-12T00:00:00, SELL EXECUTED, Price: 250.95, Cost: 46440.60, Comm 109.16\n",
      "2017-12-12T00:00:00, SELL EXECUTED, Price: 238.45, Cost: 48797.60, Comm 107.90\n",
      "2017-12-12T00:00:00, BUY EXECUTED, Price: 711.00, Cost: 48348.00, Comm 120.87\n",
      "2017-12-12T00:00:00, BUY EXECUTED, Price: 329.05, Cost: 48699.40, Comm 121.75\n",
      "2017-12-12T00:00:00, BUY EXECUTED, Price: 1520.00, Cost: 48640.00, Comm 121.60\n",
      "2017-12-19T00:00:00, Leave BJAT - Rank 24.00\n",
      "2017-12-19T00:00:00, Buy GAIL - Rank 15.00 - Close 186.21\n",
      "2017-12-19T00:00:00, Buy TEML - Rank 17.00 - Close 495.35\n",
      "2017-12-19T00:00:00, Order Canceled/Margin/Rejected\n",
      "2017-12-19T00:00:00, SELL EXECUTED, Price: 2941.85, Cost: 44816.80, Comm 117.67\n",
      "2017-12-19T00:00:00, BUY EXECUTED, Price: 186.19, Cost: 48409.40, Comm 121.02\n",
      "2017-12-26T00:00:00, Leave BATA - Rank 24.00\n",
      "2017-12-26T00:00:00, Leave TISC - Rank 25.00\n",
      "2017-12-26T00:00:00, SELL EXECUTED, Price: 750.00, Cost: 48434.00, Comm 114.38\n",
      "2017-12-26T00:00:00, SELL EXECUTED, Price: 644.88, Cost: 46333.40, Comm 122.53\n",
      "2018-01-02T00:00:00, Leave BRIT - Rank 21.00\n",
      "2018-01-02T00:00:00, Buy SRTR - Rank 13.00 - Close 1463.35\n",
      "2018-01-02T00:00:00, Buy BLKI - Rank 18.00 - Close 1170.05\n",
      "2018-01-02T00:00:00, SELL EXECUTED, Price: 2369.12, Cost: 43900.50, Comm 124.38\n",
      "2018-01-02T00:00:00, BUY EXECUTED, Price: 1483.00, Cost: 50422.00, Comm 126.06\n",
      "2018-01-02T00:00:00, BUY EXECUTED, Price: 1183.05, Cost: 49688.10, Comm 124.22\n",
      "2018-01-09T00:00:00, Leave TREN - Rank 25.00\n",
      "2018-01-09T00:00:00, Leave INDB - Rank 31.00\n",
      "2018-01-09T00:00:00, Buy TEML - Rank 17.00 - Close 533.85\n",
      "2018-01-09T00:00:00, SELL EXECUTED, Price: 345.00, Cost: 48699.40, Comm 127.65\n",
      "2018-01-09T00:00:00, SELL EXECUTED, Price: 268.62, Cost: 39431.59, Comm 347.19\n",
      "2018-01-09T00:00:00, BUY EXECUTED, Price: 540.00, Cost: 51300.00, Comm 128.25\n",
      "2018-01-16T00:00:00, Leave EDEL - Rank 32.00\n",
      "2018-01-16T00:00:00, Buy SAIL - Rank 12.00 - Close 94.30\n",
      "2018-01-16T00:00:00, Buy INED - Rank 15.00 - Close 1404.75\n",
      "2018-01-16T00:00:00, Buy JNSP - Rank 17.00 - Close 270.70\n",
      "2018-01-16T00:00:00, Buy UNSP - Rank 18.00 - Close 738.70\n",
      "2018-01-16T00:00:00, SELL EXECUTED, Price: 280.00, Cost: 42721.00, Comm 166.60\n",
      "2018-01-16T00:00:00, BUY EXECUTED, Price: 100.45, Cost: 53740.75, Comm 134.35\n",
      "2018-01-16T00:00:00, BUY EXECUTED, Price: 1365.00, Cost: 47775.00, Comm 119.44\n",
      "2018-01-16T00:00:00, BUY EXECUTED, Price: 268.25, Cost: 49894.50, Comm 124.74\n",
      "2018-01-16T00:00:00, BUY EXECUTED, Price: 759.00, Cost: 51612.00, Comm 129.03\n",
      "2018-01-23T00:00:00, Leave TVSM - Rank 21.00\n",
      "2018-01-23T00:00:00, Leave TEML - Rank 22.00\n",
      "2018-01-23T00:00:00, Leave IGAS - Rank 23.00\n",
      "2018-01-23T00:00:00, Buy BION - Rank 10.00 - Close 321.85\n",
      "2018-01-23T00:00:00, Buy NITT - Rank 17.00 - Close 783.55\n",
      "2018-01-23T00:00:00, Buy PIIL - Rank 19.00 - Close 962.10\n",
      "2018-01-23T00:00:00, SELL EXECUTED, Price: 717.90, Cost: 43464.00, Comm 143.58\n",
      "2018-01-23T00:00:00, SELL EXECUTED, Price: 569.15, Cost: 51300.00, Comm 135.17\n",
      "2018-01-23T00:00:00, SELL EXECUTED, Price: 312.00, Cost: 45950.76, Comm 122.46\n",
      "2018-01-23T00:00:00, BUY EXECUTED, Price: 302.00, Cost: 47112.00, Comm 117.78\n",
      "2018-01-23T00:00:00, BUY EXECUTED, Price: 765.75, Cost: 49008.00, Comm 122.52\n",
      "2018-01-23T00:00:00, BUY EXECUTED, Price: 987.70, Cost: 51360.40, Comm 128.40\n",
      "2018-01-30T00:00:00, Leave GAIL - Rank 25.00\n",
      "2018-01-30T00:00:00, Buy ADEL - Rank 17.00 - Close 133.62\n",
      "2018-01-30T00:00:00, SELL EXECUTED, Price: 179.62, Cost: 48409.40, Comm 116.75\n",
      "2018-01-30T00:00:00, BUY EXECUTED, Price: 133.43, Cost: 49102.24, Comm 122.76\n",
      "2018-02-06T00:00:00, Leave WHIR - Rank 27.00\n",
      "2018-02-06T00:00:00, Leave PAGE - Rank 28.00\n",
      "2018-02-06T00:00:00, Buy MINT - Rank 14.00 - Close 720.70\n",
      "2018-02-06T00:00:00, Buy SUTV - Rank 19.00 - Close 935.75\n",
      "2018-02-06T00:00:00, SELL EXECUTED, Price: 1300.00, Cost: 48640.00, Comm 104.00\n",
      "2018-02-06T00:00:00, SELL EXECUTED, Price: 18300.00, Cost: 39198.00, Comm 91.50\n",
      "2018-02-06T00:00:00, BUY EXECUTED, Price: 662.00, Cost: 41706.00, Comm 104.27\n",
      "2018-02-06T00:00:00, BUY EXECUTED, Price: 920.30, Cost: 45094.70, Comm 112.74\n",
      "2018-02-20T00:00:00, Leave TOPO - Rank 32.00\n",
      "2018-02-20T00:00:00, Leave PIIL - Rank 33.00\n",
      "2018-02-20T00:00:00, Leave BBRM - Rank 57.00\n",
      "2018-02-20T00:00:00, Buy MBFL - Rank 12.00 - Close 865.75\n",
      "2018-02-20T00:00:00, Buy TEML - Rank 14.00 - Close 574.20\n",
      "2018-02-20T00:00:00, Buy DLF - Rank 19.00 - Close 225.10\n",
      "2018-02-20T00:00:00, SELL EXECUTED, Price: 259.50, Cost: 49140.00, Comm 118.07\n",
      "2018-02-20T00:00:00, SELL EXECUTED, Price: 850.25, Cost: 51360.40, Comm 110.53\n",
      "2018-02-20T00:00:00, SELL EXECUTED, Price: 1577.95, Cost: 49010.00, Comm 114.40\n",
      "2018-02-20T00:00:00, BUY EXECUTED, Price: 869.55, Cost: 46086.15, Comm 115.22\n",
      "2018-02-20T00:00:00, BUY EXECUTED, Price: 575.00, Cost: 46000.00, Comm 115.00\n",
      "2018-02-20T00:00:00, BUY EXECUTED, Price: 223.65, Cost: 45624.60, Comm 114.06\n",
      "2018-02-27T00:00:00, Leave DLF - Rank 21.00\n",
      "2018-02-27T00:00:00, Leave DIVI - Rank 26.00\n",
      "2018-02-27T00:00:00, Leave SUTV - Rank 28.00\n",
      "2018-02-27T00:00:00, Leave INED - Rank 30.00\n",
      "2018-02-27T00:00:00, Buy ABOT - Rank 8.00 - Close 5848.10\n",
      "2018-02-27T00:00:00, Buy INFY - Rank 16.00 - Close 570.59\n",
      "2018-02-27T00:00:00, SELL EXECUTED, Price: 228.90, Cost: 45624.60, Comm 116.74\n",
      "2018-02-27T00:00:00, SELL EXECUTED, Price: 1035.80, Cost: 46906.00, Comm 121.71\n",
      "2018-02-27T00:00:00, SELL EXECUTED, Price: 950.00, Cost: 45094.70, Comm 116.38\n",
      "2018-02-27T00:00:00, SELL EXECUTED, Price: 1241.00, Cost: 47775.00, Comm 108.59\n",
      "2018-02-27T00:00:00, BUY EXECUTED, Price: 5822.00, Cost: 46576.00, Comm 116.44\n",
      "2018-02-27T00:00:00, BUY EXECUTED, Price: 567.98, Cost: 47142.34, Comm 117.86\n",
      "2018-03-06T00:00:00, Leave UNSP - Rank 23.00\n",
      "2018-03-06T00:00:00, Buy SANO - Rank 17.00 - Close 5026.10\n",
      "2018-03-06T00:00:00, SELL EXECUTED, Price: 637.00, Cost: 51612.00, Comm 108.29\n",
      "2018-03-06T00:00:00, BUY EXECUTED, Price: 5088.00, Cost: 45792.00, Comm 114.48\n",
      "2018-03-13T00:00:00, Leave BLKI - Rank 21.00\n",
      "2018-03-13T00:00:00, Leave SRTR - Rank 24.00\n",
      "2018-03-13T00:00:00, SELL EXECUTED, Price: 1036.45, Cost: 49688.10, Comm 108.83\n",
      "2018-03-13T00:00:00, SELL EXECUTED, Price: 1357.00, Cost: 50422.00, Comm 115.35\n",
      "2018-03-20T00:00:00, Leave SAIL - Rank 26.00\n",
      "2018-03-20T00:00:00, SELL EXECUTED, Price: 68.00, Cost: 53740.75, Comm 90.95\n",
      "2018-03-27T00:00:00, Leave GODR - Rank 21.00\n",
      "2018-03-27T00:00:00, Leave TAGL - Rank 26.00\n",
      "2018-03-27T00:00:00, SELL EXECUTED, Price: 736.75, Cost: 48348.00, Comm 125.25\n",
      "2018-03-27T00:00:00, SELL EXECUTED, Price: 264.00, Cost: 51230.00, Comm 143.88\n",
      "2018-04-10T00:00:00, Buy ESCO - Rank 14.00 - Close 886.60\n",
      "2018-04-10T00:00:00, BUY EXECUTED, Price: 909.60, Cost: 48208.80, Comm 120.52\n",
      "2018-04-17T00:00:00, Leave ADEL - Rank 28.00\n",
      "2018-04-17T00:00:00, Buy PIDI - Rank 18.00 - Close 1039.65\n",
      "2018-04-17T00:00:00, SELL EXECUTED, Price: 100.58, Cost: 49102.24, Comm 92.53\n",
      "2018-04-17T00:00:00, BUY EXECUTED, Price: 1038.45, Cost: 47768.70, Comm 119.42\n",
      "2018-04-24T00:00:00, Buy ARTI - Rank 7.00 - Close 634.50\n",
      "2018-04-24T00:00:00, Buy CHLA - Rank 10.00 - Close 329.93\n",
      "2018-04-24T00:00:00, BUY EXECUTED, Price: 632.13, Cost: 48674.01, Comm 121.69\n",
      "2018-04-24T00:00:00, BUY EXECUTED, Price: 341.40, Cost: 50527.20, Comm 126.32\n",
      "2018-05-08T00:00:00, Leave TITN - Rank 25.00\n",
      "2018-05-08T00:00:00, Buy ASOK - Rank 5.00 - Close 165.55\n",
      "2018-05-08T00:00:00, Buy TCS - Rank 17.00 - Close 1686.97\n",
      "2018-05-08T00:00:00, Buy HCLT - Rank 18.00 - Close 460.05\n",
      "2018-05-08T00:00:00, SELL EXECUTED, Price: 978.95, Cost: 49088.00, Comm 144.40\n",
      "2018-05-08T00:00:00, BUY EXECUTED, Price: 166.35, Cost: 49405.95, Comm 123.51\n",
      "2018-05-08T00:00:00, BUY EXECUTED, Price: 1683.78, Cost: 48829.62, Comm 122.07\n",
      "2018-05-08T00:00:00, BUY EXECUTED, Price: 465.10, Cost: 49300.60, Comm 123.25\n",
      "2018-05-15T00:00:00, Leave HCLT - Rank 25.00\n",
      "2018-05-15T00:00:00, Buy KTKM - Rank 17.00 - Close 1283.85\n",
      "2018-05-15T00:00:00, SELL EXECUTED, Price: 460.15, Cost: 49300.60, Comm 121.94\n",
      "2018-05-15T00:00:00, BUY EXECUTED, Price: 1274.00, Cost: 48412.00, Comm 121.03\n",
      "2018-05-22T00:00:00, Leave JNSP - Rank 21.00\n",
      "2018-05-22T00:00:00, Leave SANO - Rank 26.00\n",
      "2018-05-22T00:00:00, Buy INDB - Rank 11.00 - Close 409.45\n",
      "2018-05-22T00:00:00, Buy INBK - Rank 19.00 - Close 1903.95\n",
      "2018-05-22T00:00:00, SELL EXECUTED, Price: 239.00, Cost: 49894.50, Comm 111.14\n",
      "2018-05-22T00:00:00, SELL EXECUTED, Price: 4950.00, Cost: 45792.00, Comm 111.38\n",
      "2018-05-22T00:00:00, BUY EXECUTED, Price: 393.40, Cost: 46421.20, Comm 116.05\n",
      "2018-05-22T00:00:00, BUY EXECUTED, Price: 1924.70, Cost: 48117.50, Comm 120.29\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2018-06-05T00:00:00, Buy BRIT - Rank 16.00 - Close 2905.90\n",
