MomentumIndia.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import datetime as dt\n",
    "# from pandas.parser import CParserError\n",
    "from pandas.errors import ParserError\n",
    "import os\n",
    "import matplotlib.pyplot as plt\n",
    "import empyrical\n",
    "import chart_studio.plotly as py\n",
    "import plotly.tools as tls\n",
    "from plotly.graph_objs import *\n",
    "from plotly.offline import download_plotlyjs, init_notebook_mode, plot, iplot\n",
    "from IPython.display import HTML\n",
    "os.chdir('/Users/ravpritpalkohli/Desktop/BVentures/BSE/NSE1169/Data122019/')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<br>\n",
    "Import necessary modules. We will mostly be dealing with pandas and making use of numpy for faster calculations. <br>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "//anaconda3/lib/python3.7/site-packages/pyfolio/pos.py:27: UserWarning:\n",
      "\n",
      "Module \"zipline.assets\" not found; mutltipliers will not be applied to position notionals.\n",
      "\n"
     ]
    }
   ],
   "source": [
    "import tsmom"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<br> Import the custom module I made called tsmom. This contains the necessary functions to run the below script. It is available on https://github.com/rkohli3/TSMOM/blob/master <br><br>\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_adj_price(fact_df, series):\n",
    "    \"\"\"The function gets the adjusted prices for splits and dividends for data of EOD prices stock. CMIE provides\n",
    "    EOD unadjusted provides, however, provides adj factors mapped to a certain time date. We take the adjusted \n",
    "    factors, group them by the certain stock mapped to timeseries. Then we move backwards in series to account for\n",
    "    any changes for splits and dividends. Note this is specific to CMIE data only\n",
    "    \n",
    "    params:\n",
    "        fact_df: adjusted factor timeseries or dataframe of all stocks\n",
    "        series: EOD unadjusted prices of stock\n",
    "        \n",
    "    returns: \n",
    "        pd.Series of daily prices adjusted for splits and dividends\"\"\"\n",
    "    name = series.name\n",
    "    if name in fact_df.columns:\n",
    "        factors = fact_df.loc[~fact_df.loc[:, name].isnull(), name]\n",
    "        rev = factors.iloc[::-1].cumprod()\n",
    "        multiplier = rev.sort_index(ascending = True)\n",
    "        prices = series.copy(deep = True)\n",
    "        empty = []\n",
    "        prices.loc[:multiplier.index[0] - dt.timedelta(1)]\n",
    "        for i in range(len(factors)):\n",
    "            if len(factors) == 1:\n",
    "                values = prices.loc[:multiplier.index[i] - dt.timedelta(1)].values * multiplier.iat[i]\n",
    "                empty.extend(values)\n",
    "\n",
    "            elif len(factors) > 1:\n",
    "                if i == 0:\n",
    "                    values = prices.loc[:multiplier.index[i] - dt.timedelta(1)].values * multiplier.iat[i]\n",
    "                    empty.extend(values.tolist())\n",
    "                elif (i > 0):\n",
    "                    values = prices.loc[multiplier.index[i-1] : multiplier.index[i] - dt.timedelta(1)].values * multiplier.iat[i]\n",
    "                    empty.extend(values.tolist())\n",
    "\n",
    "\n",
    "        empty.extend(prices.loc[multiplier.index[len(factors)-1]:] * 1)     \n",
    "        adj_price = pd.Series(empty, index = prices.index, name=factors.name)\n",
    "\n",
    "        return adj_price\n",
    "    else:\n",
    "        return series"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<br><p>The function gets the prices adjusted for splits and dividends for EOD stock prices. CMIE provides EOD unadjusted prices, however, does provide adjustment factors mapped to a timestamp date for each stock adjustment.</p> <p> We take the adjusted factors, group them by the stock and map them to our price timeseries. Then we move backwards in series to account for any changes for splits and dividends. Note this is specific to CMIE data only</p><br>\n",
    "\n",
    "### <u>Let's go over the code</u>\n",
    "\n",
    "```python\n",
    "def get_adj_price(fact_df, series):\n",
    "    name = series.name\n",
    "    if name in fact_df.columns:\n",
    "        ## Here fact_df is the df of adjustment factors with index as timestamp and columns as tickers, \n",
    "        ## an aggregated version of the above output\n",
    "        \n",
    "        factors = fact_df.loc[~fact_df.loc[:, name].isnull(), name]\n",
    "        rev = factors.iloc[::-1].cumprod()\n",
    "        ## Take the reverse of the factors and calculate their cumpulative product as we go backwards in time. \n",
    "        \n",
    "        multiplier = rev.sort_index(ascending = True)\n",
    "        prices = series.copy(deep = True)\n",
    "        empty = []\n",
    "        prices.loc[:multiplier.index[0] - dt.timedelta(1)]\n",
    "        ## apply the adjustments for different periods\n",
    "        for i in range(len(factors)):\n",
    "            if len(factors) == 1:\n",
    "                values = prices.loc[:multiplier.index[i] - dt.timedelta(1)].values * multiplier.iat[i]\n",
    "                empty.extend(values)\n",
    "\n",
    "            elif len(factors) > 1:\n",
    "                if i == 0:\n",
    "                    values = prices.loc[:multiplier.index[i] - dt.timedelta(1)].values * multiplier.iat[i]\n",
    "                    empty.extend(values.tolist())\n",
    "                elif (i > 0):\n",
    "                    values = prices.loc[multiplier.index[i-1] : multiplier.index[i] - dt.timedelta(1)].values * multiplier.iat[i]\n",
    "                    empty.extend(values.tolist())\n",
    "\n",
    "\n",
    "        empty.extend(prices.loc[multiplier.index[len(factors)-1]:] * 1)     \n",
    "        adj_price = pd.Series(empty, index = prices.index, name=factors.name)\n",
    "\n",
    "        return adj_price\n",
    "    else:\n",
    "        return series\n",
    "    ```\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "mainframe500 = pd.read_csv('./TradeData/TradeData.txt', \n",
    "                           sep = '|', \n",
    "                           header = 0, \n",
    "                           parse_dates= [2])\n",
    "\n",
    "ticks500 = pd.read_table('./ID/ID.txt', \n",
    "                         sep='|', \n",
    "                         header = 0)\n",
    "adj_fac500 = pd.read_table('./AdjustmentFactors/AdjustmentFactors.txt', \n",
    "                           sep = '|', \n",
    "                           header = 0, \n",
    "                           parse_dates = ['radjfact_date']\n",
    "                          )\n",
    "\n",
    "mainframe500 = mainframe500.merge(ticks500.loc[:, ['company_name', 'nse_symbol']], \n",
    "                                  how = 'inner', \n",
    "                                  on = 'company_name')\n",
    "\n",
    "\n",
    "mainframe501 = pd.read_csv('./TradeData/TradeData1.txt', \n",
    "                           sep = '|', \n",
    "                           header = 0, \n",
    "                           parse_dates= [2])\n",
    "\n",
    "ticks501 = pd.read_table('./ID/ID1.txt', \n",
    "                         sep='|', \n",
    "                         header = 0)\n",
    "\n",
    "adj_fac501 = pd.read_table('./AdjustmentFactors/AdjustmentFactors1.txt', \n",
    "                           sep = '|', \n",
    "                           header = 0, \n",
    "                           parse_dates = ['radjfact_date'], \n",
    "                           usecols= ['company_name', 'radj_exch', 'radjfact_date', 'radj_factor']\n",
    "                          )\n",
    "\n",
    "\n",
    "mainframe501 = mainframe501.merge(ticks501.loc[:, ['company_name', 'nse_symbol']], \n",
    "                                  how = 'inner', \n",
    "                                  on = 'company_name')\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "adj_fac500 = adj_fac500.merge(ticks500.loc[:, ['company_name', 'nse_symbol']], \n",
    "                              how = 'inner', \n",
    "                              on = 'company_name')\n",
    "adj_fac500 = adj_fac500.loc[adj_fac500['radj_exch'] == 'NSE', \n",
    "                            ['nse_symbol', \n",
    "                             'radj_factor', \n",
    "                             'radjfact_date']\n",
    "                           ]\n",
    "adj_fac501 = adj_fac501.merge(ticks501.loc[:, ['company_name', 'nse_symbol']], \n",
    "                              how = 'inner', \n",
    "                              on = 'company_name')\n",
    "adj_fac501 = adj_fac501.loc[adj_fac501['radj_exch'] == 'NSE', \n",
    "                            ['nse_symbol', \n",
    "                             'radj_factor', \n",
    "                             'radjfact_date']\n",
    "                           ]\n",
    "mainframe500 = pd.concat([mainframe500, mainframe501])\n",
    "adj_fac500 = pd.concat([adj_fac500, adj_fac501])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>co_code</th>\n",
       "      <th>company_name</th>\n",
       "      <th>co_stkdate</th>\n",
       "      <th>nse_opening_price</th>\n",
       "      <th>nse_high_price</th>\n",
       "      <th>nse_low_price</th>\n",
       "      <th>nse_closing_price</th>\n",
       "      <th>nse_returns</th>\n",
       "      <th>nse_traded_qty</th>\n",
       "      <th>nse_market_cap</th>\n",
       "      <th>nse_pe</th>\n",
       "      <th>nse_pb</th>\n",
       "      <th>nse_bv_per_share</th>\n",
       "      <th>nse_symbol</th>\n",
       "      <th>nse_no_of_trans</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>11</td>\n",
       "      <td>20 MICRONS LTD.</td>\n",
       "      <td>2008-10-06</td>\n",
       "      <td>80.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>31.60</td>\n",
       "      <td>33.65</td>\n",
       "      <td>1.00</td>\n",
       "      <td>11750865.0</td>\n",
       "      <td>475.1521</td>\n",
       "      <td>10.6061</td>\n",
       "      <td>1.1741</td>\n",
       "      <td>28.6606</td>\n",
       "      <td>20MICRONS</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>11</td>\n",
       "      <td>20 MICRONS LTD.</td>\n",
       "      <td>2008-10-07</td>\n",
       "      <td>32.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>27.85</td>\n",
       "      <td>30.10</td>\n",
       "      <td>0.89</td>\n",
       "      <td>4556711.0</td>\n",
       "      <td>425.0246</td>\n",
       "      <td>9.4872</td>\n",
       "      <td>1.0502</td>\n",
       "      <td>28.6606</td>\n",
       "      <td>20MICRONS</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>11</td>\n",
       "      <td>20 MICRONS LTD.</td>\n",
       "      <td>2008-10-08</td>\n",
       "      <td>28.0</td>\n",
       "      <td>29.2</td>\n",
       "      <td>25.10</td>\n",
       "      <td>26.50</td>\n",
       "      <td>0.88</td>\n",
       "      <td>1232192.0</td>\n",
       "      <td>374.1911</td>\n",
       "      <td>8.3525</td>\n",
       "      <td>0.9246</td>\n",
       "      <td>28.6606</td>\n",
       "      <td>20MICRONS</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>11</td>\n",
       "      <td>20 MICRONS LTD.</td>\n",
       "      <td>2008-10-10</td>\n",
       "      <td>24.9</td>\n",
       "      <td>24.9</td>\n",
       "      <td>21.65</td>\n",
       "      <td>23.20</td>\n",
       "      <td>0.88</td>\n",
       "      <td>603964.0</td>\n",
       "      <td>327.5937</td>\n",
       "      <td>7.3124</td>\n",
       "      <td>0.8095</td>\n",
       "      <td>28.6606</td>\n",
       "      <td>20MICRONS</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>11</td>\n",
       "      <td>20 MICRONS LTD.</td>\n",
       "      <td>2008-10-13</td>\n",
       "      <td>24.3</td>\n",
       "      <td>26.6</td>\n",
       "      <td>23.30</td>\n",
       "      <td>24.65</td>\n",
       "      <td>1.06</td>\n",
       "      <td>449346.0</td>\n",
       "      <td>348.0683</td>\n",
       "      <td>7.7694</td>\n",
       "      <td>0.8601</td>\n",
       "      <td>28.6606</td>\n",
       "      <td>20MICRONS</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   co_code     company_name co_stkdate  nse_opening_price  nse_high_price  \\\n",
       "0       11  20 MICRONS LTD. 2008-10-06               80.0            80.0   \n",
       "1       11  20 MICRONS LTD. 2008-10-07               32.0            38.0   \n",
       "2       11  20 MICRONS LTD. 2008-10-08               28.0            29.2   \n",
       "3       11  20 MICRONS LTD. 2008-10-10               24.9            24.9   \n",
       "4       11  20 MICRONS LTD. 2008-10-13               24.3            26.6   \n",
       "\n",
       "   nse_low_price  nse_closing_price  nse_returns  nse_traded_qty  \\\n",
       "0          31.60              33.65         1.00      11750865.0   \n",
       "1          27.85              30.10         0.89       4556711.0   \n",
       "2          25.10              26.50         0.88       1232192.0   \n",
       "3          21.65              23.20         0.88        603964.0   \n",
       "4          23.30              24.65         1.06        449346.0   \n",
       "\n",
       "   nse_market_cap   nse_pe  nse_pb  nse_bv_per_share nse_symbol  \\\n",
       "0        475.1521  10.6061  1.1741           28.6606  20MICRONS   \n",
       "1        425.0246   9.4872  1.0502           28.6606  20MICRONS   \n",
       "2        374.1911   8.3525  0.9246           28.6606  20MICRONS   \n",
       "3        327.5937   7.3124  0.8095           28.6606  20MICRONS   \n",
       "4        348.0683   7.7694  0.8601           28.6606  20MICRONS   \n",
       "\n",
       "   nse_no_of_trans  \n",
       "0              NaN  \n",
       "1              NaN  \n",
       "2              NaN  \n",
       "3              NaN  \n",
       "4              NaN  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>nse_symbol</th>\n",
       "      <th>radj_factor</th>\n",
       "      <th>radjfact_date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>20MICRONS</td>\n",
       "      <td>0.50</td>\n",
       "      <td>2013-01-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3IINFOTECH</td>\n",
       "      <td>0.50</td>\n",
       "      <td>2007-08-27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8KMILES</td>\n",
       "      <td>0.50</td>\n",
       "      <td>2016-10-10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8KMILES</td>\n",
       "      <td>0.75</td>\n",
       "      <td>2016-10-10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>AARTIDRUGS</td>\n",
       "      <td>0.50</td>\n",
       "      <td>2015-03-24</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    nse_symbol  radj_factor radjfact_date\n",
       "1    20MICRONS         0.50    2013-01-28\n",
       "3   3IINFOTECH         0.50    2007-08-27\n",
       "7      8KMILES         0.50    2016-10-10\n",
       "8      8KMILES         0.75    2016-10-10\n",
       "10  AARTIDRUGS         0.50    2015-03-24"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mainframe500.head()\n",
    "adj_fac500.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<br><p> In the first part of the code, we start by reading the date files. **Note**, these are not time series but do have data for each day and stock.  <p>In the second part, we merge the ticker names with company name for the purpose of keeping the names short and to use the NSEI ticker names. This column is called **nse_symbol**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>nse_symbol</th>\n",
       "      <th>20MICRONS</th>\n",
       "      <th>3IINFOTECH</th>\n",
       "      <th>3MINDIA</th>\n",
       "      <th>8KMILES</th>\n",
       "      <th>AARTIDRUGS</th>\n",
       "      <th>AARTIIND</th>\n",
       "      <th>AAVAS</th>\n",
       "      <th>ABAN</th>\n",
       "      <th>ABB</th>\n",
       "      <th>ABBOTINDIA</th>\n",
       "      <th>...</th>\n",
       "      <th>YOKOGAWA</th>\n",
       "      <th>ZANDUREALT</th>\n",
       "      <th>ZEEL</th>\n",
       "      <th>ZEELEARN</th>\n",
       "      <th>ZEEMEDIA</th>\n",
       "      <th>ZENITHCOMP</th>\n",
       "      <th>ZENSARTECH</th>\n",
       "      <th>ZODIACLOTH</th>\n",
       "      <th>ZUARIGLOB</th>\n",
       "      <th>ZYDUSWELL</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>co_stkdate</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></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>2020-03-25</th>\n",
       "      <td>20.00</td>\n",
       "      <td>1.30</td>\n",
       "      <td>16861.35</td>\n",
       "      <td>NaN</td>\n",
       "      <td>475.90</td>\n",
       "      <td>705.20</td>\n",
       "      <td>874.50</td>\n",
       "      <td>13.10</td>\n",
       "      <td>834.55</td>\n",
       "      <td>14232.65</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>125.50</td>\n",
       "      <td>13.60</td>\n",
       "      <td>3.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>68.60</td>\n",
       "      <td>90.25</td>\n",
       "      <td>24.90</td>\n",
       "      <td>1208.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-26</th>\n",
       "      <td>21.75</td>\n",
       "      <td>1.35</td>\n",
       "      <td>17939.85</td>\n",
       "      <td>NaN</td>\n",
       "      <td>487.30</td>\n",
       "      <td>738.65</td>\n",
       "      <td>961.95</td>\n",
       "      <td>13.45</td>\n",
       "      <td>861.30</td>\n",
       "      <td>14392.55</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>128.75</td>\n",
       "      <td>13.65</td>\n",
       "      <td>3.15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>75.35</td>\n",
       "      <td>98.00</td>\n",
       "      <td>26.75</td>\n",
       "      <td>1210.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-27</th>\n",
       "      <td>23.15</td>\n",
       "      <td>1.35</td>\n",
       "      <td>17648.60</td>\n",
       "      <td>NaN</td>\n",
       "      <td>499.65</td>\n",
       "      <td>765.90</td>\n",
       "      <td>1058.10</td>\n",
       "      <td>13.50</td>\n",
       "      <td>852.50</td>\n",
       "      <td>14146.10</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>128.05</td>\n",
       "      <td>13.65</td>\n",
       "      <td>3.30</td>\n",
       "      <td>NaN</td>\n",
       "      <td>77.95</td>\n",
       "      <td>99.95</td>\n",
       "      <td>26.00</td>\n",
       "      <td>1243.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-30</th>\n",
       "      <td>24.30</td>\n",
       "      <td>1.35</td>\n",
       "      <td>17436.35</td>\n",
       "      <td>27.55</td>\n",
       "      <td>487.50</td>\n",
       "      <td>728.50</td>\n",
       "      <td>1121.35</td>\n",
       "      <td>13.90</td>\n",
       "      <td>881.40</td>\n",
       "      <td>15210.45</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>125.65</td>\n",
       "      <td>12.90</td>\n",
       "      <td>3.45</td>\n",
       "      <td>NaN</td>\n",
       "      <td>83.10</td>\n",
       "      <td>98.95</td>\n",
       "      <td>26.50</td>\n",
       "      <td>1265.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-03-31</th>\n",
       "      <td>25.55</td>\n",
       "      <td>1.30</td>\n",
       "      <td>18827.95</td>\n",
       "      <td>NaN</td>\n",
       "      <td>502.30</td>\n",
       "      <td>766.75</td>\n",
       "      <td>1188.85</td>\n",
       "      <td>14.00</td>\n",
       "      <td>935.40</td>\n",
       "      <td>15451.10</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>123.95</td>\n",
       "      <td>12.15</td>\n",
       "      <td>3.60</td>\n",
       "      <td>NaN</td>\n",
       "      <td>88.00</td>\n",
       "      <td>103.45</td>\n",
       "      <td>27.40</td>\n",
       "      <td>1299.35</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 1187 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "nse_symbol  20MICRONS  3IINFOTECH   3MINDIA  8KMILES  AARTIDRUGS  AARTIIND  \\\n",
       "co_stkdate                                                                   \n",
       "2020-03-25      20.00        1.30  16861.35      NaN      475.90    705.20   \n",
       "2020-03-26      21.75        1.35  17939.85      NaN      487.30    738.65   \n",
       "2020-03-27      23.15        1.35  17648.60      NaN      499.65    765.90   \n",
       "2020-03-30      24.30        1.35  17436.35    27.55      487.50    728.50   \n",
       "2020-03-31      25.55        1.30  18827.95      NaN      502.30    766.75   \n",
       "\n",
       "nse_symbol    AAVAS   ABAN     ABB  ABBOTINDIA  ...  YOKOGAWA  ZANDUREALT  \\\n",
       "co_stkdate                                      ...                         \n",
       "2020-03-25   874.50  13.10  834.55    14232.65  ...       NaN         NaN   \n",
       "2020-03-26   961.95  13.45  861.30    14392.55  ...       NaN         NaN   \n",
       "2020-03-27  1058.10  13.50  852.50    14146.10  ...       NaN         NaN   \n",
       "2020-03-30  1121.35  13.90  881.40    15210.45  ...       NaN         NaN   \n",
       "2020-03-31  1188.85  14.00  935.40    15451.10  ...       NaN         NaN   \n",
       "\n",
       "nse_symbol    ZEEL  ZEELEARN  ZEEMEDIA  ZENITHCOMP  ZENSARTECH  ZODIACLOTH  \\\n",
       "co_stkdate                                                                   \n",
       "2020-03-25  125.50     13.60      3.00         NaN       68.60       90.25   \n",
       "2020-03-26  128.75     13.65      3.15         NaN       75.35       98.00   \n",
       "2020-03-27  128.05     13.65      3.30         NaN       77.95       99.95   \n",
       "2020-03-30  125.65     12.90      3.45         NaN       83.10       98.95   \n",
       "2020-03-31  123.95     12.15      3.60         NaN       88.00      103.45   \n",
       "\n",
       "nse_symbol  ZUARIGLOB  ZYDUSWELL  \n",
       "co_stkdate                        \n",
       "2020-03-25      24.90    1208.10  \n",
       "2020-03-26      26.75    1210.65  \n",
       "2020-03-27      26.00    1243.50  \n",
       "2020-03-30      26.50    1265.50  \n",
       "2020-03-31      27.40    1299.35  \n",
       "\n",
       "[5 rows x 1187 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "main_start = dt.date(2000, 1, 1)\n",
    "mark_cap500 = mainframe500.pivot(index= 'co_stkdate', \n",
    "                                 columns= 'nse_symbol', \n",
    "                                 values= 'nse_market_cap').loc[main_start:, :]\n",
    "\n",
    "unadj_prices = mainframe500.pivot(index= 'co_stkdate', \n",
    "                                  columns= 'nse_symbol', \n",
    "                                  values= 'nse_closing_price').loc[main_start:, :]\n",
    "\n",
    "adjfactors = adj_fac500.pivot_table(values= 'radj_factor', \n",
    "                                    index = 'radjfact_date', \n",
    "                                    columns = 'nse_symbol', \n",
    "                                    aggfunc= 'prod')\n",
    "unadj_prices.tail()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<p>We then pivot our `mainframe500` to get unadjusted prices of each stock as time series. We do this for adjustment factors as well"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "adj_prices = unadj_prices.apply(lambda x: get_adj_price(adjfactors, x))\n",
    "adj_prices = adj_prices.dropna(how = 'all', axis = 1)\n",
    "\n",
    "# adj_prices_biased = adj_prices.loc[:, cur_500_ticks.values.tolist()]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Call the function on each column (series) of the unadjusted prices in `unadj_prices` dataframe to calculate the adjuted prices\n",
    "\n",
    "Let's compare the unadjusted prices and adjusted prices by plotting them and figure out whether the code makes sense."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1a37b2cd30>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1a37b2cd30>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "adj_prices.AARTIIND.plot(figsize = (8, 4), legend = True)\n",
    "unadj_prices.AARTIIND.plot(alpha = 0.5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In `Fig` above the line in blue is the adjusted pries and the line in orange is unadjusted price with spikes (twice). <br><p>We can see the somewhere around **2005** and **2006** there was an adjustment to AARTIIND's prices. Let's check what date exactly it was!!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "So we were right in fact!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import investpy.indices as idc\n",
    "import investpy.bonds as bonds\n",
    "india_idx = idc.get_indices(country = 'India')\n",
    "tick = (india_idx.loc[india_idx['name'] == 'Nifty 500',:])\n",
    "\n",
    "# tick\n",
    "nifty500 = idc.get_index_historical_data('nifty 500', \n",
    "                                         'India', \n",
    "                                         from_date = '01/01/2000', \n",
    "                                         to_date= '31/03/2020', interval='Monthly')\n",
    "\n",
    "\n",
    "\n",
    "nifty500 = nifty500.loc[~nifty500.index.duplicated()]\n",
    "idx = [i + pd.DateOffset(months = 1) for i in nifty500.index]\n",
    "nifty500.index = idx\n",
    "nifty500idx = nifty500['Close']\n",
    "tbill = bonds.get_bond_historical_data('India 3M', \n",
    "                                       from_date = '01/01/2000', \n",
    "                                       to_date= '31/03/2020', \n",
    "                                       interval='Monthly')\n",
    "\n",
    "tbill = tbill.loc[~tbill.index.duplicated()]\n",
    "tbill.index = pd.DatetimeIndex(tbill.index)\n",
    "tbill = (tbill.reindex(nifty500.index)).dropna()\n",
    "tbill_adj = tbill.Close/1200\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's call the data for NSE500 index and get the daily and monthly returns for our analysis!! <p>For simplicity I have also provided the source code of ```get_rets``` from my custom module\n",
    "    \n",
    "```python\n",
    "def get_rets(data, kind = 'arth', freq = 'm', shift = 1):\n",
    "    \"\"\"Function to get returns from a Timeseries (NDFrame or Series)\n",
    "\n",
    "    params:\n",
    "        data: `Dataframe` or `Series` daily EOD prices\n",
    "        kind: (str) 'log'(default) or arth\n",
    "        freq: (str) 'd' (default), 'w', 'm'\n",
    "\n",
    "    returns:\n",
    "        dataframe or Series\"\"\"\n",
    "    if (isinstance(data, pd.core.series.Series)) or (isinstance(data, pd.core.frame.DataFrame)):\n",
    "\n",
    "        if freq == 'm':\n",
    "            data_prd = data.resample('BM').last().ffill()\n",
    "        elif freq == 'd':\n",
    "            data_prd = data\n",
    "        elif freq == 'w':\n",
    "            data_prd = data.resample('W-Fri').last().ffill()\n",
    "\n",
    "        if kind == 'log':\n",
    "            returns = (np.log(data_prd/data_prd.shift(shift)))\n",
    "        elif kind == 'arth':\n",
    "            returns = data_prd.pct_change(periods = shift)\n",
    "    elif (isinstance(data, np.ndarray)):\n",
    "        raise KeyError('Data is not a time series. Pass data with index as datetime object')\n",
    "\n",
    "    return returns\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "daily_cum = adj_prices.apply(lambda x: tsmom.get_eq_line(x, data = 'prices', dtime= 'daily'))\n",
    "mnth_cum = adj_prices.apply(lambda x: tsmom.get_eq_line(x, data = 'prices'))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<br><p>Next, get the cumulative daily returns of each stock in our adj_prices dataframe, which is timeseries of EOD prices. <br><p>We do this because our main function `tsmom` calls the monthly cumulative returns and monthly ex ante volatility as its required inputs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "daily_vol = adj_prices.apply(lambda x: tsmom.get_exante_vol(x, \n",
    "                                                            com = 60, \n",
    "                                                            alpha = None,\n",
    "                                                            dtype = 'prices',\n",
    "                                                            dtime = 'daily'))\n",
    "mnth_vol = daily_vol.resample('BM').last()\n",
    "\n",
    "# daily_vol_garch = adj_prices.apply(lambda x: tsmom.get_inst_vol(x, annualize= 'd'))\n",
    "# mnth_vol_garch = daily_vol_garch.resample('BM').last()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# tick = '20MICRONS'\n",
    "# vols = (pd.concat([mnth_vol[tick], \n",
    "#             mnth_vol_garch[tick]], \n",
    "#            axis = 1, \n",
    "#            keys = ['EWM', 'GARCH']\n",
    "#           ).dropna())\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<br> <p> We then find the monthly ex ante volatility of each stock in our dataframe. Again for simiplicity I am posting the source code for calculatin of ex ante volatility. \n",
    "\n",
    "```python\n",
    "def get_exante_vol(series, alpha = 0.05, com = 60, dtime = 'monthly', dtype = 'returns'):\n",
    "\n",
    "    \"\"\"F: that provides annualized ex ante volatility based on the method of Exponentially Weighted Average\\n\n",
    "    This method is also know as the Risk Metrics, where the instantaneous volatility is based on past volatility\\n\n",
    "    with some decay\n",
    "\n",
    "    params:\n",
    "    -------\n",
    "\n",
    "        series: pandas series\n",
    "        com: center of mass (optional) (int)\n",
    "        dtime: str, (optional), 'monthly', 'daily', 'weekly'\n",
    "\n",
    "    returns:\n",
    "        ex-ante volatility with time index\"\"\"\n",
    "    if (isinstance(series, pd.core.series.Series)) and (isinstance(series.index, pd.DatetimeIndex)):\n",
    "        pass\n",
    "    else:\n",
    "        raise NotImplementedError('Data Type not supported, should only be timeseries')\n",
    "    if dtype == 'prices':\n",
    "        series = get_rets(series, kind = 'arth', freq = 'd')\n",
    "\n",
    "    vol = series.ewm(alpha = alpha, com = com).std()\n",
    "    ann_vol = vol * np.sqrt(261)\n",
    "\n",
    "    if dtime == 'daily':\n",
    "        ann_vol_prd = ann_vol\n",
    "\n",
    "    elif dtime == 'monthly':\n",
    "        ann_vol_prd = ann_vol.resample('BM').last().ffill()\n",
    "\n",
    "    elif dtime == 'weekly':\n",
    "        ann_vol_prd = ann_vol.resample('W-Fri').last().ffill()\n",
    "\n",
    "\n",
    "    return ann_vol_prd\n",
    "```  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/ravpritpalkohli/Desktop/BVentures/TSMOM/tsmom.py:621: RuntimeWarning:\n",
      "\n",
      "divide by zero encountered in double_scalars\n",
      "\n"
     ]
    }
   ],
   "source": [
    "unlevered = tsmom.get_tsmom_port(mnth_vol, mnth_cum)\n",
    "levered = tsmom.get_tsmom_port(mnth_vol, mnth_cum, flag = True, scale = 0.5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Find the levered and unlevered portfolios by calling in the function get_tsmom_port. For more on the source code, please click on the link https://github.com/rkohli3/TSMOM. I am posting the main code that calculates the monthly PnL for our strategy.\n",
    "```Python\n",
    "\n",
    "def tsmom(series, \n",
    "          mnth_vol, \n",
    "          mnth_cum, \n",
    "          tolerance = 0, \n",
    "          vol_flag = False, \n",
    "          scale = 0.4, \n",
    "          lookback = 12):\n",
    "\n",
    "    \"\"\"Function to calculate Time Series Momentum returns on a time series.\n",
    "    params:\n",
    "        series: used for name purpose only, provide a series with the name of the ticker\n",
    "        mnth_vol: Monthly Ex Ante volatility\n",
    "        tolerance: (optional) -1 < x < 1, for signal processing, x < 0 is loss thus short the asst and vice-versa\n",
    "        vol_flag: (optional) Boolean default is False,\n",
    "        scale: (optional) volatility scaling parameter\n",
    "        lookback: (optional) int, lookback months\n",
    "\n",
    "    returns:\n",
    "        time series momentum returns\"\"\"\n",
    "    \n",
    "    ast = series.name\n",
    "    df = pd.concat([mnth_vol[ast], \n",
    "                    mnth_cum[ast], \n",
    "                    mnth_cum[ast].pct_change(lookback)],\n",
    "                      axis = 1,\n",
    "                      keys = ([ast + '_vol', \n",
    "                               ast + '_cum', \n",
    "                               ast + '_lookback']))\n",
    "    ## Get the relevant monthly cumulative returns, exante volatility and the past 12 month returns,\n",
    "    ## excluding the most recent one (addressed in loop)\n",
    "    cum_col = df[ast + '_cum']\n",
    "    vol_col = df[ast + '_vol']\n",
    "    lback = df[ast + '_lookback']\n",
    "#    n_longs = []\n",
    "#    n_shorts = []\n",
    "    pnl_long = {pd.Timestamp(lback.index[lookback]): 0}\n",
    "    pnl_short = {pd.Timestamp(lback.index[lookback]): 0}\n",
    "    lev_dict = {pd.Timestamp(lback.index[lookback]): 1}\n",
    "    ## Create dictionaries with relevant starting values.\n",
    "\n",
    "    for k, v in enumerate(lback):\n",
    "        if k <= lookback:\n",
    "            continue\n",
    "        if vol_flag == True:\n",
    "            ## Levered by ex-ante volatility\n",
    "            leverage = (scale/vol_col[k-1])\n",
    "            if lback.iloc[k-1] > tolerance:\n",
    "                ## Long\n",
    "                pnl_long[lback.index[k]] = ((cum_col.iloc[k]/float(cum_col.iloc[k-1])) - 1) * leverage\n",
    "                lev_dict[lback.index[k]] = leverage\n",
    "            elif lback.iloc[k-1] < tolerance:\n",
    "                ## Short\n",
    "                pnl_short[lback.index[k]] = ((cum_col.iloc[k-1]/float(cum_col.iloc[k])) - 1) * leverage\n",
    "                lev_dict[lback.index[k]] = leverage\n",
    "        elif vol_flag == False:\n",
    "            leverage = 1\n",
    "            if lback.iloc[k-1] > tolerance:\n",
    "                ## Long\n",
    "                pnl_long[lback.index[k]] = ((cum_col.iloc[k]/float(cum_col.iloc[k-1])) - 1)\n",
    "                lev_dict[lback.index[k]] = leverage\n",
    "            elif lback.iloc[k-1] < tolerance:\n",
    "                ## Short\n",
    "                pnl_short[lback.index[k]] = ((cum_col.iloc[k-1]/float(cum_col.iloc[k])) - 1)\n",