      "2018-06-05T00:00:00, Buy GOCP - Rank 19.00 - Close 757.60\n",
      "2018-06-05T00:00:00, BUY EXECUTED, Price: 2877.78, Cost: 46044.48, Comm 115.11\n",
      "2018-06-05T00:00:00, BUY EXECUTED, Price: 756.70, Cost: 48428.80, Comm 121.07\n",
      "2018-06-12T00:00:00, Leave ARTI - Rank 21.00\n",
      "2018-06-12T00:00:00, Buy NEST - Rank 15.00 - Close 9834.25\n",
      "2018-06-12T00:00:00, SELL EXECUTED, Price: 581.85, Cost: 48674.01, Comm 112.01\n",
      "2018-06-12T00:00:00, BUY EXECUTED, Price: 9939.00, Cost: 49695.00, Comm 124.24\n",
      "2018-06-19T00:00:00, Leave BION - Rank 26.00\n",
      "2018-06-19T00:00:00, Buy BJFN - Rank 19.00 - Close 2270.60\n",
      "2018-06-19T00:00:00, SELL EXECUTED, Price: 309.60, Cost: 47112.00, Comm 120.74\n",
      "2018-06-19T00:00:00, BUY EXECUTED, Price: 2235.00, Cost: 49170.00, Comm 122.92\n",
      "2018-06-26T00:00:00, Leave ASOK - Rank 24.00\n",
      "2018-06-26T00:00:00, Leave ESCO - Rank 25.00\n",
      "2018-06-26T00:00:00, Buy MAHM - Rank 16.00 - Close 898.00\n",
      "2018-06-26T00:00:00, Buy HLL - Rank 18.00 - Close 1621.75\n",
      "2018-06-26T00:00:00, Buy PFIZ - Rank 19.00 - Close 2599.75\n",
      "2018-06-26T00:00:00, Order Canceled/Margin/Rejected\n",
      "2018-06-26T00:00:00, SELL EXECUTED, Price: 132.50, Cost: 49405.95, Comm 98.38\n",
      "2018-06-26T00:00:00, SELL EXECUTED, Price: 873.00, Cost: 48208.80, Comm 115.67\n",
      "2018-06-26T00:00:00, BUY EXECUTED, Price: 905.00, Cost: 50680.00, Comm 126.70\n",
      "2018-06-26T00:00:00, BUY EXECUTED, Price: 1615.00, Cost: 50065.00, Comm 125.16\n",
      "2018-07-03T00:00:00, Leave INFY - Rank 22.00\n",
      "2018-07-03T00:00:00, SELL EXECUTED, Price: 665.95, Cost: 47142.34, Comm 138.18\n",
      "2018-07-17T00:00:00, Leave TEML - Rank 23.00\n",
      "2018-07-17T00:00:00, Leave CHLA - Rank 25.00\n",
      "2018-07-17T00:00:00, Buy PAGE - Rank 15.00 - Close 28702.00\n",
      "2018-07-17T00:00:00, SELL EXECUTED, Price: 654.00, Cost: 46000.00, Comm 130.80\n",
      "2018-07-17T00:00:00, SELL EXECUTED, Price: 307.00, Cost: 50527.20, Comm 113.59\n",
      "2018-07-17T00:00:00, BUY EXECUTED, Price: 28240.00, Cost: 28240.00, Comm 70.60\n",
      "2018-07-24T00:00:00, Leave GOCP - Rank 21.00\n",
      "2018-07-24T00:00:00, Buy BRGR - Rank 15.00 - Close 317.30\n",
      "2018-07-24T00:00:00, Buy ASPN - Rank 17.00 - Close 1467.75\n",
      "2018-07-24T00:00:00, SELL EXECUTED, Price: 894.67, Cost: 48428.80, Comm 143.15\n",
      "2018-07-24T00:00:00, BUY EXECUTED, Price: 315.15, Cost: 51369.45, Comm 128.42\n",
      "2018-07-24T00:00:00, BUY EXECUTED, Price: 1443.00, Cost: 50505.00, Comm 126.26\n",
      "2018-07-31T00:00:00, Leave INBK - Rank 22.00\n",
      "2018-07-31T00:00:00, Buy BJFS - Rank 11.00 - Close 6977.30\n",
      "2018-07-31T00:00:00, Buy EXID - Rank 15.00 - Close 279.75\n",
      "2018-07-31T00:00:00, Buy GOCP - Rank 18.00 - Close 877.93\n",
      "2018-07-31T00:00:00, Buy BATA - Rank 19.00 - Close 908.90\n",
      "2018-07-31T00:00:00, Order Canceled/Margin/Rejected\n",
      "2018-07-31T00:00:00, Order Canceled/Margin/Rejected\n",
      "2018-07-31T00:00:00, SELL EXECUTED, Price: 1970.10, Cost: 48117.50, Comm 123.13\n",
      "2018-07-31T00:00:00, BUY EXECUTED, Price: 6922.00, Cost: 48454.00, Comm 121.14\n",
      "2018-07-31T00:00:00, BUY EXECUTED, Price: 276.00, Cost: 51612.00, Comm 129.03\n",
      "2018-08-07T00:00:00, Leave MINT - Rank 21.00\n",
      "2018-08-07T00:00:00, Leave PIDI - Rank 25.00\n",
      "2018-08-07T00:00:00, Buy GOCP - Rank 17.00 - Close 866.40\n",
      "2018-08-07T00:00:00, Buy BATA - Rank 18.00 - Close 958.90\n",
      "2018-08-07T00:00:00, Buy INFY - Rank 19.00 - Close 683.98\n",
      "2018-08-07T00:00:00, Order Canceled/Margin/Rejected\n",
      "2018-08-07T00:00:00, SELL EXECUTED, Price: 955.00, Cost: 41706.00, Comm 150.41\n",
      "2018-08-07T00:00:00, SELL EXECUTED, Price: 1099.95, Cost: 47768.70, Comm 126.49\n",
      "2018-08-07T00:00:00, BUY EXECUTED, Price: 878.70, Cost: 53600.70, Comm 134.00\n",
      "2018-08-07T00:00:00, BUY EXECUTED, Price: 937.00, Cost: 51535.00, Comm 128.84\n",
      "2018-08-14T00:00:00, Buy INFY - Rank 19.00 - Close 704.15\n",
      "2018-08-14T00:00:00, Order Canceled/Margin/Rejected\n",
      "2018-08-21T00:00:00, Leave KTKM - Rank 21.00\n",
      "2018-08-21T00:00:00, Buy DABU - Rank 17.00 - Close 458.80\n",
      "2018-08-21T00:00:00, Buy PFIZ - Rank 18.00 - Close 2966.75\n",
      "2018-08-21T00:00:00, Order Canceled/Margin/Rejected\n",
      "2018-08-21T00:00:00, SELL EXECUTED, Price: 1269.25, Cost: 48412.00, Comm 120.58\n",
      "2018-08-21T00:00:00, BUY EXECUTED, Price: 454.25, Cost: 55418.50, Comm 138.55\n",
      "2018-08-28T00:00:00, Buy PFIZ - Rank 16.00 - Close 3731.90\n",
      "2018-08-28T00:00:00, Order Canceled/Margin/Rejected\n",
      "2018-09-04T00:00:00, Buy PFIZ - Rank 12.00 - Close 3481.95\n",
      "2018-09-04T00:00:00, Buy RELI - Rank 17.00 - Close 1230.29\n",
      "2018-09-04T00:00:00, Order Canceled/Margin/Rejected\n",
      "2018-09-04T00:00:00, Order Canceled/Margin/Rejected\n",
      "2018-09-11T00:00:00, Leave ASPN - Rank 22.00\n",
      "2018-09-11T00:00:00, Buy PFIZ - Rank 5.00 - Close 3640.80\n",
      "2018-09-11T00:00:00, Buy RELI - Rank 12.00 - Close 1226.08\n",
      "2018-09-11T00:00:00, Buy INFY - Rank 16.00 - Close 734.30\n",
      "2018-09-11T00:00:00, Order Canceled/Margin/Rejected\n",
      "2018-09-11T00:00:00, Order Canceled/Margin/Rejected\n",
      "2018-09-11T00:00:00, SELL EXECUTED, Price: 1295.00, Cost: 50505.00, Comm 113.31\n",
      "2018-09-11T00:00:00, BUY EXECUTED, Price: 3570.00, Cost: 49980.00, Comm 124.95\n",
      "2018-09-18T00:00:00, Leave MAHM - Rank 21.00\n",
      "2018-09-18T00:00:00, Leave EXID - Rank 22.00\n",
      "2018-09-18T00:00:00, Buy RELI - Rank 8.00 - Close 1205.72\n",
      "2018-09-18T00:00:00, Buy INFY - Rank 10.00 - Close 719.10\n",
      "2018-09-18T00:00:00, Buy HVEL - Rank 18.00 - Close 646.65\n",
      "2018-09-18T00:00:00, Order Canceled/Margin/Rejected\n",
      "2018-09-18T00:00:00, SELL EXECUTED, Price: 949.45, Cost: 50680.00, Comm 132.92\n",
      "2018-09-18T00:00:00, SELL EXECUTED, Price: 270.70, Cost: 51612.00, Comm 126.55\n",
      "2018-09-18T00:00:00, BUY EXECUTED, Price: 1214.49, Cost: 53437.56, Comm 133.59\n",
      "2018-09-18T00:00:00, BUY EXECUTED, Price: 730.00, Cost: 54020.00, Comm 135.05\n",
      "2018-09-25T00:00:00, Leave BRGR - Rank 22.00\n",
      "2018-09-25T00:00:00, Leave HLL - Rank 23.00\n",
      "2018-09-25T00:00:00, Leave JUBI - Rank 25.00\n",
      "2018-09-25T00:00:00, Buy SANO - Rank 12.00 - Close 6502.30\n",
      "2018-09-25T00:00:00, Buy ADEL - Rank 14.00 - Close 138.35\n",
      "2018-09-25T00:00:00, Buy HVEL - Rank 16.00 - Close 628.10\n",
      "2018-09-25T00:00:00, SELL EXECUTED, Price: 290.35, Cost: 51369.45, Comm 118.32\n",
      "2018-09-25T00:00:00, SELL EXECUTED, Price: 1600.00, Cost: 50065.00, Comm 124.00\n",
      "2018-09-25T00:00:00, SELL EXECUTED, Price: 1264.00, Cost: 46566.00, Comm 189.60\n",
      "2018-09-25T00:00:00, BUY EXECUTED, Price: 6390.05, Cost: 44730.35, Comm 111.83\n",
      "2018-09-25T00:00:00, BUY EXECUTED, Price: 133.50, Cost: 49128.00, Comm 122.82\n",
      "2018-09-25T00:00:00, BUY EXECUTED, Price: 624.95, Cost: 50620.95, Comm 126.55\n",
      "2018-10-09T00:00:00, Leave BJFS - Rank 23.00\n",
      "2018-10-09T00:00:00, Leave NEST - Rank 27.00\n",
      "2018-10-09T00:00:00, Leave GOCP - Rank 28.00\n",
      "2018-10-09T00:00:00, Leave BRIT - Rank 34.00\n",
      "2018-10-09T00:00:00, Buy INED - Rank 13.00 - Close 1437.70\n",
      "2018-10-09T00:00:00, Buy REDY - Rank 18.00 - Close 2454.15\n",
      "2018-10-09T00:00:00, Buy GLEN - Rank 19.00 - Close 590.15\n",
      "2018-10-09T00:00:00, SELL EXECUTED, Price: 5412.00, Cost: 48454.00, Comm 94.71\n",
      "2018-10-09T00:00:00, SELL EXECUTED, Price: 9380.75, Cost: 49695.00, Comm 117.26\n",
      "2018-10-09T00:00:00, SELL EXECUTED, Price: 701.45, Cost: 53600.70, Comm 106.97\n",
      "2018-10-09T00:00:00, SELL EXECUTED, Price: 2824.00, Cost: 46044.48, Comm 112.96\n",
      "2018-10-09T00:00:00, BUY EXECUTED, Price: 1415.00, Cost: 45280.00, Comm 113.20\n",
      "2018-10-09T00:00:00, BUY EXECUTED, Price: 2357.65, Cost: 42437.70, Comm 106.09\n",
      "2018-10-09T00:00:00, BUY EXECUTED, Price: 595.40, Cost: 46441.20, Comm 116.10\n",
      "2018-10-16T00:00:00, Buy SUN - Rank 9.00 - Close 602.70\n",
      "2018-10-16T00:00:00, Buy JSTL - Rank 18.00 - Close 373.60\n",
      "2018-10-16T00:00:00, BUY EXECUTED, Price: 601.95, Cost: 46952.10, Comm 117.38\n",
      "2018-10-16T00:00:00, BUY EXECUTED, Price: 377.00, Cost: 47879.00, Comm 119.70\n",
      "2018-10-23T00:00:00, Leave BJFN - Rank 22.00\n",
      "2018-10-23T00:00:00, Leave INDB - Rank 31.00\n",
      "2018-10-23T00:00:00, Buy WIPR - Rank 13.00 - Close 231.82\n",
      "2018-10-23T00:00:00, Buy AXBK - Rank 17.00 - Close 562.75\n",
      "2018-10-23T00:00:00, Order Canceled/Margin/Rejected\n",
      "2018-10-23T00:00:00, SELL EXECUTED, Price: 2095.00, Cost: 49170.00, Comm 115.22\n",
      "2018-10-23T00:00:00, SELL EXECUTED, Price: 396.15, Cost: 46421.20, Comm 116.86\n",
      "2018-10-23T00:00:00, BUY EXECUTED, Price: 239.18, Cost: 48314.36, Comm 120.79\n",
      "2018-10-30T00:00:00, Leave NITT - Rank 21.00\n",
      "2018-10-30T00:00:00, Leave MBFL - Rank 79.00\n",
      "2018-10-30T00:00:00, Buy HCLT - Rank 19.00 - Close 502.43\n",
      "2018-10-30T00:00:00, SELL EXECUTED, Price: 1257.00, Cost: 49008.00, Comm 201.12\n",
      "2018-10-30T00:00:00, SELL EXECUTED, Price: 979.00, Cost: 46086.15, Comm 129.72\n",
      "2018-10-30T00:00:00, BUY EXECUTED, Price: 493.65, Cost: 45909.45, Comm 114.77\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2018-11-06T00:00:00, Leave DABU - Rank 36.00\n",
      "2018-11-06T00:00:00, Buy DIVI - Rank 7.00 - Close 1477.80\n",
      "2018-11-06T00:00:00, Buy ICBK - Rank 19.00 - Close 353.10\n",
      "2018-11-06T00:00:00, SELL EXECUTED, Price: 368.00, Cost: 55418.50, Comm 112.24\n",
      "2018-11-06T00:00:00, BUY EXECUTED, Price: 1466.00, Cost: 45446.00, Comm 113.61\n",
      "2018-11-06T00:00:00, BUY EXECUTED, Price: 348.70, Cost: 46377.10, Comm 115.94\n",
      "2018-11-13T00:00:00, Leave JSTL - Rank 21.00\n",
      "2018-11-13T00:00:00, SELL EXECUTED, Price: 344.00, Cost: 47879.00, Comm 109.22\n",
      "2018-11-20T00:00:00, Leave PAGE - Rank 24.00\n",
      "2018-11-20T00:00:00, Leave ABOT - Rank 29.00\n",
      "2018-11-20T00:00:00, Leave TCS - Rank 33.00\n",
      "2018-11-20T00:00:00, SELL EXECUTED, Price: 26546.00, Cost: 28240.00, Comm 66.36\n",
      "2018-11-20T00:00:00, SELL EXECUTED, Price: 7604.00, Cost: 46576.00, Comm 152.08\n",
      "2018-11-20T00:00:00, SELL EXECUTED, Price: 1864.82, Cost: 48829.62, Comm 135.20\n",
      "2018-11-27T00:00:00, Leave RELI - Rank 24.00\n",
      "2018-11-27T00:00:00, Leave PFIZ - Rank 30.00\n",
      "2018-11-27T00:00:00, Leave INFY - Rank 61.00\n",
      "2018-11-27T00:00:00, Leave SUN - Rank 72.00\n",
      "2018-11-27T00:00:00, Buy PWFC - Rank 14.00 - Close 101.80\n",
      "2018-11-27T00:00:00, SELL EXECUTED, Price: 1097.50, Cost: 53437.56, Comm 120.72\n",
      "2018-11-27T00:00:00, SELL EXECUTED, Price: 2825.00, Cost: 49980.00, Comm 98.88\n",
      "2018-11-27T00:00:00, SELL EXECUTED, Price: 625.50, Cost: 54020.00, Comm 115.72\n",
      "2018-11-27T00:00:00, SELL EXECUTED, Price: 518.90, Cost: 46952.10, Comm 101.19\n",
      "2018-11-27T00:00:00, BUY EXECUTED, Price: 101.40, Cost: 46339.80, Comm 115.85\n",
      "2018-12-04T00:00:00, Buy APLH - Rank 5.00 - Close 1243.55\n",
      "2018-12-04T00:00:00, Buy AXBK - Rank 11.00 - Close 623.25\n",
      "2018-12-04T00:00:00, Buy CUMM - Rank 15.00 - Close 811.15\n",
      "2018-12-04T00:00:00, Buy ARTI - Rank 17.00 - Close 703.20\n",
      "2018-12-04T00:00:00, BUY EXECUTED, Price: 1288.00, Cost: 48944.00, Comm 122.36\n",
      "2018-12-04T00:00:00, BUY EXECUTED, Price: 624.95, Cost: 47496.20, Comm 118.74\n",
      "2018-12-04T00:00:00, BUY EXECUTED, Price: 814.90, Cost: 47264.20, Comm 118.16\n",
      "2018-12-04T00:00:00, BUY EXECUTED, Price: 693.34, Cost: 46453.78, Comm 116.13\n",
      "2018-12-11T00:00:00, Leave HCLT - Rank 24.00\n",
      "2018-12-11T00:00:00, Buy TAGL - Rank 16.00 - Close 202.85\n",
      "2018-12-11T00:00:00, SELL EXECUTED, Price: 470.50, Cost: 45909.45, Comm 109.39\n",
      "2018-12-11T00:00:00, BUY EXECUTED, Price: 195.00, Cost: 43485.00, Comm 108.71\n",
      "2019-01-01T00:00:00, Leave SANO - Rank 46.00\n",
      "2019-01-01T00:00:00, Buy IHTL - Rank 14.00 - Close 146.00\n",
      "2019-01-01T00:00:00, Buy NATP - Rank 18.00 - Close 696.95\n",
      "2019-01-01T00:00:00, SELL EXECUTED, Price: 6370.00, Cost: 44730.35, Comm 111.48\n",
      "2019-01-01T00:00:00, BUY EXECUTED, Price: 148.20, Cost: 48461.40, Comm 121.15\n",
      "2019-01-01T00:00:00, BUY EXECUTED, Price: 677.35, Cost: 46059.80, Comm 115.15\n",
      "2019-01-08T00:00:00, Leave HVEL - Rank 24.00\n",
      "2019-01-08T00:00:00, Leave AXBK - Rank 28.00\n",
      "2019-01-08T00:00:00, Leave INED - Rank 51.00\n",
      "2019-01-08T00:00:00, Buy COLG - Rank 16.00 - Close 1310.75\n",
      "2019-01-08T00:00:00, Buy OILI - Rank 19.00 - Close 176.45\n",
      "2019-01-08T00:00:00, SELL EXECUTED, Price: 694.00, Cost: 50620.95, Comm 140.53\n",
      "2019-01-08T00:00:00, SELL EXECUTED, Price: 636.00, Cost: 47496.20, Comm 120.84\n",
      "2019-01-08T00:00:00, SELL EXECUTED, Price: 1632.10, Cost: 45280.00, Comm 130.57\n",
      "2019-01-08T00:00:00, BUY EXECUTED, Price: 1305.40, Cost: 46994.40, Comm 117.49\n",
      "2019-01-08T00:00:00, BUY EXECUTED, Price: 176.75, Cost: 47722.50, Comm 119.31\n",
      "2019-01-22T00:00:00, Leave ADEL - Rank 28.00\n",
      "2019-01-22T00:00:00, Buy PIIL - Rank 16.00 - Close 861.85\n",
      "2019-01-22T00:00:00, Buy COAL - Rank 19.00 - Close 227.75\n",
      "2019-01-22T00:00:00, SELL EXECUTED, Price: 145.40, Cost: 49128.00, Comm 133.77\n",
      "2019-01-22T00:00:00, BUY EXECUTED, Price: 851.65, Cost: 46840.75, Comm 117.10\n",
      "2019-01-22T00:00:00, BUY EXECUTED, Price: 228.45, Cost: 47746.05, Comm 119.37\n",
      "2019-01-29T00:00:00, Leave GLEN - Rank 34.00\n",
      "2019-01-29T00:00:00, SELL EXECUTED, Price: 635.90, Cost: 46441.20, Comm 124.00\n",
      "2019-02-12T00:00:00, Leave NATP - Rank 21.00\n",
      "2019-02-12T00:00:00, Buy TITN - Rank 13.00 - Close 1066.25\n",
      "2019-02-12T00:00:00, Buy NTPC - Rank 16.00 - Close 111.04\n",
      "2019-02-12T00:00:00, Buy TISC - Rank 19.00 - Close 487.40\n",
      "2019-02-12T00:00:00, SELL EXECUTED, Price: 679.30, Cost: 46059.80, Comm 115.48\n",
      "2019-02-12T00:00:00, BUY EXECUTED, Price: 1058.00, Cost: 45494.00, Comm 113.73\n",
      "2019-02-12T00:00:00, BUY EXECUTED, Price: 108.38, Cost: 45627.98, Comm 114.07\n",
      "2019-02-12T00:00:00, BUY EXECUTED, Price: 478.40, Cost: 45448.00, Comm 113.62\n",
      "2019-02-19T00:00:00, Leave CUMM - Rank 39.00\n",
      "2019-02-19T00:00:00, Buy FED - Rank 14.00 - Close 79.30\n",
      "2019-02-19T00:00:00, SELL EXECUTED, Price: 660.05, Cost: 47264.20, Comm 95.71\n",
      "2019-02-19T00:00:00, BUY EXECUTED, Price: 80.50, Cost: 47173.00, Comm 117.93\n",
      "2019-02-26T00:00:00, Leave OILI - Rank 22.00\n",
      "2019-02-26T00:00:00, Leave TAGL - Rank 23.00\n",
      "2019-02-26T00:00:00, Leave TISC - Rank 24.00\n",
      "2019-02-26T00:00:00, Leave REDY - Rank 31.00\n",
      "2019-02-26T00:00:00, Buy UPLL - Rank 4.00 - Close 570.03\n",
      "2019-02-26T00:00:00, SELL EXECUTED, Price: 172.40, Cost: 47722.50, Comm 116.37\n",
      "2019-02-26T00:00:00, SELL EXECUTED, Price: 189.75, Cost: 43485.00, Comm 105.79\n",
      "2019-02-26T00:00:00, SELL EXECUTED, Price: 498.00, Cost: 45448.00, Comm 118.28\n",
      "2019-02-26T00:00:00, SELL EXECUTED, Price: 2653.90, Cost: 42437.70, Comm 119.43\n",
      "2019-02-26T00:00:00, BUY EXECUTED, Price: 561.50, Cost: 46604.50, Comm 116.51\n",
      "2019-03-05T00:00:00, Leave NTPC - Rank 22.00\n",
      "2019-03-05T00:00:00, Leave COAL - Rank 24.00\n",
      "2019-03-05T00:00:00, Leave APLH - Rank 30.00\n",
      "2019-03-05T00:00:00, Buy CORF - Rank 8.00 - Close 462.55\n",
      "2019-03-05T00:00:00, Buy MNFL - Rank 9.00 - Close 120.20\n",
      "2019-03-05T00:00:00, SELL EXECUTED, Price: 119.17, Cost: 45627.98, Comm 125.43\n",
      "2019-03-05T00:00:00, SELL EXECUTED, Price: 233.40, Cost: 47746.05, Comm 121.95\n",
      "2019-03-05T00:00:00, SELL EXECUTED, Price: 1159.80, Cost: 48944.00, Comm 110.18\n",
      "2019-03-05T00:00:00, BUY EXECUTED, Price: 439.10, Cost: 45227.30, Comm 113.07\n",
      "2019-03-05T00:00:00, BUY EXECUTED, Price: 115.05, Cost: 45904.95, Comm 114.76\n",
      "2019-03-12T00:00:00, Leave IHTL - Rank 21.00\n",
      "2019-03-12T00:00:00, Leave FED - Rank 23.00\n",
      "2019-03-12T00:00:00, Buy RECM - Rank 14.00 - Close 133.40\n",
      "2019-03-12T00:00:00, SELL EXECUTED, Price: 145.00, Cost: 48461.40, Comm 118.54\n",
      "2019-03-12T00:00:00, SELL EXECUTED, Price: 91.90, Cost: 47173.00, Comm 134.63\n",
      "2019-03-12T00:00:00, BUY EXECUTED, Price: 135.00, Cost: 49680.00, Comm 124.20\n",
      "2019-03-19T00:00:00, Leave ARTI - Rank 23.00\n",
      "2019-03-19T00:00:00, Leave ICBK - Rank 24.00\n",
      "2019-03-19T00:00:00, Buy INED - Rank 15.00 - Close 1898.45\n",
      "2019-03-19T00:00:00, Buy IPCA - Rank 16.00 - Close 919.20\n",
      "2019-03-19T00:00:00, SELL EXECUTED, Price: 683.85, Cost: 46453.78, Comm 114.54\n",
      "2019-03-19T00:00:00, SELL EXECUTED, Price: 398.40, Cost: 46377.10, Comm 132.47\n",
      "2019-03-19T00:00:00, BUY EXECUTED, Price: 1848.90, Cost: 48071.40, Comm 120.18\n",
      "2019-03-19T00:00:00, BUY EXECUTED, Price: 893.50, Cost: 47355.50, Comm 118.39\n",
      "2019-03-26T00:00:00, Leave WIPR - Rank 25.00\n",
      "2019-03-26T00:00:00, Buy GODR - Rank 7.00 - Close 814.15\n",
      "2019-03-26T00:00:00, Buy HVEL - Rank 12.00 - Close 757.80\n",
      "2019-03-26T00:00:00, Buy OEBO - Rank 16.00 - Close 521.00\n",
      "2019-03-26T00:00:00, Buy PROC - Rank 18.00 - Close 10398.05\n",
      "2019-03-26T00:00:00, SELL EXECUTED, Price: 257.10, Cost: 48314.36, Comm 129.84\n",
      "2019-03-26T00:00:00, BUY EXECUTED, Price: 831.10, Cost: 50697.10, Comm 126.74\n",
      "2019-03-26T00:00:00, BUY EXECUTED, Price: 741.00, Cost: 48165.00, Comm 120.41\n",
      "2019-03-26T00:00:00, BUY EXECUTED, Price: 514.90, Cost: 48915.50, Comm 122.29\n",
      "2019-03-26T00:00:00, BUY EXECUTED, Price: 10348.00, Cost: 41392.00, Comm 103.48\n",
      "2019-04-02T00:00:00, Leave COLG - Rank 29.00\n",
      "2019-04-02T00:00:00, Buy AXBK - Rank 4.00 - Close 767.40\n",
      "2019-04-02T00:00:00, Buy BJFN - Rank 8.00 - Close 3055.20\n",
      "2019-04-02T00:00:00, Buy ASPN - Rank 16.00 - Close 1519.30\n",
      "2019-04-02T00:00:00, Buy BJFS - Rank 18.00 - Close 7279.60\n",
      "2019-04-02T00:00:00, SELL EXECUTED, Price: 1255.00, Cost: 46994.40, Comm 112.95\n",
      "2019-04-02T00:00:00, BUY EXECUTED, Price: 769.15, Cost: 49994.75, Comm 124.99\n",
      "2019-04-02T00:00:00, BUY EXECUTED, Price: 3024.80, Cost: 48396.80, Comm 120.99\n",
      "2019-04-02T00:00:00, BUY EXECUTED, Price: 1493.00, Cost: 49269.00, Comm 123.17\n",
      "2019-04-02T00:00:00, BUY EXECUTED, Price: 7197.40, Cost: 43184.40, Comm 107.96\n",
      "2019-04-09T00:00:00, Leave PROC - Rank 21.00\n",
      "2019-04-09T00:00:00, Buy RELI - Rank 13.00 - Close 1321.92\n",
      "2019-04-09T00:00:00, Buy BJAT - Rank 18.00 - Close 3284.45\n",
      "2019-04-09T00:00:00, SELL EXECUTED, Price: 10730.00, Cost: 41392.00, Comm 107.30\n",
      "2019-04-09T00:00:00, BUY EXECUTED, Price: 1316.42, Cost: 50023.96, Comm 125.06\n",
      "2019-04-09T00:00:00, BUY EXECUTED, Price: 3316.95, Cost: 49754.25, Comm 124.39\n",
      "2019-04-16T00:00:00, Leave CORF - Rank 32.00\n",
      "2019-04-16T00:00:00, Buy PROC - Rank 15.00 - Close 10698.65\n",
      "2019-04-16T00:00:00, Buy IGAS - Rank 19.00 - Close 322.55\n",