    "                lev_dict[lback.index[k]] = leverage\n",
    "    new_lev = pd.Series(lev_dict)\n",
    "    new_longs = pd.Series(pnl_long)\n",
    "    new_shorts = pd.Series(pnl_short)\n",
    "    new_longs.name = ast\n",
    "    new_shorts.name = ast\n",
    "    new_lev.name = ast + 'Leverage'\n",
    "    return new_longs, new_shorts, new_lev\n",
    " ```\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "strat_unlevered = unlevered.TSMOM\n",
    "strat_levered = levered['TSMOM VolScale']\n",
    "unlevered.loc[:, 'Cumulative'] = tsmom.get_eq_line(strat_unlevered)\n",
    "levered.loc[:, 'Cumulative'] = tsmom.get_eq_line(strat_levered)\n",
    "nifty_m_rets = (nifty500idx.pct_change()).dropna()\n",
    "nifty_m_rets = nifty_m_rets[strat_levered.index[0]:]\n",
    "nifty_m_rets.index = (strat_levered.index)\n",
    "nifty_m_rets.name = 'Nifty500'\n",
    "nifty_m_cum = tsmom.get_eq_line(nifty_m_rets)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "adj_m_prices = adj_prices.resample('BM').last()\n",
    "adj_m_prices_index = adj_m_prices.loc[unlevered.index[0]:, :]\n",
    "# adj_m_prices.dropna(axis = 1, how = 'all', inplace = True)\n",
    "ew = adj_m_prices_index.pct_change().mean(axis = 1)\n",
    "ew.name = 'Equally Weighted'\n",
    "EW = (1 + ew.fillna(0)).cumprod()\n",
    "\n",
    "# EW.plot(logy = True, legend = True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next, get monthly adjusted prices from the daily adjusted prices to find our monthly returns. We do this in order to calculate PnL for the equally weighted Long Only portfolio of our stocks for comparison.<br><br>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "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>TSMOM</th>\n",
       "      <th>TSMOM VolScale</th>\n",
       "      <th>Nifty500</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Annualized_Mean</th>\n",
       "      <td>0.45606</td>\n",
       "      <td>0.47930</td>\n",
       "      <td>0.13591</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Annualized_Volatility</th>\n",
       "      <td>0.15475</td>\n",
       "      <td>0.15639</td>\n",
       "      <td>0.24897</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sharpe Ratio</th>\n",
       "      <td>2.947</td>\n",
       "      <td>3.065</td>\n",
       "      <td>0.546</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Calmar Ratio</th>\n",
       "      <td>2.22</td>\n",
       "      <td>3.424</td>\n",
       "      <td>0.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alpha</th>\n",
       "      <td>0.042</td>\n",
       "      <td>0.043</td>\n",
       "      <td>-0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Beta</th>\n",
       "      <td>-0.311</td>\n",
       "      <td>-0.268</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>T Value (Alpha)</th>\n",
       "      <td>16.091</td>\n",
       "      <td>15.767</td>\n",
       "      <td>-23.685</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>T Value (Beta)</th>\n",
       "      <td>-8.758</td>\n",
       "      <td>-7.139</td>\n",
       "      <td>4.95666e+17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Max Drawdown</th>\n",
       "      <td>24.67%</td>\n",
       "      <td>17.01%</td>\n",
       "      <td>60.91%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sortino Ratio</th>\n",
       "      <td>7.532</td>\n",
       "      <td>9.95</td>\n",
       "      <td>0.623</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                         TSMOM TSMOM VolScale     Nifty500\n",
       "Annualized_Mean        0.45606        0.47930      0.13591\n",
       "Annualized_Volatility  0.15475        0.15639      0.24897\n",
       "Sharpe Ratio             2.947          3.065        0.546\n",
       "Calmar Ratio              2.22          3.424         0.18\n",
       "Alpha                    0.042          0.043           -0\n",
       "Beta                    -0.311         -0.268            1\n",
       "T Value (Alpha)         16.091         15.767      -23.685\n",
       "T Value (Beta)          -8.758         -7.139  4.95666e+17\n",
       "Max Drawdown            24.67%         17.01%       60.91%\n",
       "Sortino Ratio            7.532           9.95        0.623"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# importlib.reload(tsmom)\n",
    "pd.concat([tsmom.get_perf_att(strat_unlevered, nifty_m_rets), \n",
    "           tsmom.get_perf_att(strat_levered, nifty_m_rets), \n",
    "           tsmom.get_perf_att(nifty_m_rets, nifty_m_rets), \n",
    "#            tsmom.get_perf_att(ew, nifty_m_rets)\n",
    "          ], \n",
    "           axis = 1\n",
    "         )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "# \n",
    "# rf_ind = pd.read_excel('T-Bill1995.xlsx', skiprows= 5, parse_dates= [0], index_col= [0]).sort_index(ascending = True)\n",
    "# rf_ind = rf_ind.resample('BM').last()/1200\n",
    "# rf_ind = (rf_ind.reindex(strat_levered.index)).fillna(0)\n",
    "# rf_ind = rf_ind.PX_LAST\n",
    "rf_ind = tbill_adj\n",
    "# (pd.concat([(strat_unlevered - rf_ind), \n",
    "#             (strat_levered - rf_ind), \n",
    "#             (nifty_m_rets - rf_ind)], \n",
    "#            axis = 1, \n",
    "#            keys = ['TSMOM Excess', \n",
    "#                    'TSMOM VolScale Excess', \n",
    "#                    'Market Excess']\n",
    "#           )).to_csv('alpha.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
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     "data": {
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       "[<matplotlib.lines.Line2D at 0x1a27de0b38>]"
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    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Monthly Returns Scatter Plot')"
      ]
     },
     "execution_count": 26,
     "metadata": {},
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    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Nifty500 Returns %')"
      ]
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    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'TSMOM VolScale Returns %')"
      ]
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     "execution_count": 26,
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    {
     "data": {
      "text/plain": [
       "(-10, 30)"
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    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 504x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from scipy.interpolate import UnivariateSpline\n",
    "ax, fig = plt.subplots(figsize = (7, 5))\n",
    "plt.scatter(nifty_m_rets.fillna(0) * 100, \n",
    "            strat_levered * 100, \n",
    "            c = '#284c87', \n",
    "            marker= 'o', \n",
    "            s = 5,\n",
    "            alpha = 0.8)\n",
    "model = np.polyfit(x = nifty_m_rets.fillna(0) * 100, \n",
    "                   y = strat_levered * 100, \n",
    "                   deg = 2)\n",
    "f = np.poly1d(model)\n",
    "\n",
    "xs = np.linspace(np.min(nifty_m_rets.fillna(0)) * 100, \n",
    "                 np.max(nifty_m_rets.fillna(0)) * 100, \n",
    "                 250)\n",
    "ys = f(xs)\n",
    "plt.plot(xs, ys, ls = '--', c = 'black')\n",
    "\n",
    "plt.axhline(y = 0, c = 'k', ls = '-.')\n",
    "plt.axvline(x = 0, c = 'k', ls = '-.')\n",
    "plt.title('Monthly Returns Scatter Plot', \n",
    "          dict(fontsize = 16))\n",
    "plt.xlabel('Nifty500 Returns %', \n",
    "          dict(fontsize = 11, \n",
    "                color = 'k'))\n",
    "plt.ylabel('TSMOM VolScale Returns %', \n",
    "           dict(fontsize = 11, \n",
    "                color = 'k'))\n",
    "plt.ylim(-10, 30)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "# df = pd.concat([strat_unlevered, nifty_m_rets], axis = 1, keys = ['TSMOM', 'Nifty500'])\n",
    "# import seaborn as sns\n",
    "# fig, ax = plt.subplots(figsize = (12, 7))\n",
    "# sns.boxplot(df.TSMOM.index.year, df.TSMOM, ax = ax )\n",
    "main_dir = '/Users/ravpritpalkohli/Desktop/BVentures/TSMOM/Plots/Unbiased/'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Get the results!! "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plot the essentials!\n",
    "\n",
    "- Drawdowns\n",
    "- Monthly Returns Heatmap\n",
    "- Cumulative Returns\n",
    "- Annual Returns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'nifty_m_rets' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-15-e84a711e6490>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0;31m# from importlib import reload\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      2\u001b[0m \u001b[0;31m# reload(tsmom)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m tsmom.underwater(strat_unlevered, nifty_m_rets,\n\u001b[0m\u001b[1;32m      4\u001b[0m                  \u001b[0mwidth\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m550\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      5\u001b[0m                  \u001b[0mheight\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m300\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mNameError\u001b[0m: name 'nifty_m_rets' is not defined"
     ]
    }
   ],
   "source": [
    "# from importlib import reload\n",
    "# reload(tsmom)\n",
    "tsmom.underwater(strat_unlevered, nifty_m_rets,\n",
    "                 width = 550, \n",
    "                 height = 300, \n",
    "                 online= False, \n",
    "                 range = [-65, 0],\n",
    "                 plt_type= 'plot', \n",
    "\n",
    "                 filename= main_dir + 'IndUnderwareUnlever.html'\n",
    "                )\n",
    "tsmom.underwater(strat_levered, nifty_m_rets,\n",
    "                 width = 550, \n",
    "                 height = 300, \n",
    "                 range = [-65, 0],\n",
    "                 online= False, \n",
    "                 plt_type= 'plot', \n",
    "                 filename= main_dir + 'IndUnderwareVol.html'\n",
    "                )\n",
    "# tsmom.underwater(nifty_m_rets, \n",
    "#                  width = 550, \n",
    "#                  height = 250, \n",
    "#                  online= False, \n",
    "#                  plt_type= 'plot', \n",
    "#                  filename= 'UnderwaterNSE500.html')\n",
    "# tsmom.underwater(ew, plt_type= 'plot', filename= 'UnderwaterEW.html')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'main_dir' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-16-603a21414957>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      2\u001b[0m                           \u001b[0monline\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mFalse\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      3\u001b[0m                           \u001b[0mcmap\u001b[0m\u001b[0;34m=\u001b[0m \u001b[0;34m'RdYlGn'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 4\u001b[0;31m                           \u001b[0mfilename\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmain_dir\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0;34m'IndMomHeatmap.html'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      5\u001b[0m                           \u001b[0mplt_type\u001b[0m\u001b[0;34m=\u001b[0m \u001b[0;34m'plot'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      6\u001b[0m                           \u001b[0mvmin\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m-\u001b[0m\u001b[0;36m30\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mNameError\u001b[0m: name 'main_dir' is not defined"
     ]
    }
   ],
   "source": [
    "\n",
    "tsmom.get_monthly_heatmap(strat_unlevered,\n",
    "                          online = False,\n",
    "                          cmap= 'RdYlGn', \n",
    "                          filename = main_dir + 'IndMomHeatmap.html', \n",
    "                          plt_type= 'plot',\n",
    "                          vmin = -30, \n",
    "                          vmax = 220,\n",
    "                          height = 500,\n",
    "#                           width = 550,\n",
    "                          colors= ['black', 'gray', 'white']\n",
    "                         )\n",
    "tsmom.get_monthly_heatmap(strat_levered, \n",
    "                          cmap = 'RdYlGn',\n",
    "                          online = False,\n",
    "                          filename = main_dir + 'IndMomVolScaleHeatmap.html', \n",
    "                          plt_type= 'plot', \n",
    "                          vmin = -50, \n",
    "                          vmax = 220, \n",
    "                          height = 500,\n",
    "#                           width = 550,\n",
    "                          colors= ['black', 'gray', 'white']\n",
    "                          )\n",
    "# tsmom.get_monthly_heatmap(nifty_m_rets, \n",
    "#                           cmap = 'RdYlGn',\n",
    "#                           online = False,\n",
    "#                           filename = 'NSE500Heatmap.html', \n",
    "# #                           width = 550,\n",
    "#                           plt_type= 'iplot')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.46"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "round(levered.Leverage.max(),2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'/Users/ravpritpalkohli/Desktop/BVentures/TSMOM/Plots/Unbiased/CumRets.html'"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ts_idx = levered.index\n",
    "init_cap = 100000\n",
    "trace_10 = Scatter(x = ts_idx,\n",
    "                   y = unlevered.Cumulative * init_cap,\n",
    "                   visible = True, \n",
    "                   name = 'Unlevered TSMOM',\n",
    "                   yaxis = 'y2',\n",
    "                   line = dict(dash = 'solid',\n",
    "                               color = 'black', \n",
    "                               width = 3)\n",
    "                 )\n",
    "trace_20 = Scatter(x = ts_idx,\n",
    "                   y = unlevered.Leverage,\n",
    "                   visible = True,\n",
    "                   name = 'Leverage',\n",
    "#                    secondary_y = False,\n",
    "                   yaxis = 'y1',\n",
    "                   line = dict(dash = 'dot',\n",
    "                               color = '#aaa9a9', \n",
    "                               width = 1.5, \n",
    "                               )\n",
    "                 )\n",
    "                  \n",
    "trace_30 =  Scatter(x = ts_idx,\n",
    "                    y = nifty_m_cum * init_cap,\n",
    "                    visible = True,\n",
    "                    name = 'Nifty500',\n",
    "#                     secondary_y = True,\n",
    "                    yaxis = 'y2',\n",
    "                    line = dict(dash = 'solid', \n",
    "                                color = 'blue', \n",
    "                                width = 3)    \n",
    "                   )\n",
    "\n",
    "trace_11 = Scatter(x = ts_idx,\n",
    "                   y = (levered.Cumulative * init_cap),\n",
    "                   visible = False,\n",
    "                   name = 'Levered TSMOM',\n",
    "#                    secondary_y = True,\n",
    "                   yaxis = 'y2',\n",
    "                   line = dict(dash = 'solid',\n",
    "                               color = 'black', \n",
    "                               width = 3)\n",
    "                 )\n",
    "trace_12 = Scatter(x = ts_idx,\n",
    "                   y = (levered.Leverage),\n",
    "                   visible = False,\n",
    "                   name = 'Leverage',\n",
    "#                    secondary_y = False,\n",
    "                   yaxis = 'y1',\n",
    "                   line = dict(dash = 'dot',\n",
    "                               color = '#aaa9a9', \n",
    "                               width = 1.5),\n",
    "                 )\n",
    "trace_13 = Scatter(x = ts_idx,\n",
    "                   y = (nifty_m_cum) * init_cap,\n",
    "                   visible = False,\n",
    "                   name = 'Nifty 500',\n",
    "#                    secondary_y = True,\n",
    "                   yaxis = 'y2',\n",
    "                   line = dict(dash = 'solid',\n",
    "                               color = 'blue', \n",
    "                               width = 3,\n",
    "                              )\n",
    "                  )\n",
    "\n",
    "trace100 = Scatter(x = EW.index ,\n",
    "                   y = EW * init_cap, \n",
    "                   visible = True, \n",
    "                   name = 'EW Long Only',\n",
    "#                    secondary_y = True, \n",
    "                   yaxis = 'y2', \n",
    "                   line = dict(dash = 'dashdot', \n",
    "                               color = '#51c5e9', \n",
    "                               width = 3), \n",
    "                  )\n",
    "data_ttl = [trace_10, trace_20, trace_30, trace_11, trace_12, trace_13, trace100]\n",
    "updatemenus = list([dict(#type=\"buttons\", \n",
    "                         active= 0, \n",
    "                         \n",
    "                         buttons=list([dict(label = 'Unlevered',  \n",
    "                                            method = 'update', \n",
    "                                            args = [{'visible': [True, True, True, False, False, False, True]},]),\n",
    "                       \n",
    "                                       dict(label = 'Levered', \n",
    "                                            method = 'update', \n",
    "                                            args = [{'visible': [False, False, False, True, True, True, True]},]), \n",
    "                                       \n",
    "                                      ]),  \n",
    "                         x = 0.15,\n",
    "                         y = 1\n",
    "                        ),\n",
    "                   ], \n",
    "                   \n",
    "                  )\n",
    "\n",
    "lay = Layout(title = dict(text = 'TSMOM scaled for volatility',\n",
    "                          x = 0.5,\n",
    "                          y = 0.9,\n",
    "                         ),\n",
    "             legend = dict(x = 0.05, y = 0.9),\n",
    "\n",
    "             xaxis = dict(title = 'Dates', \n",
    "                          showgrid = True, \n",
    "                          showticklabels = True,\n",
    "                          linecolor = 'black',\n",
    "                          tickformat = '%b %Y',\n",
    "                          hoverformat = '%b %Y'\n",
    "                         ),\n",
    "              yaxis = dict(title = 'Leverage', \n",
    "                          showgrid = False,\n",
    "                          showticklabels = True,\n",
    "                          linecolor = 'black',\n",
    "#                            secondary_y = False,\n",
    "                          range = [0.75, round(levered.Leverage.max(), 1)],   \n",
    "                          ),\n",
    "              yaxis2 = dict(title = 'Cumulative Returns', \n",
    "                            showgrid = False,\n",
    "                            showticklabels = True,\n",
    "                            linecolor = 'black',\n",
    "#                             range = [4.7, 9],\n",
    "#                             nticks = 5,\n",
    "                            type = 'log',\n",
    "#                             secondary_y = True\n",
    "#                             tickformat = \"$0,.0f\",\n",
    "                            separatethousands = True,\n",
    "                            side = 'right',\n",
    "                            overlaying = 'y'\n",
    "                          ),\n",
    "             hovermode= 'x unified',\n",
    "             \n",
    "             paper_bgcolor = 'white',\n",
    "             plot_bgcolor = 'white',\n",
    "             autosize = False,\n",
    "             height = 600,\n",
    "             width = 950,\n",
    "             showlegend = True,\n",
    "             updatemenus = updatemenus,\n",
    "\n",
    "             shapes = [\n",
    "                 {\n",
    "                     'type' : 'line',\n",
    "                     'xref' : 'paper',\n",
    "                     'x0' : 0,\n",
    "                     'y0' : init_cap,\n",
    "                     'x1' : 1,\n",
    "                     'y1' : init_cap,\n",
    "                     'line' : {\n",
    "                         \n",
    "                         'color': 'black',\n",
    "                         'width': 1,\n",
    "                         'dash': 'dash'\n",
    "                             },\n",
    "                 },\n",
    "                     {\n",
    "                      'x0':'2000-03-15', \n",
    "                      'x1':'2000-09-15', \n",
    "                      'yref': 'paper',\n",
    "                      'y0':0,\n",
    "                      'y1':1,\n",
    "                      'fillcolor':'rgba(30,30,30,0.3)',  \n",
    "                      'opacity':.2, \n",
    "                      'line' : {'width': 0\n",
    "                               },\n",
    "                      },\n",
    "                     {\n",
    "                      \n",
    "                      'x0':'2007-08-01', \n",
    "                      'x1':'2009-09-01', \n",
    "                      'yref': 'paper',\n",
    "                      'y0':0,\n",
    "                      'y1':1,\n",
    "                      'fillcolor':'rgba(30,30,30,0.3)',  \n",
    "                      'opacity':.2, \n",
    "                      'line' : {'width': 0\n",
    "                               },\n",
    "                      },\n",
    "             ]\n",
    "            )\n",
    "annot = []\n",
    "\n",
    "annot.extend([dict(xref = 'paper',\n",
    "                  yref = 'paper',\n",
    "                  x= 0.55, \n",
    "                  y= 0.98,\n",
    "                  xanchor ='right', \n",
    "                  yanchor='auto',\n",
    "                  text= 'Global Financial Crisis',\n",
    "                  font=dict(family='<b>Arial<b>',\n",
    "                            size= 12, \n",
    "                            color= 'black',\n",
    "                           ),\n",
    "                  showarrow=False), \n",
    "#             dict(xref = 'paper',\n",
    "#                   yref = 'paper',\n",
    "#                   x= 0.215, \n",
    "#                   y= 0.98,\n",
    "#                   xanchor ='right', \n",
    "#                   yanchor='auto',\n",
    "#                   text= 'Dotcom',\n",
    "#                   font=dict(family='<b>Arial<b>',\n",
    "#                             size= 12, \n",
    "#                             color= 'black',\n",
    "#                            ),\n",
    "#                   showarrow=False)\n",
    "             ]\n",
    "            )\n",
    "\n",
    "lay['annotations'] = annot\n",
    "fig_ttl = Figure(data = data_ttl, layout = lay)\n",
    "# iplot(fig_ttl, \n",
    "#       show_link = False, \n",
    "# #       filename = '/Users/Ravi/Desktop/Git/india-famafrench/docs/_static/IndiaMom.html'\n",
    "#      )\n",
    "# py.iplot(fig_ttl)\n",
    "plot(fig_ttl, filename= main_dir + 'CumRets.html')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "//anaconda3/lib/python3.7/site-packages/plotly/tools.py:465: DeprecationWarning:\n",
      "\n",
      "plotly.tools.make_subplots is deprecated, please use plotly.subplots.make_subplots instead\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'/Users/ravpritpalkohli/Desktop/BVentures/TSMOM/Plots/Unbiased/UnleveredAnnRet.html'"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "'/Users/ravpritpalkohli/Desktop/BVentures/TSMOM/Plots/Unbiased/IndVolAnnRet.html'"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "'/Users/ravpritpalkohli/Desktop/BVentures/TSMOM/Plots/Unbiased/Nifty500AnnRet.html'"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plot(tsmom.get_ann_ret_plot(strat_unlevered, \n",
    "                                height = 500, \n",
    "                                width = 500, \n",
    "                                x2range = [-10,100]), \n",
    "         show_link = False, \n",
    "         filename= main_dir + 'UnleveredAnnRet.html'\n",
    "     )\n",
    "plot(tsmom.get_ann_ret_plot(strat_levered, \n",
    "                                height = 500, \n",
    "                                width = 500, \n",
    "                                x2range = [-10,220]), \n",
    "         show_link= False, \n",
    "         filename= main_dir + 'IndVolAnnRet.html'\n",
    "     )\n",
    "plot(tsmom.get_ann_ret_plot(nifty_m_rets, \n",
    "                                height = 500, \n",
    "                                width = 500, \n",
    "                                x2range = [-65, 100]), \n",
    "         show_link = False, \n",
    "         filename= main_dir + 'Nifty500AnnRet.html')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The strategy TSMOM beats the market 95.00% of the times on annual basis with the average\n",
      "difference on returns of 43.23%\n"
     ]
    }
   ],
   "source": [
    "ann_ret_comparison = pd.concat([tsmom.get_ann_ret(nifty_m_rets), \n",
    "                                tsmom.get_ann_ret(strat_unlevered)], \n",
    "                               axis = 1)\n",
    "# ann_ret_comparison = pd.concat([nifty_m_rets, strat_unlevered], axis = 1)\n",
    "ann_ret_comparison['Strategy Beating Market'] = np.where(ann_ret_comparison.iloc[:, 0] > ann_ret_comparison.iloc[:, 1], -1, 1)\n",
    "years_not = ann_ret_comparison.loc[ann_ret_comparison.iloc[:, 2] == -1]\n",
    "diff = ann_ret_comparison.iloc[:, 1] - ann_ret_comparison.iloc[:, 0]\n",
    "beat_pct = diff[diff > 0].mean() \n",
    "loss_pct = diff[diff < 0].mean()\n",
    "pct_wins = 1 - (len(years_not)/len(ann_ret_comparison))\n",
    "print('The strategy {} beats the market {:,.2%} of the times on annual basis\\\n",
    " with the average\\ndifference on returns of {:,.2%}'.format(ann_ret_comparison.iloc[:, 1].name, \n",
    "                                                            pct_wins, \n",
    "                                                            beat_pct))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
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       " font-family: \"Meslo\", monospace;\n",
       " color: #303030;\n",
       " -webkit-font-smoothing: antialiased !important;\n",
       "}\n",
       "a:hover,\n",
       "a:focus {\n",
       " color: #2f2f2f;\n",
       " -webkit-font-smoothing: antialiased !important;\n",
       "}\n",
       ".list_header,\n",
       "div#notebook_list_header.row.list_header {\n",
       " font-size: 14pt;\n",
       " color: #2f2f2f;\n",
       " background-color: transparent;\n",
       " height: 35px;\n",
       "}\n",
       "i.fa.fa-folder {\n",
       " display: inline-block;\n",
       " font: normal normal normal 14px \"FontAwesome\";\n",
       " font-family: \"FontAwesome\" !important;\n",
       " text-rendering: auto;\n",
       " -webkit-font-smoothing: antialiased;\n",
       " font-size: 18px;\n",
       " -moz-osx-font-smoothing: grayscale;\n",
       "}\n",
       "#running .panel-group .panel .panel-heading {\n",
       " font-size: 14pt;\n",
       " color: #303030;\n",
       " padding: 8px 8px;\n",
       " background: #e4e4e4;\n",
       " background-color: #e4e4e4;\n",
       "}\n",
       "#running .panel-group .panel .panel-heading a {\n",
       " font-size: 14pt;\n",
       " color: #303030;\n",
       "}\n",
       "#running .panel-group .panel .panel-heading a:focus,\n",
       "#running .panel-group .panel .panel-heading a:hover {\n",
       " font-size: 14pt;\n",
       " color: #303030;\n",
       "}\n",
       "#running .panel-group .panel .panel-body .list_container .list_item {\n",
       " background: #f4f4f4;\n",
       " background-color: #f4f4f4;\n",
       " padding: 2px;\n",
       " border-bottom: 2px solid #dedede;\n",
       "}\n",
       "#running .panel-group .panel .panel-body .list_container .list_item:hover {\n",
       " background: #f4f4f4;\n",
       " background-color: #f4f4f4;\n",
       "}\n",
       "#running .panel-group .panel .panel-body {\n",
       " padding: 2px;\n",
       "}\n",
       "button#refresh_running_list {\n",
       " border: none !important;\n",
       "}\n",
       "button#refresh_cluster_list {\n",
       " border: none !important;\n",
       "}\n",
       "div.running_list_info.toolbar_info {\n",
       " font-size: 15px;\n",
       " padding: 4px 0 4px 0;\n",
       " margin-top: 5px;\n",
       " margin-bottom: 8px;\n",
       " height: 24px;\n",
       " line-height: 24px;\n",
       " text-shadow: none;\n",
       "}\n",
       ".list_placeholder {\n",
       " font-weight: normal;\n",
       "}\n",
       "#tree-selector {\n",
       " padding: 0px;\n",
       " border-color: transparent;\n",
       "}\n",
       "#project_name > ul > li > a > i.fa.fa-home {\n",
       " color: #ff7823;\n",
       " font-size: 17pt;\n",
       " display: inline-block;\n",
       " position: static;\n",
       " padding: 0px 0px;\n",
       " font-weight: normal;\n",
       " text-align: center;\n",
       " vertical-align: text-top;\n",
       "}\n",
       ".fa-folder:before {\n",
       " color: #126dce;\n",
       "}\n",
       ".fa-arrow-up:before {\n",
       " font-size: 14px;\n",
       "}\n",
       ".fa-arrow-down:before {\n",
       " font-size: 14px;\n",
       "}\n",
       "span#last-modified.btn.btn-xs.btn-default.sort-action:hover .fa,\n",
       "span#sort-name.btn.btn-xs.btn-default.sort-action:hover .fa {\n",
       " color: #ef5c00;\n",
       "}\n",
       ".folder_icon:before {\n",
       " display: inline-block;\n",
       " font: normal normal normal 14px/1 FontAwesome;\n",
       " font-size: inherit;\n",
       " text-rendering: auto;\n",
       " -webkit-font-smoothing: antialiased;\n",
       " -moz-osx-font-smoothing: grayscale;\n",
       " content: \"\\f07b\";\n",
       " color: #126dce;\n",
       "}\n",
       ".notebook_icon:before {\n",
       " display: inline-block;\n",
       " font: normal normal normal 14px/1 FontAwesome;\n",
       " font-size: inherit;\n",
       " text-rendering: auto;\n",
       " -webkit-font-smoothing: antialiased;\n",
       " -moz-osx-font-smoothing: grayscale;\n",
       " content: \"\\f02d\";\n",
       " position: relative;\n",
       " color: #009e07 !important;\n",
       " top: 0px;\n",
       "}\n",
       ".file_icon:before {\n",
       " display: inline-block;\n",
       " font: normal normal normal 14px/1 FontAwesome;\n",
       " font-size: inherit;\n",
       " text-rendering: auto;\n",
       " -webkit-font-smoothing: antialiased;\n",
       " -moz-osx-font-smoothing: grayscale;\n",
       " content: \"\\f15b\";\n",
       " position: relative;\n",
       " top: 0px;\n",
       " color: #6a737d !important;\n",
       "}\n",
       "#project_name a {\n",
       " display: inline-flex;\n",
       " padding-left: 7px;\n",
       " margin-left: -2px;\n",
       " text-align: -webkit-auto;\n",
       " vertical-align: baseline;\n",
       " font-size: 18px;\n",
       "}\n",
       "div#notebook_toolbar div.dynamic-instructions {\n",
       " font-family: \"Meslo\", monospace;\n",
       " font-size: 17px;\n",
       " color: #828892;\n",
       "}\n",
       "span#login_widget > .button,\n",
       "#logout {\n",
       " font-family: \"Proxima Nova\", sans-serif;\n",
       " color: #303030;\n",
       " background: transparent;\n",
       " background-color: transparent;\n",
       " border: 2px solid #e5e5e5;\n",
       " font-weight: normal;\n",
       " box-shadow: none;\n",
       " text-shadow: none;\n",
       " border-radius: 3px;\n",
       " margin-right: 10px;\n",
       " padding: 2px 7px;\n",
       "}\n",
       "span#login_widget > .button:hover,\n",
       "#logout:hover {\n",
       " color: #ef5c00;\n",
       " background-color: transparent;\n",
       " background: transparent;\n",
       " border: 2px solid #ef5c00;\n",
       " background-image: none;\n",
       " box-shadow: none !important;\n",
       " border-radius: 3px;\n",
       "}\n",
       "span#login_widget > .button:focus,\n",
       "#logout:focus,\n",
       "span#login_widget > .button.focus,\n",
       "#logout.focus,\n",
       "span#login_widget > .button:active,\n",
       "#logout:active,\n",
       "span#login_widget > .button.active,\n",
       "#logout.active,\n",
       ".open > .dropdown-togglespan#login_widget > .button,\n",
       ".open > .dropdown-toggle#logout {\n",
       " color: #1c1c1c;\n",
       " background-color: #303030;\n",
       " background: #303030;\n",
       " border-color: #303030;\n",
       " background-image: none;\n",
       " box-shadow: none !important;\n",
       " border-radius: 2px;\n",
       "}\n",
       "body > #header #header-container {\n",
       " padding-bottom: 0px;\n",
       " padding-top: 4px;\n",
       " box-sizing: border-box;\n",
       " -moz-box-sizing: border-box;\n",
       " -webkit-box-sizing: border-box;\n",
       "}\n",
       "body > #header {\n",
       " background: #ffffff;\n",
       " background-color: #ffffff;\n",
       " position: relative;\n",
       " z-index: 100;\n",
       "}\n",
       ".list_container {\n",
       " font-size: 12pt;\n",
       " color: #303030;\n",
       " border: none;\n",
       " text-shadow: none !important;\n",
       "}\n",
       ".list_container > div {\n",
       " border-bottom: 1px solid rgba(180,180,180,.14);\n",
       " font-size: 12pt;\n",
       "}\n",
       ".list_header > div,\n",
       ".list_item > div {\n",
       " padding-top: 6px;\n",
       " padding-bottom: 2px;\n",
       " padding-left: 0px;\n",
       "}\n",
       ".list_header > div .item_link,\n",
       ".list_item > div .item_link {\n",
       " margin-left: -1px;\n",
       " vertical-align: middle;\n",
       " line-height: 22px;\n",
       " font-size: 12pt;\n",
       "}\n",
       ".item_icon {\n",
       " color: #126dce;\n",
       " font-size: 13pt;\n",
       " vertical-align: middle;\n",
       "}\n",
       ".list_item input:not([type=\"checkbox\"]) {\n",
       " padding-right: 0px;\n",
       " height: 1.75em;\n",
       " width: 25%;\n",
       " margin: 0px 0 0;\n",
       " margin-top: 0px;\n",
       "}\n",
       ".list_header > div .item_link,\n",
       ".list_item > div .item_link {\n",
       " margin-left: -1px;\n",
       " vertical-align: middle;\n",