      "2019-04-16T00:00:00, Order Canceled/Margin/Rejected\n",
      "2019-04-16T00:00:00, SELL EXECUTED, Price: 448.00, Cost: 45227.30, Comm 115.36\n",
      "2019-04-16T00:00:00, BUY EXECUTED, Price: 10736.75, Cost: 42947.00, Comm 107.37\n",
      "2019-04-23T00:00:00, Leave ASPN - Rank 21.00\n",
      "2019-04-23T00:00:00, Buy IGAS - Rank 16.00 - Close 313.10\n",
      "2019-04-23T00:00:00, Buy PNBK - Rank 17.00 - Close 87.20\n",
      "2019-04-23T00:00:00, Order Canceled/Margin/Rejected\n",
      "2019-04-23T00:00:00, SELL EXECUTED, Price: 1449.00, Cost: 49269.00, Comm 119.54\n",
      "2019-04-23T00:00:00, BUY EXECUTED, Price: 313.55, Cost: 50168.00, Comm 125.42\n",
      "2019-04-30T00:00:00, Leave DIVI - Rank 22.00\n",
      "2019-04-30T00:00:00, Leave BJAT - Rank 24.00\n",
      "2019-04-30T00:00:00, Buy MINT - Rank 15.00 - Close 981.25\n",
      "2019-04-30T00:00:00, Buy PREG - Rank 16.00 - Close 261.25\n",
      "2019-04-30T00:00:00, SELL EXECUTED, Price: 1722.35, Cost: 45446.00, Comm 133.48\n",
      "2019-04-30T00:00:00, SELL EXECUTED, Price: 3261.00, Cost: 49754.25, Comm 122.29\n",
      "2019-04-30T00:00:00, BUY EXECUTED, Price: 977.70, Cost: 49862.70, Comm 124.66\n",
      "2019-04-30T00:00:00, BUY EXECUTED, Price: 262.00, Cost: 50566.00, Comm 126.41\n",
      "2019-05-07T00:00:00, Leave PROC - Rank 23.00\n",
      "2019-05-07T00:00:00, Buy KTKM - Rank 16.00 - Close 1408.15\n",
      "2019-05-07T00:00:00, SELL EXECUTED, Price: 10427.95, Cost: 42947.00, Comm 104.28\n",
      "2019-05-07T00:00:00, BUY EXECUTED, Price: 1410.00, Cost: 49350.00, Comm 123.38\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2019-05-14T00:00:00, Leave HVEL - Rank 23.00\n",
      "2019-05-14T00:00:00, Leave PWFC - Rank 29.00\n",
      "2019-05-14T00:00:00, Buy TRCE - Rank 16.00 - Close 736.65\n",
      "2019-05-14T00:00:00, SELL EXECUTED, Price: 735.95, Cost: 48165.00, Comm 119.59\n",
      "2019-05-14T00:00:00, SELL EXECUTED, Price: 106.25, Cost: 46339.80, Comm 121.39\n",
      "2019-05-14T00:00:00, BUY EXECUTED, Price: 732.00, Cost: 47580.00, Comm 118.95\n",
      "2019-05-21T00:00:00, Buy REXP - Rank 19.00 - Close 657.45\n",
      "2019-05-21T00:00:00, BUY EXECUTED, Price: 670.05, Cost: 51593.85, Comm 128.98\n",
      "2019-06-04T00:00:00, Leave OEBO - Rank 21.00\n",
      "2019-06-04T00:00:00, Buy SHCM - Rank 16.00 - Close 21200.50\n",
      "2019-06-04T00:00:00, Buy GGAS - Rank 18.00 - Close 185.05\n",
      "2019-06-04T00:00:00, Order Canceled/Margin/Rejected\n",
      "2019-06-04T00:00:00, SELL EXECUTED, Price: 560.00, Cost: 48915.50, Comm 133.00\n",
      "2019-06-04T00:00:00, BUY EXECUTED, Price: 21676.00, Cost: 43352.00, Comm 108.38\n",
      "2019-06-11T00:00:00, Leave REXP - Rank 22.00\n",
      "2019-06-11T00:00:00, Leave RELI - Rank 24.00\n",
      "2019-06-11T00:00:00, Buy GGAS - Rank 14.00 - Close 188.45\n",
      "2019-06-11T00:00:00, SELL EXECUTED, Price: 659.10, Cost: 51593.85, Comm 126.88\n",
      "2019-06-11T00:00:00, SELL EXECUTED, Price: 1309.44, Cost: 50023.96, Comm 124.40\n",
      "2019-06-11T00:00:00, BUY EXECUTED, Price: 185.95, Cost: 51880.05, Comm 129.70\n",
      "2019-06-25T00:00:00, Leave IPCA - Rank 24.00\n",
      "2019-06-25T00:00:00, SELL EXECUTED, Price: 944.70, Cost: 47355.50, Comm 125.17\n",
      "2019-07-02T00:00:00, Leave BATA - Rank 21.00\n",
      "2019-07-02T00:00:00, Leave MINT - Rank 35.00\n",
      "2019-07-02T00:00:00, SELL EXECUTED, Price: 1454.00, Cost: 51535.00, Comm 199.93\n",
      "2019-07-02T00:00:00, SELL EXECUTED, Price: 881.70, Cost: 49862.70, Comm 112.42\n",
      "2019-07-09T00:00:00, Leave AXBK - Rank 21.00\n",
      "2019-07-09T00:00:00, Leave IGAS - Rank 33.00\n",
      "2019-07-09T00:00:00, Buy OEBO - Rank 13.00 - Close 592.40\n",
      "2019-07-09T00:00:00, Buy SIEM - Rank 17.00 - Close 1260.10\n",
      "2019-07-09T00:00:00, SELL EXECUTED, Price: 778.50, Cost: 49994.75, Comm 126.51\n",
      "2019-07-09T00:00:00, SELL EXECUTED, Price: 297.90, Cost: 50168.00, Comm 119.16\n",
      "2019-07-09T00:00:00, BUY EXECUTED, Price: 545.05, Cost: 46874.30, Comm 117.19\n",
      "2019-07-09T00:00:00, BUY EXECUTED, Price: 1250.00, Cost: 50000.00, Comm 125.00\n",
      "2019-07-16T00:00:00, Leave GODR - Rank 21.00\n",
      "2019-07-16T00:00:00, Leave RECM - Rank 27.00\n",
      "2019-07-16T00:00:00, Buy BAJE - Rank 16.00 - Close 103.05\n",
      "2019-07-16T00:00:00, SELL EXECUTED, Price: 950.00, Cost: 50697.10, Comm 144.88\n",
      "2019-07-16T00:00:00, SELL EXECUTED, Price: 149.75, Cost: 49680.00, Comm 137.77\n",
      "2019-07-16T00:00:00, BUY EXECUTED, Price: 102.90, Cost: 51038.40, Comm 127.60\n",
      "2019-07-23T00:00:00, Leave UPLL - Rank 23.00\n",
      "2019-07-23T00:00:00, Leave TITN - Rank 28.00\n",
      "2019-07-23T00:00:00, Buy TAGL - Rank 10.00 - Close 250.40\n",
      "2019-07-23T00:00:00, SELL EXECUTED, Price: 642.60, Cost: 46604.50, Comm 133.34\n",
      "2019-07-23T00:00:00, SELL EXECUTED, Price: 1090.00, Cost: 45494.00, Comm 117.17\n",
      "2019-07-23T00:00:00, BUY EXECUTED, Price: 250.00, Cost: 49750.00, Comm 124.38\n",
      "2019-07-30T00:00:00, Leave OEBO - Rank 21.00\n",
      "2019-07-30T00:00:00, Leave MNFL - Rank 27.00\n",
      "2019-07-30T00:00:00, Buy TREN - Rank 11.00 - Close 401.15\n",
      "2019-07-30T00:00:00, SELL EXECUTED, Price: 549.00, Cost: 46874.30, Comm 118.03\n",
      "2019-07-30T00:00:00, SELL EXECUTED, Price: 114.00, Cost: 45904.95, Comm 113.72\n",
      "2019-07-30T00:00:00, BUY EXECUTED, Price: 406.10, Cost: 50356.40, Comm 125.89\n",
      "2019-08-06T00:00:00, Leave BJFS - Rank 22.00\n",
      "2019-08-06T00:00:00, Leave TRCE - Rank 24.00\n",
      "2019-08-06T00:00:00, Buy SBI - Rank 8.00 - Close 301.40\n",
      "2019-08-06T00:00:00, Buy GSPT - Rank 14.00 - Close 215.00\n",
      "2019-08-06T00:00:00, Buy REXP - Rank 18.00 - Close 685.60\n",
      "2019-08-06T00:00:00, SELL EXECUTED, Price: 6950.00, Cost: 43184.40, Comm 104.25\n",
      "2019-08-06T00:00:00, SELL EXECUTED, Price: 704.25, Cost: 47580.00, Comm 114.44\n",
      "2019-08-06T00:00:00, BUY EXECUTED, Price: 298.80, Cost: 49302.00, Comm 123.26\n",
      "2019-08-06T00:00:00, BUY EXECUTED, Price: 208.25, Cost: 48105.75, Comm 120.26\n",
      "2019-08-06T00:00:00, BUY EXECUTED, Price: 685.50, Cost: 49356.00, Comm 123.39\n",
      "2019-08-13T00:00:00, Buy ABOT - Rank 15.00 - Close 9117.50\n",
      "2019-08-13T00:00:00, BUY EXECUTED, Price: 9050.00, Cost: 45250.00, Comm 113.12\n",
      "2019-08-20T00:00:00, Leave SIEM - Rank 21.00\n",
      "2019-08-20T00:00:00, Leave BAJE - Rank 24.00\n",
      "2019-08-20T00:00:00, Leave SBI - Rank 29.00\n",
      "2019-08-20T00:00:00, Buy TOPO - Rank 18.00 - Close 290.40\n",
      "2019-08-20T00:00:00, Buy NEST - Rank 19.00 - Close 11969.80\n",
      "2019-08-20T00:00:00, SELL EXECUTED, Price: 1168.10, Cost: 50000.00, Comm 116.81\n",
      "2019-08-20T00:00:00, SELL EXECUTED, Price: 96.90, Cost: 51038.40, Comm 120.16\n",
      "2019-08-20T00:00:00, SELL EXECUTED, Price: 287.30, Cost: 49302.00, Comm 118.51\n",
      "2019-08-20T00:00:00, BUY EXECUTED, Price: 286.75, Cost: 50181.25, Comm 125.45\n",
      "2019-08-20T00:00:00, BUY EXECUTED, Price: 12114.00, Cost: 48456.00, Comm 121.14\n",
      "2019-08-27T00:00:00, Buy ARTI - Rank 16.00 - Close 784.20\n",
      "2019-08-27T00:00:00, BUY EXECUTED, Price: 755.05, Cost: 48323.20, Comm 120.81\n",
      "2019-09-03T00:00:00, Leave SHCM - Rank 26.00\n",
      "2019-09-03T00:00:00, Buy APLH - Rank 4.00 - Close 1493.45\n",
      "2019-09-03T00:00:00, SELL EXECUTED, Price: 18579.00, Cost: 43352.00, Comm 92.89\n",
      "2019-09-03T00:00:00, BUY EXECUTED, Price: 1496.00, Cost: 49368.00, Comm 123.42\n",
      "2019-09-17T00:00:00, Leave BJFN - Rank 21.00\n",
      "2019-09-17T00:00:00, Leave INED - Rank 24.00\n",
      "2019-09-17T00:00:00, Leave REXP - Rank 66.00\n",
      "2019-09-17T00:00:00, Leave ARTI - Rank 70.00\n",
      "2019-09-17T00:00:00, Buy BRGR - Rank 16.00 - Close 365.05\n",
      "2019-09-17T00:00:00, Buy ITC - Rank 17.00 - Close 237.20\n",
      "2019-09-17T00:00:00, Buy HLL - Rank 18.00 - Close 1831.20\n",
      "2019-09-17T00:00:00, SELL EXECUTED, Price: 3424.95, Cost: 48396.80, Comm 137.00\n",
      "2019-09-17T00:00:00, SELL EXECUTED, Price: 1944.10, Cost: 48071.40, Comm 126.37\n",
      "2019-09-17T00:00:00, SELL EXECUTED, Price: 678.00, Cost: 49356.00, Comm 122.04\n",
      "2019-09-17T00:00:00, SELL EXECUTED, Price: 779.95, Cost: 48323.20, Comm 124.79\n",
      "2019-09-17T00:00:00, BUY EXECUTED, Price: 364.25, Cost: 50266.50, Comm 125.67\n",
      "2019-09-17T00:00:00, BUY EXECUTED, Price: 239.80, Cost: 51077.40, Comm 127.69\n",
      "2019-09-17T00:00:00, BUY EXECUTED, Price: 1814.75, Cost: 48998.25, Comm 122.50\n",
      "2019-09-24T00:00:00, Buy CESC - Rank 13.00 - Close 789.65\n",
      "2019-09-24T00:00:00, BUY EXECUTED, Price: 819.05, Cost: 54057.30, Comm 135.14\n",
      "2019-10-01T00:00:00, Leave ITC - Rank 21.00\n",
      "2019-10-01T00:00:00, Buy WHIR - Rank 9.00 - Close 1955.40\n",
      "2019-10-01T00:00:00, Buy INFY - Rank 12.00 - Close 793.55\n",
      "2019-10-01T00:00:00, SELL EXECUTED, Price: 259.10, Cost: 51077.40, Comm 137.97\n",
      "2019-10-01T00:00:00, BUY EXECUTED, Price: 1887.45, Cost: 49073.70, Comm 122.68\n",
      "2019-10-01T00:00:00, BUY EXECUTED, Price: 807.00, Cost: 52455.00, Comm 131.14\n",
      "2019-10-15T00:00:00, Leave PREG - Rank 25.00\n",
      "2019-10-15T00:00:00, Leave CESC - Rank 26.00\n",
      "2019-10-15T00:00:00, Leave GGAS - Rank 67.00\n",
      "2019-10-15T00:00:00, Buy ASPN - Rank 11.00 - Close 1803.10\n",
      "2019-10-15T00:00:00, Buy BATA - Rank 16.00 - Close 1717.10\n",
      "2019-10-15T00:00:00, Buy COLG - Rank 17.00 - Close 1557.60\n",
      "2019-10-15T00:00:00, Buy PLNG - Rank 19.00 - Close 259.25\n",
      "2019-10-15T00:00:00, SELL EXECUTED, Price: 283.60, Cost: 50566.00, Comm 136.84\n",
      "2019-10-15T00:00:00, SELL EXECUTED, Price: 770.00, Cost: 54057.30, Comm 127.05\n",