       " line-height: 1.5em;\n",
       " font-size: 12pt;\n",
       " display: inline-table;\n",
       " position: static;\n",
       "}\n",
       "#button-select-all {\n",
       " height: 34px;\n",
       " min-width: 55px;\n",
       " z-index: 0;\n",
       " border: none !important;\n",
       " padding-top: 0px;\n",
       " padding-bottom: 0px;\n",
       " margin-bottom: 0px;\n",
       " margin-top: 0px;\n",
       " left: -3px;\n",
       " border-radius: 0px !important;\n",
       "}\n",
       "#button-select-all:focus,\n",
       "#button-select-all:active:focus,\n",
       "#button-select-all.active:focus,\n",
       "#button-select-all.focus,\n",
       "#button-select-all:active.focus,\n",
       "#button-select-all.active.focus {\n",
       " background-color: #e5e5e5 !important;\n",
       " background: #e5e5e5 !important;\n",
       "}\n",
       "button#tree-selector-btn {\n",
       " height: 34px;\n",
       " font-size: 11.0pt;\n",
       " border: none;\n",
       " left: 0px;\n",
       " border-radius: 0px !important;\n",
       "}\n",
       "input#select-all.pull-left.tree-selector {\n",
       " margin-left: 7px;\n",
       " margin-right: 2px;\n",
       " margin-top: 2px;\n",
       " top: 4px;\n",
       "}\n",
       "input[type=\"radio\"],\n",
       "input[type=\"checkbox\"] {\n",
       " margin-top: 1px;\n",
       " line-height: normal;\n",
       "}\n",
       ".delete-button {\n",
       " border: none !important;\n",
       "}\n",
       "i.fa.fa-trash {\n",
       " font-size: 13.5pt;\n",
       "}\n",
       ".list_container a {\n",
       " font-size: 16px;\n",
       " color: #303030;\n",
       " border: none;\n",
       " text-shadow: none !important;\n",
       " font-weight: normal;\n",
       " font-style: normal;\n",
       "}\n",
       "div.list_container a:hover {\n",
       " color: #2f2f2f;\n",
       "}\n",
       ".list_header > div input,\n",
       ".list_item > div input {\n",
       " margin-right: 7px;\n",
       " margin-left: 12px;\n",
       " vertical-align: baseline;\n",
       " line-height: 22px;\n",
       " position: relative;\n",
       " top: -1px;\n",
       "}\n",
       "div.list_item:hover {\n",
       " background-color: #fafafa;\n",
       "}\n",
       ".breadcrumb > li {\n",
       " font-size: 11.0pt;\n",
       " color: #303030;\n",
       " border: none;\n",
       " text-shadow: none !important;\n",
       "}\n",
       ".breadcrumb > li + li:before {\n",
       " content: \"/\\00a0\";\n",
       " padding: 0px;\n",
       " color: #303030;\n",
       " font-size: 18px;\n",
       "}\n",
       "#project_name > .breadcrumb {\n",
       " padding: 0px;\n",
       " margin-bottom: 0px;\n",
       " background-color: transparent;\n",
       " font-weight: normal;\n",
       " margin-top: -2px;\n",
       "}\n",
       "ul#tabs a {\n",
       " font-family: \"Meslo\", monospace;\n",
       " font-size: 13.5pt;\n",
       " font-weight: normal;\n",
       " font-style: normal;\n",
       " text-shadow: none !important;\n",
       "}\n",
       ".nav-tabs {\n",
       " font-family: \"Meslo\", monospace;\n",
       " font-size: 13.5pt;\n",
       " font-weight: normal;\n",
       " font-style: normal;\n",
       " background-color: transparent;\n",
       " border-color: transparent;\n",
       " text-shadow: none !important;\n",
       " border: 2px solid transparent;\n",
       "}\n",
       ".nav-tabs > li > a:active,\n",
       ".nav-tabs > li > a:focus,\n",
       ".nav-tabs > li > a:hover,\n",
       ".nav-tabs > li.active > a,\n",
       ".nav-tabs > li.active > a:focus,\n",
       ".nav-tabs > li.active > a:hover,\n",
       ".nav-tabs > li.active > a,\n",
       ".nav-tabs > li.active > a:hover,\n",
       ".nav-tabs > li.active > a:focus {\n",
       " color: #ef5c00;\n",
       " background-color: transparent;\n",
       " border-color: transparent;\n",
       " border-bottom: 2px solid transparent;\n",
       "}\n",
       ".nav > li.disabled > a,\n",
       ".nav > li.disabled > a:hover {\n",
       " color: #828892;\n",
       "}\n",
       ".nav-tabs > li > a:before {\n",
       " content: \"\";\n",
       " position: absolute;\n",
       " width: 100%;\n",
       " height: 2px;\n",
       " bottom: -2px;\n",
       " left: 0;\n",
       " background-color: #ef5c00;\n",
       " visibility: hidden;\n",
       " -webkit-transform: perspective(0)scaleX(0);\n",
       " transform: perspective(0)scaleX(0);\n",
       " -webkit-transition: ease 220ms;\n",
       " transition: ease 220ms;\n",
       " -webkit-font-smoothing: antialiased !important;\n",
       "}\n",
       ".nav-tabs > li > a:hover:before {\n",
       " visibility: visible;\n",
       " -webkit-transform: perspective(1)scaleX(1);\n",
       " transform: perspective(1)scaleX(1);\n",
       "}\n",
       ".nav-tabs > li.active > a:before {\n",
       " content: \"\";\n",
       " position: absolute;\n",
       " width: 100%;\n",
       " height: 2px;\n",
       " bottom: -2px;\n",
       " left: 0;\n",
       " background-color: #ef5c00;\n",
       " visibility: visible;\n",
       " -webkit-transform: perspective(1)scaleX(1);\n",
       " transform: perspective(1)scaleX(1);\n",
       " -webkit-font-smoothing: subpixel-antialiased !important;\n",
       "}\n",
       "div#notebook {\n",
       " font-family: \"Meslo\", monospace;\n",
       " font-size: 12pt;\n",
       " padding-top: 4px;\n",
       "}\n",
       ".notebook_app {\n",
       " background-color: #ffffff;\n",
       "}\n",
       "#notebook-container {\n",
       " padding: 13px 2px;\n",
       " background-color: #ffffff;\n",
       " min-height: 0px;\n",
       " box-shadow: none;\n",
       " width: 980px;\n",
       " margin-right: auto;\n",
       " margin-left: auto;\n",
       "}\n",
       "div#ipython-main-app.container {\n",
       " width: 980px;\n",
       " margin-right: auto;\n",
       " margin-left: auto;\n",
       " margin-right: auto;\n",
       " margin-left: auto;\n",
       "}\n",
       ".container {\n",
       " width: 980px;\n",
       " margin-right: auto;\n",
       " margin-left: auto;\n",
       "}\n",
       "div#menubar-container {\n",
       " width: 100%;\n",
       " width: 980px;\n",
       "}\n",
       "div#header-container {\n",
       " width: 980px;\n",
       "}\n",
       ".notebook_app #header,\n",
       ".edit_app #header {\n",
       " box-shadow: none !important;\n",
       " background-color: #ffffff;\n",
       " border-bottom: 2px solid rgba(180,180,180,.14);\n",
       "}\n",
       "#header,\n",
       ".edit_app #header {\n",
       " font-family: \"Meslo\", monospace;\n",
       " font-size: 12pt;\n",
       " box-shadow: none;\n",
       " background-color: #ffffff;\n",
       "}\n",
       "#header .header-bar,\n",
       ".edit_app #header .header-bar {\n",
       " background: #ffffff;\n",
       " background-color: #ffffff;\n",
       "}\n",
       "body > #header .header-bar {\n",
       " width: 100%;\n",
       " background: #ffffff;\n",
       "}\n",
       "span.checkpoint_status,\n",
       "span.autosave_status {\n",
       " font-size: small;\n",
       " display: none;\n",
       "}\n",
       "#menubar,\n",
       "div#menubar {\n",
       " background-color: #ffffff;\n",
       " padding-top: 0px !important;\n",
       "}\n",
       "#menubar .navbar,\n",
       ".navbar-default {\n",
       " background-color: #ffffff;\n",
       " margin-bottom: 0px;\n",
       " margin-top: 0px;\n",
       "}\n",
       ".navbar {\n",
       " border: none;\n",
       "}\n",
       "div.navbar-text,\n",
       ".navbar-text,\n",
       ".navbar-text.indicator_area,\n",
       "p.navbar-text.indicator_area {\n",
       " margin-top: 8px !important;\n",
       " margin-bottom: 0px;\n",
       " color: #ff7823;\n",
       "}\n",
       ".navbar-default {\n",
       " font-family: \"Meslo\", monospace;\n",
       " font-size: 12pt;\n",
       " background-color: #ffffff;\n",
       " border-color: #d4d4d4;\n",
       " line-height: 1.5em;\n",
       " padding-bottom: 0px;\n",
       "}\n",
       ".navbar-default .navbar-nav > li > a {\n",
       " font-family: \"Meslo\", monospace;\n",
       " font-size: 12pt;\n",
       " color: #303030;\n",
       " display: block;\n",
       " line-height: 1.5em;\n",
       " padding-top: 14px;\n",
       " padding-bottom: 11px;\n",
       "}\n",
       ".navbar-default .navbar-nav > li > a:hover,\n",
       ".navbar-default .navbar-nav > li > a:focus {\n",
       " color: #2f2f2f;\n",
       " background-color: rgba(180,180,180,.14);\n",
       " border-color: #d4d4d4;\n",
       " line-height: 1.5em;\n",
       " transition: 80ms ease;\n",
       "}\n",
       ".navbar-default .navbar-nav > .open > a,\n",
       ".navbar-default .navbar-nav > .open > a:hover,\n",
       ".navbar-default .navbar-nav > .open > a:focus {\n",
       " color: #1c1c1c;\n",
       " background-color: #dedede;\n",
       " border-color: #dedede;\n",
       " line-height: 1.5em;\n",
       "}\n",
       ".navbar-nav > li > .dropdown-menu {\n",
       " margin-top: 0px;\n",
       "}\n",
       ".navbar-nav {\n",
       " margin: 0;\n",
       "}\n",
       "div.notification_widget.info,\n",
       ".notification_widget.info,\n",
       ".notification_widget:active:hover,\n",
       ".notification_widget.active:hover,\n",
       ".open > .dropdown-toggle.notification_widget:hover,\n",
       ".notification_widget:active:focus,\n",
       ".notification_widget.active:focus,\n",
       ".open > .dropdown-toggle.notification_widget:focus,\n",
       ".notification_widget:active.focus,\n",
       ".notification_widget.active.focus,\n",
       ".open > .dropdown-toggle.notification_widget.focus,\n",
       "div#notification_notebook.notification_widget.btn.btn-xs.navbar-btn,\n",
       "div#notification_notebook.notification_widget.btn.btn-xs.navbar-btn:hover,\n",
       "div#notification_notebook.notification_widget.btn.btn-xs.navbar-btn:focus {\n",
       " color: #303030 !important;\n",
       " background-color: transparent !important;\n",
       " border-color: transparent !important;\n",
       " padding-bottom: 0px !important;\n",
       " margin-bottom: 0px !important;\n",
       " font-size: 9pt !important;\n",
       " z-index: 0;\n",
       "}\n",
       "div#notification_notebook.notification_widget.btn.btn-xs.navbar-btn {\n",
       " font-size: 9pt !important;\n",
       " z-index: 0;\n",
       "}\n",
       ".notification_widget {\n",
       " color: #126dce;\n",
       " z-index: -500;\n",
       " font-size: 9pt;\n",
       " background: transparent;\n",
       " background-color: transparent;\n",
       " margin-right: 3px;\n",
       " border: none;\n",
       "}\n",
       ".notification_widget,\n",
       "div.notification_widget {\n",
       " margin-right: 0px;\n",
       " margin-left: 0px;\n",
       " padding-right: 0px;\n",
       " vertical-align: text-top !important;\n",
       " margin-top: 6px !important;\n",
       " background: transparent !important;\n",
       " background-color: transparent !important;\n",
       " font-size: 9pt !important;\n",
       " border: none;\n",
       "}\n",
       ".navbar-btn.btn-xs:hover {\n",
       " border: none !important;\n",
       " background: transparent !important;\n",
       " background-color: transparent !important;\n",
       " color: #303030 !important;\n",
       "}\n",
       "div.notification_widget.info,\n",
       ".notification_widget.info {\n",
       " display: none !important;\n",
       "}\n",
       ".edit_mode .modal_indicator:before {\n",
       " font-size: 18px;\n",
       " color: #ff7823;\n",
       " opacity: 1.0;\n",
       " padding-bottom: 0px;\n",
       " vertical-align: -webkit-baseline-middle;\n",
       " margin-left: 1px;\n",
       " margin-bottom: 0px;\n",
       "}\n",
       ".command_mode .modal_indicator:before {\n",
       " font-family: \"Meslo\", monospace;\n",
       " font-size: 18px;\n",
       " color: #ff7823;\n",
       " padding-bottom: 0px;\n",
       " vertical-align: -webkit-baseline-middle;\n",
       " margin-left: 1px;\n",
       " margin-bottom: 0px;\n",
       "}\n",
       ".item_icon {\n",
       " color: #126dce;\n",
       "}\n",
       ".item_buttons .kernel-name {\n",
       " font-size: 12pt;\n",
       " color: #126dce;\n",
       "}\n",
       ".running_notebook_icon:before {\n",
       " color: #009e07 !important;\n",
       " font: normal normal normal 15px/1 FontAwesome;\n",
       " font-size: 15px;\n",
       " text-rendering: auto;\n",
       " -webkit-font-smoothing: antialiased;\n",
       " -moz-osx-font-smoothing: grayscale;\n",
       " content: \"\\f10c\";\n",
       " vertical-align: middle;\n",
       " position: static;\n",
       " display: inherit;\n",
       "}\n",
       ".item_buttons .running-indicator {\n",
       " padding-top: 4px;\n",
       " color: #009e07;\n",
       " font-family: \"Meslo\", monospace;\n",
       " text-rendering: auto;\n",
       " -webkit-font-smoothing: antialiased;\n",
       "}\n",
       "#notification_trusted {\n",
       " font-family: \"Meslo\", monospace;\n",
       " font-size: 17px !important;\n",
       " color: #126dce;\n",
       " border: none;\n",
       " background: transparent;\n",
       " background-color: transparent;\n",
       " margin-bottom: 0px !important;\n",
       " margin-top: 11px !important;\n",
       " vertical-align: middle !important;\n",
       "}\n",
       "#modal_indicator {\n",
       " float: right !important;\n",
       " color: #4c8be2;\n",
       " background: #ffffff;\n",
       " background-color: #ffffff;\n",
       " margin-top: 8px !important;\n",
       " margin-left: 0px;\n",
       "}\n",
       "#kernel_indicator {\n",
       " float: right !important;\n",
       " color: #ff7823;\n",
       " background: #ffffff;\n",
       " background-color: #ffffff;\n",
       " border-left: 2px solid #ff7823;\n",
       " padding-top: 0px;\n",
       " padding-bottom: 4px;\n",
       " margin-top: 8px !important;\n",
       " margin-left: -2px;\n",
       "}\n",
       "#kernel_indicator .kernel_indicator_name {\n",
       " font-size: 17px;\n",
       " color: #ff7823;\n",
       " background: #ffffff;\n",
       " background-color: #ffffff;\n",
       " padding-left: 5px;\n",
       " padding-right: 5px;\n",
       " margin-top: 4px;\n",
       " vertical-align: -webkit-baseline-middle;\n",
       " padding-bottom: 0px;\n",
       "}\n",
       ".kernel_idle_icon:before {\n",
       " display: inline-block;\n",
       " font: normal normal normal 22px/1 FontAwesome;\n",
       " font-size: 22px;\n",
       " text-rendering: auto;\n",
       " -webkit-font-smoothing: antialiased;\n",
       " cursor: pointer;\n",
       " margin-left: 0px !important;\n",
       " opacity: 0.7;\n",
       " vertical-align: middle;\n",
       " margin-top: 1px;\n",
       " content: \"\\f1db\";\n",
       "}\n",
       ".kernel_busy_icon:before {\n",
       " display: inline-block;\n",
       " font: normal normal normal 22px/1 FontAwesome;\n",
       " font-size: 22px;\n",
       " -webkit-animation: pulsate 2s infinite ease-out;\n",
       " animation: pulsate 2s infinite ease-out;\n",
       " text-rendering: auto;\n",
       " -webkit-font-smoothing: antialiased;\n",
       " cursor: pointer;\n",
       " margin-left: 0px !important;\n",
       " vertical-align: middle;\n",
       " margin-top: 1px;\n",
       " content: \"\\f111\";\n",
       "}\n",
       "@-webkit-keyframes pulsate {\n",
       " 0% {\n",
       "  -webkit-transform: scale(1.0,1.0);\n",
       "  opacity: 0.8;\n",
       " }\n",
       " 8% {\n",
       "  -webkit-transform: scale(1.0,1.0);\n",
       "  opacity: 0.8;\n",
       " }\n",
       " 50% {\n",
       "  -webkit-transform: scale(0.75,0.75);\n",
       "  opacity: 0.3;\n",
       " }\n",
       " 92% {\n",
       "  -webkit-transform: scale(1.0,1.0);\n",
       "  opacity: 0.8;\n",
       " }\n",
       " 100% {\n",
       "  -webkit-transform: scale(1.0,1.0);\n",
       "  opacity: 0.8;\n",
       " }\n",
       "}\n",
       "i#kernel_indicator_icon {\n",
       " vertical-align: sub;\n",
       "}\n",
       "div.notification_widget.info,\n",
       ".notification_widget.info,\n",
       ".notification_widget:active:hover,\n",
       ".notification_widget.active:hover,\n",
       ".open > .dropdown-toggle.notification_widget:hover,\n",
       ".notification_widget:active:focus,\n",
       ".notification_widget.active:focus,\n",
       ".open > .dropdown-toggle.notification_widget:focus,\n",
       ".notification_widget:active.focus,\n",
       ".notification_widget.active.focus,\n",
       ".open > .dropdown-toggle.notification_widget.focus,\n",
       "div#notification_notebook.notification_widget.btn.btn-xs.navbar-btn,\n",
       "div#notification_notebook.notification_widget.btn.btn-xs.navbar-btn:hover,\n",
       "div#notification_notebook.notification_widget.btn.btn-xs.navbar-btn:focus {\n",
       " color: #303030;\n",
       " background-color: #ffffff;\n",
       " border-color: #ffffff;\n",
       "}\n",
       "#notification_area,\n",
       "div.notification_area {\n",
       " float: right !important;\n",
       " position: static;\n",
       "}\n",
       ".notification_widget,\n",
       "div.notification_widget {\n",
       " margin-right: 0px;\n",
       " margin-left: 0px;\n",
       " padding-right: 0px;\n",
       " vertical-align: text-top !important;\n",
       " margin-top: 6px !important;\n",
       " z-index: 1000;\n",
       "}\n",
       "#kernel_logo_widget,\n",
       "#kernel_logo_widget .current_kernel_logo {\n",
       " display: none;\n",
       "}\n",
       "div#ipython_notebook {\n",
       " display: none;\n",
       "}\n",
       "i.fa.fa-icon {\n",
       " -webkit-font-smoothing: antialiased;\n",
       " -moz-osx-font-smoothing: grayscale;\n",
       " text-rendering: auto;\n",
       "}\n",
       ".fa {\n",
       " display: inline-block;\n",
       " font: normal normal normal 10pt/1 \"FontAwesome\", \"Meslo\", monospace;\n",
       " text-rendering: auto;\n",
       " -webkit-font-smoothing: antialiased;\n",
       " -moz-osx-font-smoothing: grayscale;\n",
       "}\n",
       ".dropdown-menu {\n",
       " font-family: \"Meslo\", monospace;\n",
       " font-size: 12pt;\n",
       " box-shadow: none;\n",
       " padding: 0px;\n",
       " text-align: left;\n",
       " border: none;\n",
       " background-color: #dedede;\n",
       " background: #dedede;\n",
       " line-height: 1;\n",
       "}\n",
       ".dropdown-menu:hover {\n",
       " font-family: \"Meslo\", monospace;\n",
       " font-size: 12pt;\n",
       " box-shadow: none;\n",
       " padding: 0px;\n",
       " text-align: left;\n",
       " border: none;\n",
       " background-color: #dedede;\n",
       " box-shadow: none;\n",
       " line-height: 1;\n",
       "}\n",
       ".dropdown-menu > li > a {\n",
       " font-family: \"Meslo\", monospace;\n",
       " font-size: 11.0pt;\n",
       " display: block;\n",
       " padding: 10px 20px 9px 10px;\n",
       " color: #303030;\n",
       " background-color: #dedede;\n",
       " background: #dedede;\n",
       "}\n",
       ".dropdown-menu > li > a:hover,\n",
       ".dropdown-menu > li > a:focus {\n",
       " color: #2f2f2f;\n",
       " background-color: #d4d4d4;\n",
       " background: #d4d4d4;\n",
       " border-color: #d4d4d4;\n",
       " transition: 200ms ease;\n",
       "}\n",
       ".dropdown-menu .divider {\n",
       " height: 1px;\n",
       " margin: 0px 0px;\n",
       " overflow: hidden;\n",
       " background-color: rgba(180,180,180,.30);\n",
       "}\n",
       ".dropdown-submenu > .dropdown-menu {\n",
       " display: none;\n",
       " top: 2px !important;\n",
       " left: 100%;\n",
       " margin-top: -2px;\n",
       " margin-left: 0px;\n",
       " padding-top: 0px;\n",
       " transition: 200ms ease;\n",
       "}\n",
       ".dropdown-menu > .disabled > a,\n",
       ".dropdown-menu > .disabled > a:hover,\n",
       ".dropdown-menu > .disabled > a:focus {\n",
       " font-family: \"Meslo\", monospace;\n",
       " font-size: 11.0pt;\n",
       " font-weight: normal;\n",
       " color: #828892;\n",
       " padding: none;\n",
       " display: block;\n",
       " clear: both;\n",
       " white-space: nowrap;\n",
       "}\n",
       ".dropdown-submenu > a:after {\n",
       " color: #303030;\n",
       " margin-right: -16px;\n",
       " margin-top: 0px;\n",
       " display: inline-block;\n",
       "}\n",
       ".dropdown-submenu:hover > a:after,\n",
       ".dropdown-submenu:active > a:after,\n",
       ".dropdown-submenu:focus > a:after,\n",
       ".dropdown-submenu:visited > a:after {\n",
       " color: #ff7823;\n",
       " margin-right: -16px;\n",
       " display: inline-block !important;\n",
       "}\n",
       "div.kse-dropdown > .dropdown-menu,\n",
       ".kse-dropdown > .dropdown-menu {\n",
       " min-width: 0;\n",
       " top: 94%;\n",
       "}\n",
       ".btn,\n",
       ".btn-default {\n",
       " font-family: \"Meslo\", monospace;\n",
       " color: #303030;\n",
       " background: #e5e5e5;\n",
       " background-color: #e5e5e5;\n",
       " border: 2px solid #e5e5e5;\n",
       " font-weight: normal;\n",
       " box-shadow: none;\n",
       " text-shadow: none;\n",
       " border-radius: 3px;\n",
       " font-size: initial;\n",
       "}\n",
       ".btn:hover,\n",
       ".btn:active:hover,\n",
       ".btn.active:hover,\n",
       ".btn-default:hover,\n",
       ".open > .dropdown-toggle.btn-default:hover,\n",
       ".open > .dropdown-toggle.btn:hover {\n",
       " color: #ef5c00;\n",
       " border: 2px solid #e0e0e0;\n",
       " background-color: #e0e0e0;\n",
       " background: #e0e0e0;\n",
       " background-image: none;\n",
       " box-shadow: none !important;\n",
       " border-radius: 3px;\n",
       "}\n",
       ".btn:active,\n",
       ".btn.active,\n",
       ".btn:active:focus,\n",
       ".btn.active:focus,\n",
       ".btn:active.focus,\n",
       ".btn.active.focus,\n",
       ".btn-default:focus,\n",
       ".btn-default.focus,\n",
       ".btn-default:active,\n",
       ".btn-default.active,\n",
       ".btn-default:active:hover,\n",
       ".btn-default.active:hover,\n",
       ".btn-default:active:focus,\n",
       ".btn-default.active:focus,\n",
       ".btn-default:active.focus,\n",
       ".btn-default.active.focus,\n",
       ".open > .dropdown-toggle.btn:focus,\n",
       ".open > .dropdown-toggle.btn.focus,\n",
       ".open > .dropdown-toggle.btn-default:hover,\n",
       ".open > .dropdown-toggle.btn-default:focus,\n",
       ".open > .dropdown-toggle.btn-default.hover,\n",
       ".open > .dropdown-toggle.btn-default.focus {\n",
       " color: #ef5c00;\n",
       " border: 2px solid #e0e0e0;\n",
       " background-color: #e0e0e0 !important;\n",
       " background: #e0e0e0 !important;\n",
       " background-image: none;\n",
       " box-shadow: none !important;\n",
       " border-radius: 3px;\n",
       "}\n",
       ".btn-default:active:hover,\n",
       ".btn-default.active:hover,\n",
       ".btn-default:active:focus,\n",
       ".btn-default.active:focus,\n",
       ".btn-default:active.focus,\n",
       ".btn-default.active.focus {\n",
       " color: #ef5c00 !important;\n",
       " background-color: #e5e5e5;\n",
       " border-color: #ffccac !important;\n",
       " transition: 2000ms ease;\n",
       "}\n",
       ".btn:focus,\n",
       ".btn.focus,\n",
       ".btn:active:focus,\n",
       ".btn.active:focus,\n",
       ".btn:active,\n",
       ".btn.active,\n",
       ".btn:active.focus,\n",
       ".btn.active.focus {\n",
       " color: #ef5c00 !important;\n",
       " outline: none !important;\n",
       " outline-width: 0px !important;\n",
       " background: #ffccac !important;\n",
       " background-color: #ffccac !important;\n",
       " border-color: #ffccac !important;\n",
       " transition: 200ms ease !important;\n",
       "}\n",
       ".item_buttons > .btn,\n",
       ".item_buttons > .btn-group,\n",
       ".item_buttons > .input-group {\n",
       " font-size: 12pt;\n",
       " background: transparent;\n",
       " background-color: transparent;\n",
       " border: 0px solid #e4e4e4;\n",
       " border-bottom: 2px solid transparent;\n",
       " margin-left: 5px;\n",
       " padding-top: 4px !important;\n",
       "}\n",
       ".item_buttons > .btn:hover,\n",
       ".item_buttons > .btn-group:hover,\n",
       ".item_buttons > .input-group:hover,\n",
       ".item_buttons > .btn.active,\n",
       ".item_buttons > .btn-group.active,\n",
       ".item_buttons > .input-group.active,\n",
       ".item_buttons > .btn.focus {\n",
       " margin-left: 5px;\n",
       " background: #dfdfdf;\n",
       " padding-top: 4px !important;\n",
       " background-color: transparent;\n",
       " border: 0px solid transparent;\n",
       " border-bottom: 2px solid #ff7823;\n",
       " border-radius: 0px;\n",
       " transition: none;\n",
       "}\n",
       ".item_buttons {\n",
       " line-height: 1.5em !important;\n",
       "}\n",
       ".item_buttons .btn {\n",
       " min-width: 11ex;\n",
       "}\n",
       ".btn-group > .btn:first-child {\n",
       " margin-left: 3px;\n",
       "}\n",
       ".btn-group > .btn-mini,\n",
       ".btn-sm,\n",
       ".btn-group-sm > .btn,\n",
       ".btn-xs,\n",
       ".btn-group-xs > .btn,\n",
       ".alternate_upload .btn-upload,\n",
       ".btn-group,\n",
       ".btn-group-vertical {\n",
       " font-size: inherit;\n",
       " font-weight: normal;\n",
       " height: inherit;\n",
       " line-height: inherit;\n",
       "}\n",
       ".btn-xs,\n",
       ".btn-group-xs > .btn {\n",
       " font-size: initial !important;\n",
       " background-image: none;\n",
       " font-weight: normal;\n",
       " text-shadow: none;\n",
       " display: inline-table;\n",
       " padding: 2px 5px;\n",
       " line-height: 1.45;\n",
       "}\n",
       ".btn-group > .btn:first-child {\n",
       " margin-left: 3px;\n",
       "}\n",
       "div#new-buttons > button,\n",
       "#new-buttons > button,\n",
       "div#refresh_notebook_list,\n",
       "#refresh_notebook_list {\n",
       " background: transparent;\n",
       " background-color: transparent;\n",
       " border: none;\n",
       "}\n",
       "div#new-buttons > button:hover,\n",
       "#new-buttons > button:hover,\n",
       "div#refresh_notebook_list,\n",
       "#refresh_notebook_list,\n",
       "div.alternate_upload .btn-upload,\n",
       ".alternate_upload .btn-upload,\n",
       "div.dynamic-buttons > button,\n",
       ".dynamic-buttons > button,\n",
       ".dynamic-buttons > button:focus,\n",
       ".dynamic-buttons > button:active:focus,\n",
       ".dynamic-buttons > button.active:focus,\n",
       ".dynamic-buttons > button.focus,\n",
       ".dynamic-buttons > button:active.focus,\n",
       ".dynamic-buttons > button.active.focus,\n",
       "#new-buttons > button:focus,\n",
       "#new-buttons > button:active:focus,\n",
       "#new-buttons > button.active:focus,\n",
       "#new-buttons > button.focus,\n",
       "#new-buttons > button:active.focus,\n",
       "#new-buttons > button.active.focus,\n",
       ".alternate_upload .btn-upload:focus,\n",
       ".alternate_upload .btn-upload:active:focus,\n",
       ".alternate_upload .btn-upload.active:focus,\n",
       ".alternate_upload .btn-upload.focus,\n",
       ".alternate_upload .btn-upload:active.focus,\n",
       ".alternate_upload .btn-upload.active.focus {\n",
       " background: transparent !important;\n",
       " background-color: transparent !important;\n",
       " border: none !important;\n",
       "}\n",
       ".alternate_upload input.fileinput {\n",
       " text-align: center;\n",
       " vertical-align: bottom;\n",
       " margin-left: -.5ex;\n",
       " display: inline-table;\n",
       " border: solid 0px #e5e5e5;\n",
       " margin-bottom: -1ex;\n",
       "}\n",
       ".alternate_upload .btn-upload {\n",
       " display: inline-table;\n",
       " background: transparent;\n",
       " border: none;\n",
       "}\n",
       ".btn-group .btn + .btn,\n",
       ".btn-group .btn + .btn-group,\n",
       ".btn-group .btn-group + .btn,\n",
       ".btn-group .btn-group + .btn-group {\n",
       " margin-left: -2px;\n",
       "}\n",
       ".btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {\n",
       " border-bottom-right-radius: 0;\n",
       " border-top-right-radius: 0;\n",
       " z-index: 2;\n",
       "}\n",
       ".dropdown-header {\n",
       " font-family: \"Meslo\", monospace !important;\n",
       " font-size: 12pt !important;\n",
       " color: #ff7823 !important;\n",
       " border-bottom: none !important;\n",
       " padding: 0px !important;\n",
       " margin: 6px 6px 0px !important;\n",
       "}\n",
       "span#last-modified.btn.btn-xs.btn-default.sort-action,\n",
       "span#sort-name.btn.btn-xs.btn-default.sort-action {\n",
       " font-family: \"Meslo\", monospace;\n",
       " font-size: 16px;\n",
       " background-color: transparent;\n",
       " background: transparent;\n",
       " border: none;\n",
       " color: #303030;\n",
       " padding-bottom: 0px;\n",
       " margin-bottom: 0px;\n",
       " vertical-align: sub;\n",
       "}\n",
       "span#last-modified.btn.btn-xs.btn-default.sort-action {\n",
       " margin-left: 19px;\n",
       "}\n",
       "button.close {\n",
       " border: 0px none;\n",
       " font-family: sans-serif;\n",
       " font-size: 20pt;\n",
       " font-weight: normal;\n",
       "}\n",
       ".dynamic-buttons {\n",
       " padding-top: 0px;\n",
       " display: inline-block;\n",
       "}\n",
       ".close {\n",
       " color: #de143d;\n",
       " opacity: .5;\n",
       " text-shadow: none;\n",
       " font-weight: normal;\n",
       "}\n",
       ".close:hover {\n",
       " color: #de143d;\n",
       " opacity: 1;\n",
       " font-weight: normal;\n",
       "}\n",
       "div.nbext-enable-btns .btn[disabled],\n",
       "div.nbext-enable-btns .btn[disabled]:hover,\n",
       ".btn-default.disabled,\n",
       ".btn-default[disabled],\n",
       ".btn-default.disabled:hover,\n",
       ".btn-default[disabled]:hover,\n",
       "fieldset[disabled] .btn-default:hover,\n",
       ".btn-default.disabled:focus,\n",
       ".btn-default[disabled]:focus,\n",
       "fieldset[disabled] .btn-default:focus,\n",
       ".btn-default.disabled.focus,\n",
       ".btn-default[disabled].focus,\n",
       "fieldset[disabled] .btn-default.focus {\n",
       " color: #4a4a4a;\n",
       " background: #e2e2e2;\n",
       " background-color: #e2e2e2;\n",
       " border-color: #e2e2e2;\n",
       " transition: 200ms ease;\n",
       "}\n",
       ".input-group-addon {\n",
       " padding: 2px 5px;\n",
       " font-size: 12pt;\n",
       " font-weight: normal;\n",
       " height: auto;\n",
       " color: #303030;\n",
       " text-align: center;\n",
       " background-color: transparent;\n",
       " border: 2px solid transparent !important;\n",
       " text-transform: capitalize;\n",
       "}\n",
       "a.btn.btn-default.input-group-addon:hover {\n",
       " background: transparent !important;\n",
       " background-color: transparent !important;\n",
       "}\n",
       ".btn-group > .btn + .dropdown-toggle {\n",
       " padding-left: 8px;\n",
       " padding-right: 8px;\n",
       " height: 100%;\n",
       "}\n",
       ".btn-group > .btn + .dropdown-toggle:hover {\n",
       " background: #e0e0e0 !important;\n",
       "}\n",
       ".input-group-btn {\n",
       " position: relative;\n",
       " font-size: inherit;\n",
       " white-space: nowrap;\n",
       " background: #e4e4e4;\n",
       " background-color: #e4e4e4;\n",
       " border: none;\n",
       "}\n",
       ".input-group-btn:hover {\n",
       " background: #dfdfdf;\n",
       " background-color: #dfdfdf;\n",
       " border: none;\n",
       "}\n",
       ".input-group-btn:first-child > .btn,\n",
       ".input-group-btn:first-child > .btn-group {\n",
       " background: #e4e4e4;\n",
       " background-color: #e4e4e4;\n",
       " border: none;\n",
       " margin-left: 2px;\n",
       " margin-right: -1px;\n",
       " font-size: inherit;\n",
       "}\n",
       ".input-group-btn:first-child > .btn:hover,\n",
       ".input-group-btn:first-child > .btn-group:hover {\n",
       " background: #e0e0e0;\n",
       " background-color: #e0e0e0;\n",
       " border: none;\n",
       " font-size: inherit;\n",
       " transition: 200ms ease;\n",
       "}\n",
       "div.modal .btn-group > .btn:first-child {\n",
       " background: #e4e4e4;\n",
       " background-color: #e4e4e4;\n",
       " border: 1px solid #e1e1e1;\n",
       " margin-top: 0px !important;\n",
       " margin-left: 0px;\n",
       " margin-bottom: 2px;\n",
       "}\n",
       "div.modal .btn-group > .btn:first-child:hover {\n",
       " background: #dfdfdf;\n",
       " background-color: #dfdfdf;\n",
       " border: 1px solid #dfdfdf;\n",
       " transition: 200ms ease;\n",
       "}\n",
       "div.modal > button,\n",
       "div.modal-footer > button {\n",
       " background: #e4e4e4;\n",
       " background-color: #e4e4e4;\n",
       " border-color: #e4e4e4;\n",
       "}\n",
       "div.modal > button:hover,\n",
       "div.modal-footer > button:hover {\n",
       " background: #dfdfdf;\n",
       " background-color: #dfdfdf;\n",
       " border-color: #dfdfdf;\n",
       " transition: 200ms ease;\n",
       "}\n",
       ".modal-content {\n",
       " font-family: \"Meslo\", monospace;\n",
       " font-size: 11.0pt;\n",
       " position: relative;\n",
       " background: #e4e4e4;\n",
       " background-color: #e4e4e4;\n",
       " border: none;\n",
       " border-radius: 1px;\n",
       " background-clip: padding-box;\n",
       " outline: none;\n",
       "}\n",
       ".modal-header {\n",
       " font-family: \"Meslo\", monospace;\n",
       " font-size: 12pt;\n",
       " color: #303030;\n",
       " background: #e4e4e4;\n",
       " background-color: #e4e4e4;\n",
       " border-color: #dedede;\n",
       " padding: 12px;\n",
       " min-height: 16.4286px;\n",
       "}\n",
       ".modal-content h4 {\n",
       " font-family: \"Meslo\", monospace;\n",
       " font-size: 16pt;\n",
       " color: #303030;\n",
       " padding: 5px;\n",
       "}\n",
       ".modal-body {\n",
       " background-color: #ffffff;\n",
       " position: relative;\n",
       " padding: 15px;\n",
       "}\n",
       ".modal-footer {\n",
       " padding: 8px;\n",
       " text-align: right;\n",
       " background-color: #ffffff;\n",
       " border-top: none;\n",
       "}\n",
       ".alert-info {\n",
       " background-color: #fdfdfd;\n",
       " border-color: #dedede;\n",
       " color: #303030;\n",
       "}\n",
       ".modal-header .close {\n",
       " margin-top: -5px;\n",
       " font-size: 25pt;\n",
       "}\n",
       ".modal-backdrop,\n",
       ".modal-backdrop.in {\n",
       " opacity: 0.85;\n",
       " background-color: notebook-bg;\n",
       "}\n",
       "div.panel,\n",
       "div.panel-default,\n",
       ".panel,\n",
       ".panel-default {\n",
       " font-family: \"Meslo\", monospace;\n",
       " font-size: 12pt;\n",
       " background-color: #f4f4f4;\n",
       " color: #303030;\n",
       " margin-bottom: 14px;\n",
       " border: 0;\n",
       " box-shadow: none;\n",
       "}\n",
       "div.panel > .panel-heading,\n",
       "div.panel-default > .panel-heading {\n",
       " font-size: 14pt;\n",
       " color: #303030;\n",
       " background: #e4e4e4;\n",
       " background-color: #e4e4e4;\n",
       " border: 0;\n",
       "}\n",
       ".modal .modal-dialog {\n",
       " min-width: 950px;\n",
       " margin: 50px auto;\n",
       "}\n",
       "div.container-fluid {\n",
       " margin-right: auto;\n",
       " margin-left: auto;\n",
       " padding-left: 0px;\n",
       " padding-right: 5px;\n",
       "}\n",
       "div.form-control,\n",
       ".form-control {\n",
       " font-family: \"Meslo\", monospace;\n",
       " font-size: initial;\n",
       " color: #303030;\n",
       " background-color: #ffffff;\n",
       " border: 1px solid #d0d0d0 !important;\n",
       " margin-left: 2px;\n",
       " box-shadow: none;\n",
       " transition: border-color 0.15s ease-in-out 0s, box-shadow 0.15s ease-in-out 0s;\n",
       "}\n",
       ".form-control-static {\n",
       " min-height: inherit;\n",
       " height: inherit;\n",
       "}\n",
       ".form-group.list-group-item {\n",
       " color: #303030;\n",
       " background-color: #f4f4f4;\n",
       " border-color: #dedede;\n",
       " margin-bottom: 0px;\n",
       "}\n",
       ".form-group .input-group {\n",
       " float: left;\n",
       "}\n",
       "input,\n",
       "button,\n",
       "select,\n",
       "textarea {\n",
       " background-color: #ffffff;\n",
       " font-weight: normal;\n",
       " border: 1px solid #dedede;\n",
       "}\n",
       "select.form-control.select-xs {\n",
       " height: 33px;\n",
       " font-size: 12pt;\n",
       "}\n",
       ".toolbar select,\n",
       ".toolbar label {\n",
       " width: auto;\n",
       " vertical-align: middle;\n",
       " margin-right: 0px;\n",
       " margin-bottom: 0px;\n",
       " display: inline;\n",
       " font-size: 92%;\n",
       " margin-left: 10px;\n",
       " padding: 0px;\n",
       " background: #e5e5e5 !important;\n",
       " background-color: #e5e5e5 !important;\n",
       " border: 2px solid #e5e5e5 !important;\n",
       "}\n",
       ".form-control:focus {\n",
       " border-color: #ff7823;\n",
       " outline: 2px solid rgba(240,147,43,.50);\n",
       " -webkit-box-shadow: none;\n",
       "}\n",
       "::-webkit-input-placeholder {\n",
       " color: #828892;\n",
       "}\n",
       "::-moz-placeholder {\n",
       " color: #828892;\n",
       "}\n",
       ":-ms-input-placeholder {\n",
       " color: #828892;\n",
       "}\n",
       ":-moz-placeholder {\n",
       " color: #828892;\n",
       "}\n",
       "[dir=\"ltr\"] #find-and-replace .input-group-btn + .form-control {\n",
       " border: 2px solid #dedede !important;\n",
       "}\n",
       "[dir=\"ltr\"] #find-and-replace .input-group-btn + .form-control:focus {\n",
       " border-color: #ff7823;\n",
       " outline: 2px solid rgba(240,147,43,.50);\n",
       " -webkit-box-shadow: none;\n",
       " box-shadow: none;\n",
       "}\n",
       "div.output.output_scroll {\n",
       " box-shadow: none;\n",
       "}\n",
       "::-webkit-scrollbar {\n",
       " width: 11px;\n",
       " max-height: 9px;\n",
       " background-color: #ebebeb;\n",
       " border-radius: 3px;\n",
       " border: none;\n",
       "}\n",
       "::-webkit-scrollbar-track {\n",
       " background: #ebebeb;\n",
       " border: none;\n",
       " width: 11px;\n",
       " max-height: 9px;\n",
       "}\n",
       "::-webkit-scrollbar-thumb {\n",
       " border-radius: 2px;\n",
       " border: none;\n",
       " background: #909090;\n",
       " background-clip: content-box;\n",
       " width: 11px;\n",
       "}\n",
       "HTML,\n",
       "body,\n",
       "div,\n",
       "dl,\n",
       "dt,\n",
       "dd,\n",
       "ul,\n",
       "ol,\n",
       "li,\n",
       "h1,\n",
       "h2,\n",
       "h3,\n",
       "h4,\n",
       "h5,\n",
       "h6,\n",
       "pre,\n",
       "code,\n",
       "form,\n",
       "fieldset,\n",
       "legend,\n",
       "input,\n",
       "button,\n",
       "textarea,\n",
       "p,\n",
       "blockquote,\n",
       "th,\n",
       "td,\n",
       "span,\n",
       "a {\n",
       " text-rendering: auto;\n",
       " -webkit-font-smoothing: antialiased;\n",
       "}\n",
       "div.input_area {\n",
       " background-color: #ededed;\n",
       " background: #ededed;\n",
       " padding-right: 1.2em;\n",
       " border: 0px;\n",
       " border-radius: 0px;\n",
       " border-top-right-radius: 3px;\n",
       " border-bottom-right-radius: 3px;\n",
       "}\n",
       "div.cell {\n",
       " padding: 0px;\n",
       " background: #ffffff;\n",
       " background-color: #ffffff;\n",
       " border: medium solid #ffffff;\n",
       " border-radius: 0px;\n",
       " top: 0;\n",
       "}\n",
       "div.cell.selected {\n",
       " background: #ffffff;\n",
       " background-color: #ffffff;\n",
       " border: medium solid #ffffff;\n",
       " padding: 0px;\n",
       " border-radius: 3px;\n",
       "}\n",
       ".edit_mode div.cell.selected {\n",
       " padding: 0px;\n",
       " background: #ffffff;\n",
       " background-color: #ffffff;\n",
       " border: medium solid #ffffff;\n",
       " border-radius: 3px;\n",
       "}\n",
       "div.cell.edit_mode {\n",
       " padding: 0px;\n",
       " background: #ffffff;\n",
       " background-color: #ffffff;\n",
       "}\n",
       "div.CodeMirror-sizer {\n",
       " margin-left: 0px;\n",
       " margin-bottom: -21px;\n",
       " border-right-width: 16px;\n",
       " min-height: 37px;\n",
       " padding-right: 0px;\n",
       " padding-bottom: 0px;\n",
       " margin-top: 0px;\n",
       "}\n",
       "div.cell.selected:before,\n",
       ".edit_mode div.cell.selected:before,\n",
       "div.cell.selected:before,\n",
       "div.cell.selected.jupyter-soft-selected:before {\n",
       " background: #ededed;\n",
       " border: none;\n",
       " border-radius: 3px;\n",
       " position: absolute;\n",
       " display: block;\n",
       " top: 0px;\n",
       " left: 0px;\n",
       " width: 0px;\n",
       " height: 100%;\n",
       "}\n",
       "div.cell.code_cell .input {\n",
       " border-left: 5px solid #ededed !important;\n",
       " border-radius: 3px;\n",
       " border-bottom-left-radius: 3px;\n",
       " border-top-left-radius: 3px;\n",
       "}\n",
       "div.cell.code_cell.selected .input {\n",
       " border-left: 5px solid #ff7823 !important;\n",
       " border-radius: 3px;\n",
       "}\n",
       ".edit_mode div.cell.code_cell.selected .input {\n",
       " border-left: 5px solid #ffd5bb !important;\n",
       " border-radius: 3px;\n",
       "}\n",
       ".edit_mode div.cell.selected:before {\n",
       " height: 100%;\n",
       " border-left: 5px solid #ffd5bb !important;\n",
       " border-radius: 3px;\n",
       "}\n",
       "div.cell.jupyter-soft-selected,\n",
       "div.cell.selected.jupyter-soft-selected {\n",
       " border-left-color: #ffd5bb !important;\n",
       " border-left-width: 0px !important;\n",
       " padding-left: 7px !important;\n",
       " border-right-color: #ffd5bb !important;\n",
       " border-right-width: 0px !important;\n",
       " background: #ffd5bb !important;\n",
       " border-radius: 6px !important;\n",
       "}\n",
       "div.cell.selected.jupyter-soft-selected .input {\n",
       " border-left: 5px solid #ededed !important;\n",
       "}\n",
       "div.cell.selected.jupyter-soft-selected {\n",
       " border-left-color: #ff7823;\n",
       " border-color: #ffffff;\n",
       " padding-left: 7px;\n",
       " border-radius: 6px;\n",
       "}\n",
       "div.cell.code_cell.selected .input {\n",
       " border-left: none;\n",
       " border-radius: 3px;\n",
       "}\n",
       "div.cell.selected.jupyter-soft-selected .prompt,\n",
       "div.cell.text_cell.selected.jupyter-soft-selected .prompt {\n",
       " top: 0;\n",
       " border-left: #ededed !important;\n",
       " border-radius: 2px;\n",
       "}\n",
       "div.cell.text_cell.selected.jupyter-soft-selected .input_prompt {\n",
       " border-left: none !important;\n",
       "}\n",
       "div.cell.text_cell.jupyter-soft-selected,\n",
       "div.cell.text_cell.selected.jupyter-soft-selected {\n",
       " border-left-color: #f2f2f2 !important;\n",
       " border-left-width: 0px !important;\n",
       " padding-left: 7px !important;\n",
       " border-right-color: #f2f2f2 !important;\n",
       " border-right-width: 0px !important;\n",
       " background: #f2f2f2 !important;\n",
       " border-radius: 6px !important;\n",
       "}\n",
       "div.prompt,\n",
       ".prompt {\n",
       " font-family: \"Oxygen Mono\", monospace, monospace;\n",
       " font-size: 9pt !important;\n",
       " font-weight: normal;\n",
       " color: #828892;\n",
       " line-height: 170%;\n",
       " padding: 0px;\n",
       " padding-top: 4px;\n",
       " padding-left: 0px;\n",
       " padding-right: 1px;\n",
       " text-align: right !important;\n",
       " min-width: 12.5ex !important;\n",
       " width: 12.5ex !important;\n",
       "}\n",
       "div.prompt.input_prompt {\n",
       " font-size: 9pt !important;\n",
       " background-color: #ededed;\n",
       " border-top: 0px;\n",
       " border-top-right-radius: 0px;\n",
       " border-bottom-left-radius: 0px;\n",
       " border-bottom-right-radius: 0px;\n",
       " padding-right: 3px;\n",
       " min-width: 12.5ex;\n",
       " width: 12.5ex !important;\n",
       "}\n",
       "div.cell.code_cell .input_prompt {\n",
       " border-right: 2px solid rgba(240,147,43,.50);\n",
       "}\n",
       "div.cell.selected .prompt {\n",
       " top: 0;\n",
       "}\n",
       ".edit_mode div.cell.selected .prompt {\n",
       " top: 0;\n",
       "}\n",
       ".edit_mode div.cell.selected .prompt {\n",
       " top: 0;\n",
       "}\n",
       "div.output_wrapper {\n",
       " background-color: #ffffff;\n",
       " border: 0px;\n",
       " left: 0px;\n",
       " margin-bottom: 0em;\n",
       " margin-top: 0em;\n",
       " border-top-right-radius: 0px;\n",
       " border-top-left-radius: 0px;\n",
       "}\n",
       "div.output_subarea.output_text.output_stream.output_stdout,\n",
       "div.output_subarea.output_text {\n",
       " font-family: \"Oxygen Mono\", monospace, monospace;\n",
       " font-size: 9pt !important;\n",
       " line-height: 150% !important;\n",
       " background-color: #ffffff;\n",
       " color: #303030;\n",
       " border-top-right-radius: 0px;\n",
       " border-top-left-radius: 0px;\n",
       "}\n",
       "div.output_area pre {\n",
       " font-family: \"Oxygen Mono\", monospace, monospace;\n",
       " font-size: 9pt !important;\n",
       " line-height: 151% !important;\n",
       " color: #303030;\n",
       " border-top-right-radius: 0px;\n",
       " border-top-left-radius: 0px;\n",
       "}\n",
       "div.output_area {\n",
       " display: -webkit-box;\n",
       "}\n",
       "div.output_html {\n",
       " font-family: \"Oxygen Mono\", monospace, monospace;\n",
       " font-size: 9pt;\n",
       " color: #353535;\n",
       " background-color: #ffffff;\n",
       " background: #ffffff;\n",
       "}\n",
       "div.output_subarea {\n",
       " overflow-x: auto;\n",
       " padding: 0.8em !important;\n",
       " -webkit-box-flex: 1;\n",
       " -moz-box-flex: 1;\n",
       " box-flex: 1;\n",
       " flex: 1;\n",
       "}\n",
       "div.btn.btn-default.output_collapsed {\n",
       " background: #d7d7d7;\n",
       " background-color: #d7d7d7;\n",
       " border-color: #d7d7d7;\n",
       "}\n",
       "div.btn.btn-default.output_collapsed:hover {\n",
       " background: #d2d2d2;\n",
       " background-color: #d2d2d2;\n",
       " border-color: #d2d2d2;\n",
       "}\n",
       "div.prompt.output_prompt {\n",
       " font-family: \"Oxygen Mono\", monospace, monospace;\n",
       " font-size: 9.5pt !important;\n",
       " font-weight: bold !important;\n",
       " background-color: #ffffff;\n",
       " color: transparent;\n",
       " border-bottom-left-radius: 4px;\n",
       " border-top-right-radius: 0px;\n",
       " border-top-left-radius: 0px;\n",
       " border-bottom-right-radius: 0px;\n",
       " min-width: 12.5ex !important;\n",
       " width: 12.5ex !important;\n",
       " border-right: 2px solid transparent;\n",
       "}\n",
       "div.out_prompt_overlay.prompt {\n",
       " font-family: \"Oxygen Mono\", monospace, monospace;\n",
       " font-size: 9.5pt !important;\n",
       " font-weight: bold !important;\n",
       " background-color: #ffffff;\n",
       " border-bottom-left-radius: 2px;\n",
       " border-top-right-radius: 0px;\n",
       " border-top-left-radius: 0px;\n",
       " border-bottom-right-radius: 0px;\n",
       " min-width: 12.5ex !important;\n",
       " width: 12.5ex !important;\n",
       " border-right: 2px solid transparent;\n",
       " color: transparent;\n",
       "}\n",
       "div.out_prompt_overlay.prompt:hover {\n",
       " background-color: #f7f7f7;\n",
       " box-shadow: none !important;\n",
       " border: none;\n",
       " border-bottom-left-radius: 2px;\n",
       " -webkit-border-: 2px;\n",
       " -moz-border-radius: 2px;\n",
       " border-top-right-radius: 0px;\n",
       " border-top-left-radius: 0px;\n",
       " min-width: 12.5ex !important;\n",
       " width: 12.5ex !important;\n",
       " border-right: 2px solid #f7f7f7 !important;\n",
       "}\n",
       "div.cell.code_cell .output_prompt {\n",
       " border-right: 2px solid transparent;\n",
       " color: transparent;\n",
       "}\n",
       "div.cell.selected .output_prompt,\n",
       "div.cell.selected .out_prompt_overlay.prompt {\n",
       " border-left: 5px solid #f2f2f2;\n",
       " border-right: 2px solid #ffffff;\n",
       " border-radius: 0px !important;\n",
       "}\n",
       ".edit_mode div.cell.selected .output_prompt,\n",
       ".edit_mode div.cell.selected .out_prompt_overlay.prompt {\n",
       " border-left: 5px solid #f2f2f2;\n",
       " border-right: 2px solid #ffffff;\n",
       " border-radius: 0px !important;\n",
       "}\n",
       "div.text_cell,\n",
       "div.text_cell_render pre,\n",
       "div.text_cell_render {\n",
       " font-family: \"Meslo\", monospace;\n",
       " font-size: 11pt;\n",
       " line-height: 130% !important;\n",
       " color: #353535;\n",
       " background: #ffffff;\n",
       " background-color: #ffffff;\n",
       " border-radius: 0px;\n",
       "}\n",
       "div .text_cell_render {\n",
       " padding: 0.4em 0.4em 0.4em 0.4em;\n",
       "}\n",
       "div.cell.text_cell .CodeMirror-lines {\n",
       " padding-top: .7em !important;\n",
       " padding-bottom: .4em !important;\n",
       " padding-left: .5em !important;\n",
       " padding-right: .5em !important;\n",
       " margin-top: .4em;\n",
       " margin-bottom: .3em;\n",
       "}\n",
       "div.cell.text_cell.unrendered div.input_area,\n",
       "div.cell.text_cell.rendered div.input_area {\n",
       " background-color: #ffffff;\n",
       " background: #ffffff;\n",
       " border: 0px;\n",
       " border-radius: 2px;\n",
       "}\n",
       "div.cell.text_cell .CodeMirror,\n",
       "div.cell.text_cell .CodeMirror pre {\n",
       " line-height: 170% !important;\n",
       "}\n",
       "div.cell.text_cell.rendered.selected {\n",
       " font-family: \"Meslo\", monospace;\n",
       " line-height: 170% !important;\n",
       " background: #ffffff;\n",
       " background-color: #ffffff;\n",
       " border-radius: 0px;\n",
       "}\n",
       "div.cell.text_cell.unrendered.selected {\n",
       " font-family: \"Meslo\", monospace;\n",
       " line-height: 170% !important;\n",
       " background: #ffffff;\n",
       " background-color: #ffffff;\n",
       " border-radius: 0px;\n",
       "}\n",
       "div.cell.text_cell.selected {\n",
       " font-family: \"Meslo\", monospace;\n",
       " line-height: 170% !important;\n",
       " background: #ffffff;\n",
       " background-color: #ffffff;\n",
       " border-radius: 0px;\n",
       "}\n",
       ".edit_mode div.cell.text_cell.selected {\n",
       " font-family: \"Meslo\", monospace;\n",
       " line-height: 170% !important;\n",
       " background: #ffffff;\n",
       " background-color: #ffffff;\n",
       " border-radius: 0px;\n",
       "}\n",
       "div.text_cell.unrendered,\n",
       "div.text_cell.unrendered.selected,\n",
       "div.edit_mode div.text_cell.unrendered {\n",
       " font-family: \"Meslo\", monospace;\n",
       " line-height: 170% !important;\n",
       " background: #ffffff;\n",
       " background-color: #ffffff;\n",
       " border-radius: 0px;\n",
       "}\n",
       "div.cell.text_cell .prompt {\n",
       " border-right: 0;\n",
       "}\n",
       "div.cell.text_cell.rendered .prompt {\n",
       " font-family: \"Oxygen Mono\", monospace, monospace;\n",
       " font-size: 9.5pt;\n",
       " font-weight: normal;\n",
       " color: #828892 !important;\n",
       " text-align: right !important;\n",
       " min-width: 12.5ex !important;\n",
       " width: 12.5ex !important;\n",
       " background-color: #ffffff;\n",
       " border-right: 2px solid transparent;\n",
       " border-left: 5px solid #ffffff;\n",
       "}\n",
       "div.cell.text_cell.unrendered .prompt {\n",
       " font-family: \"Oxygen Mono\", monospace, monospace;\n",
       " font-size: 9.5pt;\n",
       " font-weight: normal;\n",
       " color: #828892 !important;\n",
       " text-align: right !important;\n",
       " min-width: 12.5ex !important;\n",
       " width: 12.5ex !important;\n",
       " border-right: 2px solid transparent;\n",
       " border-left: 5px solid #ffffff;\n",
       "}\n",
       "div.cell.text_cell.rendered .prompt {\n",
       " border-right: 2px solid transparent;\n",
       "}\n",
       "div.cell.text_cell.rendered.selected .prompt {\n",
       " top: 0;\n",
       " border-left: 5px solid #f2f2f2;\n",
       " border-right: 2px solid transparent;\n",
       "}\n",
       "div.text_cell.unrendered.selected .prompt {\n",
       " top: 0;\n",
       " background: #ffffff;\n",
       " border-left: 5px solid #f2f2f2;\n",
       " border-right: 2px solid transparent;\n",
       "}\n",
       "div.rendered_html code {\n",
       " font-family: \"Oxygen Mono\", monospace, monospace;\n",
       " font-size: 10pt;\n",
       " padding-top: 3px;\n",
       " padding-left: 2px;\n",
       " color: #303030;\n",
       " background: #efefef;\n",
       " background-color: #efefef;\n",
       "}\n",
       "pre,\n",
       "code,\n",
       "kbd,\n",
       "samp {\n",
       " white-space: pre-wrap;\n",
       "}\n",
       ".well code,\n",
       "code {\n",
       " font-family: \"Oxygen Mono\", monospace, monospace;\n",
       " font-size: 10pt !important;\n",
       " line-height: 170% !important;\n",
       " color: #353535;\n",
       " background: #efefef;\n",
       " background-color: #efefef;\n",
       " border-color: #efefef;\n",
       "}\n",
       "kbd {\n",
       " padding: 1px;\n",
       " font-size: 10pt;\n",
       " font-weight: 800;\n",
       " color: #303030;\n",
       " background-color: transparent !important;\n",
       " border: 0;\n",
       " box-shadow: none;\n",
       "}\n",
       "pre {\n",
       " display: block;\n",
       " padding: 8.5px;\n",
       " margin: 0 0 9px;\n",
       " font-size: 11.0pt;\n",
       " line-height: 1.42857143;\n",
       " color: #303030;\n",
       " background-color: #efefef;\n",
       " border: 1px solid #e7e7e7;\n",
       " border-radius: 2px;\n",
       "}\n",
       "div.rendered_html {\n",
       " color: #353535;\n",
       "}\n",
       ".rendered_html * + ul {\n",
       " margin-top: .4em;\n",
       " margin-bottom: .3em;\n",
       "}\n",
       ".rendered_html * + p {\n",
       " margin-top: .5em;\n",
       " margin-bottom: .5em;\n",
       "}\n",
       "div.rendered_html pre {\n",
       " font-family: \"Oxygen Mono\", monospace, monospace;\n",
       " font-size: 10pt !important;\n",
       " line-height: 170% !important;\n",
       " color: #353535;\n",
       " background: #efefef;\n",
       " background-color: #efefef;\n",
       " max-width: 80%;\n",
       " border-radius: 0px;\n",
       " border-left: 3px solid #efefef;\n",
       " max-width: 80%;\n",
       " border-radius: 0px;\n",
       " padding-left: 5px;\n",
       " margin-left: 6px;\n",
       "}\n",
       "div.text_cell_render pre,\n",
       "div.text_cell_render code {\n",
       " font-family: \"Oxygen Mono\", monospace, monospace;\n",
       " font-size: 10pt !important;\n",
       " line-height: 170% !important;\n",
       " color: #353535;\n",
       " background: #ffffff;\n",
       " background-color: #ffffff;\n",
       " max-width: 80%;\n",
       " border-radius: 0px;\n",
       " border-left: none;\n",
       "}\n",
       "div.text_cell_render pre {\n",
       " border-left: 3px solid rgba(240,147,43,.50) !important;\n",
       " max-width: 80%;\n",
       " border-radius: 0px;\n",
       " padding-left: 5px;\n",
       " margin-left: 6px;\n",
       "}\n",
       "div.text_cell_render h1,\n",
       "div.rendered_html h1,\n",
       "div.text_cell_render h2,\n",
       "div.rendered_html h2,\n",
       "div.text_cell_render h3,\n",
       "div.rendered_html h3,\n",
       "div.text_cell_render h4,\n",
       "div.rendered_html h4,\n",
       "div.text_cell_render h5,\n",
       "div.rendered_html h5 {\n",
       " font-family: \"Meslo\", monospace;\n",
       " margin: 0.4em .2em .3em .2em !important;\n",
       "}\n",
       ".rendered_html h1:first-child,\n",
       ".rendered_html h2:first-child,\n",
       ".rendered_html h3:first-child,\n",
       ".rendered_html h4:first-child,\n",
       ".rendered_html h5:first-child,\n",
       ".rendered_html h6:first-child {\n",
       " margin-top: 0.2em !important;\n",
       " margin-bottom: 0.2em !important;\n",
       "}\n",
       ".rendered_html h1,\n",
       ".text_cell_render h1 {\n",
       " color: #126dce;\n",
       " font-size: 200%;\n",
       " text-align: center;\n",
       " font-style: normal;\n",
       " font-weight: normal;\n",
       "}\n",
       ".rendered_html h2,\n",
       ".text_cell_render h2 {\n",
       " text-align: left;\n",
       " font-size: 170%;\n",
       " color: #3f3d46;\n",
       " font-style: normal;\n",
       " font-weight: normal;\n",
       "}\n",
       ".rendered_html h3,\n",
       ".text_cell_render h3 {\n",
       " font-size: 140%;\n",
       " color: #3f3d46;\n",
       " font-style: normal;\n",
       " font-weight: normal;\n",
       "}\n",
       ".rendered_html h4,\n",
       ".text_cell_render h4 {\n",
       " font-size: 110%;\n",
       " color: #3f3d46;\n",
       " font-style: normal;\n",
       " font-weight: normal;\n",
       "}\n",
       ".rendered_html h5,\n",
       ".text_cell_render h5 {\n",
       " font-size: 100%;\n",
       " color: #2f2f2f;\n",
       " font-style: normal;\n",
       " font-weight: normal;\n",
       "}\n",
       "hr {\n",
       " margin-top: 8px;\n",
       " margin-bottom: 10px;\n",
       " border: 0;\n",
       " border-top: 1px solid #126dce;\n",
       "}\n",
       ".rendered_html hr {\n",
       " color: #126dce;\n",
       " background-color: #126dce;\n",
       " margin-right: 2em;\n",
       "}\n",
       "#complete > select > option:hover {\n",
       " background: #d4d4d4;\n",
       " background-color: #d4d4d4;\n",
       "}\n",
       "div#_vivaldi-spatnav-focus-indicator._vivaldi-spatnav-focus-indicator {\n",
       " position: absolute;\n",
       " z-index: 9999999999;\n",
       " top: 0px;\n",
       " left: 0px;\n",
       " box-shadow: none;\n",
       " pointer-events: none;\n",
       " border-radius: 2px;\n",
       "}\n",
       ".rendered_html tr,\n",
       ".rendered_html th,\n",
       ".rendered_html td {\n",
       " text-align: left;\n",
       " vertical-align: middle;\n",
       " padding: 0.42em 0.47em;\n",
       " line-height: normal;\n",
       " white-space: normal;\n",
       " max-width: none;\n",
       " border: none;\n",
       "}\n",
       ".rendered_html td {\n",
       " font-family: \"Meslo\", monospace !important;\n",
       " font-size: 8pt;\n",
       "}\n",
       ".rendered_html table {\n",
       " font-family: \"Meslo\", monospace !important;\n",
       " margin-left: 8px;\n",
       " margin-right: auto;\n",
       " border: none;\n",
       " border-collapse: collapse;\n",
       " border-spacing: 0;\n",
       " color: #353535;\n",
       " table-layout: fixed;\n",
       "}\n",
       ".rendered_html thead {\n",
       " font-family: \"Meslo\", monospace !important;\n",
       " font-size: 9.0pt !important;\n",
       " background: #ebebeb;\n",
       " color: #353535;\n",
       " border-bottom: 1px solid #ebebeb;\n",
       " vertical-align: bottom;\n",
       "}\n",
       ".rendered_html tbody tr:nth-child(odd) {\n",
       " background: #fafafa;\n",
       "}\n",
       ".rendered_html tbody tr {\n",
       " background: #f2f2f2;\n",
       "}\n",
       ".rendered_html tbody tr:hover:nth-child(odd) {\n",
       " background: #f7f7f7;\n",
       "}\n",
       ".rendered_html tbody tr:hover {\n",
       " background: #f0f0f0;\n",
       "}\n",
       ".rendered_html * + table {\n",
       " margin-top: .05em;\n",
       "}\n",
       "div.widget-area {\n",
       " background-color: #ffffff;\n",
       " background: #ffffff;\n",
       " color: #303030;\n",
       "}\n",
       "div.widget-area a {\n",
       " font-family: \"Meslo\", monospace;\n",
       " font-size: 11.0pt;\n",
       " font-weight: normal;\n",
       " font-style: normal;\n",
       " color: #303030;\n",
       " text-shadow: none !important;\n",
       "}\n",
       "div.widget-area a:hover,\n",
       "div.widget-area a:focus {\n",
       " font-family: \"Meslo\", monospace;\n",
       " font-size: 11.0pt;\n",
       " font-weight: normal;\n",
       " font-style: normal;\n",
       " color: #2f2f2f;\n",
       " background: rgba(180,180,180,.14);\n",
       " background-color: rgba(180,180,180,.14);\n",
       " border-color: transparent;\n",
       " background-image: none;\n",
       " text-shadow: none !important;\n",
       "}\n",
       "div.widget_item.btn-group > button.btn.btn-default.widget-combo-btn,\n",
       "div.widget_item.btn-group > button.btn.btn-default.widget-combo-btn:hover {\n",
       " background: #e1e1e1;\n",
       " background-color: #e1e1e1;\n",
       " border: 2px solid #e1e1e1 !important;\n",
       " font-size: inherit;\n",
       " z-index: 0;\n",
       "}\n",
       "div.jupyter-widgets.widget-hprogress.widget-hbox {\n",
       " display: inline-table !important;\n",
       " width: 38% !important;\n",
       " margin-left: 10px;\n",
       "}\n",
       "div.jupyter-widgets.widget-hprogress.widget-hbox .widget-label,\n",
       "div.widget-hbox .widget-label,\n",
       ".widget-hbox .widget-label,\n",
       ".widget-inline-hbox .widget-label,\n",
       "div.widget-label {\n",
       " text-align: -webkit-auto !important;\n",
       " margin-left: 15px !important;\n",
       " max-width: 240px !important;\n",
       " min-width: 100px !important;\n",
       " vertical-align: text-top !important;\n",
       " color: #303030 !important;\n",
       " font-size: 14px !important;\n",
       "}\n",
       ".widget-hprogress .progress {\n",
       " flex-grow: 1;\n",
       " height: 20px;\n",
       " margin-top: auto;\n",
       " margin-left: 12px;\n",
       " margin-bottom: auto;\n",
       " width: 300px;\n",
       "}\n",
       ".progress {\n",
       " overflow: hidden;\n",
       " height: 22px;\n",
       " margin-bottom: 10px;\n",
       " padding-left: 10px;\n",
       " background-color: #d6d6d6 !important;\n",
       " border-radius: 2px;\n",
       " -webkit-box-shadow: none;\n",
       " box-shadow: none;\n",
       " z-index: 10;\n",
       "}\n",
       ".progress-bar-danger {\n",
       " background-color: #e5344a !important;\n",
       "}\n",
       ".progress-bar-info {\n",
       " background-color: #2980b9 !important;\n",
       "}\n",
       ".progress-bar-warning {\n",
       " background-color: #f39c12 !important;\n",
       "}\n",
       ".progress-bar-success {\n",
       " background-color: #5cb85c !important;\n",
       "}\n",
       ".widget-select select {\n",
       " margin-left: 12px;\n",
       "}\n",
       ".rendered_html :link {\n",
       " font-family: \"Meslo\", monospace;\n",
       " font-size: 100%;\n",
       " color: #ff7823;\n",
       " text-decoration: underline;\n",
       "}\n",
       ".rendered_html :visited,\n",
       ".rendered_html :visited:active,\n",
       ".rendered_html :visited:focus {\n",
       " color: #fa853d;\n",
       "}\n",
       ".rendered_html :visited:hover,\n",
       ".rendered_html :link:hover {\n",
       " font-family: \"Meslo\", monospace;\n",
       " font-size: 100%;\n",
       " color: #f96000;\n",
       "}\n",
       "div.cell.text_cell a.anchor-link:link {\n",
       " font-size: inherit;\n",
       " text-decoration: none;\n",
       " padding: 0px 20px;\n",
       " visibility: none;\n",
       " color: rgba(0,0,0,.32);\n",
       "}\n",
       "div.cell.text_cell a.anchor-link:link:hover {\n",
       " font-size: inherit;\n",
       " color: #828892;\n",
       "}\n",
       ".navbar-text {\n",
       " margin-top: 4px;\n",
       " margin-bottom: 0px;\n",
       "}\n",
       "#clusters > a {\n",
       " color: #ef5c00;\n",
       " text-decoration: underline;\n",
       " cursor: auto;\n",
       "}\n",
       "#clusters > a:hover {\n",
       " color: #126dce;\n",
       " text-decoration: underline;\n",
       " cursor: auto;\n",
       "}\n",
       "#nbextensions-configurator-container > div.row.container-fluid.nbext-selector > h3 {\n",
       " font-size: 17px;\n",
       " margin-top: 5px;\n",
       " margin-bottom: 8px;\n",
       " height: 24px;\n",
       " padding: 4px 0 4px 0;\n",
       "}\n",
       "div#nbextensions-configurator-container.container,\n",
       "#nbextensions-configurator-container.container {\n",
       " width: 100%;\n",
       " margin-right: auto;\n",
       " margin-left: auto;\n",
       "}\n",
       "div.nbext-selector > nav > .nav > li > a {\n",
       " font-family: \"Meslo\", monospace;\n",
       " font-size: 10.5pt;\n",
       " padding: 2px 5px;\n",
       "}\n",
       "div.nbext-selector > nav > .nav > li > a:hover {\n",
       " background: transparent;\n",
       "}\n",
       "div.nbext-selector > nav > .nav > li:hover {\n",
       " background-color: rgba(180,180,180,.14) !important;\n",
       " background: rgba(180,180,180,.14) !important;\n",
       "}\n",
       "div.nbext-selector > nav > .nav > li.active:hover {\n",
       " background: transparent !important;\n",
       " background-color: transparent !important;\n",
       "}\n",
       ".nav-pills > li.active > a,\n",
       ".nav-pills > li.active > a:active,\n",
       ".nav-pills > li.active > a:hover,\n",
       ".nav-pills > li.active > a:focus {\n",
       " color: #1c1c1c;\n",
       " background-color: rgba(180,180,180,.14) !important;\n",
       " background: rgba(180,180,180,.14) !important;\n",
       " -webkit-backface-visibility: hidden;\n",
       " -webkit-font-smoothing: subpixel-antialiased !important;\n",
       "}\n",
       "div.nbext-readme > .nbext-readme-contents > .rendered_html {\n",
       " font-family: \"Meslo\", monospace;\n",
       " font-size: 11.5pt;\n",
       " line-height: 145%;\n",
       " padding: 1em 1em;\n",
       " color: #353535;\n",
       " background-color: #ffffff;\n",
       " -webkit-box-shadow: none;\n",
       " -moz-box-shadow: none;\n",
       " box-shadow: none;\n",
       "}\n",
       ".nbext-icon,\n",
       ".nbext-desc,\n",
       ".nbext-compat-div,\n",
       ".nbext-enable-btns,\n",
       ".nbext-params {\n",
       " margin-bottom: 8px;\n",
       " font-size: 11.5pt;\n",
       "}\n",
       "div.nbext-readme > .nbext-readme-contents {\n",
       " padding: 0;\n",
       " overflow-y: hidden;\n",
       "}\n",
       "div.nbext-readme > .nbext-readme-contents:not(:empty) {\n",
       " margin-top: 0.5em;\n",
       " margin-bottom: 2em;\n",
       " border: none;\n",
       " border-top-color: #828892;\n",
       "}\n",
       ".nbext-showhide-incompat {\n",
       " padding-bottom: 0.5em;\n",
       " color: #4a4a4a;\n",
       " font-size: 10.5pt;\n",
       "}\n",
       ".nbext-filter-menu.dropdown-menu > li > a:hover,\n",
       ".nbext-filter-menu.dropdown-menu > li > a:focus,\n",
       ".nbext-filter-menu.dropdown-menu > li > a.ui-state-focus {\n",
       " color: #2f2f2f !important;\n",
       " background-color: #d4d4d4 !important;\n",
       " background: #d4d4d4 !important;\n",
       " border-color: #d4d4d4 !important;\n",
       "}\n",
       ".nbext-filter-input-wrap > .nbext-filter-input-subwrap,\n",
       ".nbext-filter-input-wrap > .nbext-filter-input-subwrap > input {\n",
       " border: none;\n",
       " outline: none;\n",
       " background-color: transparent;\n",
       " padding: 0;\n",
       " vertical-align: middle;\n",
       " margin-top: -2px;\n",
       "}\n",
       "span.rendered_html code {\n",
       " background-color: transparent;\n",
       " color: #303030;\n",
       "}\n",
       "#nbextensions-configurator-container > div.row.container-fluid.nbext-selector {\n",
       " padding-left: 0px;\n",
       " padding-right: 0px;\n",
       "}\n",
       ".nbext-filter-menu {\n",
       " max-height: 55vh !important;\n",
       " overflow-y: auto;\n",
       " outline: none;\n",
       " border: none;\n",
       "}\n",
       ".nbext-filter-menu:hover {\n",
       " border: none;\n",
       "}\n",
       ".alert-warning {\n",
       " background-color: #f4f4f4;\n",
       " border-color: #f4f4f4;\n",
       " color: #303030;\n",
       "}\n",
       ".notification_widget.danger {\n",