      "2019-10-15T00:00:00, SELL EXECUTED, Price: 175.00, Cost: 51880.05, Comm 122.06\n",
      "2019-10-15T00:00:00, BUY EXECUTED, Price: 1807.70, Cost: 52423.30, Comm 131.06\n",
      "2019-10-15T00:00:00, BUY EXECUTED, Price: 1730.00, Cost: 51900.00, Comm 129.75\n",
      "2019-10-15T00:00:00, BUY EXECUTED, Price: 1529.80, Cost: 50483.40, Comm 126.21\n",
      "2019-10-15T00:00:00, BUY EXECUTED, Price: 258.90, Cost: 52815.60, Comm 132.04\n",
      "2019-10-22T00:00:00, Leave TOPO - Rank 22.00\n",
      "2019-10-22T00:00:00, SELL EXECUTED, Price: 284.75, Cost: 50181.25, Comm 124.58\n",
      "2019-10-29T00:00:00, Leave KTKM - Rank 27.00\n",
      "2019-10-29T00:00:00, Leave INFY - Rank 102.00\n",
      "2019-10-29T00:00:00, Buy SANO - Rank 19.00 - Close 6639.15\n",
      "2019-10-29T00:00:00, SELL EXECUTED, Price: 1597.40, Cost: 49350.00, Comm 139.77\n",
      "2019-10-29T00:00:00, SELL EXECUTED, Price: 651.00, Cost: 52455.00, Comm 105.79\n",
      "2019-10-29T00:00:00, BUY EXECUTED, Price: 6500.00, Cost: 52000.00, Comm 130.00\n",
      "2019-11-05T00:00:00, Buy MRF - Rank 13.00 - Close 63855.75\n",
      "2019-11-05T00:00:00, Buy VOLT - Rank 17.00 - Close 679.50\n",
      "2019-11-05T00:00:00, Buy SIEM - Rank 18.00 - Close 1677.40\n",
      "2019-11-05T00:00:00, BUY EXECUTED, Price: 689.45, Cost: 54466.55, Comm 136.17\n",
      "2019-11-05T00:00:00, BUY EXECUTED, Price: 1679.50, Cost: 53744.00, Comm 134.36\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2019-11-19T00:00:00, Leave GSPT - Rank 21.00\n",
      "2019-11-19T00:00:00, Leave APLH - Rank 22.00\n",
      "2019-11-19T00:00:00, Buy MRF - Rank 11.00 - Close 63539.35\n",
      "2019-11-19T00:00:00, Buy GMRI - Rank 15.00 - Close 20.70\n",
      "2019-11-19T00:00:00, Buy IGAS - Rank 19.00 - Close 417.90\n",
      "2019-11-19T00:00:00, SELL EXECUTED, Price: 220.00, Cost: 48105.75, Comm 127.05\n",
      "2019-11-19T00:00:00, SELL EXECUTED, Price: 1408.80, Cost: 49368.00, Comm 116.23\n",
      "2019-11-19T00:00:00, BUY EXECUTED, Price: 21.30, Cost: 55507.80, Comm 138.77\n",
      "2019-11-19T00:00:00, BUY EXECUTED, Price: 417.00, Cost: 53793.00, Comm 134.48\n",
      "2019-11-26T00:00:00, Buy BPCL - Rank 13.00 - Close 496.65\n",
      "2019-11-26T00:00:00, BUY EXECUTED, Price: 509.00, Cost: 54463.00, Comm 136.16\n",
      "2019-12-03T00:00:00, Buy MRF - Rank 12.00 - Close 62061.70\n",
      "2019-12-10T00:00:00, Leave VOLT - Rank 22.00\n",
      "2019-12-10T00:00:00, Buy ADEL - Rank 13.00 - Close 204.20\n",
      "2019-12-10T00:00:00, SELL EXECUTED, Price: 680.00, Cost: 54466.55, Comm 134.30\n",
      "2019-12-10T00:00:00, BUY EXECUTED, Price: 207.45, Cost: 54351.90, Comm 135.88\n",
      "2019-12-17T00:00:00, Leave PLNG - Rank 21.00\n",
      "2019-12-17T00:00:00, Buy NAFL - Rank 11.00 - Close 945.75\n",
      "2019-12-17T00:00:00, SELL EXECUTED, Price: 274.65, Cost: 52815.60, Comm 140.07\n",
      "2019-12-17T00:00:00, BUY EXECUTED, Price: 947.70, Cost: 53071.20, Comm 132.68\n",
      "2019-12-24T00:00:00, Leave TREN - Rank 21.00\n",
      "2019-12-24T00:00:00, Leave SIEM - Rank 22.00\n",
      "2019-12-24T00:00:00, Leave SANO - Rank 24.00\n",
      "2019-12-24T00:00:00, Leave HLL - Rank 27.00\n",
      "2019-12-24T00:00:00, Buy PFIZ - Rank 13.00 - Close 4220.00\n",
      "2019-12-24T00:00:00, Buy BLKI - Rank 14.00 - Close 954.30\n",
      "2019-12-24T00:00:00, Buy RELI - Rank 16.00 - Close 1531.93\n",
      "2019-12-24T00:00:00, Buy GGAS - Rank 17.00 - Close 223.75\n",
      "2019-12-24T00:00:00, Buy CORF - Rank 19.00 - Close 517.20\n",
      "2019-12-24T00:00:00, SELL EXECUTED, Price: 522.20, Cost: 50356.40, Comm 161.88\n",
      "2019-12-24T00:00:00, SELL EXECUTED, Price: 1538.00, Cost: 53744.00, Comm 123.04\n",
      "2019-12-24T00:00:00, SELL EXECUTED, Price: 6880.05, Cost: 52000.00, Comm 137.60\n",
      "2019-12-24T00:00:00, SELL EXECUTED, Price: 1952.00, Cost: 48998.25, Comm 131.76\n",
      "2019-12-24T00:00:00, BUY EXECUTED, Price: 4235.10, Cost: 50821.20, Comm 127.05\n",
      "2019-12-24T00:00:00, BUY EXECUTED, Price: 950.70, Cost: 54189.90, Comm 135.47\n",
      "2019-12-24T00:00:00, BUY EXECUTED, Price: 1554.17, Cost: 54395.95, Comm 135.99\n",
      "2019-12-24T00:00:00, BUY EXECUTED, Price: 226.00, Cost: 54918.00, Comm 137.30\n",
      "2019-12-24T00:00:00, BUY EXECUTED, Price: 515.05, Cost: 54080.25, Comm 135.20\n",
      "2019-12-31T00:00:00, Buy MNFL - Rank 12.00 - Close 177.40\n",
      "2019-12-31T00:00:00, Order Canceled/Margin/Rejected\n",
      "2020-01-07T00:00:00, Leave ASPN - Rank 22.00\n",
      "2020-01-07T00:00:00, Leave BATA - Rank 23.00\n",
      "2020-01-07T00:00:00, Buy JUBI - Rank 8.00 - Close 1693.65\n",
      "2020-01-07T00:00:00, Buy MNFL - Rank 9.00 - Close 174.40\n",
      "2020-01-07T00:00:00, Buy ICBK - Rank 17.00 - Close 522.90\n",
      "2020-01-07T00:00:00, Order Canceled/Margin/Rejected\n",
      "2020-01-07T00:00:00, SELL EXECUTED, Price: 1711.00, Cost: 52423.30, Comm 124.05\n",
      "2020-01-07T00:00:00, SELL EXECUTED, Price: 1710.00, Cost: 51900.00, Comm 128.25\n",
      "2020-01-07T00:00:00, BUY EXECUTED, Price: 1688.00, Cost: 52328.00, Comm 130.82\n",
      "2020-01-07T00:00:00, BUY EXECUTED, Price: 175.95, Cost: 54016.65, Comm 135.04\n",
      "2020-01-14T00:00:00, Leave COLG - Rank 29.00\n",
      "2020-01-14T00:00:00, Buy ICBK - Rank 15.00 - Close 537.60\n",
      "2020-01-14T00:00:00, Buy BJFS - Rank 17.00 - Close 9554.85\n",
      "2020-01-14T00:00:00, Order Canceled/Margin/Rejected\n",
      "2020-01-14T00:00:00, SELL EXECUTED, Price: 1480.00, Cost: 50483.40, Comm 122.10\n",
      "2020-01-14T00:00:00, BUY EXECUTED, Price: 536.20, Cost: 55228.60, Comm 138.07\n",
      "2020-01-21T00:00:00, Leave BPCL - Rank 21.00\n",
      "2020-01-21T00:00:00, Leave NEST - Rank 25.00\n",
      "2020-01-21T00:00:00, Buy BJFS - Rank 16.00 - Close 9534.30\n",
      "2020-01-21T00:00:00, Buy BRTI - Rank 17.00 - Close 511.75\n",
      "2020-01-21T00:00:00, SELL EXECUTED, Price: 457.60, Cost: 54463.00, Comm 122.41\n",
      "2020-01-21T00:00:00, SELL EXECUTED, Price: 15361.05, Cost: 48456.00, Comm 153.61\n",
      "2020-01-21T00:00:00, BUY EXECUTED, Price: 9583.95, Cost: 57503.70, Comm 143.76\n",
      "2020-01-21T00:00:00, BUY EXECUTED, Price: 510.00, Cost: 57120.00, Comm 142.80\n",
      "2020-01-28T00:00:00, Leave TAGL - Rank 21.00\n",
      "2020-01-28T00:00:00, Leave RELI - Rank 22.00\n",
      "2020-01-28T00:00:00, Buy TAMO - Rank 11.00 - Close 176.10\n",
      "2020-01-28T00:00:00, Buy JNSP - Rank 13.00 - Close 175.50\n",
      "2020-01-28T00:00:00, Buy DLF - Rank 15.00 - Close 257.65\n",
      "2020-01-28T00:00:00, Order Canceled/Margin/Rejected\n",
      "2020-01-28T00:00:00, SELL EXECUTED, Price: 382.80, Cost: 49750.00, Comm 190.44\n",
      "2020-01-28T00:00:00, SELL EXECUTED, Price: 1494.43, Cost: 54395.95, Comm 130.76\n",
      "2020-01-28T00:00:00, BUY EXECUTED, Price: 183.90, Cost: 61238.70, Comm 153.10\n",
      "2020-01-28T00:00:00, BUY EXECUTED, Price: 179.80, Cost: 60053.20, Comm 150.13\n",
      "2020-02-04T00:00:00, Leave PIIL - Rank 22.00\n",
      "2020-02-04T00:00:00, Buy DLF - Rank 9.00 - Close 245.25\n",
      "2020-02-04T00:00:00, Buy TAGL - Rank 18.00 - Close 379.90\n",
      "2020-02-04T00:00:00, SELL EXECUTED, Price: 1557.00, Cost: 46840.75, Comm 214.09\n",
      "2020-02-04T00:00:00, BUY EXECUTED, Price: 231.40, Cost: 54379.00, Comm 135.95\n",
      "2020-02-04T00:00:00, BUY EXECUTED, Price: 384.00, Cost: 58368.00, Comm 145.92\n",
      "2020-02-11T00:00:00, Leave BJFS - Rank 25.00\n",
      "2020-02-11T00:00:00, SELL EXECUTED, Price: 9643.50, Cost: 57503.70, Comm 144.65\n",
      "2020-02-18T00:00:00, Leave ICBK - Rank 22.00\n",
      "2020-02-18T00:00:00, Leave PFIZ - Rank 24.00\n",
      "2020-02-18T00:00:00, Buy ESCO - Rank 19.00 - Close 888.65\n",
      "2020-02-18T00:00:00, SELL EXECUTED, Price: 541.00, Cost: 55228.60, Comm 139.31\n",
      "2020-02-18T00:00:00, SELL EXECUTED, Price: 4040.00, Cost: 50821.20, Comm 121.20\n",
      "2020-02-18T00:00:00, BUY EXECUTED, Price: 884.10, Cost: 58350.60, Comm 145.88\n",
      "2020-02-25T00:00:00, Leave WHIR - Rank 25.00\n",
      "2020-02-25T00:00:00, Buy SAIL - Rank 12.00 - Close 39.25\n",
      "2020-02-25T00:00:00, Buy IPCA - Rank 15.00 - Close 1427.60\n",
      "2020-02-25T00:00:00, Buy TTCH - Rank 19.00 - Close 330.50\n",
      "2020-02-25T00:00:00, Order Canceled/Margin/Rejected\n",
      "2020-02-25T00:00:00, SELL EXECUTED, Price: 2245.00, Cost: 49073.70, Comm 145.93\n",
      "2020-02-25T00:00:00, BUY EXECUTED, Price: 39.40, Cost: 58903.00, Comm 147.26\n",
      "2020-02-25T00:00:00, BUY EXECUTED, Price: 1470.55, Cost: 60292.55, Comm 150.73\n",
      "2020-03-03T00:00:00, Leave SAIL - Rank 23.00\n",
      "2020-03-03T00:00:00, Leave MNFL - Rank 26.00\n",
      "2020-03-03T00:00:00, Leave TAMO - Rank 39.00\n",
      "2020-03-03T00:00:00, Buy MINT - Rank 14.00 - Close 989.05\n",
      "2020-03-03T00:00:00, Buy TTCH - Rank 17.00 - Close 319.41\n",
      "2020-03-03T00:00:00, SELL EXECUTED, Price: 35.45, Cost: 58903.00, Comm 132.49\n",
      "2020-03-03T00:00:00, SELL EXECUTED, Price: 164.10, Cost: 54016.65, Comm 125.95\n",
      "2020-03-03T00:00:00, SELL EXECUTED, Price: 127.50, Cost: 61238.70, Comm 106.14\n",
      "2020-03-03T00:00:00, BUY EXECUTED, Price: 1005.00, Cost: 55275.00, Comm 138.19\n",
      "2020-03-03T00:00:00, BUY EXECUTED, Price: 312.55, Cost: 53758.60, Comm 134.40\n",
      "2020-03-17T00:00:00, Leave BRGR - Rank 21.00\n",
      "2020-03-17T00:00:00, Leave DLF - Rank 31.00\n",
      "2020-03-17T00:00:00, Leave GMRI - Rank 38.00\n",
      "2020-03-17T00:00:00, Buy DIVI - Rank 10.00 - Close 1895.30\n",
      "2020-03-17T00:00:00, Buy TREN - Rank 11.00 - Close 536.85\n",
      "2020-03-17T00:00:00, Buy SHCM - Rank 15.00 - Close 20005.50\n",
      "2020-03-17T00:00:00, Buy NITT - Rank 19.00 - Close 1179.50\n",
      "2020-03-17T00:00:00, SELL EXECUTED, Price: 428.50, Cost: 50266.50, Comm 147.83\n",