       " color: #ffffff;\n",
       " background-color: #e5344a;\n",
       " border-color: #e5344a;\n",
       " padding-right: 5px;\n",
       "}\n",
       "#nbextensions-configurator-container > div.nbext-buttons.tree-buttons.no-padding.pull-right > span > button {\n",
       " border: none !important;\n",
       "}\n",
       "button#refresh_running_list {\n",
       " border: none !important;\n",
       "}\n",
       "mark,\n",
       ".mark {\n",
       " background-color: #ffffff;\n",
       " color: #353535;\n",
       " padding: .15em;\n",
       "}\n",
       "a.text-warning,\n",
       "a.text-warning:hover {\n",
       " color: #828892;\n",
       "}\n",
       "a.text-warning.bg-warning {\n",
       " background-color: #ffffff;\n",
       "}\n",
       "span.bg-success.text-success {\n",
       " background-color: transparent;\n",
       " color: #009e07;\n",
       "}\n",
       "span.bg-danger.text-danger {\n",
       " background-color: #ffffff;\n",
       " color: #de143d;\n",
       "}\n",
       ".has-success .input-group-addon {\n",
       " color: #009e07;\n",
       " border-color: transparent;\n",
       " background: inherit;\n",
       " background-color: rgba(83,180,115,.10);\n",
       "}\n",
       ".has-success .form-control {\n",
       " border-color: #009e07;\n",
       " -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,0.025);\n",
       " box-shadow: inset 0 1px 1px rgba(0,0,0,0.025);\n",
       "}\n",
       ".has-error .input-group-addon {\n",
       " color: #de143d;\n",
       " border-color: transparent;\n",
       " background: inherit;\n",
       " background-color: rgba(192,57,67,.10);\n",
       "}\n",
       ".has-error .form-control {\n",
       " border-color: #de143d;\n",
       " -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,0.025);\n",
       " box-shadow: inset 0 1px 1px rgba(0,0,0,0.025);\n",
       "}\n",
       ".kse-input-group-pretty > kbd {\n",
       " font-family: \"Oxygen Mono\", monospace, monospace;\n",
       " color: #303030;\n",
       " font-weight: normal;\n",
       " background: transparent;\n",
       "}\n",
       ".kse-input-group-pretty > kbd {\n",
       " font-family: \"Oxygen Mono\", monospace, monospace;\n",
       " color: #303030;\n",
       " font-weight: normal;\n",
       " background: transparent;\n",
       "}\n",
       "div.nbext-enable-btns .btn[disabled],\n",
       "div.nbext-enable-btns .btn[disabled]:hover,\n",
       ".btn-default.disabled,\n",
       ".btn-default[disabled] {\n",
       " background: #e2e2e2;\n",
       " background-color: #e2e2e2;\n",
       " color: #282828;\n",
       "}\n",
       "label#Keyword-Filter {\n",
       " display: none;\n",
       "}\n",
       ".input-group .nbext-list-btn-add,\n",
       ".input-group-btn:last-child > .btn-group > .btn {\n",
       " background: #e4e4e4;\n",
       " background-color: #e4e4e4;\n",
       " border-color: #e4e4e4;\n",
       " border: 2px solid #e4e4e4;\n",
       "}\n",
       ".input-group .nbext-list-btn-add:hover,\n",
       ".input-group-btn:last-child > .btn-group > .btn:hover {\n",
       " background: #dfdfdf;\n",
       " background-color: #dfdfdf;\n",
       " border-color: #dfdfdf;\n",
       " border: 2px solid #dfdfdf;\n",
       "}\n",
       "#notebook-container > div.cell.code_cell.rendered.selected > div.widget-area > div.widget-subarea > div > div.widget_item.btn-group > button.btn.btn-default.dropdown-toggle.widget-combo-carrot-btn {\n",
       " background: #e4e4e4;\n",
       " background-color: #e4e4e4;\n",
       " border-color: #e4e4e4;\n",
       "}\n",
       "#notebook-container > div.cell.code_cell.rendered.selected > div.widget-area > div.widget-subarea > div > div.widget_item.btn-group > button.btn.btn-default.dropdown-toggle.widget-combo-carrot-btn:hover {\n",
       " background: #dfdfdf;\n",
       " background-color: #dfdfdf;\n",
       " border-color: #dfdfdf;\n",
       "}\n",
       ".ui-widget-content {\n",
       " background: #e5e5e5;\n",
       " background-color: #e5e5e5;\n",
       " border: 2px solid #e5e5e5;\n",
       " color: #303030;\n",
       "}\n",
       "div.collapsible_headings_toggle {\n",
       " color: rgba(180,180,180,.30) !important;\n",
       "}\n",
       "div.collapsible_headings_toggle:hover {\n",
       " color: #ff7823 !important;\n",
       "}\n",
       ".collapsible_headings_toggle .h1,\n",
       ".collapsible_headings_toggle .h2,\n",
       ".collapsible_headings_toggle .h3,\n",
       ".collapsible_headings_toggle .h4,\n",
       ".collapsible_headings_toggle .h5,\n",
       ".collapsible_headings_toggle .h6 {\n",
       " margin: 0.3em .4em 0em 0em !important;\n",
       " line-height: 1.2 !important;\n",
       "}\n",
       "div.collapsible_headings_toggle .fa-caret-down:before,\n",
       "div.collapsible_headings_toggle .fa-caret-right:before {\n",
       " font-size: xx-large;\n",
       " transition: transform 1000ms;\n",
       " transform: none !important;\n",
       "}\n",
       ".collapsible_headings_collapsed.collapsible_headings_ellipsis .rendered_html h1:after,\n",
       ".collapsible_headings_collapsed.collapsible_headings_ellipsis .rendered_html h2:after,\n",
       ".collapsible_headings_collapsed.collapsible_headings_ellipsis .rendered_html h3:after,\n",
       ".collapsible_headings_collapsed.collapsible_headings_ellipsis .rendered_html h4:after,\n",
       ".collapsible_headings_collapsed.collapsible_headings_ellipsis .rendered_html h5:after,\n",
       ".collapsible_headings_collapsed.collapsible_headings_ellipsis .rendered_html h6:after {\n",
       " position: absolute;\n",
       " right: 0;\n",
       " bottom: 20% !important;\n",
       " content: \"[\\002026]\";\n",
       " color: rgba(180,180,180,.30) !important;\n",
       " padding: 0.5em 0em 0em 0em !important;\n",
       "}\n",
       ".collapsible_headings_ellipsis .rendered_html h1,\n",
       ".collapsible_headings_ellipsis .rendered_html h2,\n",
       ".collapsible_headings_ellipsis .rendered_html h3,\n",
       ".collapsible_headings_ellipsis .rendered_html h4,\n",
       ".collapsible_headings_ellipsis .rendered_html h5,\n",
       ".collapsible_headings_ellipsis .rendered_html h6,\n",
       ".collapsible_headings_toggle .fa {\n",
       " transition: transform 1000ms !important;\n",
       " -webkit-transform: inherit !important;\n",
       " -moz-transform: inherit !important;\n",
       " -ms-transform: inherit !important;\n",
       " -o-transform: inherit !important;\n",
       " transform: inherit !important;\n",
       " padding-right: 0px !important;\n",
       "}\n",
       "input.raw_input {\n",
       " font-family: \"Oxygen Mono\", monospace, monospace;\n",
       " font-size: 10pt !important;\n",
       " color: #303030;\n",
       " background-color: #efefef;\n",
       " border-color: #ececec;\n",
       " background: #ececec;\n",
       " width: auto;\n",
       " vertical-align: baseline;\n",
       " padding: 0em 0.25em;\n",
       " margin: 0em 0.25em;\n",
       " -webkit-box-shadow: none;\n",
       " box-shadow: none;\n",
       "}\n",
       "audio,\n",
       "video {\n",
       " display: inline;\n",
       " vertical-align: middle;\n",
       " align-content: center;\n",
       " margin-left: 20%;\n",
       "}\n",
       ".cmd-palette .modal-body {\n",
       " padding: 0px;\n",
       " margin: 0px;\n",
       "}\n",
       ".cmd-palette form {\n",
       " background: #e5e5e5;\n",
       " background-color: #e5e5e5;\n",
       "}\n",
       ".typeahead-field input:last-child,\n",
       ".typeahead-hint {\n",
       " background: #e5e5e5;\n",
       " background-color: #e5e5e5;\n",
       " z-index: 1;\n",
       "}\n",
       ".typeahead-field input {\n",
       " font-family: \"Meslo\", monospace;\n",
       " color: #303030;\n",
       " border: none;\n",
       " font-size: 28pt;\n",
       " display: inline-block;\n",
       " line-height: inherit;\n",
       " padding: 3px 10px;\n",
       " height: 70px;\n",
       "}\n",
       ".typeahead-select {\n",
       " background-color: #e5e5e5;\n",
       "}\n",
       "body > div.modal.cmd-palette.typeahead-field {\n",
       " display: table;\n",
       " border-collapse: separate;\n",
       " background-color: #f4f4f4;\n",
       "}\n",
       ".typeahead-container button {\n",
       " font-family: \"Meslo\", monospace;\n",
       " font-size: 28pt;\n",
       " background-color: #e4e4e4;\n",
       " border: none;\n",
       " display: inline-block;\n",
       " line-height: inherit;\n",
       " padding: 3px 10px;\n",
       " height: 70px;\n",
       "}\n",
       ".typeahead-search-icon {\n",
       " min-width: 40px;\n",
       " min-height: 55px;\n",
       " display: block;\n",
       " vertical-align: middle;\n",
       " text-align: center;\n",
       "}\n",
       ".typeahead-container button:focus,\n",
       ".typeahead-container button:hover {\n",
       " color: #2f2f2f;\n",
       " background-color: #dfdfdf;\n",
       " border-color: #e0e0e0;\n",
       "}\n",
       ".typeahead-list > li.typeahead-group.active > a,\n",
       ".typeahead-list > li.typeahead-group > a,\n",
       ".typeahead-list > li.typeahead-group > a:focus,\n",
       ".typeahead-list > li.typeahead-group > a:hover {\n",
       " display: none;\n",
       "}\n",
       ".typeahead-dropdown > li > a,\n",
       ".typeahead-list > li > a {\n",
       " color: #303030;\n",
       " text-decoration: none;\n",
       "}\n",
       ".typeahead-dropdown,\n",
       ".typeahead-list {\n",
       " font-family: \"Meslo\", monospace;\n",
       " font-size: 12pt;\n",
       " color: #303030;\n",
       " background-color: #ffffff;\n",
       " border: none;\n",
       " background-clip: padding-box;\n",
       " margin-top: 0px;\n",
       " padding: 3px 2px 3px 0px;\n",
       " line-height: 1.7;\n",
       "}\n",
       ".typeahead-dropdown > li.active > a,\n",
       ".typeahead-dropdown > li > a:focus,\n",
       ".typeahead-dropdown > li > a:hover,\n",
       ".typeahead-list > li.active > a,\n",
       ".typeahead-list > li > a:focus,\n",
       ".typeahead-list > li > a:hover {\n",
       " color: #2f2f2f;\n",
       " background-color: #f4f4f4;\n",
       " border-color: #f4f4f4;\n",
       "}\n",
       ".command-shortcut:before {\n",
       " content: \"(command)\";\n",
       " padding-right: 3px;\n",
       " color: #828892;\n",
       "}\n",
       ".edit-shortcut:before {\n",
       " content: \"(edit)\";\n",
       " padding-right: 3px;\n",
       " color: #828892;\n",
       "}\n",
       "ul.typeahead-list i {\n",
       " margin-left: 1px;\n",
       " width: 18px;\n",
       " margin-right: 10px;\n",
       "}\n",
       "ul.typeahead-list {\n",
       " max-height: 50vh;\n",
       " overflow: auto;\n",
       "}\n",
       ".typeahead-list > li {\n",
       " position: relative;\n",
       " border: none;\n",
       "}\n",
       "div.input.typeahead-hint,\n",
       "input.typeahead-hint,\n",
       "body > div.modal.cmd-palette.in > div > div > div > form > div > div.typeahead-field > span.typeahead-query > input.typeahead-hint {\n",
       " color: #828892 !important;\n",
       " background-color: transparent;\n",
       " padding: 3px 10px;\n",
       "}\n",
       ".typeahead-dropdown > li > a,\n",
       ".typeahead-list > li > a {\n",
       " display: block;\n",
       " padding: 5px;\n",
       " clear: both;\n",
       " font-weight: 400;\n",
       " line-height: 1.7;\n",
       " border: 1px solid #ffffff;\n",
       " border-bottom-color: rgba(180,180,180,.30);\n",
       "}\n",
       "body > div.modal.cmd-palette.in > div {\n",
       " min-width: 750px;\n",
       " margin: 150px auto;\n",
       "}\n",
       ".typeahead-container strong {\n",
       " font-weight: bolder;\n",
       " color: #ff7823;\n",
       "}\n",
       "#find-and-replace #replace-preview .match,\n",
       "#find-and-replace #replace-preview .insert {\n",
       " color: #ffffff;\n",
       " background-color: #ff7823;\n",
       " border-color: #ff7823;\n",
       " border-style: solid;\n",
       " border-width: 1px;\n",
       " border-radius: 0px;\n",
       "}\n",
       "#find-and-replace #replace-preview .replace .match {\n",
       " background-color: #de143d;\n",
       " border-color: #de143d;\n",
       " border-radius: 0px;\n",
       "}\n",
       "#find-and-replace #replace-preview .replace .insert {\n",
       " background-color: #009e07;\n",
       " border-color: #009e07;\n",
       " border-radius: 0px;\n",
       "}\n",
       ".jupyter-dashboard-menu-item.selected::before {\n",
       " font-family: 'FontAwesome' !important;\n",
       " content: '\\f00c' !important;\n",
       " position: absolute !important;\n",
       " color: #ff7823 !important;\n",
       " left: 0px !important;\n",
       " top: 13px !important;\n",
       " font-size: 12px !important;\n",
       "}\n",
       ".shortcut_key,\n",
       "span.shortcut_key {\n",
       " display: inline-block;\n",
       " width: 16ex;\n",
       " text-align: right;\n",
       " font-family: monospace;\n",
       "}\n",
       ".jupyter-keybindings {\n",
       " padding: 1px;\n",
       " line-height: 24px;\n",
       " border-bottom: 1px solid rgba(180,180,180,.14);\n",
       "}\n",
       ".jupyter-keybindings i {\n",
       " background: #efefef;\n",
       " font-size: small;\n",
       " padding: 5px;\n",
       " margin-left: 7px;\n",
       "}\n",
       "div#short-key-bindings-intro.well,\n",
       ".well {\n",
       " background-color: #e4e4e4;\n",
       " border: 1px solid #e4e4e4;\n",
       " color: #303030;\n",
       " border-radius: 2px;\n",
       " -webkit-box-shadow: none;\n",
       " box-shadow: none;\n",
       "}\n",
       "#texteditor-backdrop {\n",
       " background: #ffffff;\n",
       " background-color: #ffffff;\n",
       "}\n",
       "#texteditor-backdrop #texteditor-container .CodeMirror-gutter,\n",
       "#texteditor-backdrop #texteditor-container .CodeMirror-gutters {\n",
       " background: #e0e1e3;\n",
       " background-color: #e0e1e3;\n",
       " color: #828892;\n",
       "}\n",
       ".edit_app #menubar .navbar {\n",
       " margin-bottom: 0px;\n",
       "}\n",
       "#texteditor-backdrop #texteditor-container {\n",
       " padding: 0px;\n",
       " background-color: #ededed;\n",
       " box-shadow: none;\n",
       "}\n",
       ".terminal-app {\n",
       " background: #ffffff;\n",
       "}\n",
       ".terminal-app .terminal {\n",
       " font-family: \"Oxygen Mono\", monospace, monospace;\n",
       " font-size: 10pt;\n",
       " line-height: 170%;\n",
       " color: #303030;\n",
       " background: #ededed;\n",
       " padding: 0.4em;\n",
       " border-radius: 2px;\n",
       " -webkit-box-shadow: none;\n",
       " box-shadow: none;\n",
       "}\n",
       ".terminal .xterm-viewport {\n",
       " background-color: #ededed;\n",
       " color: #303030;\n",
       " overflow-y: auto;\n",
       "}\n",
       ".terminal .xterm-color-0 {\n",
       " color: #ff7823;\n",
       "}\n",
       ".terminal .xterm-color-1 {\n",
       " color: #de143d;\n",
       "}\n",
       ".terminal .xterm-color-2 {\n",
       " color: #713bc5;\n",
       "}\n",
       ".terminal .xterm-color-3 {\n",
       " color: #e22978;\n",
       "}\n",
       ".terminal .xterm-color-4 {\n",
       " color: #ff8132;\n",
       "}\n",
       ".terminal .xterm-color-5 {\n",
       " color: #009e07;\n",
       "}\n",
       ".terminal .xterm-color-6 {\n",
       " color: #e22978;\n",
       "}\n",
       ".terminal .xterm-color-7 {\n",
       " color: #e22978;\n",
       "}\n",
       ".terminal .xterm-color-8 {\n",
       " color: #ef5c00;\n",
       "}\n",
       ".terminal .xterm-color-9 {\n",
       " color: #009e07;\n",
       "}\n",
       ".terminal .xterm-color-10 {\n",
       " color: #e22978;\n",
       "}\n",
       ".terminal .xterm-color-14 {\n",
       " color: #e22978;\n",
       "}\n",
       ".terminal .xterm-bg-color-15 {\n",
       " background-color: #ededed;\n",
       "}\n",
       ".terminal:not(.xterm-cursor-style-underline):not(.xterm-cursor-style-bar) .terminal-cursor {\n",
       " background-color: #ff7823;\n",
       " color: #ededed;\n",
       "}\n",
       ".terminal:not(.focus) .terminal-cursor {\n",
       " outline: 1px solid #ff7823;\n",
       " outline-offset: -1px;\n",
       "}\n",
       ".celltoolbar {\n",
       " font-size: 100%;\n",
       " padding-top: 3px;\n",
       " border-color: transparent;\n",
       " border-bottom: thin solid #828892;\n",
       " background: transparent;\n",
       "}\n",
       ".cell-tag,\n",
       ".tags-input input,\n",
       ".tags-input button {\n",
       " color: #303030;\n",
       " background-color: #ffffff;\n",
       " background-image: none;\n",
       " border: 1px solid #303030;\n",
       " border-radius: 1px;\n",
       " box-shadow: none;\n",
       " width: inherit;\n",
       " font-size: inherit;\n",
       " height: 22px;\n",
       " line-height: 22px;\n",
       "}\n",
       "#notebook-container > div.cell.code_cell.rendered.selected > div.input > div.inner_cell > div.ctb_hideshow.ctb_show > div > div > button,\n",
       "#notebook-container > div.input > div.inner_cell > div.ctb_hideshow.ctb_show > div > div > button {\n",
       " font-size: 10pt;\n",
       " color: #303030;\n",
       " background-color: #ffffff;\n",
       " background-image: none;\n",
       " border: 1px solid #303030;\n",
       " border-radius: 1px;\n",
       " box-shadow: none;\n",
       " width: inherit;\n",
       " font-size: inherit;\n",
       " height: 22px;\n",
       " line-height: 22px;\n",
       "}\n",
       "div#pager #pager-contents {\n",
       " background: #ffffff !important;\n",
       " background-color: #ffffff !important;\n",
       "}\n",
       "div#pager pre {\n",
       " color: #303030 !important;\n",
       " background: #ededed !important;\n",
       " background-color: #ededed !important;\n",
       " padding: 0.4em;\n",
       "}\n",
       "div#pager .ui-resizable-handle {\n",
       " top: 0px;\n",
       " height: 8px;\n",
       " background: #ff7823 !important;\n",
       " border-top: 1px solid #ff7823;\n",
       " border-bottom: 1px solid #ff7823;\n",
       "}\n",
       "div.CodeMirror,\n",
       "div.CodeMirror pre {\n",
       " font-family: \"Oxygen Mono\", monospace, monospace;\n",
       " font-size: 10pt;\n",
       " line-height: 170%;\n",
       " color: #303030;\n",
       "}\n",
       "div.CodeMirror-lines {\n",
       " padding-bottom: .9em;\n",
       " padding-left: .5em;\n",
       " padding-right: 1.5em;\n",
       " padding-top: .7em;\n",
       "}\n",
       "span.ansiblack,\n",
       ".ansi-black-fg {\n",
       " color: #e22978;\n",
       "}\n",
       "span.ansiblue,\n",
       ".ansi-blue-fg,\n",
       ".ansi-blue-intense-fg {\n",
       " color: #009e07;\n",
       "}\n",
       "span.ansigray,\n",
       ".ansi-gray-fg,\n",
       ".ansi-gray-intense-fg {\n",
       " color: #ff8132;\n",
       "}\n",
       "span.ansigreen,\n",
       ".ansi-green-fg {\n",
       " color: #333333;\n",
       "}\n",
       ".ansi-green-intense-fg {\n",
       " color: #ff8132;\n",
       "}\n",
       "span.ansipurple,\n",
       ".ansi-purple-fg,\n",
       ".ansi-purple-intense-fg {\n",
       " color: #653bc5;\n",
       "}\n",
       "span.ansicyan,\n",
       ".ansi-cyan-fg,\n",
       ".ansi-cyan-intense-fg {\n",
       " color: #653bc5;\n",
       "}\n",
       "span.ansiyellow,\n",
       ".ansi-yellow-fg,\n",
       ".ansi-yellow-intense-fg {\n",
       " color: #ff8132;\n",
       "}\n",
       "span.ansired,\n",
       ".ansi-red-fg,\n",
       ".ansi-red-intense-fg {\n",
       " color: #de143d;\n",
       "}\n",
       "div.output-stderr {\n",
       " background-color: #ebb5b7;\n",
       "}\n",
       "div.output-stderr pre {\n",
       " color: #000000;\n",
       "}\n",
       "div.js-error {\n",
       " color: #de143d;\n",
       "}\n",
       ".ipython_tooltip {\n",
       " font-family: \"Oxygen Mono\", monospace, monospace;\n",
       " font-size: 10pt;\n",
       " line-height: 170%;\n",
       " border: 2px solid #dadada;\n",
       " background: #eeeeee;\n",
       " background-color: #eeeeee;\n",
       " border-radius: 2px;\n",
       " overflow-x: visible;\n",
       " overflow-y: visible;\n",
       " box-shadow: none;\n",
       " position: absolute;\n",
       " z-index: 1000;\n",
       "}\n",
       ".ipython_tooltip .tooltiptext pre {\n",
       " font-family: \"Oxygen Mono\", monospace, monospace;\n",
       " font-size: 10pt;\n",
       " line-height: 170%;\n",
       " background: #eeeeee;\n",
       " background-color: #eeeeee;\n",
       " color: #303030;\n",
       " overflow-x: visible;\n",
       " overflow-y: visible;\n",
       " max-width: 900px;\n",
       "}\n",
       "div#tooltip.ipython_tooltip {\n",
       " overflow-x: wrap;\n",
       " overflow-y: visible;\n",
       " max-width: 800px;\n",
       "}\n",
       "div.tooltiptext.bigtooltip {\n",
       " overflow-x: visible;\n",
       " overflow-y: scroll;\n",
       " height: 400px;\n",
       " max-width: 800px;\n",
       "}\n",
       ".cm-s-ipython.CodeMirror {\n",
       " font-family: \"Oxygen Mono\", monospace, monospace;\n",
       " font-size: 10pt;\n",
       " background: #ededed;\n",
       " color: #303030;\n",
       " border-radius: 2px;\n",
       " font-style: normal;\n",
       " font-weight: normal;\n",
       "}\n",
       ".cm-s-ipython div.CodeMirror-selected {\n",
       " background: #e0e1e3;\n",
       "}\n",
       ".CodeMirror-gutters {\n",
       " border: none;\n",
       " border-right: 1px solid #e0e1e3 !important;\n",
       " background-color: #e0e1e3 !important;\n",
       " background: #e0e1e3 !important;\n",
       " border-radius: 0px;\n",
       " white-space: nowrap;\n",
       "}\n",
       ".cm-s-ipython .CodeMirror-gutters {\n",
       " background: #e0e1e3;\n",
       " border: none;\n",
       " border-radius: 0px;\n",
       " width: 36px;\n",
       "}\n",
       ".cm-s-ipython .CodeMirror-linenumber {\n",
       " color: #828892;\n",
       "}\n",
       ".CodeMirror-sizer {\n",
       " margin-left: 40px;\n",
       "}\n",
       ".CodeMirror-linenumber,\n",
       "div.CodeMirror-linenumber,\n",
       ".CodeMirror-gutter.CodeMirror-linenumberdiv.CodeMirror-gutter.CodeMirror-linenumber {\n",
       " padding-right: 1px;\n",
       " margin-left: 0px;\n",
       " margin: 0px;\n",
       " width: 26px !important;\n",
       " padding: 0px;\n",
       " text-align: right;\n",
       "}\n",
       ".CodeMirror-linenumber {\n",
       " color: #828892;\n",
       "}\n",
       ".cm-s-ipython .CodeMirror-cursor {\n",
       " border-left: 2px solid #ff711a !important;\n",
       "}\n",
       ".cm-s-ipython span.cm-comment {\n",
       " color: #8d8d8d;\n",
       " font-style: italic;\n",
       "}\n",
       ".cm-s-ipython span.cm-atom {\n",
       " color: #055be0;\n",
       "}\n",
       ".cm-s-ipython span.cm-number {\n",
       " color: #ff8132;\n",
       "}\n",
       ".cm-s-ipython span.cm-property {\n",
       " color: #303030;\n",
       "}\n",
       ".cm-s-ipython span.cm-attribute {\n",
       " color: #303030;\n",
       "}\n",
       ".cm-s-ipython span.cm-keyword {\n",
       " color: #713bc5;\n",
       " font-weight: normal;\n",
       "}\n",
       ".cm-s-ipython span.cm-string {\n",
       " color: #009e07;\n",
       "}\n",
       ".cm-s-ipython span.cm-meta {\n",
       " color: #aa22ff;\n",
       "}\n",
       ".cm-s-ipython span.cm-operator {\n",
       " color: #055be0;\n",
       "}\n",
       ".cm-s-ipython span.cm-builtin {\n",
       " color: #e22978;\n",
       "}\n",
       ".cm-s-ipython span.cm-variable {\n",
       " color: #303030;\n",
       "}\n",
       ".cm-s-ipython span.cm-variable-2 {\n",
       " color: #de143d;\n",
       "}\n",
       ".cm-s-ipython span.cm-variable-3 {\n",
       " color: #aa22ff;\n",
       "}\n",
       ".cm-s-ipython span.cm-def {\n",
       " color: #e22978;\n",
       " font-weight: normal;\n",
       "}\n",
       ".cm-s-ipython span.cm-error {\n",
       " background: rgba(191,97,106,.40);\n",
       "}\n",
       ".cm-s-ipython span.cm-tag {\n",
       " color: #e22978;\n",
       "}\n",
       ".cm-s-ipython span.cm-link {\n",
       " color: #ef5c00;\n",
       "}\n",
       ".cm-s-ipython span.cm-storage {\n",
       " color: #055be0;\n",
       "}\n",
       ".cm-s-ipython span.cm-entity {\n",
       " color: #e22978;\n",
       "}\n",
       ".cm-s-ipython span.cm-quote {\n",
       " color: #009e07;\n",
       "}\n",
       "div.CodeMirror span.CodeMirror-matchingbracket {\n",
       " color: #1c1c1c;\n",
       " background-color: rgba(30,112,199,.30);\n",
       "}\n",
       "div.CodeMirror span.CodeMirror-nonmatchingbracket {\n",
       " color: #1c1c1c;\n",
       " background: rgba(191,97,106,.40) !important;\n",
       "}\n",
       ".cm-header-1 {\n",
       " font-size: 215%;\n",
       "}\n",
       ".cm-header-2 {\n",
       " font-size: 180%;\n",
       "}\n",
       ".cm-header-3 {\n",
       " font-size: 150%;\n",
       "}\n",
       ".cm-header-4 {\n",
       " font-size: 120%;\n",
       "}\n",
       ".cm-header-5 {\n",
       " font-size: 100%;\n",
       "}\n",
       ".cm-s-default .cm-hr {\n",
       " color: #055be0;\n",
       "}\n",
       "div.cell.text_cell .cm-s-default .cm-header {\n",
       " font-family: \"Meslo\", monospace;\n",
       " font-weight: normal;\n",
       " color: #126dce;\n",
       " margin-top: 0.3em !important;\n",
       " margin-bottom: 0.3em !important;\n",
       "}\n",
       "div.cell.text_cell .cm-s-default span.cm-variable-2 {\n",
       " color: #353535;\n",
       "}\n",
       "div.cell.text_cell .cm-s-default span.cm-variable-3 {\n",
       " color: #aa22ff;\n",
       "}\n",
       ".cm-s-default span.cm-comment {\n",
       " color: #8d8d8d;\n",
       "}\n",
       ".cm-s-default .cm-tag {\n",
       " color: #009fb7;\n",
       "}\n",
       ".cm-s-default .cm-builtin {\n",
       " color: #e22978;\n",
       "}\n",
       ".cm-s-default .cm-string {\n",
       " color: #009e07;\n",
       "}\n",
       ".cm-s-default .cm-keyword {\n",
       " color: #713bc5;\n",
       "}\n",
       ".cm-s-default .cm-number {\n",
       " color: #ff8132;\n",
       "}\n",
       ".cm-s-default .cm-error {\n",
       " color: #055be0;\n",
       "}\n",
       ".cm-s-default .cm-link {\n",
       " color: #ef5c00;\n",
       "}\n",
       ".cm-s-default .cm-atom {\n",
       " color: #ff8132;\n",
       "}\n",
       ".cm-s-default .cm-def {\n",
       " color: #e22978;\n",
       "}\n",
       ".CodeMirror-cursor {\n",
       " border-left: 2px solid #ff711a !important;\n",
       " border-right: none;\n",
       " width: 0;\n",
       "}\n",
       ".cm-s-default div.CodeMirror-selected {\n",
       " background: #e0e1e3;\n",
       "}\n",
       ".cm-s-default .cm-selected {\n",
       " background: #e0e1e3;\n",
       "}\n",
       ".MathJax_Display,\n",
       ".MathJax {\n",
       " border: 0 !important;\n",
       " font-size: 90% !important;\n",
       " text-align: center !important;\n",
       " margin: 0em !important;\n",
       " line-height: 2.25 !important;\n",
       "}\n",
       ".MathJax:focus,\n",
       "body :focus .MathJax {\n",
       " display: inline-block !important;\n",
       "}\n",
       ".MathJax:focus,\n",
       "body :focus .MathJax {\n",
       " display: inline-block !important;\n",
       "}\n",
       ".completions {\n",
       " position: absolute;\n",
       " z-index: 110;\n",
       " overflow: hidden;\n",
       " border: medium solid rgba(240,147,43,.50);\n",
       " box-shadow: none;\n",
       " line-height: 1;\n",
       "}\n",
       ".completions select {\n",
       " background: #ededed;\n",
       " background-color: #ededed;\n",
       " outline: none;\n",
       " border: none;\n",
       " padding: 0px;\n",
       " margin: 0px;\n",
       " margin-left: 2px;\n",
       " overflow: auto;\n",
       " font-family: \"Oxygen Mono\", monospace, monospace;\n",
       " font-size: 10pt;\n",
       " color: #303030;\n",
       " width: auto;\n",
       "}\n",
       "div#maintoolbar {\n",
       " display: none !important;\n",
       "}\n",
       "span.save_widget span.filename {\n",
       " margin-left: 8px;\n",
       " font-size: 120%;\n",
       " color: #e5e5e5;\n",
       " background-color: #ededed;\n",
       "}\n",
       "span.save_widget span.filename:hover {\n",
       " color: #828892;\n",
       " background-color: #ededed;\n",
       "}\n",
       "#menubar {\n",
       " padding-top: 4px;\n",
       " background-color: #ffffff;\n",
       "}\n",
       "\n",
       "<script>\n",
       "    MathJax.Hub.Config({\n",
       "        \"HTML-CSS\": {\n",
       "            /*preferredFont: \"TeX\",*/\n",
       "            /*availableFonts: [\"TeX\", \"STIX\"],*/\n",
       "            styles: {\n",
       "                scale: 90,\n",
       "                \".MathJax_Display\": {\n",
       "                    \"font-size\": \"90%\",\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "<style>    "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
       "<style>\n",
       "@font-face {\n",
       " font-family: \"Oxygen Mono\";\n",
       " font-weight: normal;\n",
       " font-style: normal;\n",
       " src: local('\"Oxygen Mono\"'), url('fonts/oxygen.otf') format('opentype');\n",
       "}\n",
       "@font-face {\n",
       " font-family: \"Meslo\";\n",
       " font-weight: normal;\n",
       " font-style: normal;\n",
       " src: local('\"Meslo\"'), url('fonts/meslo.ttf') format('truetype');\n",
       "}\n",
       "@font-face {\n",
       " font-family: \"Meslo\";\n",
       " font-weight: normal;\n",
       " font-style: italic;\n",
       " src: local('\"Meslo\"'), url('fonts/meslo-italic.ttf') format('truetype');\n",
       "}\n",
       "@font-face {\n",
       " font-family: \"Meslo\";\n",
       " font-weight: normal;\n",
       " font-style: normal;\n",
       " src: local('\"Meslo\"'), url('fonts/meslo.ttf') format('truetype');\n",
       "}\n",
       "@font-face {\n",
       " font-family: \"Meslo\";\n",
       " font-weight: normal;\n",
       " font-style: italic;\n",
       " src: local('\"Meslo\"'), url('fonts/meslo-italic.ttf') format('truetype');\n",
       "}\n",
       "div#notebook {\n",
       " font-family: \"Meslo\", monospace;\n",
       " font-size: 12pt;\n",
       " line-height: 170%;\n",
       " color: #303030;\n",
       " -webkit-font-smoothing: antialiased !important;\n",
       "}\n",
       "body,\n",
       "div.body {\n",
       " font-family: \"Meslo\", monospace;\n",
       " font-size: 12pt;\n",
       " color: #303030;\n",
       " background-color: #ffffff;\n",
       " background: #ffffff;\n",
       " -webkit-font-smoothing: antialiased !important;\n",
       "}\n",
       "body.notebook_app {\n",
       " padding: 0;\n",
       " background-color: #ffffff;\n",
       " background: #ffffff;\n",
       " padding-right: 0px !important;\n",
       " overflow-y: hidden;\n",
       "}\n",
       "a {\n",
       " font-family: \"Meslo\", monospace;\n",
       " color: #303030;\n",
       " -webkit-font-smoothing: antialiased !important;\n",
       "}\n",
       "a:hover,\n",
       "a:focus {\n",
       " color: #2f2f2f;\n",
       " -webkit-font-smoothing: antialiased !important;\n",
       "}\n",
       ".list_header,\n",
       "div#notebook_list_header.row.list_header {\n",
       " font-size: 14pt;\n",
       " color: #2f2f2f;\n",
       " background-color: transparent;\n",
       " height: 35px;\n",
       "}\n",
       "i.fa.fa-folder {\n",
       " display: inline-block;\n",
       " font: normal normal normal 14px \"FontAwesome\";\n",
       " font-family: \"FontAwesome\" !important;\n",
       " text-rendering: auto;\n",
       " -webkit-font-smoothing: antialiased;\n",
       " font-size: 18px;\n",
       " -moz-osx-font-smoothing: grayscale;\n",
       "}\n",
       "#running .panel-group .panel .panel-heading {\n",
       " font-size: 14pt;\n",
       " color: #303030;\n",
       " padding: 8px 8px;\n",
       " background: #e4e4e4;\n",
       " background-color: #e4e4e4;\n",
       "}\n",
       "#running .panel-group .panel .panel-heading a {\n",
       " font-size: 14pt;\n",
       " color: #303030;\n",
       "}\n",
       "#running .panel-group .panel .panel-heading a:focus,\n",
       "#running .panel-group .panel .panel-heading a:hover {\n",
       " font-size: 14pt;\n",
       " color: #303030;\n",
       "}\n",
       "#running .panel-group .panel .panel-body .list_container .list_item {\n",
       " background: #f4f4f4;\n",
       " background-color: #f4f4f4;\n",
       " padding: 2px;\n",
       " border-bottom: 2px solid #dedede;\n",
       "}\n",
       "#running .panel-group .panel .panel-body .list_container .list_item:hover {\n",
       " background: #f4f4f4;\n",
       " background-color: #f4f4f4;\n",
       "}\n",
       "#running .panel-group .panel .panel-body {\n",
       " padding: 2px;\n",
       "}\n",
       "button#refresh_running_list {\n",
       " border: none !important;\n",
       "}\n",
       "button#refresh_cluster_list {\n",
       " border: none !important;\n",
       "}\n",
       "div.running_list_info.toolbar_info {\n",
       " font-size: 15px;\n",
       " padding: 4px 0 4px 0;\n",
       " margin-top: 5px;\n",
       " margin-bottom: 8px;\n",
       " height: 24px;\n",
       " line-height: 24px;\n",
       " text-shadow: none;\n",
       "}\n",
       ".list_placeholder {\n",
       " font-weight: normal;\n",
       "}\n",
       "#tree-selector {\n",
       " padding: 0px;\n",
       " border-color: transparent;\n",
       "}\n",
       "#project_name > ul > li > a > i.fa.fa-home {\n",
       " color: #ff7823;\n",
       " font-size: 17pt;\n",
       " display: inline-block;\n",
       " position: static;\n",
       " padding: 0px 0px;\n",
       " font-weight: normal;\n",
       " text-align: center;\n",
       " vertical-align: text-top;\n",
       "}\n",
       ".fa-folder:before {\n",
       " color: #126dce;\n",
       "}\n",
       ".fa-arrow-up:before {\n",
       " font-size: 14px;\n",
       "}\n",
       ".fa-arrow-down:before {\n",
       " font-size: 14px;\n",
       "}\n",
       "span#last-modified.btn.btn-xs.btn-default.sort-action:hover .fa,\n",
       "span#sort-name.btn.btn-xs.btn-default.sort-action:hover .fa {\n",
       " color: #ef5c00;\n",
       "}\n",
       ".folder_icon:before {\n",
       " display: inline-block;\n",
       " font: normal normal normal 14px/1 FontAwesome;\n",
       " font-size: inherit;\n",