      "2020-03-17T00:00:00, SELL EXECUTED, Price: 150.00, Cost: 54379.00, Comm 88.12\n",
      "2020-03-17T00:00:00, SELL EXECUTED, Price: 16.65, Cost: 55507.80, Comm 108.47\n",
      "2020-03-17T00:00:00, BUY EXECUTED, Price: 1892.00, Cost: 45408.00, Comm 113.52\n",
      "2020-03-17T00:00:00, BUY EXECUTED, Price: 566.00, Cost: 49242.00, Comm 123.11\n",
      "2020-03-17T00:00:00, BUY EXECUTED, Price: 19905.05, Cost: 39810.10, Comm 99.53\n",
      "2020-03-17T00:00:00, BUY EXECUTED, Price: 1308.00, Cost: 52320.00, Comm 130.80\n",
      "2020-03-24T00:00:00, Leave IGAS - Rank 23.00\n",
      "2020-03-24T00:00:00, Leave JUBI - Rank 25.00\n",
      "2020-03-24T00:00:00, Leave ADEL - Rank 46.00\n",
      "2020-03-24T00:00:00, Leave TTCH - Rank 48.00\n",
      "2020-03-24T00:00:00, Leave NITT - Rank 69.00\n",
      "2020-03-24T00:00:00, Buy INDB - Rank 8.00 - Close 123.35\n",
      "2020-03-24T00:00:00, Buy BION - Rank 10.00 - Close 271.00\n",
      "2020-03-24T00:00:00, Buy PFIZ - Rank 11.00 - Close 3679.50\n",
      "2020-03-24T00:00:00, Buy CADI - Rank 16.00 - Close 278.45\n",
      "2020-03-24T00:00:00, Buy PIDI - Rank 18.00 - Close 1275.10\n",
      "2020-03-24T00:00:00, Buy SANO - Rank 19.00 - Close 6073.50\n",
      "2020-03-24T00:00:00, Order Canceled/Margin/Rejected\n",
      "2020-03-24T00:00:00, SELL EXECUTED, Price: 319.00, Cost: 53793.00, Comm 102.88\n",
      "2020-03-24T00:00:00, SELL EXECUTED, Price: 1279.00, Cost: 52328.00, Comm 99.12\n",
      "2020-03-24T00:00:00, SELL EXECUTED, Price: 125.00, Cost: 54351.90, Comm 81.88\n",
      "2020-03-24T00:00:00, SELL EXECUTED, Price: 212.05, Cost: 53758.60, Comm 91.18\n",
      "2020-03-24T00:00:00, SELL EXECUTED, Price: 928.00, Cost: 52320.00, Comm 92.80\n",
      "2020-03-24T00:00:00, BUY EXECUTED, Price: 123.35, Cost: 40088.75, Comm 100.22\n",
      "2020-03-24T00:00:00, BUY EXECUTED, Price: 257.00, Cost: 38036.00, Comm 95.09\n",
      "2020-03-24T00:00:00, BUY EXECUTED, Price: 3850.00, Cost: 38500.00, Comm 96.25\n",
      "2020-03-24T00:00:00, BUY EXECUTED, Price: 297.00, Cost: 42768.00, Comm 106.92\n",
      "2020-03-24T00:00:00, BUY EXECUTED, Price: 1258.50, Cost: 39013.50, Comm 97.53\n",
      "2020-03-31T00:00:00, Leave TAGL - Rank 28.00\n",
      "2020-03-31T00:00:00, Leave SHCM - Rank 41.00\n",
      "2020-03-31T00:00:00, Leave JNSP - Rank 84.00\n",
      "2020-03-31T00:00:00, Buy COLG - Rank 16.00 - Close 1252.70\n",
      "2020-03-31T00:00:00, Buy HVEL - Rank 17.00 - Close 480.45\n",
      "2020-03-31T00:00:00, Buy MRCO - Rank 18.00 - Close 274.85\n",
      "2020-03-31T00:00:00, Buy NEST - Rank 19.00 - Close 16300.60\n",
      "2020-03-31T00:00:00, Order Canceled/Margin/Rejected\n",
      "2020-03-31T00:00:00, SELL EXECUTED, Price: 291.50, Cost: 58368.00, Comm 110.77\n",
      "2020-03-31T00:00:00, SELL EXECUTED, Price: 17274.15, Cost: 39810.10, Comm 86.37\n",
      "2020-03-31T00:00:00, SELL EXECUTED, Price: 82.50, Cost: 60053.20, Comm 68.89\n",
      "2020-03-31T00:00:00, BUY EXECUTED, Price: 1250.00, Cost: 41250.00, Comm 103.12\n",
      "2020-03-31T00:00:00, BUY EXECUTED, Price: 474.00, Cost: 41712.00, Comm 104.28\n",
      "2020-03-31T00:00:00, BUY EXECUTED, Price: 265.40, Cost: 40871.60, Comm 102.18\n",
      "2020-04-07T00:00:00, Leave ESCO - Rank 22.00\n",
      "2020-04-07T00:00:00, Leave PFIZ - Rank 25.00\n",
      "2020-04-07T00:00:00, Leave TREN - Rank 48.00\n",
      "2020-04-07T00:00:00, Buy NEST - Rank 16.00 - Close 17038.65\n",
      "2020-04-07T00:00:00, Buy PROC - Rank 17.00 - Close 10500.65\n",
      "2020-04-07T00:00:00, SELL EXECUTED, Price: 623.00, Cost: 58350.60, Comm 102.80\n",
      "2020-04-07T00:00:00, SELL EXECUTED, Price: 3780.74, Cost: 38500.00, Comm 94.52\n",
      "2020-04-07T00:00:00, SELL EXECUTED, Price: 472.00, Cost: 49242.00, Comm 102.66\n",
      "2020-04-07T00:00:00, BUY EXECUTED, Price: 15575.00, Cost: 31150.00, Comm 77.88\n",
      "2020-04-07T00:00:00, BUY EXECUTED, Price: 10420.00, Cost: 41680.00, Comm 104.20\n",
      "2020-04-21T00:00:00, Leave PIDI - Rank 39.00\n",
      "2020-04-21T00:00:00, Leave BLKI - Rank 124.00\n",
      "2020-04-21T00:00:00, Leave INDB - Rank 146.00\n",
      "2020-04-21T00:00:00, Buy REDY - Rank 8.00 - Close 4016.40\n",
      "2020-04-21T00:00:00, Buy PGRD - Rank 15.00 - Close 162.65\n",
      "2020-04-21T00:00:00, Buy VGUA - Rank 16.00 - Close 168.50\n",
      "2020-04-21T00:00:00, Buy SIEM - Rank 17.00 - Close 1159.20\n",
      "2020-04-21T00:00:00, Buy BRIT - Rank 19.00 - Close 2863.25\n",
      "2020-04-21T00:00:00, Order Canceled/Margin/Rejected\n",
      "2020-04-21T00:00:00, Order Canceled/Margin/Rejected\n",
      "2020-04-21T00:00:00, SELL EXECUTED, Price: 1436.50, Cost: 39013.50, Comm 111.33\n",
      "2020-04-21T00:00:00, SELL EXECUTED, Price: 890.15, Cost: 54189.90, Comm 126.85\n",
      "2020-04-21T00:00:00, SELL EXECUTED, Price: 108.15, Cost: 40088.75, Comm 87.87\n",
      "2020-04-21T00:00:00, BUY EXECUTED, Price: 3835.00, Cost: 42185.00, Comm 105.46\n",
      "2020-04-21T00:00:00, BUY EXECUTED, Price: 164.00, Cost: 48216.00, Comm 120.54\n",
      "2020-04-21T00:00:00, BUY EXECUTED, Price: 180.00, Cost: 50940.00, Comm 127.35\n",
      "2020-04-28T00:00:00, Buy SIEM - Rank 17.00 - Close 1140.10\n",
      "2020-04-28T00:00:00, Order Canceled/Margin/Rejected\n",
      "2020-05-05T00:00:00, Leave PROC - Rank 27.00\n",
      "2020-05-05T00:00:00, Leave COLG - Rank 30.00\n",
      "2020-05-05T00:00:00, SELL EXECUTED, Price: 10499.00, Cost: 41680.00, Comm 104.99\n",
      "2020-05-05T00:00:00, SELL EXECUTED, Price: 1405.00, Cost: 41250.00, Comm 115.91\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2020-05-12T00:00:00, Leave GGAS - Rank 24.00\n",
      "2020-05-12T00:00:00, Leave MINT - Rank 31.00\n",
      "2020-05-12T00:00:00, Buy ARTI - Rank 17.00 - Close 1035.05\n",
      "2020-05-12T00:00:00, SELL EXECUTED, Price: 251.00, Cost: 54918.00, Comm 152.48\n",
      "2020-05-12T00:00:00, SELL EXECUTED, Price: 890.85, Cost: 55275.00, Comm 122.49\n",
      "2020-05-12T00:00:00, BUY EXECUTED, Price: 1023.90, Cost: 47099.40, Comm 117.75\n",
      "2020-05-19T00:00:00, Buy ARBN - Rank 14.00 - Close 662.40\n",
      "2020-05-19T00:00:00, BUY EXECUTED, Price: 673.95, Cost: 48524.40, Comm 121.31\n",
      "2020-05-26T00:00:00, Leave MRCO - Rank 25.00\n",
      "2020-05-26T00:00:00, Buy PROC - Rank 14.00 - Close 10020.70\n",
      "2020-05-26T00:00:00, SELL EXECUTED, Price: 317.30, Cost: 40871.60, Comm 122.16\n",
      "2020-05-26T00:00:00, BUY EXECUTED, Price: 9851.10, Cost: 39404.40, Comm 98.51\n",
      "2020-06-02T00:00:00, Buy ESCO - Rank 14.00 - Close 959.65\n",
      "2020-06-02T00:00:00, BUY EXECUTED, Price: 972.40, Cost: 50564.80, Comm 126.41\n",
      "2020-06-09T00:00:00, Leave CORF - Rank 21.00\n",
      "2020-06-09T00:00:00, SELL EXECUTED, Price: 654.00, Cost: 54080.25, Comm 171.68\n",
      "2020-06-16T00:00:00, Leave ARTI - Rank 33.00\n",
      "2020-06-16T00:00:00, SELL EXECUTED, Price: 892.00, Cost: 47099.40, Comm 102.58\n",
      "2020-06-23T00:00:00, Buy CORF - Rank 15.00 - Close 731.70\n",
      "2020-06-23T00:00:00, BUY EXECUTED, Price: 729.85, Cost: 49629.80, Comm 124.07\n",
      "2020-06-30T00:00:00, Leave HVEL - Rank 22.00\n",
      "2020-06-30T00:00:00, Buy LUPN - Rank 10.00 - Close 911.80\n",
      "2020-06-30T00:00:00, Buy FOHE - Rank 17.00 - Close 121.95\n",
      "2020-06-30T00:00:00, SELL EXECUTED, Price: 578.20, Cost: 41712.00, Comm 127.20\n",
      "2020-06-30T00:00:00, BUY EXECUTED, Price: 935.00, Cost: 51425.00, Comm 128.56\n",
      "2020-06-30T00:00:00, BUY EXECUTED, Price: 122.75, Cost: 50818.50, Comm 127.05\n",
      "2020-07-07T00:00:00, Leave PGRD - Rank 24.00\n",
      "2020-07-07T00:00:00, Buy VODA - Rank 9.00 - Close 9.55\n",
      "2020-07-07T00:00:00, SELL EXECUTED, Price: 178.50, Cost: 48216.00, Comm 131.20\n",
      "2020-07-07T00:00:00, BUY EXECUTED, Price: 9.80, Cost: 51940.00, Comm 129.85\n",
      "2020-07-14T00:00:00, Leave VGUA - Rank 21.00\n",
      "2020-07-14T00:00:00, Buy GLEN - Rank 13.00 - Close 407.10\n",
      "2020-07-14T00:00:00, SELL EXECUTED, Price: 173.00, Cost: 50940.00, Comm 122.40\n",
      "2020-07-14T00:00:00, BUY EXECUTED, Price: 416.95, Cost: 51701.80, Comm 129.25\n",
      "2020-07-21T00:00:00, Leave PROC - Rank 22.00\n",
      "2020-07-21T00:00:00, Leave NEST - Rank 25.00\n",
      "2020-07-21T00:00:00, Buy RELI - Rank 15.00 - Close 1971.55\n",
      "2020-07-21T00:00:00, Buy BRIT - Rank 16.00 - Close 3880.40\n",
      "2020-07-21T00:00:00, SELL EXECUTED, Price: 10678.15, Cost: 39404.40, Comm 106.78\n",
      "2020-07-21T00:00:00, SELL EXECUTED, Price: 17350.00, Cost: 31150.00, Comm 86.75\n",
      "2020-07-21T00:00:00, BUY EXECUTED, Price: 1939.00, Cost: 50414.00, Comm 126.04\n",
      "2020-07-21T00:00:00, BUY EXECUTED, Price: 3999.00, Cost: 51987.00, Comm 129.97\n",
      "2020-07-28T00:00:00, Leave FOHE - Rank 21.00\n",
      "2020-07-28T00:00:00, SELL EXECUTED, Price: 135.55, Cost: 50818.50, Comm 140.29\n",
      "2020-08-04T00:00:00, Leave ABOT - Rank 51.00\n",
      "2020-08-04T00:00:00, Buy MRCO - Rank 14.00 - Close 367.90\n",
      "2020-08-04T00:00:00, Buy HROM - Rank 16.00 - Close 2706.10\n",
      "2020-08-04T00:00:00, Buy PIIL - Rank 19.00 - Close 1831.55\n",
      "2020-08-04T00:00:00, SELL EXECUTED, Price: 16050.00, Cost: 45250.00, Comm 200.62\n",
      "2020-08-04T00:00:00, BUY EXECUTED, Price: 366.10, Cost: 52718.40, Comm 131.80\n",
      "2020-08-04T00:00:00, BUY EXECUTED, Price: 2663.75, Cost: 50611.25, Comm 126.53\n",
      "2020-08-04T00:00:00, BUY EXECUTED, Price: 1857.00, Cost: 51996.00, Comm 129.99\n",
      "2020-08-11T00:00:00, Leave BRTI - Rank 28.00\n",
      "2020-08-11T00:00:00, Buy SUN - Rank 13.00 - Close 541.05\n",
      "2020-08-11T00:00:00, Buy TAGL - Rank 16.00 - Close 515.90\n",
      "2020-08-11T00:00:00, Buy MBFL - Rank 19.00 - Close 1208.60\n",
      "2020-08-11T00:00:00, Order Canceled/Margin/Rejected\n",
      "2020-08-11T00:00:00, SELL EXECUTED, Price: 558.00, Cost: 57120.00, Comm 156.24\n",
      "2020-08-11T00:00:00, BUY EXECUTED, Price: 548.00, Cost: 56992.00, Comm 142.48\n",
      "2020-08-11T00:00:00, BUY EXECUTED, Price: 524.50, Cost: 57170.50, Comm 142.93\n",
      "2020-08-18T00:00:00, Leave PIIL - Rank 21.00\n",
      "2020-08-18T00:00:00, Leave DIVI - Rank 28.00\n",
      "2020-08-18T00:00:00, Buy MBFL - Rank 17.00 - Close 1197.50\n",
      "2020-08-18T00:00:00, Buy MAHM - Rank 18.00 - Close 622.65\n",
      "2020-08-18T00:00:00, Buy HZNC - Rank 19.00 - Close 233.95\n",
      "2020-08-18T00:00:00, Order Canceled/Margin/Rejected\n",
      "2020-08-18T00:00:00, SELL EXECUTED, Price: 1937.45, Cost: 51996.00, Comm 135.62\n",
      "2020-08-18T00:00:00, SELL EXECUTED, Price: 3129.85, Cost: 45408.00, Comm 187.79\n",
      "2020-08-18T00:00:00, BUY EXECUTED, Price: 1211.00, Cost: 55706.00, Comm 139.27\n",
      "2020-08-18T00:00:00, BUY EXECUTED, Price: 625.00, Cost: 55000.00, Comm 137.50\n",
      "2020-08-25T00:00:00, Leave SUN - Rank 21.00\n",
      "2020-08-25T00:00:00, Buy JNSP - Rank 15.00 - Close 222.00\n",
      "2020-08-25T00:00:00, Buy BHEL - Rank 19.00 - Close 40.00\n",
      "2020-08-25T00:00:00, Order Canceled/Margin/Rejected\n",
      "2020-08-25T00:00:00, SELL EXECUTED, Price: 533.60, Cost: 56992.00, Comm 138.74\n",
      "2020-08-25T00:00:00, BUY EXECUTED, Price: 227.00, Cost: 56977.00, Comm 142.44\n",
      "2020-09-01T00:00:00, Leave CADI - Rank 21.00\n",
      "2020-09-01T00:00:00, Leave MRCO - Rank 22.00\n",
      "2020-09-01T00:00:00, Leave IPCA - Rank 24.00\n",
      "2020-09-01T00:00:00, Leave REDY - Rank 26.00\n",
      "2020-09-01T00:00:00, Leave BION - Rank 27.00\n",
      "2020-09-01T00:00:00, Leave LUPN - Rank 31.00\n",
      "2020-09-01T00:00:00, Buy BHEL - Rank 9.00 - Close 38.55\n",
      "2020-09-01T00:00:00, Buy BAJE - Rank 11.00 - Close 107.95\n",
      "2020-09-01T00:00:00, Buy BBRM - Rank 12.00 - Close 1330.50\n",
      "2020-09-01T00:00:00, Buy BLKI - Rank 14.00 - Close 1335.80\n",
      "2020-09-01T00:00:00, Buy HCLT - Rank 17.00 - Close 689.60\n",
      "2020-09-01T00:00:00, Buy HALC - Rank 18.00 - Close 194.05\n",
      "2020-09-01T00:00:00, Buy INFY - Rank 19.00 - Close 914.15\n",
      "2020-09-01T00:00:00, Order Canceled/Margin/Rejected\n",
      "2020-09-01T00:00:00, SELL EXECUTED, Price: 373.10, Cost: 42768.00, Comm 134.32\n",
      "2020-09-01T00:00:00, SELL EXECUTED, Price: 368.90, Cost: 52718.40, Comm 132.80\n",
      "2020-09-01T00:00:00, SELL EXECUTED, Price: 1887.55, Cost: 60292.55, Comm 193.47\n",
      "2020-09-01T00:00:00, SELL EXECUTED, Price: 4271.10, Cost: 42185.00, Comm 117.46\n",
      "2020-09-01T00:00:00, SELL EXECUTED, Price: 382.45, Cost: 38036.00, Comm 141.51\n",
      "2020-09-01T00:00:00, SELL EXECUTED, Price: 932.20, Cost: 51425.00, Comm 128.18\n",
      "2020-09-01T00:00:00, BUY EXECUTED, Price: 39.00, Cost: 54249.00, Comm 135.62\n",
      "2020-09-01T00:00:00, BUY EXECUTED, Price: 107.00, Cost: 53179.00, Comm 132.95\n",
      "2020-09-01T00:00:00, BUY EXECUTED, Price: 1355.00, Cost: 54200.00, Comm 135.50\n",
      "2020-09-01T00:00:00, BUY EXECUTED, Price: 1320.00, Cost: 52800.00, Comm 132.00\n",
      "2020-09-01T00:00:00, BUY EXECUTED, Price: 695.00, Cost: 53515.00, Comm 133.79\n",
      "2020-09-01T00:00:00, BUY EXECUTED, Price: 185.20, Cost: 51115.20, Comm 127.79\n",
      "2020-09-08T00:00:00, Leave NAFL - Rank 22.00\n",
      "2020-09-08T00:00:00, Leave CORF - Rank 30.00\n",
      "2020-09-08T00:00:00, Leave BRIT - Rank 31.00\n",
      "2020-09-08T00:00:00, Buy TTPW - Rank 14.00 - Close 55.20\n",
      "2020-09-08T00:00:00, Buy EDEL - Rank 15.00 - Close 74.30\n",
      "2020-09-08T00:00:00, Buy TAMO - Rank 17.00 - Close 142.30\n",
      "2020-09-08T00:00:00, Buy PIRA - Rank 18.00 - Close 1301.40\n",
      "2020-09-08T00:00:00, SELL EXECUTED, Price: 1964.40, Cost: 53071.20, Comm 275.02\n",
      "2020-09-08T00:00:00, SELL EXECUTED, Price: 739.90, Cost: 49629.80, Comm 125.78\n",
      "2020-09-08T00:00:00, SELL EXECUTED, Price: 3726.90, Cost: 51987.00, Comm 121.12\n",
      "2020-09-08T00:00:00, BUY EXECUTED, Price: 57.70, Cost: 56546.00, Comm 141.37\n",
      "2020-09-08T00:00:00, BUY EXECUTED, Price: 75.90, Cost: 55255.20, Comm 138.14\n",
      "2020-09-08T00:00:00, BUY EXECUTED, Price: 149.45, Cost: 56791.00, Comm 141.98\n",
      "2020-09-08T00:00:00, BUY EXECUTED, Price: 1268.45, Cost: 52006.45, Comm 130.02\n",
      "2020-09-15T00:00:00, Leave HCLT - Rank 23.00\n",
      "2020-09-15T00:00:00, Leave BLKI - Rank 25.00\n",
      "2020-09-15T00:00:00, Leave BAJE - Rank 27.00\n",
      "2020-09-15T00:00:00, Buy NITT - Rank 13.00 - Close 2144.30\n",
      "2020-09-15T00:00:00, Buy EMAM - Rank 17.00 - Close 397.60\n",
      "2020-09-15T00:00:00, Buy BFRG - Rank 18.00 - Close 476.70\n",
      "2020-09-15T00:00:00, SELL EXECUTED, Price: 791.05, Cost: 53515.00, Comm 152.28\n",
      "2020-09-15T00:00:00, SELL EXECUTED, Price: 1377.25, Cost: 52800.00, Comm 137.72\n",
      "2020-09-15T00:00:00, SELL EXECUTED, Price: 106.05, Cost: 53179.00, Comm 131.77\n",
      "2020-09-15T00:00:00, BUY EXECUTED, Price: 2150.20, Cost: 53755.00, Comm 134.39\n",
      "2020-09-15T00:00:00, BUY EXECUTED, Price: 394.80, Cost: 54877.20, Comm 137.19\n",
      "2020-09-15T00:00:00, BUY EXECUTED, Price: 478.50, Cost: 55506.00, Comm 138.76\n",
      "2020-09-22T00:00:00, Leave PIRA - Rank 22.00\n",
      "2020-09-22T00:00:00, Leave ARBN - Rank 33.00\n",
      "2020-09-22T00:00:00, Buy ADEL - Rank 9.00 - Close 280.40\n",
      "2020-09-22T00:00:00, Buy JSTL - Rank 15.00 - Close 271.90\n",
      "2020-09-22T00:00:00, SELL EXECUTED, Price: 1278.95, Cost: 52006.45, Comm 131.09\n",
      "2020-09-22T00:00:00, SELL EXECUTED, Price: 798.25, Cost: 48524.40, Comm 143.69\n",
      "2020-09-22T00:00:00, BUY EXECUTED, Price: 278.25, Cost: 52311.00, Comm 130.78\n",
      "2020-09-22T00:00:00, BUY EXECUTED, Price: 269.30, Cost: 52244.20, Comm 130.61\n",
      "2020-09-29T00:00:00, Leave GLEN - Rank 24.00\n",
      "2020-09-29T00:00:00, Leave BHEL - Rank 25.00\n",
      "2020-09-29T00:00:00, Buy INDB - Rank 3.00 - Close 242.90\n",
      "2020-09-29T00:00:00, Buy HCLT - Rank 17.00 - Close 812.75\n",
      "2020-09-29T00:00:00, Buy WIPR - Rank 18.00 - Close 311.50\n",
      "2020-09-29T00:00:00, Order Canceled/Margin/Rejected\n",
      "2020-09-29T00:00:00, SELL EXECUTED, Price: 496.00, Cost: 51701.80, Comm 153.76\n",
      "2020-09-29T00:00:00, SELL EXECUTED, Price: 32.25, Cost: 54249.00, Comm 112.15\n",
      "2020-09-29T00:00:00, BUY EXECUTED, Price: 241.40, Cost: 52866.60, Comm 132.17\n",
      "2020-09-29T00:00:00, BUY EXECUTED, Price: 837.40, Cost: 54431.00, Comm 136.08\n",
      "2020-10-06T00:00:00, Leave HROM - Rank 21.00\n",
      "2020-10-06T00:00:00, Leave HALC - Rank 24.00\n",
      "2020-10-06T00:00:00, Buy WIPR - Rank 14.00 - Close 330.05\n",
      "2020-10-06T00:00:00, SELL EXECUTED, Price: 3142.60, Cost: 50611.25, Comm 149.27\n",
      "2020-10-06T00:00:00, SELL EXECUTED, Price: 180.60, Cost: 51115.20, Comm 124.61\n",
      "2020-10-06T00:00:00, BUY EXECUTED, Price: 335.00, Cost: 54270.00, Comm 135.68\n",
      "2020-10-13T00:00:00, Leave ESCO - Rank 21.00\n",
      "2020-10-13T00:00:00, Leave BBRM - Rank 22.00\n",
      "2020-10-13T00:00:00, Leave TAGL - Rank 24.00\n",
      "2020-10-13T00:00:00, Buy MINT - Rank 18.00 - Close 1585.20\n",
      "2020-10-13T00:00:00, Buy INFY - Rank 19.00 - Close 1157.80\n",
      "2020-10-13T00:00:00, SELL EXECUTED, Price: 1254.35, Cost: 50564.80, Comm 163.07\n",
      "2020-10-13T00:00:00, SELL EXECUTED, Price: 1253.95, Cost: 54200.00, Comm 125.40\n",
      "2020-10-13T00:00:00, SELL EXECUTED, Price: 473.80, Cost: 57170.50, Comm 129.11\n",
      "2020-10-13T00:00:00, BUY EXECUTED, Price: 1568.25, Cost: 53320.50, Comm 133.30\n",
      "2020-10-13T00:00:00, BUY EXECUTED, Price: 1135.55, Cost: 52235.30, Comm 130.59\n",
      "2020-10-20T00:00:00, Leave EDEL - Rank 30.00\n",
      "2020-10-20T00:00:00, Leave VODA - Rank 44.00\n",
      "2020-10-20T00:00:00, Buy TEML - Rank 13.00 - Close 849.85\n",
      "2020-10-20T00:00:00, Buy HROM - Rank 19.00 - Close 3237.60\n",
      "2020-10-20T00:00:00, SELL EXECUTED, Price: 56.95, Cost: 55255.20, Comm 103.65\n",
      "2020-10-20T00:00:00, SELL EXECUTED, Price: 7.90, Cost: 51940.00, Comm 104.68\n",
      "2020-10-20T00:00:00, BUY EXECUTED, Price: 820.60, Cost: 50877.20, Comm 127.19\n",
      "2020-10-20T00:00:00, BUY EXECUTED, Price: 3249.00, Cost: 51984.00, Comm 129.96\n",
      "2020-10-27T00:00:00, Leave HROM - Rank 21.00\n",
      "2020-10-27T00:00:00, Leave MAHM - Rank 25.00\n",
      "2020-10-27T00:00:00, Buy APLH - Rank 16.00 - Close 2118.65\n",
      "2020-10-27T00:00:00, SELL EXECUTED, Price: 2925.00, Cost: 51984.00, Comm 117.00\n",
      "2020-10-27T00:00:00, SELL EXECUTED, Price: 600.40, Cost: 55000.00, Comm 132.09\n",
      "2020-10-27T00:00:00, BUY EXECUTED, Price: 2079.45, Cost: 49906.80, Comm 124.77\n",
      "2020-11-03T00:00:00, Leave RELI - Rank 29.00\n",
      "2020-11-03T00:00:00, Leave TTPW - Rank 30.00\n",
      "2020-11-03T00:00:00, Buy IPCA - Rank 19.00 - Close 2315.65\n",
      "2020-11-03T00:00:00, SELL EXECUTED, Price: 1890.00, Cost: 50414.00, Comm 122.85\n",
      "2020-11-03T00:00:00, SELL EXECUTED, Price: 52.70, Cost: 56546.00, Comm 129.12\n",
      "2020-11-03T00:00:00, BUY EXECUTED, Price: 2292.60, Cost: 48144.60, Comm 120.36\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2020-11-10T00:00:00, Leave JNSP - Rank 21.00\n",
      "2020-11-10T00:00:00, Leave BFRG - Rank 22.00\n",
      "2020-11-10T00:00:00, Buy ASOK - Rank 4.00 - Close 91.05\n",
      "2020-11-10T00:00:00, Buy CHLA - Rank 8.00 - Close 312.50\n",
      "2020-11-10T00:00:00, Buy NAFL - Rank 17.00 - Close 2487.35\n",
      "2020-11-10T00:00:00, Buy HVEL - Rank 19.00 - Close 841.65\n",
      "2020-11-10T00:00:00, SELL EXECUTED, Price: 212.05, Cost: 56977.00, Comm 133.06\n",
      "2020-11-10T00:00:00, SELL EXECUTED, Price: 497.95, Cost: 55506.00, Comm 144.41\n",