       " text-rendering: auto;\n",
       " -webkit-font-smoothing: antialiased;\n",
       " -moz-osx-font-smoothing: grayscale;\n",
       " content: \"\\f07b\";\n",
       " color: #126dce;\n",
       "}\n",
       ".notebook_icon:before {\n",
       " display: inline-block;\n",
       " font: normal normal normal 14px/1 FontAwesome;\n",
       " font-size: inherit;\n",
       " text-rendering: auto;\n",
       " -webkit-font-smoothing: antialiased;\n",
       " -moz-osx-font-smoothing: grayscale;\n",
       " content: \"\\f02d\";\n",
       " position: relative;\n",
       " color: #009e07 !important;\n",
       " top: 0px;\n",
       "}\n",
       ".file_icon:before {\n",
       " display: inline-block;\n",
       " font: normal normal normal 14px/1 FontAwesome;\n",
       " font-size: inherit;\n",
       " text-rendering: auto;\n",
       " -webkit-font-smoothing: antialiased;\n",
       " -moz-osx-font-smoothing: grayscale;\n",
       " content: \"\\f15b\";\n",
       " position: relative;\n",
       " top: 0px;\n",
       " color: #6a737d !important;\n",
       "}\n",
       "#project_name a {\n",
       " display: inline-flex;\n",
       " padding-left: 7px;\n",
       " margin-left: -2px;\n",
       " text-align: -webkit-auto;\n",
       " vertical-align: baseline;\n",
       " font-size: 18px;\n",
       "}\n",
       "div#notebook_toolbar div.dynamic-instructions {\n",
       " font-family: \"Meslo\", monospace;\n",
       " font-size: 17px;\n",
       " color: #828892;\n",
       "}\n",
       "span#login_widget > .button,\n",
       "#logout {\n",
       " font-family: \"Proxima Nova\", sans-serif;\n",
       " color: #303030;\n",
       " background: transparent;\n",
       " background-color: transparent;\n",
       " border: 2px solid #e5e5e5;\n",
       " font-weight: normal;\n",
       " box-shadow: none;\n",
       " text-shadow: none;\n",
       " border-radius: 3px;\n",
       " margin-right: 10px;\n",
       " padding: 2px 7px;\n",
       "}\n",
       "span#login_widget > .button:hover,\n",
       "#logout:hover {\n",
       " color: #ef5c00;\n",
       " background-color: transparent;\n",
       " background: transparent;\n",
       " border: 2px solid #ef5c00;\n",
       " background-image: none;\n",
       " box-shadow: none !important;\n",
       " border-radius: 3px;\n",
       "}\n",
       "span#login_widget > .button:focus,\n",
       "#logout:focus,\n",
       "span#login_widget > .button.focus,\n",
       "#logout.focus,\n",
       "span#login_widget > .button:active,\n",
       "#logout:active,\n",
       "span#login_widget > .button.active,\n",
       "#logout.active,\n",
       ".open > .dropdown-togglespan#login_widget > .button,\n",
       ".open > .dropdown-toggle#logout {\n",
       " color: #1c1c1c;\n",
       " background-color: #303030;\n",
       " background: #303030;\n",
       " border-color: #303030;\n",
       " background-image: none;\n",
       " box-shadow: none !important;\n",
       " border-radius: 2px;\n",
       "}\n",
       "body > #header #header-container {\n",
       " padding-bottom: 0px;\n",
       " padding-top: 4px;\n",
       " box-sizing: border-box;\n",
       " -moz-box-sizing: border-box;\n",
       " -webkit-box-sizing: border-box;\n",
       "}\n",
       "body > #header {\n",
       " background: #ffffff;\n",
       " background-color: #ffffff;\n",
       " position: relative;\n",
       " z-index: 100;\n",
       "}\n",
       ".list_container {\n",
       " font-size: 12pt;\n",
       " color: #303030;\n",
       " border: none;\n",
       " text-shadow: none !important;\n",
       "}\n",
       ".list_container > div {\n",
       " border-bottom: 1px solid rgba(180,180,180,.14);\n",
       " font-size: 12pt;\n",
       "}\n",
       ".list_header > div,\n",
       ".list_item > div {\n",
       " padding-top: 6px;\n",
       " padding-bottom: 2px;\n",
       " padding-left: 0px;\n",
       "}\n",
       ".list_header > div .item_link,\n",
       ".list_item > div .item_link {\n",
       " margin-left: -1px;\n",
       " vertical-align: middle;\n",
       " line-height: 22px;\n",
       " font-size: 12pt;\n",
       "}\n",
       ".item_icon {\n",
       " color: #126dce;\n",
       " font-size: 13pt;\n",
       " vertical-align: middle;\n",
       "}\n",
       ".list_item input:not([type=\"checkbox\"]) {\n",
       " padding-right: 0px;\n",
       " height: 1.75em;\n",
       " width: 25%;\n",
       " margin: 0px 0 0;\n",
       " margin-top: 0px;\n",
       "}\n",
       ".list_header > div .item_link,\n",
       ".list_item > div .item_link {\n",
       " margin-left: -1px;\n",
       " vertical-align: middle;\n",
       " line-height: 1.5em;\n",
       " font-size: 12pt;\n",
       " display: inline-table;\n",
       " position: static;\n",
       "}\n",
       "#button-select-all {\n",
       " height: 34px;\n",
       " min-width: 55px;\n",
       " z-index: 0;\n",
       " border: none !important;\n",
       " padding-top: 0px;\n",
       " padding-bottom: 0px;\n",
       " margin-bottom: 0px;\n",
       " margin-top: 0px;\n",
       " left: -3px;\n",
       " border-radius: 0px !important;\n",
       "}\n",
       "#button-select-all:focus,\n",
       "#button-select-all:active:focus,\n",
       "#button-select-all.active:focus,\n",
       "#button-select-all.focus,\n",
       "#button-select-all:active.focus,\n",
       "#button-select-all.active.focus {\n",
       " background-color: #e5e5e5 !important;\n",
       " background: #e5e5e5 !important;\n",
       "}\n",
       "button#tree-selector-btn {\n",
       " height: 34px;\n",
       " font-size: 11.0pt;\n",
       " border: none;\n",
       " left: 0px;\n",
       " border-radius: 0px !important;\n",
       "}\n",
       "input#select-all.pull-left.tree-selector {\n",
       " margin-left: 7px;\n",
       " margin-right: 2px;\n",
       " margin-top: 2px;\n",
       " top: 4px;\n",
       "}\n",
       "input[type=\"radio\"],\n",
       "input[type=\"checkbox\"] {\n",
       " margin-top: 1px;\n",
       " line-height: normal;\n",
       "}\n",
       ".delete-button {\n",
       " border: none !important;\n",
       "}\n",
       "i.fa.fa-trash {\n",
       " font-size: 13.5pt;\n",
       "}\n",
       ".list_container a {\n",
       " font-size: 16px;\n",
       " color: #303030;\n",
       " border: none;\n",
       " text-shadow: none !important;\n",
       " font-weight: normal;\n",
       " font-style: normal;\n",
       "}\n",
       "div.list_container a:hover {\n",
       " color: #2f2f2f;\n",
       "}\n",
       ".list_header > div input,\n",
       ".list_item > div input {\n",
       " margin-right: 7px;\n",
       " margin-left: 12px;\n",
       " vertical-align: baseline;\n",
       " line-height: 22px;\n",
       " position: relative;\n",
       " top: -1px;\n",
       "}\n",
       "div.list_item:hover {\n",
       " background-color: #fafafa;\n",
       "}\n",
       ".breadcrumb > li {\n",
       " font-size: 11.0pt;\n",
       " color: #303030;\n",
       " border: none;\n",
       " text-shadow: none !important;\n",
       "}\n",
       ".breadcrumb > li + li:before {\n",
       " content: \"/\\00a0\";\n",
       " padding: 0px;\n",
       " color: #303030;\n",
       " font-size: 18px;\n",
       "}\n",
       "#project_name > .breadcrumb {\n",
       " padding: 0px;\n",
       " margin-bottom: 0px;\n",
       " background-color: transparent;\n",
       " font-weight: normal;\n",
       " margin-top: -2px;\n",
       "}\n",
       "ul#tabs a {\n",
       " font-family: \"Meslo\", monospace;\n",
       " font-size: 13.5pt;\n",
       " font-weight: normal;\n",
       " font-style: normal;\n",
       " text-shadow: none !important;\n",
       "}\n",
       ".nav-tabs {\n",
       " font-family: \"Meslo\", monospace;\n",
       " font-size: 13.5pt;\n",
       " font-weight: normal;\n",
       " font-style: normal;\n",
       " background-color: transparent;\n",
       " border-color: transparent;\n",
       " text-shadow: none !important;\n",
       " border: 2px solid transparent;\n",
       "}\n",
       ".nav-tabs > li > a:active,\n",
       ".nav-tabs > li > a:focus,\n",
       ".nav-tabs > li > a:hover,\n",
       ".nav-tabs > li.active > a,\n",
       ".nav-tabs > li.active > a:focus,\n",
       ".nav-tabs > li.active > a:hover,\n",
       ".nav-tabs > li.active > a,\n",
       ".nav-tabs > li.active > a:hover,\n",
       ".nav-tabs > li.active > a:focus {\n",
       " color: #ef5c00;\n",
       " background-color: transparent;\n",
       " border-color: transparent;\n",
       " border-bottom: 2px solid transparent;\n",
       "}\n",
       ".nav > li.disabled > a,\n",
       ".nav > li.disabled > a:hover {\n",
       " color: #828892;\n",
       "}\n",
       ".nav-tabs > li > a:before {\n",
       " content: \"\";\n",
       " position: absolute;\n",
       " width: 100%;\n",
       " height: 2px;\n",
       " bottom: -2px;\n",
       " left: 0;\n",
       " background-color: #ef5c00;\n",
       " visibility: hidden;\n",
       " -webkit-transform: perspective(0)scaleX(0);\n",
       " transform: perspective(0)scaleX(0);\n",
       " -webkit-transition: ease 220ms;\n",
       " transition: ease 220ms;\n",
       " -webkit-font-smoothing: antialiased !important;\n",
       "}\n",
       ".nav-tabs > li > a:hover:before {\n",
       " visibility: visible;\n",
       " -webkit-transform: perspective(1)scaleX(1);\n",
       " transform: perspective(1)scaleX(1);\n",
       "}\n",
       ".nav-tabs > li.active > a:before {\n",
       " content: \"\";\n",
       " position: absolute;\n",
       " width: 100%;\n",
       " height: 2px;\n",
       " bottom: -2px;\n",
       " left: 0;\n",
       " background-color: #ef5c00;\n",
       " visibility: visible;\n",
       " -webkit-transform: perspective(1)scaleX(1);\n",
       " transform: perspective(1)scaleX(1);\n",
       " -webkit-font-smoothing: subpixel-antialiased !important;\n",
       "}\n",
       "div#notebook {\n",
       " font-family: \"Meslo\", monospace;\n",
       " font-size: 12pt;\n",
       " padding-top: 4px;\n",
       "}\n",
       ".notebook_app {\n",
       " background-color: #ffffff;\n",
       "}\n",
       "#notebook-container {\n",
       " padding: 13px 2px;\n",
       " background-color: #ffffff;\n",
       " min-height: 0px;\n",
       " box-shadow: none;\n",
       " width: 980px;\n",
       " margin-right: auto;\n",
       " margin-left: auto;\n",
       "}\n",
       "div#ipython-main-app.container {\n",
       " width: 980px;\n",
       " margin-right: auto;\n",
       " margin-left: auto;\n",
       " margin-right: auto;\n",
       " margin-left: auto;\n",
       "}\n",
       ".container {\n",
       " width: 980px;\n",
       " margin-right: auto;\n",
       " margin-left: auto;\n",
       "}\n",
       "div#menubar-container {\n",
       " width: 100%;\n",
       " width: 980px;\n",
       "}\n",
       "div#header-container {\n",
       " width: 980px;\n",
       "}\n",
       ".notebook_app #header,\n",
       ".edit_app #header {\n",
       " box-shadow: none !important;\n",
       " background-color: #ffffff;\n",
       " border-bottom: 2px solid rgba(180,180,180,.14);\n",
       "}\n",
       "#header,\n",
       ".edit_app #header {\n",
       " font-family: \"Meslo\", monospace;\n",
       " font-size: 12pt;\n",
       " box-shadow: none;\n",
       " background-color: #ffffff;\n",
       "}\n",
       "#header .header-bar,\n",
       ".edit_app #header .header-bar {\n",
       " background: #ffffff;\n",
       " background-color: #ffffff;\n",
       "}\n",
       "body > #header .header-bar {\n",
       " width: 100%;\n",
       " background: #ffffff;\n",
       "}\n",
       "span.checkpoint_status,\n",
       "span.autosave_status {\n",
       " font-size: small;\n",
       " display: none;\n",
       "}\n",
       "#menubar,\n",
       "div#menubar {\n",
       " background-color: #ffffff;\n",
       " padding-top: 0px !important;\n",
       "}\n",
       "#menubar .navbar,\n",
       ".navbar-default {\n",
       " background-color: #ffffff;\n",
       " margin-bottom: 0px;\n",
       " margin-top: 0px;\n",
       "}\n",
       ".navbar {\n",
       " border: none;\n",
       "}\n",
       "div.navbar-text,\n",
       ".navbar-text,\n",
       ".navbar-text.indicator_area,\n",
       "p.navbar-text.indicator_area {\n",
       " margin-top: 8px !important;\n",
       " margin-bottom: 0px;\n",
       " color: #ff7823;\n",
       "}\n",
       ".navbar-default {\n",
       " font-family: \"Meslo\", monospace;\n",
       " font-size: 12pt;\n",
       " background-color: #ffffff;\n",
       " border-color: #d4d4d4;\n",
       " line-height: 1.5em;\n",
       " padding-bottom: 0px;\n",
       "}\n",
       ".navbar-default .navbar-nav > li > a {\n",
       " font-family: \"Meslo\", monospace;\n",
       " font-size: 12pt;\n",
       " color: #303030;\n",
       " display: block;\n",
       " line-height: 1.5em;\n",
       " padding-top: 14px;\n",
       " padding-bottom: 11px;\n",
       "}\n",
       ".navbar-default .navbar-nav > li > a:hover,\n",
       ".navbar-default .navbar-nav > li > a:focus {\n",
       " color: #2f2f2f;\n",
       " background-color: rgba(180,180,180,.14);\n",
       " border-color: #d4d4d4;\n",
       " line-height: 1.5em;\n",
       " transition: 80ms ease;\n",
       "}\n",
       ".navbar-default .navbar-nav > .open > a,\n",
       ".navbar-default .navbar-nav > .open > a:hover,\n",
       ".navbar-default .navbar-nav > .open > a:focus {\n",
       " color: #1c1c1c;\n",
       " background-color: #dedede;\n",
       " border-color: #dedede;\n",
       " line-height: 1.5em;\n",
       "}\n",
       ".navbar-nav > li > .dropdown-menu {\n",
       " margin-top: 0px;\n",
       "}\n",
       ".navbar-nav {\n",
       " margin: 0;\n",
       "}\n",
       "div.notification_widget.info,\n",
       ".notification_widget.info,\n",
       ".notification_widget:active:hover,\n",
       ".notification_widget.active:hover,\n",
       ".open > .dropdown-toggle.notification_widget:hover,\n",
       ".notification_widget:active:focus,\n",
       ".notification_widget.active:focus,\n",
       ".open > .dropdown-toggle.notification_widget:focus,\n",
       ".notification_widget:active.focus,\n",
       ".notification_widget.active.focus,\n",
       ".open > .dropdown-toggle.notification_widget.focus,\n",
       "div#notification_notebook.notification_widget.btn.btn-xs.navbar-btn,\n",
       "div#notification_notebook.notification_widget.btn.btn-xs.navbar-btn:hover,\n",
       "div#notification_notebook.notification_widget.btn.btn-xs.navbar-btn:focus {\n",
       " color: #303030 !important;\n",
       " background-color: transparent !important;\n",
       " border-color: transparent !important;\n",
       " padding-bottom: 0px !important;\n",
       " margin-bottom: 0px !important;\n",
       " font-size: 9pt !important;\n",
       " z-index: 0;\n",
       "}\n",
       "div#notification_notebook.notification_widget.btn.btn-xs.navbar-btn {\n",
       " font-size: 9pt !important;\n",
       " z-index: 0;\n",
       "}\n",
       ".notification_widget {\n",
       " color: #126dce;\n",
       " z-index: -500;\n",
       " font-size: 9pt;\n",
       " background: transparent;\n",
       " background-color: transparent;\n",
       " margin-right: 3px;\n",
       " border: none;\n",
       "}\n",
       ".notification_widget,\n",
       "div.notification_widget {\n",
       " margin-right: 0px;\n",
       " margin-left: 0px;\n",
       " padding-right: 0px;\n",
       " vertical-align: text-top !important;\n",
       " margin-top: 6px !important;\n",
       " background: transparent !important;\n",
       " background-color: transparent !important;\n",
       " font-size: 9pt !important;\n",
       " border: none;\n",
       "}\n",
       ".navbar-btn.btn-xs:hover {\n",
       " border: none !important;\n",
       " background: transparent !important;\n",
       " background-color: transparent !important;\n",
       " color: #303030 !important;\n",
       "}\n",
       "div.notification_widget.info,\n",
       ".notification_widget.info {\n",
       " display: none !important;\n",
       "}\n",
       ".edit_mode .modal_indicator:before {\n",
       " font-size: 18px;\n",
       " color: #ff7823;\n",
       " opacity: 1.0;\n",
       " padding-bottom: 0px;\n",
       " vertical-align: -webkit-baseline-middle;\n",
       " margin-left: 1px;\n",
       " margin-bottom: 0px;\n",
       "}\n",
       ".command_mode .modal_indicator:before {\n",
       " font-family: \"Meslo\", monospace;\n",
       " font-size: 18px;\n",
       " color: #ff7823;\n",
       " padding-bottom: 0px;\n",
       " vertical-align: -webkit-baseline-middle;\n",
       " margin-left: 1px;\n",
       " margin-bottom: 0px;\n",
       "}\n",
       ".item_icon {\n",
       " color: #126dce;\n",
       "}\n",
       ".item_buttons .kernel-name {\n",
       " font-size: 12pt;\n",
       " color: #126dce;\n",
       "}\n",
       ".running_notebook_icon:before {\n",
       " color: #009e07 !important;\n",
       " font: normal normal normal 15px/1 FontAwesome;\n",
       " font-size: 15px;\n",
       " text-rendering: auto;\n",
       " -webkit-font-smoothing: antialiased;\n",
       " -moz-osx-font-smoothing: grayscale;\n",
       " content: \"\\f10c\";\n",
       " vertical-align: middle;\n",
       " position: static;\n",
       " display: inherit;\n",
       "}\n",
       ".item_buttons .running-indicator {\n",
       " padding-top: 4px;\n",
       " color: #009e07;\n",
       " font-family: \"Meslo\", monospace;\n",
       " text-rendering: auto;\n",
       " -webkit-font-smoothing: antialiased;\n",
       "}\n",
       "#notification_trusted {\n",
       " font-family: \"Meslo\", monospace;\n",
       " font-size: 17px !important;\n",
       " color: #126dce;\n",
       " border: none;\n",
       " background: transparent;\n",
       " background-color: transparent;\n",
       " margin-bottom: 0px !important;\n",
       " margin-top: 11px !important;\n",
       " vertical-align: middle !important;\n",
       "}\n",
       "#modal_indicator {\n",
       " float: right !important;\n",
       " color: #4c8be2;\n",
       " background: #ffffff;\n",
       " background-color: #ffffff;\n",
       " margin-top: 8px !important;\n",
       " margin-left: 0px;\n",
       "}\n",
       "#kernel_indicator {\n",
       " float: right !important;\n",
       " color: #ff7823;\n",
       " background: #ffffff;\n",
       " background-color: #ffffff;\n",
       " border-left: 2px solid #ff7823;\n",
       " padding-top: 0px;\n",
       " padding-bottom: 4px;\n",
       " margin-top: 8px !important;\n",
       " margin-left: -2px;\n",
       "}\n",
       "#kernel_indicator .kernel_indicator_name {\n",
       " font-size: 17px;\n",
       " color: #ff7823;\n",
       " background: #ffffff;\n",
       " background-color: #ffffff;\n",
       " padding-left: 5px;\n",
       " padding-right: 5px;\n",
       " margin-top: 4px;\n",
       " vertical-align: -webkit-baseline-middle;\n",
       " padding-bottom: 0px;\n",
       "}\n",
       ".kernel_idle_icon:before {\n",
       " display: inline-block;\n",
       " font: normal normal normal 22px/1 FontAwesome;\n",
       " font-size: 22px;\n",
       " text-rendering: auto;\n",
       " -webkit-font-smoothing: antialiased;\n",
       " cursor: pointer;\n",
       " margin-left: 0px !important;\n",
       " opacity: 0.7;\n",
       " vertical-align: middle;\n",
       " margin-top: 1px;\n",
       " content: \"\\f1db\";\n",
       "}\n",
       ".kernel_busy_icon:before {\n",
       " display: inline-block;\n",
       " font: normal normal normal 22px/1 FontAwesome;\n",
       " font-size: 22px;\n",
       " -webkit-animation: pulsate 2s infinite ease-out;\n",
       " animation: pulsate 2s infinite ease-out;\n",
       " text-rendering: auto;\n",
       " -webkit-font-smoothing: antialiased;\n",
       " cursor: pointer;\n",
       " margin-left: 0px !important;\n",
       " vertical-align: middle;\n",
       " margin-top: 1px;\n",
       " content: \"\\f111\";\n",
       "}\n",
       "@-webkit-keyframes pulsate {\n",
       " 0% {\n",
       "  -webkit-transform: scale(1.0,1.0);\n",
       "  opacity: 0.8;\n",
       " }\n",
       " 8% {\n",
       "  -webkit-transform: scale(1.0,1.0);\n",
       "  opacity: 0.8;\n",
       " }\n",
       " 50% {\n",
       "  -webkit-transform: scale(0.75,0.75);\n",
       "  opacity: 0.3;\n",
       " }\n",
       " 92% {\n",
       "  -webkit-transform: scale(1.0,1.0);\n",
       "  opacity: 0.8;\n",
       " }\n",
       " 100% {\n",
       "  -webkit-transform: scale(1.0,1.0);\n",
       "  opacity: 0.8;\n",
       " }\n",
       "}\n",
       "i#kernel_indicator_icon {\n",
       " vertical-align: sub;\n",
       "}\n",
       "div.notification_widget.info,\n",
       ".notification_widget.info,\n",
       ".notification_widget:active:hover,\n",
       ".notification_widget.active:hover,\n",
       ".open > .dropdown-toggle.notification_widget:hover,\n",
       ".notification_widget:active:focus,\n",
       ".notification_widget.active:focus,\n",
       ".open > .dropdown-toggle.notification_widget:focus,\n",
       ".notification_widget:active.focus,\n",
       ".notification_widget.active.focus,\n",
       ".open > .dropdown-toggle.notification_widget.focus,\n",
       "div#notification_notebook.notification_widget.btn.btn-xs.navbar-btn,\n",
       "div#notification_notebook.notification_widget.btn.btn-xs.navbar-btn:hover,\n",
       "div#notification_notebook.notification_widget.btn.btn-xs.navbar-btn:focus {\n",
       " color: #303030;\n",
       " background-color: #ffffff;\n",
       " border-color: #ffffff;\n",
       "}\n",
       "#notification_area,\n",
       "div.notification_area {\n",
       " float: right !important;\n",
       " position: static;\n",
       "}\n",
       ".notification_widget,\n",
       "div.notification_widget {\n",
       " margin-right: 0px;\n",
       " margin-left: 0px;\n",
       " padding-right: 0px;\n",
       " vertical-align: text-top !important;\n",
       " margin-top: 6px !important;\n",
       " z-index: 1000;\n",
       "}\n",
       "#kernel_logo_widget,\n",
       "#kernel_logo_widget .current_kernel_logo {\n",
       " display: none;\n",
       "}\n",
       "div#ipython_notebook {\n",
       " display: none;\n",
       "}\n",
       "i.fa.fa-icon {\n",
       " -webkit-font-smoothing: antialiased;\n",
       " -moz-osx-font-smoothing: grayscale;\n",
       " text-rendering: auto;\n",
       "}\n",
       ".fa {\n",
       " display: inline-block;\n",
       " font: normal normal normal 10pt/1 \"FontAwesome\", \"Meslo\", monospace;\n",
       " text-rendering: auto;\n",
       " -webkit-font-smoothing: antialiased;\n",
       " -moz-osx-font-smoothing: grayscale;\n",
       "}\n",
       ".dropdown-menu {\n",
       " font-family: \"Meslo\", monospace;\n",
       " font-size: 12pt;\n",
       " box-shadow: none;\n",
       " padding: 0px;\n",
       " text-align: left;\n",
       " border: none;\n",
       " background-color: #dedede;\n",
       " background: #dedede;\n",
       " line-height: 1;\n",
       "}\n",
       ".dropdown-menu:hover {\n",
       " font-family: \"Meslo\", monospace;\n",
       " font-size: 12pt;\n",
       " box-shadow: none;\n",
       " padding: 0px;\n",
       " text-align: left;\n",
       " border: none;\n",
       " background-color: #dedede;\n",
       " box-shadow: none;\n",
       " line-height: 1;\n",
       "}\n",
       ".dropdown-menu > li > a {\n",
       " font-family: \"Meslo\", monospace;\n",
       " font-size: 11.0pt;\n",
       " display: block;\n",
       " padding: 10px 20px 9px 10px;\n",
       " color: #303030;\n",
       " background-color: #dedede;\n",
       " background: #dedede;\n",
       "}\n",
       ".dropdown-menu > li > a:hover,\n",
       ".dropdown-menu > li > a:focus {\n",
       " color: #2f2f2f;\n",
       " background-color: #d4d4d4;\n",
       " background: #d4d4d4;\n",
       " border-color: #d4d4d4;\n",
       " transition: 200ms ease;\n",
       "}\n",
       ".dropdown-menu .divider {\n",
       " height: 1px;\n",
       " margin: 0px 0px;\n",
       " overflow: hidden;\n",
       " background-color: rgba(180,180,180,.30);\n",
       "}\n",
       ".dropdown-submenu > .dropdown-menu {\n",
       " display: none;\n",
       " top: 2px !important;\n",
       " left: 100%;\n",
       " margin-top: -2px;\n",
       " margin-left: 0px;\n",
       " padding-top: 0px;\n",
       " transition: 200ms ease;\n",
       "}\n",
       ".dropdown-menu > .disabled > a,\n",
       ".dropdown-menu > .disabled > a:hover,\n",
       ".dropdown-menu > .disabled > a:focus {\n",
       " font-family: \"Meslo\", monospace;\n",
       " font-size: 11.0pt;\n",
       " font-weight: normal;\n",
       " color: #828892;\n",
       " padding: none;\n",
       " display: block;\n",
       " clear: both;\n",
       " white-space: nowrap;\n",
       "}\n",
       ".dropdown-submenu > a:after {\n",
       " color: #303030;\n",
       " margin-right: -16px;\n",
       " margin-top: 0px;\n",
       " display: inline-block;\n",
       "}\n",
       ".dropdown-submenu:hover > a:after,\n",
       ".dropdown-submenu:active > a:after,\n",
       ".dropdown-submenu:focus > a:after,\n",
       ".dropdown-submenu:visited > a:after {\n",
       " color: #ff7823;\n",
       " margin-right: -16px;\n",
       " display: inline-block !important;\n",
       "}\n",
       "div.kse-dropdown > .dropdown-menu,\n",
       ".kse-dropdown > .dropdown-menu {\n",
       " min-width: 0;\n",
       " top: 94%;\n",
       "}\n",
       ".btn,\n",
       ".btn-default {\n",
       " font-family: \"Meslo\", monospace;\n",
       " color: #303030;\n",
       " background: #e5e5e5;\n",
       " background-color: #e5e5e5;\n",
       " border: 2px solid #e5e5e5;\n",
       " font-weight: normal;\n",
       " box-shadow: none;\n",
       " text-shadow: none;\n",
       " border-radius: 3px;\n",
       " font-size: initial;\n",
       "}\n",
       ".btn:hover,\n",
       ".btn:active:hover,\n",
       ".btn.active:hover,\n",
       ".btn-default:hover,\n",
       ".open > .dropdown-toggle.btn-default:hover,\n",
       ".open > .dropdown-toggle.btn:hover {\n",
       " color: #ef5c00;\n",
       " border: 2px solid #e0e0e0;\n",
       " background-color: #e0e0e0;\n",
       " background: #e0e0e0;\n",
       " background-image: none;\n",
       " box-shadow: none !important;\n",
       " border-radius: 3px;\n",
       "}\n",
       ".btn:active,\n",
       ".btn.active,\n",
       ".btn:active:focus,\n",
       ".btn.active:focus,\n",
       ".btn:active.focus,\n",
       ".btn.active.focus,\n",
       ".btn-default:focus,\n",
       ".btn-default.focus,\n",
       ".btn-default:active,\n",
       ".btn-default.active,\n",
       ".btn-default:active:hover,\n",
       ".btn-default.active:hover,\n",
       ".btn-default:active:focus,\n",
       ".btn-default.active:focus,\n",
       ".btn-default:active.focus,\n",
       ".btn-default.active.focus,\n",
       ".open > .dropdown-toggle.btn:focus,\n",
       ".open > .dropdown-toggle.btn.focus,\n",
       ".open > .dropdown-toggle.btn-default:hover,\n",
       ".open > .dropdown-toggle.btn-default:focus,\n",
       ".open > .dropdown-toggle.btn-default.hover,\n",
       ".open > .dropdown-toggle.btn-default.focus {\n",
       " color: #ef5c00;\n",
       " border: 2px solid #e0e0e0;\n",
       " background-color: #e0e0e0 !important;\n",
       " background: #e0e0e0 !important;\n",
       " background-image: none;\n",
       " box-shadow: none !important;\n",
       " border-radius: 3px;\n",
       "}\n",
       ".btn-default:active:hover,\n",
       ".btn-default.active:hover,\n",
       ".btn-default:active:focus,\n",
       ".btn-default.active:focus,\n",
       ".btn-default:active.focus,\n",
       ".btn-default.active.focus {\n",
       " color: #ef5c00 !important;\n",
       " background-color: #e5e5e5;\n",
       " border-color: #ffccac !important;\n",
       " transition: 2000ms ease;\n",
       "}\n",
       ".btn:focus,\n",
       ".btn.focus,\n",
       ".btn:active:focus,\n",
       ".btn.active:focus,\n",
       ".btn:active,\n",
       ".btn.active,\n",
       ".btn:active.focus,\n",
       ".btn.active.focus {\n",
       " color: #ef5c00 !important;\n",
       " outline: none !important;\n",
       " outline-width: 0px !important;\n",
       " background: #ffccac !important;\n",
       " background-color: #ffccac !important;\n",
       " border-color: #ffccac !important;\n",
       " transition: 200ms ease !important;\n",
       "}\n",
       ".item_buttons > .btn,\n",
       ".item_buttons > .btn-group,\n",
       ".item_buttons > .input-group {\n",
       " font-size: 12pt;\n",
       " background: transparent;\n",
       " background-color: transparent;\n",
       " border: 0px solid #e4e4e4;\n",
       " border-bottom: 2px solid transparent;\n",
       " margin-left: 5px;\n",
       " padding-top: 4px !important;\n",
       "}\n",
       ".item_buttons > .btn:hover,\n",
       ".item_buttons > .btn-group:hover,\n",
       ".item_buttons > .input-group:hover,\n",
       ".item_buttons > .btn.active,\n",
       ".item_buttons > .btn-group.active,\n",
       ".item_buttons > .input-group.active,\n",
       ".item_buttons > .btn.focus {\n",
       " margin-left: 5px;\n",
       " background: #dfdfdf;\n",
       " padding-top: 4px !important;\n",
       " background-color: transparent;\n",
       " border: 0px solid transparent;\n",
       " border-bottom: 2px solid #ff7823;\n",
       " border-radius: 0px;\n",
       " transition: none;\n",
       "}\n",
       ".item_buttons {\n",
       " line-height: 1.5em !important;\n",
       "}\n",
       ".item_buttons .btn {\n",
       " min-width: 11ex;\n",
       "}\n",
       ".btn-group > .btn:first-child {\n",
       " margin-left: 3px;\n",
       "}\n",
       ".btn-group > .btn-mini,\n",
       ".btn-sm,\n",
       ".btn-group-sm > .btn,\n",
       ".btn-xs,\n",
       ".btn-group-xs > .btn,\n",
       ".alternate_upload .btn-upload,\n",
       ".btn-group,\n",
       ".btn-group-vertical {\n",
       " font-size: inherit;\n",
       " font-weight: normal;\n",
       " height: inherit;\n",
       " line-height: inherit;\n",
       "}\n",
       ".btn-xs,\n",
       ".btn-group-xs > .btn {\n",
       " font-size: initial !important;\n",
       " background-image: none;\n",
       " font-weight: normal;\n",
       " text-shadow: none;\n",
       " display: inline-table;\n",
       " padding: 2px 5px;\n",
       " line-height: 1.45;\n",
       "}\n",
       ".btn-group > .btn:first-child {\n",
       " margin-left: 3px;\n",
       "}\n",
       "div#new-buttons > button,\n",
       "#new-buttons > button,\n",
       "div#refresh_notebook_list,\n",
       "#refresh_notebook_list {\n",
       " background: transparent;\n",
       " background-color: transparent;\n",
       " border: none;\n",
       "}\n",
       "div#new-buttons > button:hover,\n",
       "#new-buttons > button:hover,\n",
       "div#refresh_notebook_list,\n",
       "#refresh_notebook_list,\n",
       "div.alternate_upload .btn-upload,\n",
       ".alternate_upload .btn-upload,\n",
       "div.dynamic-buttons > button,\n",
       ".dynamic-buttons > button,\n",
       ".dynamic-buttons > button:focus,\n",
       ".dynamic-buttons > button:active:focus,\n",
       ".dynamic-buttons > button.active:focus,\n",
       ".dynamic-buttons > button.focus,\n",
       ".dynamic-buttons > button:active.focus,\n",
       ".dynamic-buttons > button.active.focus,\n",
       "#new-buttons > button:focus,\n",
       "#new-buttons > button:active:focus,\n",
       "#new-buttons > button.active:focus,\n",
       "#new-buttons > button.focus,\n",
       "#new-buttons > button:active.focus,\n",
       "#new-buttons > button.active.focus,\n",
       ".alternate_upload .btn-upload:focus,\n",
       ".alternate_upload .btn-upload:active:focus,\n",
       ".alternate_upload .btn-upload.active:focus,\n",
       ".alternate_upload .btn-upload.focus,\n",
       ".alternate_upload .btn-upload:active.focus,\n",
       ".alternate_upload .btn-upload.active.focus {\n",
       " background: transparent !important;\n",
       " background-color: transparent !important;\n",
       " border: none !important;\n",
       "}\n",
       ".alternate_upload input.fileinput {\n",
       " text-align: center;\n",
       " vertical-align: bottom;\n",
       " margin-left: -.5ex;\n",
       " display: inline-table;\n",
       " border: solid 0px #e5e5e5;\n",
       " margin-bottom: -1ex;\n",
       "}\n",
       ".alternate_upload .btn-upload {\n",
       " display: inline-table;\n",
       " background: transparent;\n",
       " border: none;\n",
       "}\n",
       ".btn-group .btn + .btn,\n",
       ".btn-group .btn + .btn-group,\n",
       ".btn-group .btn-group + .btn,\n",
       ".btn-group .btn-group + .btn-group {\n",
       " margin-left: -2px;\n",
       "}\n",
       ".btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {\n",
       " border-bottom-right-radius: 0;\n",
       " border-top-right-radius: 0;\n",
       " z-index: 2;\n",
       "}\n",
       ".dropdown-header {\n",
       " font-family: \"Meslo\", monospace !important;\n",
       " font-size: 12pt !important;\n",
       " color: #ff7823 !important;\n",
       " border-bottom: none !important;\n",
       " padding: 0px !important;\n",
       " margin: 6px 6px 0px !important;\n",
       "}\n",
       "span#last-modified.btn.btn-xs.btn-default.sort-action,\n",
       "span#sort-name.btn.btn-xs.btn-default.sort-action {\n",
       " font-family: \"Meslo\", monospace;\n",
       " font-size: 16px;\n",
       " background-color: transparent;\n",
       " background: transparent;\n",
       " border: none;\n",
       " color: #303030;\n",
       " padding-bottom: 0px;\n",
       " margin-bottom: 0px;\n",
       " vertical-align: sub;\n",
       "}\n",
       "span#last-modified.btn.btn-xs.btn-default.sort-action {\n",
       " margin-left: 19px;\n",
       "}\n",
       "button.close {\n",
       " border: 0px none;\n",
       " font-family: sans-serif;\n",
       " font-size: 20pt;\n",
       " font-weight: normal;\n",
       "}\n",
       ".dynamic-buttons {\n",
       " padding-top: 0px;\n",
       " display: inline-block;\n",
       "}\n",
       ".close {\n",
       " color: #de143d;\n",
       " opacity: .5;\n",
       " text-shadow: none;\n",
       " font-weight: normal;\n",
       "}\n",
       ".close:hover {\n",
       " color: #de143d;\n",
       " opacity: 1;\n",
       " font-weight: normal;\n",
       "}\n",
       "div.nbext-enable-btns .btn[disabled],\n",