      "2020-11-10T00:00:00, BUY EXECUTED, Price: 85.70, Cost: 49877.40, Comm 124.69\n",
      "2020-11-10T00:00:00, BUY EXECUTED, Price: 308.00, Cost: 52052.00, Comm 130.13\n",
      "2020-11-10T00:00:00, BUY EXECUTED, Price: 2469.90, Cost: 51867.90, Comm 129.67\n",
      "2020-11-10T00:00:00, BUY EXECUTED, Price: 831.00, Cost: 51522.00, Comm 128.81\n",
      "2020-11-17T00:00:00, Buy PIIL - Rank 18.00 - Close 2380.20\n",
      "2020-11-17T00:00:00, BUY EXECUTED, Price: 2347.10, Cost: 51636.20, Comm 129.09\n",
      "2020-11-24T00:00:00, Leave IPCA - Rank 21.00\n",
      "2020-11-24T00:00:00, Buy JUBI - Rank 18.00 - Close 2543.10\n",
      "2020-11-24T00:00:00, SELL EXECUTED, Price: 2210.00, Cost: 48144.60, Comm 116.02\n",
      "2020-11-24T00:00:00, BUY EXECUTED, Price: 2633.20, Cost: 55297.20, Comm 138.24\n",
      "2020-12-01T00:00:00, Leave TAMO - Rank 22.00\n",
      "2020-12-01T00:00:00, Buy GRAS - Rank 19.00 - Close 907.80\n",
      "2020-12-01T00:00:00, SELL EXECUTED, Price: 182.35, Cost: 56791.00, Comm 173.23\n",
      "2020-12-01T00:00:00, BUY EXECUTED, Price: 867.00, Cost: 53754.00, Comm 134.38\n",
      "2020-12-08T00:00:00, Buy TAMO - Rank 12.00 - Close 181.80\n",
      "2020-12-08T00:00:00, Buy APLO - Rank 16.00 - Close 186.85\n",
      "2020-12-08T00:00:00, Order Canceled/Margin/Rejected\n",
      "2020-12-08T00:00:00, BUY EXECUTED, Price: 184.95, Cost: 58999.05, Comm 147.50\n",
      "2020-12-15T00:00:00, Leave INFY - Rank 21.00\n",
      "2020-12-15T00:00:00, Leave MBFL - Rank 27.00\n",
      "2020-12-15T00:00:00, Buy INBK - Rank 10.00 - Close 926.75\n",
      "2020-12-15T00:00:00, Buy APLO - Rank 12.00 - Close 189.55\n",
      "2020-12-15T00:00:00, Buy VOLT - Rank 18.00 - Close 829.45\n",
      "2020-12-15T00:00:00, Order Canceled/Margin/Rejected\n",
      "2020-12-15T00:00:00, SELL EXECUTED, Price: 1156.00, Cost: 52235.30, Comm 132.94\n",
      "2020-12-15T00:00:00, SELL EXECUTED, Price: 1329.85, Cost: 55706.00, Comm 152.93\n",
      "2020-12-15T00:00:00, BUY EXECUTED, Price: 923.00, Cost: 57226.00, Comm 143.06\n",
      "2020-12-15T00:00:00, BUY EXECUTED, Price: 189.40, Cost: 57388.20, Comm 143.47\n",
      "2020-12-22T00:00:00, Leave HCLT - Rank 22.00\n",
      "2020-12-22T00:00:00, Leave PIIL - Rank 25.00\n",
      "2020-12-22T00:00:00, Buy VOLT - Rank 17.00 - Close 798.00\n",
      "2020-12-22T00:00:00, Buy CTBK - Rank 18.00 - Close 171.45\n",
      "2020-12-22T00:00:00, SELL EXECUTED, Price: 879.15, Cost: 54431.00, Comm 142.86\n",
      "2020-12-22T00:00:00, SELL EXECUTED, Price: 2225.00, Cost: 51636.20, Comm 122.38\n",
      "2020-12-22T00:00:00, BUY EXECUTED, Price: 778.00, Cost: 54460.00, Comm 136.15\n",
      "2020-12-22T00:00:00, BUY EXECUTED, Price: 173.05, Cost: 56587.35, Comm 141.47\n",
      "2020-12-29T00:00:00, Buy ASPN - Rank 17.00 - Close 2696.80\n",
      "2020-12-29T00:00:00, Order Canceled/Margin/Rejected\n",
      "2021-01-05T00:00:00, Leave MINT - Rank 21.00\n",
      "2021-01-05T00:00:00, Leave NITT - Rank 27.00\n",
      "2021-01-05T00:00:00, Buy ASPN - Rank 13.00 - Close 2793.85\n",
      "2021-01-05T00:00:00, Buy TISC - Rank 15.00 - Close 680.55\n",
      "2021-01-05T00:00:00, Buy DLF - Rank 19.00 - Close 241.75\n",
      "2021-01-05T00:00:00, Order Canceled/Margin/Rejected\n",
      "2021-01-05T00:00:00, SELL EXECUTED, Price: 1685.00, Cost: 53320.50, Comm 143.23\n",
      "2021-01-05T00:00:00, SELL EXECUTED, Price: 2846.00, Cost: 53755.00, Comm 177.88\n",
      "2021-01-05T00:00:00, BUY EXECUTED, Price: 2753.70, Cost: 60581.40, Comm 151.45\n",
      "2021-01-05T00:00:00, BUY EXECUTED, Price: 687.00, Cost: 61830.00, Comm 154.58\n",
      "2021-01-12T00:00:00, Leave EMAM - Rank 22.00\n",
      "2021-01-12T00:00:00, Leave WIPR - Rank 25.00\n",
      "2021-01-12T00:00:00, Leave NAFL - Rank 27.00\n",
      "2021-01-12T00:00:00, Buy DLF - Rank 13.00 - Close 267.55\n",
      "2021-01-12T00:00:00, Buy OEBO - Rank 16.00 - Close 595.00\n",
      "2021-01-12T00:00:00, Buy SRTR - Rank 18.00 - Close 1262.60\n",
      "2021-01-12T00:00:00, Buy ICBK - Rank 19.00 - Close 548.00\n",
      "2021-01-12T00:00:00, Order Canceled/Margin/Rejected\n",
      "2021-01-12T00:00:00, SELL EXECUTED, Price: 468.00, Cost: 54877.20, Comm 162.63\n",
      "2021-01-12T00:00:00, SELL EXECUTED, Price: 447.95, Cost: 54270.00, Comm 181.42\n",
      "2021-01-12T00:00:00, SELL EXECUTED, Price: 2665.00, Cost: 51867.90, Comm 139.91\n",
      "2021-01-12T00:00:00, BUY EXECUTED, Price: 245.20, Cost: 60074.00, Comm 150.19\n",
      "2021-01-12T00:00:00, BUY EXECUTED, Price: 585.55, Cost: 64410.50, Comm 161.03\n",
      "2021-01-12T00:00:00, BUY EXECUTED, Price: 1245.00, Cost: 64740.00, Comm 161.85\n",
      "2021-01-19T00:00:00, Leave TEML - Rank 21.00\n",
      "2021-01-19T00:00:00, Leave VOLT - Rank 25.00\n",
      "2021-01-19T00:00:00, Leave JUBI - Rank 32.00\n",
      "2021-01-19T00:00:00, Buy TTCH - Rank 15.00 - Close 528.85\n",
      "2021-01-19T00:00:00, Buy GODR - Rank 17.00 - Close 1406.65\n",
      "2021-01-19T00:00:00, Buy INED - Rank 19.00 - Close 4927.40\n",
      "2021-01-19T00:00:00, SELL EXECUTED, Price: 1006.60, Cost: 50877.20, Comm 156.02\n",
      "2021-01-19T00:00:00, SELL EXECUTED, Price: 893.15, Cost: 54460.00, Comm 156.30\n",
      "2021-01-19T00:00:00, SELL EXECUTED, Price: 2795.00, Cost: 55297.20, Comm 146.74\n",
      "2021-01-19T00:00:00, BUY EXECUTED, Price: 516.30, Cost: 61956.00, Comm 154.89\n",
      "2021-01-19T00:00:00, BUY EXECUTED, Price: 1353.80, Cost: 60921.00, Comm 152.30\n",
      "2021-01-19T00:00:00, BUY EXECUTED, Price: 4937.90, Cost: 59254.80, Comm 148.14\n",
      "2021-01-21T00:00:00, | 126 | 20 |  1407550.03 |\n",
      "Final Portfolio Value: 1407550.03\n",
      "Wall time: 4min 43s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "print('Starting Portfolio Value: %.2f' % cerebro.broker.getvalue())\n",
    "# Run the strategy. Results will be output from stop.\n",
    "results_eq_wts = cerebro.run()\n",
    "\n",
    "# Print out the final result\n",
    "print('Final Portfolio Value: %.2f' % cerebro.broker.getvalue())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "moderate-hawaiian",
   "metadata": {},
   "outputs": [],
   "source": [
    "strat = results_eq_wts[0]\n",
    "pyfoliozer = strat.analyzers.getbyname('pyfolio')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "foreign-offense",
   "metadata": {},
   "outputs": [],
   "source": [
    "returns, positions, transactions, gross_lev = pyfoliozer.get_pf_items()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "challenging-genome",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\"><th>Start date</th><td colspan=2>2010-01-04</td></tr>\n",
       "    <tr style=\"text-align: right;\"><th>End date</th><td colspan=2>2021-01-21</td></tr>\n",
       "    <tr style=\"text-align: right;\"><th>Total months</th><td colspan=2>130</td></tr>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Backtest</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Annual return</th>\n",
       "      <td>19.603%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cumulative returns</th>\n",
       "      <td>603.775%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Annual volatility</th>\n",
       "      <td>16.213%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sharpe ratio</th>\n",
       "      <td>1.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Calmar ratio</th>\n",
       "      <td>0.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Stability</th>\n",
       "      <td>0.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Max drawdown</th>\n",
       "      <td>-32.87%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Omega ratio</th>\n",
       "      <td>1.26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sortino ratio</th>\n",
       "      <td>1.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Skew</th>\n",
       "      <td>-1.16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Kurtosis</th>\n",
       "      <td>14.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tail ratio</th>\n",
       "      <td>1.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Daily value at risk</th>\n",
       "      <td>-1.966%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pf.show_perf_stats(returns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "consistent-journalist",
   "metadata": {},
   "outputs": [],
   "source": [
    "transactions.to_csv('data/transactions.csv')\n",
    "returns.to_csv('data/returns.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "southern-keeping",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x18b1e89cc70>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 276,
       "width": 391
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pf.plot_monthly_returns_heatmap(returns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "defensive-cursor",
   "metadata": {},
   "outputs": [],
   "source": [
    "import dtale"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "olive-eleven",
   "metadata": {},
   "outputs": [],
   "source": [
    "returns.index = returns.index.to_pydatetime() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "regional-inspiration",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "        <iframe\n",
       "            width=\"100%\"\n",
       "            height=\"475\"\n",
       "            src=\"http://sabir-dell:40001/dtale/iframe/1\"\n",
       "            frameborder=\"0\"\n",
       "            allowfullscreen\n",
       "        ></iframe>\n",
       "        "
      ],
      "text/plain": [
       "<IPython.lib.display.IFrame at 0x18b183cf700>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": []
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dtale.show(returns, ignore_duplicate=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "indirect-criticism",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
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