       "div.nbext-enable-btns .btn[disabled]:hover,\n",
       ".btn-default.disabled,\n",
       ".btn-default[disabled],\n",
       ".btn-default.disabled:hover,\n",
       ".btn-default[disabled]:hover,\n",
       "fieldset[disabled] .btn-default:hover,\n",
       ".btn-default.disabled:focus,\n",
       ".btn-default[disabled]:focus,\n",
       "fieldset[disabled] .btn-default:focus,\n",
       ".btn-default.disabled.focus,\n",
       ".btn-default[disabled].focus,\n",
       "fieldset[disabled] .btn-default.focus {\n",
       " color: #4a4a4a;\n",
       " background: #e2e2e2;\n",
       " background-color: #e2e2e2;\n",
       " border-color: #e2e2e2;\n",
       " transition: 200ms ease;\n",
       "}\n",
       ".input-group-addon {\n",
       " padding: 2px 5px;\n",
       " font-size: 12pt;\n",
       " font-weight: normal;\n",
       " height: auto;\n",
       " color: #303030;\n",
       " text-align: center;\n",
       " background-color: transparent;\n",
       " border: 2px solid transparent !important;\n",
       " text-transform: capitalize;\n",
       "}\n",
       "a.btn.btn-default.input-group-addon:hover {\n",
       " background: transparent !important;\n",
       " background-color: transparent !important;\n",
       "}\n",
       ".btn-group > .btn + .dropdown-toggle {\n",
       " padding-left: 8px;\n",
       " padding-right: 8px;\n",
       " height: 100%;\n",
       "}\n",
       ".btn-group > .btn + .dropdown-toggle:hover {\n",
       " background: #e0e0e0 !important;\n",
       "}\n",
       ".input-group-btn {\n",
       " position: relative;\n",
       " font-size: inherit;\n",
       " white-space: nowrap;\n",
       " background: #e4e4e4;\n",
       " background-color: #e4e4e4;\n",
       " border: none;\n",
       "}\n",
       ".input-group-btn:hover {\n",
       " background: #dfdfdf;\n",
       " background-color: #dfdfdf;\n",
       " border: none;\n",
       "}\n",
       ".input-group-btn:first-child > .btn,\n",
       ".input-group-btn:first-child > .btn-group {\n",
       " background: #e4e4e4;\n",
       " background-color: #e4e4e4;\n",
       " border: none;\n",
       " margin-left: 2px;\n",
       " margin-right: -1px;\n",
       " font-size: inherit;\n",
       "}\n",
       ".input-group-btn:first-child > .btn:hover,\n",
       ".input-group-btn:first-child > .btn-group:hover {\n",
       " background: #e0e0e0;\n",
       " background-color: #e0e0e0;\n",
       " border: none;\n",
       " font-size: inherit;\n",
       " transition: 200ms ease;\n",
       "}\n",
       "div.modal .btn-group > .btn:first-child {\n",
       " background: #e4e4e4;\n",
       " background-color: #e4e4e4;\n",
       " border: 1px solid #e1e1e1;\n",
       " margin-top: 0px !important;\n",
       " margin-left: 0px;\n",
       " margin-bottom: 2px;\n",
       "}\n",
       "div.modal .btn-group > .btn:first-child:hover {\n",
       " background: #dfdfdf;\n",
       " background-color: #dfdfdf;\n",
       " border: 1px solid #dfdfdf;\n",
       " transition: 200ms ease;\n",
       "}\n",
       "div.modal > button,\n",
       "div.modal-footer > button {\n",
       " background: #e4e4e4;\n",
       " background-color: #e4e4e4;\n",
       " border-color: #e4e4e4;\n",
       "}\n",
       "div.modal > button:hover,\n",
       "div.modal-footer > button:hover {\n",
       " background: #dfdfdf;\n",
       " background-color: #dfdfdf;\n",
       " border-color: #dfdfdf;\n",
       " transition: 200ms ease;\n",
       "}\n",
       ".modal-content {\n",
       " font-family: \"Meslo\", monospace;\n",
       " font-size: 11.0pt;\n",
       " position: relative;\n",
       " background: #e4e4e4;\n",
       " background-color: #e4e4e4;\n",
       " border: none;\n",
       " border-radius: 1px;\n",
       " background-clip: padding-box;\n",
       " outline: none;\n",
       "}\n",
       ".modal-header {\n",
       " font-family: \"Meslo\", monospace;\n",
       " font-size: 12pt;\n",
       " color: #303030;\n",
       " background: #e4e4e4;\n",
       " background-color: #e4e4e4;\n",
       " border-color: #dedede;\n",
       " padding: 12px;\n",
       " min-height: 16.4286px;\n",
       "}\n",
       ".modal-content h4 {\n",
       " font-family: \"Meslo\", monospace;\n",
       " font-size: 16pt;\n",
       " color: #303030;\n",
       " padding: 5px;\n",
       "}\n",
       ".modal-body {\n",
       " background-color: #ffffff;\n",
       " position: relative;\n",
       " padding: 15px;\n",
       "}\n",
       ".modal-footer {\n",
       " padding: 8px;\n",
       " text-align: right;\n",
       " background-color: #ffffff;\n",
       " border-top: none;\n",
       "}\n",
       ".alert-info {\n",
       " background-color: #fdfdfd;\n",
       " border-color: #dedede;\n",
       " color: #303030;\n",
       "}\n",
       ".modal-header .close {\n",
       " margin-top: -5px;\n",
       " font-size: 25pt;\n",
       "}\n",
       ".modal-backdrop,\n",
       ".modal-backdrop.in {\n",
       " opacity: 0.85;\n",
       " background-color: notebook-bg;\n",
       "}\n",
       "div.panel,\n",
       "div.panel-default,\n",
       ".panel,\n",
       ".panel-default {\n",
       " font-family: \"Meslo\", monospace;\n",
       " font-size: 12pt;\n",
       " background-color: #f4f4f4;\n",
       " color: #303030;\n",
       " margin-bottom: 14px;\n",
       " border: 0;\n",
       " box-shadow: none;\n",
       "}\n",
       "div.panel > .panel-heading,\n",
       "div.panel-default > .panel-heading {\n",
       " font-size: 14pt;\n",
       " color: #303030;\n",
       " background: #e4e4e4;\n",
       " background-color: #e4e4e4;\n",
       " border: 0;\n",
       "}\n",
       ".modal .modal-dialog {\n",
       " min-width: 950px;\n",
       " margin: 50px auto;\n",
       "}\n",
       "div.container-fluid {\n",
       " margin-right: auto;\n",
       " margin-left: auto;\n",
       " padding-left: 0px;\n",
       " padding-right: 5px;\n",
       "}\n",
       "div.form-control,\n",
       ".form-control {\n",
       " font-family: \"Meslo\", monospace;\n",
       " font-size: initial;\n",
       " color: #303030;\n",
       " background-color: #ffffff;\n",
       " border: 1px solid #d0d0d0 !important;\n",
       " margin-left: 2px;\n",
       " box-shadow: none;\n",
       " transition: border-color 0.15s ease-in-out 0s, box-shadow 0.15s ease-in-out 0s;\n",
       "}\n",
       ".form-control-static {\n",
       " min-height: inherit;\n",
       " height: inherit;\n",
       "}\n",
       ".form-group.list-group-item {\n",
       " color: #303030;\n",
       " background-color: #f4f4f4;\n",
       " border-color: #dedede;\n",
       " margin-bottom: 0px;\n",
       "}\n",
       ".form-group .input-group {\n",
       " float: left;\n",
       "}\n",
       "input,\n",
       "button,\n",
       "select,\n",
       "textarea {\n",
       " background-color: #ffffff;\n",
       " font-weight: normal;\n",
       " border: 1px solid #dedede;\n",
       "}\n",
       "select.form-control.select-xs {\n",
       " height: 33px;\n",
       " font-size: 12pt;\n",
       "}\n",
       ".toolbar select,\n",
       ".toolbar label {\n",
       " width: auto;\n",
       " vertical-align: middle;\n",
       " margin-right: 0px;\n",
       " margin-bottom: 0px;\n",
       " display: inline;\n",
       " font-size: 92%;\n",
       " margin-left: 10px;\n",
       " padding: 0px;\n",
       " background: #e5e5e5 !important;\n",
       " background-color: #e5e5e5 !important;\n",
       " border: 2px solid #e5e5e5 !important;\n",
       "}\n",
       ".form-control:focus {\n",
       " border-color: #ff7823;\n",
       " outline: 2px solid rgba(240,147,43,.50);\n",
       " -webkit-box-shadow: none;\n",
       "}\n",
       "::-webkit-input-placeholder {\n",
       " color: #828892;\n",
       "}\n",
       "::-moz-placeholder {\n",
       " color: #828892;\n",
       "}\n",
       ":-ms-input-placeholder {\n",
       " color: #828892;\n",
       "}\n",
       ":-moz-placeholder {\n",
       " color: #828892;\n",
       "}\n",
       "[dir=\"ltr\"] #find-and-replace .input-group-btn + .form-control {\n",
       " border: 2px solid #dedede !important;\n",
       "}\n",
       "[dir=\"ltr\"] #find-and-replace .input-group-btn + .form-control:focus {\n",
       " border-color: #ff7823;\n",
       " outline: 2px solid rgba(240,147,43,.50);\n",
       " -webkit-box-shadow: none;\n",
       " box-shadow: none;\n",
       "}\n",
       "div.output.output_scroll {\n",
       " box-shadow: none;\n",
       "}\n",
       "::-webkit-scrollbar {\n",
       " width: 11px;\n",
       " max-height: 9px;\n",
       " background-color: #ebebeb;\n",
       " border-radius: 3px;\n",
       " border: none;\n",
       "}\n",
       "::-webkit-scrollbar-track {\n",
       " background: #ebebeb;\n",
       " border: none;\n",
       " width: 11px;\n",
       " max-height: 9px;\n",
       "}\n",
       "::-webkit-scrollbar-thumb {\n",
       " border-radius: 2px;\n",
       " border: none;\n",
       " background: #909090;\n",
       " background-clip: content-box;\n",
       " width: 11px;\n",
       "}\n",
       "HTML,\n",
       "body,\n",
       "div,\n",
       "dl,\n",
       "dt,\n",
       "dd,\n",
       "ul,\n",
       "ol,\n",
       "li,\n",
       "h1,\n",
       "h2,\n",
       "h3,\n",
       "h4,\n",
       "h5,\n",
       "h6,\n",
       "pre,\n",
       "code,\n",
       "form,\n",
       "fieldset,\n",
       "legend,\n",
       "input,\n",
       "button,\n",
       "textarea,\n",
       "p,\n",
       "blockquote,\n",
       "th,\n",
       "td,\n",
       "span,\n",
       "a {\n",
       " text-rendering: auto;\n",
       " -webkit-font-smoothing: antialiased;\n",
       "}\n",
       "div.input_area {\n",
       " background-color: #ededed;\n",
       " background: #ededed;\n",
       " padding-right: 1.2em;\n",
       " border: 0px;\n",
       " border-radius: 0px;\n",
       " border-top-right-radius: 3px;\n",
       " border-bottom-right-radius: 3px;\n",
       "}\n",
       "div.cell {\n",
       " padding: 0px;\n",
       " background: #ffffff;\n",
       " background-color: #ffffff;\n",
       " border: medium solid #ffffff;\n",
       " border-radius: 0px;\n",
       " top: 0;\n",
       "}\n",
       "div.cell.selected {\n",
       " background: #ffffff;\n",
       " background-color: #ffffff;\n",
       " border: medium solid #ffffff;\n",
       " padding: 0px;\n",
       " border-radius: 3px;\n",
       "}\n",
       ".edit_mode div.cell.selected {\n",
       " padding: 0px;\n",
       " background: #ffffff;\n",
       " background-color: #ffffff;\n",
       " border: medium solid #ffffff;\n",
       " border-radius: 3px;\n",
       "}\n",
       "div.cell.edit_mode {\n",
       " padding: 0px;\n",
       " background: #ffffff;\n",
       " background-color: #ffffff;\n",
       "}\n",
       "div.CodeMirror-sizer {\n",
       " margin-left: 0px;\n",
       " margin-bottom: -21px;\n",
       " border-right-width: 16px;\n",
       " min-height: 37px;\n",
       " padding-right: 0px;\n",
       " padding-bottom: 0px;\n",
       " margin-top: 0px;\n",
       "}\n",
       "div.cell.selected:before,\n",
       ".edit_mode div.cell.selected:before,\n",
       "div.cell.selected:before,\n",
       "div.cell.selected.jupyter-soft-selected:before {\n",
       " background: #ededed;\n",
       " border: none;\n",
       " border-radius: 3px;\n",
       " position: absolute;\n",
       " display: block;\n",
       " top: 0px;\n",
       " left: 0px;\n",
       " width: 0px;\n",
       " height: 100%;\n",
       "}\n",
       "div.cell.code_cell .input {\n",
       " border-left: 5px solid #ededed !important;\n",
       " border-radius: 3px;\n",
       " border-bottom-left-radius: 3px;\n",
       " border-top-left-radius: 3px;\n",
       "}\n",
       "div.cell.code_cell.selected .input {\n",
       " border-left: 5px solid #ff7823 !important;\n",
       " border-radius: 3px;\n",
       "}\n",
       ".edit_mode div.cell.code_cell.selected .input {\n",
       " border-left: 5px solid #ffd5bb !important;\n",
       " border-radius: 3px;\n",
       "}\n",
       ".edit_mode div.cell.selected:before {\n",
       " height: 100%;\n",
       " border-left: 5px solid #ffd5bb !important;\n",
       " border-radius: 3px;\n",
       "}\n",
       "div.cell.jupyter-soft-selected,\n",
       "div.cell.selected.jupyter-soft-selected {\n",
       " border-left-color: #ffd5bb !important;\n",
       " border-left-width: 0px !important;\n",
       " padding-left: 7px !important;\n",
       " border-right-color: #ffd5bb !important;\n",
       " border-right-width: 0px !important;\n",
       " background: #ffd5bb !important;\n",
       " border-radius: 6px !important;\n",
       "}\n",
       "div.cell.selected.jupyter-soft-selected .input {\n",
       " border-left: 5px solid #ededed !important;\n",
       "}\n",
       "div.cell.selected.jupyter-soft-selected {\n",
       " border-left-color: #ff7823;\n",
       " border-color: #ffffff;\n",
       " padding-left: 7px;\n",
       " border-radius: 6px;\n",
       "}\n",
       "div.cell.code_cell.selected .input {\n",
       " border-left: none;\n",
       " border-radius: 3px;\n",
       "}\n",
       "div.cell.selected.jupyter-soft-selected .prompt,\n",
       "div.cell.text_cell.selected.jupyter-soft-selected .prompt {\n",
       " top: 0;\n",
       " border-left: #ededed !important;\n",
       " border-radius: 2px;\n",
       "}\n",
       "div.cell.text_cell.selected.jupyter-soft-selected .input_prompt {\n",
       " border-left: none !important;\n",
       "}\n",
       "div.cell.text_cell.jupyter-soft-selected,\n",
       "div.cell.text_cell.selected.jupyter-soft-selected {\n",
       " border-left-color: #f2f2f2 !important;\n",
       " border-left-width: 0px !important;\n",
       " padding-left: 7px !important;\n",
       " border-right-color: #f2f2f2 !important;\n",
       " border-right-width: 0px !important;\n",
       " background: #f2f2f2 !important;\n",
       " border-radius: 6px !important;\n",
       "}\n",
       "div.prompt,\n",
       ".prompt {\n",
       " font-family: \"Oxygen Mono\", monospace, monospace;\n",
       " font-size: 9pt !important;\n",
       " font-weight: normal;\n",
       " color: #828892;\n",
       " line-height: 170%;\n",
       " padding: 0px;\n",
       " padding-top: 4px;\n",
       " padding-left: 0px;\n",
       " padding-right: 1px;\n",
       " text-align: right !important;\n",
       " min-width: 12.5ex !important;\n",
       " width: 12.5ex !important;\n",
       "}\n",
       "div.prompt.input_prompt {\n",
       " font-size: 9pt !important;\n",
       " background-color: #ededed;\n",
       " border-top: 0px;\n",
       " border-top-right-radius: 0px;\n",
       " border-bottom-left-radius: 0px;\n",
       " border-bottom-right-radius: 0px;\n",
       " padding-right: 3px;\n",
       " min-width: 12.5ex;\n",
       " width: 12.5ex !important;\n",
       "}\n",
       "div.cell.code_cell .input_prompt {\n",
       " border-right: 2px solid rgba(240,147,43,.50);\n",
       "}\n",
       "div.cell.selected .prompt {\n",
       " top: 0;\n",
       "}\n",
       ".edit_mode div.cell.selected .prompt {\n",
       " top: 0;\n",
       "}\n",
       ".edit_mode div.cell.selected .prompt {\n",
       " top: 0;\n",
       "}\n",
       "div.output_wrapper {\n",
       " background-color: #ffffff;\n",
       " border: 0px;\n",
       " left: 0px;\n",
       " margin-bottom: 0em;\n",
       " margin-top: 0em;\n",
       " border-top-right-radius: 0px;\n",
       " border-top-left-radius: 0px;\n",
       "}\n",
       "div.output_subarea.output_text.output_stream.output_stdout,\n",
       "div.output_subarea.output_text {\n",
       " font-family: \"Oxygen Mono\", monospace, monospace;\n",
       " font-size: 9pt !important;\n",
       " line-height: 150% !important;\n",
       " background-color: #ffffff;\n",
       " color: #303030;\n",
       " border-top-right-radius: 0px;\n",
       " border-top-left-radius: 0px;\n",
       "}\n",
       "div.output_area pre {\n",
       " font-family: \"Oxygen Mono\", monospace, monospace;\n",
       " font-size: 9pt !important;\n",
       " line-height: 151% !important;\n",
       " color: #303030;\n",
       " border-top-right-radius: 0px;\n",
       " border-top-left-radius: 0px;\n",
       "}\n",
       "div.output_area {\n",
       " display: -webkit-box;\n",
       "}\n",
       "div.output_html {\n",
       " font-family: \"Oxygen Mono\", monospace, monospace;\n",
       " font-size: 9pt;\n",
       " color: #353535;\n",
       " background-color: #ffffff;\n",
       " background: #ffffff;\n",
       "}\n",
       "div.output_subarea {\n",
       " overflow-x: auto;\n",
       " padding: 0.8em !important;\n",
       " -webkit-box-flex: 1;\n",
       " -moz-box-flex: 1;\n",
       " box-flex: 1;\n",
       " flex: 1;\n",
       "}\n",
       "div.btn.btn-default.output_collapsed {\n",
       " background: #d7d7d7;\n",
       " background-color: #d7d7d7;\n",
       " border-color: #d7d7d7;\n",
       "}\n",
       "div.btn.btn-default.output_collapsed:hover {\n",
       " background: #d2d2d2;\n",
       " background-color: #d2d2d2;\n",
       " border-color: #d2d2d2;\n",
       "}\n",
       "div.prompt.output_prompt {\n",
       " font-family: \"Oxygen Mono\", monospace, monospace;\n",
       " font-size: 9.5pt !important;\n",
       " font-weight: bold !important;\n",
       " background-color: #ffffff;\n",
       " color: transparent;\n",
       " border-bottom-left-radius: 4px;\n",
       " border-top-right-radius: 0px;\n",
       " border-top-left-radius: 0px;\n",
       " border-bottom-right-radius: 0px;\n",
       " min-width: 12.5ex !important;\n",
       " width: 12.5ex !important;\n",
       " border-right: 2px solid transparent;\n",
       "}\n",
       "div.out_prompt_overlay.prompt {\n",
       " font-family: \"Oxygen Mono\", monospace, monospace;\n",
       " font-size: 9.5pt !important;\n",
       " font-weight: bold !important;\n",
       " background-color: #ffffff;\n",
       " border-bottom-left-radius: 2px;\n",
       " border-top-right-radius: 0px;\n",
       " border-top-left-radius: 0px;\n",
       " border-bottom-right-radius: 0px;\n",
       " min-width: 12.5ex !important;\n",
       " width: 12.5ex !important;\n",
       " border-right: 2px solid transparent;\n",
       " color: transparent;\n",
       "}\n",
       "div.out_prompt_overlay.prompt:hover {\n",
       " background-color: #f7f7f7;\n",
       " box-shadow: none !important;\n",
       " border: none;\n",
       " border-bottom-left-radius: 2px;\n",
       " -webkit-border-: 2px;\n",
       " -moz-border-radius: 2px;\n",
       " border-top-right-radius: 0px;\n",
       " border-top-left-radius: 0px;\n",
       " min-width: 12.5ex !important;\n",
       " width: 12.5ex !important;\n",
       " border-right: 2px solid #f7f7f7 !important;\n",
       "}\n",
       "div.cell.code_cell .output_prompt {\n",
       " border-right: 2px solid transparent;\n",
       " color: transparent;\n",
       "}\n",
       "div.cell.selected .output_prompt,\n",
       "div.cell.selected .out_prompt_overlay.prompt {\n",
       " border-left: 5px solid #f2f2f2;\n",
       " border-right: 2px solid #ffffff;\n",
       " border-radius: 0px !important;\n",
       "}\n",
       ".edit_mode div.cell.selected .output_prompt,\n",
       ".edit_mode div.cell.selected .out_prompt_overlay.prompt {\n",
       " border-left: 5px solid #f2f2f2;\n",
       " border-right: 2px solid #ffffff;\n",
       " border-radius: 0px !important;\n",
       "}\n",
       "div.text_cell,\n",
       "div.text_cell_render pre,\n",
       "div.text_cell_render {\n",
       " font-family: \"Meslo\", monospace;\n",
       " font-size: 11pt;\n",
       " line-height: 130% !important;\n",
       " color: #353535;\n",
       " background: #ffffff;\n",
       " background-color: #ffffff;\n",
       " border-radius: 0px;\n",
       "}\n",
       "div .text_cell_render {\n",
       " padding: 0.4em 0.4em 0.4em 0.4em;\n",
       "}\n",
       "div.cell.text_cell .CodeMirror-lines {\n",
       " padding-top: .7em !important;\n",
       " padding-bottom: .4em !important;\n",
       " padding-left: .5em !important;\n",
       " padding-right: .5em !important;\n",
       " margin-top: .4em;\n",
       " margin-bottom: .3em;\n",
       "}\n",
       "div.cell.text_cell.unrendered div.input_area,\n",
       "div.cell.text_cell.rendered div.input_area {\n",
       " background-color: #ffffff;\n",
       " background: #ffffff;\n",
       " border: 0px;\n",
       " border-radius: 2px;\n",
       "}\n",
       "div.cell.text_cell .CodeMirror,\n",
       "div.cell.text_cell .CodeMirror pre {\n",
       " line-height: 170% !important;\n",
       "}\n",
       "div.cell.text_cell.rendered.selected {\n",
       " font-family: \"Meslo\", monospace;\n",
       " line-height: 170% !important;\n",
       " background: #ffffff;\n",
       " background-color: #ffffff;\n",
       " border-radius: 0px;\n",
       "}\n",
       "div.cell.text_cell.unrendered.selected {\n",
       " font-family: \"Meslo\", monospace;\n",
       " line-height: 170% !important;\n",
       " background: #ffffff;\n",
       " background-color: #ffffff;\n",
       " border-radius: 0px;\n",
       "}\n",
       "div.cell.text_cell.selected {\n",
       " font-family: \"Meslo\", monospace;\n",
       " line-height: 170% !important;\n",
       " background: #ffffff;\n",
       " background-color: #ffffff;\n",
       " border-radius: 0px;\n",
       "}\n",
       ".edit_mode div.cell.text_cell.selected {\n",
       " font-family: \"Meslo\", monospace;\n",
       " line-height: 170% !important;\n",
       " background: #ffffff;\n",
       " background-color: #ffffff;\n",
       " border-radius: 0px;\n",
       "}\n",
       "div.text_cell.unrendered,\n",
       "div.text_cell.unrendered.selected,\n",
       "div.edit_mode div.text_cell.unrendered {\n",
       " font-family: \"Meslo\", monospace;\n",
       " line-height: 170% !important;\n",
       " background: #ffffff;\n",
       " background-color: #ffffff;\n",
       " border-radius: 0px;\n",
       "}\n",
       "div.cell.text_cell .prompt {\n",
       " border-right: 0;\n",
       "}\n",
       "div.cell.text_cell.rendered .prompt {\n",
       " font-family: \"Oxygen Mono\", monospace, monospace;\n",
       " font-size: 9.5pt;\n",
       " font-weight: normal;\n",
       " color: #828892 !important;\n",
       " text-align: right !important;\n",
       " min-width: 12.5ex !important;\n",
       " width: 12.5ex !important;\n",
       " background-color: #ffffff;\n",
       " border-right: 2px solid transparent;\n",
       " border-left: 5px solid #ffffff;\n",
       "}\n",
       "div.cell.text_cell.unrendered .prompt {\n",
       " font-family: \"Oxygen Mono\", monospace, monospace;\n",
       " font-size: 9.5pt;\n",
       " font-weight: normal;\n",
       " color: #828892 !important;\n",
       " text-align: right !important;\n",
       " min-width: 12.5ex !important;\n",
       " width: 12.5ex !important;\n",
       " border-right: 2px solid transparent;\n",
       " border-left: 5px solid #ffffff;\n",
       "}\n",
       "div.cell.text_cell.rendered .prompt {\n",
       " border-right: 2px solid transparent;\n",
       "}\n",
       "div.cell.text_cell.rendered.selected .prompt {\n",
       " top: 0;\n",
       " border-left: 5px solid #f2f2f2;\n",
       " border-right: 2px solid transparent;\n",
       "}\n",
       "div.text_cell.unrendered.selected .prompt {\n",
       " top: 0;\n",
       " background: #ffffff;\n",
       " border-left: 5px solid #f2f2f2;\n",
       " border-right: 2px solid transparent;\n",
       "}\n",
       "div.rendered_html code {\n",
       " font-family: \"Oxygen Mono\", monospace, monospace;\n",
       " font-size: 10pt;\n",
       " padding-top: 3px;\n",
       " padding-left: 2px;\n",
       " color: #303030;\n",
       " background: #efefef;\n",
       " background-color: #efefef;\n",
       "}\n",
       "pre,\n",
       "code,\n",
       "kbd,\n",
       "samp {\n",
       " white-space: pre-wrap;\n",
       "}\n",
       ".well code,\n",
       "code {\n",
       " font-family: \"Oxygen Mono\", monospace, monospace;\n",
       " font-size: 10pt !important;\n",
       " line-height: 170% !important;\n",
       " color: #353535;\n",
       " background: #efefef;\n",
       " background-color: #efefef;\n",
       " border-color: #efefef;\n",
       "}\n",
       "kbd {\n",
       " padding: 1px;\n",
       " font-size: 10pt;\n",
       " font-weight: 800;\n",
       " color: #303030;\n",
       " background-color: transparent !important;\n",
       " border: 0;\n",
       " box-shadow: none;\n",
       "}\n",
       "pre {\n",
       " display: block;\n",
       " padding: 8.5px;\n",
       " margin: 0 0 9px;\n",
       " font-size: 11.0pt;\n",
       " line-height: 1.42857143;\n",
       " color: #303030;\n",
       " background-color: #efefef;\n",
       " border: 1px solid #e7e7e7;\n",
       " border-radius: 2px;\n",
       "}\n",
       "div.rendered_html {\n",
       " color: #353535;\n",
       "}\n",
       ".rendered_html * + ul {\n",
       " margin-top: .4em;\n",
       " margin-bottom: .3em;\n",
       "}\n",
       ".rendered_html * + p {\n",
       " margin-top: .5em;\n",
       " margin-bottom: .5em;\n",
       "}\n",
       "div.rendered_html pre {\n",
       " font-family: \"Oxygen Mono\", monospace, monospace;\n",
       " font-size: 10pt !important;\n",
       " line-height: 170% !important;\n",
       " color: #353535;\n",
       " background: #efefef;\n",
       " background-color: #efefef;\n",
       " max-width: 80%;\n",
       " border-radius: 0px;\n",
       " border-left: 3px solid #efefef;\n",
       " max-width: 80%;\n",
       " border-radius: 0px;\n",
       " padding-left: 5px;\n",
       " margin-left: 6px;\n",
       "}\n",
       "div.text_cell_render pre,\n",
       "div.text_cell_render code {\n",
       " font-family: \"Oxygen Mono\", monospace, monospace;\n",
       " font-size: 10pt !important;\n",
       " line-height: 170% !important;\n",
       " color: #353535;\n",
       " background: #ffffff;\n",
       " background-color: #ffffff;\n",
       " max-width: 80%;\n",
       " border-radius: 0px;\n",
       " border-left: none;\n",
       "}\n",
       "div.text_cell_render pre {\n",
       " border-left: 3px solid rgba(240,147,43,.50) !important;\n",
       " max-width: 80%;\n",
       " border-radius: 0px;\n",
       " padding-left: 5px;\n",
       " margin-left: 6px;\n",
       "}\n",
       "div.text_cell_render h1,\n",
       "div.rendered_html h1,\n",
       "div.text_cell_render h2,\n",
       "div.rendered_html h2,\n",
       "div.text_cell_render h3,\n",
       "div.rendered_html h3,\n",
       "div.text_cell_render h4,\n",
       "div.rendered_html h4,\n",
       "div.text_cell_render h5,\n",
       "div.rendered_html h5 {\n",
       " font-family: \"Meslo\", monospace;\n",
       " margin: 0.4em .2em .3em .2em !important;\n",
       "}\n",
       ".rendered_html h1:first-child,\n",
       ".rendered_html h2:first-child,\n",
       ".rendered_html h3:first-child,\n",
       ".rendered_html h4:first-child,\n",
       ".rendered_html h5:first-child,\n",
       ".rendered_html h6:first-child {\n",
       " margin-top: 0.2em !important;\n",
       " margin-bottom: 0.2em !important;\n",
       "}\n",
       ".rendered_html h1,\n",
       ".text_cell_render h1 {\n",
       " color: #126dce;\n",
       " font-size: 200%;\n",
       " text-align: center;\n",
       " font-style: normal;\n",
       " font-weight: normal;\n",
       "}\n",
       ".rendered_html h2,\n",
       ".text_cell_render h2 {\n",
       " text-align: left;\n",
       " font-size: 170%;\n",
       " color: #3f3d46;\n",
       " font-style: normal;\n",
       " font-weight: normal;\n",
       "}\n",
       ".rendered_html h3,\n",
       ".text_cell_render h3 {\n",
       " font-size: 140%;\n",
       " color: #3f3d46;\n",
       " font-style: normal;\n",
       " font-weight: normal;\n",
       "}\n",
       ".rendered_html h4,\n",
       ".text_cell_render h4 {\n",
       " font-size: 110%;\n",
       " color: #3f3d46;\n",
       " font-style: normal;\n",
       " font-weight: normal;\n",
       "}\n",
       ".rendered_html h5,\n",
       ".text_cell_render h5 {\n",
       " font-size: 100%;\n",
       " color: #2f2f2f;\n",
       " font-style: normal;\n",
       " font-weight: normal;\n",
       "}\n",
       "hr {\n",
       " margin-top: 8px;\n",
       " margin-bottom: 10px;\n",
       " border: 0;\n",
       " border-top: 1px solid #126dce;\n",
       "}\n",
       ".rendered_html hr {\n",
       " color: #126dce;\n",
       " background-color: #126dce;\n",
       " margin-right: 2em;\n",
       "}\n",
       "#complete > select > option:hover {\n",
       " background: #d4d4d4;\n",
       " background-color: #d4d4d4;\n",
       "}\n",
       "div#_vivaldi-spatnav-focus-indicator._vivaldi-spatnav-focus-indicator {\n",
       " position: absolute;\n",
       " z-index: 9999999999;\n",
       " top: 0px;\n",
       " left: 0px;\n",
       " box-shadow: none;\n",
       " pointer-events: none;\n",
       " border-radius: 2px;\n",
       "}\n",
       ".rendered_html tr,\n",
       ".rendered_html th,\n",
       ".rendered_html td {\n",
       " text-align: left;\n",
       " vertical-align: middle;\n",
       " padding: 0.42em 0.47em;\n",
       " line-height: normal;\n",
       " white-space: normal;\n",
       " max-width: none;\n",
       " border: none;\n",
       "}\n",
       ".rendered_html td {\n",
       " font-family: \"Meslo\", monospace !important;\n",
       " font-size: 8pt;\n",
       "}\n",
       ".rendered_html table {\n",
       " font-family: \"Meslo\", monospace !important;\n",
       " margin-left: 8px;\n",
       " margin-right: auto;\n",
       " border: none;\n",
       " border-collapse: collapse;\n",
       " border-spacing: 0;\n",
       " color: #353535;\n",
       " table-layout: fixed;\n",
       "}\n",
       ".rendered_html thead {\n",
       " font-family: \"Meslo\", monospace !important;\n",
       " font-size: 9.0pt !important;\n",
       " background: #ebebeb;\n",
       " color: #353535;\n",
       " border-bottom: 1px solid #ebebeb;\n",
       " vertical-align: bottom;\n",
       "}\n",
       ".rendered_html tbody tr:nth-child(odd) {\n",
       " background: #fafafa;\n",
       "}\n",
       ".rendered_html tbody tr {\n",
       " background: #f2f2f2;\n",
       "}\n",
       ".rendered_html tbody tr:hover:nth-child(odd) {\n",
       " background: #f7f7f7;\n",
       "}\n",
       ".rendered_html tbody tr:hover {\n",
       " background: #f0f0f0;\n",
       "}\n",
       ".rendered_html * + table {\n",
       " margin-top: .05em;\n",
       "}\n",
       "div.widget-area {\n",
       " background-color: #ffffff;\n",
       " background: #ffffff;\n",
       " color: #303030;\n",
       "}\n",
       "div.widget-area a {\n",
       " font-family: \"Meslo\", monospace;\n",
       " font-size: 11.0pt;\n",
       " font-weight: normal;\n",
       " font-style: normal;\n",
       " color: #303030;\n",
       " text-shadow: none !important;\n",
       "}\n",
       "div.widget-area a:hover,\n",
       "div.widget-area a:focus {\n",
       " font-family: \"Meslo\", monospace;\n",
       " font-size: 11.0pt;\n",
       " font-weight: normal;\n",
       " font-style: normal;\n",
       " color: #2f2f2f;\n",
       " background: rgba(180,180,180,.14);\n",
       " background-color: rgba(180,180,180,.14);\n",
       " border-color: transparent;\n",
       " background-image: none;\n",
       " text-shadow: none !important;\n",
       "}\n",
       "div.widget_item.btn-group > button.btn.btn-default.widget-combo-btn,\n",
       "div.widget_item.btn-group > button.btn.btn-default.widget-combo-btn:hover {\n",
       " background: #e1e1e1;\n",
       " background-color: #e1e1e1;\n",
       " border: 2px solid #e1e1e1 !important;\n",
       " font-size: inherit;\n",
       " z-index: 0;\n",
       "}\n",
       "div.jupyter-widgets.widget-hprogress.widget-hbox {\n",
       " display: inline-table !important;\n",
       " width: 38% !important;\n",
       " margin-left: 10px;\n",
       "}\n",
       "div.jupyter-widgets.widget-hprogress.widget-hbox .widget-label,\n",
       "div.widget-hbox .widget-label,\n",
       ".widget-hbox .widget-label,\n",
       ".widget-inline-hbox .widget-label,\n",
       "div.widget-label {\n",
       " text-align: -webkit-auto !important;\n",
       " margin-left: 15px !important;\n",
       " max-width: 240px !important;\n",
       " min-width: 100px !important;\n",
       " vertical-align: text-top !important;\n",
       " color: #303030 !important;\n",
       " font-size: 14px !important;\n",
       "}\n",
       ".widget-hprogress .progress {\n",
       " flex-grow: 1;\n",
       " height: 20px;\n",
       " margin-top: auto;\n",
       " margin-left: 12px;\n",
       " margin-bottom: auto;\n",
       " width: 300px;\n",
       "}\n",
       ".progress {\n",
       " overflow: hidden;\n",
       " height: 22px;\n",
       " margin-bottom: 10px;\n",
       " padding-left: 10px;\n",
       " background-color: #d6d6d6 !important;\n",
       " border-radius: 2px;\n",
       " -webkit-box-shadow: none;\n",
       " box-shadow: none;\n",
       " z-index: 10;\n",
       "}\n",
       ".progress-bar-danger {\n",
       " background-color: #e5344a !important;\n",
       "}\n",
       ".progress-bar-info {\n",
       " background-color: #2980b9 !important;\n",
       "}\n",
       ".progress-bar-warning {\n",
       " background-color: #f39c12 !important;\n",
       "}\n",
       ".progress-bar-success {\n",
       " background-color: #5cb85c !important;\n",
       "}\n",
       ".widget-select select {\n",
       " margin-left: 12px;\n",
       "}\n",
       ".rendered_html :link {\n",
       " font-family: \"Meslo\", monospace;\n",
       " font-size: 100%;\n",
       " color: #ff7823;\n",
       " text-decoration: underline;\n",
       "}\n",
       ".rendered_html :visited,\n",
       ".rendered_html :visited:active,\n",
       ".rendered_html :visited:focus {\n",
       " color: #fa853d;\n",
       "}\n",
       ".rendered_html :visited:hover,\n",
       ".rendered_html :link:hover {\n",
       " font-family: \"Meslo\", monospace;\n",
       " font-size: 100%;\n",
       " color: #f96000;\n",
       "}\n",
       "div.cell.text_cell a.anchor-link:link {\n",
       " font-size: inherit;\n",
       " text-decoration: none;\n",
       " padding: 0px 20px;\n",
       " visibility: none;\n",
       " color: rgba(0,0,0,.32);\n",
       "}\n",
       "div.cell.text_cell a.anchor-link:link:hover {\n",
       " font-size: inherit;\n",
       " color: #828892;\n",
       "}\n",
       ".navbar-text {\n",
       " margin-top: 4px;\n",
       " margin-bottom: 0px;\n",
       "}\n",
       "#clusters > a {\n",
       " color: #ef5c00;\n",
       " text-decoration: underline;\n",
       " cursor: auto;\n",
       "}\n",
       "#clusters > a:hover {\n",
       " color: #126dce;\n",
       " text-decoration: underline;\n",
       " cursor: auto;\n",
       "}\n",
       "#nbextensions-configurator-container > div.row.container-fluid.nbext-selector > h3 {\n",
       " font-size: 17px;\n",
       " margin-top: 5px;\n",
       " margin-bottom: 8px;\n",
       " height: 24px;\n",
       " padding: 4px 0 4px 0;\n",
       "}\n",
       "div#nbextensions-configurator-container.container,\n",
       "#nbextensions-configurator-container.container {\n",
       " width: 100%;\n",
       " margin-right: auto;\n",
       " margin-left: auto;\n",
       "}\n",
       "div.nbext-selector > nav > .nav > li > a {\n",
       " font-family: \"Meslo\", monospace;\n",
       " font-size: 10.5pt;\n",
       " padding: 2px 5px;\n",
       "}\n",
       "div.nbext-selector > nav > .nav > li > a:hover {\n",
       " background: transparent;\n",
       "}\n",
       "div.nbext-selector > nav > .nav > li:hover {\n",
       " background-color: rgba(180,180,180,.14) !important;\n",
       " background: rgba(180,180,180,.14) !important;\n",
       "}\n",
       "div.nbext-selector > nav > .nav > li.active:hover {\n",
       " background: transparent !important;\n",
       " background-color: transparent !important;\n",
       "}\n",
       ".nav-pills > li.active > a,\n",
       ".nav-pills > li.active > a:active,\n",
       ".nav-pills > li.active > a:hover,\n",
       ".nav-pills > li.active > a:focus {\n",
       " color: #1c1c1c;\n",
       " background-color: rgba(180,180,180,.14) !important;\n",
       " background: rgba(180,180,180,.14) !important;\n",
       " -webkit-backface-visibility: hidden;\n",
       " -webkit-font-smoothing: subpixel-antialiased !important;\n",
       "}\n",
       "div.nbext-readme > .nbext-readme-contents > .rendered_html {\n",
       " font-family: \"Meslo\", monospace;\n",
       " font-size: 11.5pt;\n",
       " line-height: 145%;\n",
       " padding: 1em 1em;\n",
       " color: #353535;\n",
       " background-color: #ffffff;\n",
       " -webkit-box-shadow: none;\n",
       " -moz-box-shadow: none;\n",
       " box-shadow: none;\n",
       "}\n",
       ".nbext-icon,\n",
       ".nbext-desc,\n",
       ".nbext-compat-div,\n",
       ".nbext-enable-btns,\n",
       ".nbext-params {\n",
       " margin-bottom: 8px;\n",
       " font-size: 11.5pt;\n",
       "}\n",
       "div.nbext-readme > .nbext-readme-contents {\n",
       " padding: 0;\n",
       " overflow-y: hidden;\n",
       "}\n",
       "div.nbext-readme > .nbext-readme-contents:not(:empty) {\n",
       " margin-top: 0.5em;\n",
       " margin-bottom: 2em;\n",
       " border: none;\n",
       " border-top-color: #828892;\n",
       "}\n",
       ".nbext-showhide-incompat {\n",
       " padding-bottom: 0.5em;\n",
       " color: #4a4a4a;\n",
       " font-size: 10.5pt;\n",
       "}\n",
       ".nbext-filter-menu.dropdown-menu > li > a:hover,\n",
       ".nbext-filter-menu.dropdown-menu > li > a:focus,\n",
       ".nbext-filter-menu.dropdown-menu > li > a.ui-state-focus {\n",
       " color: #2f2f2f !important;\n",
       " background-color: #d4d4d4 !important;\n",
       " background: #d4d4d4 !important;\n",
       " border-color: #d4d4d4 !important;\n",
       "}\n",
       ".nbext-filter-input-wrap > .nbext-filter-input-subwrap,\n",
       ".nbext-filter-input-wrap > .nbext-filter-input-subwrap > input {\n",
       " border: none;\n",
       " outline: none;\n",
       " background-color: transparent;\n",
       " padding: 0;\n",
       " vertical-align: middle;\n",
       " margin-top: -2px;\n",
       "}\n",
       "span.rendered_html code {\n",
       " background-color: transparent;\n",
       " color: #303030;\n",
       "}\n",
       "#nbextensions-configurator-container > div.row.container-fluid.nbext-selector {\n",
       " padding-left: 0px;\n",
       " padding-right: 0px;\n",
       "}\n",
       ".nbext-filter-menu {\n",
       " max-height: 55vh !important;\n",
       " overflow-y: auto;\n",
       " outline: none;\n",
       " border: none;\n",
       "}\n",
       ".nbext-filter-menu:hover {\n",
       " border: none;\n",
       "}\n",
       ".alert-warning {\n",
       " background-color: #f4f4f4;\n",
       " border-color: #f4f4f4;\n",
       " color: #303030;\n",
       "}\n",
       ".notification_widget.danger {\n",
       " color: #ffffff;\n",
       " background-color: #e5344a;\n",
       " border-color: #e5344a;\n",
       " padding-right: 5px;\n",
       "}\n",
       "#nbextensions-configurator-container > div.nbext-buttons.tree-buttons.no-padding.pull-right > span > button {\n",
       " border: none !important;\n",
       "}\n",
       "button#refresh_running_list {\n",
       " border: none !important;\n",
       "}\n",
       "mark,\n",
       ".mark {\n",
       " background-color: #ffffff;\n",
       " color: #353535;\n",
       " padding: .15em;\n",
       "}\n",
       "a.text-warning,\n",
       "a.text-warning:hover {\n",
       " color: #828892;\n",
       "}\n",
       "a.text-warning.bg-warning {\n",
       " background-color: #ffffff;\n",
       "}\n",
       "span.bg-success.text-success {\n",
       " background-color: transparent;\n",
       " color: #009e07;\n",
       "}\n",
       "span.bg-danger.text-danger {\n",
       " background-color: #ffffff;\n",
       " color: #de143d;\n",
       "}\n",
       ".has-success .input-group-addon {\n",
       " color: #009e07;\n",
       " border-color: transparent;\n",
       " background: inherit;\n",
       " background-color: rgba(83,180,115,.10);\n",
       "}\n",
       ".has-success .form-control {\n",
       " border-color: #009e07;\n",
       " -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,0.025);\n",
       " box-shadow: inset 0 1px 1px rgba(0,0,0,0.025);\n",
       "}\n",
       ".has-error .input-group-addon {\n",
       " color: #de143d;\n",
       " border-color: transparent;\n",
       " background: inherit;\n",
       " background-color: rgba(192,57,67,.10);\n",
       "}\n",
       ".has-error .form-control {\n",
       " border-color: #de143d;\n",
       " -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,0.025);\n",
       " box-shadow: inset 0 1px 1px rgba(0,0,0,0.025);\n",
       "}\n",
       ".kse-input-group-pretty > kbd {\n",
       " font-family: \"Oxygen Mono\", monospace, monospace;\n",
       " color: #303030;\n",
       " font-weight: normal;\n",
       " background: transparent;\n",
       "}\n",
       ".kse-input-group-pretty > kbd {\n",
       " font-family: \"Oxygen Mono\", monospace, monospace;\n",
       " color: #303030;\n",
       " font-weight: normal;\n",
       " background: transparent;\n",
       "}\n",
       "div.nbext-enable-btns .btn[disabled],\n",
       "div.nbext-enable-btns .btn[disabled]:hover,\n",
       ".btn-default.disabled,\n",
       ".btn-default[disabled] {\n",
       " background: #e2e2e2;\n",
       " background-color: #e2e2e2;\n",
       " color: #282828;\n",
       "}\n",
       "label#Keyword-Filter {\n",
       " display: none;\n",
       "}\n",
       ".input-group .nbext-list-btn-add,\n",
       ".input-group-btn:last-child > .btn-group > .btn {\n",
       " background: #e4e4e4;\n",
       " background-color: #e4e4e4;\n",
       " border-color: #e4e4e4;\n",
       " border: 2px solid #e4e4e4;\n",
       "}\n",
       ".input-group .nbext-list-btn-add:hover,\n",
       ".input-group-btn:last-child > .btn-group > .btn:hover {\n",
       " background: #dfdfdf;\n",
       " background-color: #dfdfdf;\n",
       " border-color: #dfdfdf;\n",
       " border: 2px solid #dfdfdf;\n",
       "}\n",
       "#notebook-container > div.cell.code_cell.rendered.selected > div.widget-area > div.widget-subarea > div > div.widget_item.btn-group > button.btn.btn-default.dropdown-toggle.widget-combo-carrot-btn {\n",
       " background: #e4e4e4;\n",
       " background-color: #e4e4e4;\n",
       " border-color: #e4e4e4;\n",
       "}\n",
       "#notebook-container > div.cell.code_cell.rendered.selected > div.widget-area > div.widget-subarea > div > div.widget_item.btn-group > button.btn.btn-default.dropdown-toggle.widget-combo-carrot-btn:hover {\n",
       " background: #dfdfdf;\n",
       " background-color: #dfdfdf;\n",
       " border-color: #dfdfdf;\n",
       "}\n",
       ".ui-widget-content {\n",
       " background: #e5e5e5;\n",
       " background-color: #e5e5e5;\n",
       " border: 2px solid #e5e5e5;\n",
       " color: #303030;\n",
       "}\n",
       "div.collapsible_headings_toggle {\n",
       " color: rgba(180,180,180,.30) !important;\n",
       "}\n",
       "div.collapsible_headings_toggle:hover {\n",
       " color: #ff7823 !important;\n",
       "}\n",
       ".collapsible_headings_toggle .h1,\n",
       ".collapsible_headings_toggle .h2,\n",
       ".collapsible_headings_toggle .h3,\n",
       ".collapsible_headings_toggle .h4,\n",
       ".collapsible_headings_toggle .h5,\n",
       ".collapsible_headings_toggle .h6 {\n",
       " margin: 0.3em .4em 0em 0em !important;\n",
       " line-height: 1.2 !important;\n",
       "}\n",
       "div.collapsible_headings_toggle .fa-caret-down:before,\n",
       "div.collapsible_headings_toggle .fa-caret-right:before {\n",
       " font-size: xx-large;\n",
       " transition: transform 1000ms;\n",
       " transform: none !important;\n",
       "}\n",
       ".collapsible_headings_collapsed.collapsible_headings_ellipsis .rendered_html h1:after,\n",
       ".collapsible_headings_collapsed.collapsible_headings_ellipsis .rendered_html h2:after,\n",
       ".collapsible_headings_collapsed.collapsible_headings_ellipsis .rendered_html h3:after,\n",
       ".collapsible_headings_collapsed.collapsible_headings_ellipsis .rendered_html h4:after,\n",
       ".collapsible_headings_collapsed.collapsible_headings_ellipsis .rendered_html h5:after,\n",
       ".collapsible_headings_collapsed.collapsible_headings_ellipsis .rendered_html h6:after {\n",
       " position: absolute;\n",
       " right: 0;\n",
       " bottom: 20% !important;\n",
       " content: \"[\\002026]\";\n",
       " color: rgba(180,180,180,.30) !important;\n",
       " padding: 0.5em 0em 0em 0em !important;\n",
       "}\n",
       ".collapsible_headings_ellipsis .rendered_html h1,\n",
       ".collapsible_headings_ellipsis .rendered_html h2,\n",
       ".collapsible_headings_ellipsis .rendered_html h3,\n",
       ".collapsible_headings_ellipsis .rendered_html h4,\n",
       ".collapsible_headings_ellipsis .rendered_html h5,\n",
       ".collapsible_headings_ellipsis .rendered_html h6,\n",
       ".collapsible_headings_toggle .fa {\n",
       " transition: transform 1000ms !important;\n",
       " -webkit-transform: inherit !important;\n",
       " -moz-transform: inherit !important;\n",
       " -ms-transform: inherit !important;\n",
       " -o-transform: inherit !important;\n",
       " transform: inherit !important;\n",
       " padding-right: 0px !important;\n",
       "}\n",
       "input.raw_input {\n",
       " font-family: \"Oxygen Mono\", monospace, monospace;\n",
       " font-size: 10pt !important;\n",
       " color: #303030;\n",
       " background-color: #efefef;\n",
       " border-color: #ececec;\n",
       " background: #ececec;\n",
       " width: auto;\n",
       " vertical-align: baseline;\n",
       " padding: 0em 0.25em;\n",
       " margin: 0em 0.25em;\n",
       " -webkit-box-shadow: none;\n",
       " box-shadow: none;\n",
       "}\n",
       "audio,\n",
       "video {\n",
       " display: inline;\n",
       " vertical-align: middle;\n",
       " align-content: center;\n",
       " margin-left: 20%;\n",
       "}\n",
       ".cmd-palette .modal-body {\n",
       " padding: 0px;\n",
       " margin: 0px;\n",
       "}\n",
       ".cmd-palette form {\n",
       " background: #e5e5e5;\n",
       " background-color: #e5e5e5;\n",
       "}\n",
       ".typeahead-field input:last-child,\n",
       ".typeahead-hint {\n",
       " background: #e5e5e5;\n",
       " background-color: #e5e5e5;\n",
       " z-index: 1;\n",
       "}\n",
       ".typeahead-field input {\n",
       " font-family: \"Meslo\", monospace;\n",
       " color: #303030;\n",
       " border: none;\n",
       " font-size: 28pt;\n",
       " display: inline-block;\n",
       " line-height: inherit;\n",
       " padding: 3px 10px;\n",
       " height: 70px;\n",
       "}\n",
       ".typeahead-select {\n",
       " background-color: #e5e5e5;\n",
       "}\n",
       "body > div.modal.cmd-palette.typeahead-field {\n",
       " display: table;\n",
       " border-collapse: separate;\n",
       " background-color: #f4f4f4;\n",
       "}\n",
       ".typeahead-container button {\n",
       " font-family: \"Meslo\", monospace;\n",
       " font-size: 28pt;\n",
       " background-color: #e4e4e4;\n",
       " border: none;\n",
       " display: inline-block;\n",
       " line-height: inherit;\n",
       " padding: 3px 10px;\n",
       " height: 70px;\n",
       "}\n",
       ".typeahead-search-icon {\n",
       " min-width: 40px;\n",
       " min-height: 55px;\n",
       " display: block;\n",
       " vertical-align: middle;\n",
       " text-align: center;\n",
       "}\n",
       ".typeahead-container button:focus,\n",
       ".typeahead-container button:hover {\n",
       " color: #2f2f2f;\n",
       " background-color: #dfdfdf;\n",
       " border-color: #e0e0e0;\n",
       "}\n",
       ".typeahead-list > li.typeahead-group.active > a,\n",
       ".typeahead-list > li.typeahead-group > a,\n",
       ".typeahead-list > li.typeahead-group > a:focus,\n",
       ".typeahead-list > li.typeahead-group > a:hover {\n",
       " display: none;\n",
       "}\n",
       ".typeahead-dropdown > li > a,\n",
       ".typeahead-list > li > a {\n",
       " color: #303030;\n",
       " text-decoration: none;\n",
       "}\n",
       ".typeahead-dropdown,\n",
       ".typeahead-list {\n",
       " font-family: \"Meslo\", monospace;\n",
       " font-size: 12pt;\n",
       " color: #303030;\n",
       " background-color: #ffffff;\n",
       " border: none;\n",
       " background-clip: padding-box;\n",
       " margin-top: 0px;\n",
       " padding: 3px 2px 3px 0px;\n",
       " line-height: 1.7;\n",
       "}\n",
       ".typeahead-dropdown > li.active > a,\n",
       ".typeahead-dropdown > li > a:focus,\n",
       ".typeahead-dropdown > li > a:hover,\n",
       ".typeahead-list > li.active > a,\n",
       ".typeahead-list > li > a:focus,\n",
       ".typeahead-list > li > a:hover {\n",
       " color: #2f2f2f;\n",
       " background-color: #f4f4f4;\n",
       " border-color: #f4f4f4;\n",
       "}\n",
       ".command-shortcut:before {\n",
       " content: \"(command)\";\n",
       " padding-right: 3px;\n",
       " color: #828892;\n",
       "}\n",
       ".edit-shortcut:before {\n",
       " content: \"(edit)\";\n",
       " padding-right: 3px;\n",
       " color: #828892;\n",
       "}\n",
       "ul.typeahead-list i {\n",
       " margin-left: 1px;\n",
       " width: 18px;\n",
       " margin-right: 10px;\n",
       "}\n",
       "ul.typeahead-list {\n",
       " max-height: 50vh;\n",
       " overflow: auto;\n",
       "}\n",
       ".typeahead-list > li {\n",
       " position: relative;\n",
       " border: none;\n",
       "}\n",
       "div.input.typeahead-hint,\n",
       "input.typeahead-hint,\n",
       "body > div.modal.cmd-palette.in > div > div > div > form > div > div.typeahead-field > span.typeahead-query > input.typeahead-hint {\n",
       " color: #828892 !important;\n",
       " background-color: transparent;\n",
       " padding: 3px 10px;\n",
       "}\n",
       ".typeahead-dropdown > li > a,\n",
       ".typeahead-list > li > a {\n",
       " display: block;\n",
       " padding: 5px;\n",
       " clear: both;\n",
       " font-weight: 400;\n",
       " line-height: 1.7;\n",
       " border: 1px solid #ffffff;\n",
       " border-bottom-color: rgba(180,180,180,.30);\n",
       "}\n",
       "body > div.modal.cmd-palette.in > div {\n",
       " min-width: 750px;\n",
       " margin: 150px auto;\n",
       "}\n",
       ".typeahead-container strong {\n",
       " font-weight: bolder;\n",
       " color: #ff7823;\n",
       "}\n",
       "#find-and-replace #replace-preview .match,\n",
       "#find-and-replace #replace-preview .insert {\n",
       " color: #ffffff;\n",
       " background-color: #ff7823;\n",
       " border-color: #ff7823;\n",
       " border-style: solid;\n",
       " border-width: 1px;\n",
       " border-radius: 0px;\n",
       "}\n",
       "#find-and-replace #replace-preview .replace .match {\n",
       " background-color: #de143d;\n",
       " border-color: #de143d;\n",
       " border-radius: 0px;\n",
       "}\n",
       "#find-and-replace #replace-preview .replace .insert {\n",
       " background-color: #009e07;\n",
       " border-color: #009e07;\n",
       " border-radius: 0px;\n",
       "}\n",
       ".jupyter-dashboard-menu-item.selected::before {\n",
       " font-family: 'FontAwesome' !important;\n",
       " content: '\\f00c' !important;\n",
       " position: absolute !important;\n",
       " color: #ff7823 !important;\n",
       " left: 0px !important;\n",
       " top: 13px !important;\n",
       " font-size: 12px !important;\n",
       "}\n",
       ".shortcut_key,\n",
       "span.shortcut_key {\n",
       " display: inline-block;\n",
       " width: 16ex;\n",
       " text-align: right;\n",
       " font-family: monospace;\n",
       "}\n",
       ".jupyter-keybindings {\n",
       " padding: 1px;\n",
       " line-height: 24px;\n",
       " border-bottom: 1px solid rgba(180,180,180,.14);\n",
       "}\n",
       ".jupyter-keybindings i {\n",
       " background: #efefef;\n",
       " font-size: small;\n",
       " padding: 5px;\n",
       " margin-left: 7px;\n",
       "}\n",
       "div#short-key-bindings-intro.well,\n",
       ".well {\n",
       " background-color: #e4e4e4;\n",
       " border: 1px solid #e4e4e4;\n",
       " color: #303030;\n",
       " border-radius: 2px;\n",
       " -webkit-box-shadow: none;\n",
       " box-shadow: none;\n",
       "}\n",
       "#texteditor-backdrop {\n",
       " background: #ffffff;\n",
       " background-color: #ffffff;\n",
       "}\n",
       "#texteditor-backdrop #texteditor-container .CodeMirror-gutter,\n",
       "#texteditor-backdrop #texteditor-container .CodeMirror-gutters {\n",
       " background: #e0e1e3;\n",
       " background-color: #e0e1e3;\n",
       " color: #828892;\n",
       "}\n",
       ".edit_app #menubar .navbar {\n",
       " margin-bottom: 0px;\n",
       "}\n",
       "#texteditor-backdrop #texteditor-container {\n",
       " padding: 0px;\n",
       " background-color: #ededed;\n",
       " box-shadow: none;\n",
       "}\n",
       ".terminal-app {\n",
       " background: #ffffff;\n",
       "}\n",
       ".terminal-app .terminal {\n",
       " font-family: \"Oxygen Mono\", monospace, monospace;\n",
       " font-size: 10pt;\n",
       " line-height: 170%;\n",
       " color: #303030;\n",
       " background: #ededed;\n",
       " padding: 0.4em;\n",
       " border-radius: 2px;\n",
       " -webkit-box-shadow: none;\n",
       " box-shadow: none;\n",
       "}\n",
       ".terminal .xterm-viewport {\n",
       " background-color: #ededed;\n",
       " color: #303030;\n",
       " overflow-y: auto;\n",
       "}\n",
       ".terminal .xterm-color-0 {\n",
       " color: #ff7823;\n",
       "}\n",
       ".terminal .xterm-color-1 {\n",
       " color: #de143d;\n",
       "}\n",
       ".terminal .xterm-color-2 {\n",
       " color: #713bc5;\n",
       "}\n",
       ".terminal .xterm-color-3 {\n",
       " color: #e22978;\n",
       "}\n",
       ".terminal .xterm-color-4 {\n",
       " color: #ff8132;\n",
       "}\n",
       ".terminal .xterm-color-5 {\n",
       " color: #009e07;\n",
       "}\n",
       ".terminal .xterm-color-6 {\n",
       " color: #e22978;\n",
       "}\n",
       ".terminal .xterm-color-7 {\n",
       " color: #e22978;\n",
       "}\n",
       ".terminal .xterm-color-8 {\n",
       " color: #ef5c00;\n",
       "}\n",
       ".terminal .xterm-color-9 {\n",
       " color: #009e07;\n",
       "}\n",
       ".terminal .xterm-color-10 {\n",
       " color: #e22978;\n",
       "}\n",
       ".terminal .xterm-color-14 {\n",
       " color: #e22978;\n",
       "}\n",
       ".terminal .xterm-bg-color-15 {\n",
       " background-color: #ededed;\n",
       "}\n",
       ".terminal:not(.xterm-cursor-style-underline):not(.xterm-cursor-style-bar) .terminal-cursor {\n",
       " background-color: #ff7823;\n",
       " color: #ededed;\n",
       "}\n",
       ".terminal:not(.focus) .terminal-cursor {\n",
       " outline: 1px solid #ff7823;\n",
       " outline-offset: -1px;\n",
       "}\n",
       ".celltoolbar {\n",
       " font-size: 100%;\n",
       " padding-top: 3px;\n",
       " border-color: transparent;\n",
       " border-bottom: thin solid #828892;\n",
       " background: transparent;\n",
       "}\n",
       ".cell-tag,\n",
       ".tags-input input,\n",
       ".tags-input button {\n",
       " color: #303030;\n",
       " background-color: #ffffff;\n",
       " background-image: none;\n",
       " border: 1px solid #303030;\n",
       " border-radius: 1px;\n",
       " box-shadow: none;\n",
       " width: inherit;\n",
       " font-size: inherit;\n",
       " height: 22px;\n",
       " line-height: 22px;\n",
       "}\n",
       "#notebook-container > div.cell.code_cell.rendered.selected > div.input > div.inner_cell > div.ctb_hideshow.ctb_show > div > div > button,\n",
       "#notebook-container > div.input > div.inner_cell > div.ctb_hideshow.ctb_show > div > div > button {\n",
       " font-size: 10pt;\n",
       " color: #303030;\n",
       " background-color: #ffffff;\n",
       " background-image: none;\n",
       " border: 1px solid #303030;\n",
       " border-radius: 1px;\n",
       " box-shadow: none;\n",
       " width: inherit;\n",
       " font-size: inherit;\n",
       " height: 22px;\n",
       " line-height: 22px;\n",
       "}\n",
       "div#pager #pager-contents {\n",
       " background: #ffffff !important;\n",
       " background-color: #ffffff !important;\n",
       "}\n",
       "div#pager pre {\n",
       " color: #303030 !important;\n",
       " background: #ededed !important;\n",
       " background-color: #ededed !important;\n",
       " padding: 0.4em;\n",
       "}\n",
       "div#pager .ui-resizable-handle {\n",
       " top: 0px;\n",
       " height: 8px;\n",
       " background: #ff7823 !important;\n",
       " border-top: 1px solid #ff7823;\n",
       " border-bottom: 1px solid #ff7823;\n",
       "}\n",
       "div.CodeMirror,\n",
       "div.CodeMirror pre {\n",
       " font-family: \"Oxygen Mono\", monospace, monospace;\n",
       " font-size: 10pt;\n",
       " line-height: 170%;\n",
       " color: #303030;\n",
       "}\n",
       "div.CodeMirror-lines {\n",
       " padding-bottom: .9em;\n",
       " padding-left: .5em;\n",
       " padding-right: 1.5em;\n",
       " padding-top: .7em;\n",
       "}\n",
       "span.ansiblack,\n",
       ".ansi-black-fg {\n",
       " color: #e22978;\n",
       "}\n",
       "span.ansiblue,\n",
       ".ansi-blue-fg,\n",
       ".ansi-blue-intense-fg {\n",
       " color: #009e07;\n",
       "}\n",
       "span.ansigray,\n",
       ".ansi-gray-fg,\n",
       ".ansi-gray-intense-fg {\n",
       " color: #ff8132;\n",
       "}\n",
       "span.ansigreen,\n",
       ".ansi-green-fg {\n",
       " color: #333333;\n",
       "}\n",
       ".ansi-green-intense-fg {\n",
       " color: #ff8132;\n",
       "}\n",
       "span.ansipurple,\n",
       ".ansi-purple-fg,\n",
       ".ansi-purple-intense-fg {\n",
       " color: #653bc5;\n",
       "}\n",
       "span.ansicyan,\n",
       ".ansi-cyan-fg,\n",
       ".ansi-cyan-intense-fg {\n",
       " color: #653bc5;\n",
       "}\n",
       "span.ansiyellow,\n",
       ".ansi-yellow-fg,\n",
       ".ansi-yellow-intense-fg {\n",
       " color: #ff8132;\n",
       "}\n",
       "span.ansired,\n",
       ".ansi-red-fg,\n",
       ".ansi-red-intense-fg {\n",
       " color: #de143d;\n",
       "}\n",
       "div.output-stderr {\n",
       " background-color: #ebb5b7;\n",
       "}\n",
       "div.output-stderr pre {\n",
       " color: #000000;\n",
       "}\n",
       "div.js-error {\n",
       " color: #de143d;\n",
       "}\n",
       ".ipython_tooltip {\n",
       " font-family: \"Oxygen Mono\", monospace, monospace;\n",
       " font-size: 10pt;\n",
       " line-height: 170%;\n",
       " border: 2px solid #dadada;\n",
       " background: #eeeeee;\n",
       " background-color: #eeeeee;\n",
       " border-radius: 2px;\n",
       " overflow-x: visible;\n",
       " overflow-y: visible;\n",
       " box-shadow: none;\n",
       " position: absolute;\n",
       " z-index: 1000;\n",
       "}\n",
       ".ipython_tooltip .tooltiptext pre {\n",
       " font-family: \"Oxygen Mono\", monospace, monospace;\n",
       " font-size: 10pt;\n",
       " line-height: 170%;\n",
       " background: #eeeeee;\n",
       " background-color: #eeeeee;\n",
       " color: #303030;\n",
       " overflow-x: visible;\n",
       " overflow-y: visible;\n",
       " max-width: 900px;\n",
       "}\n",
       "div#tooltip.ipython_tooltip {\n",
       " overflow-x: wrap;\n",
       " overflow-y: visible;\n",
       " max-width: 800px;\n",
       "}\n",
       "div.tooltiptext.bigtooltip {\n",
       " overflow-x: visible;\n",
       " overflow-y: scroll;\n",
       " height: 400px;\n",
       " max-width: 800px;\n",
       "}\n",
       ".cm-s-ipython.CodeMirror {\n",
       " font-family: \"Oxygen Mono\", monospace, monospace;\n",
       " font-size: 10pt;\n",
       " background: #ededed;\n",
       " color: #303030;\n",
       " border-radius: 2px;\n",
       " font-style: normal;\n",
       " font-weight: normal;\n",
       "}\n",
       ".cm-s-ipython div.CodeMirror-selected {\n",
       " background: #e0e1e3;\n",
       "}\n",
       ".CodeMirror-gutters {\n",
       " border: none;\n",
       " border-right: 1px solid #e0e1e3 !important;\n",
       " background-color: #e0e1e3 !important;\n",
       " background: #e0e1e3 !important;\n",
       " border-radius: 0px;\n",
       " white-space: nowrap;\n",
       "}\n",
       ".cm-s-ipython .CodeMirror-gutters {\n",
       " background: #e0e1e3;\n",
       " border: none;\n",
       " border-radius: 0px;\n",
       " width: 36px;\n",
       "}\n",
       ".cm-s-ipython .CodeMirror-linenumber {\n",
       " color: #828892;\n",
       "}\n",
       ".CodeMirror-sizer {\n",
       " margin-left: 40px;\n",
       "}\n",
       ".CodeMirror-linenumber,\n",
       "div.CodeMirror-linenumber,\n",
       ".CodeMirror-gutter.CodeMirror-linenumberdiv.CodeMirror-gutter.CodeMirror-linenumber {\n",
       " padding-right: 1px;\n",
       " margin-left: 0px;\n",
       " margin: 0px;\n",
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       " color: #e22978;\n",
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       ".cm-s-ipython span.cm-quote {\n",
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       "div.CodeMirror span.CodeMirror-matchingbracket {\n",
       " color: #1c1c1c;\n",
       " background-color: rgba(30,112,199,.30);\n",
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       " color: #1c1c1c;\n",
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       " font-family: \"Meslo\", monospace;\n",
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       ".cm-s-default div.CodeMirror-selected {\n",
       " background: #e0e1e3;\n",
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       ".cm-s-default .cm-selected {\n",
       " background: #e0e1e3;\n",
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       ".MathJax_Display,\n",
       ".MathJax {\n",
       " border: 0 !important;\n",
       " font-size: 90% !important;\n",
       " text-align: center !important;\n",
       " margin: 0em !important;\n",
       " line-height: 2.25 !important;\n",
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       ".MathJax:focus,\n",
       "body :focus .MathJax {\n",
       " display: inline-block !important;\n",
       "}\n",
       ".MathJax:focus,\n",
       "body :focus .MathJax {\n",
       " display: inline-block !important;\n",
       "}\n",
       ".completions {\n",
       " position: absolute;\n",
       " z-index: 110;\n",
       " overflow: hidden;\n",
       " border: medium solid rgba(240,147,43,.50);\n",
       " box-shadow: none;\n",
       " line-height: 1;\n",
       "}\n",
       ".completions select {\n",
       " background: #ededed;\n",
       " background-color: #ededed;\n",
       " outline: none;\n",
       " border: none;\n",
       " padding: 0px;\n",
       " margin: 0px;\n",
       " margin-left: 2px;\n",
       " overflow: auto;\n",
       " font-family: \"Oxygen Mono\", monospace, monospace;\n",
       " font-size: 10pt;\n",
       " color: #303030;\n",
       " width: auto;\n",
       "}\n",
       "div#maintoolbar {\n",
       " display: none !important;\n",
       "}\n",
       "span.save_widget span.filename {\n",
       " margin-left: 8px;\n",
       " font-size: 120%;\n",
       " color: #e5e5e5;\n",
       " background-color: #ededed;\n",
       "}\n",
       "span.save_widget span.filename:hover {\n",
       " color: #828892;\n",
       " background-color: #ededed;\n",
       "}\n",
       "#menubar {\n",
       " padding-top: 4px;\n",
       " background-color: #ffffff;\n",
       "}\n",
       "\n",
       "<script>\n",
       "    MathJax.Hub.Config({\n",
       "        \"HTML-CSS\": {\n",
       "            /*preferredFont: \"TeX\",*/\n",
       "            /*availableFonts: [\"TeX\", \"STIX\"],*/\n",
       "            styles: {\n",
       "                scale: 90,\n",
       "                \".MathJax_Display\": {\n",
       "                    \"font-size\": \"90%\",\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "<style>    "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# def css():\n",
    "#     style = open('/Users/ravpritpalkohli/Desktop/BVentures/TSMOM/custom.css', 'r').read()\n",
    "#     return HTML(style)\n",
    "# css()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [],
   "source": [
    "long_shorts = mnth_cum.apply(lambda x: tsmom.tsmom(x, mnth_vol, mnth_cum))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [],
   "source": [
    "long_side = pd.concat([i[0] for i in long_shorts], axis = 1)\n",
    "# short_side = pd.concat([i[1] for i in long_shorts], axis = 1)\n",
    "# port = longs.mean(axis = 1) + shorts.mean(axis = 1)\n",
    "unlevered_long = long_side.mean(axis = 1)\n",
    "# unlevered_long['Cumulative'] = (1 + unlevered_long).cumprod()\n",
    "unlevered_long = pd.concat([unlevered_long, (1 + unlevered_long).cumprod()], \n",
    "                           axis = 1, \n",
    "                           keys= ['Unlevered', 'Cumulative'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {},
   "outputs": [],
   "source": [
    "lspositions = tsmom.get_long_short(mnth_cum)\n",
    "posit_n_eq = pd.concat([lspositions, unlevered_long.Cumulative * 50000], axis = 1)\n",
    "dollar_val = lspositions.apply(lambda x: np.round(posit_n_eq.Cumulative.div(x), 2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "metadata": {},
   "outputs": [],
   "source": [
    "long_name = {}\n",
    "short_name = {}\n",
    "lback_ret = mnth_cum.pct_change(12).dropna(how = 'all')\n",
    "for idx, row in lback_ret.iterrows():\n",
    "    long_rows = row[row > 0]\n",
    "    short_rows = row[row < 0]\n",
    "    long_name[idx] = long_rows.index.values\n",
    "    short_name[idx]= short_rows.index.values\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [],
   "source": [
    "shares_df = pd.DataFrame(columns=adj_prices.columns)\n",
    "for (idx_l, val_l), (idx_s, val_s) in zip(long_name.items(), short_name.items()):\n",
    "    l_prices = adj_m_prices.loc[idx_l, val_l]\n",
    "    s_prices = adj_m_prices.loc[idx_s, val_s]\n",
    "    nl_shares = np.round(dollar_val.loc[idx_l, 'Long Positions']/(l_prices))\n",
    "    ns_shares = (np.round(-1 * (dollar_val.loc[idx_s, 'Short Positions']/(s_prices))))\n",
    "    total_shares = pd.concat([nl_shares, ns_shares], axis = 0)\n",
    "    shares_df.loc[idx_l, :] = total_shares"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [],
   "source": [
    "long_df = pd.DataFrame(dict([(k, pd.Series(v)) for (k,v) in long_name.items()]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1a3ff84898>"
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "long_shares = shares_df[shares_df > 0]\n",
    "dollar_m_positions = (long_shares.mul(adj_m_prices)).dropna(how = 'all')\n",
    "dollar_m_positions.sum(axis = 1).plot(logy = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {},
   "outputs": [],
   "source": [
    "delta_shares = long_shares.diff()\n",
    "writer = pd.ExcelWriter('LongIndiaMomentum.xlsx', engine = 'xlsxwriter', datetime_format = 'mmm yy')\n",
    "long_shares.to_excel(writer, sheet_name= 'Number Shares')\n",
    "delta_shares.to_excel(writer, sheet_name= 'Delta Shares')\n",
    "pd.concat([unlevered_long.Cumulative * init_cap, nifty_m_cum * init_cap], axis = 1).to_excel(writer, sheet_name = 'Cumulative Returns')\n",
    "long_df.to_excel(writer, sheet_name= 'Stocks Long')\n",
    "# short_df.to_excel(writer, sheet_name= 'Stocks Short')\n",
    "lspositions.to_excel(writer, sheet_name= 'Position count')\n",
    "writer.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "#### Research ######\n",
    "\n",
    "# rets = adj_prices.pct_change()\n",
    "# m3 = adj_prices['3MINDIA'].dropna()\n",
    "\n",
    "# # com = 60\n",
    "# span = 121\n",
    "# alpha = 2/(1+span)\n",
    "# ema = {}\n",
    "# for i, j in enumerate(m3):\n",
    "#     if i < 1:\n",
    "#         ema[i] = m3.iloc[i]\n",
    "    \n",
    "#     else:\n",
    "        \n",
    "#         exp = (alpha)*m3.iloc[i] + (1-alpha)*ema[i-1]\n",
    "# #         print(exp)\n",
    "#         ema[i] = exp\n",
    "    \n",
    "# pdema = m3.ewm(alpha = alpha, adjust = False).mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "# our_ema = pd.Series(ema)\n",
    "# our_ema.index = m3.index\n",
    "# pd.concat([our_ema, pdema, m3], axis = 1).tail(100).plot()\n",
    "# os.curdir\n",
    "# m3.to_csv('3MINDIA.csv')\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}